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@tegg89
Created September 11, 2018 04:32
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GMM in PyTorch
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn.functional as F\n",
"import numpy as np\n",
"from torch.autograd import Variable\n",
"from scipy.stats import multivariate_normal\n",
"np.cat = np.concatenate\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import cm\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"%matplotlib inline\n",
"import seaborn as sns\n",
"\n",
"from tqdm import tqdm_notebook as tqdm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"'0.4.0'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Original: https://angusturner.github.io/generative_models/2017/11/03/pytorch-gaussian-mixture-model.html"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Synthetic Data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def sample(mu, var, nb_samples=500):\n",
" \"\"\"\n",
" Return a tensor of (nb_samples, features), sampled\n",
" from the parameterized gaussian.\n",
" \n",
" :param mu: torch.Tensor of the means\n",
" :param var: torch.Tensor of variances (NOTE: zero covars.)\n",
" \"\"\"\n",
" out = []\n",
" for i in range(nb_samples):\n",
" out += [\n",
" torch.normal(mu, var.sqrt()).unsqueeze(0)\n",
" ]\n",
" return torch.cat(out, dim=0)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# generate some clusters\n",
"cluster1 = sample(\n",
" torch.Tensor([2.5, 2.5]),\n",
" torch.Tensor([1.2, .8])\n",
")\n",
"\n",
"cluster2 = sample(\n",
" torch.Tensor([7.5, 7.5]),\n",
" torch.Tensor([.75, .5])\n",
")\n",
"\n",
"cluster3 = sample(\n",
" torch.Tensor([8, 1.5]),\n",
" torch.Tensor([.6, .8])\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"def plot_2d_sample(sample):\n",
" sample_np = sample.numpy()\n",
" x = sample_np[:, 0]\n",
" y = sample_np[:, 1]\n",
" plt.scatter(x, y)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# create the dummy dataset, by combining the clusters.\n",
"X = torch.cat([cluster1, cluster2, cluster3])\n",
"plot_2d_sample(X)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Initializing the Parameters"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def initialize(data, k, var=1):\n",
" \"\"\"\n",
" Randomly initialize the parameters for `k` gaussians.\n",
" \n",
" :param data: design matrix (examples, features)\n",
" :param k: number of gaussians\n",
" :param var: initial variance\n",
" \"\"\"\n",
" \n",
" # choose k points from data to initialize means\n",
" m = data.size(0)\n",
" idxs = Variable(torch.from_numpy(\n",
" np.random.choice(m, k, replace=False)))\n",
" mu = data[idxs]\n",
" \n",
" # uniform sampling for means and variances\n",
" var = Variable(torch.Tensor(k, d).fill_(var))\n",
" \n",
" # equal priors\n",
" pi = Variable(torch.Tensor(k).fill_(1)) / k\n",
" \n",
" return mu, var, pi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The Multivariate Gaussian"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Calculating Likelihoods"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"def get_k_likelihoods(X, mu, var):\n",
" \"\"\"\n",
" Compute the densities of each data point under the parameterised gaussians.\n",
" \n",
" :param X: design matrix (examples, features)\n",
" :param mu: the component means (K, features)\n",
" :param var: the component variances (K, features)\n",
" :return: relative likelihoods (K, examples)\n",
" \"\"\"\n",
" \n",
" if var.data.eq(0).any():\n",
" raise Exception('variances must be nonzero')\n",
" \n",
" # get the trace of the inverse covar. matrix\n",
" covar_inv = 1. / var # (K, features)\n",
" \n",
" # compute the coefficient\n",
" det = (2 * np.pi * var).prod(dim=1) # (K)\n",
" coeff = 1. / det.sqrt() # (K)\n",
" \n",
" # tile the design matrix `K` times on the batch dimension \n",
" K = mu.size(0)\n",
" X = X.unsqueeze(0).repeat(K, 1, 1)\n",
" \n",
" # calculate the exponent\n",
" a = (X - mu.unsqueeze(1)) # (K, examples, features)\n",
" exponent = a ** 2 @ covar_inv.unsqueeze(2)\n",
" exponent = -0.5 * exponent\n",
" \n",
" # compute probability density\n",
" P = coeff.view(K, 1, 1) * exponent.exp()\n",
" \n",
" # remove final singleton dimension and return\n",
" return P.squeeze(2)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"def np_(var):\n",
" \"\"\" helper fn for var -> numpy\"\"\"\n",
" return var.data.numpy()\n",
"\n",
"def test_likelihood_fn():\n",
" \"\"\"\n",
" Checks that the computed densities match those given\n",
" by the scipy implementation.\n",
" \"\"\"\n",
" X = Variable(torch.randn(4, 3))\n",
"\n",
" mu = Variable(torch.Tensor([\n",
" [0.3, -0.1, 0.4],\n",
" [0.1, -0.2, 0.7]\n",
" ]))\n",
"\n",
" var = Variable(torch.Tensor([\n",
" [0.3, 1., 0.8],\n",
" [0.1, 2., 1.2],\n",
" ]))\n",
"\n",
" K = mu.size(0)\n",
"\n",
" # compute likelihoods\n",
" P1 = get_k_likelihoods(X, mu, var).data.numpy()\n",
"\n",
" P2 = []\n",
" for k in range(K):\n",
" P2 += [\n",
" multivariate_normal.pdf(np_(X), mean=np_(mu[k]), cov=np_(var[k].diag()))\n",
" ]\n",
" P2 = np.array(P2)\n",
"\n",
" # assert equality\n",
" assert np.allclose(P1, P2)\n",
"\n",
"test_likelihood_fn()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ab489f6f5e034116a6cef62f5cc3aab0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f35d4ebc54864fad9fe7531128b4d359",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"def test_speed(nb_features=16, nb_examples=10000, nb_iters=100):\n",
" \"\"\" Benchmark against scipy. \"\"\"\n",
" # create dummy data + params\n",
" X = Variable(torch.randn(nb_examples, nb_features))\n",
" mu = Variable(torch.randn(nb_features)).float()\n",
" var = Variable(torch.rand(nb_features)).float()\n",
" \n",
" # pytorch implementation\n",
" for i in tqdm(range(nb_iters)):\n",
" P = get_k_likelihoods(X, mu.unsqueeze(0), var.unsqueeze(0))\n",
" \n",
" # scipy implementation\n",
" np_X = np_(X)\n",
" np_mu = np_(mu)\n",
" np_var = np_(var)\n",
" for i in tqdm(range(nb_iters)):\n",
" P_ = multivariate_normal.pdf(np_X, mean=np_mu, cov=np_var)\n",
"\n",
"test_speed()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Computing Posteriors"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"def get_posteriors(P, eps=1e-6):\n",
" \"\"\"\n",
" :param P: the relative likelihood of each data point under each gaussian (K, examples)\n",
" :return: p(z|x): (K, examples)\n",
" \"\"\"\n",
" P_sum = torch.sum(P, dim=0, keepdim=True)\n",
" return (P / (P_sum+eps))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Parameter Update"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"def get_parameters(X, gamma, eps=1e-6): # X: [1500,2], gamma: [3,1500]\n",
" \"\"\"\n",
" :param X: design matrix (examples, features)\n",
" :param gamma: the posterior probabilities p(z|x) (K, examples)\n",
" :returns mu, var, pi: (K, features) , (K, features) , (K)\n",
" \"\"\"\n",
" \n",
" # compute `N_k` the proxy \"number of points\" assigned to each distribution.\n",
" K = gamma.size(0) # 3\n",
" N_k = torch.sum(gamma, dim=1) + eps # (K) [3]\n",
" N_k = N_k.view(K, 1, 1) # [3,1,1]\n",
" \n",
" # tile X on the `K` dimension\n",
" X = X.unsqueeze(0).repeat(K, 1, 1) # [3,1500,2]\n",
" \n",
" # get the means by taking the weighted combination of points\n",
" mu = gamma.unsqueeze(1) @ X # (K, 1, features) [3,1,2]\n",
" mu = mu / N_k # [3,1,2]\n",
" \n",
" # compute the diagonal covar. matrix, by taking a weighted combination of\n",
" # the each point's square distance from the mean\n",
" A = X - mu\n",
" var = gamma.unsqueeze(1) @ (A ** 2) # (K, 1, features)\n",
" var = var / N_k\n",
" \n",
" # recompute the mixing probabilities\n",
" m = X.size(1) # nb. of training examples\n",
" pi = N_k / N_k.sum()\n",
" \n",
" return mu.squeeze(1), var.squeeze(1), pi.view(-1) # [3,2], [3,2], [3]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def log_likelihood(P, pi, eps=1e-6):\n",
" \"\"\"\n",
" Get the log-likelihood of the data points under the given distribution.\n",
" :param P: likelihoods / densities under the distributions. (K, examples)\n",
" :param pi: priors (K)\n",
" \"\"\"\n",
" \n",
" # get weight probability of each point under each k\n",
" sum_over_k = torch.sum(pi.unsqueeze(1) * P, dim=0)\n",
" \n",
" # take log probability over each example `m`\n",
" sum_over_m = torch.sum(torch.log(sum_over_k + eps))\n",
" \n",
" # divide by number of training examples\n",
" return - sum_over_m / P.size(1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def get_density(mu, var, pi, N=50, X_range=(0, 5), Y_range=(0, 5)):\n",
" \"\"\" Get the mesh to compute the density on. \"\"\"\n",
" X = np.linspace(*X_range, N)\n",
" Y = np.linspace(*Y_range, N)\n",
" X, Y = np.meshgrid(X, Y)\n",
" \n",
" # get the design matrix\n",
" points = np.cat([X.reshape(-1, 1), Y.reshape(-1, 1)], axis=1)\n",
" points = Variable(torch.from_numpy(points).float())\n",
" \n",
" # compute the densities under each mixture\n",
" P = get_k_likelihoods(points, mu, var)\n",
"\n",
" # sum the densities to get mixture density\n",
" Z = torch.sum(P, dim=0).data.numpy().reshape([N, N])\n",
" \n",
" return X, Y, Z"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def plot_density(X, Y, Z, i=0):\n",
" fig = plt.figure(figsize=(10, 10))\n",
" ax = fig.gca(projection='3d')\n",
" ax.plot_surface(X, Y, Z, rstride=3, cstride=3, linewidth=1, antialiased=True,\n",
" cmap=cm.inferno)\n",
" cset = ax.contourf(X, Y, Z, zdir='z', offset=-0.15, cmap=cm.inferno)\n",
"\n",
" # adjust the limits, ticks and view angle\n",
" ax.set_zlim(-0.15,0.2)\n",
" ax.set_zticks(np.linspace(0,0.2,5))\n",
" ax.view_init(27, -21)\n",
"# plt.savefig('fig_{}.png'.format(i), dpi=400, bbox_inches='tight')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Results"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([3, 2])\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "49a25f78dfa248eca3d8fa01c30aedd8",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=1000), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/teggsung/anaconda3/envs/torch/lib/python3.5/site-packages/ipykernel_launcher.py:25: UserWarning: invalid index of a 0-dim tensor. This will be an error in PyTorch 0.5. Use tensor.item() to convert a 0-dim tensor to a Python number\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Y3NzE0tKSZQMwBVEsFgMAEkREQyAxdM0xDMOa1nr06JF1AlRVNesE6PV6W2pcFm1KChBvTKKJIUAsbwxRGFVVkUgk8OzZs6yoLpCZxvb5fBgbG7MaBxdC0zSsrq5ie3sbuq5bhQ8BMcQQAPT29mJ5eRnb29u4c+cOAoEAgEzk2WzfQf3MiHohMdQmqu2cXsq4bEaZ+vv7syoutxPRhAcgnvgQbTxEcVr9OZmRj9xpLU3TLE+O3+9HX18fJicn4Xa7a4rq2gsf6rqOmZkZAPUbqBuZAu/z+bC2tobNzU3Mzs6iv78fQCa6Tv3MiEZAYkgQ7MZl+0mwEuPy69evEQ6HMTEx0ea9yCCiZ0i0MYkmhkQbj2g0+kJr+gZzBU8ikcjKzjS9ez6fD4qiWMkJpnCpF0mSsLS0hL29PRwcHODWrVvCRIZM3G53Vj+z4eFhAJl+Zqbfkdp3ELVCYqiNHBwc4PLysqBxub+/v2LjspllIRKieoZEGhOJj+6gmHnZXmXd5/NheHgYPp+vbISjGUUXJUnC4uIi9vf3cf/+fYyOjgolhoC0N8gURKqqWjd/piBKJpPgnMPr9ZIgIqqGxFAbCQaDVpSn3tYXhQzU7YSmycpD47k+lLvA55qXzR/Tu2cKnp6eHoyOjtZ1zDdLbJiVoA8ODnB4eGjV+KmWeqNKpVAUBWtra9je3oamaZiengaQEUThcBhnZ2eYmJggQURUBYmhNjI4ONiQi4+IwkPUMYl0sSfxcf2w1+AyIzymednj8ViR3fHx8ZLm5XpoZmYbYwyzs7PY29vD+fl5Tf6fZk+xybKMlZUV7O3t4cGDB5idnbVKksTjcUQiEQSDQepnRlQFiaEOQFThIdqYRJsmEw26k05jGEaed+/8/ByqquLs7MyK8lQzld1Imp3mzxjD6OgoYrEYtra2sLy8XFXF53oqUFe6b+a03oMHD7C3t4eFhQXr5kKSJKiqalWrJkFEVAKJoQ5AVOEhWtRDtDGJNh6ge1LrC5mX7Rma9l56g4ODGBgYQCwWw9zcXLuH3rJ2HL29vfB6vdjc3MTq6mrFgqieCtTVCCnGGObm5nB0dGSJNrOnmaIo1M+MqAoSQ22kURfDYkUX24moAk2kMYkohjoNs+O5/cdMWHC73ZboKWdejsfjQkXOWtGOQ5IkTExMQJIkbGxsYG1traIaZa1s5cEYw8zMDJ4+fYqNjQ0MDg5a26Z+ZkQ1kBjqAEQUHqKOSSTRKJoYEm08lWIYRlYdLrt5WVEUS/D09vbWXGldpPel3t5flW7DFBVjY2OQZdkSROWM1e1Iy5+cnITD4cDDhw8xOTlpPU79zIhKoW9GByCq8BBtTKJd7EUbj8hwzq1+evYfsw6XvSbPxMSEEIVHm0UrWoPkbmN4eBiSJOHTTz/F2tqa1Ty1EPV4huop2DgyMoKzszM8efIEw8PD1hipnxlRCSSGOgASHpUh2phoPPnoum5FeMLhMKLRKPb396HrOpxOp1V4tNXm5evQm6yW9VSzjcHBQciyjFAohNXVVbjd7qLL1jolVe++eTwejI2NYWNjAysrK/B6vQAy58hoNAqA+pkR+ZAY6gBESxkHxMxMEk00iiA+2gHnHIlEIi9jK9e8rCgKRkZGMDY2RtMbNtoRGTLp6+vD/Pw8QqFQltho1PjqiSqZy/t8PgwNDWFrawuLi4vo6ekBAKt1EfUzIwpBZ5g2QgdiaxFNfIg4nkZSyLxsdhq3V14eGRmxavLYx7C7u2uJIhEQ5XhtpxgCgEAggMXFRSuDy+fzNWx89fqh7H3bVlZWsLW1hfn5eQSDQQDUz4wojhhnGYJoASKKD5HGA1RvFDbNy7miR9M0KIpiCZ5AIFCzeVkERPucmk05QdPT02N1k7dHX4DW1Bkqht1z5PV6sb6+jlAohJs3b2JwcBAA9TMjCkNiiOgaRJwmE4li4qxYE2Ez3dxuXu7r64PP56u5lQNRnnZHhkx8Pp8Vfblz5w4CgYC1bD11huqNDNnH7XK58JnPfAahUAiapmF0dBRARhClUinqZ0YAIDFEdBGdEIlpJrquQ9M0vHz5MivKYxiGZV42O6jfuHEDbre7ay4gnWigbsQ2vF4v1tbWsLm5ibm5OfT19bW1430hMeVwOPCZz3zGavA6NTUFIDNlZgoin88nzGdMtB4SQ22EDrzWIpoYasfnbzcv239SqRQYY1ZVZrMQodfrpWJ1gtEqMVRphMbtdlvTUTMzM20VQ8WWl2UZa2tr2NnZgaZpmJmZsfqZybJs+duu6zQuUT8khjoIke5eRUS0abJmYq/JY05tmaZRt9ttRXlGR0ct83IqlcLm5iZmZ2fbPXzhEElEixQZMnE6nZYgUhQFAwMDNW233mmyUstLkoTl5WXcu3cP9+/fx+3bty1BJEkSNE2jfmZdDImhDsG80It2Fy+SQBMtMlQvhmEgFovlVV4uZF4eHx+Hx+MpeZIX5XMSFVHeHxHFEJCejlpfX8cHH3yA09NT9PX1tWS71SzPGMOdO3fw8OFD7OzsYHFx0Uq5l2UZ9+/fx9DQEMbHx4U7lxLNhcRQhyCiGDLFhygXkesohuzm5dyGogCyGor29/fD6/XWZV6+bu9PN9KIz4hzXnXRxUpQFAV9fX04OzvD06dPs1pjVDquRnuGcmGMYXZ2Fo8fP7bKA5jnTcMwwDmnfmZdCImhDsHswSMSpkATJeQs8jSZrut501qFzMuDg4OYnp7uKvOyCIgk6oHGRamKraee/WWM4fbt2zg6OoJhGLhx40bFyzYim6zS5W/cuAFFUbKa0BqGYdW1on5m3QV9ym2kkSdX0ZqQAuKJj3ZHhjjnVk0eu+D54Q9/CFmWs6I87TAvt/v9ISpD1Gky+7KyLGNlZQW7u7t4+PAhbt68WdH6GhEZqmb58fFxOBwOq+eaKcaon1n3QWKoQxBNeADijalVF/tCDUXj8TgAZJmXx8bGcHp6irfffluoqAORj0iRoUaNpdQ6GpERJkkSlpaWsLe3h4ODA8zOzpZdZzMN1MUYGhqCLMvY2NiAw+Gwlrf3MzOrVROdC4mhDkE04QGIN6ZGjsc0L+dObeWal4PBICYmJoqal03zpghQZOh6IHpkyB6dYYxhYWEB9+/fx/7+Pubn58uKsEYWXayU/v5+KIqCTz75BIlEAh6PB0Dm+IzH49S+o8MhMdQhiOgZEu3iWu14OOdW3R278EkkEmCMZU1rDQwMCNVHi+gMuHYJaMdg7puZxwQXQ7mCxvQQPXz4ELu7u1hYWCgqeFphoC5Gb28v/H4/9vf3sbi4iN7eXmv8kiRZ0V0SRJ0JnbnbSCMPKMYYeYbKUEwMaZqWl54ei8VgGEZWQ9GhoSHMzMx07MmwE/epUdQbsagV48W/AVgY0tB/D+aatMbSiM+q1HoaXTjRzOA6PDzE9vY2lpeXC76fjUi4qOe9YYxheXkZu7u7mJ2dRX9/v/U49TPrbEgMdQgiRoZEEkNmlCeZTOLw8NASP6lUKsu87Pf7MTIy0rWVl0WK5HU7/Pn/DO6MAJBhvP43kEb+EMw50pptN6mK9MzMDJ48eYLNzU2srKzkHWPt9mYZhpHV4FXTNAwPDwOgfmadDomhDkEk4WHSjjHZa/KYgsce3lZVFYqiYGxszKq8TKShE3txWn2R5q/fgfTwT6Hf/mz6f6cM4+V/A/nGnwvXjqPQsqXGNzU1BVmWEQqFsLq6mjW13O5SHObYnU5nVoPX8fFxANTPrJMhMdQhiCiGmuUZyjUvmz+6rsPhcGR1UJ+cnITb7bbenw8++KDqQnDXHW68AZgGxsbKv5YiQ0Ig7/63kJJhaKkEuNMNAOCOFLh22hIxVG2KerXLmhWezRo/ZqHQdkeGgMxNgaIoWF9fx/b2NjRNs+ol2fuZRSIR+Hw+YWqpEbVDYqhDEFEM1TMmu3nZHulJJBKQJAkej6dq87Johu5WwaS/BTcmgQrEEFGcll2kE8dgyTcAACn8BvpQuss6JAn87N+B889eKwN1MUZGRiBJkiWInE6nEGLIjr1e0sHBAW7dupXVz0zXdepn1iGQGGojjTzoZVm+lgZqs1t0bkPRXPPy8PAwfD5fXeZlkU6yrUR2cOipk7Kv61axWAmtfF/Y4TdgflNZIpo9jsRdAJ9t+hha1XneXuPHXvRQJMx6Sffv38e9e/dw586drI73uq5b1aq70WfYKZAY6hAkSYKqqu0eRhamGLJXXrb/qKoKWZYtwdPT04PR0VF4vV7hTojNpJl3w5zHwCQFjEVBMud6wE7+NvN3Mp71HJfOweuYwqqUer+T1Szb399vRYhE9eCY5QHMbLilpSXrHGUKIupndr0hMdRmGnU3LsI0WW5D0Tdv3kDTNDx8+BAej8fK2BofHyfzcqvgxwAAJhvgV4FDbkTAJB+A7IuOiBchUWjZ9A3nYPEH1r8sEct+XlEQkDfA2HKTh9Ha6apgMIiFhQV8+umnGBoaatl2q4Exhps3b+Lp06cIhUJYWVmxpubNbN6zszP09PRQteprCImhDqFVqfVmefrcqa1c83J/f79VmLDbDMvVYIrh5l14ztLbkR0w1CQk7W+heE6gx4OA8182aZuNo+um7Z5/H8zIRIMkXQV0DZCVtFBKxTHg+gSM/ad1bUbXdWiaZhmXc2mHd6e3txeBQAAPHz6E1+uF3++vavlWfVcmJyezGrya76EkSXj+/Dk8Hg+mp6fpZu+aQWKoQ2hk0cVC5uVoNIpkMglJkrIqLw8NDcHr9RY0L5sl7IniNNunw3BxtR0JivxXkDweAG7Ivgi02AMwx1zTtl0vIkWqWiUO2NG38h9Tk+CyAvn1Y8iP78N76y2AMfDLHbCepaLr4pxb0dpIJJJ3HGuahuXl5YKio11GZkVRMDc3h52dHSwsLFhVoCuhlWMeHR2FoihWg1czEmSax6mf2fWDxFCHUEtkyG5etjcUNQwDbrfbEj21mpfNbAuiOE03LbOI9afk9GQelhTIyj9C5zfAGN3BioJ0cRfIscuxVALQUpAP9yABcD/8EJr+X8NwvYHc83/mlZowhY9hGHA6nfD7/XnHMQCcn59je3sbi4uL6Onpydpmu8SQYRjw+XxYXV3F5uYm5ufnEQwGK1623r5m1TA4OGhFiFZWVuD1emEYBhRFgSzLiMVi1M/sGkFiqEMo5hkyDCPLvGyeNM3ig6bg6e3txdjYWEPNyyKaukWj+Rlc8aLPSO4e8Mt/C+78ahO3T1RM7EWWeDWRImeQXj6xNJJk6FCO/i+kPvsf4O4//TukpOGsCuqDg4NFo7UmZgXllZUVbG1t5UVh2iWGzO263W6rCrS9LUYly9ZKLWIqGAxicXERW1tbWFpastZhb9/BOYfb7SZBJDgkhtpMIy6GnHPouo54PI6nT59mNRQFkFWTp6+vD16vtyXz2ZIk0TRZGZo+TcZSABTwxAXg6sk7IUseHZqmgzHKgClFK8QBO/hzFNqE9OIJJC2V/ZiRArs4w09N7EG6+a9q3qbX67WiMHfu3EEgEADQfjEEpCvGm4JI1/Wyxup6I0O1Lt/T02OJSpfLZa3DFESJRAKcc+pnJjgkhq4Ruq4XrLxsGIbVM0fTNPT392NqaqrtBx9jrO0ZbqLT/MiQCu34CPIn34Cx+K8gT/5U9vYVN1jiE8Dx+SaOgcgld4o6Eolg/un3EShgMeGXHPDkPy6dvgYfelL3WDweD9bW1hAKhaxpqXZOk9kFidPpzBJEo6OjRZetd8z1tCAx+5l98MEHuLi4yOp4T/3MrgckhgSDc45EIpGXsVXOvByPx7G3t4eZmZl274KFCOn+otNMMcT1FFJnH8B1/4eAoYIf/DWMwDCknuzsPoZ74PwzAKPTQTFqudAWOpbtzYHNaa1AIIDx8XH0vMovjMk5A6KFxZAcfgN1KFzrLmVhn5aam5sTIjJk4nA4sL6+js3NTRiGYfUJy6URkaF69tnlciEYDOLFixdQFMUSbtTP7HpAZ782c3JyguPjY0v0mPPLpuAZHR21avKUOoBENCuLKoZEK/nfLPiLb4FJUUjJtA+FGTq05/8Ax63/GMzhs17H5ChY9Nsw/P9Zu4Z6rTEjtvaMLbOKuv1YLtkcmHMwfpH/cBwwUkCdCfRuAAAgAElEQVShSUxJS4Kp+cvUisvlsiJEmqa1LTJUaLuKomBtbQ1bW1vQdR1TU1N5r2mHZygXxhgWFxfx4MEDaJpmlRWhfmbiQ2JIAAKBQN3mZRGFh4ieoebX9amOZr5HRupHkKPPMg/oOqAnob34ERw3/kXmdRcHkDDQlDF0CpxzqKqK09PTgmnqpuDx+/0YGRmp/mJ3FkIh25ZxYgCp4t8PdvkG3NDBpMZ4vkyfzvvvv4/T01MMDFT3vWiE/7HY+ybLMlZXV7G9vQ1d1/Oi4O3yDOWuw+FwYG1tDdvb21BVFTMzM9TP7BpAYqjNDA4ONiSi06qii9UgomfIFI0inYQKXUB4Mgb9u78BzLwN5a10gT0efg4WKDxFkLf8xTaMoAOKbeqF8fRnwSNPwfUkmHxVGyUZBufJenejIyiUph6LxRCLxeB2u9HX19ewXnl22Ivv5T3GAfATHQAHR2698DTSxRsY0XtAiXpDheCcF70pcDqd8Hg8ePToETjnGBwcrGq99VIuAr68vIy9vb2sxqlAY1Lr6/0szTFIkoSVlRXs7e3hwYMHmJubo35mgkNiqEMQWXiIhGjNSAuNR3v3fwD7+I8gSynww/8bWvgZ5J//DRh/+s/Bp34Gyr/+07LrNd58EwhySMnLzINmPw5wGJePIQdvX20wBq6FAfV1g/ZKfHJbx5g1tsyq6blp6g8fPkRfX1/zWkWcfpj3EFetdq0AY0CB7y2LXwDnn1QthoDSooMxhvX1dWxsbABAxYKoHhNypUiShMXFRezv7+P+/fu4fft2QyK+jYoM2bPJFhYWcHBwgN3dXSwsLGT1MzMMw5oyK1UGgWgN9Al0CKJM+9ghMVSe3PEYr/Yhffw/gkn86nkO9uH/hMTOR3AkEmCP3y27Tq6noHuPwS4TYPb2rLbPwrg4tMQQVyPgWgIs9gmAHnQK9gbB9qktsw2FvXXMjRs3StaCafbUqhQ7yAv98HP795QBBVrtSozBeP4jYKq+9hyFMI3LoVAInPOKhGDLKnUzhvn5eRwcHGBvbw8LCwvCTJPZ18EYw9zcHI6OjrC1tYXl5WUrEmSeH80pMxJE7YXefaJpiOgZEk2g5Yoh/bv/FRQp83/ytAeGqoCdhZCCH4o/Cnb4E0gzP110nfzFtwG/G9JJdqSHMWb1ueLR5+B6CmAyoCfTkYfw+wC+1PB9bDaF0tTj8XSxydwaWz6fr2g/rrZinGa5pDkA47Vme6DE1NH5Dpr1jc4VRMPDwyVf30o/HmMMs7OzODw8xM7ODkZGRtoeGSq2/9PT03j+/DlCoRBWV1ct4WMXRK2q/0YUhsRQmxExotMoRJy6EzkypL/YhXz+kRUhUKMucE2xCvExANqlD/xHfwlXCTFkJO8CfgYpXiDTSDObfhowIk8geWx3+/H7EFUMlUtTN1tOmGnqHo+n4dM1TTtWL4/A5JzjxGCArXg756xgQUYAQPxZkSdKU6lwMTO5QqEQDMNoaq2fajE7yT9+/BiHh4fo6+ureV2NGHup5cfHx7P6mZnCx7xppH5m7YXEENE0RIvCAGKLocj//rtwqV64glEAgBb15plmGQO00D/A8Z/okIoYL7krAcADKXGavz1dsyZbjItDMCWTYg8tv85Nq7GnqZ+fn+Pi4gL7+/vVpak3gaZWCX/x/+VvL5XzgIHC+fUAmHbe0IwyIP+ibgqizc1NcM4xNjZWcLlWeIYKcePGDcRiMbx+/RozMzM1mZJbkVgxPDxs9TNbXV2F2+0GkEm9p35m7YPEENE0RBRDoo3JPOGpR7tQjx5Cc/TBGYhCi7kKZg+lXxxF8q//HJ5/+V/kPcVjj8H9HiAWg6TH8pe1ZS7yyDNwv70AYwpOvfkm6nLd1E3B43A4MDIygvHxcaGy/xrO8Y/yHuLRbPHFNVZUDIHp4E9+BDb97zdhcBlyBVGh4of1Fi6sh2AwCE3TsLGxgbW1tao9OK3KMu3v74csywiFQlheXobPl74hMbPNfvKTn+Ctt96ifmYthsRQhyFaDR2RhAcgZmTIMAwk/vobACRwVYKRchSMCmWW4Yj/4K8Ki6HTdwE/IIWLRHkMWxkHrsM4u5f5X5IwnPgRgNp7XWVtqkiauq7rRbup27+7e3t7TZnuqoVmHlcsup/3mBHOnTYrtQIGHP4t0GQxBGRq/WxtbYFzjomJiazn23n+MQwDwWAQTqfTEkTV+MNaGdUKBAJYWlrC9vZ2VpNcs+QB9TNrPSSG2kwjv+iiFRQUTXgAYpq6AUDdD1l/x096oCglCu0xgMfOkbz7A7g+/8Ws53hyJy2GImeFlzX0rJwknsiIJi7JCBjbVY+92jR1yprJhmmv88zTuMhRP6VKkUkM7NXdJoysMLIsW41JOedWlWWgvWLI3Pbw8DAkSbIEUaVTqa2Oavn9fktYzs3Noa+vz4pOUT+z1kNnpQ5CtIKCIgoP0UzdjDHoJ6+B84x4UaMeKIECU1w2ZIeG2L/9X/PEkKGcI+0XKtKzqtS+yzJ87HnBp8w0dfu0Vq1p6teVpuxP4hSQVGTl1RsFtqOVOI4YwCIPGj60UuRGiMz2GPWIoXrPFYZhWEJ7cHAQsizneXMqXb4Wahm/x+OxsvWmp6fR09MDSZKon1kbIDHUQYhYhVo0RItWMcag/e13sg7EeMQHTxkxJCk6ki9fQXu8B+XGAgCAqxfgfieg62BatHDJYl7i+8EkKK4EwufniNp6bV27NPUm0LTvzMu/ybvI5ZmnAXAt/zETxhgYjgtUIWouZpXl7e1tGIaB6enpuqIrjeg6b1++r68P8/PzCIVCWFlZgdfrLbl8uxq9Op1OqxFtf39/VtFG6mfWOkgMdRAiNmsVDRHFENvPTHEYHFCTbnCO4qnUACS3A7hkSLzzf8D/X/53AAB++neASwY7O4FUbNkyYllyyji+/31Ig28hGAxiYmJCGN9OJ8IKVZ6OFWjPouY9lIUkJ6GdPgTrv1X3mKo5Psz2GDs7O1Zqe63flXqnqQqJmUAggMXFRavgoWlWLkQjxFit+27Wc9rY2Mg6h9vbd1A/s+ZC72oHIaJhWTREe4+YpkE6z0xN6VraPGLopVODmZw+dFM7H1mP8ejHAAApWryTOSsVGULaNzTr2cfNmzctYzOdfJvnhWGX9/Ie014VuEct0awVACAx8Af5/c2KUUrwVLuvkiRhaWkJ0WgUz58/rysy1IzeYj09PVheXsb29jYuLy8LLJmm3RWsZVnGrVu3oGkaDg4Osj4jM+p/eXlJN7xNgs5ybaaRJ1jRLvQiIlpkyPHxP4LZMrw0LT3tpKtl6qRo6caqevgS8TfPcHp6Ck1/CgBg8Ujx5cp9PyQZUrh1ZtxuhyWfZv3PdQkskch/oVpeDOF5fop+LdQi/ExBlEwmcXFxUdMx1szeYj6fDysrK9jd3UU4XNhP124xBKTfg4GBAei6jv39/TxBBACRSASaVmLelKgJEkMdBImh8ggnhkLvW38bHNDVdFRAS5XOgGFQkc63ZnjxV/8LXr18DtabXpalSoihMpEhSDKQOqpk6F1F07Kk9OysP+1cKjw9qrFCfVozMICd7zRkSLXuK2MMU1NT0HU9L7JRCc3uOu/1erG2tob9/X2cneVnW4oghgzDgCzLuH37NhwOh+XHMjHXT4Ko8ZAY6iDIQF0e0QSj4+Sx9bdhSDBdz1qqtJ2PMUBype8U+5/fw8J4DHClBRTT4sWXKzdNJsuAHAeMMiYVon50FWDZ77MeKXFK5iWihRKDpNbWliNvM3VmhA0ODkLXdTx48KAqQdSKrvNutxvr6+s4ODjA8fFxy7df6ToYY7h16xYCgQA2NzezpsbM5yORCFKpAm57oiZIDHUQZKAujwiRIc45YrEYXu3tQOJJ63FdywggtUxkCACYclW9+uVLGOEr75CqghnJ4guV23dJBpMY8PJvym6fqJOTD9PvtY1C5mnruVKHNmNgLAqu1S9i6xVDkiRhfn4enHPcv3+/4uOtVQZmM3vr6OgIr19nKq6LEhmyr2NqagrDw8PY2NiAqmY+W0mSIEmSVbmdqB/KJmsz3eAZ6tZCkPZu6oXS1IMfvYeeq7eFcw41lUlT15KOshllad+QAzAA4+RjIOAGi1xAKrVQucgQu0rrffMe+PgvVLKbXUEzvsPsTb7Hh6VKiBmVA8UqGUgKmKSCv/gYbOqf1TWuesWQ2Vbi9u3bePDgAfb39zE/P192na1MbTezt0KhEHRdx9jYmJBiCADGxsbgcDismklmI1fqZ9ZYSAx1ECKKIXNMtTRObAaNfo8q7aZeKE39+P/5c9t6GMDtJ0EJ4AxgpSpRazCvjly+AOAGixbPlgGuJuFKqSyzxklkt+V1a7qO8GbWv1wDJEMrXB8KZSJDsgNAHHj+E0AAMQSkL9Zzc3M4ODjA3t4eFhYWSq631dNUiqJY9X0Mw6g7m61ZYgjILyLp8XgAZASR2b6jE4udtgoSQx2EiJ4h0cRQrZEhezd1U/DEYrGsbup+v7+qbur68wOrC4NRwA9iGBJkqfgVkEm2/QikK+xKiRLm6czOAMUq7V5FhpAqXIm6W2lKZCj2MOt/LaJcCdwilJwmu/r+vNks8aLKqGdfc6MzjDHMzs7i0aNH2N3dxeLiYtF1Nyu1vhSyLGNtbQ1bW1uIxWJCeIaKVcHu6+vD4uIiNjc3sbS0BL/fDwBWtWrqZ1YfJIYEoFFTNyJ6hkRryVHqva60m7rf78fo6Ci8Xm/tBeZUFVLi3IoCmPWFsl6jS5CV4p+nJF89p3Cg9+rEWCqTLLNiFDv0ubk/rHSEiagfpmb3JDOirKSJs7RnKP2dZhcHFW27kXWGcpfNPSZMM/CjR4+ws7ODxcXFgsdNM4ouVoJZSfv999/H06dPMTs7W9M4GtHbzGxiXIyenh6rL9ydO3cQCAQAZCJEyWSS+pnVCImhDkJEMSRaLzCz349d7Jh/G4ZRUTf1RpD4+H0w2xSYxr3IvfVX2QAceFl8X+T0++q8IVvGaKYWzySzKPUdMT1DCoDEK8A9Un59RI1kt1zhiTLfsZKHUfozZfH6I3qNmibL5ebNmzg8PMTOzg6WlpbyhEuj23FUgyRJ8Hg8SKVSODg4qEkQNSICXomgM0sEbG5u4tatWxgYGACQEUTRaBSnp6eYnJwkQVQFJIY6CEmSsjIORKCdPqZC3dQvLtLVmcPhcFu7qSc+/Afrb4Mz8FS+QIkcc3jHi6+DXYkhJXUK9vQF+MQomJEo47rO71yfhf1E/OrvgOlfLrmubqHh02TRJ9bMlkWyzHFiSCiqiNiVGNJP6/Z6NToyZGdmZgaPHz/G9vY2lpeXs14rgoF5fn4eDx8+rNj0nbv9er8jlQoqs0TA5uYmNE3DyEj6poUxhmQyiRcvXiAYDFIF+SogMdRBiGygbhbVdlM/OztDIpHArVv193CqB+3RtjUlkoK/yKtKN0GVJA7OOZT5PuB1GCzgK51JZmKUjgxxpGfv2NmH4CSGmsOrf8x/TC1dRI9LbgCFp0EZ4+nPTY7D0JJgiqvmoTUrMmRy48YNPHnyBFtbW1hZWbEu1u2MDAHZBQ8fPnyI3d1dLCwsVCwm6vU8mWOodB32Bq+apmFiYsIah6Io1M+sSkgMCUCjPEMiG6jrpVyaeqXd1C8uLsR4j85eWH/GzxkccoHmnHr5ExiTdbCkDrxKgo0X70mWRan9Zyz9wzlY5B5llF3R6MgQO/so639uAJKhF80kAwDDKG3K55DAmAH+/C7YjX+v5rE1WwwB6fo5jDFsbm5iZWUFsiwLUfTQ3P7s7CwODw8LRrBKbb/e6HItGXFra2vY2dmBqqqYnp621mE2eL28vITf7xcmiUVUSAx1ECJ6hqoxUBdKU49EIlBVtWyaeqWIUHQx9fQQEuyVYxlQQHZwrfw45X4ZOLsEN1TICz0Vbb/kNBmQ9g1xHVCL+5WI+mCR/az/9ahcOpMMgJ4sLRQ4d4GxOPD8Q6ACMVQqq6uebLJKj0nT07K5uYnV1dWmt+OolpmZGTx58iRLsJWiman1pZBlGcvLy7h37x4ePHiA3t5eax3mDXIkEoHP52upFeC6Qe9MByHiNFkhA3WhNPVoNGrVyaglTb2a8bRbDMV//HfW34bBIEuFPzPGAVVV4HBkXyTVhAOyQ4ckG5ADAMLpCJl0eVIysmBRSX8yQwdYtIKVdQ8NjQwlnmZ9VkZUKvvR6fHSNzqcOQHEgTdbdY2tFZEhk4mJCTDGEAqFMDIyUvd73GjD8NTUFGRZRigUwurqakkx0S4xBKTP/QsLC3jw4AGePXtmmarN50xB5Pf7SRAVgd6VDkIkMWSmqSeTSbx8+RIvX75sWpp6NYjwHqn7IevvRNIFqcT5O5lyWmIolXDh+MUgLi8CcDhSmLz5GHIw0+GcRS6AngoO6TL7z6X0hZkpAKKPAd+N8uvscBouoLVLaLoMxZ0WOEY8K8u+8BjUMmLoymNWSXp9s4of1rLs+Pg4GGM4OjrC+HiJjIE2MT4+DkmSsLGxgbW1taJT8O0UQ0CmyOXW1hZevXqFyclJK5plF0Rer7ehN5idAomhDqIdniHDMBCLxfJq8xiGAZfLhVQqBZfLhZGRkaalqVeDCJEh48WhZZ5WUw7IJd4O7aqLfTzuwpMHN8GN9JKq6sSj/VuYHTQvfBxGgkGqZKas3P4z28n41d8Bt/7zClZKVIoRjyB1X0ckOoDht9K9sXiy/HeSlc6thymnWCI7vV5V1azjMxKJIB6PY3p62spCstNqMQSkW06cn5/j2bNnGB8fFy56MTo6alWAXltbKygm2i2GgPT5LRgMQpKkvGiWaVkwo/BmWw8ijVjfuC6lUeKgmZ6hQmnq8XgcjDF4vV4ryjM0NJSVpm7OYdvDtu1EBDGE6In1p6HLJQsrmmLoxbMxSwhlkMD0q1IKEocRr+wkykplkwFZ6fXs/CNwkBhqpB8l+fF3kHjhwcnRIIY+9xpMAliq/E2MxMpEhjhLT73pp9jZ2bH8doqiWH67gYEB3LiRjvR9+umnYIxheHg4Zz2Nq0BdDT09PWCMYWNjA+vr68IJoqGhoSxBlCsmRBBD5joGBwcBwGrfYYo3sxbRN7/5TUxMTOAXfoH6D5qI9W0j6qLeKaBq09Qr6YMjYtHFdo5Hff0CEjK1oFiJ3mNAupP92VkAatRb8HmFpwCke5ilxVAFQq+MGOS2Ajgsdp8yyhoMP3gXsdMA1EsX4q898I7GwfTiPclMpDKRIa5rgAJIchJjQ0H45uaKToeoqoq1tTWEQiEwxjA0NJRZTxPrDJXCMAwEg0EMDAyUnZJqF/39/daUmb1HGCCWGJIkCUNDQ1AUxRqr251u2cMYw6NHj6x2HkQaEkMdRKUX+kalqTdyTK2i3ZGhxN1/sv42eHHztImuyXjzfLjo8+YlixsMRkwGUDoj6erFpZ+GG0A4/Y/6qvz6uoRGRYaUy48QOx0DACRO3HD1G5AqMKuXiwyxK9nKGBCI3Ic0VNp/YzYq3djYAABLELVjmsy+7NDQUFaEqBWCqJpzQjAYxMLCgpVl5vWmb1REEUO6rlvrGBgYgKIoCIVCWWNNJBJZQo4gMdRR2IVHK9LUqx2TCLRbDKX2Ps38zf3likUjct4DbhRrqqpbTe0NXYYRUVCZGCoTGbIXe2Sx4i/sIhr1ndEvTyHp51ATNwEAiRMPfJMaJFQghiRA1yTISpHsQ6jgBks38H1xF7j5z8uu06xTEwqlTf1DQ0NtE0P2KbbBwUFLEBXz6BTadq1UK0J6e3uxtLSEra0tq2lqI4RMI8gdRyAQsMa6uLiInp4eEkMFIDEkAPXcceq6niV2IpEI3n///ZakqVeCaGKo3ePRnx5kzNOGBwyle4mF4z70upIFn3O5rqbIAGgpBwytssOZlbto2LxJTGHAxX2g93ZF6yby4ZwjmUymjcs/+S4C4V7rucSJG3osUrJBqx0jJRcVQ5A5eEoGc2nA6V7F43M4HFlTZvVc1OvxDOVOsZk+QzNCVOrcVa9YrUXE+f1+q2nqwsJCQ4s+1kOhlh5+vx+rq6tWP7NYLGZFiYg0JIauAWaaeq6XJzdNvaenB06nE1/4wheEuEMB0ge3SIUg2x0ZQjgz7WQYcsl0alWTEU26i4shdyatXk84oekVTieUmyYzct6f4/e7XgxVcrE0DCPLc2dvAGzemATe7CJ+mvFqJE7ckAp/vAXRValokxYmA4aqQHJpYJdHla8UGUG0sbGB3t7emqMG9XiGCr3HAwMDWRGiYhlQ7ape7fV6LZHBGBPivFtsXzweD9bX1/HVr34VPp+PIkM5kBgSiHJp6qboKdVN/eHDh0IckCbVVKBuBe0UQ3o0AsYzAgZaaZEYjvtgcAmcF+696vJmokpq3AWuOcANDlaqcBFQXgxp2VNtLLxBJmobZjQ2N1UdQFZm5eDgIHw+X9Zdevi9Jzg7zlyEtKgLPJLK20YxDDW9LvVcgR5X4B6z1ZmSOYzU1bbiLwotXhKHw4H19XV8+OGH6O/vr3p5oDnVq/v7+63CjMUEUb19weqJ6pgi48c//jHOz8+zzOjtwO4ZysXlcuFP/uRP8HM/93P43ve+h5/6qZ9q8ejEhcSQABwfH2N7e9tKUzf9PENDQ3kn0+tGu6elcmmnOEt89L5leDYMQNJKhwTCMR8AljZaF8g6c3mvlpcMcO0qXqBxwFlODJXef8Y4uKqDOa7q1sQOulIMmeUkzOnnUCiEVCoFWZatG5NAIIDx8XF4vd6KRICSfIJEOJj1mBHhgLuyMRmahMirXjz/wTSMlBNDa0/R/9lXYDIAhcO4KsXA9LNqdxdAWhBNTk7i6dOnODk5qbokRrP8Rn19fZifn7dq55iZUSb1doyvd4rL5XLB4/Hg6CgdkWunICo0TWZnaGgIc3Nz+P73vw+v14tf+7Vfa+HoxIXEkAAMDAzg7bffbmsxwmYhmhhqZ6p/avuu9Xci5SxZRE9jbiTUtEdC5xJk5EeRnOb0mU0o8RQHK2MLY4wBBkfR0tcOGQhr6d9AR/coMxMN7JHYSCRilZMwb0ycTicWFhbg9/vrO07VOAx90PrX4BypuAJnhWIo/saLk0/GAS392bwJTSJ16cTYzz4Bkzn4VeRIQrRkIn6pGwJJkjA1NYVHjx4BQFWCqJnm60AgkCWI7NM89UaGGlVHam1tDZubmzAMo2BBy3JjaASVCDtN0/Ctb30Lv/7rv46lpSV88YtfbMi2rzMkhgRAkqSOFEKAeHWG2jlNFnv8FA8ez2Bh8gjxhAeuEmn1ES1g/W0YEiDniyHFmZ7O4jzz3eGVzrhwjqKFbRwSkNQA/9V0BI9UuFJxKTYFbVbiNUXPxMREwXISr1+/rrt6Ok8loOdUmta5glTcCfRVto43n4xC0rLv+sOPhjH8z55BchiZyJCsg188B+utvr0F5zwvy6xSQVRvnaFyywYCgaaktTfK/Ox0OrG+vo7NzU3oul5Ve5FGZaOVmiYzicfjCAaD+Pa3v92x155qEcdcQnQkonmG2jme53sJPD0ZwOvzIDSt9NTnSTgT3tF5/mHKmA75SiAZemZdRqrCE1uuSdqOKYZMFB3QSme9iYKmaQiHw3j+/Dn29/fxySef4P3338cHH3yABw8e4PLyEl6vFzdv3sRP//RP4+2338bnPvc53LlzB5OTkwgGgwXr2jQicpA8+BjJSHYGj84cSCYqa4twedaDZJHim5cHQUAGuJq5v+XPP6ppnOa+Op1OrK2t4dGjRzg9Pa1o2XqzySpZtre3F4uLi9ja2kIsFqtq2WI0Mi3eFJJv3rzBkydPWj6GSgRpMpmE2+0ueSP+zjvv4M6dO5ibm8Mf/MEf5D3/h3/4h1haWsLa2hp+/ud/3poiBIBvfOMbuH37Nm7fvo1vfOMb9e1Qi6DIUAfSyNYB9ULTZGnCeweIXaQrT78468dUf7joazVdQiKWOZnpRv5n6XQnLVO1br8AViqGSunBHDHEGANOPgRG/sPK1t0CzOxKe5QnmUxafh6/349gMIjJyUl4PB4hjgftSQiJs+wMHoM5EI9XltXz5tkoikXzjjfHEVg6BdfS/ngmId29fuE/qnqc9vOHKYjMwozljNWtauXR09Nj1c5ZXl4GgLZHhuzIsozV1VVsb29D13XMzMxUNIZG+UMreR9L7a+u6/jVX/1V/OAHP8Dk5CTeeustfOUrX8HS0pL1ms9+9rO4e/cuvF4v/viP/xi/+Zu/ib/8y7/E6ekpfud3fgd3794FYwyf+9zn8JWvfAV9fRWGP9sEiaEOwxQfopiuRRRD7YgMvfzO93AeTUcAji96MTNwXvS1sWROz6MCkSGXOzMfpicykQwjWWlkqPhTTGIwUjw77f/sbsvFkFmf582bN1nTW5qmwel0WqJneHgYfr8fTqezaaKnETcYxvEBEsfZhi4dCuLR8mJI1yWcvBiGW1YLPq8lXEi+9ABKOjrEXBrY2X5N48zdV3PqpxJB1MpWHn6/H0tLS9je3sbMzEx9U5hNuIGUJAnLy8vY29vDwcEBbt26VXIblUxvtYqf/OQnmJubw61btwAAv/zLv4zvfOc7WWLoZ3/2Z62/v/CFL+Cb3/wmAOB73/sevvjFL1rfky9+8Yt455138NWvfrWFe1A9JIYEoJEHodm5nsRQYdoVIUjt7yF6JXIMzpDkHjhR2OATSWS7afW8Bq3pyJCJGs+83khKKKl0rBeWEYS6BK4bYHJ62+xyu2kZZaafx56qHovFEI/HEQ6H0dfXB7/fj6mpKfh8PuEaeFaKfvYaaiz7uNQ0CdGIr+yyZy8HoWsOGFLxcgwn2yMIBM9gqDIklwZEqqs1ZFJIGNgFEWOs6F1+q6tX+/1+LC8vIxQK1dVrq1nVoyVJwuLiIvb393H//n3cvn276D62qoJ1JTeDz549w9TUlPX/5OQkPvjgg6Kv/wGMm2gAACAASURBVLM/+zP84i/+YtFlnz17VseIW8P1PKsQRTE714vS4LDtRQ4FIXUZB0daDHEwXGpe9Mj5U2WcA5eJbF+IwQtMk1mZZAaMVCbaYCRkVCaGSj/NZTk9Vea96nYdf1y3GDJ74tmntxKJhFVSwh7p8fl8uH//PgYHB6tO724WdXuGzlPItWmqKSCp+orWkjJ5/WwUQOnZzcunA+jxhcFVBYaqAqitr1wxUWIXRHNzcwUFUTPqDJXD5/Ph1q1b2N/fx+XlJXp6elq2bZNS5zjGGObn5/HgwQPs7e1hYWGh4HvUSM9QJTTqxvCb3/wm7t69i/fee68h62sXJIY6DNEiMaKNpx0k3pwiEcu8BwZnOI95MF7AN6tqCrScXmSFDNRWZEjKPvGlxVDhqRQ7jPPS4kZSssQQ9OOy6wTyq6Wbv1OpFBRFserz9Pf3Y2pqShg/TzkaIei1y+zPxeAcWooDkGFoMmRH4ahPMubCxUnwahyl3yuuS0i9CYC/DsAzW9yXVnIdJQSN6SEKhUJFBVE7+po5nU4MDg5id3cXCwsL6O3tLb+QjUaIoVJjZ4xhbm4Oh4eH2NnZweLiYt72RIoMTUxMZJm/nz59iomJibzXvfvuu/i93/s9vPfee1YxzImJCfz93/991rI/8zM/U/e4mw2JoQ5DNPEh2njawZt/+ggXl7aMLwBvzp3gwfxoQCyVr5CMQtNkrqsptpyLox6vcHpUL9OsVVaAlK0oJMvOJuOcZ7WeMIWPrutwOp1Wqvro6Kjl5+l2csWQbssC1FWlqBg6eTkEM6JUTgwZBrNS77WwDKVAyIlzXvKCWO7C7nK5LEF0+/ZtBIPBoq+thnoy0QzDgNPptFpj3LlzB4FAoPyCVzQiG63c8owx3Lx5E48fP7aM33Y7Q6O63pcbh6qqZY/Ht956C/fv38ejR48wMTGBv/iLv8C3v/3trNd88skn+JVf+RW88847GB4eth7/0pe+hN/6rd/C2Vm68Of3v/99/P7v/36Ne9Q6SAx1GKZnSBRIDAGXoW1cRGwnPc6gpiRougyHkn0BvEzkm2k5WFaNRMZ0yI50tleuUNJjFYqhcneHsgIkMp3UmcLwaOdHCKc8Vjqzx+Oxprb6+/uvtZ+nHHVfLJMxqBca7Kdczch8VpqqwInCFcnNqFB6HKXHENf64HecgTHAuFTAz4/A+mYKvrbY/lSyr80QRI3oa+bxeKzCh9WMq5V1im7cuAFJkrC5uYnV1VVLEDVKDJXzi8ZisbwK3rkoioI/+qM/wpe+9CXouo6vfe1rWF5exte//nV8/vOfx1e+8hX8xm/8BiKRCH7pl37J2q/vfve76O/vx2//9m/jrbfeAgB8/etfr7m9SyvpzDPXNaOR0wSmZ0gURKsz1A4Sx+GsC59+dUFLakqWGEr7hQqfpAwuQWJpUeny2NLqtVwxVOEhrafXpT5MQD8z4P5cTv0aWQbitrFpBvr1HQzN/Wt4vV5hsl6uC6nDPaTO5KzE+GwxVNjjxznDxZlNDJXZzsXlAODV0OO5hJ5wQnn2UVExVIxKhV+jBVGj/EZut7vsVF6h5esR8tUKucnJSciybDWgVRSlYWKokoKLlTRp/fKXv4wvf/nLWY/97u/+rvX3u+++W3TZr33ta/ja175WdhsiQWe0DkO0SIxoFajbQfQs00zTsFV+jqWyQ9UJ1QHOC9/VGbZaQ05bF3s9lX0RNRJyReJTD8fx6o/ieP6/KXj1l07E3otmPc/ltGeIcw6u6cCDN+hVH8Pv93etEKrnpiVy/zGQUy/KniWopgqLoUSyD4ZuqyNVJjIUuXDh9PTKQGxISD09rHqs1YgSUxDt7+8jHK7No2SnUX4jc1wPHjyoqGBkO4o2jo2NYXJyEhsbG1BVtSFiqJL0/EQiYVXuJjJ051lNQBoVHRJNDIk2nnYQPcn4bewXs0iOPyhewC9kYjdRW34hAHoyd+5fKusHAueIbACJx5kL8Jv/14Xo39gEkRlqT+lAXAU0A/qLh6XX28HUG9283H8OltNsV7N5htRk4c/+8iw7qlFODCUuGc7DmWyqxNPnBV9X6nxTrTAwhce9e/faFpUuJCRcLhfW19dxcHCAk5OTqpevd/uVMDw8jOnpaWxsbCCZTLZsmqySyFC3QWKowxBNfFyHTKFmokXjiIUz4sWwTZRc5EyJxY3iKcF2b5BdDKmx/Gk1Xi6ZLJWCep4fiTj+ngva0VUUS7k6oSY1qxo1f3NYZsVEMeKPXyK3erR9miyZJ2rTnL3K/k6UzybjuLz0W5Yw9UX16fW1REnMqalEItGQCFG1lCsH8OjRIxwfF8+IbGdvs8HBQczOzuLp06d1i8lKxpFIJMp6hroREkMdhizLQnmGup3Xn+4jbkvEsgcYzhOerMdPw8U9C7rtIugwxRAzACP/LtDQSlzIOAcSCeipwof+5Q+vhHQBMYTIi+Lr7QLqEfbaVWaNicGzK4sX6k/GORB+nSOGymxHYhyGriB+1eiXn7+peqy1Thm53W54PB7cu3cPFxcXVS9fD6VEgCmIDg8Piwqidjd67evrw+DgIJ49e2YlKDRrHBQZKgyJoQ5DtMiQqLTK1P384yPYIwJ2UZPSHYhd9RULJ12QWPHD0X7htMSQVHgfSnauT6XAOIeuFr7YXWw4YITVdNFFIC2EEmkxpOCs683wtcKjl1n/a3r2Z11IDKWinqwmvGmkkomA0tV3IhxPZ+8oWuEoTT2p9aWQJAmrq6vY29trqSAqN2aHw4H19XUcHR3hzZt8gShCo1en04nJyUlsbW0hGo2WX6AAuq6XnSaLx+PkGSoAiSFB6FTPkIi0sir26c5TmGKIc541TQYAkSsTdbhMs86M2daA4lSv1lekrH+RqI8ZFQIAo3AWN8AZYh+kAEd+ZEhWdCSP7pUcJ5FP/OQCTM1+w/WciF4inj9tEbks1vKi+LlCuvIlnZ+lW1M4pWjV54N6hYHH42m5IKpEjJiC6MmTJ3j9+nXVy9e7/UrW4fP5sLy8jO3tbVxeXpZfqIZxJBIJigwVgMRQh0FiqDytSPfXdR0XFxc4P3ppPZbeYvZFJnolhgoVW7RjtuRQHJp1988LFGMESjRr1TSwq/3WU8XvHs9+6MjMx8TVrD5m2qONkuMk8nn9420wI9vIpeWIoXgs/+J0fjxYcH2lvrlm+YWLs/T3SZYNJJ89rmK0tYsh+zFlF0S1XNSrpVIxoigK1tbW8PTpU7x8mTk2RRFDkiTB5/NhZWUFu7u7VfuvGpla321QnaEOQ5ZlJJPFbvsJIJPu34hmtqlUKqvtRCQSQTKZhCzL8Lg9UM8z4e5Cd/Rmer2mKiXvTMxpMnuDVl0tPH416oCnUAE/NXNBVpNS0YPfiEtI3kvBWWBAxkuKDFXL2cY+FF3N0sFajpBVNSe4wcAsoctw8rJwBeX096iwJJKvlk/GZKiqAodDQ/JgD56pmYrHW2vxw1wRZQqizc1NLC4u1tQzrNZtl8IURJubm+CcY2xsTCgxBABer9caY6W1kgCaJqsHEkMdhmhFF0Wk2mkyzjkSiUSe6NE0DQ6Hw2o9MTQ0hJmZGbhcLjDGcPDeLpimW5et3CkyAIirDiQ0GcWlSRr9qkZNqRpDJpETP3pzxBA3gOQbFzyBtKFIT8hQSnRrvfhYRs/n8x83Tro3vb5Wko+fwMEy9aWA7FYc1mOaDMWZnpJMxdwwtMIXtdLTZJnPNBL1oi94Ae3pQVXjrScylLtcqwRRtWLEFEShUMhqT9Juz1DuOswMvc3NTczMzGBwsHCksNpxxOPxisVVN0FiqMMQdZqs3pNNIyk2TWYYBmKxWJboiUbTngu3222JnomJCfh8PjgchcWIyf67W+Calll/gYtYUnXgrIxfCAD4lXHW5c64o7Ui6dh6Iv+wDj/z4/RHPZj9hd30a1Iy4NCRO21nkrrwQk8pkJ1a1uMs8qzsWBtJJxi29ePjvHc5d5oMQFr8XL3f8UjxO/eSBmpbLaNovAd9wQvorw6rGW7NPcKKHeMejwcrKyvY2toqKojq/ZxrOb/Isoy1tTVsbW0hkUgIFRkyMWslhUIhGIaR1QOs2DrKVdKmoouFITEkCJ1soDYjMaKIIQAIh8PQNM0SPfGr/Hev12uJnuHhYXi93pqn0453nmQlfHFZBrTsk35ScyCSrKzmh8EZHM60GOIc0GJFfEYF6gyd7QcQPuxD7NgH72AUhqaAOZNFowycM0ROAgiMZRerY2pl3euJDCwRhV105qbVm+iaAlxF9CLnxbuu8yICFgBkKXPsR5NXouO8upIItR6rpUSU1+u1BNHS0hL8fn9Dtmnfdi1iRJZlrKys4P3338fLly8xMzNT8/brnXYvtg+m8TsUCkHXdYyNjRVdh9kouRTkGSoMiaEOQ0QxZI6p1W0cUqlU1rRWNBpFMpm07gKDwSCCwSAmJyfh8XgaLtbUkzBMucI5h16gMrRmOJBIuirKZNC5ZKXVGwYDirTu4AXqDEUOfAAYXn48hZv/Ys/yp/AiM6qcM7x+MpYnhmQWhqHrkBrgt+oG4icXkHJqHeSm1VuPq5nT8flp8T5flWSTAcDlZfrun8VLV1/OX3/t02SljvFSgqje80M9YkqWZXi9XoTDYTx58gRTU1M1bb+Z1aMVRcH6+jo2NzdhGAYmJiaqXocJeYYKQ2KowxCx6GIzs7dMP0+u6NE0DU6n0+qqPjw8DL/fD6fTiY2NDdy+fRs+n68pYwKAZCSBrGqLkgQU+Fg4BxKqE16lvIDlkgMOVzrsk9ut3g7LiQzFTtzQTtOy7PzhIKKvewEwgJX4TLiE548mMfv5XUhSZuAOVwLx+w/hW7hddrwE8OrHW3AoAGyzjblp9SYJNoAehGHoDJFwcW9NqUOJMaQNYkxC7FKBpkuQjerS2xvpGcqlmCASwbOztLSEvb09GIaB6enpqpatpCdYveuQZRmrq6vY3t6Gruu4ceNG3msotb52SAx1GCJGhhrRrNX089hFTywWg2EY8Hg8luiZnJyE3+8vOW/eivdo93shOGxzZNztzsrmMlE5Q1KXKhJDutMBWUlfVUuJodypuNN9e1YSw/MPZq7+KidQGcLno+jrz/iEHJ4kzrZ2SQxVyNnGfShStgou5BcCgFcvFAz1p83TpaqelJomA5CO+HEAYIhGvfB4qqto3EwxBKQFkVlLxxRE9UZWGiGmFEXB8vIydnZ2cHh4WNWUWaMiQ+XWYU7r7ezs4NH/z96bB0eSnuedv8zKugtH4b4bQKMPoLuBnuljZvoQhzMkhxzaY1GWbMkyFWv50Ia8/zBky1qFbIVsr6yIFR1mrGwr5FMbkjxha3clSiYpiRSPvrunDzQaKFwNoFG4b6Duymv/qAN1ZFYVrh6wB08Egz3IysyvMrO+78n3fd7nnZykvb0963uXKqA+igzl44gMHRK8ypqhnYxJUZS8qq1oNIogCLhcrqxIj9vt3tUE9DJMFye/70PMyEGForrh8hZXBWKFiE0GdCVA6jHRTVItAEK25pmt59n6jOB8khwVeeQki8ryTF0WGbJIKtGpo4qyUhF6Po2X7BuimtzvVOf6ULyh4DGL9SfLLLwPhtyUlwUJL6ziaqguacy7/W3sRHidaS545swZLBbLxx4ZEgQBQRDo6enB5/MxOTlJR0fHSzt/qYROFEXOnDnD8PAwz58/5/jx4+n9Si2tP4oM5eOIDL1i+GEgQ7quG/rzxONxJEnC7Xbjdrvxer0Houd5GWRoeWgGd0YkKBZRcBr82mKqQEwpbRJ1OLbTbvltGraRSYY0VSA67zDmPYXSZIAkqSxN1nCyN/vv6urOTPw+yYgvLCFYChsupv+e1AzN+o39hVIoRoZEQU/7ZAZDbgQBgmOjuBreSu6vF9WWHIRmKBeZhChzQd8N9iMyk4IoimlCNDExQUdHR9Gx7ZcmstRrIAgCp0+fZmxsjNHRUU6ePJmOwJeSJjuKDOXjiAy9YrBYLIeGDOm6TiQSIR6P4/f709VbqYqHVNVWfX09nZ2d2Gy2l1Jx9jIIY2x1E3dGGkoymZ+imoCjxMiQ2xlN/ztTbJsLUQdVFrBYdQILLoQCUaRCsFg0glseAhtllFVuuwjrgaUCex0hE0IoAO6cyBDGlgxKMjIUXi381l40MpTpNZQs0V98+oi5chehUCjtq9PX14fdXtj5fCfYTaoqRYgGBgb2FK3YrR2AGQRBoLu72zD6Ynb+l10gIggCJ06cYGJiAp/Px+nTp4/SZHvAERl6xfBxmC5qmpb25AkGg2k9DySMw1IRn8bGRtxud1EfjIPGQUeGNmfX0aNxSFbMKxpYDeYnXYe4JhAtkay4MsiQFi98DZWYhMUqE/B7zD8kFg6nW5KnWJptyCJDxNaKjvUIqUqy7KiQpusoinGGUpWtRGM2KNKapajSK+Pg4YgTTROQNlY41tmJ2+1GEASWlpZ4+vQpfX19eaXYuyUVu9XtuN1uOjs7GR4eJhQK7aqw4SDISCr6Mjo6yvj4OF1dXabf7+MgQ5AY4/Hjx5mammJwcBBFUY6qyXaJIzL0iuEgF/pUZCfTkDBTz+PxePB4PDQ0NOByudKTw+DgIDU1NVRUFA7/vywcNBnyffMJQkYKKqKKiAZzaFwTAIFYgZRXJpyOBBnSddBlqaDkR4lasHtkQrPmb9uqxQ1ETbeLUuIM6ws1cGZs++9aAE2WEYuYTn7SsXRvMFFFmAFVNElZknCgXi1QUp9C8chQhnBfFwmFndhcG2mzQ13XqayspKuri/7+fkNCtBvsRcTsdDqprKxkcHCQs2fP7nixPigfM0EQOHnyJGNjY4yNjXHixAnD8+yXZmi3aG9vx+/3Mzk5WfQ4R9VkxjgiQ4cE+/VD3utxdF0nFotlRXpCoVCWnsfj8VBVVUVbWxsOh6PoOQ+bjumgx/PizliinDqJuCbgMOA7sWSLjZgmoOvZb/RGSLlPq7KEUMSZSI0lThidNzd0jERsOAuQIYslMaDgijdrfFZbjPDIOJ6z3YUH/AnHWv8Yki37poY180Vela1sFTBbTKEYGbLkaMHCYSd6IN8s0+v10tnZmY4QFXNUL4a9EAJN07Db7XR2dvLs2bMdE6KDjMyk0lHj4+NZ+pyXdf5S0drait/vZ2hoiHPnzplG4FVV3fO9fhVxRIY+oUjpeXL9eVRVxW63p0lPQ0ND2p9ntzhsZOigI0NrY3MJsXTyFEZtOCAhnk6OiLgmYrcUukZ62nCxkF4oBTUmEtmwoQXNJ73gloazQBZNSIazVCWxSFd4E341Vnuc4LORIzJUBKHn09isZOW11rcEzH5JmiwR3ixwQ5IonibLIUMRFw7nxvb+Gc9+dXU1uq6nCdFeUth7ic6k9vV4PPT09OyYEB20w70gCHR1dTExMcHw8DCnT5/ecUl7IezX+K1WK42NjfT399Pb23tEenaAIzL0ikNV1bQ/T4rwpPQ8mf48VVVVB6bnOUjTxd3goMmQvLZFmXVbt2U2x8UytEIxVcBeIFtmkeJYkmQp0bahMNSYha2ZwgurrhXzq9n+98ZSdRYZ2ng+VXQMn3TIi8u4JS2rPYosC9gk42dPQCSyUV50Ui5eTZZNqkNhJ+7yjay/ZS6+NTU1aJrG06dP6e3NKR3cAfayoGeSCY/HQ3d3964iRLtBqXOBIAh0dnYyOTmJz+eju7s7/X0PQ9f7FBoaGrBYLGlClPkie5jm4cOGIzL0ikCW5TTZiUajPHz4MN12IlWqXl5eTmNjY5ae52VgP0wX9xMHGala8M2CqiFkvJBZDdYHTQc5Y15KeA2ZC98V63ZLB00urjHS4iLB+b05bGcubBtLVRw7NQmAZI8T8e+s39WrjpRdROqlIxgMogc2EcrjOZ/MdAHKhqIJSLIVSSpcALETzRBAKOxCEhaIrm7iqK5Ifib7GHV1dWiaxsDAwK4XzP2IDKVQVla2I0L0sjyKMgnR0NAQ3d3d+9JuaL/IUOre1dbWIopimhDlVg0epj6RhwVHZOiQoJSHM6XnyRQwB4NBZFlGkqR0qbokSfT09JSk53kZ+CSlyYa/2Y+esRjFVOOy+pR4Ov3fBSrKFA0c9tI8htKfiQtE5kprAGuGzCdna6Uq/W/JJhNbXt/TsX9YkfkbzPxfbnq5tryKdV3GqmeX1UsFvJ0iigWLRaFYsXspPkOZiMVsWESN1acTNH/6NdP9Ghoa0DSNsbGxXS3O+0mGIJsQnTt37sBEv7sZd0dHB1NTUwwNDdHT03Mo2onkorq6Oh0hOsjr96rgiAwdQmiaRiQSySpVD4VCaJqGw+FIR3pSpeq5ep65ublDQ4Tgk0WGZj+aIJOqRFXRkAxt64VS/20+Ec6EHVxu326poJfgS6SELcSX7cVMpgsj4xrFwy7icTc2WwjJLhMP7KzFww8bcjV1kUiEu3fvoqoqDocj/eJh1v5l5i8fJkTn2naUR1EFbKL5cxdWLSV5ThV7csW8cwjIisSmb7ogGQJoampicnIyHZHZyQK9F68fMzKQIkQDAwMHtqDvloi0t7czPT3N4ODgoSRDAJWVlZw+fZqBgQHOnj370rzcfhhxRIYOCRRF4fHjx0SSzT2dTmd6wq2pqcHtdhf1j0ghtdgflof+sGmGDpKcbUwsZvUkk3XR8EcWy9HrmLXk0HWYC9nxujPIkCoWJTkRvx2hhLYNhaBr2fdsY7WGusYQkk1GjWtocRnR9sMt0NR1PU9TlzImTJGeVAHBpUuXSv4Nrj0ZzWnCAcG4rWDFYEiWKLeV8psVC1Yf5kaGAOJxG1uT26nNQvODzWajsrIyHfUodZHeiwt0ofGUlZWlF/SDIER7ISJtbW34/X7W19f3XE13UKX55eXl9PT08OTJEyRJOvIYMsERGToksFgsnDx5EqfTuecfRcqF+uMu9UzhsGmGDioypOs6aiCEO0Mga3aa3EiQWWRoPS4R10XKXJHt42lCUSYTXS7FWbjINcghQyuzFdQ1gsWqADrBZz7KX9+94PZlIrPRb64xaOrFo1DPu6mpqZKJEEBgbDrv6oZkW8HbFlQkFL1U4iHkaYNSyBVQA0QiDpS15RKOmzhmW1sbU1NT+Hw+enp6Sk7j7yUyVGjf8vLyAyNEe50rW1tbmZ6eTkdfdvKc7NcYoDAZ9Xg81NbW8jf+xt+gs7NzT+d5VXFEhg4JBEHYlfOqEVIu1B+303MKoigiG3Rs/7hwUOTsxd3noGlZkSEjs0VVB0UvLTK0EEmkQJ1J92lVkUpacIJRJ44iHys29eo512hzMaEbEkQdyaoQHBw+dGQot3oyGAymo60pPY+RMeh+Iz6/mEdWYooFh8npNB1CigWl1Ka9Bbblp8mSTtSWnTmHt7e3m5aSG45pj5qhYvcikxD19vbicOxNE5d57r1G0W02GzU1NWmytlNCtB9kSFXVgsc4ceIEX/va1/jyl7/MzZs3uXbt2p7O96rhcKyWR9jXlNZh0+gcxvEcBDkb+fP+rEVK08BmKp7OhqwJ6AgIGUdQNFiO2hDRsNkS41VL8BgC2Ai7aHAX1vUYEbUs5Nyz0EY5miohWhSs9jjh5y9KGstBQFGUvBYwkUgkXT3p8XioqKigqakJl8v18lPGW5tYrdmkRNUtmNGYmGpBR0QulQzp5lVpRmmyUNiFKG2WcNxsYtDR0cHz589NzQYzsRfNUKmEpLy8nFOnTqVtABwOx56jvPsVRW9ubkYQhPTYdkKI9mMMxZrvAtTX13P16lW+8pWv8Ou//ut89rOf3dM5XyUckaFXEIeRfBwmzdBBpcnmHk5mLUQRTTBuw6EaTfoCiihh1bZJ2nLUho5AfXkg/bZfChlSNYHNqLMoGSqeJst+hgQEQqE6ysrnsNljRGcXi45lr1BVlY2NjSxNTzQaxWKxpEmP1+ultbX10BQNqDEZSY3icORc3wIEJqwkFrGdkSFjWAzSZPG4DWssWvS5zyUlqd5XY2NjRftz6bq+qxQRJBbyUiPZFRUVWYRor6Lg/ZQUNDU1pQlRIRfogxhDKccIh8NUVVXxn//zf+af/tN/ymc+85lD8Zs5DDgcopIjAPsXHTpsZOiTohkKzqxgd2xPfnGThc1MHxQneyFJpciaKrbSf1OV4otNOOpALqH8PrdtQy4EPf+eba7VAMny+pWNvO27RTweZ319Hb/fj8/n48GDB8zOzjI2NsbMzAyKolBTU8OZM2e4cuUKb775JufOnaOjo4Pa2lqcTuehmdSXHo4gCmATs6OPhcrqw0kjTbmIEWYKhR5fo8gQgBIVCM4U1g0ZRWhS7ShUVWViYmJH+5aKne6bIkQDAwPpiOBusR/u0ZlobGyksbGRp0+foii5MnpjFEtx7dcxotEoDoeD2tpafvu3f9vwmn/rW9/i1KlTdHV18Ru/8Rt523/wgx/w+uuvI0kSf/iHf5i1zWKxcP78ec6fP88HH3ywp+/zsnEUGXoFYbFYXnrn+kI4bOTsIMYTC0QRojFsboFUGZGiCYZpsqjJghdTRdzJTRFFZCMuIQhQW77dMV4rgQwFoo6ShLiCIKBqAhaTcm8j7cnGYjkt7WC1ycjL5n3NjJBpTJiZ3pJlGavVmiViThnb1dTUUFNTs6PzfFyQZZnx8XGG/tvXqdV1pAyPoWJl9cGdRoYKSLEtovGzrSgSa08ncDebX0+zVJcgCJw6dQqfz8fk5CQdHR35YzpAAbURKioqOHnyJIODg7uOSMHeNUNGZKqhoSFtelhKm5NSUlyljGOvHetVVeUf/sN/yF/8xV/Q0tLCpUuX+OCDD+jp6Ul/pq2tjf/6X/8rv/mbv5m3v9Pp5MmTJ7v/Eh8jjsjQK4hPAvnYCw4iMjT0zSfowHREpM0uYdUUw9JnVQPVJMUR0EWqkpuWo9b0BF1dFkp/phSPoY2wq2QhrqqLWEycr43SLetziRYfVnscVdFQgiEkY3P3wgAAIABJREFUT7bwP9eYMEV8FEXBZrOlSY+ZT1YKhyXSk4t4PM7o6CiTk1M8fvyEkZERhoZ8jI8/R5ZlfuX4p6iq9mbtE4jbC5bVB+VUZGjvaTJBAKPae021sDHqp+Xzlwoc11zILAgC3d3dDA4OMj09TVtbW96+BymgNkJFRQUdHR0MDQ0Ri8XynJZLwUG5R9fV1SEIQkl9wl5mmqxQJd79+/fp6upKV5z95E/+JH/8x3+cRYba29sBDk218n7hiAy9gjhs5OOToBma+L4Pf0xicktnzm3naqWCZKQXstvARMqzuhnjWHINXYluE4RKz848htbDblTdUtCLJgVNE8DkZdJoUY2H7chRG5JNBgTWHj5B6DmZRXxSxoQpTU9zczNut/uHrmlkNBpldHSMoSEf3/72t/na1/4vfL5hnj+fQFVVKioqqKurZWxsPGu/FocLPUcbFJKtppoEWROQ9cRNKLmarMjjKwgaes6NFYGtqcI6r2KERhAEenp6GBwcZGZmhpaWlvS2lyGgNoLH46GsrCytIdopITrIVhq1tbVpQtTX12f6G3gZ1WSQeKYLkaHZ2VlaW1vT/93S0sK9e/dKHkM0GuXixYtIksQv/dIv8aM/+qMl7/tx44gMvYI4bGTosGmGDuL6LIzMs6BJgMxqSGXObsFrEPBY2oyDSd/yVFQgqMBWRjpMidpZmm6ktnUeXRMKEhxNh7VwIgxeyIsmBbXY4ivo5JoahQJVSTIE/pv38DTU4PF4aGtrO7BmvweJcDjM8PAIw8OJCE8q0jM5OcnVq29x48Ytw/02Nzex2Wy0trbi9/vTf6+12wzK6iWcJpc6ktF4t3TNUPEmu7mSL1GA0Hzh8vpSSIkoipw5c4aBgQEEQaC5uTm9715MB/dCpGw2Gy0tLbsiRAfdV6ympiYrQmQUCd2JgLzQOIqlyaLR6IGaLr548YLm5mYmJiZ45513OHfuHMePHz+w8+0nfrhmrVcc+xWxSJkuHhYcRnK235GhqelNNH17IpoIiFyozj+HrAlmgRjUpOjZHxbJJCB6zEYobsPbsIxYZMEIRR3pcWi6gFikYkwroc9Vjvciwa1aHNZVAMrDMU6cOlXwGIcFwWAQn28Yn284TXjm5+dZWlpmbm7OcJ8bN25x/fo1bty4abh9eXmZjo4Ozp07m0j5WayUKUCObkfTRDDRDIUyiK+Z6D4XhTRDACI6ub84QYC1+ZXCxy0xQiOKImfPnmVgYABRFGlsbPxY0mSwTUYqKyvp6uri6dOn9PX1maZfjc69V81Qsf2rq6uzIkS5YzssabLm5uYsYj8zM5Mmu6Ug9dnOzk7efvttHj9+fESGjvDxIWW6eFjwqpOh5fFF/OtxZERSSawNWUDWdKy5c5MumrpHq0nR81psO5RutSiImoCiiUS2yoqOZSuyPdEVIzqlfEYQ9Lxq8I2VKlpaFgCIzB18ef1OsbW1hc83zNCQj+HhYSKRCN/4xreYnZ01vO8dHe14vZWsrxtXx924cZNz584xPj5OW1srVVVVSJJEJBJhcXGRFy9e0NHRwfS0n2bFjuXcW4hivi2BWVl9KCMypCOiaMbNfTOx0871KajhCP/9v/8hX/rSXzM5bunEwGKxcO7cOfr7+9Op8I8jTZa5r9frpaury5R0GGE/qslK2b+qqiorQpQZvXpZabJIJEJ1dbXp9kuXLjE2Nsbk5CTNzc18+OGH/MEf/EFJ519fX8flcmG321lZWeHWrVv84i/+4o6+w8eJIzL0CuKwkY/DOJ79JEMPvv6EkAr2jICOjsBqXKAhw2smrIFFMA9j67qFiApxxZFOhdW6wijxxIQe3vTgsBU2i9w8CDKUg7VZN8c6E+OIr27lbX9ZWF9fx+cbZnh4hLGxMZ4+HWB4eITZ2dmsz4miyOXLF5mZmTE8zuTkFD093cRiccLhMG63m7a2ViorK5EkiXA4jN8/Q19fL3fvGusnnj9/zpkzPZzfTCxwNqn0bvUhOfuZiGsCUoHKM9g9GbIJAn/37/8cVquVDz74KwbH3RkpsVgs9Pb20t/fjySV5o5uhP3s67VTQrTXFNVOxp4aW24672VFhopphiRJ4rd+67d47733UFWVn/3Zn+XMmTP8s3/2z7h48SIffPABDx484Etf+hLr6+v8yZ/8Cb/6q7/K4OAgPp+Pn/u5n0vP97/0S7+UJbw+7DgiQ68gDmNk6LAJqPeTnD383hgOhwTy9ndUdZ2laDYZ2owXPqcoiIwFRARhe0JzihophhWN2ouSoY3wth7ArGotE7tZVOWINW3+KIdiRc+xV6ysrDA2Ns7AwEBa1zM8PMzCwnZU6vXXX+Pp0wFDXxdN03j06Al9fX309/en/15WVkZrawuVlZVYLBYaGhoYHx/H75/B5xvOO87Gxgbnz/fx5El/3jaAwcEhfub8X0HTdRyW7d9fXBWwWYyff02HUI4nVEI7Vvj3W+zpNSNDVlGnSSrj7/7dv8+HH/4+7777Ttb23URoJEmit7eXe/fusbW1RWVl5Y723+15C+3r9Xo5fvx4SYToZXec93q9nDx5Mm3M6HA49q20vhjxK1ZaD/D+++/z/vvvZ/3tn//zf57+96VLlwxfLK5cucLAwMAORny4cESGDhH203Txk9ALbLfY7zTZ+OA8mqanq4V0XUfRYUkW0HQ9rfOJmpgtZmI+Ysee8RiU27YXxfWwk8ryYMH918PbZe5aCV5DpWiGjBANJiZUTQV5fQOrd+cLYC6WlpayBMwPHz5icnKK1dVVysrKaGxsYHR0zHDfR48e89Zbb3Lnzt28beXl5bS2tlJZWcHnPvc5lpeXmJ9fYGFhgaEhX9Zn33zzTaan/XnHgERJ/djYON3dp/H5hnE6nRw71kZlpRerNZE2q5YFVD1b5B6ImffQiqoWcr1vSyFDcpF3HTNDTUnQeOf064x5ovzmb/5rnE4nV668ld6+W2JgtVrxer3Mz8/j8Xioqqra0f57EVCbkZHUGDKdqney/17PXwgpj6QUIdoP08X9iAx9knFEhl5BHJkuFsZ+RqoigSgbmxHQdWxi4s1OTMpDYrLOhqJRZU38XdVELAUrwXTCigV7RvWt25rRniPopgNzB+Fo3Iqibf+k1RIqk4oJcc0iDOHINvkJ9A9S9fbVoudKYW5unuHhYXw+X1rbMzIyQk9Pj6lQORAI4HQ6aW5uzkuDpeDzDfOFL7zH1tYWgiASDIaYm5tjaWmJwcFBAGpqqnG53CwsLBge4+7du1y/fjWrgszlclFTU0NzczOSZCEej3PhwgUePXrE8PBI1v5Vr7eg5VzTsCyZiuYjBiaaimYBCr/MKEV+Tppg4h0l6uiLAW4+uQ/AT/zE3+TrX/8jLlx4HdhblEQQBE6ePMn4+DiCIOD1eovvlMReBNSFxlwKIfo4yBAkCFGq8azdbn9pmqEjMmSMIzL0CuIwko/DNJ79jFTd/MOP0DQdKbOfU8b2lbhOlTUhnRWKdL/ZUlXiOaVbHut22mct4iYUt+I2SZUFotkRCLWEyFCx9mRmZCgYqCSRrBEJDY8ZkiG/fyZJehKEZ2FhnsFBX1a1SiZu3LjJ1atXuHXrtuH2paUl2tvbk1GeSioqEoLyQCDI3Nw8y8vLfPObf1aw+mtlZZXWVie1tTUsL2dXVqW0Qoqi8cUvvs/8/DyLi0vMzc0xPT3N9PR0+rONjY3U19dnkSoJgTIrDKy6+ca0l5/p9iOJOnHValpWH1byp+BSyuuLkSFFN24DYRGg3lae/u9AIMiXvvTjfOMbf8LZs2f2nK6y2WxpDdGpU6eoqKgoed+D0htVVVWh63q6yizX6+fjIkOQiFp2d3fz6NEjYrEYbre7+E4FxrFXB+pPMo7I0CuIw0g+DptmaL/G89E3ExEHS8ZEbnXbiAYSWpq1OOCGiMWCKBQhQ7KaF1VwZpChzZidrYijABnKfuMrRUC928jQ+nwZVimGqthZGxpj8Ft/hs83zOrqGt///vcZHh4hEAjk7dfX18vCwoJpGvfu3XtcvHiRjz76CK/XS1NTI15vJSCwtbXF7Owc9fX1jI+PE4lEDI9x8+Yt3nzzDVOx88bGJhcuvI4sK4iiQCgUYn5+gfn5+Syt0NWrV0yjUPPz83lVaL3eFsKKldGgm5gs4Vut5FztesLYsoSy+hRKcaHWMqbuxZCTCnsch7QdDcovrN9GpbRNmhsa6mloaODXfu1f8Ou//i/Snji7QYrQ2O12ent7efr0Kd3d3ZSVFa+C3AuhKIVIpSqojMwPX7ZmKBdlZWV4PB7GxsY4e/bsrgnRUZpsbzgiQ68gDiMZOkzYz+sz6ZuHnMk0ENkWFQfjicUuXAIxCSm5/at0HMmqpLgqElMltmJ2GsknGZBdVg8luhkX4YSmTT/jEpbk2CYf9vOTv/M1IDGx19fXGxIhgP7+p3lEpba2hqamZsrKPOi6TjAY5NKlizx48BHr6+t5x1hdXeXixQs8evTY8D7qus6jR4+5ePEikUiYiooKLBYLwWAwrRX63ve+T29vL8PDw8TjccOx3r17Lz2OTNjtdo4da8PrreLEiS6CwRAzMzOclqtZCjuJyBoi8HSlgnO16wXL6oMGkaFS7pugg6yK3J9vYGytCkHQaC0L8HrDEpWOWNIs0xg1Tg/d3aeZmZllYWExLUR/9uwZH374B7jdu4scZOp+HA4H586dY2BggJ6eHjweT8F9DzIylIIZIfo4I0MpiKLIqVOnGBwcLOl6GaHUNNlRZMgYR2ToEGG/SMNhM108bNhLZEjTNCKRCMFgkM3NTZYXA1ntKnR0dEVPLoAQVQXimk6syAIXUVVUTUDJWMQsgobdkiAcWzE7IOSlwjKxmUuGSiBgxWBGhhLjSwjFKzIiDYFAALfbRUNDQ54uJxWFkCSJ999/nxcvppidnWV5eSUvZeX1emlubmJ21tgM8aOPHqZTapkCaUFIRHrm5uYYHh6mubmJ27fvGB7j6dOnXL58iQcPPjJ8HqxWK+FwmHfe+TRra2tYrVYWF5eYmZnJEnK/9tp55ucX6GztZCNuB10CAdZidoJxCatJVEjWBOKakWao+MIaUQX+eOw4wXiiNFvXRaa3KtiM2fmrJ55jlSyoJoV+Dh3DarnZ2Tl++qe/zH/4D79NV1dX0THkIlf343Q6OXv2LM+ePePMmTMFIx4vgwxBghDpup5FiA4DGdI0jbKyMs6cObNrQnSUJtsbjsjQK4jDVlp/2FAKGdI0jXA4nO65FQwGCYcTPcJcLhdut5vpR0soipYQTCehijqClqkfElmVZWKqVlAztKGogICawWHLrGq6o/xGkgQFY8ZtBjRNyCNDRVttlADBoFlrCqKogwY2IbffkkBPTzenTp1ElmU2Nzfx+2eyohAA165dZXBwyPDY6+vr2Gw2qqurWF1NtJCorKykpaWZiooE6QkEgrz77jt85zt/mRZI52JtbY2WlhZTj6H79x/wqU9dZ2FhMcdMcYnZ2VkGB4eYnvZTWVlpqnV6/PgJb7xxGedqOWFZyEqHvtgqwyuZVOQZpMgA5BJI7MOVCqKyLS/JuRlz8NF8A20V+RG1FOwWqLd6WJTzKxM3Njb5l//yN/jd3/1P1NSYd7c3ghGhcblc6V5mZ8+eNV2IDzpNlonU90qJqveDDO1HKw1RFHG73WkCWWqKMfcYhXBEhsxxRIZeQRy2NNlhQ+b1UVU13VU99f+RSARBEHC5XOkmkA0NDbhcrqzJ5s+/9iBxvIyJOKYoWHN+VmsyOPNbfGUhqCQ+oOpCenIvy9AGpchQWDYuDw7H7Og5ZKukdEuR7YUiQ1o69SPy41euMri+ht/vZ2EhkYo6f/48z549M/T+Abh9+45hGqqqyktzcwtWq4TH4yESiTA1NcXy8gobG/ku0YVE18vLK7S2tlJTU00oFM4rhV9cXOTGjVtcvXqlYCWbxSLm9SBLXyNRZHFxEZfjFP4cGdPEhocLNSHD44ZVYzJU7L4tR2wshSsok4zL0X2rVbitMmZLniTq/JW+K9wJ+5PRNDGZQky0Jrlx4wZ/7a/9GH/6p19P6rVKgxkp8Xg8dHd38+zZM86dO2eoWdlrZGinZCSTEFmt1o9VM5RCagwulyudYjx9+jTl5eVF9kyglDRZPB7fcSPbTwqOyNAriCMylA9FUdJkJ0V8bt26lX4b83g8VFRU0NzcjNPpLGlyHH7sR9d1LBkkxIg6rKsSLov5JKUBMSVxPgEBWdexCUJWJdl6NDGBRePGXa+N0melRIaKkqECTsghRceerJOTXszim53K2v7kyRPeeust7twxTlN5vZWoqsZnPvMZotEIW1sBZmdnWV1dZW1tO7Lx+uuvZf13LjJF15BYTNraWvF6vWkHaYDR0bG8UvgUilWybWxsUllZSU9PNx6PG7vdQTweZ3V1Fb9/hpkpP8IJC4Ec3rcSswHGZCgkG0+/hciQpsP95USFlqJr2AxE+QICA4u1XK5bM3yOLYKOMr+Bo97B7dv5vkwAAwPP+Ot//Sf4+tf/v5LTNYW8gsrKytJl5L29vTgc2c/rx9HKo6amBl3X8fl8e5ov94sMZcLpdKYJUalVeaUaN+73WF8VHJGhQ4T9NF38pJIhWZbzSE80GsViseDxeHC73VRVVbG8vMyVK1f2dM3nJlcQyL5vggG9CBcgQgBbWiJFlkJc17Ah4k4KlGVVJKJYEQWIxI0jQ0ZkqJSqpGIK6kKRobBswWXXUDULpz3Gk/WdO3f49Kc/zdraajrkv7m5lSQ9a6yuruH1eikvL+fFixeGx0gYKuaTKpfLlYz0VGKz2fjc5z7L4OBQUi+UT3pee+08AwPmkao7d+5y+fJFHj58TGtrK3V1NdjtDmKxGLOzc8zNzdPefgyfL79S7py7iZhqJRTXE21ZktiMiygm7TWMxNMASgFLhOdbbjaTOqHcysNMxDQLK7KFWlv2PKDqGhZBpNbiYWjoNr2953j61Ng1+KOPHvJTP/W3+R//48M88mKEYl5B5eXlnDp1Kk2IciMUH0crj9raWiYnJxkeHub8+fO7SnfttRrNDE6nk97eXgYGBjhx4kRRZ++DIGWfJByRoVcQh8108SAQj8ezSE8wGCQejyNJUpr01NTU0N7ejt1uz5usxsbG9jSB+T6aJB5Vso6hoyMZ6II2VRlNFE07zm9EFTJdiGVNBwvpUulQPCGeBlB1C4oqIlmyF7lcvRAUXlRTKPYJsYBmSNYsSKKCqllod5dTV1dLY2NTuipsa2uLmZlZvvvd73L16hVu3rxleJz19XU8nsT9WlnJ76rudrvZ2Fjni198n62tLUKhEIuLi8zNZZfCe72VVFRUmurBHj9+wptvvsndu4loiMViobW1hbq6Oux2O/F4nPX1dc6dO8eTJ0+YmprKO8bo6JhhFVqjrTHR/kTPfjNXdYGAbMFrzyZgum5cVg+gmPgMaToMrG2nTFRNKHgDfWt2ahuy83aanvAaqra5iEajjI8/p7u7m7GxMdraWikvL0/3GEs027zN3/pbX+bDD3+/aKuHUkhBRUXFrjrL7/W8hSBJEk1NTWlR9U4J0UGSEIfDkbYp6OrqKmpkWeg6HCZ7k8OIIzL0CuKwRoZ2Omnpuk48Hs/S8wSDQWRZxmq14vF48Hg81NXV0dnZic1me2ll/H/2e4koRSbBUS3Z4mkATdeIRuKEnVY8JiHscE6gQk5OWs5kZCgQyxbKxhQJyZJdDr4Zzq/UKUUzJBa5XIUiQ6JgQ7LEiClQ5yhjeXmFpSVjh+x79+7z+uuv8ejRY8PtqUaodXV1VFYmSuFXV1dZXV1jcXERny9h3nj16hXTY6yvb+Byuairq80aR4L0tFJXV4vVKvH++19gZGQUv9/P1NQLpqayI1Ll5eV0dXUxPj5ueJ6nT59y6dJFHj58RG1tDY2NTZwIniIUE7L8piBhjrgRl/LIUEwV8zRe2/sY/30+7Ei270ig2C98JeYmrsawZRDn1OhqHW6uXbtKPB5nc3OT48c7GRkZNTzOt7/9HX72Z/8ev/u7/6VoGqaU35/X66Wzs9PUBHGn2I+u87W1tYiimBZV74QQHXREJtO36fjx46atTkolO4fN6uSw4IgMvYI4jA97qoLLaGy6rhOLxbKiPKFQCEVRsNlsadLT2NiI2+3el7fJvWLw9gQAUsYkGJPzxdNxVFRVI6yqhmRoS4ug6dn7yJoOaNiTzT43Y/asXlcx2Yrbvk2GFFUkJOeLIlXdgq5nVf7noVC1GIAomm/XVZCSY7RpIteuXclqY5EJRVEYGRnl5MkTzM8vpEvhLRZL2vSwv/8pFy68zr17900jm3fu3DUUXUOC9NhsNnp6epBlmUgkwsrKapL0TGVFeq5fv8bz588Nz7G1tYXD4chq/eH1ejl27BhlZW40TWdjY5Nr167ygx/cYHFxiU81nWVLJavdiq7ryDqsxSQ6coqCwqr51Kshoun5RHV8M5vwFlr8Evdc50XQzomK7eiQKAioOrgFsiJ11dXVHDt2zDRV+fWv/yk/93M/z+/8zr/fl4U/VeKeIkR7wV76mqX2F0WRuro6gB0Tov0gY8Vgt9vp6+vj6dOn6Lqe9kza7/N8knFEho7wUpAq9zciPaqq4nA40kLmlpYWPB7PnstVDwqRSIylqfWE2WLG342mmmiyx9SqskWdLb9UeUUOA9nVInFNxSZKWJNv9Os5eqConP0mHSzgPaTpgmnTTkgujpqQLuHP326+r1W0oCfJlIBI/+17Wa0wEv4/ia7woiim7QnKysoYGjIuqX/48FFBIbOmafh8w7zxxmVAx2ZLpLdWVlbw+2eYnJxicnKKvr5ehoZ8pk7XCZfq7ZRZCvX1dTQ2NuHxuLFarbS0NOPzDbO+vm5oAJn6vl6rg8mYhihsE97U+rwSyyfBYZMUWQqyJmLPiOiEZAuz4ez7XCwyJCIwtOHkeHkkTaxEQeD78xVcqduk0VbGfDyhfVpdXUWSJOrr61hcXAISbSxaWprxeMoAnaGhIf7RP/pF/vW//s0iZy4NNTU1aJqWXuB3i730NUshRaZ2Q4j2gwyVQuZSrU5S12un1gfxePxQvEgeVhzO1eYTisMY0dkNdF0nHA5npbYCgQD37t1Ll6unOlu73e5DS3rM8N/+/TfRFA0xRxhtMUh7hPUgVsFF0GSyD8fz94lqceyiHatFRVFFgjnkJxIvnQzpurn7cQqqLmIx6ZIuCrrpZG0RdIJxO6KgoekiP/3mFZ6h8fnPv8eTJ09YWFg09BHq7OygvLycra0tw3PeunWb69evcfv2HVpammloaMBmsxGPx1leXsbvT5geVlSU56W4Uujvf8obb1zm3r37httra2uQ5Rjvvfc5gsEgGxubzMzMsLi4lCYDAKdPn0ZVjQXXkKhC+/TlT2FbFokqAq6MRzl1y1cNyFBALkaGBOwZH5kIuMmt/SvGH0RAQWQ1aqXWuU0KZU1gKuiiy1nHfDyA1+ulpaWZsrIyVFWjubmZqakp1tbWWFtbyzrms2eD2O12/tW/+j8Kn7xE1NXVoWkaIyMjqKpaUjVULvY7TVVXV5eOWpVCiF6maaPNZqOvr4/+/n6AHRGioyathfHDtQod4VAh05gw06sHEpUQKdJTW1tLPB7n7NmzJVWlHCbMzs4xOjrK4OBgsuHoMOGnldTRQlwLY7Mkyo7jWhyL4c8pMcnF1HwyEdcVNNWVlw7RNQs2UccqqoRkW17D1Vyvodw2HJkopT+ZqgmYtVUXhFR/svzjiILOZsxOtU0mrojY5pe5MeHD6XTS0dGRZbCYiYmJSXp7z+HzDSPLMpIk0dbWSm1tbZr0zM7O0tfXy6NHj3nxYjrvGOvr67hcLsOGqyncu3c/7R7t8SRE3ZubCdKztLTM0tIybreb1tYW05L74eFh+vp6efZsMCt153Q6ky05vFQFKwgr+S8zqchNVBWRNSHLiXo1JhXUa8U1EZIEVdPzU2RQtJMKopgYxGTQkUWGrKKOP+Sgr+kEPusmKysrWVGvtrbWgkTr3/7bf4/b7eZXfuWXi4ygNDQ0NDAxMcHAwADnzp3bMSE6iGqu+vp6oLQI0ct2sLZaremUmaZpafJW7BqEw+EjMlQAR2ToCEWhaVpe5VaqSWZmpKe+vj7PmDCFw94iZHran9VhfWRkBJ9vmM3NzawIg4CFK86/CQKI4vakrQgauUbDUT2KVUiQP1WXiOsKNmH7J7ckBxAFAw8X3YZN1JEsKqsRd55+JJxTXm9USZZCKWRIKyK0FgTdcHEUgfWYjXpnlLhi5bgrIYyJRCIsLCzkmRTmkp5Pf/ptxsfH8ftnmJiYZGJiMuv4FouFc+fOMjDwzHBcs7OznDx5kkgkisvlpKmpKYP0bDEz4+cv//K7BbvYh0IhlpdXaGtry+pKn4LT6SQSifDGG29gsYhpo8aZmdk0gfrRqs8RsguIOYRRy7hmIcVCpU1J/htEofDUm2mLsBB2EDEwaCxKhpL/PxO206Ns4ZES4xMFmYhqJbCiGlbvTU/7OXnyBKqqsLW1bSGQqr6rra3h9u07/Lt/99v8/M//r0VGURqsViu1tbVpp+qdkIODEjDX19ej63raCsCMpH0c7TwyCVEqZXbUpHVvOCJDR0gj0405k/SkjAndbjfl5eU0NTXhdDp39AM+DJ3rdV1netqPz+fjm9/8Fv/lv/zfDA8PE43GmJiYSEe1cnHv3v1tbYjUgQMnmq7iYDvKZUQ6goSAbWHzphqlVtomPwHZLDUlYhVVJFEnFLeRG5XJJUMbEXN7fbWUyFCRz5gl2hKRIQfWpIi6wZGIXkiSRGVlJR0d7XR1dRIKhVlZWWF62p9Heq5fv5ZHgtLjUlUmJiY5efJEuhdYXV1tDunZpKenm0ePHptWshXrYr+6ukpFRQVnz57F4/FkuVMnIoNjjI6Ocf36VT766GHe/o3PR5KsAAAgAElEQVS2KoKKkBfpUTIu2rKsUZm8basGqdFcyGpGS4+g8f0t9mvKDBRMBuyc8yZE96KYIGVWS4PhfqIoEo3GeOONy8RicaLRKKura3nVdzdv3kKSJP7BP/h7Rb9PKWhubkbTNAYHBzlz5kzJ88tB+fxAImoF2xEiI0L0cfU2kyQprSFSFKWkVhxHZMgcR2ToEGE/f9CCIJj+yBRFyRIwB4PBtDFhSsSc0BG0lOzGXAwvs9xf0zQmJ6cYGRlJR3lWVlb4wQ9umhKeS5cu8eDBA9Nj3rx5i8uXLxEY8iJqIjEiuIRtUiLoQl4mKabL2IRtMhTQ4tQm/63rOrLiNLWJcSXdp0Px/P5T4QzNUEyWiKvmpclaCV5DxaJHmqDm+eeksBGzYhESZMgluens7EiSngkmJiY4e/YMY2PjxGLGXUNv3LjJtWtX8zyIamtrqK6upqKiAofDTk1NDUNDQ+n0Vi7eeutN7twxdlPWdZ2HDx9x/vx5fD4fbW1tVFdXYbVaiUSiLC4uMjU1RVdXF8+ePSMYzO/ZlRjrLcMoU5XVxURMwJZbSZbxuC9GLJxwJ/6wFS+eBkp5RKk6+IMmqeUSNEMpzEccaTIkpUTvip3XXnst2XrGiSzLLC4uMj+/wPT0NNPT0/T19eHz+bI8lTLxj//xP8HtdvHTP/23in4nM2S+JLW2tiZF8j56enpKmnsOurS9oaEhS0OUS4g+zkavkiTR19fHkydPinrLHZGhwjgiQ68oRFEkFosRjUaziE8sFkOSpDTpSZXUGhkT7vd49psMqarK5OQkQ0M+ZmfnuHfvPiMjI4yMjKZbMKRw/HhnwWM9ePAga6FraGigsbEBj8eDpmlsbGzwYmKWNq0j+YW2J3BV0wzF07mOeOGMyWpdCyNiXtnhkjRUTSAUt+aVxoczBNWhAuLpxNiK31O9CGFSdNVwohAEkBWJhbAbRUnonCYnJrPW6GfPBosKmUOhUFrInHCnnsnrZN/Z2VFQx3Lnzt2s+2e322lra6W6uhqr1Uo0GmV9fZ2OjnaGh0cYG8s/xujoKOfP9zE4OFSwCu3tt3+Ezc0AHo8bLa4izEsoGjikDCdyIZurBOIWSFYWhk2cpzMhJ+/bUsRhap5Z7M5mPjdB2caWLFBu1XHaBNZjYBcklieXsXolHj2aMjxGf38/Fy9e4PFj48XW7XbxW7/176isrKSurtbgCMWRSwaOHTuWdoU+ffp00XlpP6rJiqGxsREwjxDtZe7crXA8BYvFwsmTJ+nv72dubo6mpibDzx2RocI4IkOvAFLGhJmkZ2tri/7+fsrLy3G73dTV1eHxeF6qMWEm9kKGFEVhcnIqLWIeHh7B5/MxOjpGNBoFEu7DLpc77QuTi+fPJwz9aRoa6tP+RZqm8d57n+XOnXvpZqNZn7X14ZISk4k9g8gECeAUso1kYnocq5A98UQyRCQbahxMyFCZRcdmUQnFbcQM9DwRRUr7Bxm14chErvjaCEUjQ6KASbEZVgv0L9fS7AzT5FY55a5kOJTdTPXevfu8++47rKyspt2pc0lPqrVGpqN0JiYmJjl37iwjI5GsKIXNZuPYsba078oXvvB5hoaGmJmZZWxsnLGxbOPE2traLP+gXDx50s+bb77BvXv3047aLpcz6Xul4vf7uXHjFq+9dp4bN27SaT9GuLq3KDEJZvQhU7TiJoMpzZA/uPvFK/fOvwjaOOeNYdGTN1MQqY1XMRtaoLm5idnZOcPjfPTRQ65cucLKygpVVV4kyUIoFGZhYZGFhQUGB4f4mZ/5O/zqr/4Kly5d2vE4jdJc7e3tPH/+nNHRUU6ePFlwztqLz9BOUvcpQrRbobcZ9iOyJQgCXq+X5eVldF2nubk57zNHHesL44gMHTKYaWtSxoS5mp5MY0K3201DQyKaMTAwwJkzZw5N9VYpmiFZlhkfH0+LmFOC5rGxcTRNo7v7tKmYdn19g5qamrTgNRf19XXIssIXv/hF1tfXWFhYYHV1NTmhb1c9OZ1O2tuPGZZ9V1qasWFDQcYjbF9XRVfyXtMDBBDINkKMZehAgjHBNEVWaQdJ1AjJdhM3YpG4ImG3KmxFCy+WpWiG9CKfUVTdNIZlFzVWIk48Fpkmd5RzNSewd8XzSM93vvOXhumwFMLhMMvLy7S0tDAzM5O33WazEYlEePfddwkGA0SjMZaXl/D7Z7JIjyiKXLjwumEFGsDy8jLHjrVRVeVNN3+tra2hqamJ8vKypKHiBp/61I/wve99P6vMPhODg0OcOXOG+pkKArKQV3Gn5TzqkSQZUjTQ9MKVZAABRUbTYdosRQYUiw3l8oP5iJ1z3hiODEuIZlsDj5ee0tzcTF1dHRsbG7S0NFNbW5tMI0ZYXFzizp07vPXWG6aNXWVZ5td+7V/S29vL229/qvCXy4ERGRIEgePHjzM2Nsb4+DhdXV2mhGcvZGKn+zY2NqZF1ftFiPaDDKmqiiRJnD59msHBQXRdp6WlJeszR5GhwjgiQ4cMuq4TiUTyWlCoqordbk9XbqVEpGZW9oetJUfmeOLxOKOjo0nCk4jy+HzD1NbWmlb9AMzPz9PQ0JAXsUlhbGyct9/+FBsbG5SVedJOwZn+Mf39/Vy6dNFUtJtyLW5sbGR+fh5I9MZqqTmFZ8UNOiiCDBniaYsBVYjqcexCNhlSdYm4JiOjIGr5pdIplFuTZChuyxLhZiJFhgpVkkFpneuLvxybT/hWMRFl2EqKuht1B/+j31h7defOXS5evGAoQgZYWVmlq6uL7u7TlJeXo6oqqqqyvr6B3+9nfPw54+PPuX79mqm+S9M0nj1LCHAHBwezttXU1NDc3ERZWRkOh4O1tTUmJyfzUnIpFKpCi0QizM7O8GbZGUKhfGIro5J53RRdIqbChiwgGnSaz0VYFVmKWIlru19sc6lDIC4RVrL9ixo99Vw7e5VoNIqiyMTjccPKPoDbt+9y7doVbt40NsSUZZmf+qm/zR/90f/LG2+UHiEyIwOCIHDixAlGR0eZmJigs7PT1MH+ZXa8T6WhUoRor9gPMpQ6hsVi4ezZszx79gxd12ltbU1/5ogMFcYRGTpkSAnhUqSntbV1V8aEh6GUPRqNMjKSID23b99BlmVu3brNxMSEof5gcnKK7u7TpqmSlZVVurtPs76+jtdbSUNDI2VlHlRVTZZSz/C9732/4CKm6zqDg4O0tbUyPe3P2iZJEseOtVFbW0tZmYfOzg6mpl4wNzdHdNFNjSAlSuozJs+4JuMkf4IxK53eUIMElChgbpZWJoEkqmxEnWgIhu//8WSqbKMIGSqlWateSoTBhDBpSR1MIKlj6q6qBeOgDKqqMjTk4/TpUzx/PpEss6/BarURi8VYXl5mamqK06dP8eRJf0HRdaF77HI5KStz8+lPv40sy+lnY2VlJauU/MKF17NKx3Nx8+atLGF2rjVALBbDPuciqAtYc5y6g4qKlEMiN2WBjRLE0wCabmE0UPizZo1/U8jdKggiM2GJKtv2b88iW7Kide3tx1AUmWDQuNDg5s3b6QhfRUUFra0tlJeXo+s6S0tLrK+v8+M//hN8/et/xGuvnS/8JZMoREgEQeDkyZP4fD6mpqbo6OjY0f7FsFsikiJEKdKxF+wnGYLEi+fZs2cZHBxE0zSOHTsGJObjozSZOY7I0CHDa6+9ti8l6Kn2Fy8D4XCY4eERxsfHGRgYZGhoiOHhESYnJ/MI2eXLF03HFYvF2NjYpLq6itXVhPNtQsjciMfjRlU1NjbWeeONy/zgBzdMTf1u3bpdsCloKBSmsbGRy5cvYbfbkWWFlZVlpqf9PH8+wfPnib5jZ8+eZW1tDV0X8AhVuJKeQPaMn02YEC4hu51GSAvm6YVS8NRXYtft+KeMFxsAt6RjEXUisg1dFwx7i8UUiahsRdUK/4RLiQwVrUoStAKfSdxLRbcQVixUoma107DZbGkhc4pABIMhGhsbsq51Jp49G+Ty5Uvcv29e3Xfr1m2uXHmLQCBIRUXi+m9tbTEzM8vq6hqrq/dpbm5GluOmJfcPHz7iypW3uH37TtbfMxu72mw2PvvZz+Dz+VhcXMqLmrxe14eu6+SYkSPoUh4b2ZJFgiWIpwFUzcJyuLzgZ4ot/4lWKdkDW4jYaXRuP3uibqPeWsOinCCJU1Mv6O4+zeTkVFqPV1aWaJHj9VYCAoFAgE9/+m2++93vsbm5aXjuL33px/nmN/+E7u7uIqMsTgYEQaC7u5uhoSFevHiRXtxzP7Mb7IWINDU1oes64+PjLzVVZwRVVbOOIYoiZ86cYWhoiKmpKdrb2wmHwztu4fFJwhEZOmTYLz+eg0iTBYNBhodHGBwcSpet+3zDTE9Pp8dc6I0dYGhomPb29qymmZCYWBoa6nG73TgcDubn55maemEoZAYK6k80TWN8/Dnt7ccIBAI0NzdTXl6Opulsbm4wPZ1IuZw6ZWF62m+oMYLEW9/58+dZHFGRdB0EkIUYZcL225WsKXlKVVuVhfC6MeFr6Gjj4W2/4bYUHBaIq5aCEZuYLBVsw5GCUkI1WTEU1rdkiMJjVuqcKhYsfP7z7+Hz+ZiZmU2ntzLR2dlBRUWF6WJ6//4DLly4wMOHD/F6K2lubqGiohxBSCzGs7OzPHr0mK6uLtPnIGHKeIJwOGJYLi8IAjMzs3zhC58nGAwiyzKrq6u8eDGd1djV5XJRX1+fV2FWLlagJpvsZkZpZE3FYpAKCygi8QINWjOxEZfQ9MJ9pARBQNV1LCZEQNEUckX6a1ErtoxKSE0XOWZrZlFeSX7PRKHF9evXWFtbY3Z2loWFRcNo7ZUrb5pqiNbW1vjggx/jW9/6n0UrOUuJ7KQI0eDgIH6/Pyv9sxfslYg0NTUxNTWVTpnt5lj7FRnK1S+JokhPTw8+n49nz54dpcmK4IgMvaLYCxna3NxkeDhFdnzpf8/MzHD9+lXTzuSQ0IUUcg2uqKigs7ODY8faiMdlNjbWmZ72Mzc3x9zcdjXL9evXePZs0PAYkKhQOnv2TPoziaagrVRWliMIIoFAAEVRWVtb5+nTAcNjjIyMcvHiBR49epx1raxWK8ePH6e6ugpd06mSahFVnVF9iJgWpUM/Ro0l0dDRbXNBTuuq9hMdPLmfXcWUwkI0RixqXLadgI5V1IkpEqpm/vYfVazo0eITqLEAe2ewiJppNZmUMQFvxa00uaMsPR7DLwRobm4yjQLmtuQA0mmXiooKBEFgZWUl/bytr28YHmdmxk9HRzuTk1OG20dHx3jttfOsrKxSX1+P05nw01lbW2V62p/207l69YqpKWM4HGZtbTWvq3uno42Qkn+Hwlp+RAYgEBexkG+VYIRVWaWihFun6mAxOZ7RK5WGJdk4NjFGQRDprD3ObOUKc3Nz6Ua3AJcuXTSNqgHcvXs/zzahpiYhRk9o9jR+/uf/N/7jf/wdWltbTI9TaporFe0YGBhAFEXDiqmdYq+GjbquY7fbqa6u5tmzZzt2z4YEkdlrf0YzQpUiRF/5yleYnZ2lt7d3T+d5lXFEhl5RlKIZWl9fT0d3UiJmURT5znf+0jQ6dePGLd588zJ37xr7xiiKwuLiEqdPn8bjcScXH4WlpUXm5uaZnZ1ldna2aBrkxo2bhucpKytLkp5KbDYr169fY2xsLNkUNJ88vfbaefr7n5peiydP+vnMZz5DMBhEEGB1dY3JiUlGkq0Wyiwt1Fg9zIuLIIAgwjgvONHZgRoQiC/mH3d60rgCCSBqN45CpVBhTURiYopE3CRFBhCRrcTl4iXa+0GGRMH8Ocpsdp8SUZ921zO8vMDGxmaWED2FysrKdGPQz3zmXebm5pmbm2N5eTkvUjQ6OmZoiZDCxsZm0jqilqWlZZqbE41dXS4niqKwtrbG8PAI58/3mZoyQoLEFzpPNBqjsbGR1tYWBEEgHA7T4G9BjQvJ65MRGdJ1jO7MctRKo7M0zdB6DMocelFdkKob940DsAjG55oL27AIWtp2Qd3SmV3Ltxp48OAjUzPLyspKWltbkCQr7733OWZmZvD7/Xm6LIC/+ld/lD/7s/+Z7veVi51ERlJ6mBQhSpW77xb7ZZiYqtzaDSFKFcfsBYW8igRB4Ktf/SrvvfceH374IT/2Yz/2yjQF308ckaFXFGaaofX1db785f+FgYEB07LhYqmugYFBOjraefFimpaWFurr63A4HMiywtraKn7/DHV1tTx50o+iGHf8vn//QcHzlJWVEY3GeOedt5FlhVAoxNzcPAsLCwwNbXdC7+4+nS6RNsLjx0/SKTWbzUZnZwfV1dXpViMvXkzz53/+51y58hZ379zPI01V9mNsCDOgW7HZJDRFTJTWBoZ5t+tHWFnMLsGvaffimzROg0lWC/cfP6XT0UHcJDpUmVxFY6qUNt4zQkS2opRi3leCgLrYtCiJem7wK2Pb9t5bSXLW7vQiCAJWq5XTp09y8mQXqqqytRVkbm6WlZVVNja2Iz3Xr1+jv984AqFpGgMDzzhzpofBwe373tTURGNjAy6XC0VR0TQVXdfTZDsXuaaMZufp6+slEolQVVWVLi2fn19gfn6eu3fvcuLECRYWFggEAnxQfgrEfCGzZsJP1uIWGkvIUkQ1lagqoOgaNhNCk3UuE5ilz5ajdpyihprc12Mx6I+XxODgIJ/97GcJhQKAQDAYZG5unpWVlfQ9tNvtnDx5wlSMPjExwQcffIlvfONPqa6uytu+0+hMomfdOZ4+fbqvwuO97r9bQrRfaTKzymJIXLPe3l6Wl5f5hV/4Bb761a8eEaIcHJGhVxRmaTKv18vbb3+Kb3/7O6b73r17L6s0OdWgsa6uFrvdQTweT1dwpdIMuXj2bLCgrgfg9u07XLx4gXA4TGWlF4tFJBQKpRefJ0/6aWtrY2Njw9D3B8DnG+att97izp1sEWxVlZfW1lbKy8tQFJX33vss3/nOd027k9++fYcLF15n+sU0jY1NVHq9TAwvs7m5is3pQI6rvH6xlwd3Eim3mcUF4ufyWxSUN3rAuGqftrM13Omforqzgvlx407r5UmJh6aLBd2jw3Er0XgJmiGDBp+5KE6GNFMyZBW3n7GEiFqk1VOJ3W5PE5O+vl4GB4dMifGNGzezRNeZqK+vp7m5icrKShobG5mdncPvz0+rQiIKuLa2bpqay2z9YbVa02aNNpuNaDTK0lLCt6iiotw0ZTY2NkZfXy8+3zD2pNFm7hUWTRykttQ4GMaMsrESVxAQUDD3d0pBK6AvlATRkGhEVQkBOX3fHaKD2upaqmqqsNttuN3udLPdhYVF/uIv/qLgbzkWi/H8eaL0fWIiXxBfV1eHzWbnn/yT/52vfvX/TAve099hF6aJmYTIzC28FOx3K42WlpZ0xWqp/dUOSjOUi1gsxi//8i/z+7//+/ze7/0eX/7yl/d0zlcNR2TokGG/2HohzdAv/MJXuH37Dt/4xjez/p4qHa6pqcHj8VBTU8XMzCx+/0xWg8YUCrVZgFSDzESqy+Px0NjYSG1tLRaLSDAYTIqkp5AkK0NDPsNjTE9Pc+HC6zx69NgwdWez2VhZWeb9979AIBAgGAwxNzfH4uJiVsRIEAQuX77MvXv5i1xDQyOdnR0oioLL7aHS62V9NYBosdN5qpbJ8YSAOxTYTnFZrRK3Ru/R6GhDjm4v8ivrxqQNQHMkJm1XlXlIvCzjF6malNUDrIVcWe0fTM+JmHarNoNYpJzMatGImm0Ts/fdjNmoFOV0JRJAf//Tgr3DIHGf33knUQqfqBrcYGrqBYuLiywuJqoGW1tbCYdDpr3DHj9+kkeM88vh47z77jt873vfNxR2QyLS0dBQb1qt2N//lLfO/gjijCWvkkzVdCQTMhTStYKC5xTW4wk9j6IX1/wV+4SKjmTwFG3KlnQUUtcsnK49yb2JB6Y9yG7evFXQYygcDhMOh3nzzTcQRQuQaKLr98+wtLTE0lLC4+vFixf80R/9P7jd2z5bu22nkWpUevPmTVZWVnZVKbVXzZARkUmJu0slRPtdWm+GcDiMy+Xi3/ybf/Ox264cRhyRoVcUhciQIAj8p//0O/zMz/wdotFo0uNlhZmZmazS4fPnzzMxMWmqH7p3737eG2OuCDYcDqfL3MfGxhgzaArV09PN6uqq6Rvew4ePuH79GtPTfurqanE4HMRisXQn9LGx8aQgt5fHj43L6XVd59GjR1y8eJGJiec0NzfjdntYWFjkxYsX6QXX5XLR3t5Jc+NJ/C8ecerUaSZZoNJbwYhv+633VE8H/U+GuPTmBSbvJTQxZTUuJkeMWxqIFoGRkf+fvfcOjiS/rzw/Wd6gCt57bxpAd09bdAMzPbaHpHZuZS4kru5EnqSQjkYrE3daypHy0upErrRBHnUKBlcUKZJaKSTxJJ1mKJGcme5Gd8N0w3sPFHyhUEChfGbeH4kqoFCZBbThiNvCi5iIaVRmVlYhkb+X3+/7vqfsLxq1LQ9shoPvWmusHiB6AmfpGEKigMWgTXiOc0M+XP057jVv2EiBLYoeA+KhetLdu/d4/vkOlpZc5ORkYTZbiUYjcUPFxcUltrY8FBcXxRPqj2JxcZGmpkb8/kDSBKBOp6OsrAxRjPKBD7w/rl1RQmMTx+EtFkvcqVcNKysrVFdX43QG2NnZwW63k5+fR0FBAXq9Xmmxzsd6YYmLaVAWETRaW5IsExRl7ClIrCTL7Oz/GYgnmCpN1Sbb3wI1MXdIEuM/FwQdO/N7tLa2JA0THMbt251cu3aVoaFhSkpKyMjIiE/3LS4usbq6Sjgcwul0Jj04xXD/fhc/8iM/yl/91dfj7vhPQkj0ej02m425uTl0Oh1ZWcltuFT4boWslpaWnrhC9N0YrVdDzGdIEATNKtKbb77Jz/7szyKKIj/5kz/JJz7xiYTX3333XX7u536OgYEBvv71r/NDP/RD8de+9KUv8du//dsA/Oqv/iof+tCHnugzvdc4JUPPKPR6veZTHijtsk996td46aVXNbfr6+vT1Fko487F6HQ6Xn/9JisrKywvr6iKYCsqKrDb7ZqJ8SMjo/GnTkEQ9nVIB5M/brebnp5empvPaApcRVFkenpadWy/pKSEkpISDHod6+sb1NXVJ1W0cnNzaGhoZnZmnryscjY2PaTZbQz2TwBQX19Jz/2DxdNiVRoYc7tzsB+7kVOTxcyGug6r7EwO94eUduJOSNvoz6I7ma2CPyqQZkwU7mpvq8di0Gp0gZBCIA2pyZDpyPnuhE1Up/t4ueUVAhk+RFHC799jfX19v1J4lc5O9erC3t6epug6htHRMV588Qa7u7v7OrVInPQcHoe/fv2aqocRKIvC8rIr6VqxWq2UlZWRlZWFwaCnrKyU2dlZ5ucXkghVm+0DYAKBRIFQSJLQqzh2ByUlsiUoSdg1g1jAE43Gg3OjJyBDx20ha2wRkWUk+UCgnanL5u2ebyVMglqtVkpLS+N5ZD7fHjMzczQ2NmpWhLe2PBgMxpT5b++88y4f//h/5POf/xxGo/GJyECsqtTa2kp/f388o+ukeBpkSIvIlZWVsbCwwMjICE1NTZrv8161yY4zXRRFkY997GP88z//MyUlJVy6dIk33niDpqam+DZlZWX82Z/9GX/4h3+YsO/W1ha/8Ru/QU9PD4IgcOHCBd54441H+l38a+OUDD2jOInp4sWLF/jP//l3+fmf/z80txkdHeXFF18gHI4keLxsbrrj484FBfn7pGVL9Rhzc3NJJoiJpMdCNBrl5s3XePfdW/uVgmQR8uioukdRDDs7O8of8cWLWKwWgoEgc3NzuJZcuJYObszC1DQXnjtPX/8AdXX1ZGZm8+DBAKsrm9TVnmF5ZZn+vknar1+l666yMIRDB1UrnU7HxJiy0HaP9PF6yWtsLnnxBbWaSaBLO1iUljfWsJAsWhWQMe7fE6UUY/UAvijkpXj9MELHeA3pBAFREtAJMqt7FjIsEayGg2vHpH8EMhQxYtTJBGY93PIltyS7urpSGmKur69TXV1Feno6druNvLw8HA7H/jj8FgsLi3z729+hvf16SpH/vXv3uXDhOXp7HyS9Zjabyc3NpaSkhOrqSrzeHdbW1nC5lhkfT9SUXb58STXnLFOvBMMeFU8nhnAcICAr10/wmPaEOxwlVrERj6U6j0+G9IKAX5RIMyhnm2Mr4ErzZYLBIK+88jJjY+O4XC4mJiaS9t3c3Dz2d1hcXEx+fh7BYCjuUg2ws7PL0tIS//2//zWRSIQvfvELTyVOw2Qy0draysDAAHV1daSnp594/ychIrIspyQhJyFE71Wb7Lig1q6uLmpqaqiqUnyhfuRHfoRvfOMbCWSooqICIOm93nrrLV599dV4Ze7VV1/lzTff5IMf/ODjfJx/FZySoe8xvBeaocP4yEf+d+7c6eTtt9+hqKgYp9OBLMvs7u6ytKSQnr6+gbgRohpWV9c4d+4sW1uepJaaIAj7JWOJF154nlAoxNaWJ054DpMei8VCRUW5psjZ5/ORk5ON0+lkZ2eHoqIiioqKsFotBINBXC5X/KYzNDScoFs5jOycbGSgtbUFq9WOy7XMlSuXsVnTGBwYpbCgFKPBwOKc0jrLL8hhePDAN6ihqZLBQcWETpZl7GVmdrZMTI0kB4zCfots8qBKMe9apsXSRDiYWK3JMB5oe1KN1QO4QzrK7BKGE9xDw2LqjaKSwL2lAgY2M/CETOh1Es05Hi4XbpBrC6HXyYiSjF6ln2bUyciyhCDEqhl69iJ6KtKyuaUi7YlGo4yPT1BXV8vExCQWi4WSkhKys7MwmUyEw2G2traoqammr6+f5WX1a+727Tspp8NEUWRqaprLly8hCDpMJmNcJL205GJiYpKJicmE6TA1dHV1J+mdDFix65RFJekrkQVVFhva1/8ExNR/k95DRdqnIusQtMiQDq8YjZMhi2hKqPa0t19XDcwF5Xc4MiP7qZEAACAASURBVDKaUEWKtRLz8/PQ6fTxEOmVlVVNv7C//dtvYLXa+NSnfvWpOEibzea4qLqhoSFOwI7b/0k1Q8ftX1ZWxvz8vCYheq/aZMeZLrpcrgQzy5KSElWN5Un31aoMfq/ilAw9o3gU08XPf/5zXLv2PAMDA6qvezweGhsb2dzc1NT19PcP8MorL+PxbGO1HozZHza20+v1NDU1qT5tglLG3d3dJTMzI8Fk78BQUdEhVVZW8uDBQ9WJIoCRkREuXrxA38P+eHUsJzeH+ro6/H4/g0PDbG4qT7X5+QWUlVXS19dHQX4plZVVPOgZ4VrbZXruK6PcNdXl3Fs7+G7saYlTXGNrEzQ0nsHVo14Zqzibx92+g+qCKEnklGSwfGSirCjHDChamFRj9QIy3ogObwSyT2BPEknhNSTKAm/OF7DksxHZ1yGJko7+9WxG3Rn8WPMUebYgkiCjV1nlBQF0QmL9wRMyUWo343Q6sVqtpKXZcTgcWK1WDAYDoigSiURobj7D8PAIU1NTTKl4VJ47d5a+vn7Nc48J9Lu7eykri8VnmAmHw2xsbOzrhWawWKyaC/vk5CTnzp1laGhYddrNbrfjdrtpb28HwO/fY2/GFJ8YUzyGDioDeo0WWHRf6hxMIfLxiyKhQ8RVPEHH9HHN6vXAejRC8b6/jVVvRo8JEYWN3b59R3XCz2w277cSMzGbzbz88suMjIywsrKiGvBaW1tDNBrVnAb96le/Bsj8yq/80mN9jqNVJYvFQktLC4ODgzQ1NZGWpm0bAN89zdBRlJeXMzc3x+joKI2NjQn7vFdtsqdh7vgs4/SbeUbxKEGtDoeDr33ty3R0vKgZTTE6Okp7+3U6O++qegstLCzyL//yLS5ceC7l0/rq6gr5+XmqHkc2mw2n00lLSyt7e74Eb6GjYtfjvJD6+vp5+ZWXCAaCrG9sMD4+wZ1DGVR6vYGLFy8yNjbN8PA4jfVNrK5u4vMuodfpWXG5AWViZXIisU0yPZ3476GpMWquNWieS1if/J1aVSbKnFaZ/dzTlAJpYV8UGzhh9JwWsZJleHsxj3GvnTSDpFQ1Dp+3qOfro5V8uHkKURYwapySXpCJHlqUt8NG7HKU5uZm7t69y9qa+opdXV2Nw+HQXCj7+vq5evVKfMxdEUmXJlg8uN0eWlubefiwX9WFenPTTUVFeRLBPvo+169fY2Njg+zsbAwGA36/P27xMDExyeTkFFevXuHBg4ect74GZmUhNhwSS4ckSTWGQ5IkZQReSN0mc0ciHC4rpRqbPyl0GiG7ekEgIIuEJBGzTo9B0JGrL2dVVMTrBoOBlZVVXnvtFfb2/IRCIdbXN1haWkoYgkhPTycnJ1vz/Scnp2hqamRuLorf7wcgLc2+n3WWiSDoePiwnz/6o//Kpz/9fz3y51MjElarNZ7cfubMmYTJNbX9n4QgPAqRibX4R0dHaWpqipO496pNdhyKi4sTKvVLS0sndvkuLi7m7bffTtj3xo0bT3Q+7zVOydAzikcNam1ubuaP/ugz/PRPfyS+f2wk2WJRFp61tTXa2q5y506nqrcQKDe/VOLJjY1Nzp8/T0ZGBpmZWRiNysKzurrG8vLyvhv2GB0d7ZqaBIg5VB8slHa7nZqaapxOJz6fj4mJCd5665tcuXKFqanphPbdpUtXWFlZp6urj/R0J7U19QwMjHL50hX6Ho5w9epFHnQpbbBz55t42HMw9n+mpYaBgUQbAJvdSkRQT1i3pZsZHEquhEmmxN+NPcMMe7tgUhZXUdYeqw/u7xo+Ye6Ylgt1z1o2fVuKV47WbdQXNvG10Squ53o1N9ILUgIZ2gmbyDBL9N0boKOjnXffvaW63/T0tGpVxmQyUVpaEl/E3v/+9zE+PsHi4qKqxUNGRnpKLdnc3DxnzjQRCAQRRTHJX2htbZ27d+9x/fo1TYItyzI9Pb2cO3eerCll8ReJcDj7KyiJqN1SQxwIwIIpyj2ecKIY+yR/vdpXSex1dcTG+3dFCbNOueaailrIchgIBIL7k6UzzM3NcfHic/T09Koex+v1YjIZKSoqSqrSxqpIDoeD69evsb29jcvlYmVlNakVPjo6Sm5uLp/4xC+e4FMfQEtvZLPZ4l5pzc3NmlqZ78ZofSrErtNYy0wQhBO1uI7Dccc4Sd7lpUuXmJycZHZ2luLiYr7+9a/z1a9+9UTvf/PmTX75l38Zj0exM/nmN7/J7/3e753s5L9HcEqGnlE8TjbZhz70vzI9Pc3f/M3fanoLLS+vpFx4vF4v+fn5mM1mdDod5eVlcUPFrS0Pu7s79Pf3c/16W8qMs1u3bnP58kW6upKnx6xWK5WVFZjNZm7efI2pqWnm5ubo709u892/f59z587th3Y2sL6+RU+P0nrJzs4mN6eQkeEJrl9vo/v+EHqdns21g2m4ozliBlPyDaepuYrlbXXX6ZKmTGbvJ/eAtv2J1RBruRHn+sGxU43Vr+3zrvAJf71qZGhxz8C7qwci01TLgTtgYdAj0pan7u+jO6JL2Y2YKLTtUWGq4tatZG2PIAhkZWXuV2GUOAev14vf72djYwOXazlhEsxgMNDc3Kw59ahEcqSRm5vDxobSetTr9Qmts1AoxOXLl7h3776mv9BhU0Y1RCIRlia2qDApJE3WJ9IVrRiOmHgatCtDkiyzG1Fxsj4Gx63jWpWh2BXhjUbI2XcuFj0SI4uJRF+SJB4+7OfcuXP09fWpvsfWloempiby8/Ow2WzxByeXazmhivTcc8+xvr6huTD/7u/+Pmlpdj7+8Y+l/lBHzk+LBNjtdhobGxkaGqKlpUVVL/NetckOo6KigtnZ2XjLDJIFyY+KkwrBUxE/g8HAZz/7WW7evIkoivz4j/84Z86c4ZOf/CQXL17kjTfeoLu7m+///u/H4/Hw93//93zqU59ieHiYrKwsfu3Xfo1Lly4B8MlPfvKRbQ7+tSE8YkL6k9dtT5ESkiQ9kaNqDHt7e/t6iHOPtF8gEKCj40bKkNTq6ipWVlbjZW+r1Up5eRmZmZkYDAYCgQAOh4N33nk3JSG7cuVKSoFeWloalZUVmEwmbDY74XCI9fV1FhYW41UvxcRRr5psr5xrNUVFRfvibj1jY8rNubGhgS23D7fbQ2NjPa5FN8FgKGGCrLyimKX5g3Zedk4GW54totHERbCuqZTx0Rma09rY200UbWecMTA+mmxJXVpYiMOlkBF7hpXR8AT/MasoLsjdDGoHeg5uSwRFPfnWCC0Zml9fHAbDLhfyEltEX5ooYNN/oKdIN0oEUgitg6LIvy/fJsucrKvpXneyG01caKqc23xjzceg9SFms5nq6kpGRkYIhYJ4PNtJVcvj2p4Oh4P8/HymjoiLdDodpaUK6cnKymRvT2lvLS4uqpKn41zRdTodFy8+R1dXDyaTifLyMtLTM5Ak5cl7b8pBi9yIIAhEhQBO3cHnXg+HMQvJdGg1ukf4UJ3nRmYapiMLlzsSYdSb+LciCDJ19tT5HaIsk2XSXuA2oyFkUV1YNh7YQULmvN2BTtCxGPLyD96/UN3WarVSXV2Fx7NNQYFiexEOHwTehsNhiouLCQaDuN1uzfO5fPkS3d09SYTIYDBQXl5GTk4OH/7wj/GjP/ofUn7uGHw+HwsLCwkTT0exs7PD2NgYra2tcW+jGGZmZnA6nY9l2AjEK+CPExo7OztLIBDA5/Nx+fLlx3r/GLq6ulIeQ5Zlnn/+eU1C+4zjRKW/08rQM4rHTa23Wq187Wtf4dq155MmbA6Tnvr6OtbXN1hdXcPlcqlOgF271kbnIZ3OUQwNDcYt/LOzsyguVqbZQHnaX1hYZHfXh9vt1pz22djYoKZG0Z7s7u4iCAK1tbUUFOSzsrLK1NR0XNSp1+tpb7+G2eTg9q1uRFGipKSI7a2AEsRZkM/wwEHFID8/N4EM1dSV0nknMUOruCSP4f02WEl9DuM9B0Ld3DInQ6PqpHJpZZXn0vII+ELkNqXj6jmYTAqJcson/pjIVtECHf98clR/NLBlSSBCcJK7hcDtNTtvlHmTXjGoeCOFRT1pUnp8GmxlZZWqqnJNo8Nbt26ndKn2+/04HGlcu9aGXq8nEonidrtZXFxkfn4+niZ/4cJzzM7OpjAOTK5U6fV6ysvLElyqn3++gzt3OpmcTCRfF2xvIJgEJFnGrkskGVoxHCEhhCAf3Gq94h65OkfCNluHRupjOEllSMcxrR5Zu9lmEHQEZZHdaIR0oxmH3opDV8CutEp+fh6FhYXY7XYkSWJra4v19Q3S09NV7QpAIQa1tTVEIhFNHVh3dw8vvXSD7e0dLBYzkUgkrgucnp5henqGrq5udDo9H/zgDx/7+U9SmXE6ndTX1zM4OEhra2tCKOrTqAw9ruaosrKSmZkZNjc3n7hddxyeRivuWccpGXpG8SgC6qOora3lT/7kc3z2s/93vNKjRnra269pTumAEo8QG6GOITMzg5KSkv18IoFoNEo0GmVhYUHVp2hnZ4eLFy/S06NutggQDkdob7+G17vL5ORU/L+jaG5uZnl5hcXFHlpbzhKN6oiG9MyuKi2ukuJS+h8qWqGqmnIedB8Eg+p0uiThNEBxaR5zC8pCHNIntpHSSy2g8fXIyGSXprPl2uHu8EPqTAeahmCqgFZRRiZGhjQ3S4B0qE0WkeDOSvJT8HHrrk6AJb+JmV0zVY5EfZQaGQqJeiyHyIKizdmguLgEl0v9S+ntfcClSxfx+wM4nU4ikfB+wOsOi4tLPHzYR21tLSsrK5qRHL29DzRzzmI2D8FgiPe//3243W42NxVCdXQSKiMjnfLysoSfmbCRrldITIggacJB1SYsSRhVnKdFSUSWEluee1KU3CPbKWQoMYlMQCAii6rHPfyZRFlGy9TaIMQ1+Ukw7pOhHVEm3QgWnYGaorNM7/hZW1tXHXIQxSjl5eVx8nkUimC6ibm5OdLTnRQUxMJ0o3g8HhYWFvnWt76j+TsChdx99KMfx2638cYb/07zs8e2Pckin56eTk1NDQMDA5w9exaTyRTf/73UDB1FZWUly8vLjI2N0dDQ8F0jRMeN1Z/ilAw9s3hUAfVR/OAP/gC3bt3mT/7kTzW36e7upaGhXrUqlJGRQUlJMYWFBRQVFeHxeJifn8fj2U6a6rl06aKmIBugp6cn/jSfmZlBeXkFDkcagUCQ+fm5+Oh+W9tVNjeTA1AbGhpwOBx0dx+IQOcXZrDZ0vD7w1xuO4vN7KTz3cH46+kOB7J8IAhtOVvLgwdDCccVBIGp6YPFcnBqAKdQjizLmKwGBkfU/ZJisGQYKcjK4uHdIQoyDioF0RRkyHdIqXzSypB8qOLQs2nDHzk+4PUoYmd0e81OeVoI/aFTNKg4VO9FjVh1UFVYTmZRJlarFUEQsFgs1NZWx6/NSETJMdvZ2WFlZZWJiUkyMzM1K0iTk5OcP3+OgYFBzev7zp1OXn75Jba3vdhsVqJRpYp02ObBZDLR0NDA9HSydgjY39eWMPmYZ6zHLigETxQS24UBDfH0tuxDd4TMBMTEfffEIOGoels0IkdTkiGAkBzBoBHpatTpiWjcBgz7k28eMUIpFkyCgG8rSmVtJf396pYGbvcWRqOJwsICVlaU1nR2djZ5ebnY7XaMRiNer5empkYGBgbj2xzFnTudKQmRKIr8xE/8FH/5l1/lpZde1Pzsj+ITlJmZSXV1dZwQPan7dez9n2R/QRAwGo2YTKbvKiE6JUPH45QMfY/hvTZdTIU/+IPfp6enV3OSJBQKIctw9mwraWlp6HQCu7s+XK5lNjY22N7eZmhomIsXL6iKm2Po7u5RFdmWlpZSUKCIsYPBIDduvMDbb7+Dx6Pe97579x4dHe3cvt2JwWDg3LlzRKNR+voS37umppqdnT0WFpQKxfz8BNvbe5y/dJGpsTXKyosZ6EskMsFw8rRYy9laeh8cLBqrG2s01V1gcWqDivO53LqnEV8fO6Y+RO++NivbcKA1kWSdZl6Y/9A6moo0JWC/TSbJMLCpZY+fmlQJ+zlcvqie6R0LdekH2iijirHfXsSAWS9i3rLTu5LYVjl/XhHjql2fMb1ZTk42m5vq2pOHD/u4du0anZ2dFBUVUVCQj91uRxTF/erDAt/+9ne4cuWKpg4pHA4zNzdHdXWVamyHIAgYDEaampqoqQmwu7uLfqYc6z4ZOuq5FJbVE+Z9sh+BxNHu4BG9zErYhyAkts1iCMkRbKQ2kwrLEewaZMgkGPBr7BcLcA3JEn4xgk1vxCrYmJycpLGxkdHRRDG10+nYr+qmYzZbKCsrY2pqCrfbraoTunjxQsqsszt3OuMarqysTEpKSnA4HEiSFA95/eAH/xf++q//ko6OdtVjPCoZycrKQpKkOCH61yZDoFxrMbnA4xKi47b3+/2nZOgYnJKhZxSCIJxonDIVTCYTX/nKn9PW1o4oinHjw8OkZ3x8nIsXL2g+4QH09PSmFMjm5+fh9/t57bXX2N3djS9osf9icDgcVFZWqPrJgNIa9Hq9fOAD7+Pu3W56epK1DdeutTE0NMrurtJmycjIQJIEtre3efvWv1BVWY39iGi15WwtfX0jSccKhJL9g9LyjDAN86vq02WH4TN62d5RtFCOBMO0VG2yg/+PnpTr7mddTeyY8IXVb4jBR7hUet1WapyBeBSFWnaZIAhEZR2FphJGQ4kVtYcP+2hv1x5jX1paoqmpiZ2dXcLhMHq9nuLiYvLycrFarUSjIltbbl588Qbf+c7bqsabAL29vZw926pJxHd2drDZbNTX15GWlobNZtv3zdpicfGginTmTBNTE3NcNDXHFx3rEaG01tcXkeGovjl0ZLzek2Is8CTJ9dEU2fVGQY8oi+hVqkvCoSDdnWgUm95Ims6KPmrFbDbxwgvPE41G9z2XVlhdXWNk5IAgKfog7cy7np7eBPsLAIcjbd9jKANB0OH17nD58iW6urrZ2vKoHueHf/g/8I1v/A2XLl1Meu1x2lw5OTlxQmQymb7rDtQn2f8wIRofH6e+vv7Exz3JQ28wGDwlQ8fglAw9o3haFaaKinL+23/7At///T+k2bo4juwAdHbepbGxAZPJhMOhRH7Env5i+oTs7GyMRqPmZNju7i7Z2VnxOA5QnF1LSor3Yx7GGRgYZGBgkI6ODm7fPhBv5+bmUV5ezt273fGf6fUGysvLGeg/+FzFJfkMT3STX1DG2qrytOtTCZhtaKpkcCiZIK16l6lozeP+oHo1LYb0TBu9gz0IQhqyLGNNWKtSkaFDrwk6wlIU03Gx8/ttsgcb2qNnuxGJtBQOtocvJ0/YwJhPoGm/mGHUCpeVBQrtJbSfvUY4rJCMjY11vN4dbt/u5Pr169y5c4e0tDTS0tLIysokLc2O2WxBlmUuXrwQT0M/SowBxsbGkxbbw4hEIszOHlR/8vJyKSoqIi0tDUmS2d5WNCx2u53JySlN0e/w8AgtRTcw7yrfT0SO4tQdVGIkSUavEcOhU6nYHPaHEmWJUEQ7LyosHz9ZehxhEomqhscaDLq4mZFXlCgAHDoLDrGIvr5+cnNzsFisqjmBcKAPik1FHUbMYwjg9ddvsra2xsrKKqurq4yOjiVsKwgCFy9e0KxA+3w+fvAH/2f+4R/+X1pbWxJee9zKTF5eHrIsMzExQXl5+SPvH8Nx2WQn2T92/jFCND09zcTEBHV1dSe6j5/Effq4XLJTnJKhU5wAr79+k1/4hZ/j05/+L5rbdHbejQclHkyGKdlAXu8OS0tLLC+vYLVaNJ/U3W43jY2NuN1uVXuBjIwMMjIyaGxsYHPTzczMbMIk0WHcunWLjo4OBgdHaG1t5cGDPnp7D0wcrVYLVZXVCUSorq6W+/d7iUQiZNRnYLaYaGqppqcr+Xx1Gn85fWP9XD1/TfN7iqGsNotbd8ZpraogsryDYf+mFxFlTSoUlWQiYqIYNyyBivVRAgR0rAf1LO+maU6pySmS1JVjJKLPbaPJoTRgjFpBroIMIYH1tU0mJg+MJw0GA3q9nsHBIc6ePUt/fz8+n0+VBF+9ekVzMQZ48OAhra0tDAwc6L2ysjIpLlZE+rIsEwqFqKmpZmpqmvX1jaRj+Hw+WltbGBsb1/QykrZspFkUYhMmhCActL52pD0MQrLL8Y7ow6Ayah+WDi6e9cgOoP3EHhZDqJoXHUJESk2YRA37Rt2hKcMdKUpEErHrDNj1SgTwxsYmxcVFmo7xAOPj43R0XMfj8cRJ7NraGktLLiYnJ4nZDLW3X9d8yJFlmb6+/iRCpJhvlpKTo7iC/+IvfoI//uPPUF9fH9/mSSoz+fn5zM/PMzk5ydmzZx+L1Iii+FQF2IIgUF1d/UiE6KQhrUdtBU6RiFMydIoT4Td+41Pcu3c/oR12lPQEAgFqamr2dQTqOV0lJSVsbrpVc6BAcaK9fv0aCwuLFBTkY7FYCAQC+zlkK/T1bdPX109HR3tKP5PKigoEZM6fP8s77yS28LKzs8jOymHkkMBZyVOLxEnY6PgIL7/wOqvLyYtndV0Z/SptM4CyygKixzzN5xZk0LV/08/OT8fgPvgufKK22eJuVI4HosYQEiHtmL9inSBwb82RtO9hPOrtfDtoZ9bvp9KWnFx/ABkBHUYpDaPRRCSiEI3YBGEoFMLlclFYWKgZAnzv3v24PugoMjMzKC4uJjs7m1dffYX19XVcLiVc+GjLpba2Jm6/oIaBgcEED5zCwsL90XIb/r0AxtFMLLKZPQIE5RAc0gH55BAOksmQV95DjeiIsp6oLGIQ9KyHw6rbHGyr+VIcUorxeQBZo41mONI624r6seis6A55J7lcy1RWVpKRkbEfxpqPzZboMfT22+/S2tpCT09vSksDLY8nQRAoKChAr9fz2muv4vF42NzcZHFxienp6QSR+xtv/ABvvvmPVFZWKJ/tCVPnTSYTWVlZcafqRz3Wk76/WlUnRoimpqZORIieRkjrKU7J0PccvpteE08Cg8HAV77y53z0ox/D5VrG5VreF04mkp6Wlmb0er3mpM/w8DAdHdfj7tP5+Xn7rQs7oqj4mTx82Me5c2dTehQpcRxXuXfvwJemqKiI6uoqtj2KcDvmnt3e3sGdTiWRu6X5DNteH5OHUuQFQcfZs63cv584vh8UPdjTkkvL9jRtQavJLKAzausoAHJKrEwuKsRAZ5QoNB4cLyDKmDXua3sqX+lJXKijksy4Jz1l7edxYh0euC1U2oKYVDRDAIb99p3T56StrZ133/120jZu9xZ1dbVsb2+r5uLp9XpWVlZ48cUXiEZFZFliZ2c3fv3FJhOLi4sJhUKaouvJySnV6A+F0JfgdCqt21dffZm7d++zsrISJ2i5hnpqTVGmxHkW5GX0mAngp85YAuyny6t8uSFEVVmzgMCeGCLdYGMvrC58jkFMkVEXw+Fa4nbUh1lnwiIY4/cSWdD4/Rz5ra5G96gyG5AFgbPV13EUykSjIh7PNqWlJczOzmrG7AwMDKZsdYEimH7++efZ3VW0WqIo4nZvMT8/z9LSEktLS1itVqqqKjV1gSsrK7zxxr/nzTf/keLi4ifW7MSIryAIDA8Pc+bMmUciN08qoNYiMoIgxB8sJycnqa2t1fycp22yp4NTMnSKE6OwsICf+ZmP833f9z9pPgEODg6p6odycnLIyEinoKAASZK5efMm9+7d0/QzefDgIfX1dYyPqyfcA8zOznDjxguIosjK8irT09OsLCdXGO7cuU17RwcCRjo7uxLOXRAErl27TOc+WYqhsbGOe3e7qaqsTiB3TS3V9Paot/mamqvp63tIRfkOaEwAVdTkJ5Au7+42VYKVdzdkLmelXvz8KhzrJPlkroAyeZaqnfY4t/M1n53tcACnRhvHIAhEZAnrnpXZxSlu3ryJf89HNBolEokiSlFkGQx6Ay+99GJcsyOKInt7e6ytrbO5ucns7Cxut5ucnOykVPT4Z3S5aGhowO/3x53RD8NutxMOh+PRH7u7uywvL7OxsZlE6I9ev/mGOtYkF17hwNtoSlwjQ7CQZ8jBKKi3HwTZoFly84nKdKIkpX5al05Qs5NlGAsssxiOEI7RL1ki36Sj2ZKDlrzbKOgSBMhh0axklsky3iWJ/unEh5HW1hbGxycIhdRz+Hp6euPj8pmZmZSUFMf1gYpX1CK3bt3i8uXLmgMXgUCAhYXFlH/7Pt8ev/AL/yef/ewfP5XKTMzFXJKkpBDVk+7/pO+vhhghUtqN2oTopG2y08pQapySoe9BPI1JsBietrPpSy+9yK/8yi/xW7/1O6qvZ2dnsbOzw+uv38Tn88X1Qpubm2xubsYzoex2O3l5uXi9yY7GoEw/+Hx78bRxi8VCVVVlfDR2eXmZ+fkFYqvNuoamwWw2c+nSRSYmxqmsrE0icdfb27hzO9H12Gaz4vMpi/bE5Dgvv/ABeu6PYjIZ8XjU238A4aiyCM/Nz9NafZ3lpeQWWwhvwjlMzUxRJJ5nKQC5e5Cm5Z4HBKLJr52kMjS7JyEeMzqve+RGGSDo6PMauJErIiAiHxHp6gTwiyKZ+iy+MzePLMusriwSDAZVD9fR0c67t9RDXXd2do4duR8bG+Py5Ut4PB6ysrIxmYwJIcAjI6OMjIzS0dGe0urh1q3bcUJkwoYJMyu6HQR06AR9vIo2Lq/glJxYVdpcASmgSZIAnPkZWKxW2Fa//mPQCalv0X7Jz1B4Az1ZJJg2CjrWIrAZWSfPoMduSE/aVyfogChxUZKgY1P0YRRkZH3yqP/AwCAXLjxHX19//OEgLc1OaWkpFosFo9HI7u5ufMovFtp5FL29vVy4cIHeXvUq0u7uLuvrBhoa6tHpdKSnp6PT6fYrgku43W7+6Z/e5I03vp8//dPPk5t71MLy5DhMJMrLy5mdnX2k8fbv9mh+zFF/cnKSqakpampqks7rJOdwOk12PE7J0DMMnU731MkQMAyN1AAAIABJREFUwC/90n+ir6+Publ50tOVm6xyo3LFW2ezs3Okp6dril/39vYQhDzsdjt7R6a1CgoKKC4uwmazYbGYmZ6eYX5+IWGsN4a1tTUaGxvxbnsTnliLi4upqqpkYmIirlNwb7o5f/45Hj4cxm63UVVVkUSEAFpbz3D37kGlaGC4G6s1h5ZzNdy50520PcDZ8/V09xy8VlCSkUSGWi9V8G5n4mLv3/ETsegBiWkfPJepflMTZZmwmDyxdJwLdSAqsxqCTMMxPkKCQFSSMDzijX1q20FHzjY6QU7St+hQgkBLLYqeZn5+gfb2q9x69x3VY92505lykXS5XDQ1NeLz7SFJEmVlpfH0+VAoxNraOr29D2hru5oyf+ww2TkKu91ORUUFsizz/ve/j8X7ERZ9E3G9VVQMY9Ir5MEnRViQ18kXknOpTHkmWNXWjhVXluP2hoHUZCgvtxh86pUYQ7qBqYCPdGcuvnX1trSIjtnILqCn1JBMGgThEBkCtiMiZkEgLJgwYCaK8t4ORxrFxcWYTEZeeeXl/SieVVZWVpKmw4CUhorRaJShoaG47YHRaKSsrIycHGWadG9vj5WVVba2tjCbLap/96BM+f3UT32EL3/5S6qvnxSH748VFRXMzMw8VfHyk+5/HCESRfG0TfYUcEqGnmHEXKifdiaNTqfj85//HFeuXGdwcEh1m52dHQoKCjCbzZplda/XS0fHdXy+vfio/cLCIqurqwmTJx0d7ZrtEVBE121tV1l2rVBWVorX62VoaDhJ3xCNRhkbG+La9SssLa4wNJR8E29vv8qtW4k38Y3NdT7wehudd9TNHm12C67lRNLn9SVWL9KcVgbHBjmKGmMJe/sswhuVNfOovGIUhGR9yXFkaH6/YySdwKlaQkP8QmzBUMsgMzKxC3pBSiJDgqCQNwGBXH0uG+IGd+7c59y58/T1PUw6liRJTE5MJnhJ5ebmUlhYgMPhQKfTEQgEuHz5Ep2ddzXT59Xyx9S2eeGF5/H5fPGk9VjA62ELiQbnK4SFEMb96o/uyHSYLtcAyabnFFeX4lpNvr5i2I2I9A2o+yMdhmfLR5bZlFQpTi9Mp3Nnjk2vj9z8TNCYGAOQZZGp6BaiFKLCVJJ4/oKUcM0FRRNWSwRfRKax4iqCc4uVlVU2NjYSnOavXbumKXoHZbr0qO3BQahuDiaTkkt2/fp17t69mySUjiFmqrm6uqb6PsPDI/z0T3+Ev//7v3sqi31svP0kWh1471LvY4RoYmIiiRCdtE32uGG0/1ZwSoaeYTwNF2ot5OTk8JWvfIlXX31dczJsYmKCa9faGB4eobS0BEHQ4XQ62d3diQtg33zzm7S3X09p2nj79h1VcWZpaSklJcUIgsDi4iIVFRXcvqVdEXCmp9Pa2sLs7ASSmCx0aW+/kkSEQJk0W1qdwWDQo8brzrRUcudOotfNwHA/2ZZqgkFFKF1Wl0Hn3WQNRLExl62AshpJyOyKElZ98o1tVyNTIXxMJMfMnrR/7OMRRcSU4pag0zjO4LaFUrP6Odj1OkRZpiWzhd1KDyaTCbPZTMfz7UiihIyi+RAQkJGJRCLIsozZbGF6epqNjQ02NpLbjSchO7HgV6PRSGVlBdnZyoj27u4u8/ML+9fVRc3j2HU5rIWWMBqUdpckS5h0ia0vOQssQRNBX+JI/tp6YuTMUawHI4SCx3sIRcIillwLAe+BuFxv0jNr2mFtU2lDebd9pLqV5+fnsrrpZlbewxxZo9CYf3AsITEQVhB0+EIR0BnwrIdZmksm8ACdnZ2a02Gg6AsjkSivvfYqXq+XrS1PUqguKCGqRUVFmhmHy8vLlJeXkZ2dHZ8eLSwsoKCgALvdjs/nY3Nzkx/7sQ/zF3/x5YQQ1sdFTKszMTHB9PQ01dXVmoTovcw2EwSBurq6pPM6bZM9HZySoe9BPC3N0JOEtZ4EbW1X+Z3f+S3+03/6JUC5sSW6VO8xNTXNmTNNKSfD7t/v4syZJoaH1cfVZVlmd9dHe/t1BEFgb2+P2dk5FhcXE9pwy8srnD9/jocPEys4mZkZNDc3MzwyGr9519fX4fEY4g66ahWhGJpbGujq6uHlG+/jXmdiJazxTFWS+BogEAxQ3VrCcP8MTefK6LyrvmiYBXOcykjIeCIieabkP8s9jQG1aAoy5AnL7Ozvd5LLSTyGMmmRoY09O05dRFWgbdYpuV2OcDrf6vpm/OdXrlzi3j3ta+L8+XMps/Vu3bqt2oopLCykqKgwHg760ksv8u67t/bDgieTjtPT00NbWxt37x6cSyy3bH1RZC8QQI9CgHJyMtjZOiA9mdkORkenuXj1LAvdB5VMe7aNsSn1SkYMojX1xOFh2DKsCWTI3prNP986aO+GQxEy0uz4NdppTns6q5tuBAQWjH4y5ADW/ZBZA8lBruF9x3KLkInDmsluQF37c+dOJzduvMD2thdBAKPRyM7ODktLLpaXV1heXsFkMtHY2MjkZPJ3D0oFWRAEyspKWVhIrK5mZGRQWqpEdJhMJny+XcbHJ1lZWU3KPJudnePDH/4JvvzlP3vsFPnDiBGPsbEx5ubmqKysTLnt4+JRK0ux8xofH48TopOO1p+2yVLjlAw9w3jSsNaT4Gd/9meYm5vjb//271hdXVN1qd7d3Y2PiaohEongdrvJzs4iGj2I/QCZ7W0vc3PzjI+PI4pRXK5l1RFsUHrnM7MzlJaW4nK5aGltwW638+DBQ24deYIdH5/g3LlzLMyvU1VVoUmE2juuxisHA0O9mC0OQvvVHpvdwtb2hiZx1ZmjZGSnMTat7txtxIgsHfT6JWTWwlHq7clPtyFR/WaXKpJjbu/gvI4TUCvvnxo6Dd4lCDqWwgJVKnphox7coQiFJmfCz+/f79b0DwIlsuPChefo7U2OVAHIy8slEAhw86YS4RJrsR4eiQew223U1dVq6k5EUWRgYICbN18jEAji9e4wMTHF8OA0FlMeZqMp/plra2ro7Tog7BVVRaxtrLEcTlyYMyozkNfUDQYB9AYd94d7yNWVIGn1RQ/BdOh6yD6Ty1/dSta5OTK1ydDO9sF0XSAUQWyyIswKyJKMw2Yl4Evc3oiFgLSNSWejKKMJsXgNhyMtHrYbCoXY3t5macnF22+/w7VrbZoPO+FwmImJCZqaGjV/B8FgkPr6OsrLy5EkCZ9PifrZ3Nxke/ugwtbY2JDy4e4f//H/46d+6iN84Qv/z1ORBgiCQENDAyMjI8zPzz+RU7UWTqL3UTuv+vp6xsfHmZmZwWw2n0gzdFoZSo1TMvQM47vZJjuMX//1T/Lmm9/UfD0QCBCJhLHZbPGxZ5vNRllZGVlZmeh0evb2fJjNZrq6uhkaUtchTU1NJ3kLHUZWVia1tXXY7TYkWU45MQQQCgU5d66Rt99Wv5Ffb7+S0AbY2FznpRcucv/uoGKMVltEb6+6jghgYmqEkpIy5nrVWyYFhhz2ojpiq62ExGZEJixJmA7dzCVZJho1qo5pRzRG62VZZt4vJ/z7OEjH0CEN2RAA66EglWZz0lOySa9jVwxThA6nLp0d6UAwPDAwTHl5BfPzc6rHHBpSPKmCwRAWiwVRFNne9uJyuVhf32B9fQO73U5xcdF+5ScZe3t+lpeXE8h4bm4OlZWVmE1m3G43k5NTfPOtf6a5+Qx6gxFZgnRHEeGwSFVFDXOzivZsYS5RIxP7vu6N9nHVfJFoSKn2+KXUVZ/KpkK+NThCTW4DnjV1E8jD0JuVlq7ZYeJbU+rVU3ua9uTarteP0WAgst/O7hmZ4Afb23F3r3O2sYl/7k7UNhkxsydvYcJG0GvEmW1hfHxC1bIAFGPM5uZmzb/bQCDA0pKL+vp6IpEwOTm5mExGAoEA6+vrLC256OrqpqysDL/fz+amiggLGB0do6WlhcnJyaSJRL1ev19dmuc3f/O3+dSnfu2pDI4IgkBjYyPDw8MsLi5SWlr6xMc8jMfVHMUI0djYGDs7O+Tn56fc/pQMHY9TMvQM470iQ+np6Xz1q1/mxo2Xk8TSFoslPvVTUlJCIBBgbW2d5eVlxsaSBabHaUHu3btHe/t1OjvvUlVVSV5eHoIgsLy8wtzcHPfvK9qdK1cuaxrE1dbWYLNa6e8fYHFhkdLSIhYXE8Ws7R1X4saQhzExNYjBoOe5Sw0J2WdqKKvKY9utPS2Ub8jEFz5gF9J++rsnGiHfdFAN2BVFUIl1AJDQIcpRxR/mEDZDEJQOb3c8jitSpFpaZHR4IhGyTIkib9O+IFuUZV6ovMFKxgKyLCPJMnqdjqysLMrKivePLhMKhdnd3WVzc5ONjU3u3euiqamR7u6e5DdFmUrc3vZquljbbDZKSkrJz8+lqrKC4eERlpdX2NxIHs9fXFyipfUsDbXncbt9FBY640SopCSfVVdiu2h6StG++Px75J/PwjW4DgLMTmoLiwGwK40pZ47tRGQIg/IdhkuMbD1Q395i1c7skGWZjCwnG+sHthB/d7eTH2i4SlilmiQIArIkIUkSJiGNqeEBqpuqmJ2bTZr8BOL+PLEWtclkoqSkmJycHIxGI+FwOF7lMZlMdHUlt5UBFhYWqK6uJhwOa+bEDQ4O8vzz7fh8e9hsNnZ2dvD5fCwtuZidnWN2do6urh78fj9/8Ae/r/mdPAp0Oh1nzpxhaGgInU5HcXHy9ODjQpKkx27rxSpXPT09bG5uxs0j1RAMBk/bZMfglAw9w3ivyBAoGo/PfOYP+fKXv4LRaCQYDLK2ts7S0lKCXqOtrU2TpIAifD06Xm232ykvLyMzMxMAj2ebs2dbefiwT3WaCBQdUkdHO7dvK20YnU7Hc8+dJxIOJ1SMfD4fZeXG+Hdlt9toPdukSoQAllyLvPF9P8A//dO3Un4fz11o5tat29x4/mUmNXwjTViJPd8envbyihKHn/O8UZFUAVUhScamT7wJLgYSmc0JujHIx3kRpWBDOnTMhfeSyJBx33vIL0ZhQ0/PVDKpuX79GrfvqBPgSCTC/Pw8ZWVlSUGtMayvr1NVVUlxcTFZWZlkZKQTjYqsra0xNzfP0NAQQ0OKdqywsIjlI8acZ840k56RSX//EDZrJg6bmampblqam1lbUgTEefm5rLoOiG1ldTHjh3QwIZtCKnJrc1gYmUELgiAwOKW0i0zH5ajsIyrL5NXn8ZcP1QNpAYzm1MdKd9oTyJAoSgwGlqgJZqtun2ay4496SBOyybBWMjExSG1tDYtLi4BAWpodp9OJw5GGyWSOT4R2dLRz504nMzOzqhOghYWFKafDpqenaWxsQBTFOKlyOp1IkhRvhb777m0uXbpIZ+ddzfvbn/zJn2K32/nUp35N8zt5FF1mjBANDipV4aKiohPvmwpPOo0mCAJZWYq32+zsLFVVVarbnQqoj8cpGfoexNPyBXovyRDAT/zE/8atW7f5+tf/UnObnp4eTbG0wWCgrKwUm83Kyy+/zM6Ol9XVVZaWXEl6g/z8fHJycjRL6gC9vQ+4ceN5IuEIY2Pj9GhUF0aGR+joeAGvd49t7xadneptOIDr168wMtaXUuReU1vB4FAfsiyzsKhtCSDIh5LPD9VudqKJOi8t8XQMQVHGdkgyIMsyC/7EczuO6JwIKQ6hR8d6NEJEkjEeYk2x/1+PBigzJxv5gSLEjU1+qWF720tGRgbp6el4vV70ej3l5WXk5uZiMpkIBAKsrKyQmZnJ5OSUpqmjx7NNMBiire0qLtcK5RUVuFwrjIxO4nA4aLvazvLyGiE/mE0mJkcPpp7WVhKrQtl5zgQ99ujyJLnkYchMPc1U3pDPO2PKtSwbT/a3GYqIjPqWUy7eKWLnAEU7dRRjMws0t5djcRsJBhJl1G0Xr9A73Q1usAhZRKN6RkYnqK+vY2XlQCCd/D526uvrVL2HQInTKC8vIysri60thZxZLBYqKsrJzMxEp9Oxu+ujsbGRwcFBTeuO7u4e2tqucPeuNkH89Kf/C06ng5//+Z9Tff1RJ8H0ej0tLS0MDAyg0+koKCg48b5aeFIyBMrnKCsrY21tjdnZWVWxt9/vP60MHYNTMvQM47s9TaaGz33uv9LX15fgSXIYkUgEj2ebhoZ6HA4HFoslXkZfWFiMP1HW1dUxPz+v6VG0trZGa2sLHo8nLhI3m83U1NSQlZXJ3t4eY2PjDA0NI0DKUFcl4yhCOBJgcVG7aqVMnCkVjKtXbvCgN3nsuLKyhI3NZfx+ReQ9PTNNY91zzM0mjw4L0kG153BlaDeauOgFIqlvlqEjv+KNIy0yOFll6DgIehk0NEqKg7XAajhIqeXgCVS/3/qLyjpEwCbY8cvJrZaB/gFqa2qYPCSyt1qtFBUVxjUm1dVVLC254tfI0cqDy7XMhQvP0d8/kGT3ICBQW1dLfn4e62vr5Obm4NnaZnZ2npbmVvLyCtnz75GdlUPP1DBtVy/xsFu5hiurSlmcTRzv9x5p4wzPTvLv8ivZSNEWBTBlHnx/gaj6IMBR+EwiI1PqVbEYjqtymC3qJO0b9ztprWxiYSzRwV2IGtnyeilx5OPfBYepmJ3wHOPjE9TWKh43h8XNMezt7eFyLVNTU51UtbVarZSWlpCZmUVNjR2/38/8/AIrKyuq94ujbtdHcffufc6dO0tfXz+CIFBaqrRDTSYz4XCY9fV1fvM3fweLxcpHPvLTSfs/DhE5SoieFE+DDMWyyRobGxkdHVUlRKdtsuNxSoaeYbwX02RHYbfb+drXvsL16y/g9/spKSmhoCAfq9W639/fw+VykZ+fR09Pr+ZNPOZRpDWlYjKZCIfDvO99N9ne3mZjw83s7GzSNJvf76e1tQW3eyuJGJaUFFNeXk5XVzcul4uamhqMRmM8uT4Gp9NBQ0NtgpZpZze5IlVdU876hispMb2gMCuJDOUYswgcmhA7TIZ8h8hQVJaIikbNJHtlm8R/L/qTv9OTVYZSPyVHpUS34sPQ72uD5sJ7lJgt8Sdug6D4BwkIeMUIRaYqpkKD6HQ6MrMyyczIwOFwYLVasdqsFBUX4Xa72djYZG1tjenpGaanD9pObW1tKfPqensfcOXKZbq7eygoKKC8vBwBRXw/OTHJ5CGhdXp6Oh0dbXR1PSQzM5OJ8Wns1iwAfDsH1aWsrIwEMmSzWZgYS674ZTU4uXNL+9wAxhcOXt/2p/YiArCnWxlaU6+OHEY4nNqzyKBXv9VHIiKmQhHdhJAw2eZzBwmHwpReSGf8/gZlBdWIVid2h5GlpSVyc/PR6/VJDxlOp5Pc3BwKCvIpKSkmHI7g9/tZX99gZWUlQeh+5kwTHo9H8x4Q+112dXUnbJOfn0dhYSFpaXa83h1eeulFOjvvsrCwoNpK/cQnfhmbzcqHPvRjCT9/XCJiMBhobW2lr6/vie+vT4MMxSbSYmLvkZGRJEJ0Olp/PPS//uu//ijbP9LGp3g8SJL0VHyGvF4vOp1idPheIjc3l+rqat566y3cbjfLyyssLCywtraGx+MhGo2yurpKR0e7pg4EFEHrtWvXiEaj1NfXUVNTTVFRIWazme3tbdbXN5iYmKSgoICBgQHNG9Pa2jrt7ddZWFikoKCAs+fOYrfZmJmZZXFxMU6Stra2uHb9KgsLB9Whs2ebCYWCjI8nPrlubKxz/twF1tYUUtTYWI1rZSGeop4AQWZv92CxstktVKSXIfjT4j8LESHGeCQEKqwGjIIOdzSKN5z6mSXNECF7P+pekmW6PMnRGCDg0BtStgUiRLHqtLVJfikEsvbrOwSJyFBgtGLeb48JgsBi0I+MDgmJgvRcVuQZQuEQfr+fra0tVlYV5+eZmVmysjIZGhrG5/OpvsfS0pLqdWM0Gqmvr6OhoR5ZlqmqqmJ0ZJTFxUWWlpYSJqEMBiNt166x7d1jbGyCtrY2Ojt7uXLpCpMTczQ01DIzoVwDOkFHJCQTDBxUKJvPVbOwkOweXVJRxMac+nkDVDQWMDCbWE20+NI0tlZQfDGd3rE+DGJqvYcz3Y53U33aC6CgJJvFJXVhd0aeheKSfNxLB+LswF6YbWGNze0tnMYscjLzMGVITEyM4t7cYnfHR1lpObm52RiMxniYcSAQwOPxsLCwSDCojOBPTU2zu5ss/N7Y2KC5+Qybm27VCrbT6cRqtXDhwnPk5+eTnu4kFArjdm+xurrGwsIi6+vrzM7OcfXqlSSfosN4661vUl1dzZkzTfGfRSIRtra2jp3EUoNOpyMjI4OFhQUcDsdjE43Nzc14hfxxsb6+TmZmJiaTCUEQyM3NZXl5Gb/fT0ZGBgBf+MIX+OhHP/rU0wj+B8FvnGSj08rQM4z3WjN0GD/0Qz/At7/9bb74xT/T3Ob27Ts899x5HjxQohlycrIpKirC6XQiyzLb29tMTk6QmZmp6TcDMDIySkVFOXNz80mvWa1W6uvrAXj5lZf51r98KyHq4yjudnZSW1NHJBomJydbc4oJICIq7Z6r185x7969pIpSDHNzs5xrucr42Az5BVlYbLA9HSZ7X+cjI3O09LMTFbGa9Owcl7dB4nj9Rii5bRaDhIw+RfVHd0x2vZxiJk1/aN/F8B5NhgN9kFEnExKVUFl70EZ2Vo7qVBIo/kLHTRQ+fNjHK6+8TDAYRJIktra2mJmZTdKpXL58if6+AcJhxRfKZDJz+fJl5uaX6OxUcuSe73iezs4HNDU20t2lEJXszBzmUAS+Z5prGR1KvK4CQfX21q6kbk4YgyEj8ftbWV8n11JCOKguCsstyeCb3d8hHAmTm2ln16v+nQFse1JPpYVTuF0b9Cbe7vs2TbkX8WwoZC4aEamqqGR8dpLz1zIYv79B6QUbV6/cYGl5kqHBYcbGxqmoLCcSiagGLq+uru5njmlr+/r6+mluPkM4HCYzMwujUR+3Q1hbW2d4eITh4RHa268xNKTu1wXKvUTNtyo2cp+bm8OXvvTnpKXZed/7Xgee3D1ar9fjdDqZmZlRKp37Ax6PgqfVJjt8jFiFaHR0lLm5OSoqKgD+rRKhE+OUDH0P4mkJqPV6veYC/V7gM5/5Q3p7HyT5/aSnp1NaWkJ6ejoGg4H29uuMjo6xuelWTSS3WCw4nU7NcVufz0d+fh5paWnk5eWSn6+U8Dc2NpmZmaGvT/ECyszMoKCgICUZqqmtobi4kNu37zI7qy1+Bpibm+alV67z1lupJ8sA0jOsNJ6pYnFpmvlFN+dM74u/JslSUodqVxTJB/ZUkuqPInrIuFGtRRaDKMvoj5kISwW9IGgmYAmCEBdYL4YD1FnSMOxXh2JkCHREkMiggBXjsua1eevWbdra2ujt7aWkpJi8vDyMRuO+LcMaS0su3nnnXc6cORP/3aqhq6ublpZmJEkmKyuXkZEx7hxyC3/++Rvcud2NwWBAwIQkSRQXFTDYf9DKstntCcfMzslgeCjZ0yg93c7bne9yKfdVPBvJxMRoNtA7kniuMjJZhemszqrr2YTCEGGXQuSychwpyZDHvYNeMGk6jft2tPVJYkRmd8+HUO2HQ9KoopwixmcnGRwbIs1STJo+m83tJXKzi2k6I5GWlsZA/yBFRQX7lgjJf58LCwvU1NQQDocxm83k5+fhcKSh0+kJBIKsra0xPDzC1atXNAX0ALdvp47/AOWhI0aSI5EobrebxcXF+Mg9KFOmX//6X/Dyyy89lVwxg8FAU1MTAwMD1NXVxYOrH+UYT6tNdhg6nY7GxkYGBgb44he/+ETH/7eCUzL0DONfszIECon56le/wsc+9jNEo1G2trZYX19nc9Od8CTZ1NT4/7P35tGN5fd15+dh3wgSBEmABHeyuBb3YnGrqpa61S21rHSkYyeSV51RPPE4TqLoeGTZJzPKchQlnlES5zgzR8dnbI/iqLVE8Vi2olakltTdxX1fivsOgAtIcANBYgfmD5AgUXgPrFa3lHK77jn1RxEPDw/Le+/+vt/7vVd0ZXkJh8OZkk1mMBgoKSm5cKqGo6Mjmpub6O3tkwx1PTo6pr6+ALfbnSSwtVqtVFRWcOB2szC/wML8Avcf3Jd0pQbo7GxnZWWF7e30wlaIEwVBHmRldY7TUy8yVKi5KosHCADJFzNvJP69BUI3n6KhWDwoIxqLpYzUX8dNYa3yG8iQEkWaOND4O4gAMQT2In4KZPHWzvXpMm8khPLQQGdHBw97exNTOXl5uej1emQy2UVq+TalpSUsLS2Lfp+hUIiVlRWqqm6JGi5WlJdTYCvAtbvH2dkZcpkq0cLMysqkpvo2fb3x6lBPVw+DA3GiUlxUwoQrPu1lNOpZmE1+7bJbBezspbbIbtUU09u/RV6pUZQMlTfkszKWqv3Rm9Qg8nMtqs3jtdHvXm1nTN8mC4cjmM0ZHLnFK0THB9Ltu7PTeAtwcHqYDzS8hP1RfMpLr4xX9w4PT2jobsB/BNsH20RCArkWHcNDI4khjfKyCrJMGUQiYSCel3XZNjs5OaG0tJTl5WXRnDmAgYHBtEn3EK/+9PR0MzPziKKiIjIzjZyenhKNRnE4HGxv7+By7dHa2iJZ0Q0EAvzyL/8af/7n/4WGhtvvSsiqWq1OiKpramrelizh3QjSliJUMpmMuro6/sW/+BeoRQxRnyEZz8jQexj/o8kQQEVFOb/xG/8zv/iLvyK5zdzcvOSqT6lUUlJSglyu4CMf+Tl2dnbY3XWxvb0tGv1x0+pxdnaOBw/uc3R4lKiczc8vpFSLBgcGqawsZ2Ul2TOmpaWJUCiYSON2uw9oaWljclK8hF9UVIDRqOfHP/4x3d09DA6MYVRYkV0jP0EhmEhFv8RZOMpZJMKTnKLeiB9QseE/JRDVS24XuUGHJie9pb9SUCI+tB6HDFki32zJd0KBMv6eVNfIkC8SI19TgNM7zQsvPM9bbz1ke3ub7e1UgpGVlUV+vjUlh+oSXq+Xo6MjioqKiEajFBcVIZPJRKfNdnd36e7qIhwR2HK6GRmJk5/79+5ZKGTsAAAgAElEQVQliNDt2zVMjF5ZONxuqGX4sSw6lyt56uoSx554iywgFycdHokWmkyC4+zLkz8PlfrmyIZMs0GSDHmOz9Dq1Ph8qdOZh/tXFZ2RjQGqzG2cHHiJ+q5usJOzU1hU5cSiMgqLc3HtHPHc+x7w8K1eNjbiC4K6uhpW15Yl4nLsNDc3MTs7J1kR7OtLrv5cGrZets+83jNWV1epq6tNnH+PIxKJMDU1LZpReInz83M+8Ylf5tVX/4zc3J88yf06CdFoNDQ0NDAzM0NtbS0ZGeI2EmL7eLtxHOmO43GoVCq+/vWvU1tby7/9t/+W3/7t335Hr/VexjMB9VOIWCz2rpAYn8+Hz+fDbBY3VvtZoba2huPjY4aHRyS32dra5rnn7pOXl0d5eTn5+VZUKiUnJx7cbjdbW1usrq6Rk5PD8rJ4xhnA7q6L6uoq9vevNAp5ebnU1tZRUVFOVlYmjx7NUpBvZWJiMmm764hGo+Tk5HB84kGpVHLnTiuZmRnMzMywt5e8us3KyuTgIFk4rdFo6OxsY3V1ma2t+I3NYNBz4D4mX15FhuxKXxAgjEx4/IIYI0Mhx3uDeDq+ZYhyg5zJ0zPOQtJCTEHwo5Ole1wgGosglzCtkQkyziJhZBKPn8UCiQy0cExGpgL0MhWn0SAnIeHiWAWMciV9m2+x69qioCBfXHROfBw4J8dMJBJN6H4g3u6sqanm1q1bGAyGeNK618vS4hIOh1NUfF1YWIhOr2NqapLamiosFgv5+TZmp1eJRqMIgkCeOZ/Di9F4rU7D6ZEPv//qdUvKrKysbqTsO8+Szcpa/DcpUwjITpIJaWa2nin7JFERMlpqK+LEmUweKloL+PH0m0l/KyspZteRXpNUVGxhf0e6wppTYMRzkvrZ+P1BZJoQoXCYQDBIeU0BZ7sRopEYW2cbAAQCQSrqCrDlFtM79JDbDTVEwjL0BiUFBfm4XHvs77tpbGhkb2+PWCz1+rW766KtrTXFKVylUlFWVkplZSVyuZy6ujoCgSDHx8e43QdsbW1htzvY3XXh9Z6xs7NLW1urqM8RxAnRyckxtbU17O3tYbVaqKy8dTGAUYBWq+Xg4IC//Mu/oqeni1u3bqX9XKXg9/s5OzsjJydOqJRKJSaTibm5ObKyslA9ZkAqhu3tbaxW6zuqDjmdTgoLCyUfl8lkfOtb38Ln87G1tUVXV9dP/Fp/TfFMQP3XFe+m6eLPerReCv/6X/8renv7mJycuhi3t6LVagmFQrjdbhwOByMjY+Tm5rKxsSG6j0gkkhjLF1uhC4KA1WrFYsnDYrEkErRdLlcKgVlZXcVsNkv6D8lkMjQaNS+//CK9vf2JmA8xLCws0NnZzdDQODKZjLt3W9jc3ODhw4dJ283PL3C7rhHZalbib8FYAIXIBNd5BE5DTzZRGI2qiMSi7J+nb6UEYuKeTdcRIZJwjRZ/PCRZQZI9Jnza8HvINejRyORcd2w8i4awqipwns0QiUQk9WByuZxYLEZPTzfn5+cX7bO42d/jBKqiooLwhYfVdVRWVmCxWhgZGcPhjNsb9A88pLmpGYdjh9KKEszZFnRqI/1vXU16NTfXMzKQXO3LtZpYFjE8Ly63YN+OVxCXNpboMJfhObrS9xTUZDM9IH4ePj5eL5PLmD9KNSQNhoMpf3scSo30pB9AZmYGDsSrbLaCApZX42+ud7yfv9Xxt1kc3sKaY2HXHReTD49O8KEXXgBgdHSc27fr0etNjIwMkJNjprq6mmAwwPPvf57hkSHC4TChUAi9Xo9erycjIz4596EPvcTJySnn52fs7++zs7N74UkUf31BEOjouIvDIT4dFg/XnUl4DF3CaMygsLAo0Tr3es8SFSIxx+tAIMA/+Af/mB/84NZPRIjEKjI6nY76+npmZ2e5ffv2jVNm74Zm6CYEAoELycKr/N7v/d6znDIJPCND72Fc3kyeBiiVSv7wD/8Df+fvfAKn04nTmWpCGAgEEp5EUsn0bvcBt2/XA2C15mM0GohEYhfjvJsJr5GWlmYmJ6ck3//R0TGlpSWcnJwk9EN5ljzKy+PeHIuLS0xNTzM3P09FRYWowdx1uFzb9PTcZXNzg4GBNJllIW2SXsiHDwWpF6YYAidB4YbGVRwCStZ8+0Rj6UvzN2mGgESbS3of0nbYjwuwD0ICgWgYrUwO157nDUexKG04AzNsbtq5c6eNg4MDcnNzUavVCYK8uWlP/Ovp6U47Ubi6ukpNTTWRSBS5PK6VOPV6mZ6eYWU1udXZ2dnJxHh8yuzw8IDi4mJOPF5qbjfg98jZ3TlgY/Wx6oVayeKiePTL9RZrLBbDUpaZRIZWdsWfB+BwbZPJlZNxRbuV/28oNbvr1HtzhpkgpP9+dTrpG6DZZGaZq+P88czrtBb3kGNSJMgQwPjMZGI6bGpqhvv3u8jIyLgYfrjS+3T3dNDbG18MBINBjo6Sq1r37vUkEZnriMVijIyMpugEL6FUKikqKkKv13H3bjuhUNyqY2dnh7m5ZCKZlZVFRUV5klfVdRweHvLKKx/je9/7LiUlxZKfjxguK4qPQ6/XU1dXx6NHj2hoaEhLPN7pRNuT4JL8KJVKvvSlL4lu873vfY9Pf/rTRCIRfv3Xf53f/d3fTXo8EAjwa7/2a4yNjWE2m/nGN75BaWkpGxsb1NbWJiZ2Ozs7+fKXv/xTfT8/LTybtXsP42mqDAHYbAX8y3/5z9Ke/KurazQ3NyX+bzQaqa+vp6enm/v3e2hqamRnZ5eqqiqmpqZ4+LCP/v5+5ufnOTu78lmZmJjk3r0eyddRKBREIhFe+uBLdHZ1UFhkw+VyMTAwyMDAYCIqIBQKJSZhxFBZWUFPTzeHB4cIQhSHI5XkXYd7M4hKuNpXRBAnHxEi+N5Gq3TZe0NmB0/mQh2+kQxJP654/HsV5KwHDtE+FjIbjcnQyYy0Nt+hpKQ4US0cHh7h4cNeBgeHWFlZTdKW9PX1c//+PcnXvnXrFrm5uTQ2NRJDoK9/gOnpZE8flUrFg/sPGB4aS7TddDodSpWakxMPQyN9LNvHePB8W1KOF0BVXREH7lRCXFlVxMpKsgI6or5SVlU22VhZl84q295zoTXEfw8anYqhdfEK5OOVTTEEb5gcVUoYLwJo1ckVDO/5GfuKTUyG7MeO44DWlsbE+fPGG710dNxLVH0u0d83lLYdcymGlkIkEmF2dpbOzg7a2tro6enm7t12ysrKiMVirK6u0tc3wOzsLGdnXtGQXoDj42NOTjyiafMmk4mammpKS0v57Gd/R3IfUojFYpJVHYPBQE1NDTMzM5LxMJd4p2TopuffVAmKRCL81m/9Fq+99hpzc3N87WtfSyGVf/zHf4zJZGJlZYXPfOYzfO5zn0s8VlFRweTkJJOTk39tiRA8qwy9p/E0CKivQyaT0dPTze/8zv/K7//+/5n0mFarTYSxKhQKPvzhlxkfn2B3d1dUKP3wYS8dHXcZEllFX+LSx2hhYZHS0lJMpnh76vDwkPX1DRwOJw6Hk/b2O2lJzNraWlLoa9VFrIPT4WRleYWVCw3T2OgoBQX5kloGAIPMhHCtnSSTqP0E8BFAjkGkavQ4orEoLr8C7Q3X1Fjs5ovuzdUjaXItNpq/HYpQpZEDUa6vvaJRgbU5D8fBuPj24cPetI7jEP8+OzraWVpaprS0FIPBwPn5edxdenmZ5Yvg1Lq6WqLRaFLrra6uDr8vmDIh2NDYyNDQ1eSRTq/lx299l9Y7zzE5Gt+fUilnc0P896EVCVu1760B8d/aqZBe5wNgthlxLu5T0GJitF88wNS17yZXXUQoKE16vR5p00WAcFD6u4uItGTnVxexFKTqDff3TmhsrmR8NO7r9PCtYYpKrDQ25rC6up5oSY2PTdPY0Mj0zHTKPgD6+we4e/cO4+OTiZR7jUZDKBTm6OgQh8ORmBy7Htx8HWdn57jdbkmfsfg2Z5SXl1FaWkw0Gkuk3B8cHCRVrF555WO89tp3Ehqgm3BTi8toNFJdXc3MzAyNjY2SC6qfNm4iQ8PDw1RWViZCXj/xiU/w7W9/m7q6K4PKb3/721zqi3/hF36Bf/gP/+FT03V4t/CMDL2H8TSSoWg0yuc//7/hcDhwOJwJr5Gtra2kfCK1Wk1ZWWlaT6DZ2bmki6AgCBQXF2Ox5KFWq/H7/ZyceMjONqWsdK5jcXGJoqIiSY2CzWYjEonwoQ99kNHRUZYWl1gSiYQ4P/dRV2cRJUOFhTYKLCWcz16twMOEUCB+gQwIPvwyAWI3j+kex44IEbqZNt2U5gkEIz6QSU+kxdK0YhQiZCgYVbAdOkYpixGKXj0eiSrQK/M4Dl59jqOjY9y+fZtHj64muAoKCrDZ8tFotPh8fnZ3XRQU2CQnhSA+nVhTU4MgQH5+ARkGI2NjE8kXb0G4mFxK9rYpKy1hdHSCt4Zeo7Xu/awsOqiuL2Z8PJWQFxTmMjaW2up5tDJLm/EFMnMMDE5JTzZeQpulwmTJ4PWJH0luE4vFMJkN7O1It2v3XemJ1+mJtNeQ50icSE3NznKno5rRoatzc2F+HU2Gn7udDYwMPYqP0YeUDAwOEYlEKCoqpLCwELlcjkwmo7u7i3A4jEwmS0xORaORi2iebaqqbjE3Ny9JZnZ2digvL5O0zDg8PEKpVFFYWIhCIScvL55P5vf7cbn22NraYnh4hOLiYs7PzyUNIBcXl/joR3+e73znLxO6o3R4Er1PZmYmlZWVTE9P09TU9ESi6reDJyEkPp8vrcP11tZWUuWssLAwRSN5fRuFQkFmZmZCb7m+vk5LSwtGo5EvfOEL3L9//yd5K//D8YwMPYV4N00Xn0YyJJfL+eIX/xWdnd2iwkaI96hPT72JpPLHYbVaL0I8cygqKsLl2sPhcLC5ucnmZvJFtaamOpFlJgaPx4PVakWtVqNUKikrKyUrK4tAIIDdbmdra4utrS1yc3OJ3fB5jo6Ocbejg+HhUYqLCikpKWbfvc/C/ALBvSwKBUvCYNGHD5kgToZ8MQ+ecAibPD/t6wEccESMJ7jIPkFlKBK7qd0mffGVywTRwtFm4AylTMt1M+1oTIZG0KKRmfFHD7BareTnWzGZTHzgAy+wtbXFxsam6Ni9yWSiuLhYMsrFaDSSnW0iNyeHhYVlFheSpw8VCgV32ttTiFBnRztDQ/EKRCDgx7k/S2ZWAXZH6tg/gNVmYm0z9fcQjUYpqMwmqgkR23gCnZYyjKYUzofTB7fqjWpI08k5OfZiMpg484q3ZdxpiNTu9iGCIKTcXI8OT7A7QjS3VjI5Hv8co9EodTWNvPHWD2hqamR35xinc5furgc87P1xouJ6ieLiIo6Pjzg5EX99t/uA+vo6ZmfFFywnJyeo1XGyc6k1zM3NpaCggFgsik6n4/DwkHA4wunpKcPD4h5DdrudiopyScdsgOnpGX75l3+Vb3zjVQyG9FEpTyp+NplMVFRUJAiRUple6P528CSao59mSGt+fj52ux2z2czY2Bgf/ehHmZ2d/ZlHQL0beEaG3sN42jRD1y+2VquFr3zlT/nwh/+W5DFubW1x//49Tk5OkiI6HA4nu7u7iapRZ2cnS0vSAZkLC4uihm6ZmUbKysrJyDAQCoUoKirkxz9+g5kZ8WDM/f19WltbODg4FH1cq9VSU1ONTquhoaGOmekZ7PYrYmaUFaCJXdVvwoRRiVSGQrEgyGQEbyQmEI1FOMGH/gmqPkLsnZ/u6V4lJvE9esIq9IIPHiNsipiKvMxqDkPTSd9naWkpR0dHkiL6o6MjDAYDZnN24rsoLi6muLgIv8/P7OwcA/1xolNWXoZcrkhobnJz87AV2hgcTLZ5sFotLC0lC50dTjuvfKSNN19Prf6Yso2Mj4sLgAGiej99IuJfMRxHD3k4LO2+fAm56mYym5OfydmyOBnynvrIMmVwfJwqxg74g1gteeyILE5sBTZGx4ZpuN3K3KN4debQHReIT01Nk5ubQ1V1CXOza1jyLLj2kvdhtztobLzN7OyjJLPTxGsHAjgcTlGhs9FoTLjVx4XThczPL7C/vy9q4FheXkYoFJIceFhdXbsQ2ofx+fzYbAVYrVZUKhU+n4+dnR0ePuzl7/7dX+S//tdvpm0vvZ1JsOzsbKLRaIIQKRTvzq33SUwbz8/P074Pm82WVBV3Op3YbDbRbQoLCwmHw5ycnGA2mxEEIdH+a2tro6KigqWlJe7cufMO3tX/GDwjQ+9hPK1tsks899wD/tk/+9/5/Of/eVJEhyAInJ6e4nRu8fBh741ZVYODg2nNFtVqNW63m5df/hCnp1683lO2trbY33enxDl0dXWlnQYbH5+I64ce9pGdbaKsrBStTsfh4RHLy8uMT8Rz1u7evZt8DLIsVKiS/IRiEjlhp7gRBIFgWr/nOA5jR0SFGJE0U15XuPl0F24gVbJrsRuPQyWoIJZKYARBwB05xywktx7kURnhgAzveXKLZmNjg8bGRubm5kRvnnq9nqysTOrqavGenrK8vIrD7sAhEtS5vrZOcXExVquFisoKZmbmmZxMFlabzdlotTpcu8kVRZstnx+98X0qylrYWE+uDlVW23jYK+0+7lMeEgjcbGUgCALHoZ14Pt0NuLlqd7NTdZ7FLEqGAKy5FlEyJJepCASCTM2M0X6ng8mxZdZWHVRWVLGyusT+vpv9fTdFRYXU1bUxMTGaYn0xPf2Irq4O+vvFz1GdTkteXh42WyGRSBivNy6K3tvbT6oYXU9iF8Pa2jrV1dWEwyG83quJPqvVQn5+Pnq9nlAojMlkYmbmEXa7QzTgtbe3j1/5lU/yta/9Z8nW1mUcx5MiJyeHWCzG1NQUTU1N79hs8fIYbtrPTZqh9vZ2lpeXWV9fx2az8fWvf51XX301aZtXXnmFr3zlK3R1dfGtb32L559/HkEQ2N/fJzs7G7lcztraGsvLywnt0V83PCND72E87WQI4LOf/W3m5ub5+te/IVm67u8fSLi7SmF4eIT6+nrOzrzk5cU1Q4FAgL29fRwOB4uLS9jtDoqKCkXjGy4xOTlJZWUlKyvJrRWDwUBpaSlZWZmEw2F67nXT29vHwaF4lWh4eJiurk4GB+K992xlBYprYum4n494i8zPOQIKYoJAMBZImj57HAccJfZ3E2SCjDBhFGlOe6U8fQk/Q68jKJHsIBcURKNhZELq/sNCmHAshOLaZJlKUBMhSKaqjJNgclVmejruIry/v09+vhWNRkswGMTliqeVz8w8YmbmUWIsX/I9y2RY860Qi7G+bsfjSSYCRmMGOeYclpaSv29BEDBlZ+Hc2sIfSdaY5FmyGRuX1ixZrGbefOvH5GTeEjU5vI6m9jLe6n0Ta3YFp6fS2WMAZ770AmkAlUaBUqWgpMqCJkMgEgsRigRRyJQoZGqUWjkOhxrfeSpR06rFtWI72/HPNxQKMTDYx72ee4wNL1FkK2dl9aoie9kea2muRyGXYbMVoFSqrnL3YvDyyy/j8ZxcRHX4OThws7e3z+6ui91dF0VFRfh8Pkldz/r6OjU1qWTnEhkZBuTy+KDG2dn5tUqyK6UlX1dXy9LSsijhBvjBD17nU5/6db7ylT8VJRw/iUdQbm5uokJ0+/Y7iwN50mO4qU2mUCj4j//xP/LBD36QSCTCpz71Kerr6/n85z/PnTt3eOWVV/h7f+/v8au/+qtUVlaSnZ3N17/+dQDeeustPv/5z6NUKpHJZHz5y18mOztb8rWeZghvUxH+3pKPP8V4klXlk6C/v5/ubukR1p8lTk9PWV9fp7GxMenvh4eHdHT0SAqYIX4REYSrEWObzYbVakGn01340hwQDAbxek85PJQWkhYVFXFyciIZ+grQ1NSISqVCo9EQDAbZ3d3Fbnck6Sny8/Px+32S7skQr2DkmM3Y7Q6q9R8hM5qRaIt5OUUQxFecTpaRXxgxVseKyZRliW4XIcIEc0RjMfIyszEc3jwF01iez+GWtEuxrdrC/rK4jgsgvyqP+VlpUftaeBuZLJW8nUePicaC5ApXXi4xYqzExtEpsjGVHmM0ZiCXywkGg7jd8ZDN1tYWyeiFS/T09ND/WAu0uLiIkpISNjY2EvqVwsJCwhF5omphseRhzjYzP7+Yus97nYnpQYCe9peYnYm3cOqbS0SF05doa69hYGCY93W/zNS4dPs2K9vA8bmDk5NT2pt7mJ+THsEHMGVlgkda3F5RYyO7UMnrb/wI75l49aeru43R0UkaapvJNlhZnt3G74tr6SprChiZFf+ss3OVOLeudEBNTQ1EQyoWV8bxP3atys+34jnZEyUrMpmM5pZmyekwgFu3KnG5XCnE9Tqam5s4PT1Fo9FgMpk4Pz9nZ2c3aTy+paWFmZkZSbIT308z09PTKYu065Wk27fr+f3f/9cp2py1tTWMRuMTT59dx87OTuJYW1tb3/bzL+H1etnc3KS+vl5ym1dffZXj4+Okcfi/YXgiEe6zytAz/MwgJtCEeD/9q1/9T7zwwkspuUV5eXGhpMFgQKvVsL29w8bGZkLU/DhaWpo5OjqWnLJwOBwJMzedTkdpaQkmUxaCIMPj8WC325mamqa9/U7a1tzOzg6trS0cH0+mvJZGo6GiohyTyYRSqUQIGZEfK5L0QUFCqEVEz4HYOTLZ1Wnpw4/UXEt5WyFjo/EpJ41BA+JFqiSo9enHe32n6T1RfJ70j9tseeyIREIoBBV7sW3MMVuiVSggoBK0RKJh7IuneEKpWq3BwaEbAzz7+vp47rkHnHpO0Rv0uHb3WF5eTml/OJ1OSkpLyDGbKCkpZWPDLkqE6uqqU8z+nK4l5HI19Y1lDI+KC3QBKiuLE3okmTJ9W8tWmsHmQPyGb7ihvQVwdHxCcVYup4+N0FfU2PDGdnlz6jvUBqskiRDA+bmfQCDA6GSc9BgzjNxt72Hf6WPfJb1AKCstTyJDU1Mz6PU6nnvuAf0DA5yeXlXAdnZ26epqp7/vrZT9RKNRFuYXJAN2AZaXV7h9u57l5RWCwSA2mw2LJS/JsX52do6GhttMTk5JVr8nJia4e7edkZFRyevB8vISL7zwPGdnZ4CAx+PB4XAkVZJ6e/sIBoP8wR/8u5T38pNWdvLz8wkGg9jt9ne0n3ejTfYMcTwjQ08ppIjDX2eka9vdvdvOl770f/DNb/4XADyeU5xOB3t7+0mGc/fv35OcOoG42eLjGqN42GsxOTk5KJVKzs/P+cAHXuD113/I3Ny86H5GRkZv1CqNj0/w3HMPODg4ICsri2g0yt7eHhsbm0nHWJPzIrLHzAplEqfeaewwaQUqaGIgkcSwH71iPwdHR1hIP/0CoNSmb4Odn6QnO+dpxrMBCgvyRcmQWqElFopyFNvBzFWOkjwix688waCy4QmJj1YPDg7R1taacKDOyMiguLgYkymTWCxeLezr6+du+x16H6YfZQ/4AzQ332ZoaAqvN7XtVF19C4fTid+fXO3YtG/w0vtfYXlVOhcPQKm+Om/XN1aQkpzXNZXQP3AV1xKO3hy3AWCxZSfIkCFDS1FtJq/3/rfEazocqQuE69hyJo+jeU49vP7wNRQKBe2NncT0+Wxupo6sRSOp7+Ps7JyNDQfRaIDGxhqCwQhLS/Gst8HBURqbmpieSq2gnZ+fc3LswWq1JAiHSqWisNBGdnZ2wmuoo+Mu4+MTko714+MT3L5dz6NH4iHJEG+fd3V1Mjw8krgGXIqlHQ4n+/v7/OAHr9Pd3U1/vzTh/pM/+X/R6XR88YtfuPpM3mGURl5eHi6Xi9nZWerr63+ifT1pmyw3N/cnPcy/MXjWJntKEQwG3xUy9DS1yfx+P7Ozs7S1tUlu80u/9Cv8+Z//heTjgiDQ1tbGqMjqXCaTUVRUhMWSR3Z2NoeHh7jdbux2R0qpXCaTUVlZmXYKTS6Xc/v2baYuLug2m42Cgnw0Gg2BQICdnV22t7dpbm6SjIoQkFOrewU9CjSxOFkJ4CcsMQ67zQrCtcrQBzt6OBpOXekbTDoeekYJXXtf9doGfN707dX792pYH5EW/gJoVALRsPRvz6eQEfCJVz2KO2y8NSBusnea4USn0ZKxb+Myx/Mw5mQ3ZidDkUdUdoygP0SpVKHX65HLZOh0OrRaLdFYDI1axdT0jOgUEcRJ7+36etGYh8LCQkrLShgZHiUQCNDS2sLM9EoSOa+sLGffvc/xsXgb8YUX3s9g35zk9GN7x+2UClZ9RRfbW8li4iyTgbOwC7f7SutUdesW25vp9UUA7+t6wNTQCrfqC1ncGmPblTr2X1CQz862dKszy2Tg8FC8vdvYXINKoeTkOIxj82ofBoOOY++WqD1FbV0Zjx7F9XxGYwaVlZVotVo0GjWnpx4ikTDRaAy5PO4zpJDLQRCQyWScnJywvb3DwcGB6EKps7Pjxjbp42adFkseBQUFCbH0wcEB+fnWtAsbIO0QxiX+6T/9PT73uc8C8UzCgoKCn3iM/OzsjI2NDTIyMvB4PNTX179tW5VL48jKykrJbb70pS9RXV3NL/3SL/1Ex/kewLM22TM8XXgSQfeXv/x/Mz39KEXAfIlYLMbKyjL19XWo1Rr0eh3hcPyCZ7df+QyZTFlotboUj5pLRKNRXK5dLBYLLlfyjSM+2VZEZqYRuVxOd3cXMzOPJFtzy8srlJSUpPgbAeSqahFioI7pr/yFhDOUYlUcWYxMYyYez5XW4uD0WNSl2lyTSag/mZBkZOtuJEPIbr4uqPQq/CfS+8kw6Qn4xAmDIk3JPj/XwvzKIq903WVhIP451pbV41p34g3vY1DmEvTv49oVd3s2mUxkZholyVAoFGJldZXKygpWVlaxWC1UVlTg8Xh49Gg2qbowMT7BvXv36O+PT/91dLQxv7DIyYl4q6ijo5Ufvv4D7t97kZHhVCF/YaElZTIRIL8wO4UM5RVqGBlNFn2vrq2RYyzh7Cx95S1KmMauYi0A/rQAACAASURBVP77w+9IkjKrNS8tGSq02STJkFKhZGh4+GLR0UrIL2dleQuv95zGhkZGx1IXIUrFVQvG4zllfHwi8f+OjnbRfLFL1NfXcXh4KHldSNcm1ev1WCwWAF5++UMXAm4HLtdeyjTbysrKjWSnt7cvsY0gCBcLq7iBYyAQwOVy8cUv/hvUajX/5J/843dcGbp8fnFxMevr68zPz1NbW/u2CNGTtMn8fn9a08VniOMZGXqGnxlkMtmN1S6j0cirr/4ZDx68H7/fT06OGZvNRkZGBrFYPJDV4XASCoVZWZmVFJofHR1jsVhxu92SZos+n4/GxgbKy8tRKOScnZ2xvb3N7q4rabKtpqZGch8QN23MzjaRlZXF8fEx2dkmSksuRu4nzfgjJ4TRJqbHQtEQSpFraGGNmZGFZELl3HNRTEHKtgv7qWJbnfHmC17kCaqNSp0iLRnSZ2hwI06GhDRDbabM+JTJwFIfBYZqfN4AhztnKOQKZHIBmQBahY2qKrNoxe7o6AiNRoPVak1xJhcEgZKSYvLz81Gr1WQYjUyMT+CSMPUE6O3t5cFz7yMcjjEwIB3r0tRUz/BQXAe0tbWaQurlcjlqrZCUjXcJry9ZzN/cXsabvW+mbBeJRCgpK2DukXSoq1arIqjc54c/TF/h0OnS/w4yjNLt1Mv8tVgsliAx9fV1ZBpzUCnFdSfT03OUlpazsZH6mxwaGqGzs4vBQXG7itnZuUSyvBSGh0f4wAee5/TUi0KhuHAij1dl19bWWFuLv+69e908eiQ9HBDPQ+uiry/5WMxmM4WFNgwGQzyv8KUXefjwYSL0+XF8/vP/HJ1OR3d35zsyyL1OpkpLS1lbW2NxcZHq6uon3u+TEDKfz4deLy28f4Y4npGh9zgEQXjHK5h3+1huQmNjA1/+8v/Fb//271ykYaeOTp+ent4orF1YWKCnp5vBwSGKi4vIy8tDpVJdjNzvYbc7ePgwHhiZroS+sLAgmZtlNmdTXFyMwWCgvLycjfUN1tc3ODqcJFNRilYe5Di2i1twUB6rRyvLQK8wJdpESZ9PRiqT2HW7uaUvJXB+RcbyyrL5zvIbKduqdDefzv402VaXUGjS70ejk9YdhSXaZwB6TfyCvH/gpqOng6U+F6FAmKrySuZWF2jtLMG5ckxxqZry8kr23S7CoTDRWJRoJEKMGCqlmpxcM9XVt4hGY4RCIQ4PD7HbHWxsbCYiHW7duoXBYMDrFW89abVa7txpZWlxgWxznuQx373byuTElUh+bX2Nez0vMjpyVR1qv1vHWxJapanpcUzacny+ABVVBQyNSpsrGtKQ2cLiXA48mzzstSOXK9KaqQbSEHcAv1/68c1NJ1mZmRxfWwxc6t8sljy6u5s59fqZm11OOgaNxFg+wMzMbCLhXAyXocrDwyMUFRViNptRKpVJU4Wvv/4juru70p7vvb39dHd30t8v/hlrNBrc7kM++MEX8XrP2N93c3BwkPh3CUEQ6OzsYGBA+rv67Gc/x+/93uf49Kf/keQ2N+G6YaIgCJSXl7OyssLy8jK3bt16IkL0pGTomYD6ZjwjQ08p3i0B9eUq9mkgQ2/H9+gTn/g4P/jBD/nqV1+V3Kavr5+urs6ki1ZBQQH5+fnodPHJk729Pbq6Ount7WN9fUNyPzeFhPb3D/DCC+/n9NSLWq3m/Pwcp3MLl8uV5Ejd0tKMTqfj/PwchUzHUXQLhVxDhAgh6wlNtgamJ8RX/2sb4lqeTKuBvbWr15BbZSAyhS0ob/69nJ/dbNkgV8ux1uUSyYhxFvGjlMlRCApUPgXuxQNUamkylG7aTHFteu5H4z+iIa+To71TCnOLmFtdYHh4grrK22jlmXiDLhRyDePjA6LnQV1dLWtra5Iu1cvLy7S1tTI5kTxtVFFRTn5BPgsLizy8IDAxYpjNJg4Okqs49+/FfzePv75rbzNxfnZ0NfJWGiLt8/vpaC1my7mHY3c5RZh9Hd4z8apGfWMJjxbGEhNb1dV1rCyL53QBOOzpRdQb69KasVgsRlV1FcPDIymPuVx7FBfnMzk5itGYQUVFJQZ9Bl6vj729A1paWpmYSNXOnZ+fIwi5GI1GtFoNWVkmMjIMCS8wn8/H+voG7e3t9PX1pbhQX2JwcIi7d9tFj+1qm2Hu3m1ne3sHq9WS0Pft7e3hcDhZXFxkeXmZO3faJPWCsViMoaFhydcyGjMoKiriu999jVu3bvHzP/8xyeNJh8dbXIIgJHSMq6urVFRU3EiInsSB2u/3PyNDT4BnZOg9jqfJePHtlpT/8A//gImJCdGJr5ycHGy2AtRqFS+99CJOpxO73SGaZeV0bokaKV7H+PhEYtzXYDBQUlKSmFY6Pj5mY2OTN998SEPD7bQX44mJSaqrq5GjZWN9H41GQ/jCLWBjd5PO2z2izzOX6nlk3xB9TGu6GoeXyWUML4kLlEOERP9+Haeec0k1oSFbh/qWkvHjOWanxG9IBp2ej2QaySszsbee6ud0eiBtDBjyXZGKc58PY5Ocoz3QyTOA+M1B0ITYWHIjM55wdHTC889/iDff/CHhcHI1Y25unra2FiYmJiWrJGNj4zx4cB/vqReDwcDOzg4rK6spN1vXrouWlmYOD+OWDHl5uZSU2CSrhcvLS3R3vYBcIdwouAWIyQIodD72HdLmkADzCwvI5ZlJ76e1o5y3et9IOodzcrJYkfYNZXd3D6vFgsslrq06OjqhuKQQ+6a4NkvMNPMSgYvKosdzmtLaUqljZJsy0WjUqNUaIEYsFsPv93Pg3qemppqRkVR36kvs7OzQ3n6HkRFx64JoNMrExGRSW81ozKC0tJSMjAyi0ShHR0csLi5RXl4mqVW63E91dTWLi6nWCpfbzMzMcO9eN8FgGKVScRHXEfcyuqyW/f2//7+g0+l4+eUPSn5mUhBbpAqCQFVVFQsLC6yvr9/o5hyNRm8Mf/X5fD+1bLL3Ep6Rofc4niYy9Hah0+n42tf+M5/85KfQ63UJLyCncwu3251wqS0tLcHtPpBsifh8PoLBIEajMclsUS6/nD6zolIp4zdjQcbS0hKzs+Ljuisrq6LEKifHzK1bVUCMudl5gn4tMpmCzEwTB+44aVCplKy5F4HUyoo6G5BYsMfUVySiqMnC4Ji4vsIXSC++BTg88GJ+TJAtCAKWDjN/Pvrf8T48o/52heTzvednrB3b6V8d4eX2F1BuaTnavZp285360es0nJ2nVog8h8lE6fXBH/LS7Z/Dd3jVWpuZnuf+vS4CASU+3zmTE7O03+kmhh+ZTODo6JijoyP29/cZG5ugu7uLiYkJsrKyyMw0YjQaUalUhMNhXC4Xvb19dHenb4NCnMQ+ePAcIGN8fIKR4TSJqIDeEOONN4ZvrN5qtRrOg27W1sRtA67j9PSU1sbbLC1soFIpqG608MZbqUn20ejNbuPFJTZJMgRQkJ8vSYaWltYuWnGpLc+Z6TnKSstY30itTK2vb8Q1Ob3in/XIyGjCuV0McWfmGRobG5ieThapazQaSkqKE95dH/jAC0xMTHJwcJCyLcRb2+nG7kOhEBsbG9TX1zM7O0te3uUEmo5wOHIxkGFndHScqqpbDIuI5i/388lP/k9885tf433ve050GylIVewFQaCmpoa5uTk2NjYoLS192/u4jp9mUOt7Cc/I0Hsccrn8qQprfbuorq7mM5/5NJ/85Kckt9nY2KSj4y5DQ9Ii2HA4TE9PF6enZ4TDIQ4ODhIak0udCcQdadO1KE9PT9FqtVRVVZGRkYFer8Pl2mN5eYXBwSFkMhlNDe3Mz9lpbWtmYuzKb6ixqYbB4SFerP4YjpXkG9XOvvhqGeAsckVynCFpQfCxV9o07xK+swBqU1ZCg2TI1nFoPeY/vfXniW1u+r0EgyGi0Sj/begHZBoyeOXuz2EfvjqunJxMzuypZMi9e5JEzmPEWDicItdXhkKuIHxx8+0fGOb5993nzf4fYrPls7vrpsCWR19fKjHo7x/g/v0e3nrroeTk4MDAAC2tLUxcm3K6jpwcMzW1NSyvLGE2514Y8IlDqVTSfreF7//g+3R09CRphx6HTqelvLyAocEh2tu7mBiX9se6RJZJjznHiDYzRF+fOGkQE/WmHmf6S3s6V+aTEw8NDXVMTqVWIGOxGPn5NlEyBPFqXElJMZub4sfY3zeQttUViUQIhULcv3+PaDR6EcGyh9PpZHHxqq1lNBovgnrFq20+n5/NTXuKuaNOp7vwqMri7OwMQRASlaa9PfFzMB7uWsPCwoLo436/n1/8xV/hL/7iW3R0dIhuI4Z0REYQBGpra5mdncXhcFBUVCS63ZO0yZ5php4Mz8jQU4p3MqVwHX+dK0OX+PjH/y59ff380R/9P5LbDA0Nc/9+D7OzcxQWFmI0GolGY5ycHCe1z+7fv5fWt2RyMtW0EeIeQ0VFhSgUCvb39vF4ThEEIWmMuLmplUJbKaurcc3G4wv4S3dtTW4MrhWWLOWZTEqISyE+Xg8COcUmXptJdfW9hPvoED035wLpTVoC50HyKsy8cTiIczK5CpJOYAtw7r0iZyfeU/6s/+u8eOc5FOs6zk/8ZGUZ2LSnkrZQMEyBJR/nzpWmZXPbQU1XLVWuW8ytxtuhkUiEyekZiotKsDs2MRj0FBfbeP/7XuLHb3w/Zb8PH/al1XxFIpGLAMky1tbiN/GcHDNV1VX4/X5mZh4lvu9YLEZWVqao11BZWQlanToh4t3f35EkzlkmIwX55kTVQiZ7snMwGD3lLLTD+px0VWdra4eSknKcDunq1dZW+srW4sIqSqWCUEicFGk00oLo8fEp8vPzk6IvLuH3B9DpDJKLsFgsxsz0IxobGwgEAmg0cT+iaDTKwcEBDoeT+fkFzGYzOp1OMqLH4/GgUCjIz7eys5MaDyMIAiaTibw8C0VFhZyceBKk6nFSYzKZkn4bj+Ps7IydnZ2EZQPE23Nms5n8/Hwg3kr/tV/7FN/4xqs0NzdJfnbXcVNVRyaTUV9fz6NHjxAEgcLCwpRtntSB+tk02c14Zrr4lCIcDr8rFZ1Hjx5deOZIhTr8bPGTmkAGAgGef/7FhLmhXq+npKSYrKws5HI5Hs8pLpcLszk7rUO1XC6nvr6e6Wlx3Q1Abm4OLS0t+H1+zs/P2dzcFJ1oU6vV3O1o5/zcj1ZrRKfVEQrGGOifoKjIxu7OlX9Kbp4Zt9tNJBKhvKgc1fbVuHx5j5m+AWkvFqs5h+LDAqxdZv6y/8eS28kEGRVUEQmnv/F2NJcTiYb5zuaPOPSk+s3kWbI52JOuMuXlZePcTRXpVhSW0qZrQ5Gjpm8wNVoDwHJbxeh0sshWQODB/U5+9NbDpL+33qlhYelRQtick2Omubma9Y3VlCgHlUpFVdUt0TBflUpFWVkpRUVFhMNhNjc3JcX0AO3tdxgbvfp9GAx66uprGBsbS6mo9HQ/YHAwuW1ZXV3BieeA7a2rSpVGo0Gny8FzIh2V0dXdzPDwIEZjdoqY+3F0d3cxNCg9jg5QkG9lZ0e64lh/u4qZGfFzRaPRIJOHOT0VP96OjjYGBsUrVzKZjAcPenDY7WRkZKDRapHLZYTDYTyeU/b29ojFYmi1WlFn6UvYbDaCwaCkrxTEJ9z0egMGgz6hGzo4OMThsOPzxauTVqsFmUzG9rY0QczLi/sJPX48crk84Vyt02kBgYWFxRRrh0tkZ2fz2mt/RW1treRrXcJut6NSqbBarWm3u9Qv5ebGo4muY3FxEavVmvb6/txzzzE8PIxC8Te29vHMdPEZ3huVIYgTj69+9c/4jd/4TVZWVtne3paM0oiXz8WDuiKRCNvbW1itVlwuFzZbATZbASpVfELMbnewv7/PG2+8SW1NjageAeI32La2Vvb2DlhcXOL+/Qc8ejRPLBoXOxfYCtjeukrerrxVkjB3XHOs8XxlI9vrbpRqOTNz4iLOS+weuLmde4s3Z6QzsQCisSiZuQYOd9O3y9RWNV/t/S6nZ+Iaq5uS1g8OTpDL5EQeK32tOjdwaff4SNmHJZ+bqU8NnY0Rwx85w1aYy5bz6sa3suxEq1NSpMvH4djB7T5gcnKRSPQUi8WCzVaAVqtN+FcplUqef/79hEIhIpEIZ2dnuN0H7O7usri4xOLiEk1NjSmZZY9jZGSUe/fus7Fhp7y8hImJSYaGxKuJ6xvLqNUqAoF4Na27u42RkeEU/yu/3097ezkD/anu2GZzFoVFZh4+jPsPVVWVM5CGHAMEguljUwBKSovY2dkjKyuDwiIrOr0agSiBoJ/zcx+ZJhW5Fi3BYIBwOEIkEkEul6NUKlAoYtTV3WZ9fR2lUolcLkculyOTyRAEAZ//lPe97x77+25CoSA+n49IJILXe4bH4+HNN9+ksbGRCREjyksUFxen6PiuY2tri4qKCgKBAB6PJ0k3pFDIOTw8Ynd3l1gsht3u4PhY3Ehyd9dFcXGc0FzqDB/H3t4+9fV1WK13UKtVRCIR3O64bmhtbT1RNbokVlI4PDzkb//tn+e1175DRcXN4ucnmfKVyWTcvn2b6elpZDJZEnl6kjbZk1SPnuEZGXrPQy6XvyfIEMSF0v/oH/0Wv/ALH5fcZnd392Iy6CipfZGZmUlxcdxVOhoFQYDz8zOczi2cztQqRzAYZH1jI6k0jiBQX1dHlsnE7Owc/QPDyGQynnvwfgYGRmlsaOHRzCIVFaWMPaYlcTqS9SzGfAXb61DSnIN9RNpo7xLZjZmc/FC6qnCJjGxdWjJUXJvH1Om0JBGCeJssQ2/gXEQEDfELsDnXxJ4r9cbi9Z2zdrJETZeFxcG9lBaSSi7upbO77SYU9ZCZaeDkgox5TrzUFReyvrlCS2sDE+MzuN0H3LnTxNDwwxTncIiPzu/s7EjqfqamptM6EZtMWdTV1XF+fkZGhu5G4fX29g4P7j/H7u4hKpVAb+9DyW23tlJJWHt7A/MLjxgbu9KtnZ3fHMsxNzuPXq8XNXq0WM0UF1vR6iHXqmHLucGeeyNlO6Mxg0DQLznuLwgCLteuZIW6rq6Wubk50TZhLBZjY2MDm62ArS1xLZfdbqeiopxgMIjff/Vbu2wJWSx5aDQaiopsbG3tXJgSpo7DHx4eUV1dTTgcwusV/97tdjuVlRUEg0GCwSDFxcWoVEqMRiNerxen08ns7BxlZaUcH59wdCRemdvddVFUVEhubq5kxSoWi/K5z/0uf/AH/060tXWJt2N5IpfLaWhoSBCivLy8xD6eEZ13B8/I0HscMpnsqRNQx2Kxn1gT9ZGP/Byf+cyn+ff//j+IPq5Wqzk7O+PDH34Zj8eT5Co9M5OsA7ke/ikGj8eDMcNIT08PCAIrK2vMzl3pDXJz8ygsLKG3d4jnHjxHf198XyZTNhvrVyV5sXbE1vEmoObQl37c+hLrZ+mrGZdQG6RPaWtZNr3O71OTdevG/WSbMyXJEEC2KVOUDAGceX30Tv5X3t/5AfbnIgT8VyP/Aa84Mbdv7iDXeikqsuHzBQgGL54TUyeMN9vaWnDvHzI6OkV31/2koNNLrK6ucffuHYaHRyRF8PHYhW56e/sxGo1UVJRjMBhwuw9YWlpKaIKKi4vJyMiQbBUBFBcVEYuF8XqPRLUr17G2tk5r612mpxax2Szk5GYwMJhKtmamH5GXZ2VvT/q34fP5aepsYmQ43s4rLy8kz5LF9o6TlZUlHM4l5HI5JpNJch8ezyl3O9oYGhIXM29v79DZ2S6psZubm09rhHh8fIzZnH1B2sRJysmJh87ODsLhMOFwmKOjI+x2Ow6HI0kv1NLSnPaasbi4SGNjAwsLi0lu8YWFhUl+QyZTNvPzc5IeQ+vrG1RV3SISibf0xOBwOCkvLyMajZKbm4PJZEIQBE5PT3E4nLhce3z/+6/zkY98lO997zuSbbC36/+mUChobGxkamoKmUxGTk7Ojft4r4V9/zTxTDP0lCISiaSd+HhSrK6uotfrb+xL/6wwMDBAR0fHOzKBDIfDfPCDH8bhcCZWj4FAgP39fex2B5FIJDElMi4xQXSJx31N1Go1VVW3MGWZOPF4WFxYRK/Xk2exsLBwdQHt6Ohkfc3BwcERzU1NzM9tEI1Gqa2tYmkxeYy6vuEWM9PJLT2lQsmDWx9mbHX8xgtWXXMhWq2WsYE05jIX+FDn8yz1peowsq1GFqOjOHedtLc3Mz0u7iN0iYaGGuYeSfsyNbZWMTqa2vIByLOYcW7F2woNNU3ozwo5cMWJaHaekald8ZtnbYONkbFhGhrq2d/xc3LiRSaTYciKsLMbry7I5XIaG+rJyspifmGWnR1xg8HLCbNLKBQKbDbbhfZDRzgcQq1W8eabD9N+/h0ddxkeTm1PNjY0oNVqGB0dIxKJ0NnZydBQ+tYWQFtbCzqdgeHh1Fbaddy7f4/+vvRtUWIKBCFKJBYgFhP3mLrX001fn7STcm1dfIRbCvn5Vg4PDySPVavVkJNjTtt6bGtrZWdnF6vVgk6nJRyOcHx8wtbWVoJodnV1MDCQPpA13cSo0WikuLgIm82G1+u90A05RElYU1MTc3NziYEGMdTX17G2to7P50upVPn9flwuFzKZjMPDw4QZphhqa2v47ne/g9mcOtiwtLSExWJ523rOUCjE1NQUZWVl2O126uvrJb2GYrEYDx48EM3N+xuEZ5qhZ3j6NEPvhiO2QqHgz/7sK3R0dEkatMViMdbX1ykoKJAcuQbY29vjhReeJxgMcnBwyNrqGo9mkr1JAoEA5+fn9PR0cuA+QqMxMDoSX5HX19exueFKvCeFPPmiVH+7ipnp1JtNKBxCVwSxlZvXF/tHW+QIT0ZmA9HUao7WoGZXu4RzNU6SPGku3pfQaNVpH1erpY3e9vcOE+7CMwtTWHNdNNTcY2Nhl8M9T0rcwyWMGfEqxszMLCUlxeRpsthzHVNb05AgQ5FIhInJ+Gff0dFGOBSgsNAWF/zKZAgyGcRiRMIRXn75Q2xu2jk5OWZ315UI8b2EyWTCZrOlFfEODQ3T1tbK+PgkNdXV5OblsLa6niLAHxwcpLm5hakpceG40WigoSE+GVRgK0pLhADW19dFK6ixWAwBgRghojEvxBSA9Pm9LTLxdR3zc+n9eHZ2drl3r0uyrejz+ZHLFfE8uIwMLJY8jMYM5HIFgUCAw8NDZmfnaGtrTRulMTAgHch6iaGhYe7d62FnZ4ecnBwikUjCXdrl2uPRo1kePZqls7NDcgweYGpqivb2O4yOjqUQ4ct2ekaGkZ6ebnZ2dllfX0+pVF3iOmkSw/z8Ah/72M/zV3/1bTIzk9Ptn0TvIwalUpmoED1rk717eEaG3uN4GsnQu1G6LSjI50//9E945ZWPSr6/o6NjrFZrordfVlaK2ZyDQiHj5MTD2toam5t2vN4zNGpNWtJUeauSQCCAWqNKrCjr6urY2TpM6BS6ezoY6Etuu8UkblRGo4GzgHSo5CVqGm30j7xFtOLJ2oqes2S9kEwuQ1l5zuw1jxv3/s2tOaUy/QVWJqQvzRfa8llb2wBgd3+Xo5O/4kMdH2NuyElpYSmTJ6lVpePDq1X85qYdo9FIU0s9m+su0d/x0NAYra31jI2KE+KsrEwMGRmSmpWjoyNMpizJVpjNZqOkpIjzcx9trS2MjY2T5h6L272PVqtNujGWlBRRWJjP9PQMvRdmhCUlxdI7ucCWcwu5THft9yNALEw05ud6gV4mKIjGpK0Q1tbWaW1pYWJCvIoH4PelF2OPjo5TVFTIwcEhVquFrKxMNJq4b43f7+fgwE1DQz2jo+OSAuW+vv4byc7j21itlotoHR3hcJj9fTdDQ8N0dNxN6/ydLun+EhMTk7S1tSKTxQXj5+fnbG1ts7e3l9ROb2+/k6Rnehyzs3M0NTUxPz+f1J67IlXxgOnf+I3f5I//+I+SRtzfyaJQpVLR1NREf38/Ho9Hsh0aDoefkaUnxLM22VOKd6tN5nQ644nYJSXvwlG9c4yOjtLQ0IBanb7y8KT4whe+yBe+8MWkv1mtVgoK8tHr9YRCIQwGA2+++VbasnhlZSWuXVeSi7XZnE1NbS1u90GKbf+LL75E0C9PjDdXV1eyubGT5NuSbnS5s7uJLYcLz2769Uh+hZLZuQVUKhWZihIikfTE1ma1ot66WoEWdxv5du9fJG0jCAIZWnNiAkoMHZ3NjA6JVzkAmlprGBmVbkE2NlcyOpqqx3qx+2VUSi0/FDFQVCjkhGWHKU7i9fW1ZGYZRW+A+flWTo73JDUplbcqcTqdkit3iLdx7HY7hYWFGAwGfD4fm5v2JIGs2ZyNIMg4ELFYuI6enm5m55aoq63m9NQjOuoPIJNpicVuOL9jSmRyOdGonxhS2958M62qqmR5KX1btLW1mfGJCfLzLZjNZvR6PXK5QDAYxOPxoNfrmZiYTLuwuomACIJAe/udFMPFjIyMi+GGeLvIYDAwODgkOWX2JK8FJITyFkse+flxd+lQKJxwlw6FQk+0n3QtPIVCQXFxEVVVVZydneH1etnZ2WF3N1Xc/773Pcc3v/k1NJr4EMHMzAyVlZXvyBBxcHAQmUxGTU0NRqMx5XGPx8PHP/7xBBH/G4onWkk+I0NPKaLRaNqb95Nie3ubQCBAWVnZu3BU7xzj4+PU1ta+a46o0WiU3/zN32J1dY2TEw8Oh13UMO/xQFcxtLa2cHhwSFFxMWdeLzOPZlMIqSDIuHev5/9n783j47jr+//XZ2ZPaVf3fVm3rDO+FF+xyeU4TcEpTUsDhMAXkpI08OP4NZz98oCWBJqEQNJQKDQpoUBDS39tQoAchDgkPmLLlk/ZkizbOm3J8iHtane1uzOf3x+zs9rVzrWH7s/z8dCDYM18ZnZXO/Oa9/F6Y++edyGKItpar4MoWBEMAAMD0RGI1U3V6DoZW6iZleWEd9oFt3sKTas2Y2xU2QagvrkE+w/P1L201m7G7nFlIwAAIABJREFU8KC6bwwA8ByHGjQgGBBQt7kI/7lHedBtdWWt5lotrfU4dUL9BrqqshS9Z9VrijZubg0PQp3N9vdsxvjYBM72xkZsmtrKcKAj9sazdm0rXO7LyMsrRHd3X5R1wtatG/HO27tVz2XTpo3Yt1/67HNzc8K+LBzHwe12Y3h4BA0N9bpzxurqanH+XL/iQ0pFRTnKy8vhnnLDxJs0C/MBgMAEilhzVUpJaDZYECL1g+NsEKl2So0jdt1t1lx3HY4elYSZ1WpFRUUZcnKlFnWv14tgMICzZ89pChCtLjxgpuNJrT7FbDajpqYaJSXF8PsDYSuL2dEkqVC4VbPejxAS7q6Ssdvt4dZ7uaA5JycXb731luo6gDFhtXXrFnR396C0tAROpwN+fwAjIxcwNjYWjght3LhR1YJB5vbbd+LnP/8pzGYzjh49itWrVyf1YHjgwAG0trbi+PHjaGxshNPpjPr96OgoHnzwQbz++usJH2MZwMTQUiZVYujixYuYmppCTY36vKn55MiRI6irq0upI+qlS5ewadNW1XQIIF0oy8pK0dsbfQMvKSkJR80GBgawatUqVdFUVVmJzMzs8E0FkC7c7ddfD8Fvw4njM8Jn0+a12LtXuUtn0+br8PY70sV3x/b3ofNArGDiOILsMhG9vTOC5MZNO3GsU12AhNcv2Yj0bCteOv6f4REXs1m3Zi1OHldv6S8pLcDoiLJIAwCL1QzPtFs1UrBxUxveVnkaraurQveZE7hhyzYcPzwQFU27fnML/vDWqzH7EEJQWpaL/v7zAICyslKUlZXDbJZql0wmAo/HA0ql947neRBCIIoifL5p5ObmYO/efarz6wBjgnnDhvU41HEYqypXoaS4GBQU+/cdBMVMxyYJz37TjuLxXBpEGgAoB0J4AEKMqJFEU1DyglCFg3S9j708Z2ZmYNWqChQW5sPlkqIWg4ODih2memKH4zi0trbgqMKYDhmpbqgQfr8fBQX54eaG8fHLGBwcRDAYhNPpRFFRYcx3MRK73Ybq6mpFA1W5oDk7Owt5eXlwuVxhd+nZf4+EEFx/fbvmqB4gWhDJfkY5OdngOB4ulwvDw8NobGzUFcxaTugy999/H77zncfQ2dmJlpYWmM2xswqNcvDgQbS3t8Pj8eDEiRNoamqCw+EI//78+fP46le/ipdeeinhYywDWAE1Y/nWDEWSn5+Pf//353HbbX+imlqUJzdv3Hg9LBYLPB4P+vr6YqbcDw8PY/v2bVFRjZycbDQ1NuPddztw/vxMsS3HcVi3bi327duPtLR01Na24cyZfpSVF6OzUzk9kp2TiUOHZ56cp4PKN+eW9eXY/U6027TZZqxuKK8qA7/r/F9VIQQA9jTtSdejFy/DZDIhGFS2ZfBPB1BQkIuLF5W9Vq5dUxcd584NwmQyY/cf30RFRTkqSmvD3W1DA8rRKkopKsqrwmJotj/UqlUVuHjxomp9B8/zaGlp1ryRd3QcQmtrC44fj04PFhUVoaysFIcPncThQyfAERvOnz+P8yojVCgEcMQKkU6DKFyHKSg4WCBSEQQ8RPig9pWgCBqIDongiA2COA2OmEAID0pFUBrEtWtXcO2aJGq3bbtB9ZwBac6b0pDU8FFEEQMDgygtLcXwsPTel5aWIjs7C2lpaSCE4MqVK/D5puH3T6tOjXe5XLDZrFHrzMbr9WFwcAjNzU0ghENmZgYoFXHlylUMDAyGC5ptNhtqaqpV57VRSnHo0GGsW7cOhw/HRutKS0tQVFQEQghuv30nTp06HTMHTUayZNAWjHv37gvbNlgsFjQ01KO5uRktLU2h/21GYWFh+P1MppEkkrS0tPDQ2ZaWlvBgVjaXzDhMDC1zFpvp4lyJsy1bNuOb3/x7fOlLX4HZbEZl5Srk5eXBZDLB5XKjv78fR48ew/r16zQ9aADgj398GzfccAPGRsdQUFiEzsNHYtqTeZ5H+/UbsH+/FP3xeKZwdXIYzgwH0h02DCgMKgWA6ppS7N8/I766z3QBiHZldmTYcfRkbIpgymvAdDHTjkGxC1cmtMc5EE5bWAmCgJKSQowMqafSCvLVxdDQoPrcrmAwiPrVNThx8gQGBgYxMDCI1tYWpNty0HWsH7U1tTjTFxs1OHz4GPLy8jE+HnvM/v4BbN26RbU2QhAE9PcPoKysVNFkE5BunBzHgcAGjhBQiBBpABcvXowZv8DBAhHqNVcinQZP7BCpLyx+COFBIYJSv7QvBQgxg4IqiqbwWuI0EEqdRZ8wAeHMIJSA0iA48JJoUvnTPniwA9XV1Th7Vjn9KYoiRkdHFZ2aS0tLUFhYiLS0NPA8j7y8XPT09GJ4eFhR0NTU1MDr9ap69Vy6NB4aE5SBiQlpztiqVRXIzc2DxWKG2y3NA7t06RLMZjNOnFCuX/P5fBgcHIw2R51FMBjE+fPnsXXrVlAqXXuuXbuG8+f7MTw8Eo4o8zyPtWvXRHUczuadd5Tn4BUXF6O5uQktLc1oaWnBE088jvr6Os0RGKkUQ4A0oqipqQknTpxAa2truJifTaw3BhNDy5zFZroopy7mgs9+9v9Bb28vnn/+39Hbe0YxDH/o0GHFQawypaWlqK6uwvj4OHJz87BXwaOluLgI2Tk5YSEkMzg0gF3vuxOvvaIcJl+zrilmn9GxUaxbvRoD52dutpUNWfjjO7EX/+GLQ9D6yprNPNLzp+Gb1m+d1yoolsnJydIUQ5Hh+NlMTXlRWlYc47wtk5ubF/X/5WhMVVUl6hqqMTF5FZdmdb35fNNYt74db7+tPJ9t7959uO6663D0qHLnlGwCmJmZgezsHOTn5+JwRxcoKCgEBIMBHD16DAQmCFSAVlWAiCAAKbUVCw+OmCSRQ+yg1BsWP7OhNBAWTepQEAqI4MATMwAKkQZBEQQVI9Nz2pdzn88HjiNhrxwlBEHEmjXXwefzQRAEXL16DYODg1GiAQDWrLkuqntqNn19fWhtbUV3d3fMdoWFheEGB4/HA5/Ph97eM+jrO4u+vlihVl5epjlKY3LSBYvFivLycgwPD6O8vByFhdKsMZ/Ph5GRC7hw4QKOHj2K0tISxaiP9NoFHDt2HNdd16YaQUxLS0MgEMBf//V9cDjScfPNN6O5uVnRR8gIyQzkVnrQcDgcaGxsxPHjx9HW1gav1xsu2GZow8TQImW5Tq2f6/N59NFv4s0331J9+gWkp7sNG9ajo+MQnE4n6uvrYbdLrfVnz54LP+mazWasWduGIxEpr/b2Deg904cLXbE91jds3YyXX34RLU0b0dMTPQE7I8OB/n7lqdj5RRlhMVTdUIQ9+5TF1MDAAEqzm+CZUr6RVTY7sHffPrS2Nqu+dhmlwbOzsadpF3bqtewWF6mLoWmfcgrv3LnzIAQYHRtAfX0d7PZ08JwZAwMjuHLlGjoPn1AdhUApxejoKLKzs+DzTaOwsABZWVIK5919R0Ah4mzfAAjhMTGhleYKhtNc6ohSVIciVPAs1exQGgSFAJHKIoWDJJrUU5YC9YIjNtCI41EQcMQMAi4coeKIFQJVF7EUQfDEBkFDWJ0504fNmzfh6NFjqKiQ6mLkYuOhoWGMj4/j979/A1u3btasnzpy5KhujdXZs2fxnvdsx9SUGwDB5KQLg4ODGB0djRql0tbWqnm9GxwcQl1dLfz+6ahIU0aGExUVFcjMzAzVhvlAKY3xk5Jxu924dOkSKitX4fx55eiP3+9Hb+8ZNDU1wuPxoLm5GU1NjWhtbUFzczNqaqrBcRyuXbuGsbEx1NfXq573XKMWWXI6nWhoaMCbb74Jl8vF0mQGYWJombPSxFBmZiZ+8Yt/x4033hLz9GsymVBdXYX8/HxwHBcy0+vEoUPKtQ2BQADd3adRW1cDjuNht9txUKFdHAA2b74ee/bslZ7WuNibUV1DRUxUSOaaW7qx29LMuHjlrGokj1KKsopC9JyKvZC3XF+EN9+S2tXV0kCRDA9fhIV3aLbq6+lxt0s7umS3q4fne3rOgud5xdd69ux51NTUxjzBOxwOFBQ4UFtbg/HxcfC8CYRI0QxRFODz+XCqqxeESOki6YYX+15RGgx1YKmfv0inwRFbVMSGwAxC+JDsESHSIDhi1hdN4EBVCpwjzgoENoDQUMt9MGZdkXp1RZpAfTHnLUeqZGE1PDyCdevWata+7NmzT7fLat++/VJn5d59KCsrRVFRESwWC7xeLy5eHMXIyAhef/33uuscO3Zc1QQRkB5KKKXYtGkTvF4vXC4XRkZGMDZ2KcYssqamWnP465UrV2GxWFBYWBgWZBkZTjQ1STU9zc1NaG1tRlNTU0xnViSpTnElgtY5ZGZmwmKx4Fvf+hbe//73z/OZLU1YN9kihVKqGYY2ytTUFHp7e7FmzZoUnFXy9Pb2IisrC/n5+XN6nOee+wn++Z9/gKysLFBKMT4+jnPnzke9p5WVlZpFtwQE161pg9PhxJm+foyOKtfHbN26Cfv3vRt1Y9+08WYc6ZQ6YTZtuQ5vv61+M0izpyHTXIWSGmvYXVmNHe+5A4f2R3setbaX4g9/jG6dLSqowJUrylO8ZWqq6jA0EOuHItPcWofTJ5SjWQCQkenA+FXl9wQA2q5rQMchZQEIAHUNpTipMgpi69aNeOcd5ZZonudRUVGBs2fVu+H0xI60zWzRED5CSDwQABxE6tfw+dFaJ3IbWcRIER/ZH4hCCI/SkDrHtNNz0n4c1CJNBCYQYgIoAYgAkQah1NVmMpnQ1NSoWiwNzDQIRBZC5+bmhvyY0hEMCrh69QqcTqeulYBe4TEgdXSdOXMGxcUlcDjS4fcHMD4ujdiRGyPWr1+n63fU2NiI/v5+eDzRQ2w5jkNNTQ1aWprQ1tYGp9OJnTtvM2SCOZvx8XFMTk6iulp7Mr0WcidYovh8PvT09KCtrU11m0ceeQQ///nPceTIEeTm5iZ8rCUO6yZjQPXpe6GYy5qhSD7+8Y9hz569+PnPlX12AKntVKl7pq62FkXFRRgcGMTRkDhpbGzE1asTUWLKbrfjurZm7HknVuhMTEoiY0N7K955R7vV1uP14IYtpfj9H2KNCGfjC8wyJFxfijff/n3MdsUl+bpiKCcvU1MMDQ1qDx6dnHCjpLgQIxeU1+jrG9T8+8vLKwSgLIaOH+9SHfApCALOn9eOfonUa6DI2Q8CW0QETEpHISrNJQkZLYNEkfpUxFd0REbeRs0x2nB6DjwoOHAwAYQDASCGRBVFEJQGpW2otL0SwWAQ/f0Dqikjub3cbrdj584duHDhIoaGhnD58mVcvhydYpX8hWK78CJ55509UWm1tLQ0VFRUwGTikZmZicnJSZw82YXm5ibNKNKhQ4d103OnTp3Ctm03gBCCpqZGtLQ0h9NdcspITnMlIoQAKSqTqlKGRDESnSovL8ef/MmfYNeuXfjNb36DrKwsze1XMkwMLVJYzVDy/NM/fQ9HjhxR9CqROXbsOG666UZ4PB6YTWYMDAzgzJm+mM6UU6dOYevWrdi7Txr90NbWArfLhf37lf1LTp06iT+5/U7s1hkECgBNTXWYnFKPsERyfuAcAKktvmltKd7Z/6ZyIaVTv07AZtP++k9cc6GosACXxtT9hoo1xNCU24Oamir09Cj7yVy8oFwQC0hFsRzUa5Io9YPn7BBErRoaAVK9Dg0LB/k3kugRAQQgUkC5EFpCEk1mUKj7flEqgIcdlFAglEKbLaoA/SiSUnputqiiVJhJz6m25Auhmib11zUxMYGMDCfq6+uQkZEBu90On28ao6Oj4fby7u4e5ObmIC0tDVeuKHcoCoKAvr4+NDQ0xDi1Rw45NZl47Nx5G7q6ujA0NKw4P2zPnr3YsmUL9u7VS89J7etmsxl1dbXhtnW5o6ukpER1fyD5NFeyM8FSYS9i5DV4vV6sW7cOf/qnf4onn3wSf//3f5/0cZcrTAwtc1ayGEpLS8N//MfPsHXre8Kzp6xWK6qrq5CTk4NAIICBgUG8884erG5oUB1WKbNnzx7ccuutmJxwKY6aiGTTpnaMXDwDv1/bOLO6ugIDA2eQnq5enxDJ4NAgakvWoniVE2/v/4Nq1CUQ0HYkBox1lBUV50WJIY4jyMlzIt1hhcVqQnaeHa3XVYJSQKQUgYCAgD8Ir2cak5MeFBQUqoqhc2cHQjds5feI6mTlJZHCh0QPCaWIuNAgU0CKohCIdFq9myssGkSop6ckgSOnqDjCRwkTiiAo/BBAQKhJUzRJUST16A+BGQSSISOlQVVRJdU9aQsrGiq6njkWAQdzhCiUfHsqKpw4ebJL9e/h8uUrSE9PR05ODq5cURbGHo8XXq8X7e3tMJtNAGiMJxAwY6ZIqfpw3P379+P669tjxnYUFRWFxU5zczM++tF7ceeduxLqlkqFGEq2EyzZB15BEHQFmc/nQ0FBAe68807s2rUrqeMtd5gYWuYsRjGUatNFLerr6/HjH/8QTz31DC5dGsP58/04dSr2ifTi6Cjy8/Nw6VJstIIQgnXr1kIURRw8cACZmepttIQQbN26Mey+vHbNRhw/rtzKW1JSgMnJS5iYmMTExCQqKxsxPKSdmgKAhuvy8ZtXfquZ/tRy45YZGNRONTkz7MjOt6OtvRTuqQlcuDiC0dExjPfPpIxaA804rlF3svutsxBpAIRIXVUEXOi/CQiI5I0zKypDQ+XGAMAhLeTADBBKIoyWpYZ4EBIWMhQBRfPC+EUDoCQcQAEKf0igKK4kbafach9aifoBmMFFCDcqt8ojAIEGACql57RcrNXTc3LtEA+AA0/SINJpqcttliicmvLj1KlT2LBhPQ4f7lS9VgwMDGL16gb4fD5MT0+joqIC+fm5MJksuHbtKsbHpXlf8iR5tTZ4r9eHoaFhVFdX4exZ5Xo0i0WKfH7yk/ejsrIy5N3THFPzcvDgwYRHWSQrRmRPqkRJRQG20ciQnBpUe72vvPIKPvOZz0AQBNx333340pe+FPX76elp3HvvvTh06BByc3Pxy1/+EpWVlQCAb33rW3j22WfB8zyefvpp7Ny5M6nXtJAwMbSIUTOti4f5Fh96zFfNUCR/9md3Yvfut/DDH/5IdZtLly6hra0Vly9fgSiKMJvNaG5uQnp6Orp7eqIKRMvLyxRFZk1NFWx2a9QYCgrlCEBDQxUuXboQ1SKen5+tK4Y2b2nD5WvDunVgg4PDKMgrxbVr6kaNY6PjKCksx+XxmVluldWFyMqzor+/DwODZzEwzOPwYeVZUwDQ03NG07dGKj6moXRNKGIS9efIAQqRoYi57NLkdvlvWOFPmSd2zZZzUbHDagYCMwACnqSFCpqDisIBgG5Nj1J6isACLiQApbb7IAhEiFREsuk5kU6Dgx0gcr+aMONBFCHapNZ99WN1dBxS7PrKy8tDWVkpHA4HgsEg8vML0NHRgXPnzuHcuVgxMzw8jNraWkxP++ByKftdTUxMwGazoaSkGIIgYt26tWGX5paWZtTU1BhOQSUqaFIRGdIyVJzr4xtdQ8+BWhAEPPTQQ3j99ddRVlaG9vZ27Nq1C01NTeFtnn32WWRnZ+PMmTN44YUX8MUvfhG//OUv0dXVhRdeeAEnT57EyMgIbr31VvT09CSVPlxImBhizCscx6Vk5lq8PPbYt9HRcUh1RIDFYoEgiLjjjtsxPDyC7u5uHDmibN538mQXtm3fjnfelgqjMzMz0NrWhH379seMAzly5Ahamtfj9OkZ36P161tw4sQReDzRN/CxMfVojslkwtp1dfjjH99CdY2xDpaKVcWaYggASssLYDZzKCp34uy5Hhztiu746ek5oxldnJ6e1jX744hFQ0CIOpEbMeSdoy52BAMt5yL1hYqlaUQ0RpCiSQiEU3UcsUXNGYtdZ1rDy8cEjvAACEi45V6QUmizRJU0pNVoek6KNIU7xUK/mxFtPhBqgqibntOOkI2Pj+OOO3ZiYsINt9uFoaEhjI+Px0R59AqYz5w5g7a2Vpw6dTr8XXc6JTNAOcUl1/d0d3cn1VGVKKkQQ0shMuTz+TQdqA8cOIDa2tpwV9zdd9+NF198MUoMvfjii/j6178OAPiLv/gLfOpTnwKlFC+++CLuvvtuWK1WVFVVoba2FgcOHMDmzZuTel0LBRNDjHllodJ2FosFP/vZT7F58w2YnJxEVVUV8vJy4PX64PcH0NfXh5MnT6Krqwvr1q2NESqzeXf/fqxbvwZ2uxWdnUdUHa0BwBqaKWazWbFuXSP27Nmj+B70959HTU0rBvqj6ymKi/OQkWkJF5We7TuLwsIyXLqkXtgMAHa7+vwxk4lHS1s1HJkC3tnfge5zyjdkt9sdMXhUGal+Ruv32k/v+rVBPgOdYQHMpKf4sBHijCdQQIrSUT7kHq1xLF0vn5loTGiv0PGDUSk0vYiVcnoOkOqS5PZ7CgIKkdKYaE/ESiEBpzCyI+q1TYciTWJEQTYNp+i6u3vQ09OLjRuv15zhtm/ffqxduwadnbERQ47jUFVVhaqqSnz4wx9CeXkZmpubUVm5asG7ryJZaDGTCjFkpGZILzIkO3bLlJWV4d1331XdxmQyITMzE5cvX8bw8DA2bdoUta/arLmlABNDjHllIdN2lZWr8NOf/hv+8i/vxpkzZ3BGoa6XUoqzZ8+hsKgQoxdju6QyMjLQ3NIEj8cDt3sCR4+eUx0OK3PoUAduunEHzp3rw9tvv625bVlZQZQYWre+CadPn8DA4ETUdtXVFbpiaHQsdpRGTm4GauuKcer0Cezb/xbq6mp1Pw9CTJopFq1ICiCne0LpLsX99U0QQ7EUREdRZkTPzLEolAqOo+GgXYsTCKen1KMxXnDQE01e3ddFqQiOpIFADBs5SuIqel1jLfezzR1JyChypu6J0pmicuXzoejoOIT6+jr09PSqHq2z8whuueVm+P1+tLQ0o7GxEatXN6ClpVlzTEsqSeY6stA1P0aETCrOgQ1qNQ4TQ4uYVNQMLTYWomYokh07bsWnPvU3eOKJJ1W3uXr1KlpamjF+aRyUUtTV1yE/Pw8T1ybQdepU1JDG2RPuZ1NbW4OszExMui6jv195snYkvb2nwHEcsrKcqKwuxLv7ldc20i3W29uHwvwyXLkygeraMmRmmrB3314MXzgdsc0ZqWaGqP+dycMtVX8frpNRT9Poj5KQOsJmp4woCLhQlxgfimrIdT2JtK5Lwsui4PXDR0VLJOHAaURjZJFn0jRkFKkXBBZIk+yj2+PlgmkpQmRX9R+S1lFquZ9BFm0cLKH3ZKbLbfYlREprqgvCYDCIkZER1NXVorf3DEwmE+rq6sKFzC0tLWhtbUZpaWnUfoFAAIIgGBYKC3ltW+ian/lMk6Wnp6v+vrS0NNzpBwBDQ0Mxn6u8TVlZGYLBICYmJpCbm2to36UEE0OMeWUxdLd9/etfw759+xXN3XJyslFVVYW0tDTctvNWvPXW2zh9+jQULFEASCkDpafotWuug8lkihox0NTUglOnupWWCTM6Ooodt+3Avr378O7+86rbHT9+Ag6HE263R3UbURQxNnYRAvXgZJd6PRJHtFNHUgGvdjSFEF5TDEk3+tg1KKVSGo4QEGIPRUgivXrEqEJmnthCKSm14/h05nMRUIpQsbQYcRwlYaUkmqLOPvQT+bpiu9AoFUDA6dQ0eQ14EMl1T1Kbv1rBtLSO1ucZjKhXioaAB8dZMe0146tf/Qrq6+vQ2Lg63OGlhdlsBiCJKZPJpHujTkV7eaIstJhJVZpMT9DpRYba29vR29uLc+fOobS0FC+88AJ+8Ytoo9pdu3bh+eefx+bNm/GrX/0KN998Mwgh2LVrFz70oQ/h85//PEZGRtDb24vrr78+qde0kDAxtEJYyAtPJItBDJlMJvz0pz/BHXe8D4QA+fn58Hp9GB4exoULF8LmcoQQrF27BocPd6quJT8Nm81mVFauQlFRIc6fO69cT6ERFZeO1Ybh4SGMXhzGxMSE+saQCpfXrl2PAwdij0MpQIgISn0Q4NcUD4B+zQ4gDSPVjlwEoBTZkc+HIyQUgRJCnfFiKPUmR3pCx9GpDRLCdS/qr0mgPhBIbelSikgSK1GeQNQfEk3aDtV6XWiSrxEnvR6od6FJ3zy9lvvpUBTJH9pHKUUnCSI90aQ3sJXSIEycAyAEPLGCI1ZwnCWUdpT4y7+8S3V/NXieB6XUkCBK9pqUzL4LLWZSFRlKtmbIZDLhmWeewc6dOyEIAj7+8Y+jubkZX/va17Bhwwbs2rULn/jEJ/CRj3wEtbW1yMnJwQsvvAAAaG5uxgc+8AE0NTXBZDLh+9///pLtJAPYbLJFTSAQSIlw2L9/P9rb2xfFH+q1a9cwMjIS1a2wULz++u9x551/rvke5+bmwmTiMToaW38jTYeuh81mg81mwxu/1x+nsaG9HYc6ZgSM0+lAW1szBgYGMDAgpdEIISivqMTggLoxnbSdJeJmidC3MxhKR0XX1uh/dc0gGqkyvXQQpZAiIuGbPQ1HLaKjQdpFvpKJolaHlbyN3GkFzNQOceHjytEYrXMGjNTiINyFJkuamTRdhAGAgflkUjQmer/Q3hET6ilAKUQVS4aZ4+lFrWbmsxGYwHFW8MQCjrOCIxZwxGJITFy83KG7zWxEUUQwGAxHLtRu+oFAACdOnMDatWvjPoZU29SRcCdaX18fsrKyEp7XdfLkSVRWVmqmoLS4dOkS3G43qqqqEtofMPYabrnlFvzxj39MyJhyGcFmkzEk5GjMYhBDiyEyJHPrrbfgnns+hJ/+9Geq21y+fBmtra0YH7+M0tJSlJQUg+dNGBsbRV/f2XCrPs/zaGpqRFfXKc1jjl68CKvVivr6WqQ77Dh29BjeeSe6E41SiqGBC7rnT6kfgAmESAW3amkq7dZ2eRteW+wgCAIzRBoIe+Yg5B8kFxUL8GMmdaR2HC40/kLtOIKGQCER0RgSjvSoF0xLg1Z7QdI4AAAgAElEQVS1i6WjvXyiJ9PTUBea0WiMge4x2ABQEMJFicXI1yvV9GhPuZe8imYLVAKOWMFzFinSQyzgOWvIfDExinI3xC2IOI6DyWQCpRSCIKiKoWQiQ8lGlRY6spOqNJneGn6/P5y+ZGjDxNAiJlVpLZ7nF40AWegC6kgIIbj33nswODiEN9/cHfXvFRXlKCoqgtlshtvtxrZtN2D37rfC0ZvZCIKAiclJOBwOuN2xZnMWiwXNzU2wp9lRV1+LP7zxpua5iXKqh8S+V1InjFkKx1C/ZjpE2j6AmW4s9W0k7xsS8W8kJHwiPHmoL8YzJ+KsddMzeqknaZtpENgjIlUzXVyRBcHSsdT/liRhpRZBmVUwTTlQTEd5DsWe00wKSwmBeiNev0lxbIcIye9Hu5hcrch7BkJ48JwNHDFLAohYQIh5TlLhiQois9kMv9+PQCCgeENeymJoobvR5DWMPOAme5yVAhNDKwCO4xbN5PrFFBmSL2jPPfev+OQnH4DbPYVr167h3Lnz6O8fiOr+4jgOa9Zcp2rECEjdFJs3b8L+fe/CbDajtq4WuTk5cLldOHLkGA53yrVHJPT0r53CIYSEYwOUIiSARFBMQxQj9+UVRVP4dUKeY6VVHyOAJ1LUQor2BKRoT5wOzFK9jr5rsnrrulzX4wXRbV3XNxIUaUDFE2j2ZHqz4iiPGWgoCjO77ie6YJpGmEiqFTEbMUCcEY3TUk0PZw1FfayhFNf83uASFUQWi0VVECUjCBY6MmMkKjOXxzeyxnLrRJ5rmBhaASwmAbIQ5xJ5UZCPTSkN/6Snp+Fzn/ss3vveO1VFoyiKGBwcQkFBAcYU/HuKi4tRXl6KA/uPghA7/AEvurq61M5IipBRqmlISGkQhFiBUNGvKKqlwcy6NSZSsXJEdIhKA0cpQaiOJQCR+lTbyKPX0UExwzO7dZ0aaF0PQN9IcMYkMXIel1QwPeMJxEMvYhXQFSgk9BrkIbDqYzs4A4Iw1txRruWJru9ZPCmOZCJEcqNBZCQj2chQspGdhRy0mmxrP2BckC2GxpmlAIufrQAWmxiayycWWeCIoghBEBAMBqN+RFEMvxeEEDQ1NeHkyZPYunUL/u///Yrm2pcvX0ZhYSEqKiqwcWM7OGIPDdPkcOHCBRw40AGBekM3VO2vlhjqZorGBI7YQgKIg4gAREyHbuJa9SM+zZEYNDTYlCM2aTtKQx1VXoiiN5wWogiCJ9oGbXKUSR2pnocnaeCIDRyxQFJHAkQ6HX5/JN8cvRu9GBKLsy/mXKgmxhaauUVD4iMIkU5DpN7wYFIZISQ+NI8WithI61vC6xMizS6Thqh6Idf4qJtNygXgyn8DBDx4zg6eS4PVVIA0Szkc1hqkW1fBbimG1ZQDE+9YVEJIpih3Q9z78DwPs9kc/k7KJDP5Pdmp8YshspQK08XFUAe6XGCRoUUMqxlSRxZUkRGeyH+PPJ78o0RGRgaKi4vR3d2Nv/3b/xd79+7Ha6+9DgBwOBxYtWoVTnX1hbYWcfz4CXDEplo7JG8n1XxoRVEIKCg4YofkPOwH5InlUa8zAJ7YdTuVACL31AOUB8fxACWhOpuAtH44AqP+/htLc/lCw00RKjYmobqYUKSE+gH4Q5GPxI0EZThiB6gAEDlaFOvQbKzoOHbw6UzBdOi9ooHQZ6dd02TU3JFSgOdm0ltStGdpX3YTiRBFttwTQsIPRUs1TbbQNUtG1mBpsvhY2t9KhiEIIUu2ZkgrxQXMuHTLFyYt4aNGWVkZTpw4geK8dlAqgOfSIIp+uN1unDx5MmZ70dBgUH9EMe2suhIqC5RpXedmIDTWIRT5mA0FCbdlE5ImpboQgKCYUtMbihpakcjRJJnoFBeFEIouCbpGi/oOzVKhuFTsHFtwPOPQbER8aH0moddAeFBqCtVEzawftRYVDMxCi677kdrXLRH1Pcbb11cKcoeZ7EG0kAXUyabZgIX1OQL002TT09MrvaU+LpgYWgEspsiQlhhSivYoPd3MjvYkclFSC/cTwsNqyoHHr+3xEz0YNJJI4SCGvV6UjPgAGLrRA3LDujyaQvLZkWptghECgEBvqKpe8a4U8eHBEzntpN66ru/RMzMjK/K/Yx2ag5rzsoyct7TNdMhskUbN44p6DVSqzdHzH5IcuZXqlUhEy7oFHMmFKcn29aVIItEhQHKpllvukylCTkVkaCGFairEkJ6g83g8TAzFARNDK4DFVDMkR3KUBE+8KS4jJFTjwNlhNeVhOjiusZUInthBqTjLM2a2cOCg7zysdKOPNuKjNDiTvlGNfstpMu3XJ4kOqfU72qgwEBUpkWpstDx64pmXJb036g7NRtJcs92nTREpJ7kTTT+FZaS9X4qiWUFgkVrYQ1GfuWpfX4okKohMJhMCgQACAe2IqBaLIU2VDKk6vtZ74PV6kZaWlvQxVgpMDK0AFkoMqaW4gsEgfD5fuJsimRSXTCKiRwuLKRuC6EVQnIKaZ4zkK6NttCfdVM2a9UNy8bPUAh5ZexMdKZEEkU66SCHSNDO5XDZKDAJEOxIDGO/mAqzgCKLSaOE0VHhelvYgUm1vHRIqJpactAnlQ91zcuQq9pz0fHqiTRK5KHdmPtTGPt/t60uReAVRIBCA2+3G5OQkLl++jPT09ISEwULXDCXLfBzf5/OxifVxwMTQIiZVT6DzIYbiSXFVV1fj9OnTaG1tTWmKK9VYTYUQA0MQqV/VM0YwVD8kC5TpmBSRGCEajNQPxUZHIpFFAwFH0kJRHrkuZtamVDAUHZFqbCKPYA5FlBAq/Jbb8jlAo73faJ2VmtlipLDhiHl2UZPCWsppLtmkkOOs4GCBlSsAz+kPIWWooySIKKXweDxwuVxwu91wuVzhByCn0wmHw4GqqirYbLaE0mWpmLW41NNkerA0WXwwMbQC4Hk+ZQXUqejiKi4uxtWrVzEyMoLS0lLVY82X6FGD43jYzEXw+Aeh36UUXSgc63kTCIkB9TSX1Dmm7YeDUOwlOs01u5NLOgOiM5NMe6DnTO0TODNE0R8uOJ7d8SYdjQONq5uLCwm32Wk6L7iUeAIR8JwNhJiioj4s2jM3FOVuwIHO/w8ulwtTU1MQRRFpaWlwOBzIzMxEaWkpbDZbzPVAFEVNl2o1FjqykyzzFRliaTLjMDG0AuA4Lu78vF4Xl0yiKa6GhgZ0dHQgMzMTtatujOvc5hOes8Jqysd0MNZoUYILp3AkQRSbIpKhVNTtrhJiBAoHeQgpASCGhoSGhZUqSsXLSsfzhwaRyv+i4NBMEfLz0Z5dphb5iY4mUVAqRWzUokQC9Rnq5pLep+mZkRTLqH19KXL92j9H99k34HA4DPvf6LlUq5GKyFCipKL4OhU+Q3roTaxnRMOuGCsAvTRZol1cibDQ0Z5EsJgyIYheCKIvdFMnUBqyKQkGLdGpLVBkzxsKEvIW8sekiGSMdFfNFigztUPR0SQpzRU5BT4WY3U4QfBIAwiNaY+PjCZJ66guI62lMPqCgA+5M1vBcZZQcbOVFTQvIhqqb0mpS7UaCxkZSoUYSkXNkx4ej4eJoThgYmgRk2rTxVQZFRphKYoeLWzmAnj8gzrpG620k4Q0/d0GQmjI6A+KnVxSBEn7gieqRlBmokkAwJM0CNSrXDsEvYGmkceTBYqoWPsECBDgAaczU0y/m0uqfeI5OzhiCkd9Vlr7+lIlUVNGAOEItp4gWkgxlAqPolQ4aOu9RyxNFh9MDC1DlFJcPp8PwWB0mmMxdnEtVgjhYDMXw+MfgHbaKbLAmUREYwDZ84bCB6JTF6NvIhg+MRBqA0ekFNSMQ3O0sInPJDJi+VnRJGnbaVXfJHktI2aLPLFBRFCK9ISiPax9feUiP7RFulSrsdBpslQIsbnuhmNpsvhgYmiJYyTFlZmZib6+PrhcLmRmZiZ8rJUifNTgOQts5gL4AqMxv4uevg6AQorEwK8YjVGP6kRuE+mZIxc0h6JJES7WHLFA0I3q6LXJS7YBPLFHtMcrd6IZcbGWiEwHchFt6zPDSFm0Z3mSjCkjgLBLtdoNf6HTZAtdvG2kA4+lyeKDiaElQjIpLo7j0NzcjOPHj6O9vV03vLrSRY8WZj4DgjgNQfSFbvVCKNoTXTDNEate93eoXmcm4iIRG02SozpqXkVSVEff70huk4+exzW7E42Eojp6E9c1zBaJGTyxgufsoW4uKwgxsWjPCiNZl2otQZRMqirZmV2LQQwZTZMVFhbO0xktfZgYWsQcOnQIXq8X69atS7qLKz09HWVlZejp6UFjYyMAJnoSxWrKhcc/BEEz7TRtQKCQ0FR3qXJopuB4djRJ38Va8juaLVBiZ4rJ26gXetPQj16bvJTmAiGhCfIzUR/Wvs6QScalWh7bAcSmlERRDJu2xstSd682eg7MdDE+2FVrEZOVlYVPf/rTcLvd4Ry6/JNIkXNpaSmmp6dx6dIlAEjoIsWQ6ofs5mLofX2kAasWyCkijtjAE1vYGFGa/SWJJZFOa9TYiLoCg8ACAgIO9pDA4oCQi7VAvWEBJEd1tJDdoCPhiAUmzgmLKRd2cwnSrVVIs5YjzVIGmzkfFlNmyNeHXVIY0STy0CV3mMlDpmd3TyUjaJa6e7XRc2A1Q/HBrlyLmNraWjz44IP46le/mpL1CCFoamrCmTNnMD2tU5jL0ITjzLCZY0PQkqeODTyxS6myUHRFcrH2QaC+UP1ORJE79YXmgKlDaQAcrJDMFq3giC00O0t6OqbwhzvG5CJqNeR6JSUIePBcmjSfzVyENEsFHNZapFtXwW4pgtWUAxOfznx8GHGRCkEUSTKCZDmIISM1Q2w2WXwwMbTIuf/++zE2NoZXXnklJetZLBbU1dWhq6sLlFIWHUoCM++AxZQDjthAiFT4KYkRXygaMw2KgCHhMFPgLEPAwRISPTap9R1+8MQUqh/yKUaTlKI6SlCI4IgNJt4JqykPdnMp0q1VcNiqkWYplaI9vJP5+DBSRjKCCECUcWwykaFkW+PnwyPIyBpGaoZYZMg4TAwtcjiOw49+9CN84xvfCKe3kiUvLw9paWkYHBwEwNJlyWDhcwBA02xR9tVRg8Ak1dwQCwis4TEaIvwh0eMLFTfTcOu+FnK9UuT6PJcOC58Nm7kIaZZVSLdWIt1aDru5CBZTNkx8Gov2MOacRAWRxSIJfDlClGxkaCFrhlLlU8RqhlILE0NLgKKiInzjG9/Apz/96ZQNXK2srMTQ0BD6+vpw+vTplKy5EiGEwG4pCgkYdWamu1vD0Z6ZaFIwFE3ygCMk1GWmhuwUrXQxJ+CIDWY+AybeAbu5FA5rNRy2KqRZSmA158HMO8FzFhbtYSwYyUSIRFGEIAhLumYokcG0iazh8XhYmiwO2KPgEuHP/uzP8Otf/xo/+9nPcO+99xreTxRFeDweuN3u8I/P5wPP83A4HBgZGUFTUxMGL+5DedHmOXwFyxeOSPVD3sBI+N9m2tdnT3cn0O4KM+JiLYDn0kGA0BwuK2tfZyx7Il2qkxEUCy2GjKS4UrEGc6CODyaGlgiEEDz11FPYtm0btm3bhqqqqqjfU0rh9/vhdrvhcrngdrsxNTUFSinS0tLgdDoVp0cPDAzg8uXLyM3NxcXLHazdPkFMfDosNA+B4LXwPC6l1BlHzKp+QTLRLtZceBZX5DBS1rXFWMok2nJPCIHP54PH40n42IuhZigVaTI9awGWJosPJoaWEE6nE//0T/+EBx54AF/4whdw/PhxZGdno7m5GYFAAFarFQ6HA06nE7m5uUhPT9f90pWXl6OzszMsiBiJY+GzIIhTEEStMRQBRcNCAoI0kgUnlwMnl4MMLh/pXBbsnMPQsfcKbyZ17gzGfKMniAKBQPjhzuVyYWpqCqIoIi0tDTk5ObBarQkJi2RrhhZaTAFSmkyuo1KDpcnig4mhRc7U1BReeeUVHD9+HMeOHcO5c+cwPj6Oxx9/HNu3b8fGjRvR1tam+8VQgxCC5uZmHD58GOvXr2fRoSQghMBmLoJnekCz7scEgjy+HhZigyMkfhxcNrgkRlNs4W+K+TcmkBiLnaLcDbgwfhBerzcsetxuN7xeL0wmE5xOJxwOB8rKyuBwOMKpIXmGmd7YDiVSEdlJ1PAxFceX19BLk01PT7PIUBwwMbTI8fl8OHnyJNasWYOPfOQjqKqqQjAYxPbt23HHHXdgzZo1SR/DarWipqYGp06dQltbGxNEScARE2yWYnj9Q5Adpov4Cji53JDoyYWVzM8FKlIgMWHEWKwU57Xj1T88C4fDgYyMjJhUvhIcx4VdquMVRAud5kqVGNJbIxW1SSsJEuecluSGujBSxokTJ/DRj34Ur732WsrUf1dXV7iuCGDjOpJhHWmHhaSBW2S1PUwUMRYridQQiaKIQCAASil4njckMi5dugS32x1Td2mUs2fPIiMjA3l5eQntf+XKFVy5cgW1tbUJ7Q8APT09KCgoQFZWluo227ZtQ2dnJ2uqUG69jYFFhpYoLS0t+MhHPoKvf/3r+Pa3v52SP/iGhgYcPHgQWVlZSE9PT8FZrkyUUlZ6bM1PXDTtuWTcboFFixiLlUSKquWW+3g6zBY6spOqmiGtqE+yw2hXIovrsZURF5/+9Kdx+vRp7N69OyXr8TyPxsZGdHV1QRRFZsYYJ1v4mwwLoa35XNRPMiS6ViKijcGYS1LpUq3GQouZ+UqTAWBRoThgYmgJw/M8nnvuOXz5y1/G1atXU7JmZmYm8vLycPbsWQDMndoo8YqguSQeYRSPgGMw5oNUuVSrsdBiRi+qMx/nwIiFpcmWOOXl5fjSl76Ez3/+83juuedS8iRQWVmJw4cP4+rVq8jOzk7BWS5vjIiJuCI2hRcNbbd3tMjwcfVSaVv4m1jajLGkiUyZAVAVHAvdGj8faTK5qJxhHCYtlwEf/OAHwXEc/uu//isl68nT7bu7uxEIBFh0SINUCaEthRfDP4aPHbGP3n5GIkUsQsRYLCTavMHzPEwmE0RRVB1dtNBiZj7SZF6vl7XVxwkTQ8sAQgi+//3v48knn8Tw8HBK1rTb7aisrAzPLWOCKJZkhVAiAkjzfAyKIs01WNqMsUhIVBCZTCbwPI9gMKgoiBZazMyHGPJ4PLDZ1IdDM2JhYmiZkJOTg+985zt48MEHdXPmRikqKgIhBBcuXADABFG86AmhuUJPFM11zRKDkSoSFURmsxkmk0lREC20mEmFGNIbVOv1epn7dJywpOIy4tZbb8XLL7+Mf/mXf8Hf/M3fpGTN1atXo6OjA1lZWSzsGgfJCqGWxm5DxzlxqkH3OEq1RVvzOc06IlZDxFgsJDrHjOd5RVPGZCbeA4tDDAHanWJsLln8sEfEZQQhBN/+9rfxwgsvoKurKyVrmkwmrF69GidPngSllEWHQiSaStITQi2N3YaFkNHt1Y7JaogYS4VEO8yUUmapEDMLKaaMwGqG4oeJoWWG3W7Hj370Izz00EOYnp5OyZpZWVnIysrC+fPnAQAjlw6kZF1GNPGIoFTty1JmjKVCMoKI4zgIghAurE5GjCx0N5oRPB4PE0Nxwq6Ei4iHH34Yq1evRltbG97//vfj2rVrCa2zbt063HnnnXj00UeTOh9KKXw+H8bHx8HzPPr7+7Fnzx4cPHgwqXUZc4OWIEq0RolFhxiLiWRNGQVBSDpNBiRnZjgfYoilyeKHiaFFxI4dO3DixAkcO3YM9fX1+Na3vpXwWl/4whdw4MAB7N2719D2giBgYmICw8PDOH36NDo6OrB//350dXXh6tWrsNlsaG5uBs/z4en2jNSRTFRoLtZhMBYryZoyBoPBBTUsTNZ00cioDZYmix9WQL2IuO2228L/vWnTJvzqV79KeC2TyYTnnnsOd911F1599VU4nU4AM9Eel8sFt9sNl8sFr9cLjuOQnp4Op9OJgoICVFdXhy8ekfj9fvT09KCpqYlNt08hJ041MCHDYMwBlFJ4vV64XC5MTk5icnJyQcdUpCJNp3f+rJssfpgYWqQ899xz+Ku/+quk1sjPz8ftt9+Oe+65B5mZmeju7sYXvvAF1NTUwOl0wuFwoLCwEGlpaYYvDiUlJRgfH8fY2BgKCgpWrCDaK7y5KFNIWt1lDMZyQa3DTBAEuN3u8IOey+WCIAiw2+1wOBzIzMxESUkJeJ5PyViMREjFOA+9/VmaLH6YGJpnbr31Vly8GFu/8cgjj+DOO+8M/7fJZMKHP/zhuNf/7//+b/z0pz/FwMAAMjIy0NLSgqmpKdx444146qmnkh6vIbtTd3R0ICMjgxl7qbDnkqhYnLx3tEi1fodFhxgM4xTlbsDJnlfDomdqaioqwl1YWIiamppwvVAkwWAQwWAQhJB5T5mloptNT8R5PJ5wNoBhDCaG5pnf//73mr//yU9+gpdffhlvvPFGQqHctWvXor29HeXl5eH9x8bGcOutt+JDH/pQQuc8G7PZjPr6enR1dWHt2rUrNjqUKHMliFhUiLHSaK7fic4Tv0ZeXh7S0tIMiwyTyQRKadigdj4F0Xz4FPl8PhQV6c8uZMzACqgXEa+88goee+wxvPTSSwnne6urq1FRURElpAoKCvDNb34Tn/rUp1Tn9cRLbm4uHA4HBgYGAKxMd2o9U0ItU0OtIasnTjWEf4xgZFsjQ10ZjKXI2pb3weFwxC0wzGYzOI5THduhhJHiZSNrJFOzZDRNxqL28cHE0CLiU5/6FFwuF3bs2IE1a9bggQceSNna73vf+1BSUoLnn38+ZWvW1tZidHQULpcrZWsuNeZKEMlECiO1H91z1DiO3jR75kLNWArM1Ryz2cyHe7SRc9BLk7EC6vhhabJFxJkzZ+ZsbUIIvvvd72Lbtm3Yvn07ampqkl6T4zg0NTXh5MmT2LBhw4pNl+kVU6vVDwEzQmUuZpXpiS09IcRgLCUSGdshmzIqje1QYj48gvQwcg5MDMUPiwytIBwOB5555hk8+OCDCAQCKVuzpKQEvb29AFZmugwwFiHSixLJP0mfi4F1jAghFhViLDWSMWWUXaq1SNZ9OhUYFUOsmyw+mBhaYWzduhU33ngjnnzyyZStWVZWBq/Xi/HxcQBMEGlhSIRECCMj4ije7ZkQYixnknWp1npQNFKvM9ew1vq5gaXJViBf+9rXcOONN2LHjh1Yt25d0uvJ7faHDx9GRkaGolnjSsGI/1CkGDEyGyxVxc9G02JMCDFWIrJLtd/vRyAQUGzJT8Uoj2QxWjOUnp4+T2e0PGCRoRWIxWLBs88+i8985jPweDwpWdNqtaK2thZdXV0rfrr9XuFNw4JCL32WLPL6TAgxVhKJ1i7OnmM2m1S4RycLS5PNDSwytEJpbGzExz72MXzta1/D448/npKnnfz8fIyPj2N4eBhlZWUrtqBaRhYWRpyqlcRKohPlExVXTAjNHal0K2efkzESKagGEI66yOmyyCjMfHgE6cHSZHMDE0MrmIceegh33HEH3njjDdx6660pWbO+vh4dHR3Izs5mYdoQ8YiiSOar24vdXFPPXI5qUVqbfYbKJCOI5A6zSJfqxSCGRFHULUVgabL4YWJoBcNxHJ599lncfvvtWLt2LXJzc5Nek+d51m6vQqKiaK5gN9DUs1CfbeRx2ecaTaKCSKnlfrGIIb01gsGgYs0TQx0mhpYgr7zyCj7zmc9AEATcd999+NKXvpTwWqWlpfi7v/s7fO5zn8Pzzz+fknSZ0ylNvu/r60NdXR2Gx95FacHGpNddLsy+Wc3nDZTdKOeGeD/DRFKgRiOF8rmwz3qGRAWR2WyOGtuxGMSQkTTZYij0XmqQOAu6kq/+YiSFIAior6/H66+/jrKyMrS3t+M//uM/0NTUlPCalFLce++9uOmmm3D33XcntY7P5wsPThwcHITJZILFYoHD4cDN2+5NeO2VBKsvWToY/awSrf/SghXFx08igkgURQQCAVBKceXKFXi9XlRWViZ0/KmpKZw/fx7Nzc0J7Q8Avb29yMvLUx26TSnF9u3b0dnZyQSRhKE3gUWGlhgHDhxAbW0tqqurAQB33303XnzxxaTEECEETz/9NG688UZs3boV5eXluvsIggC32w2XyxX+32AwCJvNBqfTCafTiba2NnR3d2Pt2rUsZBsH7Oa1NNATQnMhgLTWVxNHLFI0Q6Iu1WazGYFAAIFAIOlRGvORJiOEMCEUJ0wMLTGGh4ejxEpZWRnefffdpNfNzs7Gk08+iQcffBAvvvhiuIMiMtojix6v1wuO4+BwOOBwOFBYWIiamhpFwVNdXY1Tp06htbWV1Q8xlgXJiqBkR6+o+U7Jx2WiSJt4BVEgEIDL5cLk5CTGxsZQUFCQ8LGNeATpYTRNxogPJoYYYTZu3IjCwkJ88pOfRDAYRE9PD/7hH/4hPKHe6XSisLAQaWlphp86CgsLMT4+jgsXLqCkpIQJIsaSJlEhlMrZc5FrKQkjI6JopQsiJWan+eUHP7PZHI52NzQ0wGKxqJoy6pEKB2s9QcXqhRKDiaElRmlpKQYHB8P/f2hoCKWlpQmv9+Mf/xivvfYa+vr6YLfb0djYiEOHDuH+++/HE088gby8vKTPuaGhIdxuz7wvGMuVRIRQS2O34fVPnGrQXHu2MNqazzFBpEJR7gb0nn8zSvgEAgHYbDZkZGTA6XSipKQENpstRliIogi/3x/uMouH+UiT+Xw+2Gy2pI6xEmEF1EuMYDCI+vp6vPHGGygtLUV7ezt+8YtfJFyQd+DAAeTk5KC6ujr8BTty5Aj++q//Gq+++iqsVmtKzvvatWvo7e3F+vXrwXEciw4xlhxaUSElIaQmguIRQFooiSO1FJqaKFrJgggA3j3833A6nXA4HHGNERIEAYFAABzHxZX2Ghsbg8fjSbgAG5Cuz01NTarne/nyZfyf//N/8OabK/uzjcBQmIyN41himEwmPPPMM9i5cycaGxvxgQ98IKnOhKcIRQQAACAASURBVOuvvx61tbVRTxpr1qzBXXfdhW9+85upOGUAQFZWFnJycnDu3DkAK3eYK2P5kUohlPeenqgfLVoau2PW21J4UfHYqlGrReJ5tVBsXHcXcnJy4p6nyPM8zGYzRFHUnXQfyXy01ns8HhaBTwAWGWIoIggCbrnlFnzlK1/BDTfckJI1RVHEoUOHUFdXh6ysLACJzxBiMOaTZKNCaiJIT/DMZvytesV/NxolYhEiZRJ9OAsEAlGmjHqMjIxAFEWUlZUldDwAOHjwIDZs2KBaF9Tb24tHH30Uv/rVrxI+xjKDRYYYicPzPP7t3/4NDz/8MCYmJlKyJsdxaGlpwenTpxEMBlOyJoOx2DBaLB2vEJL3UdpPSWzFU7S90iNEiT6Umc1mmEwmBINBiKK+71MqIkMANAukvV4vqxlKACaGGKpUVVXhc5/7HL74xS+mrFXTbrejoqIC3d3SxZulyxhLGSNeQkpCJREhpLe/kVqkufY+WsokI4h4njckiFIlhrRgE+sTg30zGJrce++9mJqawksvvZSyNYuLiyEIAkZHRwEwQcRgJIIRQcWiQ/GRqCCS02SCIGgKovkSQ2lpaXN6jOUIE0MMTTiOww9/+EM8+uijuHgxNV4phBA0Njbi7Nmz8Pl8KVmTwVgIjI7EmC9YdCh5EhFEsks1IURTELHI0OKFfSsYuuTn5+Pb3/42HnroIUN5cSOYzWY0NDTg5MmToJSy6BBjUZNMgbFScTNj+REpiNRqIlNhuqgHiwwlBhNDDEPccccdqKysxHPPPZeyNXNycpCRkYH+/n4ALF3GWB6oef1EotYVxlgcJJouixREgUAg5vfJjuMwUrvJIkOJwcQQwxCEEDzxxBP4yU9+gt7e3pStW1NTg7GxMUxOTqZsTQZjPlFKlc0WRErRoWQFkdL+LAqVOpIRRLJv0WwPomTTZEb2Z2IoMZgYYhgmPT0dP/jBD/Dggw8qPvUkAsdxaG5uxqlTpyAIAosOMRYtyXrxqAmiRESR0X3i8RpixJJshGi2KeN8iCGfz8fSZAnAxBAjLjZu3IgdO3bg8ccfT9ma6enpKC0tRU+P1B3DBBFjsaImiIxEhwBJEGmJosgfI7+bvTYj9SQqiCJdquVay2TFkCAIumk2VjOUGEwMLWMGBwdx0003oampCc3NzXjqqadSsu7f/d3fYffu3Th48GBK1qOUIi8vDy6XCydOnMDx48fxv795JiVrMxipJl5BFI8oisRo1EhtrXijQivdhVqLZARRpAfRfEWGWJosftjU+mWMyWTCd77zHaxbtw4ulwvr16/Hjh070NTUlNS6ZrMZzz77LD74wQ/i1VdfRXp6uuF9RVHE1NQU3G53eFq03++H1WpFRkYGLl26hObm5vC4DgZjMbJXeFPRl0cWG7Pb12VhMtv3J1LEJDvBXul4SufGSIyi3A0JRa3NZjMAach2st1krGZo7mBiaBlTXFyM4uJiAIDT6URjYyOGh4eTFkMA0NDQgPvuuw9f/epX8d3vflfRHt7v90eJnqmpKQBSWszhcCA3NxeVlZVRQxLz8vLQ39+P7OxsXLzcwWaXMRYtaoIIkISHkp+PmigCUpPmindqfXg/FhUyRKKCiOM4+P1++P3+pI5vVAyxNFn8MDG0Qjh//jw6OzuxcePGlK35wAMP4L3vfS9+97vfoaSkBB0dHbjuuutgMpng8/lgNpvhdDrhdDqxatUqpKen636R8/LyMD4+jqGhIZSXlzNBxFjU6AkiQNnkMFK0xOMSrXgOOq38TAilFj1BJEe/XS4XJicn4XK5EAwGYbfbUVRUlFS6zEjNEEuTJQYTQysAt9uNu+66C9/73veQkZGR1FoTExM4duwYjh49iqNHj2J0dBQPPPAA2tra0Nraii1btqC6uhpWq1VzmKAWdXV16OjoQHZ2NhwOR1Lny2DMNbKYSEQUAcZ8iRLBSFqMCaHkCAaDcLvdYdHjdrtBKYXD4YDT6URBQQFqamrCqTJRFBEIBMIdZvEKIpYmmzuYGFrmBAIB3HXXXfjwhz+MP//zP096vaeffhoXL17EmjVrcP/996OlpQW//e1v8Ytf/AKPPPJIStxVeZ5HU1MTurq6sGHDBhYdSjFGZ1CxG2V8aEWJgFhxMldjMYzWBrHPN3GKcjfgf3/zDDiOC0e/y8rK4HA4NCM3csu93+9PqH7IqBiKp46TIUHinEaemtHljHmBUoqPfvSjyMnJwfe+9705Pc7HPvYx3HDDDfjwhz+csnX7+/sxPT2N+nqpo4YJImPM18BNdjNVJ5HPIFFxFG9hNPvcUkeiNiCiKIbrh+SokaHjXbwIv9+PiooK1W3uvPNOvPDCCygoKEjo3JYhhlIUTAwtY9555x1s27YNra2t4aeJRx99FHfccUfKjzUxMYHt27fjhRdewKpVq1KyJqUUnZ2dWLVqFXJzcwEwQTSbxTRpnN1klVksnxH7fOaGZAURx3GGR3SMjIxAFEWUlZWpbnPbbbfh9ddfZyUGMzAxxJhfdu/eja9//ev49a9/ndT8nUh8Ph86Ozuxfv16WCwWJoaQ+M01kchDou3Y7MarzHwLI/Y5zA+JCiJBEBAIBAwLoqGhIXAch5KSEtVttm/fjoMHD8JkYlUwIZgYYsw/Dz/8MLKzs/HZz342ZWuOjY3hwoULaGtrAyFkRQqieG6ic1WLIhOPQGI3Y23mQhyx93xhSFQQBYNBBINB8DyvWw/U398Pq9WKoiL1ovvt27fj8OHDCTewLEOYGGLMP9PT09i+fTuefvpptLa2pmzdrq4uZGZmorS0FMDKSZcZuVnGI36MtnHH0+HEupYYDIlEBZHcYaYniM6dOweHw4H8/HzVbbZt24bOzk4mhmYw9EawOBojpVitVvz4xz/Gxz/+cbz22muw2WwpWbehoQEHDx5Ednb2ijAU0xNBegIoWe8apf3VBJJ8LlqiaAt/ExNEjGVPKlyqTSaTqiDS6yaLM7jBiIBFhhhzwhNPPIGhoSE88sgjKXtCmZiYQE9PD9avXw+O45ZldChREWRE/Mz1uAcZNv+KsdJJRBCJohge2aEmiHp6epCfn4/s7GzFNSileM973oPOzs64j7+MYWkyxsIhCAJuu+02PPzww9i+fXvK1j137hwEQUBtbS2A5ZUu0xJC8YqgeISPEdTEUSLjH5ggYix3kukw0xJEp0+fRklJiap5LqUU27dvx5EjRxI6/jKFiSHGwjIwMID3ve99+N3vfpeywauUUhw6dAg1NTXhp6OlLogSiQYpiSAtAZT3nh7D56M1Kd3odHSACSLGyiYZQRQIBEApjakh6urqQkVFhWrbvN/vx+23346DBw8mdOxliiExNLdtJ4wVTUVFBf72b/8WDz/8cMpy2YQQNDc3o7u7G4FAICVrLiR60aDZQmhL4cUYIdTS2K0ohPLe0xP+iQet/ZSOk2x9EoOxHEn0IU12qQYQHtsho+dazUZxJA4TQ4w55Z577kEgEMD//M//pGxNu92OVatWobtbujEn+gS2mEkmGqQngLy3fSDqR4tkBJFWkfdiMSJkMOaSZASRxWIBgKiHPlEUNf2IvF5vyppWVhpMDDFiEAQBa9euxXvf+96k1yKE4J//+Z/xj//4j7hw4UIKzk6iuLgYlNLwmsNj76Zs7fkiHkFgRAhpiSAt8aMnjIwKIgaDEUsqI0R63WQej2dFdNvOBUwMMWJ46qmn0NjYmLL18vLy8Pjjj+PBBx+EKCbmaCxDKcX09DTGx8dht9tx+vRp7N27F4cOHUrR2c4PiRRLR6IkhJQwEv2Zvb0S8abaGAzGDIkKIp7nYTabIYoiBEHQFUM+n4+lyRKEiSFGFENDQ/jNb36D++67L6Xr7ty5E/X19fjXf/1Xw/uIogi3240LFy6gp6cHhw8fxv79+3Hy5ElcvXoVDocDDQ0NsFgsaG9vX5bpssWCVlF1IrACagbDGDzPw2QyhQWRnhhiabLEYKaLjCg++9nP4rHHHoPL5UrpuoQQPPbYY9i2bRu2b9+O1atXR/0+EAjA7XbD5XLB5XJhamoKoigiPT0dTqcTOTk5WLVqFaxWa8zaHo8H58+fR1VVFS5e7ljy3WWzWYwFyno+RAzGSuaNPz4Ph8ORkqHVgiBgamoK165dQzAYBKVU1bttamqKpckShIkhRpiXX34ZBQUFWL9+PXbv3p3y9dPS0vCDH/wAn/zkJ/GJT3wCx48fR3Z2Nm6++WbwPA+n0wmHw4GysjI4HA7Dw16rq6tx6NAh5OTkIDMzc1kKokSxv/afhtNk9tf+U/HfjUSFlNrrEx3yymAsJZQi0qIo4siRI7pzxGYTDAbDD4STk5Nwu90ghMDhcMDpdKK5uTlcP6QUIWJpssRhYogRZs+ePXjppZfw29/+Fj6fD5OTk7jnnnvws5/9LOE1L1y4gFdeeQVHjx7F0aNHce3aNfh8Prz44ovYtWsXtmzZgtra2qRcqjmOQ1NTE44fP4729nbDImqpsHe0SDc6NP5WvWpdT6TIiRRGauJn9rqzmR0VilcIsRQZYykSTxqe4zi0tbXh8OHDsFgsyMnJidnG7/eHRY/L5YLH4wk/FDqdzrCfUKTokU0Z1cZ2MDGUOMx0kaHI7t278cQTT+Dll19Oap3jx4/jjTfewJo1a9DW1oacnBwEg0HcfPPN+MY3voGNGzem6IyB4eFhTExMoKmpCcDiNmOMt4A6nrb6VKAWDWJCiLESSFX94fT0NDo7O1FbWwtRFMPix+fzwWKxhIVPRkYG0tLSDD0UyqaMoijGCKJf/vKXuHTpEr785S+n5PyXCWxQK2PhaW1tjZlebzKZ8Oyzz+IDH/gAXn31VVU31XgpKSnB+Pg4xsbGUFBQsKjTZXuFN1UF0Z5LYowgUooOnTjVECOIIkVMvMIoFc7TTAgxlhqpbLyglMLj8URFfARBwLFjx1BS8v+3d+/BUZbn+8CvDSEkJJvzgRwJOZIEyO4mKI6EIiIVtEADBQE5CBm0LR2YKgLDVK1+UWAsyOAothhABQXaKoIYsdSoxWLNaZMQCJCQE+QICdmc9vj+/mD2/WUhxBzeZDfZ6zPDTKXw5Mmg5Mrz3PdzB8Hb2xtBQUFwdnbu82m4ueXePOm+cxjiyVDf8WSIrOa9997DTz/9hD179kg2zFWn0yE7OxsqlerOfb2NhiFAujEcZpxHRtQ9KYOPyWRCa2urGHrMwcfFxQXu7u7iqc+oUaPQ1NSEy5cvQ6lUim8HSfHxdTodgP8/9X7fvn1wd3fHs88+K8nHGCY4m4xsm8lkwrx587Bq1SrMnj1bsnVv3ryJ8vJyKJVKyGSyYReIgJ/vMOttMOpJd1hfQhDAIETWIWXwMRqNYuAx/xAEQSxsNv/oLujU1taiqqoKSqWy2/b43rg7EL311lsIDw/H8uXLJVl/mGAYIttXU1ODWbNm4eTJk/Dz85Ns3cuXL8PZ2RlhYWEAhm79EPDzjzAOVOv9/cKPGUMQ2YKam1koLy9HS0sL4uPj+33KrNfrLa65Wltb4eDgIAYfd3f3XnW7dlZRUYHm5mYkJCRIdhpuNBqh1+vh4OCAnTt3QqVSYeHChZKsPUwwDNHQ8Omnn+LgwYM4fPiwpN8xZWVlIS4uDnK5HMDQDkRmPXmdGuh9QPq54GPWk3Z5hiAaKPc77REEAZcuXYKzszPGjRvX4/W0Wq3FNVdbWxscHR0trrlcXV0l+3sJuPONmkwmQ3R0tGRrmgPRq6++ilmzZmHOnDmSrT0MMAzR0CAIAtasWYMHHngAK1askGzdlpYWXLhwAcnJyRgxYoRNhyGz3swr62kw6o/evBXEEERS6u01l8lkglqtRmBg4D1v+wiCgPb2dos3fLRaLUaNGmXR0eXi4iLZic39CIKAwsJCeHp6IjQ0VJI1TSYTSkpKsHHjRjz33HNITU2VZN1hgmGIhg6NRoOUlBQcPny4V9/Z/ZyKigq0t7cjNvZOTcxQCERA36e69ycg9eWRRAYgkoJU9T0GgwHZ2dni9bj51Eev18PFxUUMPebC5oEOPvdjMpmQm5uL0NBQ+Pv79+r3GgwGXL58GXl5eRbvt4WHh8PLywsbNmyAUqkcoJ0PSQxDNLR8//332Lp1K06dOgVHR2lefRAEAXl5eQgNDYWvry+AoROIzPoajAYKAxD1h9QdXS0tLRZXXQaDAVqtFsHBwfDx8YFcLoeTk5NkH1Mqer0eOTk5GDduXJeBSBAE6HQ6FBUVIS8vD/n5+VCr1ejo6EB0dDSUSiWSkpKgUqng6+trtWA3BDAM0dCzZcsWjB49Gs8//7xka2q1WuTk5CApKQlOTk5DLgzdbbDDEcMP9YXUg5M7j6rQaDRoaWkBgHsKmx0dHdHc3IyioiIkJSVJ1so+EFpaWjBjxgz87W9/Q1RUFAoKCsQTn6KiIhiNRiQkJECpVEKlUkGpVMLd3Z3Bp3cYhmjo0el0mDZtGnbt2gWFQiHZuvX19bh+/ToSExNtvt2+r/oTkhh4qD+kDj73G1Vxd/DprrC5vr4eFRUVkrayS0EQBNy+fRv5+fnIzc1FdnY2vv32W4SGhoqBJykpCRMnTuzxq9TULYYhGpoKCwuxcuVKnDlzRtLXVC9evAi5XI6QkBAAQ++6jMgWVDf8hKKiInF+Vn8IgnBPR1d7eztGjhx5T0dXX0LBQLSy94YgCKivr7eo77l69SrkcjkUCoUYfOrq6vDqq69K+iI/iRiGaHA0NTUhLS0NhYWFkMlkSE9Px0MPPdSvNXfv3o3S0lJs375d0vc4srKyMGHCBLi6usJkMiHI7wFJ1iYaju534mMymcR6Fx8fnx6t1XlUhfnUR6fTwdnZ2aKjqz+jKrpy6dIljBw5EpGRkZKt2RWTyYQbN24gNzdXDD+VlZXw9fUVr7lUKhViY2O7fKPoyJEjOHLkCD777DPJaiYJAMMQDZaVK1ciJSUFaWlp0Ol0aGtrg6enZ7/WNBqNePzxx7FhwwY88kj/a2QMBgNaWlpQX1+PGzduwNnZGYIgYP4T6/q9NtFw0NurLp1Oh5ycHEyYMOGe0wzzqIq7Z3R1NapioJmbKMaMGYPAwEBJ1jQajSgtLUV+fr4YfOrq6hAUFCQGn6SkJISHh/fqiu4///kPHn74YV6NSYthiAbe7du3oVAoUFpaKvl/wJWVlXjiiSfw5ZdfwsvLq8e/T6vVWhRatrW1Wbwg29LSghEjRiAm5s5gUl6XkT2Rsr6npaUFBQUFiI6OFt/xaWlpgclk6tWoioFmMBiQk5OD6OjoXv1dAtzp+rp8+TJyc3PFjq7bt28jIiICCoVC7OgKCgpiiLFNDEM08PLy8rB27VrEx8dDrVYjKSkJe/bsgaurqyTrHzlyBCdOnEB6evo9f9Hcfeyu0Wig1Wrh5OQkFljK5XKMHj3a4rszQRDEI35vb28ADEQ0PEld2GweVdG5o8toNMJoNCI8PBweHh59HlUx0Do6OpCbm4vx48d3GYjM9UvmVna1Wo2CggJ0dHQgJiZGPO1RKpXw8fFh8Bk6GIZo4GVlZWHKlCk4d+4cHnzwQaxfvx7u7u547bXXJFlfEAQsXboUjzzyCEJDQ5GdnY3ExETI5XKYTCbx2N0cfHr6kJr5L8bk5GSMHDmSYYiGPKmDT+cT1ubmZnFUReeHC82jKsrLy9Ha2oq4uDibDgk3btzAr371K5w8eRLu7u73tLIDQFxcnFjfo1QqIZfLbfpzop/FMEQDr6amBlOmTEFZWRmAOw8nbt++HV988UWf12xoaEBeXp5YiHjhwgXcuHEDDzzwAFQqFVJTUxEREdHvIsPa2lrU1tZi4sSJw7bdnoYnKYOPIAjo6Oiw6Ojq6OgQT1jN11zdtXkLgiBZh5nUBEFAU1OT2M31448/4vz58wgLC4NCoRCvuiZOnDgo4zho0PXoD5Ql69QvY8aMQWhoKIqLixEbG4uzZ88iPj6+X2vu3r0bWq0WCoUCs2fPxvjx4/HNN99gx44d2Lhxo2RH8AEBAWhoaEBNTQ0CAwNRczOLgYhszpWyb8QHBPv7DYAgCGJhs/nE5+5RFSEhIb0eVSGTyRAXF4ecnByMHj1afO19sAmCgLq6OuTl5YmvNpeUlMDd3R0KhQIqlQqvvPIKvv/+e/zwww/Yt2+fTb1BRNbDkyHqt7y8PLGTLCIiAgcOHOh1keLPEQQBGzZsQGhoKH73u99Jtq7BYEBWVhYSExPh4uLCMERW091pT01NDWpqasRHQ3uiq1EVJpMJo0ePtrjqknJURXcdZlIzmUyoqqoSg49arUZVVRX8/PwsOrqio6O7/AbqhRdegIuLi2RX+mSzeE1Gw0t7eztSUlKwb9++fp8+ddbU1ISrV69CpVLBwcGBgYgGXF+uua5cuQIHB4cu38sxPx1hDj53j6ow/xiM92taWlpQWFgIlUolWdAyGo0oKSmxmNFVV1eH0NBQi46usWPH9vikx2Qy4V//+hdmzZolyR7JZjEM0fCTk5OD3/72t8jIyJD0jZKSkhLIZDJEREQAYHcZSUeq+h7zezn+/v5wdna2KGx2cHCweLjQ1dXVqh1dDQ0NKC8v79MoDL1ej+LiYuTm5kKtViM/Px/Nzc2IjIy0eLwwMDCQ9T3UEwxDNDy9/vrraGpqwiuvvCLZmiaTCdnZ2YiJiYGHhwcABiLqPakLm80dXZ1ndHV0dMDPzw++vr5dPh1hK8rLy8VRGF3tz/z5XbhwwaKVXafTITY2VhxVoVQq4e3tzeBDfcUwRMOTwWDAo48+ipdeeqnfYz86a2trQ35+PpKTk+Ho6MgwRN2SOvi0t7db1PdotVqMGjXKoqPLxcUFra2tKCwstPmJ7IIgYNu2bTCZTPjTn/6ElpYW8YrL3Mouk8ksprIrFAq2spPUGIZo+CopKcGCBQvw1VdfQS6XS7bujRs30NjYiISEBAA8HSLp3+/pPKrCfOpjMBjEwmbzVVd318D19fWorKyEQqGwuVMhQRDQ2NgItVqN7OxsHD58GIIgwNvbG4mJiWLwmThxouRzyIi6wDBEw9v+/ftx7tw5vP3225L9hSoIAgoKChAQEICAgAAADET2pOz6f5CbmwuVSiVJTZrRaERLS4sYesyjKlxdXS06uvpywlNaWgq9Xo/Y2Nh+77OvBEFAbW2teM2Vl5eHa9euwcPDQ2xlj4yMxPr16/HRRx+J32QQDSKGIRreTCYTUlNTsXTpUjz55JOSravX65GVlQWlUglnZ2eGoWHqfic+t27dQmlpqdhd2FNdjaqQyWQW3VxyuVyywmZBEJCfnw8/Pz8EBQVJsmZ3TCYTKioqxOCjVqtx/fp1BAQEiMEnKSkJUVFR93yOFy9exNKlS3HmzBn4+fkN+F6JOmEYouGvrq4OM2fOxIkTJ8STHCncunUL165dg0ql4uvUw0Bvr7rKysrQ0dGB8ePHd/n/dzeqonNH10BfYRkMBmRnZ2P8+PFi4b8UjEYjrl69Kgaf/Px81NfXIywszKKjKywsrMef4zfffIOwsLAunwawd6tXr8apU6fg7++PwsJCAMDGjRtx8uRJODk5ITIyEgcOHICnp6eVdzokMQyRffj888/x17/+FZ988omkX3yuXLmCkSNHIjw8HACvy4YKKWp8zKcu/v7+8PT0tOjo6u2oioHW3t6OvLy8Pl/t6fV6XLp0yaKVvaWlRWxlN7/hExAQwPqeAfLdd9/Bzc0NK1asEMPQmTNnMGPGDDg6OmLTpk0AgB07dlhzm0MVwxDZB0EQsHbtWigUCjzzzDOSrWsymZCVlYW4uDixSJuByHZIXdgsCALa2trE0NPc3Izbt2/D3d0d3t7eYvCxxaLfnlztmWeQFRYWitdcBQUF0Ov1iIuLEx8vVCqV8PLysrnPcbgrKyvDk08+KYahzj799FP8/e9/x+HDh62wsyGPs8nINu3evRv79++HTCbDxIkTceDAATg7O/d5PZlMht27dyMlJQXTpk2T7BjewcEBCQkJKCwsRHJyslUfsbN3A9HRZS5sNv8wGo1iR5ePjw/Cw8Oh1+tRUFCAsLAwm25j9/b2RmFhIdLS0vD+++8DADQaDfLz88VXm4uKiuDg4IAJEyZApVJh1apVUCgUcHNzY/Cxcenp6Vi8eLG1tzGs8WSIBtX169cxdepUFBUVwcXFBYsWLcKcOXOwatWqfq997tw5bNq0CadPn5Z07EBlZSWam5sREBAAjUaDh5J/I9nadC+pg4/RaLSo7zGPqnB1dbW46rrfvzO1tbW4ceMGFAqFTYYGQRBw69Yt5ObmYufOnZDJZNBoNHBxcRFb2c1T2aV8tZ2kdb+ToW3btiErKwv//Oc/bfLfvyGAJ0NkmwwGA9rb2zFy5Ei0tbVJ1gnz8MMPY/r06di1axdefPHFPq1hfvyu84lBe3s7dDodDAYD/P39UVLxLSLDfiHJnu3dF2feE4vUpaDX6y0eLmxtbbUYVRESEgI3N7denfIFBASgubkZ165dE8e1WIsgCKipqbmnld3LywsKhQIrV67Eu+++i127dmHGjBlW3Sv138GDB3Hq1CmcPXuWQWiAMQzRoAoODsYLL7yAsLAwuLi4YNasWZIOSnzppZcwffp0zJw5EyqVqttfe/fjdxqNBgaDAS4uLpDL5fDw8EBISAhGjRoFvV6P7OxseHt787vrPurqxKekpAQlJSWIiorq1VqdR1WYT3zMAdscfMaNGyfZqIrIyEjk5uaioaEBvr6+/V6vJ0wmE8rLy8Wp7Pn5+bhx4wbGjBkDpVIJpVKJp59+GpGRkRbh7oknnsCcOXPw+eefIywsbFD2StLLyMjAzp078e2332L06NHW3s6wx2syGlSNjY1YsGABjh49Ck9PT/zmN7/BwoUL8fTTT0v2MYqKivD000/jzJkz4l8i95vqbX78zvyju7qQhoYG8dVfttt3r6dXXYIgIDc3F2FhZx4W+AAAEsdJREFUYfcNGZ1P68x/fuZRFZ0fLnRxcRnQ7551Oh2ys7ORmJgo+Rcno9GIK1euWLzhc+vWLbGV3VzYHBoa2qNw99///heVlZVYtGiRpPscLrpqZb916xYWL16MsrIyhIeH49ixY/Dy8hqU/SxZsgSZmZloaGhAQEAA/vznP+ONN96AVquFj48PAGDKlCnYt2/foOxnmGE3Gdme48ePIyMjQyzy/OCDD3D+/Hm88847kn2Muro6vPzyy7hy5QqAO3fxW7ZsEeceyeXyXl+VmF26dAmurq4IDQ0FwO4yKep7zCFDqVTCycnJoqNLo9FAr9dbjKqQy+UYNWqUVa4Nbt++jeLiYiQlJfW5oF6n0+HixYti6FGr1WhtbUVUVJRFK7u/vz+vRgZIV63sL774Iry9vbF582Zs374djY2NbGUfHhiGyPb8+OOPWL16NX766Se4uLhg1apVSE5Oxh/+8Id+rbtjxw589913qKqqgr+/PxITE/HDDz9g2bJlWL58uWQF1UajEVlZWUhISICbmxsA+wlEA1HYbO7oqq+vR2NjI1xcXODm5tbvURUDqaqqCk1NTUhISOg2rJhPtAoLC8VrroKCAhiNRsTFxYmPFyqVSnh6ejL4DLK7C5ZjY2ORmZmJwMBAVFdXY/r06SguLrbyLkkCDENkm15++WUcPXoUjo6OUCqV2L9/f7/rcM6dO4ewsDCEhISIX1SuX7+O2bNn44svvhCPmqWg0Whw8eJFJCcnw8HBYViGIamDj8FgsKjvaW1tBQC4ubmJoefWrVswGAyIiYmR9GMPhNOnT6O0tBTr1q0DcCf4aDQasahZrVbj0qVLcHR0REJCgvhic2JiIlxdXRl8bMDdYcjT0xNNTU0A7vx5enl5if9MQxrDENHRo0dx/PhxHDp0SNIvQOXl5dBqteIX7qEciKQOPjqdzuKaq62tDSNGjLC45nJzc7un9kUQBKjVagQFBcHf31/SPUlJEARUVVVh/vz5mDFjBmpqanD16lW4urpi0qRJ4oyuCRMmsNjehnUXhgDAy8sLjY2N1toeSYet9USLFi3CyZMncfToUTz11FOSrRsWFobc3FzcvHkTPj4+qLmZNSQCkZTBx/yicecTH/OoCnPo8ff37/GoCplMhoSEBGRnZ8PNzc0mOmhMJhNqamrEURVqtRplZWXw9vZGSkoKTp48iQ8++ABTp06V9G0rGnwBAQGorq4Wr8lsOZCT9PhfLw1rMpkMe/fuxfTp0/Hwww+Lhc9SrBsfH4/c3FwkJyfbXF3L3aGntbUVBQUFMBgMffqibR5V0bmjS6fTwdnZWazvCQoK6veoipEjRyIuLg6FhYX9KlLuC5PJhLKyMourLvMXR3N9z8qVKxEZGSmean399df4v//7P2RkZAzaPmlgzJ07F4cOHcLmzZtx6NAhzJs3z9pbokHEazKyC2fPnsW2bdtw4sQJSb/A1tXVobq6GpMmTbJau31PT3tu3LiBW7duYcKECd3+OvP7S52vujqPqjCHHycnJym236WKigq0trYiLi5uQNY3GAy4fPmyRUdXY2Mjxo4dK3Z0JSUlISgo6Gdb2d944w0kJCRg7ty5A7LX4UbqcTx90VUr+/z587Fo0SJUVFRg7NixOHbsGLy9vQd1XzQgWDNEZCYIAp5//nkEBAT0u3PtbkVFRfDw8EBwcDCAga0f6u81V2FhIby9vcVXv7saVSEIgkVHl5ub26CffAmCgIKCAvj5+SEwMLBfa2m1Wly8eFHs6FKr1Whra0NMTIw4nFSlUsHPz69Pp1qCILAguocGchwP0X2wZojITCaT4fXXX0dKSgpmzJiBhIQEydaOiYlBVlYWvLy8MHr0aMnqh6QubNbr9QgICMDFixdRW1sLrVYLBwcHsaOrL6MqBor5GjIrKwvu7u5wdXX92d9jbmUvKCgQr7kuXLgAo9GI+Ph4KJVKPPXUU9i+fTs8PDwkCzAMQr0zUON4iPqDJ0NkV/Ly8rB27Vp89dVXknb63L59G5cvX0ZSUlKf2u2lDj5arfaeji7zqApHR0fU1dVh8uTJNl/0q9Fo8I9//AOpqalwd3cXf14QBDQ3N1vU9xQXF2PkyJGYMGGCeNU1adKkHhdw0+DYs2cPtm7dKo7jOXz4sLW3RMMbr8mIurJjxw7U19fj1VdflXTd0tJSCIKAyMhIAF1fl0kdeu4eLNvc3NyjURUVFRVob29HbGyspPsZCG+99Ra+//57PPvss1Cr1cjPzxdb2RUKhRh8JkyYMKB1TNR/gzGOh+guDENEXTEajZg5cya2bNmCqVOnSrauIAjIzs5GVFQUPD09JVvXzGQy3dPRpdfrxcGy5uDTk1EVtvqmj8lkQnV1NXJzc8UTn/LycnR0dCAiIgLLly+HSqVCbGyszZ9q0b0GYxwP0V1YM0TUlREjRiA9PR3z589HRkYGPDw8JFnX/E6OWq1GcnJyv75Ydx5VYf5hMpnEwbK+vr4YN25cn09CzDU52dnZcHd3H/RuHuBO8CktLUV+fr4YfGpqahAUFCS2sq9Zswbjxo1DR0cHpk+fjsTEREnrvWhwhYWF4fz582hra4OLiwvOnj2L5GTbf5+Lhj+eDJHdOnDgAL755hu8++67ktaUVFdX4+bNmz/bwm7WeVSFRqNBS0sLANzT0TUQJyGNjY0oKSmBSqXq0TT0vjK3sufm5oodXU1NTRg3bpzY0WVuZb/fn8WlS5ewfPly/PDDDzb3rhP13ECM4yHqBq/JaOhavXo1Tp06BX9/f/G5/Fu3bmHx4sUoKytDeHg4jh07Bi8vrz5/DJPJJNYsSP3AmrktfMyYMRY/r9PpLK65ejqqYiCVlJQAgFjr1F9arRZFRUXiaU9+fj46OjoQHR0tjqpQKpXw9fXtdQitra1FQECAJPu0B01NTUhLS0NhYSFkMhnS09Px0EMPWXtbRIOJYYiGru+++w5ubm5YsWKFGIZefPFFeHt7Y/Pmzdi+fTsaGxuxY8eOfn2c+vp6PProo/jss8/uCS79odPpkJWVhbCwMGi1Wmg0GrS3t1uMqpDL5TYxtFMQBOTk5GDcuHG9emTO/Cp151b2oqIimEwmsZXdPJXd3d3d6p+nPVq5ciVSUlKQlpYGnU6Htra2AalnI7JhDEM0tN09SDE2NhaZmZni7KDp06ejuLi43x/niy++wNtvv43jx4/36USm86gK86mPTqfDiBEjxGGu5rocWw0EHR0dyMnJQUJCQpc1VIIgoKmpyaK+p7i4GE5OTpg0aZJ41TVp0qR7OtfIOm7fvg2FQoHS0lL+eZA9YwE1DS+1tbXia8RjxoxBbW2tJOvOmTMHJ0+eRHp6OtLS0rr9teZRFZ2vuoxGI1xcXODu7g4vLy+EhYWJNRBXr15FW1ubzV/tODs7o729HQsXLkRGRgYaGhos3vApLS2Fm5sbFAoFVCoVNm3ahISEBLay27Br167Bz88PzzzzDNRqNZKSkrBnz54ePWBJZG8YhmhIkslkkr4g/Je//AUpKSn4xS9+gejoaACWoyrMhc0mk0ksbPb390dkZGS3xbwRERHIzs6Gj4+PxaOBtsJkMuH69evIy8tDXl4eDAYDEhMTxRldKpUKixcvRkxMjE28TE09ZzAYkJOTg7179+LBBx/E+vXrsX37drz22mvW3hqRzWEYoiEjICBAnCJeXV0t6fs4er0eaWlpWL58OYKDg1FSUoLU1FQsXLgQcrkcwcHBfRpV4eDggPj4eBQUFGDy5MlWDRRGoxGlpaUWw0lra2sREhIinvisWLECa9aswZtvvomkpCSr7ZX6LyQkBCEhIXjwwQcBAAsXLsT27dutvCsi28QwREPG3LlzcejQIWzevBmHDh3qdwfYhx9+iBMnTuDq1avw8PCAQqFAVFQUgoODceTIEcnafV1dXRESEoLi4mLEx8dLsubP0ev1Yiu7uaPr9u3biIiIgFKpxCOPPILnn38egYGB95ywHTp0CIsXL0ZmZqZNnmZRz4wZMwahoaEoLi5GbGwszp49O2j//hENNSygJpu0ZMkSZGZmoqGhAQEBAfjzn/+M+fPnY9GiRaioqMDYsWNx7NixXnU/3S0nJwdyuRyRkZFi4bRer8f06dPx+uuvY/LkyVJ9OhAEAfn5+QgMDJT0REsQhC5b2XU63T2t7D4+Pj2+Wjx9+jQmTpyI0NBQyfZqD4xGI5KTkxEcHIxTp05ZezvIy8sTO8kiIiJw4MCBfj1HQTQEsZuMqC8uXbqEpUuX4quvvpK02FSn0yE7OxsqlapPp06CIKC1tVV8tNDcyg7gnlZ2uVzODiIr2LVrF7KystDc3GwTYYiIGIaI+uydd96BWq3Grl27JA0VN2/eRHl5OZRKZbfrmlvZO3d0Xb58GU5OTkhMTBSDz8SJE9nKbiOqqqqwcuVKbN26Fbt27WIYIrINbK0n6qvnnnsOTz75JL7++mvMmjVLsnV9fHxw/vx5ZGZm4o9//COAO8GntrbWIvhcu3YNcrlcLGx+4oknEB8fzzEUNmzDhg3YuXMnNBqNtbdCRL3EMETUBQcHB+zfvx+PP/44VCoVfH19JVnXZDIhOjoaW7duRWVlJSoqKlBVVQV/f38x+CxZsgTR0dFsZR9CzKNjkpKSkJmZae3tEFEv8ZqMqBvHjx/Hxx9/jA8++KDXr1MbjUaUlJRYtLLX1dUhNDQUYWFhOHv2LE6ePImYmJhBnUVG0tuyZQs+/PBDODo6oqOjA83NzUhNTcVHH31k7a0R2TvWDBH1lyAI4nynZcuW3ffX6fV6FBcXW7SyazQasZU9KSkJKpUKY8aMEet79u7di9LSUuzevXuwPh0aBJmZmXjzzTdZM0RkG1gzRNRfMpkMe/fuxbRp05CSkoLQ0FB0dHTgwoUL4mlPfn4+9Ho9YmNjoVQqkZqaitdeew3e3t7dFjavW7cOCxYsQGVlJVvYe6GyshIrVqxAbW0tZDIZ1q5di/Xr11t7W0Q0hPFkiKgHMjMzsWzZMgQEBMDBwQEJCQliG7tCoehzK7sgCOwE66Xq6mpUV1dDpVJBo9EgKSkJn332GR8UJKKu8JqMSEpffvklpk+fbtPT5+3RvHnzsG7dOjz22GPW3goR2R6GISIa3srKyjBt2jQUFhZydAgRdaVHYYgtLEQ0JLW0tGDBggV46623GISIqF8YhmjYWL16Nfz9/TFhwgTx5zZu3Ijx48dj0qRJ+PWvf42mpiYr7pCkotfrsWDBAixbtgypqanW3g4RDXEMQzRsrFq1ChkZGRY/99hjj6GwsBD5+fmIiYnBG2+8YaXdkVQEQcCaNWsQFxcnvuJNRNQfDEM0bEybNu2eKfazZs2Co+OdFySmTJmCqqoqa2yNJHTu3Dl8+OGH+Pe//w2FQgGFQoHTp09be1tENITxnSGyG+np6Vi8eLG1tzGkZGRkYP369TAajUhLS8PmzZutvSVMnToVvWz8ICLqFk+GyC5s27YNjo6O3b4iTZaMRiN+//vf48svv0RRURE+/vhjFBUVWXtbRESSYxiiYe/gwYM4deoUDh8+zPeBeuF///sfoqKiEBERAScnJzz11FM4ceKEtbdFRCQ5hiEa1jIyMrBz5058/vnnGD16tLW3M6Rcv37dYkxISEgIrl+/bsUdERENDIYhGjaWLFmChx56CMXFxQgJCcH777+PdevWQaPR4LHHHoNCocBzzz1n7W0SEZGNYQE1DRsff/zxPT+3Zs0aK+xkeAgODkZlZaX4z1VVVQgODrbijoiIBgZPhoioS5MnT8aVK1dw7do16HQ6fPLJJ5g7d661t0VEJDmGISIbYksvZjs6OuLtt9/GL3/5S8TFxWHRokVISEiw2n6IiAYKB7US2ZAzZ85gxowZcHR0xKZNmwAAO3bssPKuiIiGLA5qJRpq+GI2EdHgYxgislHp6emYPXu2tbdBRDTssZuMaJDNnDkTNTU19/z8tm3bMG/ePPF/88VsIqLBwZohIhtz8OBBvPfeezh79iwfiiQi6p8e1QzxZIjIhphfzP72228ZhIiIBglPhohsSFRUFLRaLXx8fADcKaLet2+flXdFRDRk9ehkiGGIiIiIhiu21hMRERH9HIYhIiIismsMQ0RERGTXGIaIiIjIrjEMERERkV1jGCIiIiK7xjBEREREdo1hiIiIiOwawxARERHZNYYhIiIismsMQ0RERGTXGIaIiIjIrjEMERERkV1jGCIiIiK7xjBEREREdo1hiIiIiOwawxARERHZNYYhIiIismsMQ0RERGTXGIaIiIjIrjEMERERkV1jGCIiIiK75tjLXy8bkF0QERERWQlPhoiIiMiuMQwRERGRXWMYIiIiIrvGMERERER2jWGIiIiI7BrDEBEREdk1hiEiIiKyawxDREREZNcYhoiIiMiuMQwRERGRXft/YRZDvWfCi8MAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"# training loop\n",
"k = 3\n",
"d = 2\n",
"nb_iters = 1000\n",
"\n",
"data = Variable(X)\n",
"mu, var, pi = initialize(data, k, var=1)\n",
"print(mu.size())\n",
"\n",
"prev_cost = float('inf')\n",
"thresh = 1e-4\n",
"for i in tqdm(range(nb_iters)):\n",
" # get the likelihoods p(x|z) under the parameters\n",
" P = get_k_likelihoods(data, mu, var)\n",
" \n",
" # plot!\n",
" plot_density(*get_density(mu, var, pi, N=100, X_range=(-2, 12), Y_range=(-2, 12)), i=i)\n",
" \n",
" # compute the \"responsibilities\" p(z|x)\n",
" gamma = get_posteriors(P)\n",
" \n",
" # compute the cost and check for convergence\n",
" cost = log_likelihood(P, pi)\n",
" diff = prev_cost - cost\n",
" if torch.abs(diff).data[0] < thresh:\n",
" break\n",
" prev_cost = cost\n",
" \n",
" # re-compute parameters\n",
" mu, var, pi = get_parameters(data, gamma)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([[ 2.4758, 2.4913],\n",
" [ 8.0199, 1.4953],\n",
" [ 7.4865, 7.4752]])\n",
"tensor([[ 1.0407, 0.7232],\n",
" [ 0.5192, 0.7328],\n",
" [ 0.7916, 0.5786]])\n",
"tensor([ 0.3325, 0.3342, 0.3333])\n"
]
}
],
"source": [
"print(mu)\n",
"print(var)\n",
"print(pi)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.arange(0, 10, 0.1)\n",
"y1 = multivariate_normal.pdf(x, mean=2, cov=1.2)\n",
"y2 = multivariate_normal.pdf(x, mean=4.8, cov=0.8)\n",
"sns.set_style(\"darkgrid\")\n",
"plt.figure(figsize=(8, 8))\n",
"plt.plot(x, y1/2, linewidth=2)\n",
"plt.plot(x, y2/2, linewidth=2)\n",
"plt.plot(x, (y1+y2)/2, linewidth=2, ls=\"--\")\n",
"# plt.ylabel('f(x)', fontsize=14)\n",
"# plt.xlabel('x', fontsize=14)\n",
"plt.title(\"Mixture of 1D Gaussians\", fontsize=16)\n",
"plt.legend(['Component 1', 'Component 2', 'Mixture'])\n",
"plt.savefig('mixture.png', dpi=400)\n",
"plt.show()\n",
"# print(a.size())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
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