diff --git a/.eslintrc.cjs b/.eslintrc.cjs new file mode 100644 index 0000000..4bbb94a --- /dev/null +++ b/.eslintrc.cjs @@ -0,0 +1,21 @@ +module.exports = { + root: true, + env: { browser: true, es2020: true }, + extends: [ + 'eslint:recommended', + 'plugin:react/recommended', + 'plugin:react/jsx-runtime', + 'plugin:react-hooks/recommended', + ], + ignorePatterns: ['build', '.eslintrc.cjs'], + parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, + settings: { react: { version: '18.2' } }, + plugins: ['react-refresh'], + rules: { + 'react/jsx-no-target-blank': 'off', + 'react-refresh/only-export-components': [ + 'warn', + { allowConstantExport: true }, + ], + }, +} diff --git a/Blogs/Borealis_NNGP.ipynb b/Blogs/Borealis_NNGP.ipynb new file mode 100644 index 0000000..191fb41 --- /dev/null +++ b/Blogs/Borealis_NNGP.ipynb @@ -0,0 +1,883 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "2o5MQ5xmy1c_" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.patches import Ellipse\n", + "import matplotlib.transforms as transforms\n", + "from matplotlib import cm\n", + "from matplotlib.colors import ListedColormap\n", + "import scipy.special as sci\n", + "from scipy.stats import norm" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "mtjF7ujlSSgt" + }, + "outputs": [], + "source": [ + "# Draws confidence ellipse corresponding to x and y data onto axis 'ax'\n", + "def confidence_ellipse_data(x, y, ax, n_std=2.0, facecolor='none', **kwargs):\n", + " if x.size != y.size:\n", + " raise ValueError(\"x and y must be the same size\")\n", + "\n", + " cov = np.cov(x, y)\n", + " mean_x = np.mean(x)\n", + " mean_y = np.mean(y)\n", + "\n", + " return confidence_ellipse(mean_x, mean_y, cov, ax, n_std, facecolor, **kwargs)\n", + "\n", + "# Draws confidence ellipse corrsponding to mean and covariance onto axis 'ax'\n", + "def confidence_ellipse(mean_x, mean_y, cov, ax, n_std=2.0, facecolor='none', **kwargs):\n", + "\n", + " pearson = cov[0, 1]/np.sqrt(cov[0, 0] * cov[1, 1])\n", + " # Using a special case to obtain the eigenvalues of this\n", + " # two-dimensional dataset.\n", + " ell_radius_x = np.sqrt(1 + pearson)\n", + " ell_radius_y = np.sqrt(1 - pearson)\n", + " ellipse = Ellipse((0, 0), width=ell_radius_x * 2, height=ell_radius_y * 2,\n", + " facecolor=facecolor, **kwargs)\n", + "\n", + " # Calculating the standard deviation of x from\n", + " # the squareroot of the variance and multiplying\n", + " # with the given number of standard deviations.\n", + " scale_x = np.sqrt(cov[0, 0]) * n_std\n", + "\n", + " # calculating the standard deviation of y ...\n", + " scale_y = np.sqrt(cov[1, 1]) * n_std\n", + "\n", + "\n", + " transf = transforms.Affine2D() \\\n", + " .rotate_deg(45) \\\n", + " .scale(scale_x, scale_y) \\\n", + " .translate(mean_x, mean_y)\n", + "\n", + " ellipse.set_transform(transf + ax.transData)\n", + " return ax.add_patch(ellipse)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PZyDq7o_y7Q0" + }, + "outputs": [], + "source": [ + "# Creates a neural network initialized with random parameters\n", + "class RandomShallowNetwork:\n", + " def __init__(self, d_in, d_out, n_hidden, sigma_beta, sigma_omega, seed=None):\n", + " self.d_in = d_in\n", + " self.d_out = d_out\n", + " self.n_hidden = n_hidden\n", + " if seed is not None:\n", + " np.random.seed(seed)\n", + "\n", + " self.Omega_0 = np.random.normal(size=(n_hidden, d_in)) * sigma_omega\n", + " self.beta_0 = np.random.normal(size=(n_hidden,1)) * sigma_beta\n", + " self.Omega_1 = np.random.normal(size=(d_out, n_hidden)) * sigma_omega\n", + " self.beta_1 = np.random.normal(size=(d_out,1)) * sigma_beta\n", + "\n", + " # Standard ReLU function\n", + " def ReLU(self, preactivation):\n", + " activation = preactivation.clip(0.0)\n", + " return activation\n", + "\n", + " # Standard forward definition of network\n", + " def forward(self, X):\n", + " n_data = X.shape[1]\n", + " preactivations = self.Omega_0 @ X + self.beta_0 @ np.ones((1,n_data))\n", + " activations = self.ReLU(preactivations)\n", + " outputs = self.Omega_1 @ activations / np.sqrt(self.n_hidden) + self.beta_1 @ np.ones((1,n_data))\n", + " return outputs, activations, preactivations" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "35okEBfs24de" + }, + "outputs": [], + "source": [ + "# Initialize 1000 random neural networks and run them on a range of data points\n", + "x = np.arange(-3,3, 0.01)\n", + "x = x[None,:]\n", + "n_data=x.shape[1]\n", + "\n", + "n_network = 1000\n", + "outputs_all = np.zeros((n_network, n_data))\n", + "preactivation_1_all = np.zeros((n_network, n_data))\n", + "activation_1_all = np.zeros((n_network, n_data))\n", + "\n", + "sigma_beta = 0.5\n", + "sigma_omega = 1.0\n", + "n_hidden = 1000\n", + "\n", + "for c_network in range(n_network):\n", + " network = RandomShallowNetwork(d_in=1,d_out=1, n_hidden=n_hidden, seed=c_network, sigma_beta = sigma_beta, sigma_omega = sigma_omega)\n", + " outputs, activations, preactivations = network.forward(x)\n", + " outputs_all[c_network,:] = outputs\n", + " preactivation_1_all[c_network,:] = preactivations[0,:]\n", + " activation_1_all[c_network,:] = activations[0,:]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, + "id": "_H1cUjgb96NV", + "outputId": "55bac9cc-8b29-4558-ffb5-3e83fe2fa212" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the activations of the first neuron in 20 diferent networks as a function of the input value\n", + "fig, ax = plt.subplots()\n", + "for c_network in range(20):\n", + " ax.plot(np.squeeze(x), activation_1_all[c_network,:])\n", + "ax.set_xlim([-3,3])\n", + "ax.set_ylim([-5,5])\n", + "ax.set_xlabel('Network input, $x$')\n", + "ax.set_ylabel('Activation at first neuron, $h_0$')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "jBfuuLlQgVcZ" + }, + "outputs": [], + "source": [ + "# Return theoretical covariance of activations\n", + "def hidden_unit_kernel(x1,x2, sigma_sq_b, sigma_sq_w):\n", + " Kx1x1 = np.sum(x1*x1)*sigma_sq_w+sigma_sq_b\n", + " Kx2x2 = np.sum(x2*x2)*sigma_sq_w+sigma_sq_b\n", + " Kx1x2 = np.sum(x1*x2)*sigma_sq_w+sigma_sq_b\n", + " norm1 = np.sqrt(Kx1x1)\n", + " norm2 = np.sqrt(Kx2x2)\n", + "\n", + " # Deal with degenerate case\n", + " if norm1 < 1e-10 or norm2 < 1e-10 :\n", + " theta = 0\n", + " else:\n", + " if np.array_equal(x1,x2):\n", + " theta = 0\n", + " else:\n", + " theta = np.arccos(Kx1x2/(norm1 * norm2))\n", + " angle_fac = (np.sin(theta)+(np.pi-theta)*np.cos(theta))\n", + " D_i = x1.shape[0]\n", + "\n", + " cov_val = (1 / (2*np.pi))*norm1 * norm2 * angle_fac\n", + " return cov_val\n", + "\n", + "\n", + "# Computes second moment at hidden unit\n", + "def hidden_unit_second_moment(x1,x2, sigma_sq_b, sigma_sq_w):\n", + " cov_out = np.zeros((2,2))\n", + " cov_out[0,0] = hidden_unit_kernel(x1,x1, sigma_sq_b, sigma_sq_w)\n", + " cov_out[0,1] = hidden_unit_kernel(x2,x1, sigma_sq_b, sigma_sq_w)\n", + " cov_out[1,0] = hidden_unit_kernel(x1,x2, sigma_sq_b, sigma_sq_w)\n", + " cov_out[1,1] = hidden_unit_kernel(x2,x2, sigma_sq_b, sigma_sq_w)\n", + " return cov_out\n", + "\n", + "def expected_relu(mean,sigma):\n", + " z = mean / sigma\n", + " return sigma * (norm.pdf(z,0,1) + z * norm.cdf(z,0,1))\n", + "\n", + "# Compute mean and covariance between values at first hidden unit for inputs x1 and x2 if given standard deviation of weights and bias\n", + "def compute_hidden_mean_covariance(x1,x2, sigma_beta, sigma_omega):\n", + " predicted_mean = np.ones((2,1))\n", + " predicted_mean[0,0] = expected_relu(0.0, np.sqrt(x1[0,0] * x1[0,0] * sigma_omega * sigma_omega + sigma_beta * sigma_beta))\n", + " predicted_mean[1,0] = expected_relu(0.0, np.sqrt(x2[0,0] * x2[0,0] * sigma_omega * sigma_omega + sigma_beta * sigma_beta))\n", + "\n", + " predicted_second_mom = hidden_unit_second_moment(x1,x2, sigma_sq_b=sigma_beta*sigma_beta, sigma_sq_w = sigma_omega*sigma_omega)\n", + " predicted_cov = predicted_second_mom - predicted_mean @ predicted_mean.transpose()\n", + " return predicted_mean, predicted_cov, predicted_second_mom" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "T0-aP_a-BOol", + "outputId": "7d10b377-94f7-4772-ec43-069c96a2ec85" + }, + "outputs": [ + { + "data": { + "image/png": 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HIHt7wML5Atqu+wqlXiXhSM15KDlwVG5/C6SnVB5TAwBnz57FokWLcO7cOTx//hwAYGdnh4YNG8LHxwcNGzbUWqGawDE1RESfJyAA6NwZyOqTI+0J0o4d8j8/DUASqzCUq++LC/3bo0j3vtorlvSGqp/faoWa/I6hhogo56RSwMXl0x6ajEkkQNGiQFRURmdlkECCHTsl3ICSVKLxgcIfi42Nxb1793Dv3j3ExsbmuEgiIso/Tp9WLdAA8p6cjAMNABgAEgl8feVBiUhT1Ao1a9asQeXKlVG0aFFUrlwZlSpVUvz377//rq0aiYgoD4iM1Ny9hADCwuRBiUhTVB4o/Ntvv2Hy5MkYOXIkPDw8lAYKHzlyBD4+Pnjz5g1Gjx6ttWKJiEh37O01f09NBiUilUPNkiVLsG7dOnTt2lXpeKVKleDu7o7q1atjzJgxDDVERHpICIEjkUMA6wlAXClk39EvAGS/5ow2ghIVXCqHmpcvX6JatWqZnq9WrRpev36tkaKIiCjvSJWlYtAaT6w9Zgrzd5Z4p9LIhbRAI0NGAUgiARwdATc3TVZKBZ3KY2rq1q2LWbNmITU1Nd05qVSK2bNno27duhotjoiIdCsxJRHf+jfA+kBTYPsOvEspouYdJOkWCU772t+fe1aSZqn1+MnDwwN2dnZo2rSp0piaU6dOwcTEBEeOHNFaoURElLuiEqPQfkFd3Hj7BEUPHMBrSKDKI6WPTZkiwerVyrOmHB3lgYbTuUnT1FqnJj4+Hps2bcL58+fTLb7Xs2fPPL/2C9epISJSzZM3j+GxsDaiE6Mx9ckUDNk+Sc07CDg5SRAaKv/q4xWF3dzYQ0Pq4eJ7GWCoISLK3o3wK2izwg1m8e9w2GEsLjvOQk9vdXpo5IOEd+5kbwxphlYX30uTkpKC+/fvcwE+IiI9cfLuITRd0QB2r97hbM0lKD92Nuwd1HvkVKwYAw3phsqhZs6cOXj37h0A+cDg0aNHo1ChQqhYsSKKFy+Ofv36ISUlRWuFEhGRdu04vxatN7dFnXCBoA4BsOs9DID8cZGjI9IN+E1PoFs34MULBhrSDZVDzfjx4xEfHw8AWLBgAdauXYsVK1bg5s2bWL9+Pfbv348FCxZorVAiItKepQenoOuh/uj00AQHhp6BddtvFecMDYGFC1W5iwRnz2qtRKJsqRxqPh56s3nzZsyaNQt9+/ZF5cqV4e3tjfnz52PDhg1aKZKIiLRDCIFfNv8Pwy9Ohs9dG2yaegsmdeqna+flBUyenP39uPUB6ZLKU7oBQPJf3+PTp0/RqFEjpXONGjVCaNowdyIiyvNSZakYtLI91r48jN/uOOLHRVcgsbVN104qlQeVV69Uuy+3PiBdUSvUrF69GoUKFYKJiQmio6OVzsXHx8PU1FSjxX1s5syZCAgIwN27d2Fubo5GjRph9uzZqFChgtbek4hIXyWmJKKrf2Mcjg/Ghseu6LXmDFCoULp2AQGAj4/qu3MD3PqAdEflx09ffPEFVq9ejQULFsDU1BRXr15VOn/ixAmtBoyTJ09i2LBhOH/+PAIDA5GSkoLWrVsjISFBa+9JRKSPXie8QotZlRAUE4x9r1qh1++XlQKNVAoEBQE//AB06pRRoMl4JRCJBHBy4tYHpDsaW6fm/PnzMDU1Rc2aNTVxu2y9evUKtra2OHnyJJo2barSNVynhogKuifRofDwr43o92+w37Qv6k79XWlaU056ZoAPt9ixgzOfSPNU/fxW6/FTVho0aKCpW6kkbW2cokWLZtomKSkJSUlJiq/j4uK0XhcRUV51I+wy2qx0g9nb9zhTxg/lR05WOh8QAHTuDOTkn7rc+oDygs9afO9jkZGRePr0qaZulyWZTAZfX180btwYVatWzbTdzJkzYWNjo3g5OTnlSn1ERHlN0K19cFvVAHZRSTjbYHW6QCOVynto1A00w4cDJ04AoaEMNKR7Gnv8VKlSJfz777+QSqWauF2WhgwZgoMHD+Kff/6Bo6Njpu0y6qlxcnLi4yciKlB2/LMK3kcGwy3cEAHf7YV1szbp2gQFAc2aqX/vEycAd/fPLpEoS7n++GnDhg1ITEzU1O0yNXz4cOzbtw+nTp3KMtAAgKmpqVZnZBER5XVL903CiMu/onuoOdaPPQuTajUybKfuNGyJRP7IiYOCKS/RWKipW7eupm6VISEERowYgV27diEoKAilS5fW6vsREeU3aevJREYCdnYCR570xawnf8D3flHMm3kVBl84Z3qtOtOw0wYF+/tzt23KWzQWarRt2LBh2Lx5M/bs2QMrKys8f/4cAGBjYwNzc3MdV0dEpFvpZy1JAPN5aF3OFb8d6wODEplPqgCARo2lsCwcjYSYYshuuCUHBVNepdZA4WXLlqFly5bo2rUrjh07pnTu9evXKFOmjEaL+9jy5csRGxsLd3d32NvbK17btm3T2nsSEeUHabOW0k3DflcMR26Ogl2loggIyPz6FGkKvvdvhMRWgwBIIJEoD7VM65nx9eWgYMrbVA41ixYtwpgxY1CxYkWYmpqibdu2mDlzpuK8VCrFkydPtFIkIH/8lNGrT58+WntPIqK8TpVZS1FR8tCTUbB5l/IOXrNrIiD+Iv6yi8fOv2QoVUp5O25HR2DnTmDBAvmgYD5yorxK5cdPK1euxOrVq9GzZ08A8hlIHTt2xLt37zB16lStFUhERJk7fVq1hfKEkPe0eHp+CCXx7+PgObsGzqeEYm9qJ3gs/AuQSOD57YexOfb28sHADDKUH6gcakJDQ5U2sWzUqBGOHz+Oli1bIiUlBb6+vtqoj4iIsqDOrKW0HbTd3YHoxCh8Pasq7qY8x2HL/8FtwirFcyZDQ07TpvxJ5VBTvHhxhIWFwcXFRXGsatWqOH78OJo3b46IiAht1EdERFl4kfAPgCYqt4+MBJ7HhqP1nGqISH2DE/ZjUct3tvYKJMpFKo+padKkCQIyeCBbuXJlHDt2DAcPHtRoYURElLUdJ5dj7GN3mFqGIbNNJj8lMX8Gt9kVEfX+DU6Vn8FAQ3pF5Z6acePG4cqVKxmeq1KlCo4fP46dO3dqrDAiooLu43VnPh3bsnz3LxgWPB3dwyzRcYZANx9JlveSSICS9skYc74CjN8n4nTD5SjTbXAufBdEuUflUOPq6gpXV9dMz1etWjXLfZiIiEh1Ge2WLV8fRuD22/7we7wOIx+VwILZwTCwd4CRIzBwoHym06fkQ2UEEht8h1IJ7xDYZgtKteueW98KUa7R2N5P+YGqe0cQEelSZrtlSyRCfqxrJ/xqEYwJ/tcgsbFRnE9OBgYPBv76C3j79sN1tnbv8LZRL1QsuRuHu+1F8a++zp1vhEhDVP38ztEu3dbW1nj06FG6/yYios+T1bozQkgACBTZvwzjl95RCjQBAUDZssC6dR8CTdGiQO8BN/G2rxVqFf8bx/sFMdCQXstRqPm4c6cAdfQQEWld9uvOGOBNgh1OX/ywWW9mKwpHRwv8sboKvrzYGYd9L8OmjuqzpIjyo3yz9xMRUUGg6rozae2yXlFY3rPzOmQjTL801lCFRHlXjnpqiIhIO1TdLTutnSo9O88ijXH69OdWRpT3MdQQEeUhbm7yWU6fbir5sRIlgLQF3tXt2SHSZww1RER5iKEhMHLMzf/GK8oybPPqlXxQcECA+j07RPqMoYaIKA85fmk7Jp2aAiPTaGT1V3R4uHxw8KtXgKNj5gFIIgGcnOQ9QET6jqGGiCiP2Hl0ETzmbMX7nduRmlQsy7ZpA4NHjZLBrtEP/x1VDjb/7U8Jf3/usk0FQ45CzXfffadY/Obj/yYiopxZvXMCupz8AcYHFkM+aynrbQ8AebB59swA102C8XPXRXB0VL7G0RHYsQPw8tJOzUR5DVcUJiLSkeRkYOlSge37juG88T58gwjsPbxd7fv49dqIyRt6ZblXFFF+purnt9rr1Lx//x5mZmYZnouMjIQ9R6MREWVr7Fhg/nwBqVQCoCWAltiXxYynrLj36wVAHmDc3TVWIlG+o/bjp1q1aiE4ODjd8Z07d2a54SUREcmNHQv89puAVKp8XL4NguokEBwETPQRtUONu7s7GjRogNmzZwMAEhIS0KdPH/Tq1Qs///yzxgskItInycnAvHlpPTLqhZiPSSAAiYSDgIk+ovbjp2XLlqFdu3b43//+h3379iEyMhKFChXCxYsXUbVqVW3USESkN+YueAuZrFAOrhT4OAQ5OskDDQcBE32Qo72fvv76a3h5eWH58uUwMjLC3r17GWiIiLIR8ToU87YfATAo27aWlkBCwkcHrMNQtvx6TPDuh9I1HTkImCgDaoeahw8fomfPnnj+/DkOHz6MkydPokOHDvDx8cH06dNhbMxN04iIPvXgaTBaLW+IVKvsAw0ATJkC1K4NbNm1FatjVqCT8U38+et1mNg7arlSovxL7TE1NWrUQOnSpXH9+nW0atUK06ZNw4kTJxAQEIB69eppo0YionztWshxNF5RFyaJybj8Y+Nse1gMDYERI4DLD/tjVdEeGGj6L7bOfcBAQ5QNtUPNsmXLsHXrVhQuXFhxrFGjRrh27Rpq1aqlydqIiPINqRQICgK2bJH/mTaz6eT5rXD/sxW+iAX+8T6K8t90Qfv2Wd/rhx8E/JZ/gzHP1uLn519i+cKHMCxcRNvfAlG+x8X3iIg+U0AA4OMDPHv24ZijI+DdZz/80R5NXpljx8jzCH7pij175NsWZKZDBylKNnDD6uRzmBddF6PmnQWMcjT8kUhvaG3xPSIi+iAgQL6x5Kf/PHz2TGD2tK/RoOV3GNB1Hqp52CqFnowJBAa9xHvXC1gn/Rp9/Pd/2MCJiLLFUENElENSqbyHJuP+bgkAgftX16PHMcNM2qS/5l2cPX59Pg19Vo/XaK1EBQFDDRFRDp0+jWx6XwwQFa3+fcs2Z6Ahygm1BgpLpVKcOnUKMTExWiqHiCj/iIzUzn25hR5RzqgVagwNDdG6dWu8efNGW/UQEeUbmg4fEgm4lxPRZ1B7SnfVqlXx6NEjbdRCRJSvuLkBDg4yyLcw+Dxp44G5lxNRzqkdaqZNm4bRo0cr9n2Ki4tTehERFRSxb5/DoPRsfM7GlGkcHYEdO7iXE9HnUHugcNu2bQEAHTp0gOSjqYZCCEgkEkjTVpwiItJjEc/vw2N+LcQUyWYlvUzJAEjg6yuBpye4lxORBqgdak6cOKGNOoiI8o0HDy+h9So3pMiS0cdmDJaocI21NfBxZ7ajgwwLFxuxZ4ZIg9QONV999ZU26iAiyheuXz8Cjy1tYZME/FTiEgbPU217mLg4AbhPQjOjN5jww2y4e1iyZ4ZIw3K0Tk1MTAx+//133LlzBwBQpUoV9OvXDzY2NhotjogoLznzzxa0O+CNsglG2NfvJKq1qq3G1QLWl4fiyMtiMDI30VqNRAWZ2gOFL1++jLJly2LBggWIjo5GdHQ05s+fj7Jly+Lq1avaqJGISOcOHFiIVod6okasOU78cB0h0Q0RFaXOHQwQ99Ye/1xgoCHSFrV7an744Qd06NABq1evhtF/m6ylpqbif//7H3x9fXHq1CmNF0lEpG1SqXyF4MhI+fozHw/c3bztF/S+PR1towtjm98tmJUshaB1OXsfbS3YR0Q5CDWXL19WCjQAYGRkhLFjx6JOnToaLY6IKDdktsv2woVAZNQAjAhfg++jHLBm1m0YWRf+rPfiasFE2qP24ydra2s8ffo03fGwsDBYWVlppCgiotyStsv2p3s4hYcLdOokMPxoFHyiv8Ta+Q+VAo27u3rvw9WCibRP7Z6abt26oX///pg7dy4aNWoEADhz5gzGjBmDHj16aLxAIiJtyWqXbSEkAGSwObgMv70qDgNT5b8u3d2BYsWg0rgarhZMlDvUDjVz586FRCLB999/j9TUVACAsbExhgwZglmzZmm8QCIibVFll+3YeDv8cy59z4yhITByJODnl/37FC8OrFjB1YKJtE2lUHPjxg1UrVoVBgYGMDExwcKFCzFz5kw8fPgQAFC2bFlYWFhotVAiIk1TddBuZu3Kl1ft+gULGGiIcoNKY2pq1qyJ169fAwDKlCmDqKgoWFhYoFq1aqhWrRoDDRHlS6oO2s2snarXlyqlWjsi+jwqhZrChQsjNDQUAPD48WPIZDKtFkVElBvc3OSznCSSjHfZzm5w79PHYwDrMMj3cVL/eiLSLJUeP3Xq1AlfffUV7O3tIZFIUKdOHRhmMtrt0aNHGi2QiEhbDA2B8WMeYJhPWciDyYd/52U3uNd/sTd+iN6M5o3jcOLQCgDKA445OJgo96kUalatWgUvLy88ePAAI0eOxIABAzh9m4jyvYXzrmPU5KIAJP+9PnB0lAeST8fCCCEwcWYrTE85hrFx1TBrzxLs2ivJcJ2bjK4nIu1RefZTmzZtAABXrlyBj48PQw0R5WuzJp/F+CkNMz3ftWv6QCKVpmKYXx2sNL6O31KbY/Tco4BEAi8vwNMz8xWJiSh3SITIaIUG/RQXFwcbGxvExsbC2tpa1+UQkY706BSMrQHV8WnvzKf++ku+MB8AJL1PwHeTqmKX+WOsseyBPmM3a79QIgKg+ue32isKExHlV1Ip8FXjEJUCDQAMHSq/Jj7mJdpOcMFe08cIKPUDAw1RHsVQQ0QFQkAAYFs8BqfOVoYqgQYAXr0C9u4KR7Nfy+Ky6WscqTobHQbO126hRJRjaq8oTESU3wQEAJ06CQA2al87ZN04iCoJOPnVetTw6K354ohIYxhqiEivSaVA/35RAIogJ53TSQklMMnqKmJMa0Aq5eBforwsR4+fNm7ciMaNG8PBwQFPnjwBAPj7+2PPnj0aLY6I6HMNHjgWMbHFoP5fdwKQpOLNyfn4YVINNGsGuLjIe32IKG9SO9QsX74co0aNQtu2bRETEwOpVApAvuqwv7+/pusjIsoRIZNh3MSGWBNi9xk3Ue6WCQ+Xz4ZisCHKm9QONYsXL8bq1asxYcIEpVWF69Spg5s3b2q0OCKinJBJUzFsfDXMNrgIixv9P+NOygOK0xbA8PWVP9YiorxF7VATGhqKmjVrpjtuamqKhIQEjRRFRJQTUilw7EgSmnYYheUvSmBU1HQkJqo/OFgu4xlSQgBhYfKF9ogob1F7oHDp0qURHBwMZ2dnpeOHDh1CpUqVNFYYEZE6AgKAkSNlCA83BbAIALC+aE7uJKDKlO/IyJzcm4i0Se1QM2rUKAwbNgzv37+HEAIXL17Eli1bMHPmTKxZs0YbNRIRZSkgAOjcWeDT9dGjo9W7j0QCCKHaGjb29urdm4i0T+1Q87///Q/m5ub45ZdfkJiYiJ49e8LBwQELFy5E9+7dtVEjEVGmpFJgxPBUCGGAz11P1NERmDcPGDVKPig4o01kJBJ5Oze3z3orItKCHK1T4+3tDW9vbyQmJuLt27ewtbXVdF1ERCr5e9sjRESWyeHV8tTi6yuBp+eHTSgNDeWznOQ9Nx9aS/7rxPH353o1RHmR2v+seffuHRITEwEAFhYWePfuHfz9/XHkyBGNF0dElJVnt8+h1y8hKrUtVCj9scI2ydi5U4IFCwB39w9BxcsL2LEDKFVKub2jo/z4p7t3E1HeoHao8fT0xIYNGwAAMTExqFevHubNmwdPT08sX75c4wV+aunSpXBxcYGZmRnq16+Pixcvav09iSjveXDxEGqOW4CE0HYqtd+9G/Cf8TdMG/0K23ozsG3dXbyOMs00oHh5AY8fAydOAJs3y/8MDWWgIcrL1A41V69ehdt/D5N37NgBOzs7PHnyBBs2bMCiRYs0XuDHtm3bhlGjRsHPzw9Xr15F9erV4eHhgZcvX2r1fYkob7kVtB1NtrfH631bocpMpRIlgJjwXzAuwRMN68zDv7t7omufitk+QjI0lPfg9Oih3JNDRHmT2qEmMTERVlZWAIAjR47Ay8sLBgYGaNCggWLLBG2ZP38+BgwYgL59+6Jy5cpYsWIFLCwssHbtWq2+LxHlHZf2r8JXh7rjxa5xUPWvMNfKh9D14XS0T3DAwWmhsLF30WqNRKQbaoeacuXKYffu3QgLC8Phw4fRunVrAMDLly9hbW2t8QLTJCcn48qVK2jZsqXimIGBAVq2bIlz585leE1SUhLi4uKUXkSUf53aNgctzgxChWQr4NEUla875jILQ99XxdY5oTCzKqLFColIl9QONZMmTcLo0aPh4uKC+vXro2HDhgDkvTYZrTSsKa9fv4ZUKkXJkiWVjpcsWRLPnz/P8JqZM2fCxsZG8XJyctJafUSkXQfWjofHzZ9QL6k4jkx+CEDVZ0EyTCtthkUzr8PQ2ESbJRKRjqkdajp37oynT5/i8uXLOHTokOJ4ixYtsGDBAo0W97nGjx+P2NhYxSssLEzXJRFRDvy1eAg8H89C6yRH7Jv2CIWsi6txtcAEv0OQGHzeGjZElPflaJ0aOzs72Nkp73xbr149jRSUmeLFi8PQ0BAvXrxQOv7ixYt0taQxNTWFqampVusiIu1aO7sbBiRuR/fk8lg/4yaMjeX/n542Dfjll6yuFP+14+heooJC7X+6JCQkYOLEiWjUqBHKlSuHMmXKKL20xcTEBLVr18axY8cUx2QyGY4dO6Z4BEZEekQILPTzQP/32zFAVgMbZ9xRBBoAmDAhy4v/+1OSTTsi0ic52ibh5MmT6NWrF+zt7SGRqLZPiiaMGjUKvXv3Rp06dVCvXj34+/sjISEBffv2zbUaiEj7hFSKaT83wSSL8xhj2BSzJwVl+HeNEB9W+U1PkuE2B0Skv9QONQcPHsT+/fvRuHFjbdSTpW7duuHVq1eYNGkSnj9/jho1auDQoUPpBg8TUf4lUlIwdmxNzC18G9MsO+DnH3dn+Y8nIYBenf7CpgAvyNesEZg2zZA9NEQFkEQI9f4tU7p0aRw4cACVKlXSVk1aExcXBxsbG8TGxmp1+jkR5Yz0XSKG/lQFq4o9xqIS32PE0D+yvWb372PQI3QuGiQUxu6fb8CmBGc5EukbVT+/1R5T8+uvv2LSpEmK/Z+IiDQhJS4GvcaUxZoij7HO2UelQLPyt+7o9HQuvnn/BQ5Nf8pAQ1TAqf34ad68eXj48CFKliwJFxcXGBsbK52/evWqxoojooLh/evn6OpXGYeKvcG2Kn7o3HVylu2FTIYpk5piivEZDE+tAf9ZF2FoZJzlNUSk/9QONR07dtRCGURUUL0ND4XnDFecK/IWf9f3R5t2Plm2T016h2Hjq2OVzX3MMGmLcZP25eqEBSLKu9QeU5OfcUwNUd7y5v5NtF1UD7etk7C/1Tq4uffOsv27N6/QY3JV7Cv8EmvsB6HP4BW5VCkR6ZKqn985WnwPAK5cuYI7d+4AAKpUqaLVLRKISP+8uH4WrX93R3ghKY57BqBOvY5Zto9+chffzK+DYKsE/F11Otp2+Tl3CiWifEPtUPPy5Ut0794dQUFBKFy4MAAgJiYGzZo1w9atW1GiRAlN10hEeubpuUNoub093lpIcNI7EFWqNs+yfdj102izvgVemKfiePMNqN+8Vy5VSkT5idqzn0aMGIH4+Hjcvn0b0dHRiI6Oxq1btxAXF4eRI0dqo0Yi0iP3A7ehyY62SDExxD8DzmUbaG6f2IaGm9yRYCRwpkcgAw0RZUrtMTU2NjY4evQo6tatq3T84sWLaN26NWJiYjRZn0ZxTA2Rbt3YvRKtzwxGEYk5jvpcQalSWa93dXr7XHS4NgZfJFvg4MgLcHCumkuVElFeorUxNTKZLN00bgAwNjaGTCZT93ZEVEBc+HM2vr45Di4SaxweewMlijtn2X73ch90j1iEhsnFsHvCDdgUdcilSokov1L78VPz5s3h4+ODiIgIxbHw8HD88MMPaNGihUaLIyL9cGLFOLQIGYfKojiO/3I/60AjBFZM/xadni9Ch+TSODT9CQMNEalE7VCzZMkSxMXFwcXFBWXLlkXZsmVRunRpxMXFYfHixdqokYjysX3zBuHr8NloLCuFw5MforC1baZtRWoq/MbVx5DU3RgqqYstM/6FqZllLlZLRPmZ2o+fnJyccPXqVRw9ehR3794FAFSqVAktW7bUeHFElI8Jga2/dkOv1L/wjSiHLVNvwtTYLNPmqYlvMXS8K1YXDcWMQh0xblQAF9UjIrVw8T0i0jwhsPpnDwwyDcR3BtWxdsIlGBlmvo3Bu9eR6D65GvYXi8Ia5xHo029RLhZLRHmd1ja0BIBjx46hffv2isdP7du3x9GjR3NcLBHpEakUC0Y1xECzQAw1c8P6iVezDDTRD2+h5ZRyOFo4Cn/X+o2BhohyTO1Qs2zZMrRp0wZWVlbw8fGBj48PrK2t0bZtWyxdulQbNRJRfpGcjBkja2BU4QsYZ9MOi386CQNJ5n/NhF0+hiaLa+Jeofc43mYL2nqOzsViiUjfqP34ydHREePGjcPw4cOVji9duhQzZsxAeHi4RgvUJD5+ItIekZgIP9/q+LXUA0wp2R0TB23OckzMrcMb0SawN4wMjHC491FUqNI0F6slovxEa4+fYmJi0KZNm3THW7dujdjYWHVvR0R6QLx9i3EjK+HXUg8w64t+mDR4S5aB5vSmGXAL+h7FYYGzI68z0BCRRqgdajp06IBdu3alO75nzx60b99eI0URUf4hYmPh6/Ml5jg9hX+5Efip7+9Ztt/lPxit7k1ADWkJnJz4EA6OWa8qTESkKrWndFeuXBnTp09HUFAQGjZsCAA4f/48zpw5gx9//BGLFn0Y5Me9oIj0myzqNYaMqYxVzq+wovJYDOoyO/PGQmDF5PYYhgPoJC2HjdNuwNTEPPeKJSK9p/aYmtKlS6t2Y4kEjx49ylFR2sIxNUSaI33xHP3HV8aGL95gbU0/9PGcnGlbWUoyfhlXDzOtr2OEYSP4/3wKBgaGuVcsEeVrWtv7KTQ09LMKI6L8LyX8Kb6fWA1/OcVhU71Z6Nn2p0zbJsVGo9/EathcLAK/Fe2OH4dnPYCYiCincrROzcekUimCg4Px5s0bTdRDRHlccugDdJ9UGTsd47Ct6aIsA03Mk3to84sLdthEYGu58Rg9IusBxEREn0PtUOPr64vff5cPBJRKpWjatClq1aoFJycnBAUFabo+IspD3t+/A6/prthXKgEBrVajU4sRmbZ9evkYGi+ohuuF3uLoV2vQzXtGLlZKRAWR2qFmx44dqF69OgBg7969ePz4Me7evYsffvgBEyZM0HiBRJQ3JN66hg5zauKY/XvsbbsJ7d3+l2nba/vWoMG2Vkg0Ac72OAq3lv1zsVIiKqjUDjWvX7+GnZ0dAODAgQPo0qULvvzyS/Tr1w83b97UeIFEpHtvr11A20X1cdYuBQe/3YHWDbwzbXto9U9oenYASolCOO9zCxVdm+dipURUkKkdakqWLImQkBBIpVIcOnQIrVq1AgAkJibC0JCzGYj0TeyFk/BY0QRXbaU43PVvuNfyyrihEPh9Wie0fzYH7qmOCJr8BCVLfZm7xRJRgab27Ke+ffuia9eusLe3h0QiQcuWLQEAFy5cQMWKFTVeIBHpTvSpw/DY0g4PSgBHvQ+jXqWWGbYTKSnwG1cfv1pfw2BJbSyeeS7LTSyJiLRB7VAzefJkVK1aFWFhYejSpQtMTU0BAIaGhhg3bpzGCyQi3XgVuAetd3khrKgBTvQNQo2yjTNslxwThf/94oqNJSIwq3BnjB25nTOciEgn1F5872Pv37+HmZmZJuvRKi6+R6Sa5/u2ouWhnnhtY4yjA06jqku9DNvFPr6LTnPr4nSRt1hfaTx69OQMJyLSPK1taCmVSvHrr7+iVKlSKFSokGLV4IkTJyqmehNR/hW+cz2+OtIDb2xMcHLopUwDTdjFo2iywBVXrBNwpNnvDDREpHNqh5rp06dj/fr1mDNnDkxMTBTHq1atijVr1mi0OCLKXU/+XIamp/vivZUFTo28hgqlXDNsd/3v1Wi4vTXizIAzPY7iq+b9crlSIqL01A41GzZswKpVq+Dt7a0026l69eq4e/euRosjotwTunY+vro8DLAshFOjbqBsyYx3zw5cORZu5wfCViKfsl25GqdsE1HeoPZA4fDwcJQrVy7dcZlMhpSUFI0URUS56+GKGWj27wSYWlrj+KjrcCrqkr6REFg/1QsDpLvRSuaI7ZNvoJBlkVyvlYgoM2r31FSuXBmnT59Od3zHjh2oWbOmRooiotxzf/EUfHV/AswtCyNo9K0MA41ITsaUUbXQF7vR16gO/p7+iIGGiPIctXtqJk2ahN69eyM8PBwymQwBAQG4d+8eNmzYgH379mmjRiLSknvzf0aziJmwsSyC46Nvwd7aIV2blDdRGDTBFetKRmB6kc4YP4JTtokob1K7p8bT0xN79+7F0aNHYWlpiUmTJuHOnTvYu3evYnVhIsr7QuaMwVeRM1HUsjiCxoRkGGhiHt7G17+4YFPxCGysMA4/j/yLgYaI8iy1empSU1MxY8YM9OvXD4GBgdqqiYi07NZ0HzSPXQQ7S1scG30TJQrZpmvz5NxBtN3WARE2UhxpthbuzfrqoFIiItWp1VNjZGSEOXPmIDU1VVv1EJE2CYHrU4agWewilLK0w/GxtzMMNJd3LEL9Xe3wzsQA53oFMdAQUb6g9uOnFi1a4OTJk9qohYi0SQhcmzgAzRNX4ItCDjg29jaKWxRP12yP/2A0DfaBi7DB+dF3UbFSUx0US0SkPrUHCn/99dcYN24cbt68idq1a8PS0lLpfIcOHTRWHBFpiBC4/HNvtBIbUb6QEw6Pvo4i5sqzl0RqKhZObIVRpkHwEmWx8ddgmJsV0lHBRETqU3vvJwODzDt3JBIJpFLpZxelLdz7iQokIXBhTA94GG9DJUsXHBodDBszG6Um0vg4+I6vgSUlQjHGtDlm/RQIA4naHblERFqh6ue32j01Mpnsswojolwkk+HsqC5oYxGAaoXK4OCP12BtqvwXwtuwh+gxszYOlojFCqehGNRvqY6KJSL6PGqHGiLKJ2Qy/OPzLb62+hs1rcpj/6grsDK1UmoScek42m9og/tFUrGv4WK0aTNcR8USEX0+hhoifSSV4uSw9mhX7BDqWlfEvh8uw9JEefzbzd2r0O70YMgsjfBPl4OoXsNDR8USEWkGQw2RvklNxfGhX6O97VE0tq6KPT9cgIWxhVKTw4t90SVyIcoaWmHfyEso5VBBR8USEWkOQw2RPklJQdBgD7SzP4Gmhatjt885mBubfzgvk2HVxLYYanQYHuILbPULhhX3cCIiPcHpDUT6IjkZ5/u1Rnu7E2hSxBV7fM8rBRpZYgLGjayMQSaHMdi0MfZMe8BAQ0R6JUc9NTKZDA8ePMDLly/TzYZq2pQLdRHlupQUXOvjgTbOQahZpDJ2jzgLMyMzxel3EU/Qe2ot7LCLxnz7vvAd8Dv3cCIivaN2qDl//jx69uyJJ0+e4NMlbvL6OjVEekkqRUj/DmjtGITyRctj/4hzSoOCX177Bx3XtERw8STsrD0b334zVofFEhFpj9qhZvDgwahTpw72798Pe3t7/muPSJdkMjwY1AUtbQ/BvpgzDg8/r7QOzdW/V6DjyaFItjZEUMfdqFfHU4fFEhFpl9qh5v79+9ixYwfKlSunjXqISFVC4OmI79HCahesitojcNgFFDUvqji9dclg9Hu+ElUk1tg17BwcHSvrsFgiIu1Te6Bw/fr18eDBA23UQkSqEgKRowehheGfMChWHMeGX0TJQiUBANLkJIwfXxc9olaiU3I5nJoaxkBDRAWC2j01I0aMwI8//ojnz5+jWrVqMDY2Vjrv6uqqseKIKGOvJ/6IVu9XI9HOBqeHXYCjtSMAICbiEXrOrofDhaMw17wjRk3cCUkW+7UREekTjWxoKZFIIITI8wOFuaEl6YOYab+gRdh0hJWyxKmhl1GxeEUAwN2zf8NzR2e8NE3Ftjqz0LoTBwQTkX7Q2oaWoaGhn1UYEeXc2/mz0PbxdIQ6mePEwDOKQLN//QT0/HcGSklMcanHcZRzdddtoUREOqB2qHF2dtZGHUSUjXfLFqLDjfG45WKCo/1PoLpddQipFLOmtsIEyQl8k+SAjRMuw7qova5LJSLSiRwtvvfw4UP4+/vjzp07AIDKlSvDx8cHZcuW1WhxRCSXvG4NOp/xxfnyRjjU5wjqOdZHQlQk+k+tg21FIzDRoBkm/xYIAwNDXZdKRKQzao8gPHz4MCpXroyLFy/C1dUVrq6uuHDhAqpUqYLAwEBt1EhUoKVu+RM9Dw3A0fIG2P3dPjR1+QpPgoPQ5NfS2GsVgb/KjMPUiccZaIiowFN7oHDNmjXh4eGBWbNmKR0fN24cjhw5gqtXr2q0QE3iQGHKb2S7AtBnU2dsrgbs7LYTnpW+xcntc9D5yjgUkhlhT+cdcK3fQddlEhFplaqf32r31Ny5cwf9+/dPd7xfv34ICQlR93ZElJlDh/DD712wqZrApm83okMFTyyf4YWWt35CtdSiuPTjXQYaIqKPqB1qSpQogeDg4HTHg4ODYWtrq4maiOjECayY8g0W1ZVhaZvF8CrTDoN//BJDU3ZhKOrg8MxnKG5XRtdVEhHlKWoPFB4wYAAGDhyIR48eoVGjRgCAM2fOYPbs2Rg1apTGCyQqcC5cwImhbTGiqxTDaw1GS8tqcJtYCsFWiVjrMAR9ByzTdYVERHmS2qFm4sSJsLKywrx58zB+/HgAgIODAyZPnoyRI0dqvECiAuXJEzz4ri06dUtFs9LNUCXBEjW3ucPe0Aj/tNiEuu7euq6QiCjPUuvxU2pqKjZu3IiePXvi2bNniI2NRWxsLJ49ewYfHx+t7dj9+PFj9O/fH6VLl4a5uTnKli0LPz8/JCcna+X9iHQiPh4p37SDV9t4GFhZI+XZEwy5Nw89X9nj2o/3GWiIiLKhVk+NkZERBg8erFifxsrKSitFferu3buQyWRYuXIlypUrh1u3bmHAgAFISEjA3Llzc6UGIq2SSoEePbC42APcLJoCvI/GzcRo7JJ0QMclO4BP9lgjIqL01H78VK9ePVy7di1XVxZu06YN2rRpo/i6TJkyuHfvHpYvX85QQ/rhl1+AgwcR8UMVADcx7LYFfumzDnZtu+q6MiKifEPtUDN06FD8+OOPePbsGWrXrg1LS0ul87m1S3dsbCyKFi2aZZukpCQkJSUpvo6Li9N2WUTqCw4G/lv3ae68m5ja2RMWK34HihXTbV1ERPmM2qGme/fuAKA0KDi3d+l+8OABFi9enG0vzcyZMzFlyhSt10P0Wf78U/6nrS3w22+w6NUL0NL4NCIifab2isJPnjzJ8rw6j6XGjRuH2bNnZ9nmzp07qFixouLr8PBwfPXVV3B3d8eaNWuyvDajnhonJyeuKEx5S2QkcPYs0K4dYGam62qIiPIcVVcUVjvUaNKrV68QFRWVZZsyZcrAxMQEABAREQF3d3c0aNAA69evh4GBemsHcpsEIiKi/EfVz2+1Hz9t2LAhy/Pff/+9yvcqUaIESpQooVLb8PBwNGvWDLVr18a6devUDjRERESk39TuqSlSpIjS1ykpKUhMTISJiQksLCwQHR2t0QIBeaBxd3eHs7Mz/vjjDxgaftiN2M7OTuX7sKeGiIgo/9FaT82bN2/SHbt//z6GDBmCMWPGqHs7lQQGBuLBgwd48OABHB0dlc7p8OkZERER5SEaG1Nz+fJlfPfdd7h7964mbqcV7KkhIiLKf1T9/NbYwBQjIyNERERo6nZEREREalH78dPff/+t9LUQApGRkViyZAkaN26sscKIiIiI1KF2qOnYsaPS1xKJBCVKlEDz5s0xb948TdVFREREpBa1Q41MJtNGHURERESfJcdjapKTk3Hv3j2kpqZqsh4iIiKiHFE71CQmJqJfv36wsLBAlSpV8PTpUwDAiBEjMOu/TfmIiIiIcpvaoWb8+PG4ceMGgoKCYPbRPjUtW7bEtm3bNFocERERkarUHlOze/dubNu2DQ0aNIDko52Eq1SpgocPH2q0OCIiIiJVqd1T8+rVK9ja2qY7npCQoBRyiIiIiHKT2qGmTp062L9/v+LrtCCzZs0aNGzYUHOVEREREalB7cdPM2bMwNdff42QkBCkpqZi4cKFCAkJwdmzZ3Hy5Elt1EhERESULbV7apo0aYLg4GCkpqaiWrVqOHLkCGxtbXHu3DnUrl1bGzUSERERZUtjG1rmB9zQkoiIKP/J9Q0tiYiIiHRJ5TE1BgYG2c5ukkgkXGGYiIiIdELlULNr165Mz507dw6LFi3ivlBERESkMyqHGk9Pz3TH7t27h3HjxmHv3r3w9vbG1KlTNVocERERkapyNKYmIiICAwYMQLVq1ZCamorg4GD88ccfcHZ21nR9RERERCpRK9TExsbip59+Qrly5XD79m0cO3YMe/fuRdWqVbVVHxEREZFKVH78NGfOHMyePRt2dnbYsmVLho+jiIiIiHRF5XVqDAwMYG5ujpYtW8LQ0DDTdgEBARorTtO4Tg0REVH+o+rnt8o9Nd9//z03rCQiIqI8S+VQs379ei2WQURERPR5uKIwERER6QWGGiIiItILDDVERESkFxhqiIiISC8w1BAREZFeYKghIiIivcBQQ0RERHqBoYaIiIj0AkMNERER6QWGGiIiItILDDVERESkFxhqiIiISC8w1BAREZFeYKghIiIivcBQQ0RERHqBoYaIiIj0AkMNERER6QWGGiIiItILDDVERESkFxhqiIiISC8w1BAREZFeYKghIiIivcBQQ0RERHqBoYaIiIj0AkMNERER6QWGGiIiItILDDVERESkFxhqiIiISC8w1BAREZFeYKghIiIivcBQQ0RERHqBoYaIiIj0AkMNERER6QWGGiIiItILDDVERESkFxhqiIiISC8w1BAREZFeYKghIiIivcBQQ0RERHqBoYaIiIj0Qr4LNUlJSahRowYkEgmCg4N1XQ4RERHlEfku1IwdOxYODg66LoOIiIjymHwVag4ePIgjR45g7ty5ui6FiIiI8hgjXRegqhcvXmDAgAHYvXs3LCwsVLomKSkJSUlJiq/j4uK0VR4RERHpWL7oqRFCoE+fPhg8eDDq1Kmj8nUzZ86EjY2N4uXk5KTFKomIiEiXdBpqxo0bB4lEkuXr7t27WLx4MeLj4zF+/Hi17j9+/HjExsYqXmFhYVr6ToiIiEjXJEIIoas3f/XqFaKiorJsU6ZMGXTt2hV79+6FRCJRHJdKpTA0NIS3tzf++OMPld4vLi4ONjY2iI2NhbW19WfVTkRERLlD1c9vnYYaVT19+lRpPExERAQ8PDywY8cO1K9fH46Ojirdh6GGiIgo/1H18ztfDBT+4osvlL4uVKgQAKBs2bIqBxoiIiLSb/lioDARERFRdvJFT82nXFxckA+emhEREVEuYk8NERER6QWGGiIiItILDDVERESkFxhqiIiISC8w1BAREZFeYKghIiIivcBQQ0RERHqBoYaIiIj0AkMNERER6QWGGiIiItILDDVERESkFxhqiIiISC8w1BAREZFeYKghIiIivcBQQ0RERHqBoYaIiIj0AkMNERER6QWGGiIiItILDDVERESkFxhqiIiISC8w1BAREZFeYKghIiIivcBQQ0RERHqBoYaIiIj0AkMNERER6QWGGiIiItILDDVERESkFxhqiIiISC8w1BAREZFeMNJ1AblJCAEAiIuL03ElREREpKq0z+20z/HMFKhQEx8fDwBwcnLScSVERESkrvj4eNjY2GR6XiKyiz16RCaTISIiAlZWVpBIJLouJ0fi4uLg5OSEsLAwWFtb67qcAo2/i7yFv4+8g7+LvENffhdCCMTHx8PBwQEGBpmPnClQPTUGBgZwdHTUdRkaYW1tna//B6pP+LvIW/j7yDv4u8g79OF3kVUPTRoOFCYiIiK9wFBDREREeoGhJp8xNTWFn58fTE1NdV1KgcffRd7C30fewd9F3lHQfhcFaqAwERER6S/21BAREZFeYKghIiIivcBQQ0RERHqBoYaIiIj0AkONnkhKSkKNGjUgkUgQHBys63IKnMePH6N///4oXbo0zM3NUbZsWfj5+SE5OVnXpRUIS5cuhYuLC8zMzFC/fn1cvHhR1yUVODNnzkTdunVhZWUFW1tbdOzYEffu3dN1WQRg1qxZkEgk8PX11XUpWsdQoyfGjh0LBwcHXZdRYN29excymQwrV67E7du3sWDBAqxYsQI///yzrkvTe9u2bcOoUaPg5+eHq1evonr16vDw8MDLly91XVqBcvLkSQwbNgznz59HYGAgUlJS0Lp1ayQkJOi6tALt0qVLWLlyJVxdXXVdSq7glG49cPDgQYwaNQo7d+5ElSpVcO3aNdSoUUPXZRV4v/32G5YvX45Hjx7puhS9Vr9+fdStWxdLliwBIN/jzcnJCSNGjMC4ceN0XF3B9erVK9ja2uLkyZNo2rSprsspkN6+fYtatWph2bJlmDZtGmrUqAF/f39dl6VV7KnJ5168eIEBAwZg48aNsLCw0HU59JHY2FgULVpU12XoteTkZFy5cgUtW7ZUHDMwMEDLli1x7tw5HVZGsbGxAMD/D+jQsGHD0K5dO6X/f+i7ArWhpb4RQqBPnz4YPHgw6tSpg8ePH+u6JPrPgwcPsHjxYsydO1fXpei1169fQyqVomTJkkrHS5Ysibt37+qoKpLJZPD19UXjxo1RtWpVXZdTIG3duhVXr17FpUuXdF1KrmJPTR40btw4SCSSLF93797F4sWLER8fj/Hjx+u6ZL2l6u/iY+Hh4WjTpg26dOmCAQMG6KhyIt0ZNmwYbt26ha1bt+q6lAIpLCwMPj4++PPPP2FmZqbrcnIVx9TkQa9evUJUVFSWbcqUKYOuXbti7969kEgkiuNSqRSGhobw9vbGH3/8oe1S9Z6qvwsTExMAQEREBNzd3dGgQQOsX78eBgb8d4M2JScnw8LCAjt27EDHjh0Vx3v37o2YmBjs2bNHd8UVUMOHD8eePXtw6tQplC5dWtflFEi7d+/Gt99+C0NDQ8UxqVQKiUQCAwMDJCUlKZ3TJww1+djTp08RFxen+DoiIgIeHh7YsWMH6tevD0dHRx1WV/CEh4ejWbNmqF27NjZt2qS3f2nkNfXr10e9evWwePFiAPJHH1988QWGDx/OgcK5SAiBESNGYNeuXQgKCkL58uV1XVKBFR8fjydPnigd69u3LypWrIiffvpJrx8JckxNPvbFF18ofV2oUCEAQNmyZRlocll4eDjc3d3h7OyMuXPn4tWrV4pzdnZ2OqxM/40aNQq9e/dGnTp1UK9ePfj7+yMhIQF9+/bVdWkFyrBhw7B582bs2bMHVlZWeP78OQDAxsYG5ubmOq6uYLGyskoXXCwtLVGsWDG9DjQAQw2RRgQGBuLBgwd48OBBukDJzlDt6tatG169eoVJkybh+fPnqFGjBg4dOpRu8DBp1/LlywEA7u7uSsfXrVuHPn365H5BVCDx8RMRERHpBY5iJCIiIr3AUENERER6gaGGiIiI9AJDDREREekFhhoiIiLSCww1REREpBcYaoiIiEgvMNQQERGRXmCoISLKhBACAwcORNGiRSGRSBAcHKzrkogoCww1RDnQp08fSCQSzJo1S+n47t27lXZNp/zt0KFDWL9+Pfbt24fIyMg8vW/O9evX0aNHDzg5OcHc3ByVKlXCwoULs70uOjoa3t7esLa2RuHChdG/f3+8fftWqc2NGzfg5uYGMzMzODk5Yc6cOenu89dff6FixYowMzNDtWrVcODAAY19b0SqYqghyiEzMzPMnj0bb968yfX3TklJ0cv3ymsePnwIe3t7NGrUCHZ2djAyUn+7PCEEUlNTtVCdsitXrsDW1habNm3C7du3MWHCBIwfPx5LlizJ8jpvb2/cvn0bgYGB2LdvH06dOoWBAwcqzsfFxaF169ZwdnbGlStX8Ntvv2Hy5MlYtWqVos3Zs2fRo0cP9O/fH9euXUPHjh3RsWNH3Lp1S2vfL1GGBBGprXfv3qJ9+/aiYsWKYsyYMYrju3btEp/+3+r06dOiSZMmwszMTDg6OooRI0aIt2/fKs4DELt27VK6xsbGRqxbt04IIURoaKgAILZu3SqaNm0qTE1Nxbp164RUKhVTpkwRpUqVEiYmJqJ69eri4MGDinukXbdz507h7u4uzM3Nhaurqzh79myW3xsAsWzZMvHNN98ICwsL4efnJ4QQYvfu3aJmzZrC1NRUlC5dWkyePFmkpKQIIYSQyWTCz89PODk5CRMTE2Fvby9GjBihuKezs7OYOnWq6N69u7CwsBAODg5iyZIlSu/75MkT0aFDB2FpaSmsrKxEly5dxPPnzxXn/fz8RPXq1cWGDRuEs7OzsLa2Ft26dRNxcXGKNn/99ZeoWrWqMDMzE0WLFhUtWrRQ+lmvXr1aVKxYUZiamooKFSqIpUuXZvpz6N27twCgeDk7OwshhHj//r0YMWKEKFGihDA1NRWNGzcWFy9eVFx34sQJAUAcOHBA1KpVSxgbG4sTJ06ku/8ff/whLC0txb///qs4NmTIEFGhQgWRkJCQxW9IdUOHDhXNmjXL9HxISIgAIC5duqQ4dvDgQSGRSER4eLgQQohly5aJIkWKiKSkJEWbn376SVSoUEHxddeuXUW7du2U7l2/fn0xaNAgjXwfRKpiqCHKgd69ewtPT08REBAgzMzMRFhYmBAifah58OCBsLS0FAsWLBD//vuvOHPmjKhZs6bo06ePoo2qocbFxUXs3LlTPHr0SERERIj58+cLa2trsWXLFnH37l0xduxYYWxsrPiQTLuuYsWKYt++feLevXuic+fOwtnZWRFGMgJA2NrairVr14qHDx+KJ0+eiFOnTglra2uxfv168fDhQ3HkyBHh4uIiJk+eLISQhwlra2tx4MAB8eTJE3HhwgWxatUqxT2dnZ2FlZWVmDlzprh3755YtGiRMDQ0FEeOHBFCCCGVSkWNGjVEkyZNxOXLl8X58+dF7dq1xVdffaW4h5+fnyhUqJDw8vISN2/eFKdOnRJ2dnbi559/FkIIERERIYyMjMT8+fNFaGiouHHjhli6dKmIj48XQgixadMmYW9vr/gZ7ty5UxQtWlSsX78+w59DTEyMmDp1qnB0dBSRkZHi5cuXQgghRo4cKRwcHMSBAwfE7du3Re/evUWRIkVEVFSUEOJDqHF1dRVHjhwRDx48UJz7VJcuXUTdunVFSkqK2LdvnzA2NhaXL19WnB80aJCwtLTM8pUVb29v0alTp0zP//7776Jw4cJKx1JSUoShoaEICAgQQgjRq1cv4enpqdTm+PHjAoCIjo4WQgjh5OQkFixYoNRm0qRJwtXVNcv6iDSNoYYoB9JCjRBCNGjQQPTr108IkT7U9O/fXwwcOFDp2tOnTwsDAwPx7t07IYTqocbf31+pjYODg5g+fbrSsbp164qhQ4cqXbdmzRrF+du3bwsA4s6dO5l+bwCEr6+v0rEWLVqIGTNmKB3buHGjsLe3F0IIMW/ePPHll1+K5OTkDO/p7Ows2rRpo3SsW7du4uuvvxZCCHHkyBFhaGgonj59mq7WtF4QPz8/YWFhodQzM2bMGFG/fn0hhBBXrlwRAMTjx48zrKFs2bJi8+bNSsd+/fVX0bBhw4x/EEKIBQsWKHpohBDi7du3wtjYWPz555+KY8nJycLBwUHMmTNHCPEh1OzevTvT+6aJjo4Wjo6OYsiQIaJkyZLpfp8vXrwQ9+/fz/KVmTNnzggjIyNx+PDhTNtMnz5dfPnll+mOlyhRQixbtkwIIUSrVq3S/W847XcTEhIihBDC2Ng43c926dKlwtbWNusfAJGGqf+AmIiUzJ49G82bN8fo0aPTnbt+/Tpu3LiBP//8U3FMCAGZTIbQ0FBUqlRJ5fepU6eO4r/j4uIQERGBxo0bK7Vp3Lgxrl+/rnTM1dVV8d/29vYAgJcvX6JixYoqvVfa93HmzBlMnz5dcUwqleL9+/dITExEly5d4O/vjzJlyqBNmzZo27YtvvnmG6UxKA0bNlS6Z8OGDeHv7w8AuHPnDpycnODk5KQ4X7lyZRQuXBh37txB3bp1AQAuLi6wsrJS+n5evnwJAKhevTpatGiBatWqwcPDA61bt0bnzp1RpEgRJCQk4OHDh+jfvz8GDBiguD41NRU2NjaZ/hw+9fDhQ6SkpCj93I2NjVGvXj3cuXMny59hRooUKYLff/8dHh4eaNSoEcaNG6d03tbWFra2tirXl+bWrVvw9PSEn58fWrdurfb1RPkVQw3RZ2ratCk8PDwwfvx49OnTR+nc27dvMWjQIIwcOTLddV988QUAQCKRQAihdC6jwbmWlpY5qs/Y2Fjx32kzs2QyWZbXfPpeb9++xZQpU+Dl5ZWubdqMmHv37uHo0aMIDAzE0KFD8dtvv+HkyZNK7/+5Pr2XRCJRfC+GhoYIDAzE2bNnceTIESxevBgTJkzAhQsXYGFhAQBYvXo16tevr3QPQ0NDjdX3MVV/X6dOnYKhoSEiIyORkJCgFNoGDx6MTZs2ZXn9pzOVQkJC0KJFCwwcOBC//PJLltfa2dkpQmGa1NRUREdHw87OTtHmxYsXSm3Svs6uTdp5otzC2U9EGjBr1izs3bsX586dUzpeq1YthISEoFy5culeJiYmAIASJUogMjJScc39+/eRmJiY5ftZW1vDwcEBZ86cUTp+5swZVK5cWUPflfL3ce/evQy/DwMD+V8j5ubm+Oabb7Bo0SIEBQXh3LlzuHnzpuIe58+fV7rn+fPnFT1VlSpVQlhYGMLCwhTnQ0JCEBMTo9b3I5FI0LhxY0yZMgXXrl2DiYkJdu3ahZIlS8LBwQGPHj1KV3/p0qVVvn/ZsmVhYmKi9HNPSUnBpUuXcvRzP3v2LGbPno29e/eiUKFCGD58uNL5qVOnIjg4OMvXx27fvo1mzZqhd+/eSr1qmWnYsCFiYmJw5coVxbHjx49DJpMpwl/Dhg1x6tQppaAdGBiIChUqoEiRIoo2x44dU7p3YGBgut45Iq3T9fMvovzo4zE1aXr16iXMzMyUxtRcv35dmJubi2HDholr166Jf//9V+zevVsMGzZM0aZ79+6iUqVK4urVq+LSpUuiefPmwtjYON2YmmvXrim934IFC4S1tbXYunWruHv3rvjpp58yHCj88XVv3rwRADKcjZMGGYzxOXTokDAyMhKTJ08Wt27dEiEhIWLLli1iwoQJQggh1q1bJ9asWSNu3rwpHj58KH755Rdhbm4uXr9+LYQQitlKs2fPFvfu3RNLliwRhoaG4tChQ0II+eypGjVqCDc3N3HlyhVx4cKFDAcKV69ePd3PIG3My/nz58X06dPFpUuXxJMnT8T27duFiYmJOHDggBBCPvPJ3NxcLFy4UNy7d0/cuHFDrF27VsybNy/Tn8WnY2qEEMLHx0c4ODiIgwcPKg0UThs0mzam5s2bN5neVwgh4uLiRJkyZcSoUaOEEELcuHFDmJqair/++ivL6zJz8+ZNUaJECfHdd9+JyMhIxSttgLMQQly4cEFUqFBBPHv2THGsTZs2ombNmuLChQvin3/+EeXLlxc9evRQnI+JiRElS5YUvXr1Erdu3RJbt24VFhYWYuXKlYo2aeN35s6dK+7cuSP8/PyEsbGxuHnzZo6+F6KcYqghyoGMQk1oaKgwMTFJN6X74sWLolWrVqJQoULC0tJSuLq6Kg0IDQ8PF61btxaWlpaifPny4sCBAxkOFP401EilUjF58mRRqlQpYWxsnOmUbk2EGiHkwaZRo0bC3NxcWFtbi3r16ilmOO3atUvUr19fWFtbC0tLS9GgQQNx9OhRxbXOzs5iypQpokuXLsLCwkLY2dmJhQsXKt1f1SndH/s4dISEhAgPDw/FVOsvv/xSLF68WKn9n3/+KWrUqCFMTExEkSJFRNOmTRWzfDKSUah59+6dGDFihChevHiWU7qzCzV9+/YV1apVE+/fv1ccmzdvnihatKhS6FCVn5+f0hT0tNfH9afVFhoaqjgWFRUlevToIQoVKiSsra1F3759FTPG0ly/fl00adJEmJqailKlSolZs2ale//t27eLL7/8UpiYmIgqVaqI/fv3q/09EH0uiRCfPMwnItIwFxcX+Pr6wtfXV9elEJEe45gaIiIi0gsMNURERKQX+PiJiIiI9AJ7aoiIiEgvMNQQERGRXmCoISIiIr3AUENERER6gaGGiIiI9AJDDREREekFhhoiIiLSCww1REREpBf+D2/FiB+F+qBxAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_scatter_hidden(x, activation_1_all, index1, index2, sigma_beta=None, sigma_omega=None):\n", + " fig, ax = plt.subplots()\n", + " ax.plot(np.squeeze(activation_1_all[0:100,index1]), np.squeeze(activation_1_all[0:100,index2]),'bo')\n", + " ax.set_xlabel('Neuron response for x=%3.3f'%(x[0,index1]))\n", + " ax.set_ylabel('Neuron response for x=%3.3f'%(x[0,index2]))\n", + " ax.set_xlim([-5,5])\n", + " ax.set_ylim([-5,5])\n", + " confidence_ellipse_data(np.squeeze(activation_1_all[:,index1]), np.squeeze(activation_1_all[:,index2]), ax, edgecolor='red')\n", + " x1 = np.ones((1,1)) * x[0,index1]\n", + " x2 = np.ones((1,1)) * x[0,index2]\n", + " predicted_mean, predicted_cov, predicted_second_mom = compute_hidden_mean_covariance(x1,x2, sigma_beta, sigma_omega)\n", + " confidence_ellipse(predicted_mean[0,0], predicted_mean[1,0], predicted_cov, ax, edgecolor='green')\n", + " plt.show()\n", + "\n", + "# Plot the correlation between activations at two particular positions for the networks\n", + "# Plot the empirical covariance (red ellipse)\n", + "# Plot the compute covariance (gree ellipse)\n", + "plot_scatter_hidden(x, activation_1_all,500,550, sigma_beta, sigma_omega)\n", + "plot_scatter_hidden(x, activation_1_all,200,350, sigma_beta, sigma_omega)\n", + "plot_scatter_hidden(x, activation_1_all,100,350, sigma_beta, sigma_omega)\n", + "plot_scatter_hidden(x, activation_1_all,100,500, sigma_beta, sigma_omega)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, + "id": "MDmJ7sdg302s", + "outputId": "a9e020b4-1ac5-4df4-9983-50eddad97f2b" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Show the output of the network as a function of the input for twenty random networks\n", + "fig, ax = plt.subplots()\n", + "for c_network in range(20):\n", + " ax.plot(np.squeeze(x), outputs_all[c_network,:])\n", + "ax.set_xlim([-3,3])\n", + "ax.set_ylim([-5,5])\n", + "ax.set_xlabel('Network input, $x$')\n", + "ax.set_ylabel('Network output, $y$')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "AB0pKT9e6gV8", + "outputId": "937a2cf8-aab1-49e9-c5b3-a3c796cf3ba5" + }, + "outputs": [ + { + "data": { + "image/png": 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icI8e0vbt7q/WGxdXfNh44QXzvrGxJQ9UttnMaw8f1sSFPfRW9hf6YfwehbfrWPxrlRSegGrO1c9vt0LN999/rxdffFE7duxQWlqaJKlJkybq3r27pkyZoksuuaTilXsRoQaATp/W0Ycm6y8nVqmWXXrrDfNwicOEbTbp/vvNjS5LCiYlBYmStmBwdAutX29+HznS/F7wugLXHLgiRpeu7Kqnz/TUzGc+K+87B6otj4eaTZs2aejQobryyis1aNAgRf6+vPfRo0e1ZcsW7dq1Sxs3btSgQYM88w68gFAD1HCffabtU4ZoVcwJpTcM1uubayvk6Iny3ctmM0NIw4bS8eMXjhduhSlpIHCBVhht3Fi0NadhQ+nee6WHH9ZNCzpo56kD+t+MHxUcHVu+eoFqzOOhpmPHjhoyZIgWLFhQ7Pl58+YpLi6uSu//RKgBaqjcXJ0bfZPOfPCOGpzz8ms5WljmzZPmzi37+m3bzEXx7Hbp8cfNQHTiQtA617i+bu3zq/500Q0a9+i7XikZqOo8vqHl//73P40ZM6bE86NHj9bBgwfdqxIAvO2bb3TwylgFxr2jet4ONJLZemMY0jPPuHa9YwbUxo1mEDrh3HIUmP6r3npDuqP9LZ6tE7Agl0NNbGys3n///RLPv//++0zpBlB12O367amFenRaJwUnm8GhUlcbPXXKteuiokrdv8lRs9+s2ezfBJTB5SndCxYs0K233qqEhAT179/faUxNfHy8Nm/erNWrV3utUABw2eHDOjTxJt3efJdqN5ce2Vb2UyqdY0xNr15lLsJnk9i/CXCBy6HmpptuUrNmzbRkyRI9++yzRWY/JSQkqHv37l4rFABc8s47WvHkLZra95yahDXTptp3SatcGNtSmQovisf+TYBHuLX4Xo8ePdSjRw9v1QIA5ffbbzr38EOasv85/XOQ9OdLbtMLQ5YpdPuXvq6sqMKL4rF/E+ARHltRGAAqVcGF5gIDlbT8KY1olajvrwzQij/9XeOuGG9eV9ZO3Dab1KyZtHKllJZmft+6tezXDwmRzp69MLXbFVOmSCNGXFjLxvEeUlLMhf4yMop/XsGuKgAlKte4uXvuuUcZv//lK/hnAKgUcXHmGjB9+ki33iqNHKlanyeq6+l62jEx8UKgkVzbG+mFF6R+/aQxY6RZs1yr4e23pbfeMgORq+rVK/493HablJEhQ1KRdY3ZvwlwWbm2SQgLC9OePXvUqlUrpz9XdaxTA1hACav05kmy2WyyrV9f/F5HxW1XEBPj3A1kt0sJCdLQoaXPXmrYUDp69EJrS0KCNGpUkenYpT6/4IJ9v3O8I6foVbhGoAZy9fO7XN1PBXNQDdo6CoCvuTD1WdOnm6v5Fm7VGD7ceUuDiAjz+LFjZijJyJBmzCh1FlK+v//9wv39/c0ZSdOmubbYnlRsoJHMMGNIUuPG0uLFZisQ+zcBLmNMDYDqo4ypzzIMc+rz0qXS1KlFw4AjgMTFSePGuRZgCnJsgVCw1aS4FqAKsEnm7uDNmjF9G3BTpa5FBQDlZhjS66+7du2MGeZ4lbi4oucc3VflCSGLFxcNNOW9V1mYvg24jVADoOo7c0Y54+/Qc9/+w/XnpKSYgcMRbOx2KT5emjDB9dlKhc2ceWFV31K6wjyC6duA2+h+AuBbBadmR0UVHUOSkqLkm6/TyEu/1TeDAnT390EKyTpd9n0Nw5w5NH26+RozZ1a8RSU52Rx/4+9vBiRvtNAwfRsot3KFGluBaZG2wlMkAcBVxY1HKThu5csvtfMv12nIoBMKahipvQ1mKCTrIdfv7xhjM2qU52oeNkzKzq7wbYqd6cT0baBCmP0EwDdKmJqd3200c6bWfbREY//0mzo37ay3b31XjS+9yje1FuSBQJMnM8z8FlpbtU6duXCi8ErDANxSrnVqqivWqQGqCLvdHMhbQveNISkrSGrwkDS6wy36x7AVCv7sc3OhOgv4OUw6Mqyfrv7nh6V3vQGQ5OV1agCgQlzYlTo8R1pRf5xuH/kvs5u7Os8GstmkRo204+aemp39tgbX66JZQx6W3njDDDOjRhFmAA9we/bTvHnzlJdXZCFvZWZmavTo0R4pCoDFuRhQ7ogceGHcXnWdDfR7/QemjFbfem9raFo9PbQ+Verb19zioU+fkqefA3CL26Hmn//8p6655hr9+OOP+ccSEhJ02WWX6YcffvBocQAsqjy7Ujs2pnR3ckJltoCMHGluTFlQdLSSnnhQV59dqhm7gjTtP5mypaQ4X1N4+jmAcnE71Ozdu1fR0dHq1KmTXn31VT3wwAMaOHCgbr/9dm3fvt0bNQKwmrICis1m7nlUcFpzaRtTlsaxrow3Z2o66l271tzpe9s2afVqads2HdjwD3X79Rm1OR2ox/bUl624YYyOY47p5wDKxe1QU79+fb3xxhuaMmWKJk6cqBdeeEGbNm3S448/roAAhugAcIEjoBiGinzElzatefhwaf1693bGlsywULgFxVMK1+vYimH0aP3UJET91/1RDXP9teXqZfJLTSv5Po7p559+6p06gRqgXCsKL126VC+88IJGjx6tVq1a6d5779XXX3/t6doAWJVhyNi3T+9cJP1SeCJDdLQZXEqa1jx8uJSUZG5Z4KobbpCefba81ZauhHpTD3+jfv/opUC7TVsn/lf1bMGu3a86D4gGfMztppXBgwfryy+/1KpVqzRy5EidPXtWM2fO1NVXX6358+frwQcf9EadAKzCMGS/b4Zm7ntBS26VZl/9gB4LHCy/tKOuT2v29zc3rFy0yByPUpZRo6TffvNM/ZK5i/aYMeau38XUe/zIDxrwYled87Pr0zFb1LTdVVKaC6sgS9V3QDRQBbi9Ts2AAQO0atUqNW3a1On4+++/r7/85S9KrcL/ymCdGsDH7HadnzhBt2eu0JsdbHr5+mWa2GVi+e8XFyeNGOG5+krzt79Jl1xSZvDKykhRv8cvVlLQGX36p7fVrsefzBOOtXlSUorfL8qxPcLhw0zvBgpx9fPbo4vvZWRkqJG3+q09gFAD+FBurs7dPlo3BcTpw4v8tW7UmxrWfljF7xsXJ911l3T8eMXvVZpt28yxMqU4k5mhwfPaaG9wprYN+D9d0XeM8wWOVZQl52DjGJdTWrcbUIO5+vnt0V26q3KgAeBDZ87o1PAbdH3tDYq/OFDvjnnfM4FGMkPAK6945l7FKW4mVjFyTmdp+Lz22l07U5uuWVY00EglD3QuaxwRAJcwXQmAZxXedbtjR50ccb3+2Ganvm0eog9v36xeLXqVfL2rWwU4npeSYs5u8gYXN5j8Lfecbn2kvRJCM/R+x6fU/fpJJd9z+HBzLA7bIwAeV+1CzUsvvaRnnnlGaWlp6tixo5YuXaquXbv6uiwAUrG7btsDa+nRPnYdiA1V/NituqrZVaVe77RLd2GOILNxo/T661J6umfr9/d3XifGhQ0m7WfP6M+z2umd8COKa/s39RvpwmQJx7RvAB7l0e4nb1u3bp1mzpypuXPnavfu3erYsaMGDRqkY8eO+bo0AI7xIoX2dLLlntczH+bpq6j5RQNNMdfrl1/Mwb8LFjgHjLg4c6Btnz5m0PB0oJHM11u8OH/hPB06JDVoIK1ZIyUkFFkY73zWSY15oJVW10vWv9s8oBtvf9TzNQFwmVsDhc+fP6927drpvffeU/v27b1ZV7G6deumq666Si+++KIkKS8vTzExMZo6dapmzZpV5vMZKAx4SVm7bttsskVHmyFh+3azy2jGjLKDSbNm0pIl5p9Hjix+1pCnrV4tjR5dZivSuYw03TTvEn3Y4Fetu3yBho18xPu1ATWUV3bprlWrls6dO1fh4sojNzdXu3bt0uzZs/OP+fn5qX///tqxY0exz8nJyVFOTk7+46ysLK/XCdRIZe267VgtNzravRYWx55IDRpUPNCEhEhnz5Z9XVTUhVakwq/5ez1nl7+kG/Y8qB31T+ndbi9o0PX3Vqw2AB7hdvfT5MmT9dRTT+k3Ty5k5YKMjAzZ7XZFRkY6HY+MjFRaWvFLjy9cuFDh4eH5XzExMZVRKlDzuLo+VXm6jAzDM9O1ly83F80riWOWU48eZgtNCXs0GZKyZt6jXWGntLnfCgINUIW4PVA4MTFR8fHx+s9//qPLLrtMderUcTofV4V2mZ09e7ZmzpyZ/zgrK4tgA3hDdVgFNybGnPpd2joxzz9vdo+V0eoUeUr6PGaB2vUZ57VyAbjP7VBTr149jaisFTwLaNSokfz9/XX06FGn40ePHlWTJk2KfU5QUJCCgoIqozygZouMVE4tm2qdN6rm7IPGjc0WmMBAcz2Y4sbKOGY5rVnj0i3b1W/jnVoBlJvboWbFihXeqKNMgYGB6ty5s+Lj4zV06FBJ5kDh+Ph4TZkyxSc1AZCUlKTdo3tr8Y3Sa3G/DwqujAG97khPl1q3liZMkNq2lVauNI8fO1Z0nRhXW52qQ+sUUMOUe52a9PR0HThwQJJ08cUXq3FpfdUeMnPmTI0dO1ZdunRR165d9fzzz+v06dMaP368118bQDGOHNG+4b006LoMtYzpqLOj7lPt+2c7t4I0buyd6dfu+uUXae7cC48dM5kKrxfTq5d5rqw9mspYYRhA5XM71Jw+fVpTp07Va6+9pry8PEmSv7+/7rjjDi1dulS1a9f2eJEON998s9LT0zVnzhylpaWpU6dO2rx5c5HBwwAqQXq6fhxyrfr3P6ImTdpq8/h41Q5pII0c7bxabo8eZitJSSFBksLCpMqeneiYWVV4ewJ/fzPsjBwpQ5Kt4HNcXGEYgG+4vaHlxIkTtXXrVr344ovq2bOnJOmzzz7TvffeqwEDBmjZsmVeKdQTWKcG8JCTJ5Xyx2vUq/t++TeN1qcTP1eT0OLHtklybSNHqehYl+L4+UnXXSd99pmUmVn+9+B4/RJ2xj7w5yEKXf+OmmUXOBgTU+YKwwA8z2u7dDdq1Ejr169X70JNttu2bdOoUaOUXhWamUtAqAE84NQppV/fR9d22q3TzSL06V2fq0W9FiVfX9rWBjEx0rPPml1UqanSkSPS/fe7Vse6ddLkyVJGRsXej+S8A3dent6ZPVy31NqorkZTvd/rFdX59RR7NAE+5JXF9yTpzJkzxXb3RERE6MyZM+7eDkB1cvasTg67Tte136X2Z0L1Ur0HFbXnsNQruvgP++JW5W3USLrtNnNTx4wMc2XhslpninPPPdKUKdL8+WaLS0UGJzvW2TlzRi9N76F7o77W8KBOeu2B7QqpFVL++wKoVG631PTr108NGzbUa6+9puDgYEnS2bNnNXbsWJ04cUJbt271SqGeQEsNUAG5uTo98k96/Mx/NDlRapZV4FdHgwZmeHn44QvhpqRVeR1dTvffLy1aVPGVgkNDzS6piozJ2bZNee0u1oMPXalnW6XpvoihenrSW/KzVckJ6kCN47Xup2+++UaDBw9WTk6OOnbsKEn6+uuvFRwcrA8//FCXXnppxSr3IkINUE55eTp36yg9dfQtPZJgDp61FXddw4bS3/8u3XCDuW9TaV1DhXfErqjQUOkvf5Hq15fmzTOPlfXr7fcxNefe3aA7Fl+r9bFn9EKH+zV15DOeqwtAhXkt1EhmF9Trr7+u/fv3S5Lat2+vMWPGKCSkajfTEmqA8jn/14d08w9Pa8lmqVlWCYGmIF/MZnJ46y3ze1mDjn9vMcqeNVPXZTyv3ZF5Wj3gFQ299q5KKBKAOzwaaq688krFx8erfv36WrBgge6//36vTt32FkIN4D7jtdc0fsNY/RLup62r8nxdTtkaNpQcK487ppYfPGi2IKWkXLguJkYp/buqd+hbygwL1Lu3b1K3i/v6pmYApfJoqAkJCdHBgwcVHR0tf39/paamKiIiwqMFVwZCDeCm7dv15F+v1ew+dv038G71+GvVXbLBydatUr9+zsccs7BSU6XGjbVt4wsaXuc9NQ1soHfv/VytGrX1Ta0AyuTR2U+dOnXS+PHjdc0118gwDC1atEihoaHFXjtnzpzyVQygavnpJ22YcZ1m/9GuOT3/qh7fen/VcCcNG0rLlkkzZ7o/OyohoWio8fc3p22fOKF/TO2pu1vvV9/al+iN6dsVHhzuqaoB+JBLoWblypWaO3eu3nvvPdlsNm3atEkBAUWfarPZCDWAFWRna89t/XXbgGyNbH2j5vZ7VDrq2kaPHnP8uBlEkpLMkDJqlHTiRIVuaf/+O82af40WXXJSdzf9k5bc+ZYC/Mq9WwyAKsbtgcJ+fn5KS0uj+wmwKrtdaSMHq2ureEW0aK9P7k5U7Vq1zWDRp0/l1tK4sbR4sTmTKj3dDDau2LRJ2r9f+uEHc4uGe+7Rqbi1uu29P+vd1nYt7vqIpv5xvmy2Moc8A6gCvDr7qboi1ABlO/fgTPX+dbF+btlAiVP2qllYM/OE3S7FxpZvoTxPiI6Wbr7ZDDl5pQxYDg6WcnOdrjFsNq3oaGjajQFaO3KNrr98ZCUUDMBTXP38ZmUpoKaz281WmDVrZDz4oP5yaLG+jq6ljWM3Xwg00oWNHn3VupGSIj33nDnGpjTnzhUNPYah8XukwyduJ9AAFkaoAWqyuDiz9aVPH+nWW2V75hktjJe2hk/VVc2uKnr98OHm5pPR0ZVeav5CeuvWSW+8UbSGZs3MlYWL4YhhjV55zWzFAWBJhBqgpnJsY1CoOyk6S+o5c7F5vjjDh5uDd7duNbdHqEyGISUnm2NtkpLMjShXrza/z5hRareUTTJbpV5+ubKqBVDJCDVATWS3myvuFjOkLr9zafr0krcx8Pc3p0y/+qpvuqNSUy9M0R492vyelOTac3/4wYuFAfAlt0NNq1atdPz48SLHT548qVatWnmkKABe9umnpQ/4dbSIfPpp6fdxdEc1ruQ1bKKiihwySuh6KqJ1aw8XA6CqcDvUJCUlyV7Mv95ycnKUUnAJcgBVV2qq564bPtwMSI0aVawmh7Cwklt/bDYpJkbq1evCMcPQmRcWaVzyEv1mk0qdzunvL91zj2fqBFDluLzq1DvvvJP/5w8//FDh4RdW4LTb7YqPj1dsbKxHiwPgJcW0dFTousBAaflyacSI8tfkUKuW+d1mc+4ecwSd5583w4kkZWbq0OTRGlF3kw5dHqAHwwbo0lWbSr73zJlmrQAsyeV1avx+b9q12Wwq/JRatWopNjZWzz77rG644QbPV+khrFMD/M5u1/l6YfI/dab45lqbzZxddPjwhQDhijffNMe4lDQWx1Xz55vjdQp2kcXEmIFm+HDzcXy83pl7i+7olaGIsCjF3fkfdYjoID34oDn1u2AN/v5moHn66YrVBcAnPLr3kyTl/T6roGXLlkpMTFQjTzU1A6gcBTZ0zD2SrL9efUZPbzUXprOV1SLiwj0VFWUGjrVrpZtuqlitbduaA38L3rtXL7Oes2d1bvYD+uv+l7R4gDQkZoBW3frmhf2bnn5aeuwxc5ZTgRWFaaEBrI8VhYGaIC7OnO1UoOUjOUwKHHOHIt/9qPQWETfuqehoc4E+qeg5f3/XW3C2bTNnNBWWmKi9U0dpTOef9L8IPy0c8JSmd58hPxsTOQEr89o2CQsWLCj1fFXe0JJQgxrJsR5Nob/qhszuZK1bZ85eKtwiUo575rfyrF8vDRni3NLiyt5NJXV7nT+vvMcf03NbH9XDfaWLG7TV66PX67LIy1z7bwCgWvNaqLniiiucHp8/f16HDx9WQECAWrdurd27d5ev4kpAqEGNU9Z+TeUZO1ORe8bFSXfdZe7AXZK33nJuJdq3T8kTbtbYNt9oW0vpvm4z9Fj/JxQcEOxavQCqPY+PqXH46quvin2xcePGadiwYe7eDoA3ubMeTXHdPZ6+5/DhZihyZbftvDxp6VKtWfWA7r7OrrphEYoftUZ9W/Z1rU4ANY7boaY4YWFhmj9/vm688UbdfvvtnrglAE/w5Ho0Dq6uR1XcPe320jektNnMsTg5OTr9xHw91+CA5t0ojbrkJr38p+WqH1Lf9ToB1DgeCTWSlJmZqczMTE/dDoAneHo9mrg4c4+l8t7TlVaeX36Rbr1VdSQ9ImnmgQaq8/ItEoEGQBncDjVLlixxemwYhlJTU/Xvf/9b1113nccKA+ABvXpJ0dEyfvlFxa7R6xj/UnCF3pKUNDi4OI0bSz16FD3uTovQ7+oc+9V83fXry56RBaBGc3ugcMuWLZ0e+/n5qXHjxurbt69mz56tunXrerRAT2KgMGoiY/36/HVjig02hQfmFqeswcHFcUzvLnjvhASpTx/X7+FQ3sUAAViC1wYKHz58uEKFAahcuz76P3Wu6E3K6jYqTkpK0RaW31uOlJLiWouPQ3kGNAOocSq0YlVycrKSk5M9VQsAD7Ofz1X0vzdKKqGVxmaTpk8ve1G8cnQb5YeWgvf3989fnK9cq36Wpw4ANYbboea3337TI488ovDwcMXGxio2Nlbh4eH629/+pvPnz3ujRgDltPWFaWpyqoRAIzm3gJTEbpeOHi1fAYXvn50t7dihI3VtyqhTjvu5OqAZQI3kdvfT1KlTFRcXp6efflrdu3eXJO3YsUPz5s3T8ePHtWzZMo8XCcB99jy73t/5bw1y5eKSWkCK2wqhPI4ckd54Q+cemKGnLjqmJ2baFFO3hf4vYpKu9m8hRURI48aV3C3lzoBmADWW26Fm9erVWrt2rdNMp8svv1wxMTEaPXo0oQaoIj77+TPtrXPatYuLawFxZ7ZTWRYt0tbMr3TPrXWUVNumB3o8qIevfVi1a9W+cM0LL5ivZ7M5v6Y7G2wCqNHc7n4KCgpSbGxskeMtW7ZUILvgAlVG3Fer9WN9yahX70IwKMxmMzewLNwCYrebLTSuBJoygobdJt12+SENuEOKuriz9kzao8f7Pe4caCRzMPH69VKzZs7Ho6OZzg3AJW6HmilTpujRRx9VTk5O/rGcnBw9/vjjmjJlikeLA1A+hmEobv8GDTkg2ebPL7lLRyq+BcTV2U6LF0tr15r3KhScjN+/xt0cqM2XBGrlkJVKGJugSxpfUvL9hg+XkpLMXbpXrza/Hz5MoAHgknLt/RQfH6/o6Gh17NhRkvT1118rNzdX/fr10/ACv3zi4uI8VykAl3155Ev9kpuuu76UtPfp4i+KjjYDTXGBwdVZRpGRF6ZtT54spaXlnzoSZtP0P9rU+LY7daDPo2pYu6Fr9/T3Z9o2gHJxO9TUq1dPI0aMcDoWExPjsYIAVJDdrn1vLtNLm/3VId0uqYS9mp57ruQWEHe2V9i3T9qwQcbRNG1vX0dvX+qvxDpZanLdCD3R/wm1bdi2XG8DANzl9orC1RkrCsPyXJ2tVNYKvY4VhEubjdSokXTttTLi3tJ/ujbSvBtD9flvSeoT20dP9X9KVzW7yiNvCQBc/fx2e0xN3759dfLkyWJfsG/fvu7eDoCnOGYruTIWpqz1aQosklfsIGPDkJGerg8zPlePx1pq8HUZMiIj9eFtHyr+jngCDQCfcDvUJCQkKDc3t8jxc+fO6dPSFvAC4D3uzFYqqLSxM47ZSE2bOh02bDbtvO4y9VzcQYP7pMiIiNDmMZu1484dGth6oGwlzbQCAC9zeUzN3r178//8/fffK63AgEC73a7NmzerWeGpmAAqR3n2ZpJKHjtz7pyUmCht2WKuAizp2GWt9N41EdpkP6CA49/oipRLNOcv72nQRX8kyACoElwONZ06dZLNZpPNZiu2mykkJERLly71aHEAXOTunkgFV+jNzTXHzuzcKX3+ubRjh/TVV9L588pt3kzv3Ntfr8YcU2j8Z1qy+rD+nOloDfpeWjup6E7cAOAjLoeaw4cPyzAMtWrVSl988YUaN26cfy4wMFARERHyZ7VPwDfc3RPJMKSzZ6UGDaSsrAvHW7WSunfXwTGD9Y8GP2ll2iYdOx2nWXsu0hNvqmj3VnE7cQOAjzD7CbCCsmYrFdSwoXTDDebKvfXry2jYUD/WM/Rpg2x9enKvPkv+TP87/j/VD66v2y+/XRM6/Vkdut5QcvdWWTOpAKCCXP38dnudmtdee63U83fccYe7twTgKrvdHD+Tmmq2zvTqZQYJx2ylYvZOyvv9+/oBTfXjtZcp86rLlednU9rpX3T01C7tPbpXqT+nyiabOkR0UP+W/fVYn8d0w0U3KKRWiJSQUPp4nYIzqVg0D4APuR1qpk2b5vT4/PnzOnPmjAIDA1W7dm1CDeAtxa1BEx19YUyLY7ZSkWuaadu0IVrXPE1Hso/o6P718rP5KTI0UpF1InVHxzvUq3kv9Yjpofoh9Yu+rqvjddwd1wMAHuZ2qPn111+LHDt48KDuvvtuPfDAAx4pCkAhJe2YXdyYlkLX+BlSv1b91K+8Y17cWV0YAHzIY2NqvvzyS912223av3+/J27nFYypQZVVUreS41xsbNljWp57Tho1qmjwcUy3Lu9gXldWF2ZMDQAv8tqKwiUJCAjQkSNHPHU7oOaIizNDQ58+0q23mt9jY83jUtlr0DjGtNxzT/Ghw3Fs+nQzoLirtNWFS9vpGwAqmdvdT++8847TY8MwlJqaqhdffFE9e/b0WGFAjeBKt1JOjmv3Sk8v+VxFB/OWOF6nlJ2+AaCSuR1qhg4d6vTYZrOpcePG6tu3r5599llP1QVYX2lbGxiG2Qoyfbq0YoXnXrMig3mHD5eGDCm5mwwAfMztUJOXl1f2RQDK5mq3kmS2iJS1Y3ZpLTUOFR3M6+/PtG0AVVa5x9RkZGQoIyPDk7UANYurrSbHjpU9puWll8zgU9IeTDabFBNjtqwAgEW5FWpOnjypyZMnq1GjRoqMjFRkZKQaNWqkKVOm6OTJk14qEbAod6ZKO8a0FN40NjraPH7TTQzmBVDjuTyl+8SJE+revbtSUlI0ZswYtW/fXpK5Y/fq1asVExOj7du3q379YhbvqiKY0o0qpTxTpUub+i0Vv0BfTAyDeQFUa65+frscaqZPn674+Hht3bpVkZGRTufS0tI0cOBA9evXT4sXL65Y5V5EqEGV45j9JDkHm4qsLVNW8AGAasbjoSY2NlbLly/XoEGDij2/efNmTZo0SUlJSeUquDIQalAl0boCAKXy+IaWqampuvTSS0s836FDB6WlpblXJQCmSgOAh7gcaho1aqSkpCRFR0cXe/7w4cNq0KCBxwoDahSmSgNAhbk8+2nQoEF6+OGHlZubW+RcTk6OHnnkEQ0ePNijxQEAALjK5TE1v/zyi7p06aKgoCBNnjxZ7dq1k2EY2rdvn15++WXl5OToyy+/VExMjLdrLjfG1AAAUP14fExNdHS0duzYoXvuuUezZ8+WIwvZbDYNGDBAL774YpUONAAAwNrc2iahZcuW2rRpk3799VcdPHhQktSmTRvG0gAAAJ8r1zYJ9evXV9euXdW1a9dKCTRJSUm688471bJlS4WEhKh169aaO3duseN7gCrNbpcSEqQ1a8zvdruvKwIAy3B7Q0tf2L9/v/Ly8rR8+XK1adNG3377rSZMmKDTp09r0aJFvi4PcE1x69FER5vbG7AeDQBUmMsDhauaZ555RsuWLdOPP/7o8nMYKAyfcawcXPivW0VWDgaAGsLVz+9y79Lta5mZmWV2feXk5CgrK8vpC6h0drvZQlPcvx8cx6ZPpysKACqoWoaaQ4cOaenSpZo4cWKp1y1cuFDh4eH5X8zOgk98+qlzl1NhhiElJ5vXAQDKzaehZtasWbLZbKV+7d+/3+k5KSkpGjx4sG666SZNmDCh1PvPnj1bmZmZ+V/JycnefDtA8VJTPXsdAKBYPh0ofN9992ncuHGlXtOqVav8Px85ckR9+vRRjx499Pe//73M+wcFBSkoKKiiZQIVExXl2esAAMXyaahp3LixGjdu7NK1KSkp6tOnjzp37qwVK1bIz69a9pyhJurVy5zllJJS/Lgam80836tX5dcGABZSLZJBSkqKevfurebNm2vRokVKT09XWloau4KjevD3N6dtSxdmOzk4Hj//PLtyA0AFVYt1arZs2aJDhw7p0KFDRXYJr6Yz0lHTDB9uTtsubp2a559nOjcAeEC1XaemPFinBj5nt5uznFJTzTE0vXrRQgMAZfD4hpYAPMDfX+rd29dVAIAlVYsxNQAAAGUh1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEsg1AAAAEuodqEmJydHnTp1ks1m0549e3xdDgAAqCKqXah58MEH1bRpU1+XAQAAqphqFWo2bdqk//znP1q0aJGvSwEAAFVMgK8LcNXRo0c1YcIEvf3226pdu7ZLz8nJyVFOTk7+46ysLG+VBwAAfKxatNQYhqFx48Zp0qRJ6tKli8vPW7hwocLDw/O/YmJivFglAADwJZ+GmlmzZslms5X6tX//fi1dulTZ2dmaPXu2W/efPXu2MjMz87+Sk5O99E4AAICv2QzDMHz14unp6Tp+/Hip17Rq1UqjRo3Su+++K5vNln/cbrfL399fY8aM0apVq1x6vaysLIWHhyszM1NhYWEVqh0AAFQOVz+/fRpqXPXzzz87jYc5cuSIBg0apPXr16tbt26Kjo526T6EGgAAqh9XP7+rxUDh5s2bOz0ODQ2VJLVu3drlQAMAAKytWgwUBgAAKEu1aKkpLDY2VtWg1wwAAFQiWmoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlEGoAAIAlBPi6gMpkGIYkKSsry8eVAAAAVzk+tx2f4yWpUaEmOztbkhQTE+PjSgAAgLuys7MVHh5e4nmbUVbssZC8vDwdOXJEdevWlc1m83U55ZKVlaWYmBglJycrLCzM1+XUaPwsqhZ+HlUHP4uqwyo/C8MwlJ2draZNm8rPr+SRMzWqpcbPz0/R0dG+LsMjwsLCqvX/oFbCz6Jq4edRdfCzqDqs8LMorYXGgYHCAADAEgg1AADAEgg11UxQUJDmzp2roKAgX5dS4/GzqFr4eVQd/Cyqjpr2s6hRA4UBAIB10VIDAAAsgVADAAAsgVADAAAsgVADAAAsgVBjETk5OerUqZNsNpv27Nnj63JqnKSkJN15551q2bKlQkJC1Lp1a82dO1e5ubm+Lq1GeOmllxQbG6vg4GB169ZNX3zxha9LqnEWLlyoq666SnXr1lVERISGDh2qAwcO+LosSHryySdls9k0ffp0X5fidYQai3jwwQfVtGlTX5dRY+3fv195eXlavny5vvvuOy1evFivvPKK/vrXv/q6NMtbt26dZs6cqblz52r37t3q2LGjBg0apGPHjvm6tBrl448/1uTJk/X5559ry5YtOn/+vAYOHKjTp0/7urQaLTExUcuXL9fll1/u61IqBVO6LWDTpk2aOXOm3nrrLV166aX66quv1KlTJ1+XVeM988wzWrZsmX788Udfl2Jp3bp101VXXaUXX3xRkrnHW0xMjKZOnapZs2b5uLqaKz09XREREfr444917bXX+rqcGunUqVO68sor9fLLL+uxxx5Tp06d9Pzzz/u6LK+ipaaaO3r0qCZMmKB///vfql27tq/LQQGZmZlq0KCBr8uwtNzcXO3atUv9+/fPP+bn56f+/ftrx44dPqwMmZmZksTfAR+aPHmyrr/+eqe/H1ZXoza0tBrDMDRu3DhNmjRJXbp0UVJSkq9Lwu8OHTqkpUuXatGiRb4uxdIyMjJkt9sVGRnpdDwyMlL79+/3UVXIy8vT9OnT1bNnT3Xo0MHX5dRIa9eu1e7du5WYmOjrUioVLTVV0KxZs2Sz2Ur92r9/v5YuXars7GzNnj3b1yVblqs/i4JSUlI0ePBg3XTTTZowYYKPKgd8Z/Lkyfr222+1du1aX5dSIyUnJ2vatGl6/fXXFRwc7OtyKhVjaqqg9PR0HT9+vNRrWrVqpVGjRundd9+VzWbLP2632+Xv768xY8Zo1apV3i7V8lz9WQQGBkqSjhw5ot69e+vqq6/WypUr5efHvxu8KTc3V7Vr19b69es1dOjQ/ONjx47VyZMntXHjRt8VV0NNmTJFGzdu1CeffKKWLVv6upwa6e2339awYcPk7++ff8xut8tms8nPz085OTlO56yEUFON/fzzz8rKysp/fOTIEQ0aNEjr169Xt27dFB0d7cPqap6UlBT16dNHnTt31v/93/9Z9pdGVdOtWzd17dpVS5culWR2fTRv3lxTpkxhoHAlMgxDU6dO1YYNG5SQkKC2bdv6uqQaKzs7Wz/99JPTsfHjx6tdu3Z66KGHLN0lyJiaaqx58+ZOj0NDQyVJrVu3JtBUspSUFPXu3VstWrTQokWLlJ6enn+uSZMmPqzM+mbOnKmxY8eqS5cu6tq1q55//nmdPn1a48eP93VpNcrkyZO1evVqbdy4UXXr1lVaWpokKTw8XCEhIT6urmapW7dukeBSp04dNWzY0NKBRiLUAB6xZcsWHTp0SIcOHSoSKGkM9a6bb75Z6enpmjNnjtLS0tSpUydt3ry5yOBheNeyZcskSb1793Y6vmLFCo0bN67yC0KNRPcTAACwBEYxAgAASyDUAAAASyDUAAAASyDUAAAASyDUAAAASyDUAAAASyDUAAAASyDUAAAASyDUAKgS9u/fr6uvvlrBwcHq1KmTr8sBUA0RaoBqKjk5WX/+85/VtGlTBQYGqkWLFpo2bVqZu4oXlpSUJJvNpj179nilTpvNprfffrvM6+bOnas6derowIEDio+P90ot3vbSSy8pNjZWwcHB6tatm7744osyn/Pmm2+qXbt2Cg4O1mWXXaYPPvjA6bxhGJozZ46ioqIUEhKi/v376+DBg07XnDhxQmPGjFFYWJjq1aunO++8U6dOnfLoewOqA0INUA39+OOP6tKliw4ePKg1a9bo0KFDeuWVVxQfH6/u3bvrxIkTvi7RbT/88IOuueYatWjRQg0bNizXPXJzcz1clevWrVunmTNnau7cudq9e7c6duyoQYMG6dixYyU+Z/v27Ro9erTuvPNOffXVVxo6dKiGDh2qb7/9Nv+ap59+WkuWLNErr7yinTt3qk6dOho0aJDOnTuXf82YMWP03XffacuWLXrvvff0ySef6K677vLq+wWqJANAtTN48GAjOjraOHPmjNPx1NRUo3bt2sakSZPyj0kyNmzY4HRdeHi4sWLFivzzBb/+8Ic/GIZhGGPHjjWGDBlizJs3z2jUqJFRt25dY+LEiUZOTk7+fVq0aGEsXrzY6d4dO3Y05s6dm3++4L1btGhR7PspXIPj+Xv37jX69OljBAcHGw0aNDAmTJhgZGdn5z/PUeNjjz1mREVFGbGxsUXunZeXZ/Tr188YOHCgkZeXZxiGYRw/ftxo1qyZ8cgjjxRbT3l07drVmDx5cv5ju91uNG3a1Fi4cGGJzxk1apRx/fXXOx3r1q2bMXHixPzamzRpYjzzzDP550+ePGkEBQUZa9asMQzDML7//ntDkpGYmJh/zaZNmwybzWakpKR45L0B1QUtNUA1c+LECX344Ye65557FBIS4nSuSZMmGjNmjNatW+fy7uCOLpKtW7cqNTVVcXFx+efi4+O1b98+JSQkaM2aNYqLi9P8+fNdrjUxMVGSuVNzampq/uPCUlNTdemll+q+++5Tamqq7r//fp0+fVqDBg1S/fr1lZiYqDfffFNbt27VlClTnJ4bHx+vAwcO5LdSFGaz2bRq1SolJiZqyZIlkqRJkyapWbNmmjNnTv51oaGhpX5NmjSpxPeZm5urXbt2qX///vnH/Pz81L9/f+3YsaPE5+3YscPpOZI0aNCg/OccPnxYaWlpTteEh4erW7du+dfs2LFD9erVU5cuXfKv6d+/v/z8/LRz584SXxuwogBfFwDAPQcPHpRhGGrfvn2x59u3b69ff/1V6enpioiIKPN+jRs3liQ1bNhQTZo0cToXGBiof/3rX6pdu7YuvfRSLViwQA888IAeffRR+fmV/W8ix73r1atX5N4FNWnSRAEBAQoNDc2/7tVXX9W5c+f02muvqU6dOpKkF198UTfeeKOeeuopRUZGSpLq1Kmjf/zjHwoMDCzx/s2aNdPy5ct1xx13KC0tTR988IG++uorBQRc+BVY1piisLCwEs9lZGTIbrfn1+QQGRmp/fv3l/i8tLS0Yp+TlpaWf95xrLRrCv+cAwIC1KBBg/xrgJqCUANUU662xFREx44dVbt27fzH3bt316lTp5ScnKwWLVp49bX37dunjh075gcaSerZs6fy8vJ04MCB/A/6yy67rNRA43DTTTdpw4YNevLJJ7Vs2TK1bdvW6XybNm1cquvTTz/Vddddl/94+fLl6tOnj0vPBeBdhBqgmmnTpo1sNpv27dunYcOGFTm/b98+1a9fP7+VxGazFQlA58+f90gtfn5+Xru3qwqGntKcOXNGu3btkr+/f5HZQ5LZ/VSa2267Ta+88oq6dOni1KoTGRmpoKAg+fv76+jRo07POXr0aJktVKU9x/H96NGjioqKcrrGMe29SZMmRQYj//bbbzpx4kSprw1YEWNqgGqmYcOGGjBggF5++WWdPXvW6VxaWppef/113XzzzbLZbJLMLqDU1NT8aw4ePKgzZ87kP3a0ctjt9iKv9fXXXzu9xueff67Q0FDFxMQUe++srCwdPnzY6R61atUq9t5lad++vb7++mudPn06/9h///tf+fn56eKLL3b7fvfdd5/8/Py0adMmLVmyRB999JHT+T179pT6tWDBAklSSEiI2rRpk/9Vt25dBQYGqnPnzk5T0fPy8vJno5Wke/fuRaavb9myJf85LVu2VJMmTZyuycrK0s6dO/Ov6d69u06ePKldu3blX/PRRx8pLy9P3bp1c/u/E1Ct+XSYMoBy+d///mc0atTI6NWrl/Hxxx8bP//8s7Fp0yajQ4cORtu2bY3jx4/nX3vLLbcY7du3N3bv3m0kJiYaffv2NWrVqpU/++n8+fNGSEiI8dhjjxlpaWnGyZMnDcMwZxaFhoYao0ePNr777jvj/fffNyIjI41Zs2bl33vWrFlGkyZNjE8++cTYu3evMXToUCM0NDR/9pJhGEbbtm2Nu+++20hNTTVOnDhR4nsqOGvKMAzj9OnTRlRUlDFixAjjm2++MT766COjVatWxtixY/Ovccx+Kst7771nBAYGGrt27TIMwzBmz55tREdHl1qPu9auXWsEBQUZK1euNL7//nvjrrvuMurVq2ekpaXlX3P77bc7/ff773//awQEBBiLFi0y9u3bZ8ydO9eoVauW8c033+Rf8+STTxr16tUzNm7caOzdu9cYMmSI0bJlS+Ps2bP51wwePNi44oorjJ07dxqfffaZ0bZtW2P06NEee29AdUGoAaqppKQkY+zYsUZkZKRRq1YtIyYmxpg6daqRkZHhdF1KSooxcOBAo06dOkbbtm2NDz74wGlKt2EYxquvvmrExMQYfn5+RaZ0z5kzx2jYsKERGhpqTJgwwTh37lz+8zIzM42bb77ZCAsLM2JiYoyVK1cWCSfvvPOO0aZNGyMgIKDEKd2GUTTUGIbrU7pLc+zYMSMyMtJ44okn8o/l5uYanTt3NkaNGlXqc921dOlSo3nz5kZgYKDRtWtX4/PPP3c6/4c//MEplBmGYbzxxhvGRRddZAQGBhqXXnqp8f777zudz8vLMx555BEjMjLSCAoKMvr162ccOHDA6Zrjx48bo0ePNkJDQ42wsDBj/PjxTv+dgJrCZhiVMNoQQLUzbtw4nTx50qXVgAGgKmBMDQAAsARCDQAAsAS6nwAAgCXQUgMAACyBUAMAACyBUAMAACyBUAMAACyBUAMAACyBUAMAACyBUAMAACyBUAMAACzh/wH4bBIh5zwqwQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_scatter(x, outputs_all, index1, index2, sigma_beta, sigma_omega, n_hidden):\n", + " fig, ax = plt.subplots()\n", + " ax.plot(np.squeeze(outputs_all[0:100,index1]), np.squeeze(outputs_all[0:100,index2]),'ro')\n", + " ax.set_xlabel('Output for x=%3.3f'%(x[0,index1]))\n", + " ax.set_ylabel('Output for x=%3.3f'%(x[0,index2]))\n", + " ax.set_xlim([-5,5])\n", + " ax.set_ylim([-5,5])\n", + " confidence_ellipse_data(np.squeeze(outputs_all[:,index1]), np.squeeze(outputs_all[:,index2]), ax, edgecolor='red')\n", + "\n", + " x1 = np.ones((1,1)) * x[0,index1]\n", + " x2 = np.ones((1,1)) * x[0,index2]\n", + " predicted_mean_hidden, predicted_cov_hidden, predicted_second_mom_hidden = compute_hidden_mean_covariance(x1,x2, sigma_beta, sigma_omega)\n", + " predicted_cov_output = predicted_second_mom_hidden * sigma_omega * sigma_omega + sigma_beta * sigma_beta\n", + " confidence_ellipse(0, 0, predicted_cov_output, ax, edgecolor='green')\n", + "\n", + "\n", + " plt.show()\n", + "\n", + "# Show scatter plot of outputs together with true distribution (red) and theoretical distribution (blue)\n", + "plot_scatter(x, outputs_all,300,350, sigma_beta, sigma_omega, n_hidden)\n", + "plot_scatter(x, outputs_all,200,350, sigma_beta, sigma_omega, n_hidden)\n", + "plot_scatter(x, outputs_all,100,350, sigma_beta, sigma_omega, n_hidden)\n", + "plot_scatter(x, outputs_all,100,500, sigma_beta, sigma_omega, n_hidden)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "5EweK_Rt5LOl", + "outputId": "3ae59e99-ddd9-483c-d6ff-b1a988be7ab5" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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C8aI4PimlaEdjvDhECcGl2yZeMJ4uu9+VY3wVIxGcUkPO0uTLu2zM3RUxHRHp/aWxSyCXjPmGOFvAU19ioxhJwasJyCVyZvWUAbcftywa9nyLXjT7Qlo9j5HVA8WPdnw8WzCJJF9ejojj9cDtfsPlk11tLvXVzZg316NCuReD21oCbn3HYjAJ+eWLK6IwyumJUn+jwe0HC2x/9qPH7Gw11wO1351wfj0HtbvtOuuA2tcXPb477QGKTw46PNxZD9ROo5hfv+kSRDFNz+bHhy1sQalh5xog5EDt5SjgWXeKQvGk7bHfcPKgtjD5zeRlQO3FOObtSP9r/KRp0XIy+3ZjWeY1DA6TGF5OdDF3XcWuXe78pgGo+HwVW9xIG4HioRXgYk63CIgqpRhjcyl8FIo9NaFGXMiTnFzzvf4dY9O19cCyHQ5wZFSSYVoRqZpoppbLyG+Cgtakhy3zh9CKuhQnv1xcmr9SjFu7SNvBiiLq/ctZZNXkuy7FzQ5xowVK4V6fIeL8Sroq5JelWdxtQG2jDfvHGtQOunqlD/O7SsPXBbXF+GKaSgCYuUx0G/B6G1o1nypdFwHcLBX/ATDVdXFVfH5vkDsewLleeafRQu0/RCFKvKuC21KcgQ/0oSv75gwrDJC2Tbh7iFTpGQEz7zJwm88f3GCMN9KHG0fNHWLLMY41C/t3Ib0AWqNrLBkT2Tb9Wrv0Tk11XjXGofQ/6paUhMLixmkilXmltXyfT2MBh3KEpSRTbC6UVxqXi3KqdDu2QnxiQiV4E7vEsnrOyM4tszipt9M98TX0v4kEZ2FFeSr0IinTp20bV8A4VnzXi5L6Kc7rhoWj5NmzLX6042NbMAgk31xPli48ZTEAwHHb5+lOHaUU31+OOOtOCrovBrd1x+bnT3ZwbUF/HPCrl1fE0erg1k3Bbc0jCFcAt++ZPlhgu92uLwe1SpIDtclK7c8+Xh/Uvr3s883bLqB4ut/m8V4z3yhSngpQG8aS37zpMQljaq7NT4/bOFZ+pdYEJLOgtjcJ+eZKN/CjpsuD5mqgdq6eojeNeZF87zmuCXYTSwgoZQS1Wd40LpSKZxOIlaBpK47d6g5fNVACDGI4i/XKyYEV0hCyUob5Xj9HCE7Rp5JbKqStgoUDsvlep8nuq21EExpxMMsrTbtoX232XjHfV4uCWjDCD8Y5/at4l+2rDeptQq+GUIp6/2LGUAVqi5Ny1SSeTvKRWyPq6P2Cdu8KkezdrQIORpkrgtosyWZHHxITAvo3cHlqqKNyniaZZRC2fBVyGaA10V2AbNrNitf6chbrUKW/iccUts7q7XJwO4Sz13p8bjRRBw9QogxuTTLm5Sm3p2VtWyiFe3WKkDGx6xNt783KtSq4NdVBlscfdrGDKcqyGLV356C9gqc6bB5nKUVnfANKW1S5635bS0l2wz4oGNoeI8uvrMtyHmTuFS6KAzkCpegLjx5mMF/WMX8vgEd2mKy4WpzGzmx8r5o/KMZJRcuGh56ed0+ngpuwzGcCtzJjCckV8FnbxhbQCyUvBtE8HwO4Lc2/UlJ3LX644yMEXI8jvu9O53N10WJQ9v1n5vNHHZ+HHb3y/835gKv+tJB+Mbht+C4/f7KLYwm6wym/vg24/fyY1jJwu9lje4+0CqiF2Z7aLKjd66wHak+vBnz99gZQPN5t8bQIatMGlVuxnIPaSGpQO5xGeLbFT49auGuC2lEQ8eXlBKkUuzWHj9pucSSq7ryJnHEo+W4Qaxme4LiWB7VG3oLcWCq9QV8KPKF44quZoQZTJ8/KzJYtkIo3sYtC0BEROyI2plsGRBVwik+Mhack+3J8q321oCe3S7dFLARuHLEVDkuDeZEvHXxL8cnVrW0hxf3uq40cj0ld2wT0B9fYUUiW7gpqY8sh3NGn1+1RH2vYNfItkmnWZx5mAkKy3obdQw1qe9dwdWYof1luKq8KXOn4sk4mQFfSHZYC2mWUdifTdZ88Rb3WKc8q9WFavc3HV/UxA89kpMGtlFBvJtsS8uBWGmTk+9jqbW7GF4e4V2cIpYjrLeLmerY1q/vSfECq9y+wpCR2XCat7cp+qMtYlmfSvbjfNhT2nfbb+jKiEw4BuHbqM+sxxfHMPAZl6kMpGsRsK/0V8QKfKVZp3KwCp9l7N/lqJ1DcSJvr+HaHyXYc2EsWW15NIPk4WS5PQWYW3NZt+KRpIYCLieRklPnKJsu8Jf2kpO3ZfLalD+mdDUJe9zN7XVcAt0IIPtqpcdDykUrx5dmAm2FQSF8At7M60XimVXP52ZMdbEtwPZjym1fXyCjO11uiT26RLgNuf+/zJSu3qwxK90wfLrBdCdTG/Pq7t7k9tZWgdiY339DOrgd8+eYapRQPd5p8fNBCKKgEtam8hD+Wii/e9OhPQlzb4qfHbWqOVe7cxedMQ52GMV9cjImlou3ZfLrt5TuCaeDIdMIUSH7T13uGWg48bSY28pTBXm1Gj6zcrAUEC8VTXx88S/MwDTYmmbFUvIq8Ox8WU0pxoTwmOAglOZIjrFL66oG6mKbr1Jkm+2p3wj7CoM+6+2pDx0Wo+9xXm6wECXAnQ9zJMFcfJf4qeQWe2b5aBOHuEcqysIIJ9s1FTu8sLQK1c9BR5jOD2hbsZ1Zqr88NZSrnXZRnyvM2q7QKFgLAKkCbdr3sdd+0Th63AbjL+JdtTTDJMr67ybgAbssHytYFt1UgL/ssgjFO7xIF2gyYV8/lVcW3vE/pX0tKar0LhIKp3yDwGyXefBmX6w7pftuJ3m/b2L7zfttWPMGPgmS/bYu4ajxbMGam4dtqSkNFM6s08UxOWeYiuQ0hOcgcJhvc4jCZkvorYstRSMT6lhISaruCxw0Nod6MYi4nZXBbOe8qDW536w4fbXkoFK96U06HmbluRXD7+V6d3YZLLCW/Pe3Tn4S59LNy5PDQHNx26h4/e7yDbcFVf8JvXl0tBrdpWGHltl3X4PYvvixYS/gd0IcLbJeA2jiK+eU3c+sHC/fUZuTlQe2Q377WoPbBdoNPD9vrgdpY8tu3PbrjEMcS/OSoRcPNgNoKKwbZBh9EGtSGsaLuCH6442NlO8Cizp4Azlgqvu2GTGOFb8GnLVuvjVQMDKnMotzzjAWEJ56kVmEBwSRzDgjgbewyUQIHxSM7uPVhsT4OPaEHjQM1waW4j4lK3mKakeXSt/Unvp1ggCPjWXx2cijyVU0oE9ub7attj7v3t6+2vYe0bKwopNa/nkWadCjSUlCrINw+QDouIo70ylYB/hR5zaDJNMHOy1DUR9aa+T21a67UmsqYlmcRCDPpr2AhoK2i4jxTSbaNcD1ErY7VbGG1t7C2d7F297H3DrF29rC2drBaHUS9gfB8sJ2lRkLT/Kt0WAfgrlJPi/5ZqNoOYnyH0zGcp9sSWkZrCXcBt1V8YtjDHvZQ6DYfW04ur9uC25THCad4yZeOcXOb2HaNY9DCfl9Ir/fb3mDLmNiy6SX2bbOlzY+dhroqjNW74QBbxkTC4sot77c18ZnuBXAgR7hKEmHpw2SZOlwOlOf3O4XDZFNp5p/lb4pTiieewheKUAmejSEqAMnifJdS9jDZvi84rOlR8PkgpjetNgNWBW6PGg6PWnqe+v5mwuWoDG6LZdGKzMHtDw9abNVdomRL42AazdLnHD9VgNuthsdPH+1gCbjsT/ji9RUyXhPcfnacmAKL+MuvXtMfTn5n4PbDdan7/Z/TabeoBrVvue6NsC3Bzz9ZYNILjKD2/GbIF6+044Xj7QafH3XWXKmVfPm2z+Vwip2A2o6f2X+0AqiNYskXFyOGgcSzBT/d83Ezn/2LvLmOmgDO1FZtN5C4FvywbeMZLCCYOnlWbjeC52O9wvvQV+w6iioLCGZAq5/PIouL2EGgeGpPqWFOV32vn6dYvKaOBHbUlB05rRzUq2XqNAGCU7eDEoJWOGYrGpVkVNmGLMkFImFz3dxFIqgHQ5rj3kq8xpPSzMMmjQ6TehuhFI3rE6woKsnK/WZ487/58HQCCpvbRO1tUAr34g0inC7kK07mOs/qOCOoTe3UptYPVjgoltK6Ww8WPWvdy7Ro+Fw6sroull9H1JLL92/taABAxRFyPEZNx6jJGDWdLFRiERau9Ei2Qrq8t7BFcaIyLhslhIB6Ew6SdjDoIa5OS567LAN/1sNYZVzGK1Y2TwVEew+Rfg0rCvEu3mAlrWAdr2QmT2Bp5LizT+TXseKIdvdsttJULJsQYu7UqejhqpB/5HjcNHdBCFqTPs1wbJRX9AYGGL2ShZbDhb+FEoKtaMyWnJbyXNUrWYDFG6uJEhZbKmBfBEY9TJ7BsvcKeBl7jLHxheIjJ8CxFvNQlG0JAgnfTSwiBB1b8VFdW1QyyaCgU9Yz2bOh5DpQOJbghx2HhmvN8jDxFvVBCJ71Qs5G2lPbj/bqbNfdefwKnsliBb857dOfRLiOxS8ebdHwnEz6ufewmWeymW4WWILrYbIdQcFBp86PH+9g2XlPa8z0yXgXS7yTRbHkl9+d0h1NcRyb3/v8IZ1WDR7+ASZ6Vy51P9wV2+RgWAnUhjF//XUKaq3ldmqXgdqt9UGtlJKvTzWotYTgR4frg9o4lnx5OWYYSBwLfrTr49nzPUergFqlFM/7GtTaQq/UmkDtvE7NIHAUw8uxjt9z56B2zrYY1KbUjQUXiYeZYyssgdqcPON9UjeIxAkDNFTE9oqg1iQzVopLt40SAi8O6RhA7SK9cmHJ1a1rszxuHNBYAmpTWnZYLPRqTOptAGq9S+z4fkFt5DeI2tsowLm5WApqs3R7UFuHw9SkV/93BmrT91ZMU1XWTHPPkajVsXf2sI8f4X78A7ynn+EcPcTe2sHya4l7V1AyRoUBcjImHg2I+13imyui60vi7jXxoIccj5DBFBVHs3oVtoPdauPsHeI++gj3kx/iPPpIr/Q22yUvRot0rSzfCumK7bZq3+1aFhPGw7kpsFYHtXNYasOLVm4VC+IKbTglAYm1jwjpuPprRaG9rtb+zX1Q77e9wooipO1oKyYV/VPnWZZnyt+JAlqTHigY+m2CO9q3daU+TwDQteuME1NoVX1v0Xv0kOyrCQpFV3gM7nSYLMBFMk0sJaTlqOKhKLtgKaEXC94Gi+eo3EJDZuX2o6ZFy9Grvt/0opVt3GYr6uOOy27NQSrFV1cTBtPMGG5YJCriBVvATw5btHyHMJL8+rX2WDpPv3zldqfp85Nk5fa8N+a3r6+Xr9wqlTMF9ovPjtlq+ERRzF99/Yab/twp0PuiD3fF9rv/H51mM6l4/UKjMOavv35DdzDWL+CTI7aaPpWgFuYvNKmmi5shv0lA7dFWgx8crw9qvz0bcNKbIITgR4dNdutuqZGiDB0rBaRS8tXVhOux9ir2kz2fpru+A4bXw4i3oxgBfNqy6MyXe1c26zWNFd+MIJLQdhRPvQrdDR07ez+K4UXsIRXsipADKzKmq75Pq0jxhhoTHBwV81AOsEvpqyaHfBqpFFdOk5HtYUnJ4fQGa2anNT8ZmCaYnNy0ffptxl4dS0q2+ufYqry3bVbnyW/VYTGV3MeWzWDrEGVZeKM+teFNTo+SPlTIK/DMDovZLsH+Q20Pd9DF7l0u5DPGLbCAYAS1Xk27WbUsGCUmoEp5UOKrkjePM/OYnrXeLE1T1CVLwvX0doJ2B1FwNayUQk0nyMkYNRkhJxMoHPRbmSwL4flYtQaiXte/dt59q1IKNRoQ97qo0cCsb8UqrnFldkma4nN29bYcJ4xxxZVQGi3YT/7Z6d0gbs5zq6JZWaVVX+Yrt8a4itVX5fqE+3q12Onf4A5vCvksX7U156N/pesy2tae++qjLv54sHDFN7tya9I9XdEcNLaZunVsJdkdXWIpldOlamUV9MptUea122Tk1LCU4ijo4QqVizfLNa/GXlk1boSHBTxijI80rvBW3afPUwQvYh+JYM+OOXLipTwU4yxBN4aXE70C+aim2HMrdCg8W/Z8FTRW8FU/ZhJD3RH8aMudryIvWbmdtTUh+Op6Sm8qcSzBTw8aNDx7nnaFldtQKn590mcUaAtLv3i0he/aa63cXg2mfPFar9webtX58aMdPZ5Urdymz8nKbSwVv/rulOvhBNu2+b//u/8hvu9TpM2K7bpUWKkNg4i/+ur1DNT+rU+P56A2lmuD2sNO/Vag9tnFcAZqf3BQAWpJ2c2g9rubKdfjCCHghzuLQW1GWA7Uno2inK3aZaDWpFMkld6bpAQ1Gx4vAbUmGUrl3eW2RJwDtVU8JlCrlOKycFjstqAWYGDXGNkeKLRtxwpQm6lio9yUxo7P2KuDUrRHNyVQmy2rqfy53zQcwai9h7Is7GCKXwFqZ3Kq5FWAWomlLSAIgTUdY1WA2izdFdSqLKhNV+pK9VHOr0qeDl8P1CpWA7WF7qHJsrG2dnAefYT79FPsnT2E46KkJB70iC5OCV49I/juS8JXz4gvTokHPVSknarc6k/GyMmI+OaS6O0rgu+/Yvr8G8LTN8Tda2SgP/lazTbug8e4H/8Ae/9I79FdVh4M40lF/ZjabEp3sZgwCxsNZibe6GyjtvZn/+AVZRn7FAviKvqCCKc4Nxd6a0J7+94Ok6VkRyH+4BqASX2LyPGM9Tjvm9W6p/cCaI262DIitiy6ta1b77dNx7vtcIgbR0ihD5NVv7NqGWnYjpyUDpNl9VgmM332URxb2uTiZWxzE4tSmtJzcdyXii0bjpL5680EelFFey7MF1lLCbaAz1uJjdtIb/HL2bg16JLKnLU1pb2TNV2LSCp+ezFianC9a+JN8YNrCX561Kbm2kzCmF+96RFEMpN++crtbsvnx4+2sQScdfXKrVq0cps+Jyu3tiX4+aeH7LZqPD3qGEHtu6QPF9gqRQpqg2nIX375mt5wguvY/N5nx3QaHjNQm6RfB9T+8MHWWqBWKcWLyxGvb7Sd0s/2Guw3Mis4K7jKVVLyohdwPkxd5Xp0/MVexVRBL6UU15OYlyOt94O6xV7BVm1WTrEjp5Sa9ZpIgSMUH3l6O0MpbXEQKegZJ2a9QiXwkTywgnneFTxV930cupnDYt4dDotNsLlJnDBshUM8GZZkLNpXmysDEFkO/VoHFDSmA9wouz2imnfpYbHWNrHjYkl5aycMxfxzh8V2ksNiUYhzfVq5A7QSHCwAtUZ+10cdPtSgdjJMVmqLbaDMl9W7HG7OK71fF7ClOhTLIRotnAePcT/5HGf/CKtWR6GIhwPCk9cE339FdPKa6OYSORmhlJwB0/uiHNgNA+L+DdH5CeGLbwlefEd0c4WKY4RtY2/t4D75BOfJJ1jbu7mtCqbypXWRz89cX9n7qndRjlvcJ2dhw94c3G7toDq7JZ51wW0pTSFPa9yfHybbOSC23UI+Zr4qcFvkmVkwETBq7yKTVbAi3yLAWxyHBIr28BohJYHjMfQaM5lmeXNeky1ulGI37GMpRWDZ3DiNUp6mcduks6B8mGxeVvP4X3XfFpJ9ocfnk9idme9axJOdlwCUVOw7ih1Xl+flBMa3MAPmWnP38/1Q8n0/mvGv6sDBQvHDXZ+aIwhipQ+HR5lDaYYD2UVw69mCnx238R2LcRDx6zddwng9cLvXqvHjh3cBt3qr50eH27xv+rCBLTCdhPzFl68ZjKd4ts3vJ67g3jeofXk55FUCaj/da3DY8mZxq4BalOLNIORt6ip322Ontr4DhkEQ8/1Ad5J9X3DkzyLLZr0qBpTUrNcgMev1kacPnpksICwalJSCk9hhlLjLfWQHM3NcVTzle/08xeIc7VlsR01pqrBywK+WqdNECi4TJwz1aEoznmSbVOXAb5QLSATdWgeFwIum1CeDDE8179J9tYmpIKGg1rvAknFJVu7XoOciito7SL+OUFJbQCiU2aR7NjxLprgSKHDcBNTaiR3TN+UJyABUsrLK4fn0pvc1e4aFIC3Nv1g+0WzhPvkE98FjrEYLgUBOJ3pl9vuvid6+JB50SYHs+6YU6MpgQnxxSvD9V4RvXupVYqWwPF/vy/3oc+zd/aUAtzQps0q9md9JOc78foptLWsdg+09ZGu7UpaxPRbArakvFOPs7gXWdIIS+iuGTKbP+3DegIJa/xorCpGWzai9t/Z+W5Pejowy+21bTGw3k848ns7yMPzjbsuYnUA7bxjYPsMFzhuqxtc03AaO5AihJGMcLlfwTFbVh/esiHZiKeHVKm53M/fZ+fOBq2jaijixlGAyAzYHh5k5MYMlarZ2Q28B11PJy4HZxu18HszP3wCuJfjx7tz17m8vx0SruN7NlMtPwK1nWwynEb9+3Vsf3LbL4Hbhntv0OQG3QghzB3zH9OECW6kYjwP+4svXjCYBNdfm93/wgGbNZR1Qe3Z9d1D76nLEi+sxSik+2m1w3PZncauC2tNByMvEVe7Tjs9+fXVQm3XA8E1fO2DYcgVPGuvbqlVKcZYx6/XYk9RtqLKAUCUD4CK26C5wl1t1Xxz8ojUOiy2Tr50wtImFwIkjtsNBUrfVfMVBeBafXL1am8h2sGRMq2CvNi9n1YlLEdsu4+Y2AN7wBiecVk4uqS7G8EI+s8NitSZxawsFONcXiGh1Cwjz8pvzyuYzi7Nt1MEjbboqmLwTUJvTrfhc1L2QdzF/ACsFtMePEZ6PkpLo5pLgxbeEL78nvrnKHe5aRmm3ucu1NI/kLx71iZJV5PDsLTKYIiwLe2cf96PPVga4edn5elwEKJYdKjOFl/pg/wZuLvT97oF2tVwhy9h/K8CtqS2DXmV0rk/mh8l2lh8my1J1H5yP4fXeBUJKItdj2tgq9d9seuM/vob8/WBMLRiBgn59i/iOzhtqUh+iBbh2GkwqnDcU5Rb1Uqp8mKy/5DBZ9r6Y1wMrpEZMpIS2gy4Xz2Vk7tNwoRRP/cVmwLKFMYJboOUIPkocOJxN4koHDlXgVkmpXe/u+jgWDAN9WDxeBdxm/iGpOdo2vmtbDKYhv3nTmwNkdUtw+2o9cJvzA/Ce6IMFtsNxwF/89hXjaUDdc/j9zx/Q8B3WAbWn1wN++3p+UGxlUEv6qHh1NeL5tT5J/3SnzqPOmqAWOB+FfH+jO/+jllfpKjeb76zjJHKCSPJ14oCh6ej/KFNeI6gt6JPeX4dwOtVg+KGn6DhUgtpFE1s3FpwnFhCOKtzlVt2nVQ8ggVNqRIlnsQM5WuhZrFq+fr5xGkwtG0sp9u7ghCGlkVtn6tZAabeXViHPRbxV4FQKi2F7Tx/mmo7xxv3MeGTgr5JX4JkdFnM8wmTvotO/wUpWmKv4sjSLo1yelEogwLI0qHVdCAM41XZLl4HaRafq7wpqi2XKBqWA1skC2utLgmffEF+caWsFS7YYpDKz133QOjJVsjc37l0TvviO8ORVAnDtOcDdKQPcfH7rrd4W094Z3HavtBc6gL0jbfPYkI+Rd0FcVVsXUmq3u0oi/TpRsg2iiqr6cBW4teOIWv8KgEm9ReDVc7zF9Iv226ZjGkBz3MWJAyQW3fpi+7bFMKPzhmhMLQpQAi7dNlEG36w61qbhLRWyrfSXyHN8Jit6Jivep5YSHCSTNS0lZMNtAR/5EkcoxlI7cIgr9shSkJe1lLDtCR4lDhxej2LOxyt6J1NzcFt3NLi1BPSnMV9fTXLvYxVw23AtfnbcwrUt+pOQX98S3P4k2XN73hvzm5dLnDikz/H7B7XwAQPbv/7mDdMwoum7/P4PHlDz1gO1J1cDvkycLxxvr2H9ICPr9dWI51dzUPt4q5ZEq5VB7eUo4NtrDWqPmy6PWtWgVhXKkALOUCq+7kUEsaJmwWcrOmAoxvUjeDXR8Qfe7cx6KaUtILyN9SexXRGydUt3uVIpLpTPBPtWh8Xmeuvfge0zsH1QsBP0sddwwpCrA/SkMbVchn4bFLTGPZwoyOlVpdPSfbXtXaStnTAs2lebpVVBrRQ24Y4+oW1PRljJJLsI1JbiDKA2+85yPEKgDh6C52uLAGevQMZGXpO+adgqoLaYzjS5l0Ba5lHUmwZAe6EB7eUZSi5enU27h+H1vDPK5rkoX4UiHvTKAHc3Bbh7s9PTJlmleivpUW4vKd0Z3F6f660JQsDBMcqv5eLvywxY+izCKc61PkwWNztECZi+L+cNbjDGG2ozgOPWDrFtXsXMjhdlnfPpBdAeXmMpSWi79Pz2rP0vGhMr35tS7IQDHBkRv4PDZBEiN9ZXzQdF+Q4kW9oUA2lxGtsL+bNz1iwuMQP2kSe1nFjwegKyantDcfzJgNsDf+6a/sUw5noV72QZmUpKmq49A7c3k4hvriZ5DLASuLX5aQbc/uZNj0iuB253WzV++njuxOHXr66IoyhffqX+tQC3HyywDaOYdt3j93/wAN+xWQfUvr3sz0Dtg+3m6nZqM7JeX494loDaJ9u3A7XX41A3YqU4bLg8bbvFWb7cKTKdRil9OOubbsQ41p3187atD3mlg+IKDhhAb6R/kdh733YUhxlQaxpoqgaRqVS8SiwgtEVUaQGh6j470HWVQ1/oOjlU47U9i2Xl6cNi+nBFJxpRW/OwWK6cQCwsevUtFFALx/jB3Jbfoklj2b7aab1D6PoIpaj3LmcMVRObCcsU8y8dFrNtrDDATg6LmYByUe+ZzBVA7bxcArX/APw6xLF2nxpFS9/hbSwfrAO80nxnQbaDc/QQ9+ETA6A9XwhoUzkLqjCnw12uVWiZPtUA9wD36aeIRjMny6T/XBalfxyq0t4Z3F6eaosJQq/+K9fLxa8Kbot5ldp3cmNNBjj9G32YbGuf2PZy+VTxLe6Xcx5/1MUOJighGLX015ksnxmMVvc9pRS2krRHN6AUE6/O2KkZeYu6g3nsE0qyG+ivWlPLufNhskM5wlOSGGu2tayoxyrzTA01O4R8FdtcRlYpTVEWRVlSUbfhiadt3F5HgrNb2rg9rgn2fA3Uvx/E9IIVwe1MF0nbs/nBjo8QcDWO+PZ6uvDQ+Exm5r01XZufHrVwbIveLcHtTtPPud/99csVwe17pg8W2G41PH7v8we4tsU6oPb1RY+v3twAikc7TT47WtFNbkbWm+sRzy41qH28XefJ9mJQO6MMqO2OQ76+HCOVYq/u8HFnDmrnDbGiMyRyUq9iw0jiCA1q3Vs4YJjG2qxXrARNW29BwJT3go6ulCKSSu99UoIaMQ+sjOtAQ/pFnX2EzaXQh8V2Ez/k+fRmHUxp0sNiSkAtmtKKxiUZ2byL96bJvFvfQgoLJw5pjm5mALEo0zS5V00AoVtjkuwjrPWvsONy/eV+F+hpoqizh/RqCClxrs9y2zA0v1neLNwIENKyFdoFoPaOtEcpKTWoDYNCmcnxmOSktMzyQS6ukK4Un3m0tnZwn36K1dKfb6Obq6WANh1Olo3nWVC67N2sQkV5y2Qu0jEPcF+johDhuLgPnuAcPdR7oStkLKvvqrR3BrcXb/WhQ8tCHT5CJXaDTW2nKG/+D1kpSbmdJzdW/wp7MkIJQbh7OLNksM5hsqq+i4J67xIRR8SOw7i1s9Zhsqr83WhKczIABYPa3Z03OKXDZF4uvli2RWO0BRzJIZaSTLE5V35uj/Q680RLSA4ScHsW2/TjuT2XyrmlGC4VbQceehqkngaCq7CC3yAvBbdCCJ42LLZcgVSK7/oxw3B917tbvs3n27p+L0Yh33cz4Na0yJTeZ8GtlwG345AvbgFut5s+P3u8i20JrgdTfvViMbjd7LG9R/rZx4c4lmAdUPvqvMc3b7uA4vFui08OVwS1s0aheHs95vsZqK3xZGvxntp53Py5P4n0RnGl2Kk5fLrl5Rq5sROkMjOfJb7vR/RCbYbrs7aNXwFqs3VQlBlKDWpDJfCF3lgvqvI2hc+e4XXsMlUCF8ljO8itBq4yWKWDW4CYmYdpq5COur1nsdxhMRmxkxwWK6ZdZV9tGtz3W4S2i1BSm9upyH+liS65l5bNqLUDgDfq405HOT1K/JV5FcqV/Ea1FnGzDUppUBsVza4tlmfUIYkzgtqdQ0jy4/wNBJNCPZTl3dXygcrUSzEuzTMNEn4N9/HHOPtHCMtCTsb6QNjF6VJAW0VZwFnM+13RKvmlehvfJYp40CV4/q02FQZYrY4G+52dnIxivnk5ZZ1Mae8EbpXShw6DCdiOBrczAJ5vQ8Y+XHGYzERK6c/79vWZtmRgO9pSQqHNL5RRzL/wK6TU4FYpAq9OUGuV+ne+bPPnRf20Nh3ghxMUgl59C5k4dKjizeVhGAfrMqQ9O0zWvNVhsjRfF8WhHIFSDITLjXJz+S2bI7Lyd0XMtohQ6P22Y7kCf1GWVOw4cJAs5rxew8Yt5FduP2llvZPFTCq8k+VkZJ+lZKfm8FkCbs8GIc97wdrgtpWCW8uim4DbOHNQfRVwu9Xw+PnjHRxLcDOc8svnl0ThHNzOdC9+RntP9MECW9vKrNRmX5gB1CqleH7a5dsTDWqf7LX4+KC1tvWDtzdjvrscopTi0VaNJ1s17QUmaVhVIDALagfTiN8moDb9Dy0LJI2NP5WZAbUvBhHXU22Q5pOWRSPjhKgK1BYnwZKtWj9vq3ZGFTrN5cHbyGYoLSy0Wa+sT6TiAGGWpZ9j4IQ6EkFNxezJ8cLDYtl7k7zcYbGgn6nr/GCeKapRz5S0E4YGKH1YzFZxLk+TTlCxTy5Ni9CHxSwLO7x/Jwyx4xNu7aEAu3+DNR0t5DOWh+q4Upm39qC9pRMlq2ymyc6ka7Gsqx4SK6pTTpvcCAt7/wjn8ccIv4aSkvD8hPDVM+R0vDagXQVYZik9ELfutQqtoktVWZSSxBenhC+/R07GCMvCOTjCffzxzMlDkbc0+Rv0Md2vC25zYUrqw4dhAI6rtyUUXAnfxgxYVbsWSuJcnSKkRHq1ysNklfIwh6fkRAH+4AaASeP+nDc0RzeJ8wb7Xpw3tO94mCwrt07MXmIp4Up4DLGXju0m+ZAeTI6JFbyKqs2AmYDqLE7qrXepjdsXY+1GvtifTHNpRiACvcDUsJmfe7kFuN2rO3yyre21n/QDXvWDOd8a4PYnx3Nw+5s33bXBbafh8fMnGtx2RwF//fySMAhz+lYOjO+YPlhgmwO16XP6glT2BSqenXR5dtYDFB8ftPn4YI2VWvQLfHs95rsLDWofbtV4ur0+qB0FEb+9GBNLNd9TU9FISg03M6K9GcacTyQC+Lhl0XaWexUrdkQpFS8nMExs1X7sS7yCrdpFOmXvL2OLm4xZL59yGtPAMr9PftEWEEIsbBVzKEczu7fFgXaR/FTeosNi83pY3QlDIOy8E4bwHThh6K3nhGEZqNWHxbRnMXs8xEo8IC3Su5THAlBbXLmSrS3YSib/K70v8r5B7XqAap6nqDdxP/oUe2sHAcSDHsHzb4m7V2sB2lXB7G0B6n3IWqajqWwKhZyOCV89Izw/QUmJ8Gs4Tz7G3jvMHS4r5jWXsSBuhXdr9FRXTCtjOH2lDyN6HupAu4M2yTH2yxXBbfosogDn5jxzmKxVyGOJvAV1oRS4k8G9O2+wyDtvGHjNmUyzvDlvlfOGdQ+TLRq3Oyqgo0IUcEaN6S0tJQA8sgJ8JKESvI7dOYCr0s0gC6Vt3LYc7eL82RimEnOeBf6sjVuL+dfTaazBbZguSBnArVGmlBzUHT7e0lvxXvcCXt8C3LY9m58ctTQwvSW4bdc9fvF0F9cW9McBf/XsguBfA3D7wQLbSlDLvLJVHPPNm2teXPQBxaeHHZ7stcobn0uNLg9qX1+PZiu1D7dqfHQrUBvzxcVYm+NyLX6042Mt6CwmUKuU4mQU8TZxmfIk2deTplvFq5geuBRvptCNBALFU19SWwBqF4HSbiw4S8x6HVghzTXMemUHMm0BwWOccZfrUPyPef76qwcu/TvG5nrBYbGqAdyoJyCFoNfYRjthmNybE4ag1ryTE4YslUCtEvrzaXpY7OassD2kJKIUtw6oVY0W7BzoyOtzSBwEFOvJpGuxTLc5JFZup/M4e+9QHw6zHVQYErx5QXTyGpXsY87XQXXdLAKz9wViV6VV87sNwI27VwQvviUe9BAI7O1d3Mcfg1veY5nmMecvvxfT/Z3AbRzpfdtxDH4dtfcgB9qycor9s1j+fD5mHmsyxOlfJ4fJ9ogdv5CHma/Yb01xqMR5QxjoLUmd+3Pe0B5r5w0jv8nY9jPpTOPxXMdFh8kspQ+TXTsNZCbeBDoX3e/JMXUVJ1/pasQrWkoo3luQfCVUjKV1azNgQimeeIq6rYiU4PvRYgcO2TJlwe3svIuAcaz4phvObO4WwW2lTlJy1HB42tErty+7U97eBtz6Nj85aufA7bp7bls1l7/1dBff0Y4g/vL7CyaTIKfv+6YPF9jOKrUa1H755oY3V0ME8PnxFo92m2uD2ldX84Nij24JasdBzBcXI8JY25z70a6PRUWDLjbUTAM+H0e8Gmrg86huseeXQe2Mf8GAcBbAZagdMDzxJa0FDhgWDQ7DjFmvHRGyc0uzXkoperj0hN5rfKAm+BUWEFaRFyrBVcaz2CqHxdKBsBSfXN3aFrFlY8uI1vBm6b5aWH5YLHI8Jo1t4H6cMGRJAdH2HtLzETJObHOaB6DKSZ2y3vOyFXj8OmrvWK/q9W/mtkdneZTzu29Qa8zPdXEff4y9rVeR4+41wYtvkaNBaZW2MF/lZFcN3rcFsmrFax1apssygFsKi0Kik9eEb19qN72ej/v4Y6z21ozH9F5nz5jj7g3chgGca5vINJqoncOVwa15hb6iHyQ3Vv8aezzMHCazC3mY+RbnMR/rG71L7bzB8Zg0t439ft53ynmY6skLx9Sn+jBZv94hvMfDZEPbZ2jnPZOtOt4rpWaWElK3u6taSjDduyge21MsFH1pcRLbs7KsA261jVuFJxTBAgcOc2A4f86CW8+CH3S0691hpA95S7U+uH3QdHnc1uD2eXfK28Etwe1xe74t4fX6dm4brsMvnu5Sc23GQcRfPbtgNA6qB813TB8usAWqQK2MYr54dc3pzQgh4IcPtniw3Vgb1L68nNupfbJdv9X2g3EY85sCqLWp7lxVoPZyEvNioIHjcU1wWFsAamf1U+7UlyGcBhkHDAmozfKYOnzxfiL1YbHUrNfhmma9svcjbC7Qnfe27nJTipXiwmsRC4Gb8SxWzHudw2IDr0XgeAipD4tZ5Fc5KicrQ1gak7rVVALcyejenTBEjQ5xvQVK4V6dQcnCwhJ5FZ/ms3nMeFwPdfBAg9pRf+YKdVH93gXUqkx9lNPN87NaHdzHnyR7aWPCt6+Izk/mY4ChbPmw5YB2GamKa1W6Lf8ikFtVLtMcpVDEwz7By++Q45Hee3v4QFtOEPNDRFnZRf1NcfcGbqcTOH+rI9pbqGQPbFX5crIoy1zEIwD75my2shruHiKVyOm6EMyWypL/tWSUHCaDaa1J4DdLvNn0yw6TpfeNSR8vmqIQiTWXux0mq8mQTjgE4NpuMMbOxVfJMo3lNmrmdndyR0sJqRkwgeI6trmMy2bAqoDkLE7qFdePMw4cnmUcOJT6TkFeFtz6GfOb/VDy3S3B7aOWy6MU3N5MObkNuPW0ndvUFNiv36zpfheoOzZ/6+kuDc9mEsb81bNzBqMpvwv6YIGtwgxq4yji1y+vOO+NsQT85OE2h1v1tUCtlJIXF0NeZDyKPbktqD3XoLbuCu0+bwGonRcuD2qvJzHPBzGKvEFoVAWoNXQWpRTdCN4kDhgOCw4YVgHF6X0oFa8il0gJ6rc065UOWgFWzgLC1gILCFndive66hVXbotQ2FhSLjwsZgJ4pgF+7PiM/AYoaI+7ODIq8RbLDsv31Y7au0jLwgoD7YmoOOlmy1iRR7FuZqDW0x6TFGD3rhDBeCHfIlBbjCu7ynW0VzHL1qaYLk6MfCY9i+VcFdRmqQhqARAWzuFDnKOH2uLBeETw4jviYW+lVdoq4LfSZ//C9a6omM+ivG4DcEthUUj4+jnR5TkKlVhO0P80FHlKY0khT9P9ncDteDj7Z4rtPWSzk0u/jhkwU//LklBKf/2QMdL1ibb3jXVf2cdKZcm3Xyec4A1vABg37+8wWWt0fa+HyVrxhHo0BaFNKYaIXPxclrmcWbkeeusZSltKuF7TUkL2XpsB0/PRWezQjUUpTVEfirJk4sDB1w4chrHgReLAIctfhQGy4LZua4dJloCbQPJ9P5rxFheUFoLbpsPDlga3z26mnA7Ceb5rHCjLeSh73V0Obgtxvm3xi6e7tGoOQST5q2cX9AYT3jd9sMA2BbWzl6kUURjxyxdXXA0m2JbgZ4932GvX5qA2+6IWgNrnlyNe3ujP1x+t4FFsHjd/noQxX6Sg1hH8eKe2FNSqgm5KKbrTmO8HMVIpdj3Bo7pACL3iugjUppTGDSJ92lMp2HUVB1WgtoI/vY+ldsAQKIGH5NEdzHpFCN5SIwZqKmZ/iQWERfIAenadseUiFMlesLt5FgstJ3dYzAsnpTxNvMaVlEyaSXObKFkBbvQuc23B9JulZaA2thzC7QMNaod9rGF3IZ8JLFTlVXLAkLrKdRwIptqsl+G9LCuLlm0OXxfUCr+G+/QTrHZil/bqnPD1c1QUFnjLZV4GaKtIZa51aTbJFa7b0DI91gG4xvpBEV2fE756PrN76zz6CGt7d8ZTlJvVzRi+Qhsw61xIO+hC91IH7B6i6nnXu7cxA1bZ1+NQfwVRirjeJGp0CnkskbegHpQCb9zHSeznjlq3O0xWzN9S7+YwmRtHSCG4cNvEa47Z2fCspYRr4TPA7I2tSnY2fNeK2RW6v7+NXZLdewv1oRguFXULnvragUMvEryespJ3MqXy512aDnzasrCA66nkWRHcVtRVobHyuDUHt9/fTDgdrg9um+4c3A6mEb963Z1ZbtDpC+B2/rJmcZ5l8Ysnu2zVXaJY8tfPL5hO3+/K7YcLbAsvMAhC/vLZBd3hFMcS/PzJDttNPw9qU74FoPbZxZBXyUrtx7sNHt0S1P7mfKRd3DqCH+3WcES5wZoachZs9oOYb/sa1O54go+a1sqgNhs+juF54lWs4+jTnyYdqvjnz3r7wVha2CgeLzHrZb7Xv3PXihZuclhs7uTAPPgtGoCHwqGXeNrZCgd4SzyLFXUrglAp9Ge7+WGxfilPE+/Sw2J+g2mtiVDaQLslo5Ks3K+hDou6zw6Loff+KcvCCibY3QvjYTFTPc51NU/OJVu1M1e5XuIq93Wuf+TH5DJIuQuoLbdN/Wt1tnEefYRwXL3C+OoZ0dW5cZW2VG5D4ML9qplrGVWB10UAdhHPIr6ifia6K8CVk2QFfNBHCIGzd4jz4LH2Claaj6vfoel+Gbg1vfcZ3VzOXO+qvWOUZ3a9a3z/a4JbEYxxepf6n6fOLpFbM+pZKc9QF/NxGOqDq8R+rs24vf5hMlP+tz1MppQyHiZDKfaCHpaUhMLiKrGUUCxz1X1xfO+ogC0VoFCc4TNZYikhKy+vPxxYEW0RIRW8ij0ma9q4TUFny4bHngQUV6HgdJF3skJ41sZt2xF83LIQwOVU8mIQz/vzEnCblf+45fCg5Wpwez3h7BbgtuHa/Oy4jWfrw2C3AbeOEPzsyQ47TY+n+y18f96W3gd9sMA2++LGk4C//P6C4STEcyz+1tNdOnWvGtRmX1I66EnJ9+dDXt/oz7af7jV42Fnf+cK0AGp/vFvDs+efQxY24EzDHAQx3/Q0qN1yNahN814H1E5ixfcZr2KPV/AqZuq4SsFJZDNIbNU+tqe4VKc33+uspFKcKZ8pNpaSHMsRNqqQ3gzATPKmWFw5egWiGY5pxtOZjDRtEdRWyk+ud3NYzGXc3AbAG3ZxwgmZJCW+4iRWnHCypIBw+wDpeIg40rY3WREEzebTFfJROpXaO9aucmXiKjdevEUD7g/UmnS39w9xDo4RQhAP+gQvvkNORqW0xTKZwNwqgLaKigB0lfq/Da2ah6Ja50UAtxxWeJYx0ckrwrO3KKWwGi3cJx+D65bSL3qXi/pROdzUrwrpLk9hPNDeyQ4eVnonK/EZylrV79JnMexhj/oa3O4cIi3HqOfivIppZ4Mk9d4FQkpC12PS2CqNC/lylfMw9UcvHNNY8zBZSiZwa6n5lq+x5dKz66UyV80HpjrYlROaKpotfIS3tJQA8MAKqbOmjdtiuFRsOfAo8U52FgjOVwS3QA7cpvO4AM4nMa+HtwO3T1oux00Nbr+7Nbi1+NmDNr5jMQo0uJ2m3tKUxkYpPqoCtzb6q/jj3bkb7vdFHyywBUApBqMpf/XsgnEQUXP15uam5ywGtUAR1H5zNuBNd4wQgs/2mxy3bwlqLzSo9R3Bj3d9PFvMPYcsariZBjkMY77px8RK0XYEnyT/6WVHmYWdMdUnVnw/Qu+Ftdb3Kpa9v4gtrhNbtQ+sINkVu/pAkx2YrpTLUGgXwodyhFthAWFWPwvkzd3lCvw4YCsalfIry6qQn4T1/XdwWExYM5/wznSEN+4t1rFKXoFntq+2uY2sNZI9gGcImfn+ZuAryVsAamWhjtTOITRaoKT2BFVwlVssS1HGPMycdhEQypZHKcCycB4+wU5s50ZX50Qnr1AV5c/KKupcCfQyl4lmk5OBdx26C/sqOlSVwVRuk6xSHaKIe9eEr56hogjheniPP0HUG6X0Ve80G7dK21gJ3J6/hekYbDvxTpb9rnR/lhL0YbILrGCKtCyC3UMk93eYzI4jvf8emNZbBH4jx1tMv2i/bXbcqt/xMNk8TP+6MtSHdIGeU9Njeya+qE/VvAAggAM5wlcxMdZsq1ox7SpzjkCbAfOQBEpod++rgNti2aX2TnaULAq9nQquq1zvJgXPPmfB7Y4neNLQsOxkHPNmFOfyoUI3CvKftjPg9uZ24LbuWPzseA5uf/m6yzgDbnW6anCrlETcbci7NX24wFZBtz/mr55dMA1jmr7D33q6S91JT2iuBmpjKfnypM9pb4IQgs/3Gxy1UluNar3tBxcjppEGtT/Z9fFsayVQOyuSUoxCyde9mEgqWg582s6D2tQBwzJQGiYrtUHiKve2XsUArmPBeWKr9tAKad3SVq1Sih4ON0Ibnt5XE+rElWmr5KUkleLSbREJC1vG7AarW0Cokjlyaolnsfs+LLan7clGIfX7PizmN4ja2yjA6V4gwslCvlI4ZR1SKq0+tXcyXsVOYDouTAiUZL0LUAsgXA/3ySdY9SZKScKTVyttPVhUzly6gg5FGcuAZDb/Va5V0y7Pb7FuVeVaBeCadJDTMUHisSz9R8Pa2pmlz8qq0sHcv828S8GtUrN/uGbeyYRVIaOQf2FLwiLS4EnhXJ0g4gjleLP97eW05nJW9fWUxw3G+Mk++XFzm9h2MfWX7DhU7uf59Hc9TGYaTxtxQCvUXzuvnMbKbndNY74FHMkRtpKE2HcyA2YDj+0AB8UkceCQrSMjr2nekYp9R7GfbON7NYFuwfVuua+Ywe2eL3icgNu3o5i3wyiXjzH/RC8juFW3X7mtORY/f9Cm5mpLB7981WU4jQr1YAa3s7hsR31P9MEC26veiL9+cUkUS7bqiQFhO+1Mq4HaKJZ88abHxWCKJQQ/PGhy0Fwf1KbWD24LalMbsuNQ8nUv0k4cbO3BxEryBnJexUw6pfeR1KB2KgVuAmodMc+nmP/s2XDfiwUnkQa1eyJku8JW7TI5SmmzXudoULujprRVUNB/uYy0OqRSXDtNppaTuMvtIZScxWcH4Ux1VcsEppbDoNYGBc1p/34Pi7le4hv+IjfomH6ztAzUxrY7Pyw26GKN+gv5qkBtPk9yecx4Gm3Y2deR12eVXsXeC6ht6k/fs/20L58RD3qlchQnwmIdG8FcIf+8zOVgNs23mP99UVH+ojwWgdyqcq6yPaGYRMXaakLc7yIQOPtH2AfHpbQlOYY87gXcyhjOXmlHDp6P2j/OrXKaylIFbqv6TkraTrQ+TCZrDaLWtlHHSnmG8mV5vFEPZzpGCe16+148k6n8YbK+355/mVjCa9JRKaUd4UQBSggu3TahWt9SQhrvoDiWw8QMmHMnM2BZG7dDafE2up2NW5TiyM273u1XgVsDfxbcHviCR3X9Hl+PYk5GdwS3ybaE21hL8G2Lnx+3aXo2QRTzq9dd+pOwUI4l4PY90wcLbL94dYWUkr2Wz8+e7OLM3D0arB8UX45ShHHMb950uR4F2Jbgx0ct9hruvBGs4Xwhu6f2tqB2EsmZ+73GElBbbOBFUPtsDGMpcFjuKndR5x7FaC8uCLZExP4CW7XVcvTztGDWa1vmzXqtIw+gb9cY2h4o7S7XWdNdbk4mEAuLXn0bhcAPx9Tuy7OY38wdFrPj9Q+LFfOfHRYTFuHuEUoIrOkYu3dZkFnWu1hH8zzycWYHDEc6sncF/e5CHU0ysvVVLmO5/qrqwd7ZwznWh5XkeKRXC4O8yZliGYuAZtG2AxPlJgdjfG6sf++0Sv5VZVCUy121emvKc/4siU7fEF2c6X+0ksN82HYhnVr6vldpM0vBbRTNDjVSLztwuIsZsGK4CCc4Nxd6v21rm8hvGnWslLeoDhTU+5ezw2SjWxwmM9WPIyM64xtQirFXZ5wcvl2Ft9pSQh8n1m53L7zW2pYSsmk9JIcZM2BXdzAD5qN4lNi47Uqb01s6cEApHrqKLUfPKc/HMIwNbbqCPwtuD2uCBwm4fTWMOb0HcPv9zeRWThw8W/DT4zYt3yGMJb9+06M7DArlmIPbojmw900fLLBVSnG01eAnj7ZnJ/NzoJZi48iCWsmvX/fojkMcS/CToxbbtYx5EQOoVZmGksaNgmjmfKHuCn6yW7s1qP2qGxFIbfcuNeqcpjOB2mw9pHGxVLwYwzAW2Cg+qkn8W4LaiYRXyWeblog4voOt2giRuEyEeoVZr0UD1bys+ncoXLqOPqSwHQ7w4yAXXzXwGuWjrQnc1LeRwsKJQ1qj7r15FpsfFru59WExE0lF4i7XQURhclisegI1UXELwqz5F3hyDhiGPbi+ML4XE+go6jznKdet1qkqDSAEztFD7N0DBNqLWPj6OSr5ZyFNV8zaBGqLpAp5Z3mr6nCdcT07htzlWoWW6VUly5S8CHBNvLk2jSK6uSB68xIlJVatrp1keP7C92J676a+VgxfGhZM4SLjwKG9k0t/n5YSrHEfZ9BFAeH2PrHjFfJY3jfLecw65ewwWeTej2cypRRuOKU50YfJBrUOU8s1jkNFXjAvHAil2Av6iaUEeyVLCaY5Iw1vELOfmAG7ET69jBmwRXOG6b4hJA8sPVdcrenAIdfuleKRp2g7CqnQC0lx+R1U8WfB7XFtbpf+1TDmfHx7cJuaAnt+M+XNOu53E7ziWoKfHbfZqjlEseQ3J32uB9NCOTJOrLKOHN4zfbDA9vFukx8cdxBKV3YVqM2d7lOKIJL88pVeandti58et+n4y0GtjpvfD4OI35yPZx7FfpyY9LoVqO1pUFtbA9QWJzspFS8n0I8FFoqnvqR+S1AbSMXLjAOGh3cAtRJ4m5j18pTkUA7XNuuVHTi1BQR9OOW+LCD0am0i28FSMe3hVc6agIm3anBOZQLv1LOYAqKtPaRXQ0iZuMtd/DmoJG8FUKuUQtm2Nus1c8BwWpBbLpPJqP6dQW26d7PVQSlFePZWexGjkK4go6jXqtsOTAAuzSPTjYyU7ZtVcm5L68pepKuJv6o+Vlm9zVI86hO+/B4ZBgjHwX38EaLeKOmz7P3n3185fmUHDteJA4edfb2lxiDD1JaL5VvWP63eJXZigzbcOVrqdjcXVlH29NeO79czWUq16QA/HOuxsLFFJOySLkXe+bxTBre2inOWErpOIxdv0qdKvlKKtgrYVlMUinN8RtjVY0jFPJLet4XkMAG3Z7HDtcGBQ+WcnQkXSvHEUzRtRawE349hHK/OXwS3RzV9gO/F4Pbg9nHLmXkoe9Gd8npVcKtfJEopbAE/OWqz03CJpeSLkz4Xvcm8HEpjKgz6vU/6YIHt0/32DNQCuRE8C2rTOKVUsjn6hlEQ4dn6RGDLs0svN8szj5vfD6YRX5yPiWQKapd7FFMF/ZRSTJPtB0GsqFnwg7b2LZ2mWwZqU5Iy3cwuEAmobdrcCtSGUvEy8giVwEfyeA0HDCnNqhBtsiXAxlaSIznELvGR4asaoHRYqLQhcCUEfnQ3CwgpDb0GU7cGStEZ3WCr5a52YdlhMfTnQsvCfheexept4kYblMK5PkNEwUK+UngFqM2SUmpuq9Zx9UGc8zeaewHfOwG1toP76COsWgMlJeGbF8S966WgtkovU55Zvipgs2j8XhVovgtaJe9F+pt4FeX6WeVgWS59ONXgdjwCYeE+fIrVbJfSLmsHubHOwLcSuO13oastDKi9I5RfN8oo9R3jHvTqfioA+zpxu2vb+quKEiUZlbIWlF2pd+mZ7AYnDpBY2lIC92ApIdDbufq2z8Dyc/GrzSPzsB05paVCFHBKjekaNm6L97tWzF7iwOEkcuitAW6zciwBT31F3ZJESvD9SFsiWsSfDU/BrRCCBzXBYQ7cZg5VrwVuXR4n4PZld8rL3nS+2CbVDMcUcU7yIlFKYQn40UGT/aaHVIovzwac3owLPAVw+57pgwW2M3NeMBu1s3s/iqB2GET88pU2Z5GeBGy4VumlZnnmcQVQe6FBbdPToNa+Jaj9qhcxTUFtZ31Qq5RCSsWbAK4TUPvEk7RuCWpjqXgdu0yVwEUmG+6rB8TifXagkUpxrnzGOIgE1LoZUJS+tmU6pRQrxaXXIhYCJ47YDe9mAUEBE9tj6LdAQXvcw4kCI28pD5Nc5uUet7aJHBcrPSxWzHvJIG7Kf3ZYzPWJtvb0Hsb+NdZ0tJCvFE4575RKZr32H4BX0wdwzl7l+kiWfRHAuDOodT292uf5qDgifP0cOR7m9C7qUizbKqu0Jr5UtiE4x2PiW5b+Nte6eZjjq8tkLH/hedne26JsJWP9j8hAH2q0jx9hdZZbTCiGZ+NvDW5vLvRWGiFQBw9QrlcqW5Zv3rfL8haRUFJvDZIS6flEW9q99X16JnNTz2TtXaRlG/kWjy95UChAmzZUMZHt0Kt1Sv2kihcqLCXIgHaox6drp8EYOxdfllktXwD7ckxdxcSkXwFvZ+NWKdi3IrZEhELwxuCdzHRPUY7UK5wf+QpfKEIl+G4MwS3B7cOa4NBPwW3ExZrgVuskedRyedrR4PZ1L+BlL5iDW1gR3Ap+sN/gqO2jlOKbiyGvr0YFnvxX8vdJHyywNYHa9LkIanujgF+96jKNYhqezc8fdKg5BlBbaCQ6bn7fm2hQG0tFy7P48c7dQa1vwed3ALVvA7gMBKB45Es6DiUf1Nn7qkFPKe1VbJTxKubk6nu1ASO9v1Iu/dRWrRrjIyvTLh6I9YRw5bYIhHbosBf272wBIbQcevUtUFAPhvjBqJI3NxCZ5GbkBzVtb1IoqPUusGRcklXUpUilSSP9tRzCnSMNakcDrMFNqa7MeaV6lnObN/NMWUHbqq039R6ss9cQLTZ79i5ArajV8R4nnsTCgODlM+R0bNS/yJ/qZAK1ef71AO2qQLMISpelX4XWlbksnamMpvRFgAPrbU1QShKdvCLuXiMA5+AIe/fAkG5xu8jG3wbcAnorzWQElt5io2ynILeiL617mCwOca8Tt7uNNlG9XZC/RN6i8iuo9a/0qrCVHiYjx2eqK/M4O4+zlaQzukEoxdT113K7W9ZV37ejMfVoCgIuvRYBZksJprIW5wgLOJRDPCWJsXhzBxu3AMdWSCvjnWx8S+9kjkAf0haKQN4R3Nbn4Pb5muB2rpPkQdPlo462QPSmH/C8uz64FULw6W6dh1s1lFI8uxrx7Hwwn2eVxlobqwj3SenLVItB7dVgyq/f9gljSdt3EldyovQSTQ0mC2pvxiG/vRgRSUnbt/jRjo91D6D2Bx0b95ag9jSAi0C72H3kSbaTldpSOQqTVbHDKgVvCl7FPMz5Vt/PZXdxc7ZqGyqqTFueILJheiK4cRqMLVcfTJj2sTMWEGaDw5oWELqJBQQvmtIY9xbyprTssFjo1pg0tgDwB9c44ZRMknJZK8KzlHWXG+weIi0LK5hid89XcpdrEFmKK022nd2Mrdq3EEyN8hYBituC2rTJW80W7sOnYNnIyZjg1TNUsuUim84kt6hTmlexKkz1XZSbTWtKb0qzLN19UjbPRfkuijeV2ZS+yG06WFaUO+dVROcnRFfnQGLZ4vBhOd3S9lHuj9nwReBWPyu9pSacJjZuH5Zs3Bb1n/fX1fpa+iymI+ze1WxP/Lpud815zMf0Ru8CS0rt0bC1Y7SUUOyPVeNsGuZEAa1xF1Tidte5ndvdWZxS7IQDvDhEoreSRfMiVM4npneglMIGjuVwoY3bVecsgIdWSCPjnWx6S3DrWhrcukIxlXrPbXgHcHuQAbfrbEuY6yQ5bjp8vKXn4ZNBwPc300pwm/LP4+bg9uOdOh/t1FFK8epmzDdneXD7u6APF9iCfhFFUJt5QafdCb896RNLyU7D5afHbVwrAbWZ04CmhpIFtZejkC8vx8RKsV1z+OHvGNQqpTgL4SwBtQ997RllGag1yVFKu8rtJl7FHt3Cq9j8dSiGOFygP4PsyPVs1ZoGzIHtM0h8mu8EA1wZ5uKB0oBalDkLS65ufYvYshJ3uddLLSAsjEvCY9th1NrRh8XGA9zJYHFZK/My8KDd5aqZu9wTRMXkUkUKcz6lSbbZhu09HXl1CuOhUe4iILEOqDW9c6uzk5jzEsTDgdHygUmXVJ/brNJmutvStKb4RWmKutzmWpWW6bM4zpzepH+WFllNyLIrFNHVuXbDi8Jqd3AePAFh5dMZ2kk2PP++yzqbzXhlZEgJp68zNm4f5FYl79MMmDXsztzuhjuHxJaby6PIl8uzotzpr4hjat0LhILArzOtt0vjSzb9KpYSAPwg43a31mFqcLtr6rdgHotRit1AL0hEwuLSbd/KDFgaVrRxe0rexm1R7qI8Uu9kNWJCJXh5B9e7XgJuHaGYpODWMCdXze1ZcPuont+WsM6BsrlOkqOGw6fbev48G4Z8cz3NbRtBlvnncfN0j7ZqfLbfRAjBaW/CF297RHEeP71P+nCBbdKYmL0MmXupr65GfHM+QCrFQcvjRwdNbJEZ2KhuYLOXrRTnw4Cvr8ZIpdirO/xg28Na0kBnDSTZ86vU3PpBdk/trUFtAKdTDWof+IpdR90a1J7Fds5VbmMFr2LzVzAfTJRSjLE5xUcBHRXqk6wL+RYPZCPhcGNrCwidYEhdLjfrlepSygc92HdrHUJb73/tDK9WdpcrTXFJeWK04XRlWdjBlNrgehZpLL+hHorl0nnq36i1g6w1QJnd5RapJG8JqJ3x+XXUbmKrtnsJg17hvZn1K5bPFLao/FnZ9u4+zoHWIe7dEL19SfZTV3HiyoOcQnkyeS3WsxRUkm2Kq4ov5p+9bku3kbVIz+rwcn2Y0hY5l+27zVLcuyZ68wqlJFajifv4I6OtW1Nepv5kAmxLbdzGWRu3DdSu2catsW2sAW7nbncnKMsi3D1EJtOyWUfzGFM1LjnRFH+gD8VNGh1Cr7ZQ3qLDZNnxrz7p44cTFIJefZv4jpYSLCXZC3pYSjG1bmcGLBvvITlKbNyOcLlQXu6drT536S0OjzOud19GHuEtwa1vwScJuB1LwbORti1v1MUgs2pbwrrWEuY6SQ7qDp9vewihF+m+upoQx8vBrVIqB26PWh4/OmxiCcHVMOA3b7qERadR74k+WGBb5U1MSsn35wOeJxudH27V+HyvgSUyK7VUN6wsqD0ZBHx7pU1dHDZcPtvyEEsa5qxhZBpzaqc2BbWf3wHUngdwkoDaY0+xd0tQC3AZW1zGekP/kRXSrgC1szqvGHCUUgRYs89CTRWxd0dbtVMsLp0mCGhEE1rxJDdQLhtcTbLzFhCusWWc4zWVE5ZZQFCM27tI28GKouSwmFnOwgmswDMDtbUmUWsLBTg353d2lztv5nldSrZqby6N76UKJKW0aFUoW28m2fbeIXbi2Sy6OidKVvaK6Ux63NcqrSndKnFpntnrXdM6+VXpXh1urhtT/imtc6gsHvUJXz1HxTHC83EffQS2U/mOTeVb1u6WgtusjdvW1lIbtwvf/YL+rN3uniLiCOm4hDv363bXmwzxEo+Do9buzO1uFZ/xn/RCf03d7jpxiBQWNytYSsiOv6bzDo6M2Q16CMXKZsBMc00aXifmUI1BKXrC4/oWDhxSsoEndoCLZKoEryKP6A7g9mNfYqMYScGz8f2B27M1nDjMdZLs1h1+sO1jCbgZR3x5OZ6vuCaNooo/BbdKKXbrLj89buFYFt1xyK9ed5kG869p74s+WGDLbMKeg9pYSr45G/A6MU3x0U6dj3fqiFVAbdYUhpS87gc8u9G2846bLh933PzLXtCgskBzHM6dL9Tsu63UXobwNgG1h572W31bUHsVWZzF+njYoRWwtcBVbvXAoJ8jBG+Tjfw1FXMgR0tt1c7eYk6uDsuZ9YoDtsNhUqY8j+kkblFm2lLGtn/vFhCU0u5yQ9dHqLkBdaMOBd58XDHPpD07PuHWvga1/Rus8WAhXym8AtRmSSmFsm5vq3YZuDCBExPQsA+Osbd3AQiTvZj3CWqL5SnWRa7/GMKrQI3KXOtSVrbpWlveCrosK2c5fHm67NM6+27ldEz46hkqChGJ9Qsct/Jdm9vP4vZnaqc53lvauC2u2i4jIWPcS21vWvp1wvauUb/KPr2g7EqBP7zBCSb36nZXW0q4mllK6NYXW0oohpnGZy8O2Q40CO9ntpll812saz7PpgrZSxw4XN/RgYNDemhaMVaCV7FLfEtwW7Pg45oGt8P47uB2Zud2TQ9lc50k2zVbb6MU0JvGfHExIoxWB7fpfcd3+NmDFp5tMZxG/PJNjyCYn394H/QBA1vIOl6IYskXb3qc9iYIIfhsv8mjrVqSTpVAbW4CkfkG8KIX8LKrQe2jtsfT9mJQO5Oj8kBzFM6dL9Tt29mpTe+vQng90aD2wFMc3GGl9iYWnCSgdl+E7Fr5k/vZ++oBQT/HwJuMA4YjOZyZCKsaYMxydb6xgguvTSwEbhyxG/Rzs0d20JyHYZQJehAOLId+vQMK6tPB/VlASNzlAtR6l9hx2ZFFUZeivFK50l9hE+4eooTAHg+x+lcFmWW9c+EFUJulnAWEFW3VLgMLdwG1zuED7M623od49pY4sTdaTGfSQxbyKE66i4CVSeYi3mI+5lizHNP1TnmX6Fglp6rOiklLaQpyVga34ZTg1XNUGCIcV6/cuu8W3JZk97vaTTQkNm7nrmXz/HnZRXBb2ReTGxFNca7PUUDc7BDVWwv1K8rLUilOaZfd9+1211ZSO62RisDx6futmUzzmJ6XW2UGrJOaAbMbjIRTyrdqnjCVv1Nw4DDMOHAozj3L7j304Wm92mrxOnZXkkExXCrqycqtlYDb52PtHdRYLtP8U7Bzm3ooezmMeTuM5uPBGuC249va7r4Fw0Dym4sRQRTP+VYEt03X5ucP2tRcm62ag+u6vE/6YIFt0ZvYr153uR4F2JbgR4dNjlpekk7lltKLDbAIap91p7ztBygUTzs+j1tlUGucZNIGlqRLQW0oFY17AbWad99VHDrm9KXOZbjvxYK3kR5IdkTInhWt3fnT7CRwQp0wccBwvKIDhqrBSirFhdsiFBa2jNkLepmtH/nBci6Hkpz5xFOwgBBOaEz6lbyrD/yKyPFn7nL9QRc3GFeWNdXFGF6es5BKEOweIS0bKwywb85ubQFhrk8qO/MOALV3DH4N4ni257AqnyL/PKycbjkY0b/O0UOs9hYKRXTymrh3nUtjqtOsHsU8TGlNsmZ1UEq3HNAuIuPY8A6omM+ivBTVulfxmsMWpylyrHyoLAoIXj9DBomXskcfIVyv8t2b29Pi9lhMV5J9fQGjvrZxu/8Q5bgL62Der1frk+mzNRni9K71P3Fb+8QrWkowlbs0NiV2s2dud+/JUoIbR7THN6Bg7DUYOXPgbx4fDboXxvFWNKYRTbQZMKfJFCvHW62XedzWB5XnDhwmWBX5L5/ffBSP7CkWioG0eB3ZufmnSh5FecmCVgpuB3cFt3WLB3VdT69HMW9uCW5bns1Pdmu4tmAcSn5zPmYSZha3DNYS5nHzubfmWPziQZtP9xoIUe2E5F3QBwts00Y0DrQ3sZmL3KM2u3V3/lIMjhf0rcqBWiklX19POB3oVbdPtn0eNJ2ZeYz0BVc26IysQRDzVS/Snslu4SY3e5+CWqVgz1Ucueb0Vbpl7/uxNkatEGyJiEMrmuuwgM804EmlOKHGBG1b9lgOcTIrfdm0pY4GuXv9KhRXTpOp5cz9jS+wVVs1wM0nHJAIburbSGHhxCHt0c39WECwHIbt3Yy73N7iwbwyr3x46i433NlHuZ7+fHl1OgP3Jh4TFVdrs+9sVk+A2j6ARksnOH8NUVjiydK9glohcB48nrnIjU5eEw+6pXKaZN4G1BbjF4GeUrghD5O8Re9kGaXDwB1ErKRHVVlMfOawMvgovu8sx6qHylQUEr5+hgymCDtxwevXSnll8ynLq36nq9m4PYHpWB9kO3ikt+gY+Ety1gW3g2vs8SDp64fElpPLw6Tf8rFE/+bc7voNglqrxJuvl/xzVf5eOKE56YOCQa3D1HKNupjKXGUGbDsc4scBSuitZ+EtbdzC3IFDQ0WJG/e60TuZWVb5vo7ioRUgUPSkzZsMuF2kG0V5CQb4KAG3/TuAW9Dudx8m4PbNKOb1cL7amj9Mvxjc1l2Ln+z6+LZgEkl+fT5iFGTwQFG/jNwsuHUtwfuFtJo+WGCrlKI3Cfnr1zc5b2Jtf7GL3JQ3++KiWPLl5YSrUYQQ8Nm2x2F9DmpN/LnwjKx+EPN1LyaSipaj99TeBdS+mgiU0qD2+BagNqVhrB0wSAUdEXFslT+bL5Mxq1alOM15FRvhreGAoTgAKqXoOg1GtodQsBf0cGSUy1O/zvXNekW2g6Vi/TmNcr4mGYstIMCok1hACKf37y63uY2sNUFpCwgUtjcUqSRvBVALQHsbOtv6/uItTCfGCW3RxG4ytbQcfJCA2idYDT3pRm9fEQ96+TQVMtfZepDpXkZZVXxV8k08Ve8ln3b5tU76VWiZflVlM/GYw8p8RfkpLdp3m2trcUT46jlyOgHLxn34FFGrG9tjNg/TeHArG7dKwdkbvSXHTW3cihK/qUrXAbfaUsI5VjBFWhbh7lHJUkJOdsVYVDVGO+EEf3ANwKSxRejej6WE2nRALRyjgF5jm8hgBsxUZjCP3SjFbjDAjSNiIThfw8ataY4RwKEcUct4JwuWeCczhaX3TSFn4LYrbU5iM7gtvYdivFQ0C+D22R3A7VFN8Lih28vJOObloABuMzrkxoHk0ukkNcfiJ3s+dUcQxopfn4/pTxaA22zZsuZSfwck1O8q53dEvV6Pra0tfv2n/y/eDmNiKWn5Dj85as1t1MJSUJs+B1HMl5djhoHEEvDDHZ+Ob98K1PamMd/0Y6RStB3Bp21LD1eZxrmsAaf3KahFqTuBWqUUoxhexh6xgpaIeLQmqM0ODFIpLpRHT3igFEdySIPYmHb5IJK8U8vjxtFmvXamferxNBev1Ppmvfp+m7FXR0jJ1uASR5Y9Z5n0W3RYTCrFqLNP6PpYcUTj+nSlw2KLJrlULkDkN2cnpt3rc6xxfyFfKXxFUKsaLe0uF+DqDPo3JR6TfqZ6MumTrbOSPpalAYtfQ0lJ+OYlcjLMpC3zpVQEtVkqpi2OeqZhsGporBowVxlKjUmEwPJr2LUawnYQtq0vS/+SPgsLFccoGevfOEp+kysMiScjVFQ+hbzKl8BFnwtNMab0xbBiklJ8gd/KxIvcfYbHsnEfPMGqaxN34duXqPEonybLa5QnkvzKPCYd0iAhhN5vfvwUbBtGQ8TFG4SBP8cDpGtXJj1N+SjLJjx4BLaDNR3jXZ8icvIr8pnlNw8vxiFg0tohrLcQStHqns8WC4r1la2rsr4irzPQa+4ROh62itkZXWMruVAXkZFrWVZJrhQW5/4WsWXjyZiDsIddyLdadj6dEIIYOLGaBMLBQfKIMQ7KmHaxXH3fVxZvpYdCsGfHHNrxrEyLZFCMtwTDGJ5PLSSClq34uA62VSHDINuyrVn45VTxciRRwH7N4qOWM0srrAodDLrFCL66ntIPYmwh+MFunZ2GO9fDoF+WH8ui/Yf/ABOleK3b7dLpdIxpbkPO8iR/M+mr8z6NWo2dhssPD1pzG7UwB7UmIJgBtZMw5rcXYyaRxLE0qG15twO115OY7wca1G65gk9alu7stwC1l5mDYvcJapsi5uESUJtSFVC9Uu4M1B6o8UJQa5aVB1BD4eZs1TZkkIDBRXKqgSTAyG0w9uqgFO1x995Abc4CQvcdWEDYTiwgDG7uHdTO9PBqqL3EVm3vOgdqc+neOaiNCV+/yLnIfV+g9r4BbT5aYNVq2LU6dr2OVatj+7XVkCcgnOVDtga4Y+LxKPkdozK2jauySsthAqxpEcSS9EqpwnM+zyKPKsiUSs2AW1aWUhkZMiZ880KD20YT98ETwpNXqNEwl08xj7w8fS/VHNzOw1QO3GbzV0oholBvzTl6DI2m3rJzcw4F/hyPECgUApEryyJKtxqF+w9mlhK8/lVGfiK3mM8sv3ndFuNQUBtco2yHyKsxbO/R6p5hJyOFMPEYwvT7FLn826Mruq19YtuhW99ie3SDhcpt8xIF/UmApZQSy7JyclMbtxf+NkFi43YvHGAV8jXJLr47AFsIjuSIt1aTSNi8ocYjxtiFsmRllXWeh7WFRFohJ9LjMtY23w9sSdprKnVTSV2n8RKatuAjX/J8ajGIBc/Gio/qCscyyNAPuXAZyxm43fMFQli8GEouJhKpIj5uO3oxTaLBbVGH5D4bbqP40a7PNzcBN5OIr67GfCIVh0293URIwKrmT7cmvE/6YIGtUnDU9vl0tz5vqKvaqAWGQcRvL8aEscKzBT/a9ak71q1A7eUk5nkCarddwce/A1A7r5d52FiiTZYoaBDzyAoKh5BW+Swzl3ujnJyr3JYKK9NWyc9UC2NsrhJbtc2w2lbtema9PAY1bdarNenjheVP7Kb6WmoBodZiWmsiFNR6F9hxWLEaq0q8RSqCxpwFhMkIKz2hXaH3qqC2mKdKXIgiLBgN4Prc+F7eOaiNY8LXz5HBpJR3Ud6i/bTrAtrKsFJIdVpTXsJ1cdtbOO0Odr1hRDUy0mBURpH2ohZLlIxQsdQrszJGSTVbxRWOjbAyq7u2g+V5OH4N4bo4rovTnq+AyGCqvbT1usSj+Qq4CWAtA7jF0DKYNQHefF5F4ElG7krgVknCty9xjh9hN9u4x48J375Cje8X3FYBJDGdwPkJHDzQW3bicPZP4DrgtgwU8+Ei1JYSwt0jbSkhCnDGg5XBbbZMJnBb710y3D5EOi6jzh7N7gWWKNeXUgqJ0HHGPOb5W0BncEW3vUdou/RqHbYm3dw7XqRnCm6zch0Zszvtcel3GFsu106DnWhUArdF2Wk7zOoH4Ajtevet1SIUNm+p85Bxcrg5n3YxaNb3WyJGWQGn0uMidhBEHDhyLRlV4Pb5HcDtriewhMXzgeRqqsHtp531wa2lFD/Y9njWE5yPQr67nhBJxYOWC5aFSD3oZja3ikzfft/0wQLbJ9u1BNSu6XgB6E20geJYKuqu4Ec7Pp59O1B7Nop4OYxRwJ4neNq0Zung9qB2f42DYiZ5EwkvI5dICerEPLLLoDalVUBtD4dLUUOh2JVTOgVXuctkFWVOsbhwWygBtWjKVrS6rVqjbFKzXlt6QA+G1KblT9wmnZdZQAjdGpPGFgDe8AY3mOSAzTJQuwhwSgoWEJLPkeuCWhPlDotZlga1tg3BRO+rzVCp3g3v9G8yqL1vQDsDs50tDWYzJOOIeDwmnmRWVKOwUuZaJKzZarD+bWB7PlZyuTt7qCgi7HeJujfE47lpuyKOzZYzB1LTMEPaZau3VeA2lbsuuI3evoIHjzW4ffC4tC2hmEdZ3h3A7XgANxewc4Da3ocoRIznY8p9gdvUUkLU2SHc2kdEEXY4WQpus3VaCW4TSwmj7SMix2Pc2qE+uNJyC7y6TJTAbfres/nbxHRGN3Sbu0xdn75q0ZnqA3EYdCmu+qbgNivXkyE7QZ8rr8PQ9rGVYise53jnulTrl75jdwZum0yFzQk1jtUE2wCETcC0mNd2Am7PpMd5Am73l4Fb/ZDX957B7bYrsFoW3w8lN4Hkm27EZx0H22ItcCuU4pOOi2MJ3g4CXnSnhFLxtONpcCuExlFWQbffAX2we2xf/3//33SaddYFtVejkG+uxsRK0fa0weLUWeAi4DkLz8h6O4x4PdKfAA/8+YbuNO06oPYigDfT+wW1oRLUiHliBzPbsov4qkDtED0oKGBLBezKSU63tMirgtpQCc68DrEQeHHIftDLyMuDWpM+pTyASNhcN3aQwsILJ7RH1xknEWXe9LcK1KadJrJsBp0DlGXhjgeV7nJXBbVZ4KiAYPtQu8uNY9yL14jYvG0i+5uLW2FfrQLU4SOoNSAK4eQFxGWvayZQeWdQKyzcR38zQG3VUJkGC8fB7WyXwaxShKMhUf+GcDBAhe/XWLmwbexaA6fTwW1vYdnz9QwVhhrk9rozkFsEuDM5FRHFUFO6Ylj2sRSXuV9pzy36sKHd1BY8Fu25zcoWBtnzrYfzuKo9rbOw3UN92FJKxNkrRDDNyCvrPNdFmMNFOVwB8fYhcaOFJSXuxRvsZE+sSb+SrGI9ZH6FgMj1GW8d6oWEUY/auJ/jLfJl62mR3oFbo9fYAaG/kDXD8VJdcvmkgClTroHt0/W0vdydaEQ7caUuFuokKutnisVbq4kSFk1Cjpga90mbZZXzulIO51LvQT2yI/YcuZzPpK8lGMXwLNlz20z23Dq33HM7iBTfDaQ+S+NafN5xcKz199wKy+LtMOJFb4pAsN9w+XTHz70rrLyczr/7/8BE72qP7QdrFQGYgdoZsFCFU4AZb2Ioxekg4KsE1O7UHH60eztQq5Ti1WAOao9rgkf12b+KyFiu7SZ3Bmq9u4Ha6T2D2hE2pwmobatwJVCbez8FmZGaO2BwZMRexgHDbUGtFILuuzDrhfbioywLO5hUgtqZnMq88uGzw2KtHQ1qldJmveLVXBOuDWp3jzSolVLbql0T1ObzXgPUWhlQK28HalWF/JS/KGMZqC3Kq+LLyrf8GrWHj2l9/mP8owca1CpFOBwwPnlF7+svGL34juD6aiGoTeXd9qqUG8dEwz6Tt6/pf/UFwxffMb25QsYRwnXxdvdpfPwZzU9/gLO1jVLCKK+yHlZIt+ifjWL6bMpF1hKy7Tw6eUU8GoAQuA+eIOoNY/upaivz/MpxS81sXZ1pD2XJVw9lz71b3ZcZMAHY3XdpKWGKP9BbnCaNDoFXXzgGGs8bGOonawZs6LeZ2N5SXcph+fG/FU9pr+HAoUpOGuajLfegFENczpVvtHCxytwIsGdF7Av9BeY0driKrOV8hvknNQWWdeJwWw9lAC1H8HliL38QSr7qhgQzb6qzypvxm7CFTit50HT4bFt7hbsYhXx1OVnsgvc90wcLbJVSK5vzUlLysjfl+2u93/Kg4fKDbQ9rSaPJhWdA7YtBxMlYg9pHidHkdFlfxjInZ5FsKRWnwdxN7oGnOFrR+YJJ3lTCiwTU+kge3wLUZut3nKzUSqCpIvbl/L/xqkFkkcxYKW2vMHHAsD/tI+5oq1YBN7VtItvGkvdn1ksqbdZL2g5WFFLvXVIFahdNEEX9Z6C21iJqbenDYjcXiHCykK8UvqIFBLb2oNXRCc61KSPTBJXSqrZqZ+XN3mflmg6K3QLU5vLK1XN1XPpcCitpX1GmpAvajSb1Jx/T/PQHuFs7IATRyABmDf+QpDKy111pNZmKaDhg8vaVBrkvvyfoXqFkjOXXqD98QvPzH+Lt7qOEZZRRVXeL3of5uTp9NmoVL2XptoTbgttl7XkRuAXg/C0EU7CdxMbt3AHAIjNg5XJUjw9CKZyrE0QcIR2XcOdwpQOoxXKbx2HwJkO8kT6UOm7tEDmeTlNRV2uZAQtGKKBX3yIwmAEr6pKGVVm7aRccOOjdseZxwzTfFMf9OjGHagxK0RcuF8rLvbd15kilNLjdS8DtyT2B29T97vcjCG8JblNnUK6AUaT46iZkmrjNVVIZHTkYcYqU7NcdfrjjYQm4mUR8UeGlzDSGvmv6YIHtOo4Xvr2e8rqnvYk9ant80lnsIrcUnrxAqRTf9yPOJ9q8ydOGxWEtv1JblEOx8cz00qD2NAG1R3deqVWzlVofyRN7OvMCtoivakCYYM1AbUNFHMpR5tP+6gNCmk4qxaXbJrBsLKXYC3pYKp7Fz1/rmrZqa1uEjouQks7wClutdtDMOGinOijFuK0HfpHx5mOSs3gyzT/PLCC4tbkFhP79W0CYhbc6qC3tk57LU5iMFtbNug4YKst8S+sH9wlqc88V8kwgSimB09mi8cnnND76FKfVBqUIutf0v/+a4XMzmE2Hi8yw8V5ocb6KaNBn/EYD8fHZW2QUYrke/tEDWp//GO/gCCzHqLOxjpakKT+X05tkreKl7F2D23L6zLNKvnZEIXgeav8Bimobt3M91msMQsa4l9qMoPRrhJ09/VWqaiyoGIfM4yf4wxuc6QglBKP2HrFlG/my42TlmJfECaA57uJFExT661lk2Ut1SZ8XOXCoRdqBw6XXznknW3XeyYY1VchBAm57wuPyDuAWYN+K2L0NuC3Gp+C2JhNXvoLvRhDEC2QUwmfgVilqNvywY+NZMIkVX3YjxmFmXlzDS9l2zcm54NWOHPJeyowGzd8xfbDAthL0GRwvXIx04/t02+wiN703vuAE1MZS8W0v4mqqPxB93LLY81cDtdlw3ZEVbwM4CzSofeArDlyVO5RWWT6DrhrUegQFUFusq2UdNe3cUyzeUicG6iq+F1B75TSZpF7Fpj0cmQe1VQOcMQ/0QNz3W0xdH5Ria3R9K7NeszrK1NW0sUXg1Wdmvey47KEt94tBXiGPGai1nNlKjD0eYPXvxwJCaU9qrYHaOdQPN5cw7JV4TPotm/wXAwfKB8VePb8TqF0LKBXSFmVVpUnluts7ND//IfVHT7FrdZSUTK8u6H37JeM3L5GTcYknM1SsTNmxYJVrPdkVOklJcHlO/5vfMnr7ing6Qdg2/v4hrc9/RO34oV6NNGRnqlNTvVY9F/Ux9TtgJUcOM3A7vH9wu9SBQxzN3E5Ta6D2jnRdlPpQUY8V+3ZyI6IpzvUZKEXcaBM1OgX5S+QtKreCeu8KOwyQlsWovU9qKK44jhn7fUWcANrDG5w4RAqLm/o2sbByMqvKDeYFDZRiN+zjxSESlnonWzSnpWEtFbKnJigUXeFxrdzKtCaZxfiDAri9jsVKfBTjpaJuwSc1iSMUEyn4brwE3BbGiRSDoBSepcFt3YZAKr7sRQyCzBa0NV3w/nSvhu8IppHi1+cjepP8nPi+6YMFtqYXm10an0Yxvzkf0Z1EM8cLB3Wzi9zSRJJ5+UopQqn4qhvRDSS2gE/bFtvu+qAWQErF6ylcJKD2oa/Yc+4H1HoFULuoc1UNAEEG1NZUzJEczrYzLAJGVTKlUtxkvIrtBn1cGebkKLU6qE1p5NYZew1QaFu1UfkTu2lgNvpHz6QJ/CaTuj64UOtf4UTThbosmgxSmpn1Itk7Z1lYwQT75vxWFhBM7yFbTuX62gGDEDDoQvfSqFd5Qq6e9E1lLumSAo07HBQzya7iN+mWlVMssbkOwKo3aX7yObUHj7FcDxmFTM5O6H/zBZPTN7l9s5k5ZSmZxpbbTAS3lWPUVSnCmysG333F8NUzomTvqLuzR/OzH+HtHSQrkWYdcmEGPRc/m+OKclYCtycFcFvhoczcVqvb+VJwGwZ6S49S0GzD9p6Rv9SX1wS31nSE3bvSB2M7u0ReoyB/sTxzHvN5pd47x4ojYsdh1N6fyzXwVh6wVSqXv0Dpr2YyIrZsuvUtJGIpuJ3PjeUtaCjtXn0V72RVeRTjOypgT2pwey38ewW3byP3TuC2ZsEnvsQViqkUfDuGaQHcLsIIWXDrCr0toenofbtf92JuprcDtzXH4qd7NVqeRSQlX1yMuBwFpXp+X/ThAlsKg21mM/MoiPj12YhRKHEswU/2fLZr6zleSEHtNJJ8eRMyjCSOgM/bNm3n9qD21QSuQgEoHvuS3TuBWnIrtU/vCGpDBG+oESPwl4Da5QOIvu/ZdQa2Dwq2gz5+HJTkGD9FleTNB96x7TOotUFBc9LDD8orgsb6XzIJRK7PuLkNgD/s4k5HS3UxhhfySdOGu9qepIhCnKtTREW9GmUt+KSZOyxmO9qsl2XpAy+Xp4Vy5vNZ5CrX+F4z6XIDmtAn10WtfqeDYqY0mXG2nK/puVCeXL/KyBSuR/3xRzQ++hSrVkfFMeOT1/S/+S3TyzNUHOfSLxu/jRPPO6R18jPpH/V7DJ99y+D5t0SjIcKy8A+PaX72Q5zOlrG8prouvjdTu8nqYYorylkb3D58ivDrZp0N+pvqa1GfyPWbyQguT/RzZxfV6hj5S316XXA77GIPe3rs2Dkgtr2C/PJ4WSyzaQ4BELGcOZmJXG0GrArc6jzN8op6W0pvCbOknNm4NbWRov7zObIMbkXiwMGWMZGwOPfaxPNpcsk8pIz1ra37TFEoroRPl8XgtiwzH18EtyttS0gyy8VLhZ+AW08oAin4dqS3FFTpUJSRBbd2glk6riBWiu/6MZeTxeB2Jju5tF4SB+3IYbfmIJXi68sJb3tT1O/AQcMHC2xzLzYDaruTkF+fjwliRc0R/GzPp+nezpvYKJR82Y2YxPOl/cYcOa4FamOpeDGB60ggUDzxJdsOK4Ha4uSl1PygmGn7wdLORLaD6PsIwRvqxFi4KuZYjmZ7dE0Dr2nALKbr2z49pwbAVqi9ihXlmPSpzAOYWi79egeUtlVbT2zVVg1gKS0z6xXbDsPWLkqAOxnijXqL9SzpbZ6cUrNeYWcf6dUQUmoLCBlPUetQMZ8cqBWJrVrH0Qddzm9vq3ZRmUvxCJzjx1j1hnaTe8eDYqZJ0xRX1gMjqM0/gxI2/tEDmp/+UDs5UIrp1QX9b39LcH2ZyzQd36voPoBssY/fVtYq/KbyxKMhw+ffMnr9gjgMsFyP+qOnND761AgWTXksqvdi+qr2UJSzKriV42ECbp8gPN/cbylTsc3nw0xjZibNsK9t3AJq5xBVK9gyrhgP1gG32lLCBdZkjBJCf+0R9gL9zGObaawGsONQnx9QEPgNpvX2wr5u/Npl0NuWMZ3RNUIqbePWb8/6ZpUuuXwM4NZSkv2gpwGzsLlwW8SFOayskyrJyYZtqynbSoPbC3x6OLnyLJeZDytuS7gLuPUScOsLRaj0nttxVMYBVTKy4NYCPm1Z7HradvOzfsTpKJqPFym4XUG2pRSfb3scN10UiufdKc+60zuNf7ehDxrYFs15nQ8DfnsxJpKSlmcl+0Ju53hhEMR81YsI5Hwztq+XLyFpOKWJpEJ2LBXPx9BNQa0n2bJZGdTOypv8Fq0frANqi4ORUnNQG2HhqJhjOdSuFysGrmUyAQbC5cbRg307HK3lVcyYBxBZDr3GNgqBH45pjHuZ9Hm5uU5eFZfUmTbrtT8369W/mkUaB2Aq5BXLlvxGjS3ihrbB6V6fIaJgIV8pfIXDYgpQ+8fg+fO9gIaDdEXd8mGUyDRgFSd75+ghVqOJUpLwzcs776k18ZbjlPGdVMWn8tydPVqJVQCEIOz36H/3ld5ysOIKbanfL6Bs2qrrNnzr5GuOL5cx7N0w+PZLJucnKCmxG8kWjYePwS77+inV77L4ine76F2uAm7DdP9zal7O9UrtPSu32I50PmU9l5q9617prT5C6MNkrrfw3czHnRX7vdLg1rk+xQoDpG1rZy4Gs/iVsop5F/tu0QyY38jxFvkW/uObiXOigPb4BpRi7NUZJlspTDKr5oVi2WwZa3CrFFPL4dJtVWwdWR3c7sgpW0ofLD/HZ/AewW2u3RfjpcJN9tzWrATcjmEUm2WZZGTBrQA+aloc+npryMthzKtBAdya9DDIRimetl2edrQX0ptJTBStZqryvuiDBbYmc17fXmlvLXt1fZLPRs1BbXJVNqqMvJtpzFe9mEgqmg78MDGfkfaMko3aVIahQURS8f0Y+rHAQvHUl3TWWKnN5qGUdr5w/6C2RpiA2gdyiIN5hWUVmQAj4WhXuUAzHNOOxpWDl2lQnOc7H2Dj5ECCRODGAa17slWrzXrtI20bKwpp3LdZL79B1NlBAU7vEjEdLeQrha8KancOod7M2KqtdvSQpUUT+3JQkIDapl7pCd+8Qk7K3t6KfOuC2hLwKZSjWKpSvALh+jQ+/oza8UOE7RBPxwxefMfo1TNkMM2lNVSTUY9FaVZJexcq5rMor2VpcmVWiunFmV697mrA427t6O0JWzuluim9G0PeVc8mWSY5q4HbF8jpBCwb59FTuCO4LeZd7EuzsMszvTVhgY3bRc1gaf9XCqFkYgYsRrke4fYBaoFuVWNd1ZjtJV+oAMbNbSLXXzjWrWLjVimFF05ojXugYOi3GCVf78zlXW1+cGTE7rSHUIqJ5XLlNPVXMUPZV8kDpdiVEzpKu0g/fQfg9rIC3BbDKMQrqXCENgVWtySRhO/HMIiq5/qijNSmflrwh3XBo7rW52Qc86wfJfW3Prh90HT4wbbPD3d9XNflfdKHC2xJXlzBnNfDlsdnWx4i24CqGmFyZUHm+Tjm236MVIotV/CDto29CNSmMgx5BLHiuxEME1D7kS9p32GlNutR7D5AbTwDtTa2khwXQG1xIFgmE2CMzaXTAgGNaMJWNErKRo53EajNyQWkENzUd4iFhS3DxFYtpfIUZcBys16j9i6R42JJSaN7AaX9vuZJIh9XKFvyGzv+bBKyB12sYW8hXyl8BVALQGcH2ls6wYW2t1mVh4n/1qD28CFWq4NSiujtK+R4kIsvyszmnZVrkm0KNz7D4ngF3t4BzU9/gF1vJPtoXzH47mu9PzOTThWFMW+LRbnrpnkftI6u5rjMfRQxfvOKwbOvicZDhGVTe/CY+pOPwS5PYsX2Uny3JqCU5ln1vrMyloLbma3kKcJ2cB89Bcc1tn9ze873hUX9JV99KrEPPdX5HTxM7AOrAm9eriq13MUk4gj36hSUQtYahO3dO4HbIo8/7OJOtBmwYWuXOFmhL/KtMmZk66cWjGhMB6BgUOus7cDBNE94MmQ36CMUjGyP6zuCWwHsyTHtDLgd3gO43cs4cbg7uFU0bUUs4dkYumuAW5ibAxNCcFgTfNS0EMDlVPJtLyJOx44F4DbFO7NnKdmtO9Tt8heEd00fLLBVKMIo5jfn45w5ryftW9qolZI3w4jnyfL8ni/4tKVfPpnGYZSRfdlJ2DRWfDeGsRQ4KD6pSZr2PL+FjdnQ8MeZlVrtUex+Qe0DOcBdAGqBhTIBJui9T0pALZqyHQ6TsuV5TZ+ZjHIBieCmPnfA0BlcYRnyLsqAipWFJK1Uiklzm9CrJWa9zmeev0z1l+U1AYPiRBZbDuHuEUoI7MkIu3dZkGnWeRa+BNTO8m22tR97mHlIMk/Aef5VJqiqMisFzuEDrHYHhSI6eU2cGH4v5msECBm5JtmmcJNeRRlFOekqrX94rLcdDHr0v/uS4Poql85UT6sCxEVpcunv8VopvyX6VcUV6yMejxk++5bxiTZz5bTaiQcz8+ptscxV8eV3W5Euk2Y5uI2SQ4vvD9wqpfQ/w6f6Kwmej9o/zn1yvzczYOEE5/pcf8Fqdu7dDFitf4kdTFGWxbC9T5ya1qrgWcXGLUB90s85cJiu4cABzODWjwN2gsTjme1x4zRuDW6V0p/q9+WYVgJuT/AZYhvLs3yO1b/7BQ9lF3cAt7aAj3xFx9Fb616M4TosyyrKyIZlV253PY1vLAHdQPLVTUSY8VKW7rstylCZAUKnlZvDY/dJ4yDmV+djBkGMbcGPd83mvMDQkNL7jOOF54OINxkXuU8yLnJhOaidhQPjWPHtCKZS4AoNauvWPL9s2lIjLtwrpRjFeqU2yrjJtQtpqnQpDhhKKWLgDTWCGagdLgW1JtmZ6mGKxYXXQgmBHwfshoPcbJUdpFbKI7m69Q6hrVdUO8NLowMGk25LbdXW20xrTYSCWu8Su7Tv1TwpVE0+Os8k75xZryn29em7MetVa2h3uTDb72fiKU+wZYHGd1uIS+XaB8dY7S297/nkNXGyEr0o3+KJ61kZDG2pnKcy6mVKm8rx9g5ofvL5bJV29OYlo5fPUJm9YJX1aorIxFXFZ/UrXvdJ68pfpUzl8Hz9BNeX9L//SltPsLOrt06Br/AuDPlVpq16/5k0S8FtHOmV2zBAOK4Gtxn7vMva9zyf6jhjP87auK03UbvvxsatNRngvDMzYNDoXWBFIdK29RatirpaRV4636QOHPxQO3DoNXYI1wS3prLV4ik7of6HemD79Oz6ynNXMV2q50EG3J5Suzu4tSP2LQ1uz2KHs8iayVnETyFeSe2Z7omn2HG17i8ngougLGv2bJCbBbed5Iu0a8Ewsf40idZ35PC7oHcKbP/Vv/pX/L2/9/d4+PAhQgj+7M/+bGH6//l//p8RQpSuk5OTtfP+4mLMNJL4tuCnezU6vtnyQfEi89KUmjteuMh4Eyu6yF0V1CqlGEZ6+0GoBL5QfOpLfBOoTa6qTpHeD2N4GXtESlBPQO0qbnLLYfpZg9r6DNQeyyEussDDirJ1ugDBhdtGIvBi/ZmIQr6wHNSmlE7WvVqHwPERUtEZXePIOFeeEl+aj0n/TJrAbzBJVjv8wTVuMCYjplzWqnDjZCnmZr3iSO+NWzBgl8IXwJTcvlrXm9uqHfbg5sI4yJQnVpWRZ9bFVOZUR3vvELuzrSfW09fEg+WgtiizKLeK15iuonwp5VZpLWu2Sht2r3N5FasqN6kY8lg0gKvC9bugVfLPjYMVceXweV3JIGD4/FvGp28yq7c/xOlsl96fqT9n4yvTVrWDDP9ycBsSvn6OCsMMuLXNPIWwRf1jqY3bYDq3cdvqQOL1r9wHCzLWBbeDm7wZMGexGbBVyjtLIyWN7jkijokcl1F779Y2brN1JYDW6Bo3DmZf4WJR9k5WnLNm+VSYhGzEAVuB3tffc2r07Vp12Y26zeNSPVNwK9HgdnQHcKsU7ImIA0svnFzEDmexPZNT7JO5/mCQj1I8dBV7iZfSN1PB6VSbEjXJwiC36IL3h219MH4SK37bXdORw5Kx8V3ROwW2w+GQ3/u93+O/+q/+q7X4vvzyS96+fTu7Dg8P1847Ti0f7Neor2n5IAWZQaz4shvOHS8s8SZW1VDS+0GkN3dHSlC3JJ/UJG4VqGVRZ9D3gwTUxgoaxDx+B6DWuyOoDZXgwu0QC4EbR+wF/cz+5sygvgKoVUrNJsG+32Li1kApOuPrhQ4Ycp22QnZ6r23V7gDgDXt4k8HiQbD4XKHDzKzXVsas1+VJzqzXOv2/mE/ZVu0jbat2MoKL1WzVLpq0c3lTjlMK7J097B1tkD46e0vc7xrLZgQChrKlfCZek25FGUU5ztbOwlXaYl5V+VTlUdQlvVal4kS27rVyPivoViWzOnx+H1xd0P8+2Xtr29QePqH++COUsAs8i99fVdrK9pBJvxTcRiHB6+eoKES4Hu7DpyhhGXmKYYv6yVJwOxnB1al+3tpDNTu5PO7XDNhobgbMcgryF5Svorzpr4hjGr1zhFKErn9rG7fFsV4A7cHVzDvZdaPsnayka4a/yolPK57QScDtjVOnb3kl3mXzYzasCG5P7ghuAXZFzFECbi9jm5MMuDXxqLlS5TFAKY5dxZGnB7TTQPAm0ODWmL9BbtYFb2rKtGnrw+5f9WKuTLZuq8akNcam+6KyjZZ7pL/zd/4Of+fv/J21+Q4PD9ne3r5T3ruJ5QOh5kAVVd3ASNKl4eNQ8k0/YhprDx2ftlezUVsMS++7Ebwc607etCVPfb0v5ragth8LXseulidiHllB4XP2qh1LP2dBrXVvoBbOvTaREDgyYi/oIZTM5QsY3SUa5SZxQ7eReBVTtMdd3LD6MFSus1YNsMl9bLsM23szW7X+qLu4zJW65sNnFhBa28T1JiilbdVGZs8slfKW7KtVShls1b7JaFqtW5ZWtVWblWl1drD3DkEpootT4t51Kc+qfLMyqwBMlT4mncqAyaL28CHulv6HJRz0GL99tdK2g1XC8nmtRsvk3IZMMoVYfHAjy2FKOQMzBTmm8DR7IUAGU4bPvsXbO6B+cIzT7tD85HPGr1+gcubeVF5GRo9SXOZZKZ1PKTzDL5XCmqVX5TJEAeHrF7iPP0Z4Ps6DJ0RvXsx8YaU8Jp2y8qQCS8zjsvlm60akaQY9cFzY2kPtHuptCpORoY4zPEKgUIjE61sufPabD3euT4n2HyJdn2D3CO/iLRayUC8VspIyl/PQv3YUUu9eMN46IPAbWDKmNuqVeNM2Uqwj07tUSmEJ6Ayv6Lb2iG2Hm/o2O6NrLFRJpqncUkosy8rFgaIdT5ChYOA2uLYbCKXd52Z5y3KzYeV0B3KMsgRD4XBCjWMmNFScy7cspzpsW8QIK+BUulwnwPaBE1fKSe9T5YphBy7YAt4EcBkIYql4XFPYliF//ZAbQ2QssWwLlMIRgh90bL4fSLqh4vtBTCgVR40EQkoQ+gXr91+Q9b7pX8s9tr//+7/PgwcP+Pf+vX+P//V//V8Xpp1Op/R6vdwF8EnHXWj5YBGo7QUxX/Y0qK2t6XjBBESvQr2ZWyroOIqPfKUPOC0AtVWyAHoZUNsW0b2A2rcZUPvgHkBtpODC6xAJS9sXnPawVgC12bjiL8DIqTGstUBBa9Jf6lUspWW2aqVlM+zs6cNc78JWba1F1NpGAc7NBSLRexEgz4WvAmqhbKt2gXWJ+3DAoBRYrQ7O4bEGtVcXRDeXmXRlnvcJaoXn0/zkMw1qlWJ89nbpKm2uXy+QndUhvarIOO68B1on30VlWKdOskHB5Tn9Z18TB1Msz6P58Wc423uldlH1TktxFW2kin/RCiqADKeEb16gpMSq1XGOHxvlmtt+dX0sXRm9uYRBz2jj1vTP5rxsK44XSu+5dC5PEHGEdFzCnYPKPmyUtaC8SoETTuY2buttAr+5sL5WdeAw904WE9kO3fpWrm2a5555flVzSica0wzHIODKaTIUbinvZfNlNkwAh3JEU0X3tnK7JWIeWAECxY20eR0tX7k1YQcAJRW7jnb2JFDcRILnY73qasw/ubJhRVu3n7YsDnwNWl8OY16uYOv2d0H/WgHbBw8e8I/+0T/iT//0T/nTP/1Tnjx5wh/+4R/yf/1f/1clz5/8yZ+wtbU1u548eaIjii+MBS8y86IvJzHfJDZqW44GtV7B8UJRVvFFppeUitMpvJro/+B2Xb25W6hyA6/UsRB2EwteR44GySLioRWuBGqLk1vaWdKV2uk9g9pzr01YAWpTWgfUKlJXudqrWGM6oLaCVzGlVnTA0NlHWqmt2guqQK1pkq2aIGag1qsTbu9rUNu/wRr3F/KVwlcFtbtHK9uqvTdQ22zjHD0EpYi710RXZ5l0ZZ77tFFbHDJLE29nh8bHn2P5NWQYMHj+HcHluTEfU15Lww06mPjWHdwzQ9NK13qyl+u0qFyr1k9WNzmZMPj+a4K+dlZQO35I7dGT3Kf/ouzF77a6rZj4l4Lb6ViDWyWxGk2co0dGueY+kO87+TBzv52FXZ5mbNw+Wmjj9rYAQcgY9/IUISXSrxNu6XHoPm3c+kO95WicWJHJ8lbVk3kcnT/biYUbISWB49GtrQZuZ/mY9twqxVY0ohFNQMCl02QknFLei+fSfLoU3DbWALemuTmbX1tIHibgtidtXkUOsVzMU4khpGLLhqe+xELRjwXfjyCMq3WiID8LbgEeZWzdno5jvutV27q9zfh3HyTUe8pVCME//+f/nD/6oz9ai+9v/+2/zdOnT/kn/+SfGOOn0ynT6dyAeq/X48mTJ3z7//l/0m7USy9p9pt58Wnlvx3FM8sHO97clluadh3HC1IqXk/hKtTL84ee4sDJN76SLks61VVkcRLrjrglIo6T05SLO2L1AJCa9LrPldpYaVAbCBtLSg6CLnayjzQra11QO7FdenXtyKAWjGiOuzNAXzkoZwbTqgFbKhhu7RM5HlYc0bg5Q8TxQnnmwTWvw8ysl+0R7D/QK8GjAfbN2b1YQChNTFu7qK09neD8jdGsV7arr2PWKztAZGWKRhP3gf5HMu51Cc9eZ9KVee7TRm0Vv46zqD3Ibj3oM37zYuY5zDTimYbBqqFx0YC5znD6rkfeJbsQCmkXJzbFmnjMYfN7b3ef+qE+1CiDabI1YVJIn5chKuLy9xVpMryWgTfLZzVauA+e/P/Z+5MYWZr1MBt7Iqeaq3oeTp/hG++9pEQQVwsBXMmCZHAhCNDCC8EDvREMwVqYon5I5oYrAzIMC5ANSCvZEP6FF9pIsk1bAiVB0IYbAr7Sf8k7fNOZe+6uecgpvIisqhwis7K6q/t89/CPRqG6MuJ934jIzMinoiLeV/10PujhX5xq9erqM383NOWNVJm5TiGEWgd/+Ez9yuLOEOdvETLUyKbrkHM8p7ys1PF2DkEIrGEPe3i7um6aNs83dMfzEDBtbuPVmggpafSvsHxXlV3RTzp98Tr4lkOvsYMUgqo3pT3tI6L6ZOWW8gs7hhGzs6gMt3aTiVVBSNj1h9Sln7Gt06+r43z5xYVRZyQsDOCQKQ0CbZ30+rL2RtLgfegQImgYISemh2UUywhlKJtvCMYBvJoZBAgqhuSTGlTN/Dqh0W+YxkL/rSt5PQ4JJTQtg886Fo6RtDkve/Q/+/voUr/fp9Pp0Ov1aLfb2jJ3Sd+rGVtd+st/+S/z9ddf5+ZXKhXa7XbitUgawNNBbSgl3w2W7rwOq4JPVkFt9NIBXxBKXk0jqEXypCI5sLMAWwS1yRdcxaB2W3j3hlofwbuUS6+NQK2toNaUIXtrQO3ylGWhamZY9GtbSKDiTTYItfMADA4iDCNfteWhNp3SABcaFt6u8lVrzCYbh9qF3WZbQS2ojSmPAbW1OvbRUwCCYf9BoTZ+3RXJw3zpwReppQff5UJtWnfesbndPBbNk0mWSb4eOq1jLzEm6fILZFYfW/7v3lwxfPU1gediOBUan3yBtbVT/IUGfV6paycmu3LmdjzEP3uHRGK0Opj7R/qxiWzS3Utpu9p7cv7riu8pH7f7x0gE6fsmM1assSQBQMzGWN0rJOA3O3i11uq65bQ5nYeE6vAWazZRARxaan2slDIzXqb7Ke8ZNf9s+S6tcRekZGpXGVSay6U/eWN0bMzXbUpGSra9ITV/hoxmbifRxkZZWK/1liUUBXHQ2Ujfgw0R8tR0MZGMQoO3gY1/h5lbKdVMat2Ez6ohtpDMQsE3Yxj5+TPIaOoU95iw7Qi+aJpYAoaRO7Cxp3EH9hiDXSp978H2Jz/5CcfHx+sLSv0FRHSS51DrhZJf9nxuZpE7r4bBk2iandjJXHnhRMe8KERu3xcIJM+ckB0rudwhXpf0sez/cBGYXERQuys8DoxsoIB0PfIGDCnjYXI35/0gkJIru4VrqNnf3Vkfaw2o1eoHPMOiX99GInD86VqhcldFFZs0txMBGAx/vQAM2ofj3DaGittumBiei3XzQL5qaw0VLhcW6/aKZDYCtZWamqkVgmA0wDt7GyuXlbkv1CbanCMPYDbb0dKDSumlB+mkPZaymy6vk4nb3MTYnr6/76ajXH3y7OT1g6589vPSZjCZMPr2K7zF0oQTqk+eRtuDcuRzdJe6hmKyq+A2GPXxz94jAbO9hbl7oL/3CuqydgCHwIcL5SKNah25+0A+bicDrMGtgtvOLr5TW123nDZm8iTU+skADqFhavuq1NgTq4PjTWlNeiAlE6fOyGks9OaO1TJmpwBuq/4MKQRXVpMJm4HbeBCHovC7ZWzUFhFEJePQ4LXv4GrgNqNHpzOUVAwFt1VD4kvBdxMYrIhSlj4Wh9uGBT9sK3dgs0Dyi55Pb5bymPAB0oOC7XA45Cc/+Qk/+clPAPjuu+/4yU9+wuvXrwH4/d//fX7nd35nUf6f/tN/yr/9t/+Wr7/+mp/+9Kf87u/+Lv/pP/0n/t7f+3tr29adcKTMeD74eddj6IVYAr5oGew6YlF2HR+1EEUTi0Lkmkg+qYR0LHKhVndBpqHx1De5DtQNd2C47OVA7epj6n8FtbUIagOOw+HGoHZmmBhSsjfrY4XLzTnz8utCrW+YdGtbhAhs36U1ul07VG5Cd+zamNXbuJV6FIBB/XSm06OTzWvDPGV81V6fInICR2h1FfzYnVhX61SQuypqFsMe9K4zupJ9Uv7BEk9xncKpYD9RUBuOR/hnDztTm6hHgby9s0/t6QuEYeCNBgy/+4pgMlrkp21kdOuOpWymy+r6Km4vJ7tQX97rPuXz7RbXM09XUb+skl9c42HA+O0r5fNWSuzONvUXn4Fh5crnn/8S11JMdiXcDtUyBFi6sNPf5/l1WTuAgzeDy3fqYKMFUbTA7L2b0rEu3A5uMUcDNWmwfbBZH7dSJgI4jNr3j042/1xxJzQnfZAwqjQY2bWF3iL5hZ0cuN3xhlR8V8Gt3WS6AbjdT4XfHdwTbitInpszLEKmUvDad5iFJfREr0R+qLw8fVoJaRrhIgRvXpSyhZ6U/rQ7sB+2TVqWIJCSrwcBF2PNprJHTA8Ktn/yJ3/Cj3/8Y3784x8D8Hu/93v8+Mc/5g/+4A8AOD09XUAugOu6/IN/8A/4jd/4Df7KX/kr/Nf/+l/5D//hP/DX/tpfW9u29gTHPR/Mlp4PKpHng6aVhNp52aITPP9/7KtoYtNYNLGyIXJ1OoNQ8s636IYmAsmx4bItsj+Tl7tJ1P8egnfU8DCwZHDniGLxcoGUXNstZoaFISW7s95GoDYQJt3aNqEwsAKP1uhGO+OZOdfkbFCIlZ1Vm0yjn+Iqgxtsd1qoL39ATx4v46t2nZS2k4DaKO48hgGTEVwnfdWmdWwiqhiWjfXkGRgG4XSCd/oGqdkUmAdDuvw8uXRdcuURVJ88UwEXgNnNFePX3xUuPcjUbUV94+V0Zed2YkNEboqPBUX67pvWtVNU9zz59HnJK5v9vPzfvbli+Po7ZOBj1urUP/0cUanmyudfRyWuqZjsSrjt3+JfnYOUmLsHGO1liOCV98nCRjJvtY/bCVyrYESyvY1sdVL69OPOOnArALN3mfBxG+T4uNWOiZn6p8aORQAHn8C0GLd3l/2QI1sGbiHaWzFVYXKH1RZjq7rQm1ufuJ0cuN31BlQCBbeXdpMp89C2xMoXPWeT5QQq/O4cbi82ALcOkhemi0OIKwWvfZtJmLzP8/SQzg+VV6bnFcmWpfrizVRwGfm61ekkpV/K5KYyU8DnLeXnX0rJ61HA64Gf0POY6dE2jz1Wmi9G/uq//8c0a5XlCYlN319OfN6MlD+/pgWfNU1MRU0ApTwfxPMHPryeQiAFVSF5XglxSobITduRUuKHkneBzSg0EEieGC5NkQbD9aH2PTX8GNRaG4LaqWEhpJqptUNvYXdefn2oNbitbxMIEzP06AyvlXu0EvJlooqNm2pTUWXYpTIZrKxPWl+6DsquendbOwSNNkipoPYh3HoZBvLwGdgOuFM4e4vUBHpI1y1+q68dVcwwlb9PyyZ0Z3hvXy5sxkeQpI1kH2Z05sjlwUg6D9Oi9vQFZk35NB6fvcPr3mj1Z2Q1n3X2isrqbKwj+yHTys1iBdnaDWJly6U3hkUfDceh/vQTzEoVGYZM379JRK1Lyz7WhjJr5wBrR82e+ufvCYf9zAaruM7MxiqSG6XiNnV1FUJAexu290FKxPUZYjzMyGZkWG9DmRQCf/cJoVPB8D2c69OF5xojZ5NU0laeDfUeWhbjrUOkYWC7U+qD62W7NbLpPiraEDauthhXmiqgw7RHzZ8V1ifdBt2GMikE104b17QxgD23TzUKGHyfDWXXRo2+sBEI9pnSxl9rQ1n6WAC8DRymKGZ5ZroLV6SrZHWbwRCCc09w5amNXru25EkFDCO/Pmk9hmksjkspuZzBu4nquy3H4NOmybP/xT9El/7cbh67a0p8y4h9C3kz9Hk1DAilZMcRfNHKQm36G0sRjN56aio/CKERRRMrC7W6b0ZeKHkTQa2B5OkGoNZ9BKjdzYHaxPlI5ekgMhRROEXDxAx92sObe0Ft3L4Xjyo2HuCkoDZT10zdi6HWq7cJGm0kYHUvHwZqhVAztbYDvqs2nsh5xPYHglphYD95jrBspOfhvXv9waFWVGvLKGK+z/D1twuojd36C7lVUCs19vJkdTby5MpCrdzQq2xaVb95+3TZ2v7U2C/V7/Nr3HUZvvwabzhAGAa1py+wU+tb866N3OunhKzOZ2z8kH9zQRCFW7YOnyDqDf2YkbJTdL/p7smEzv4tDLoKFHYPkZVqRlaX1pq5lVKF8/a9yMftIaFmjXOurpz2zt8N31ebcaXEc6qF0cmkXB16d/4sA6hNB9TcERIYVDtMTaewPpkxUTNzK6Rk1+3jBCqa2JXT3sjM7W44oSNdJJJLqvSwM21K6y2yYRLBLAGBhNeBwyAQpWTR5CMlR47kuKLu4Gtvha9bjZ75kk2kCiRxUBV81jQwBHTdkF/0fTzP4zHTRwu2SJnYJOaHkq/7PucT9UA+rhk8r4s7ufOScumj9k3ko3YrCryQG02sxMXrhpLXvsMkNDCRPDNn1EV2SYSuPukbeX7TzDAWUGs/INQ6OVAbFgQISOgHQgS3tW1808IIlB9Ds2BtasJOwQAspcS3HMbxqGKj7mKELQN4eXVY+KqtNPDbOwpq+zcYk2GhXOZ4GagFtaa2UoMgUBtOgmBl3eJp7VC5CAW1TgUZ+LjvXyGD5LlOy2waatOAZLW3aLz4HGHZBLMJg5dfE4yX62lJyaY/66AsnXTl5vo1hxMyOrm0vfRrU+kuulfVOa/NRddQUbns5+ifMGT85jtmN2rDX2X/kNrJc2TsMVV0jej/zykTky0CTQDvchke2j56iqjWtGNR2k5R3sqlQTcXMB5AFElQF8ChqA55KS4jwkBFQAwDQqeCt32gxuEVY158bNUej94t36XWu0JIcCt1pvXOnUPvxvtGAPVJn6o3QQL9WoeZYX9v4XYnnC7g9ooKN9LWnsPVz3X1MoCnpktTBIQS3gU23TXhNlEulOxaaqO7QNKPfN26a/i6heSmso4t+LJlYguoGgLLetAgt5n00YJtfD3tNHJF0XNDDAGfNgyOqtF0uizYJKa5sEC583o7hXNXye87kpMo8MJdQuRKKZmG8Mp3mEmBTchzc0YVvUzxMZbtXkCtwJH+9wpqE3ZQUNutbymoDQPao2tMmQ9tcfnyoXIF1mxSGFVM94BcBY6+XV0EYDCHPYxht1Auc7wk1LJzAPUmyFBtNPHclXVLHkt+TvdVJg+BdfwMUakiw0DN1HrzTXZkdCTqjD4/T64MsAA4+0dUo81r7qDH8OU32jrpZDOfU7bmZfSwkdW/SkZnq7jUwyRJOfuZh1cmP19GZ6+oXPbzUv/0/JTx6RuQEqvdof7JZ2DaCdm4Le3xMtdcTHYl3J6/IxgNQQjsJ9E9kb6vNXVJ33vJY/r7fnHs6gxmEzDM0gEcVs3appPwXezrc5BRAIf2/QM4LNugopNVByoS4azWZFZraWVXjuWpZ5UAGuMuFW+CRNCrbz0g3N5vQxlSshNO2ZYzJJJbUeFaOivhtuiYAE4Ml7bwCSW8922ufSMho2ONuMFEfijpWPBJJYw8MCh3YJOgWE/aThxu6yb8sGPyvBFbDvFI6aMFW1AnoT8L+HnPZxKo3Xs/aJlspTwfzMsu3lMnMX7ivFCqXYSRO6+TSshhykdtGT3x/0eBglpPCioR1DoUX9irbtwxJqfUCICqDDgKR5jIVF1YS+9DQa0EerUOnmkjwpD28AYrvD/UAstQuYaB6c6o9a8Xmbq2xmWTean2Re+B6eDtKF+15mSI2b9+EF+1dHaQzY4qcHkKs2mujXjK6yddezMPpaMTjFodGYZ4714TutOEvbTMQ0KtRFA5foazuw/A9PKcydtXykWSRncRRKXt6OzF66w5nLmfM/mpV9kUSnmn1zqpTL3y2raqP3R20uWKP6t3r3vL8NU3SN/HrNZofPI5wqlq5dLXTBFsFMmuhNuzN4STEQhDwa3tZO9vTdvS92DymP7+X3y4eKc8JliWmrkVhkY2XYeSY0/0j/CmWDcXICVBvYkf7UHYVHQyezamOrgFYFpvM6uuH3p3qXeZJ4DmuIvjTxdw65kPAbetteBWZwcp2Q5n7IYKbnvC4eqecAtwbHjsCPUMPg8szu8YgldKNSnXiHzdOkLiSgW3wxx3YDo9kPSYYAv9+vuHTh8t2IZhyMXY5+uBCo8797dWixZaI9fzfABLd17DQGCgNolta9x5rdITP9YPBG8Ch0BCjYBn5gxrUcW7Qe0IkzOqBEBN+hHU6gf6snrnLr0eAmq7tS3cKEhCe3SNFeaHgk3cQCsG2gDBcB4q13OjULn6AWIV5CXaF70H6QAMt5cbh1opZSoAw8WdAzDIlN54e+NJSrWe0Kg3kVLinb4hnE0WeWkdCZvo8/PkigBl8b8wqT/7BLuzBVIyfv+a2dX5Qm+ebu1nTZvj11S8vlLTObqyq/TnpfsC6ipdZfRJiuuc196i/tHZKCqj63uAYDJm8PIrgtkUYdvUX3yGUWto5dJt0F7reddgTK4QbqXEO31LOFWzqNbJc7CyM8m6eqTvxXhaGcDhPB7A4QkPEcDBmI2xevEADu3VddO0Oa/fnelwEXp3Wt/CdWrJ58CKMSvvWSeA1ugWx58hUfszPMPaONxeruEKLM+OlJKOnLEXTkFK+sLhQlbuDbf7hs++oX61ug5M3q+A28W7zkbM1209cgf2XcodWEZfyo6U2TC8j50+WrB9O/J5PVpuEvuypSJkzEfkIs8H6RMnpWTkS75OufNqRe68dHrSx3QXxY1v8M63CCU0hc8z000AaJFs3g00xOIs2s/ZkD6H4RgjUxc0OvL1Lv3UPsBMbbWzgNrO+BY7KIbaeVoNtTDq7BOaFobvU+9fxmb3cgYj8u2lHyShMPEWARhmaiMGxX2cOE7WRjpJKTUBGHoZXfFU5Ks23Rb9AxjMvUOMZhuJxD99q2apcnQkbObkx+up69MiWUybxiefYTaayCBg+Po7vF43ozcjp/ucaYW+/3X9mri/03mxV1HaFMSuk9axWdSGvPbHnmuFZdOS6TLZz9G75zF6+Q3+eIgwTerPP8WMucEqspMHWdr8mFzh5q4wwHv/mtCdIUwL++Q5MuV7V9feeN79AjjUHi6Aw3iA1b9VcNvZwa80Vtctp806W864jzMeIAVMmjt4djUhm5Yp3gy8zFNwe4MduIslbZuG26UrsPvDbVu67MsJSMlQ2JxRIdD07TocsCMCjg0XgaQXmrz2LW2Usoxs9EqUCyWWgE8qkk7MHdj5TLkD07Zbo+dDwu1HC7ZXU7XH86Rgk1hiMM25QKWUdD34dgx+CFVD8lklpBbzfKDTo7sgl//DRRQiVyLYEj4nhpea7cu5gEhfpCyO9bE4p4IEWtLjYAXU5t0kcb1pqN3bMNTO7AoilLTHXSw/f81o4oZZMbCGEsbtPQLTQgQB9d4FQrfkRCObN/grvVE7ESqqmGUjfA/r+kytr15Z9+i45rE3z0sGYKgi96IADIPuRgMw6B9CYO7sYW6pTXD+2XuC8SBTR+0DWaMvr56Z/3NkhVOl8cnnGJVqFEnsG4LxfFMeiVQESWkbuWWkfgxOl4vrLBqyNwWyunv1rqlMfYralVeHMv2m05s9Bxp4CQNGr7/D7XdBCGonz7G39wrt6PXl3ztpuZVwG603F5aN/eQ5UmQ3uKXHlPj/a8NtOoDD9v7DwO3wFnPURwLe1h6BXV1dt5w2ZvIkVEZd7OkIKYjCmVcKZbXuGzV1EEBreIMVuIQYdGtb+Ia5MbhN+rm9P9w2pcdBBLdjbPULq8w+04v0p4+1RcCJ4WKgQvC+8R08jXcmnSypYzJUe4aeOmoPEVJy7greTNUeo7J6Fh4THjl9tGBrCvisaXAQ2yQGGs8H0UsHjWEouXDh9VQQSmhZkk8rIfY9fNRKqaKJXUUhcveEx6HhZWR0stljLI51pcVltN2sLV32wskClHXly9yIgYQru70IvpDnpxbWh9p+ta2gVkra41tsf7Zy0JSyDNRKxu1d/GgWWDkLzwa20MmuGvTnZb3tA6TtIIJgEYBB99BcldIy2gAMwoDxEG4uEvVI69gE1Bqdbcwd5T/TvzwjGPZi5bJ98ZBQa9Qa1F98hrCV54Phy28IZ/o1vnm65/rTvZaFKf15S+su0jlP64JsfLzJe21C5i51leS3VWdH14/achpdeZ8XOqVk8u41syhEcuXwGOfgSa6d/Gsye5/myRXCbeDhvnuN9H2E42AfP0MXEjg9tsT/Xzs62XQCVyoimmxtKX+32vqm67BqXF0eF4DZu8KcjJBC4O4cEJjlopNJKQtBct4h1cEN1myCFIJRa4fAtAtly8KtgVT7MwKPUBjKw86G4HbHTQZxKBt+N8+OlJKG9DgKRwgZMsFa7InJK1+GDxoijJYzSiZSqA3pBVHKEveNRh9ScmirvUQCSddXYXi9Eh4T1h2PNpk+WrD9om3StpObxIrC487f5//PPR+czRQU79qS546K2FHWnVf6wgtCyZtYNLEjw2VXEyI3XZeiGzqUkmtpcy2qSCRb0mU3nN4ban0Jl7Ewubuz3kahdmpXQW4eaietXbwImOu9Sww//0tDXLZosJ/rloDX2Ses1CAMsW/OEIHeP1+uvhXraqWUavfzwQmYptoVfXWaGBx0dYt/LqqHPg+MZhtr/wikxL+5JOhlAx3EdTwk1FrtLerPP0WYJt5oqDwf+MUuxrSfNe3NypBJeYPx/PrVpVI/9T/igL+urbvO4ub1aVpVmXNT/Fm9Ty9OF2F4nZ1dqicvEhEVylxf6XuvSK4Qbn0X773y6SyqNayjp1qd6TEm/v/a0cmiL7kAcmsP2Whpz21mHF0Xbm8vMGYTpDDwdstFJ1vYztQ/1YcSav0rTHeKNAwVejfy+JAnuxbcjq4XcNvdINzuxuD2ym4yFlbGvu65n2dHSkmNgKNwjJAhU8yFF6O88nlMEM+rIqMN6CpK2SvfZhywom4LY9lyoWTbgheRx4RRIPh6DBM/q2/xueC58xjpowXbivoNHmS5TWLxE+QFUi2YjjwfPKlIjp3sydKdwLwLxwslrwObYRR44cRw6eSEyM27WHQwdCkduqKCRLITztiOFqbn3fh5g038RvIlXDot3ATUZsPkwh2gthKH2i62Vw5q5ymTx7IvJs0dXKeKkJJa7xLTdwv15Q92qTZGA67X3iWoNUBK7NsLhDcrlMscLwO1hvJbiWWD56q1dYn2Z+uW7qN1AjBICUajiXX4BKQk6N7gR35EdfbiNuNJ9+DPHs/WI33c3tlfuvPq3TJ+8x2E4fxW1spoPxfUb17HdDMSA3xKV97wvBIIU/fih0xl6lJmFjdPd/aY3n5cV/o6yLte4vrcmytG715DGGK12tSefwaGqZXLu87S92CRnF5evYfuFO+9Ci1t1BtYhyeZdsf16fqpCG7T9qSU0bKkKBjJzqFah18oOx/vSo5TUiKQWDfnGN6M0DDxdo8IhZmwUWZczh3LJdT7V5jejHAOt9E5zJMt3AQbyzOkglsz9Ag2CLdIBbdVX8HttaWH26XcajtSSqoo//KmDHExo7D3xXCbr1/9b0dwWyXAl4LXgUN/DV+3mXKhpJn2mDCBvsZjwuJdc508VvpowXbeqUXraXUAOYk2iY0CgYnyfLBjyVKeD3T6pFz6qI0HXmjcI5oYqLWv51QYCAekZD+csiVnmYspfmPk6Y/fQJ6ES6eNJ0yMMGRvo1DbYuosodbx8l1W6Qa1vMEzlJJpYxu3UkNIqPavsLwZUiezcuBNtTF695tbBPUWSIl1e4mYjQvlMsfLQK0QyL0n4FTULujzt1Dg9mwTUCtqdayjpwAE/R7e1dmyvOZBEhboi8tkj2fl0sed/WMqB0cATK/Ombx/E92rJFJa7zqwlK6jTmeernlaCX/p8aZEkht6lbZXoo55bcyzldfXRedvri8vP3N+o3/9QY/h62+RgY9Zq1N/8RmY2U1caf1FUJQnp5tFjcuF0zHe6VuklBjNFub+sfbeyRtzlI1kXuFMsZTQvYJhL4pOdqTW42dkyU0rxyspETJU+wd8j9C0cHcPCSNkCPPqFX/Pae+iTaGk3rvC8NzILeMeQbRWOU823k9FdTekpDO8icHtFr7YDNzueANq/gwp4MpqMhJ2bj/k2Uk/myqEHIdDLBngY/COGjOM3PLF+tX/JvDcdGnMAzn4Vilft7lsE/OY0Ig8JryawJWrNpXp9GkHgEdIHy/YollPq/7JvRj6PnwzAVcKHCH57A6eD9LHhpGPWlcKHEJeaAIvrNIRv3GllARSckqVETZIyYGc0JJubvnV+lWTPCkiqDUww4A9t4e1UaitgXwAqK13mFXrC6i13WniXio/4KbaGL179TZ+cwsJWL1rjOkDRhWr1iAMlP/KAg8ROuBYG2orNezjZwAEwwHexbtYn5HR8ZBQWzl6irOrNgRNzt4xu1y68yJHZh1AmuvS6dPp0Q3FZWdnVyWpeW0q6XSv0p8eI9LpLoCbPVZcZvW5y15nwWTM8OU3BJ6LUalSf/E5wnb0Mrm6kvdXntxKuB0P8c/fIQGzs4UZCwdcfB/G769k3solRtfnMBmCUT46mdScsaJxUIQB9vUpIvAJraXP7qxsjq5cG/OOCxdLxkLTUnAbrVXOky0Pt2EEtz6BMFUAoA3B7bY3pObPQMC11WC4JtzOy8aP2UiOwxGO9PERvKfGBDO3fJH++UsATw2XLeEjEZwHFmf3dAdmShVlddtWffJ+Jng3y99UVmZM3HT6aMH2LpvEXk0gCKFhhHxWDancwfNB/Fg3ELyNfNTWCXhuzpi7j151QebdBD6Cd9SYYiFkyFE4oiG9lTeNzs68HICH4NJp4S+gto8VBokyqq/CtaF28EBQK6VkVmszqzUBqAyusd1JQmf5gTZ5fDFTW42Hyr3FGPcL5TLHS0JtIqrYxft7RxUrepgCCKeCHf3kH45HeOdvYzqz5R8MaoWgevICe2sbpGT8/g3u7bVWZ57etG5tvmZs1QJDtti9Z2dl6vUhUln7RW1ZB3B1etKimXNKzjWi+by4j9wZo1ffEMymGI6jNhyWDOSQ/j/3Go7e8+B2noJhHz9aOmRu72Ju72rvpbwxSNfWojWtUsooWMsEzLtHJ1uVROAvNsmGTgV3a7Ohd8UCbn0C02Lc2d8w3F4n4DbYINzW/SkIuLEbDAwntx/yn8XJYxaSo3BEVQYEEE1gZeF2FXuk3w8Nb+Hr9iYweetbBHd0BwZqzfETW3JUUXftjSd4OVEBrNL6PkR63AC+j5gSnVpwgQWh5N1UradFSnZsyZEtMQT38nxwFRhcRp4P2sLnKHLnlVeP/GNLGQ/BKTU8DIwIaitkZ6XTN0u+HaXbRXBptwmEwAoD9mZ9DKmH2rSdXN3RKz5T25r01oba+Pmc651/ntVaTOstAKqDW5zZWP8gWTnAJo8voNap4W0ptzrWsIcxvF3Z/sTxFVC7SFu7qahik1wb8aQb5DNlyObJyEURhkE4neCevo7dI9nym4TaRB0Ng9rJC8xGE8KQ0bvX+MP5Fwe9Tu3ngry0rtwymSMqFQFtUVp3ODcrVcxqFWGYCNPEMNW7+mxgmCYIAxkGyCAgDNS7+t+HMCT0PPzpBBl5ASlTt7yoQIsHmCYU5rxPjFSe1OiTUiZ0zLstLpopE9OTrke8rJRKj/Q8Rq++pf78U6xqjfqLz5i8eUk4HWdlUrrTeuc68+RCKRft1skE/S7CMLH2DtWsbRgS9m5VPVPtTOpQ76EEI2V/blNnDynVrztHz8CuIPdP4OINhGFKlkQdJBKB5njKxvzzPPSut3ekQu929rF7l7l1y+iL+i9rJ9IfBNR7l4y2DvBNi3F7j0b/UrmrzJGd91X8GtHVwyCkPbym39wlMCxu61tsj7uYMsitE4hEO8IwxDCMRB5SsuWNEFIysmvcWnWkL2gF04x8erxI1zV+V5pCcBSOuDTqjITyS7/PjLb0M23L6tIfE0KwIwJsY8Zp6DAIDV5j8xQP21itA5mc658f27PAQfLWNRgGgq9Hkhc1uQiEpWv7Y6SPGmyjfxaf0wDiBpJXExiHapPYcUUu1tPKNBxq4CsPRN/7Jr1Qndld4bG3pueDuK75/zMMTqkSYGBJtZPS3gDUzjC4slsR1PoR1CbDlG4KaituPrDlQW1a76I/qk0mdRUdpzLs4kyHuTrTskXtmD+0A7ui3HoB5niI8QChcqWUyFYH2d5RB27OHySqWCLPsLCfPEeYJqE7w3ufhdp4ui/U5kKnYVJ79glmrY4MAkZvXxKMR4U6MzZSdc2WzbanCIrj6S5AW2b4FoaJWa1i1WqY1RpWtYZVrSLE5n48C9wZ/nSCP5kQTCf40wmhl+O9I143XX6svWko0wHuvHS8pA6S5w/neJk8uE3np+EWgMBn9OobGs8+wao3qT3/lMnb14SRH+bHhFu/e60ik+3sYe0f4QcB4bCfAstsHe4Ct1JKxDw62dEzcBy1+fRC+bzdKNx6U+ybC7ydQ7WJNgyxB9cbhFufeu+CydYhvmUzau/R6F0peM2RLQu3pgZut8ZdrHvArbrOJR1/jEAytOt0rRohgnYwwdDAbT58JmHVEIKDcMyVUWMgbC6pEsgZW3iZc5nVlRyJ4nktEWKZM94FFSahwSvp8NTyqBoyUz6tY240YTOUtC3BZ0bI65mBKwXfTiRPq9CxHh9o5+mjBVtAfcvQgJOUknGglh54Um0Se1YJaZZYT5vOi7/7oeRdYDMKDQSSQ8PTej4o0rHMY/H/JBYi15EBR+EIi+wscXk7quwUkyunRQjYgc+e20c8ANS2xz0cb3NQ61YaTBodACqjHpXJoLj95OUljy+g1nRwo7Vk5nSM2b3YCNTGk5QSWW8it/bVge4VDPu5NuL1uzPUzmPcWzbSc/HevUKmlpvo+iNX312h1rSoP/8Mo1JB+j7DN9+pMKUFOjM2IDcvrUeXr9MBDwO0dqOJ3WrjtNpYlaq2jAwD/OmU0PeSM7KxGVqkRBgGwrSWM7qmiWFaCNPEdBxMp7J4Vdpby3YFPt5oiNvv4w562lldHZSm+yBvBlc3e5vWlYHXDcHtQlcYMnr9HfWnL7CbberPXjB5/4Zg0MvK88Bwe3OBMAzMrR2swyd4YYAcj+4Et+l+1gJk4C9nbis15O4xXL3fPNzOxli3l/jb+wSNFkKG2MPbjcGt4fvUuheMtw7wLYdxe5d6//pB4LZ7T7hd6EfS8ScYQN+u07eqSCHo+ON7wa0Qgr1wgmlIusLhRlTwpWAPVwu387TKTg3JC3PG28DBlQavfIenpkvDXA3KQmUmbYZQNQSfVUPezASjQPBqIjiqSPZtiZG+kB8hfbxgK9Pgt/z/1oN3UwUGFUN5Ppivp02XJ0dH+tgshLe+w0wKDCRPDLe054NsHotjQywuqBACVRlwGI4WYXeXcpTQmdQ9FhbXVgMJOIHHrjvYHNQm/NRuGmrrjJtbwDxEY3+lTn1e8vgSam283SOkMDBmU8zb83tBbTwl1tVW62qzmBDQv4XeTUZXnmy8n+KpEGoR2MfPEE4FGfjKuXyQ3Bio649cfXeEWmE71J5/imE7BJ7L+PV3hO7cbVqxznR9cvNXQO2DA61h4DRbOK0OTruNYSaH2cBz8SeTxayqPx0Tum6uHVWP5f8atlzmGSZWLZoJrtXVzHClimFaVNpbVNpbSOQScvs9Qi9pO94u3dICVYfVs7dzXUWzt/N2xSEyka+RL4RbJOM3r6g9eYrT2ab25BnTcxO/e5OVj+l+CLj1rs7ANDFbHeyjp8rn7XSyNtzGbRcCpOcquD18CvUG7B4ir883DrfGdIjVM/C29vCbHTVzO+5tEG496r1Lxp19PLsSwe2V0p0juw7cdobX9BZwu83W5BYrvB/cgqTlTxBS0nMaDMwKIYJtf7QSbudJB7cAO+EUU0iujQp94RAgOJCzaIOUfsnDKjtzd2DvAoeJNHkTOBzisW1m18VmzpE6mNQfgmUIXlQk5x5ceyoGwDSQnFTzx9CHSh8t2OrAKwwlZy5cumpavWWpkHGmYK31tGm9owDeBTa+FNiEnJhuFNj27lAbShVN7CYKvNCQPvsrQuSutqfKjoTNtdUAARXfZccbIDT67g+1628U0+mdH3MrdSaNbQCc8YDKqLcokNu3LNMqqA0NC2/niNAwMNwZ1s1Dhso9ViPYqA+3lxlduvrpoLaovYsyCKzjp4hqbRkOdOHjN99eXN9GoNapqMALlk0wmzJ6/d3KwAtFULou0Kbl52mVX95V8gAIQaWzjdPp4DRbxJcWhIGP2+8z6/fwRoPMbGmOqdxUVF4GAe5wiDcaJupmVWs4rTaVTgerWsdptHAaLTg+wZ9OcPs9pt2bDGDPTd0HcHU6tFCaM3ublk9DaLweSo9k8v4NMgio7OxRPTphJgy82yut7geF2/N3YJiYjSb2k2d4716DO02Wz+nfO8HtbKrW6e8/QTbaKiri7dXm4XbcxzIM/PYOfnsbZIg9GWwMbk3fpda7ZLJ1oOC2tUt9cL0RuDUWcLtDYNjc1rbZ3hDcNoMpwpV07SYj0yEUgl1viLG8yrTtTdY522cdZphhyKWoMRI2pwiOmGJq6rYKTOfHTOCZ6XIW2vSlxalv48qAAzNI1FOra9Ga2NKFUJ2XYweqhuS9a9D1BbOx5HPPw7ZtHit9xGCbBCQvlLyewDBQULvvSA4sGcFrFhCQxTO08/fbQHAe2IQSagScmC7mog5lYTYLtdfSoSccJJKOdNlZEU1stT1VdmA43Jp1EFDzZ2x7w0VmvB+KoFYHUxLoVTvM7MqDQK3n1Jg0tpEC7MmQyqhbGmp1UJaBWmHi7h4RmiaG52LdnCJksfeH+PF40p3PRdtsB3nwBAwDJiO4OtMDWKp+60JtvA7W0ROMWgMZhnjv3xC6+tC0cXtpfctyWZlVdQAQlSr1Z58iLAt/OmH8+lv1U3sBjG4Sah8KaA3boba7R2V7JzEzG7gzZv0ebr+XgMwc9RtPMtlZeOMx/mTM+OIMw3aotDs47Q52oxmt861ROzjEHfSZ3lzjDfpJfdH7OoBbZva2LNym5bOycShVeqbn75FhQHXvkMrhMRgG3vVFtnyO3o3B7dkbxJMXGLW6gtu3ryAWPEYHevE8Hdym252AockIrs9g7xjZ2lYhxfu3mXOTAag14dYcdkEY+K0t/M6u8ns7HW0EbkFgzeG2s4/nVJm0dqltFG5v6Dd28M053HaxQr+wTvMrsQhu6/4UQ4bcOm0mhs2V3WLXG2DGyhTBrUpZWG3iYcqQc6POVFi8o8YxU2xN3fTArFlaIATHhocTSq6kzXVg4krBE9PDvOOmMhWpTOCIkDczA0dILOtxUVPIvJH8VzT1+306nQ7/v//L/55mVfn1m0Trad1omcDTSkg7tZ528a6BJD2UwkVgch0ojC3r+SA/T/0fAhdUGGEjkeyGM9orAi+stqf+75tVelYNgIY3peOPNg61QkZhcteIKLYaaquMm7sLqK0Ob9eG2nRfKLvROwbu3jGhZSN8D/vqvZrpyKm/tm9y1tUmoNaykAfPwLKUi57zt8ior3V2NgK1B8cYrY7qx/dvCCfDRV66fB7U6iB+Lait1hTUmib+ZMT49Uu1drQk1KYHqO8D1NrNFtXdPZxWGxHd9YE7Y3p7w6zXJZhlvzx8n9Kcj4Rp4rQ6VLa2qLQ6i/zAnTG5vmJ2e7NYh52Qz9WbzUkDrk42LRf/mMkrlBOx/9W7s7tP7eAYAPf6EvfyTF8+V4/IrVNcxiiQEYaJffICo1JFBj7e21eJcNxpfTr786WKy88F9oSA1pZyIwiImwvEsJcjm66DRleODQkEnT2CRhsB2DcXWO44YUNbt4I2x9+FAN+uMOnsI4XAcSfUBjdL3Tmy8b4qqn8oBP3GLr5pY8iQrUkXO4LbvDrNdSxsGYZW/8x0uHFaSCGohAF73gBzYbuofsn2p4+5GJwZDQJhYBJyzJQKobZuep36vIE0OAsdQgRVIXlquTjGqvolG5TQbwi8ECwDfvS//T+gS3Ne6/V6tNttbZm7pI/Wj+0ckm49+GacDLqQhtoFUJWE2iCUvPWtBdTuCY/jCGoT+jS6iqB26bcuCrwQTuiUiCa2CmpDKelatQXUNr3xRqG2W4tB7WjDUGvHoHY6ujfUztMSagXe7qGC2sBXzshjUKtLd4JaQ/mZxLLAnS12LS91JnWvdM6uaW+6DubeIUa0ptI/e/dBoNaoNdTyA9PEHw/V8oMHgtr4NZQnr/PFqpOby8aPCsOktrfP9g9+jc4nn1NpdRAI3GGf3stvuPnFnzG+OMOfTokNJ6VT+n6+y6u8rWhs8ANm3Rv6L7/l+hd/yvjqgjAIMJ0KzeMTdn70F2g+eYqZ2vSW7pt4G9Ip098a2XXOa/pay712on/d60smZyr4iLO7j3PwRF9+RTt090C8VGEo3GgJUOjOEKaFffIcqQkDnB674v8Xhd7VjreDLvQin9Db+2qzqlY2XYdVY/fyuADM3hXmeIAEvO19AruasLHyWZBpQ7Juljej1rtCSInr1Jg0d5a6c2TXiVDWHl1jBS6hMOjWt/AMq+AZstSx6plZCdzIy5BkZphcOC38he2i+sWeG5o+cwh5Eg6xZbAI5DAu4es2bk+X1xIhz8wZFpKpFLzyHcZBOV3o9IdSuRLj8dNHC7ZhKHk/gzdT9fNEy1RBF6oFQRfUWzEsuqHkla/8wKlNYjN2V7jzyr8olhehRzbwQjMn8EJcd77d6MElJbdWg4GpBpu2O6LjTyBlX/XZelAbIujWtnCtCiKMoNa/G9TOU3xA8ewq49bOEmoHN9wXapO2BN7OIaFdiSLsnKndxbG0cnAvA7XCQB6cgO2onyAv3kJBkIt1Q+Uu67rUZ+7sYW7tgJT456cEo3z/sA8GtfUm9WefIAwTbzRg9Ppl1O5k+VwwyWnfvE559ZrLpuXLztJmZIWgtnfA9g9/jcbRCaZTIQwCxlcX3Pziz+h99w2zfj9Tp7yUHhfSfXCfdBe983oHM5fR6Tuuf/5TBu9e408nCMOgurPH9pc/ovX8E8xKJSmL/jyl7Wq/UGjk0vXKyy++NpLXCYB7e834VAUhcXZ2qRydrNSbB1qZ/JhMYSjc0FcbyHwPEfmSlrG12HljWDwVwW3GnpTQvVaAK4QKvVutr5Cd12HVGL48LgCze4k5GSGFwN05JLAq2v7I1Ze2n3jmgOVNqfYjuK08ANwOb7ADlxCDbn0bd0Nwa4cee7MeRhjiCZMLp838d93C52uiH5K2pFSBHI7DIbVYIIcBlrZ9xbqTx6oojwkVAjwpeB049AKRKJ+rM3ol9IdyMYn4mOmjBdtXU7iKNontO5LnjgoFV7RJLB9A1WschcedSoGF5Jk5o6XxfBCXy89j8f8sig3tYWLKkCfhiBqBRo7iCyulO5SS62gROxK23CGtYJqxD/obM9cWcah1EGFIZ3xzZ6hdvFgeW0KtwJ6ONwq1oVSrydztA0Knqnb1Xp8hYuveitsQHS8FtUL5lXQqEPjK32SQv8xhXajNthmMzjbmzj5IiXd5RjDokk66h6bU5MeL6eBBJwNgNtrUn32i1jUO+ozfvASZhdq8OqX15sGFVk+qXWVnaWVaVgiqO3vs/PDXaRw9wTAt/NmUwbvXXP/8p4xO3+HPZpn6pJPugfCYaR37UoIMQqY319x+9XO6337FrN9FIqm0t9j68kc0T55jxELXQrbP53bT6UPCrde9Yfz+DUiJvbVD5fjpSr3ae05zDcdlCuHW93DfvUIGfhT97zlSM6eVN5Yp/cm8QntSws2F2qQqBHLvWG1ezchmqrA+3N5eYEwnS7g1HW39cvVp2hyXsd0p1f41QhLB7fbm4BZJa3iD7bvq2VbfZmbYBc+U7HMyD26t0Gff7WGGAb4wuLDbzH0ayFT9ip/tyXImcDifAAMuqHIj7cw5XaU7nWcheW66NIVPKOGdb3PpGwv7q3SSOvYhxryPFmxHgVpP+6wScmjLxVlOnIToVeZkdwP17cWTggohL8wZ1QzYlL2AWBwbYfKOGj4CWwY8CYc4dwy8ENcdSLi0W0wMGyElO26fur8e1GptAaEQ6icby0aEIe3RDZafHwK21GDD8lgcaq3pmOrgelGgqF76/FRbpRqu3a19wkoNZAS13qxQLnO8DNSC8idZrcHcibrvFdYtndaG2lYHa/8IpMS/uSTo3SzLp3Ql6huzma5fxm6BDIDZ6lB7+hyEwO13Gb99Fd1n+vJ57dKXI/U5lZ/MXmvZQTxVtnbY/vJHNJ88xbBsAndG/80rbn/5M6Y318ggzNRFZ+eug7os+bqT7hJ1mw+P7nBI/9V33P7y58z6XQSC6vYO2z/4EY3jE0RsU4iuTjo7q5YmpGWKzrlOVv+/evd6t4zeqaAkdmeb6pPngMiW1+jMq5PufiiETc9VnknCAFGpYh0/XcBt8f0dv2+TeSuXLl2dqc2qhoHcf6I2sWZkKdChr0v8uEBi3Z5hzKZIw8DbPSIwbW39cvWl2pyWsd1JNHOL8pKzYbhtj65x/BkSQa++xdQsB7fzz3lwa4YB+7MeduATCMGF3WISbTPX9UUZW6rOsB9O2JIuEsmtqHApK+o5J7PP+rKMYgAnhseOUOvALwOLd5owvHk6uef4d9/00YJtJVpP27FYaz1t+oRLCee+yXtfeT5oCp/n0TqUIrn8PBZ5PWzOqBICNenzJBxqAy+oV96FntXtS7hwWswMCyElu26fauBm7MP6UBsIg9vaNp5pY4TKbYod5MNaqUGG5bE01NYeAGq9zj5hta4ebtfnCG9aKJc5XhJq2T1S/iRlqNbUFqw91q2XWxtqGy2sg2OQEr97g39zGdNJRseDQG17i9qTZwpqe7dM3r1WPVagbxVQpNuQJ5ceQnVQm05pOafdYevLH9F6+hzTqRB4HoN3b7j55c+YdW8W96MuZQb3FUkWvMqm++ooU2cpwZ9OFeB+/Qvc4QAhDGq7++z84NeoHx4j4utFc+zE07pLE9L9nrk2cuWSOgD8QY/R25cgJVa7Q/Xpi8Xml1XXok5fIj/VxjyZ0J3ivX+DlCFGrYF1+ER7j+aNbUp/Mi8PHhfHLt+rTaumWu8vLVsjm26P5p4pGGeFlFg3ZxjujHAOt4ZVWL+i8Vxn6yHhVgCt0Q2OP0Ui6Ne2mJjO2nAbapaaGTJkz+3jBB5SCK7sFiNh5fZFPlek2iIlO+GUvXAKUjIQdhSldF4mv+5FXAGwb/gcGS4CST9UwRxczVJOnU5SeY+ZPlqw/aRy//W0fih5E9sktis8Tgwv4Us278QWXZChlFxKh6vI221behylfNSWuSCTNlRZF6HW8QgTIwzZm/VwgqSv0MXNHoPa+YOjCB4DYXBb38Y3LYwwoD28xgr91QNV0eDC8tjjQO2eCgcpJdbNOcKdFMpljpeF2p0DZKOlClyoB0pR3eZJ11fplG4zgKg1sKJ1g0G/i3+13Pmdtpeob1xvqn5pGd3DO55vtbepHT8FIZjdXjN5/6aUvnS7tHk5OtJykL/0IC0TP2JWKnQ++4L280+xKlXCwGd49o6bX/wp05urRZhtXVoFhmmbadsPldL2Vtlc1Q4pwRuP6X33Nd3vvsYbjxCGSX3/kO0f/hqV7Z2M7VX677M0oez1owNLfzhg+OY7ZBhiNVtUT148PtxOx3inb5FSLr6U6u7VvDEu0fbUWKK7l9VY9E750bUs5MEJ0rQ0sun25I8LWjiUIdbNKYbnEhom3u4x4a8c3N5S8SZIBIPaFhOrsryP8p5F6XFdA7cigtuqP0MKuLaaDAznzs/7eJm2dDmUY4QMmWBFyxvFyud7EcsAdESQ2FT20ncYBRTKLz7PX4+cPlqwNaS813raaajW0w5jm8T27rhJLDKLlJJASs6o0o981O6GM3bDSSkftWTKJMvOMLi02/jCUD99uD3s0NfqS0Ntni1QN7NvmNzWtwmEiRkEdAa/glDb3iWoNUFKrNsLjNm4UC5zfAXULuq0tYdsdlSBq1OYjnNtxJOur9J56TYDUKlhR+sFg2Ef7+J9TC5b/kGgtrNN9ckcaq+YRrvQV+lbfM7Rmx4Xi+TibYuXL5QRgvrhMVtf/Ai73kSGIaOLU25+/mdMLi/uBbQy9fo+pDL1SY9l2XxwBwO63/yS3qtv8WdTDNOidfKczmdfJjwo6Gyl9aa/iKRlMucvdT3oIDAtpwPLYDRk9KHhdjzEP3uHRGK0tzD3DrX3bN5Yp3MBWAiP8yVRnguWrWZuDVMjm25PdnzI9snyswhDrOv3Cm7NyEe4MFfXL6cPdWNyFm7X31CW98wVQHPcpeqOkUC/1mFsVRe6i57zCXsR3Mafs0jJjjek4U1BwK1Vp2fWouUDee1dvhf1W136HIcjTBniRcscpxgJmTL8k85TYXinVAnwpeBN4HDjGwV1y17zj5k+WrCFVOdGrzIncxAoVxezKJLY83tuEptfTH7k+WCMBVJyGHPnteqCzb8YVdmJsLiwWwRCYAc++zO1WF2nT3ezFcGjb1jc1iKoDX3awytMmb8BatVgMtc7P5beKPYgUNvaIairGVTr9hJjOiqUyxwvA7VSQnsb2d5WB27OYTzMtRGX1/VVQq+mzQA4Vezop/9wPMQ7exuTK7C31JCp3yr76Xyrs0M1AuvZzRXTs/el9M115ulNj4kZwElmrz1L67TabH/5I+r7hwghmPV73PzyZ4zPzwg1wSPmOguhT2OnTErf4/d5lbZZoq6FbZUw6/W4/ernDE/fIcMAu95g64sfUo8CIsRtrdJbNHubLl90beRfT1n5YDxauKCzmi1qTz95dLgNRn3881OQEnNrB3NnX3vv5tlfH24DOH8LvgeOChgjhaGRTbcnfxxLt0nKOdyeInyP0LTuDLf5z9c03K7vLWH+rquHABqTHjV3BBIGtTYju56oV9EzOf68XdpZdlTHH9Hy1ORK36pya9UXcKteee0u/lW3ErkDc6S/cAc2LPCYoG9DNs8Cnpsu7WhT2Vlgceqbmbrm6XzM9NGCbaJzS5y0+UVy5Ru89S0CCXWCyPVFOfls3rIuMwzeUsPFxJAhx+GIRgl3Xnk25mWllAyFzaXVVI6gA5c9t4chw4w+0P88kqsfcA2L2/o2oTCwAo/O8BqzVESu5SCSaUfsHHlO2vvBA0Btc5ug0UYCVvcKYzoslMscLwm1stlBbu2pAzcXMOzn2ojL5w24RW0GwHIiqDUIJ2Pc0zcxuQJ7Sw2Z+q2yn863tnapHqslELObS6bn60FtPK0DLvHszIxf7FrT2TJsm/aLT2m/+CxaR+vSe/Ut/VffErhuxnaezrT+MsN3+r5epfcu6S76JcVtKNIjQ8nk6kKtQ+53EUKo5Qlf/BCntXS6rpNO61x33W1uXq5MVj6YLOHWbDQjuDWy5TU6i+qTlimE20EX7/IMpMTc2cPY2smOSwX2dR6VCuEx8BXcBj44VbWhLBZdal241V0bUsrIjeJ7BbeWHcGtsbp+qXYXPQMfGm7rkz712RAkDKtNBk4jca/on9FJ/bplf0hJ25+w5SrdI7PCtd0kiOlYzQB6EFbuwEbUpU8InBd4TIi3YRXTCODY8NiP1t3eBiavfAtvxaayx04fL9gu6Sh6Kz5xQSh575tcBBYSwZbweaYJj7vqxOsu7FG03iXu+aB6D3de87KhVNHEbuwG8xC5u+4AoalD3oL2InicGTbd+jYhAjtwaY+uMe4AtWm988+eU4uCLzwM1AL4jS2CZgcJ2N0rjMmgUC5zPAdq40lKiWy0kFGUn7nvyDwb8frlDbRFbQaQpo118hwMk3A2xT19HbvWC+yl6q1rS9l8a2uX6pFydj+9vmB6fpqwX6QvXY88QMjkpeqz7ixtbe+A7S9/hBNFYxtfnisg6/Xyz23OwCzJ6teW+4ADvK4Oq+pR1KY8eSkhcD36r76j9/IbAs/FdCq0X3xG6/mnGFGceJ3utL4PA7djBbdBBLeRq7oyOnX68mSKvBcEvRv86wuQEmseXCU9PhXY140hhfDoe2rNbRhAtaZcgSX05YyRK+A23TQRBCrwTeAruN05IuSh4Dbyc9u6O9zOYXF+TAD16YDGdAASxpUGg0pTC7d5DAD5G7Xr/pQdt4+Qkolhq+WEC9mkfn37k/rmLwM4DMd0Yh4TLmSFQNPG/H7Q29oRASeGi4lkHG0qm4TZse5DjXsfLdgCsOIEzV+zKOhCLzQRSA4NlyPTy5TLk8+7sUMpuZVLzwdq/ctQBctN6FlelGkbWZuqrIomVk9EE9v2hgm4mdetKPBCRj/qZp2aDr36FhKB489oD2/UuuUSOkK5Gmpdp8a4GQ++sHmo9Rod/NaWmqntXWOM+4VymeMFUJvYLFZrIHcOVUb/FnrXuYN8WlZ9zpbJazOANFTkImFahO4M791rtXZO06aEPY3+PBndgzl+zN7eW0Lt1QWzi7NMe1fpSx8vkk/LQTmonSfDduh89iWNoydRwIght1/9nNHZe2QQkk5FA3L8gabN14wNZdNyLFjvtW4qU7+idubJSgmzfl8t6bg8R0pJpd1h64sfUdnaTugu0qdbd5suH7eZe93lymTHsmAyZvTmWwW39YaauX0AuM3KLo/5t1f4t9cgJdb+EUaznR2nCuyvDbfzKIhhCLWGCuKQ0JczVpaE2/lnEfgqVHngE9qOmrl9SLh1aoxbu3eC2/l7uh612ZDmpAdSMnHq9KvtDNwuZfXwmPcsrgYuu1GUMtdQgRzcnEAORcCZLouU7MY8JgwXHhNWbypL6NHkNYRapukQ4kaRyrqaYA4fIn28YJtzQtIdPl9Pq4IuqJByWyLIPdllLiwp1SaxC1nhRlSQSDrS5TAcY2b0kKMn/yYJpAq8MDQrIKHjDu8UTSxjJ+q6sVWlX9tCIqh4E1qjGwTZB4FOR+5AwfL4fKG/FGBPhhsPvgDg1Tv4rW0Ftf0bzFGvZD9Ex1NQG08JqK3WkXvHal3esAe3l9oHVvZBkRxYi9ocT1KY2E+eISwb6XkqklFqg6C2rnEdsYLpfsj8rzlm7+xTOTwGYHp1zuzycaG2rNeDeapu77L95Q+x6w3CMGDw9jXdb79ahL5Np7zBOP4Q0+avMZAv79Pk667pPvpWPYSK2p0nJ4OQ0dl7br/6Od54hGGatJ6+oPXsBcI0c/Wmdd1nU1lcLl8mea8GkwnD1zG4ffbpxuFW5wUlXi3/+pygdwuAdfgE0Whmxyuy6c5wO5sqV2BSQqMFu4cPB7fXZ4ggQNqOCmW+cbidLsLvqmVuu8v+QK9zFdzGn6dVd0x7rOB2alfp1jqEiILnU3m4dUKPvVl3Ecjh0m4z1QRyWOotnliLH29Ll8NwhJAhU6xoWeTdNpXFyzioSGXzYA7vfZszzbrbx04fLdiuugCkXK6n9aWgFq2nrWVm6crAbPIG8BGcUmMobJCSvXDKbvSNKaknW9d8m6qsL+HSaScCLzSD2Vo3kNZO1G8ju8agpr6JVt0xzXF34bFhlY5yUNtg3NxeQu3wdlEgt38151RXlwTUtmNQO+yu7IfEcQ3Uzv9NQG2luoTa0QCuzzO6dPVLD6hFbU4eMxTUOhWk7+O+f4X0k67cdPbQ6NL1Q+Z/zTF7Z5/KwREA08szZpfnufbz9KWPF8mn5VZ5PZCx8sK0aL/4lObJs+Us7S9/zvT2Gk3XZHTpdObJrBq8l+MDWtsPlda1W9SWVf2gs+1Pp3S/+SWj81OklFQ622x98UPsRjOht0jXqk1laZu6vLSM7hqd91E4nTB8/Q0y8DFr9VJwq7Wpu780bdKNGd7lKcFAfRm3D08QtXq2vNZmcmzRnxfNODgdw6XawCYbbdjefxi49V3s61MIA0K7ci+4zYM6y5tS610u4bZ9P7id653bc7wJnfEtIpS4VoVubasU3M51QP6z2UoFcri0W4wLfN0u9a9mizoBT8IRlgzwoo3sI0ytTDnmWS55ODE89qJgDjepdberxsaHSB812OadGD+UvPOtzHpaSyNb5sTGL4h5eNwpJkKGHIUj2tLVyFOgT1927qPWFWoD2t5MBV5I1wGKoTZjJ3oNnAbDagsk1GdDGpNeKaiFgoEh1qezapNxcwsAZzx4BKi9fTiodarI/RP1wBsP4eq08CFyf6gVWE+eISpVZBDgvX+F9JJBN3T24vpWPnRXyGSg9uoi136ePl09cuVTcuvM0iqPBz+M1tKGDM/e0f32K+3msLzBN22/jEyyTLZ9HzrF61RUr6L25fVLbj9KGF+c0f3ml/izKabt0Pn0CxrHJ0sPBBpd8XRXjwl512AmLyUfTqcMX32L9MvBbZGuPJmVcHv+jmA0ACGwj59BpZYtX2A/L4CDzp6UEiZDuFYb2GRrS7kt1MhnxtC7wO1VDG53DpF32FA2/6yzZ3kzat0Ibu0Ko/Ye8wVHec+UMnA7/2x7MzrjG0QY4ll25ArTKITbuY55nfOe0SqQQ4+K76pADlaTfglft/H+yCvrEPIkHFGTAQFwRpVbad15U1n8fdfweWrMFutuX/oO48jf7WOnjxZsQX9y5v5p+6GBQHIUracVqXJp+bQe3cU+wuR95BTZkgEn4YhaziaxfH36shPUupuFj9pZDztcHXhhnp9rJ3oNKi3GlQZIaEwH1KeDXKhN6yoFtbUWk0YHAGfUpzLqLgpsDmrbKai9LZTLg9p4mucloNauIA+eqAfdZJSB2rz63Qtqj59iVGvIMMR7/5rQnYcAzpb/VYJa8vKSWaWhVhgGzZNntF98hmHZ+NMJt1//UvmkzZ7ejJ65Lk3RRfkioFX3WrZtRUlu+G+dtKq+6Xs9WW99P+nKS6mCO9x+/Qsm1yoiXm13n+0vfohVrWn1pfWsu+5We1xjI08+nE3VsoQPCbdnbwnHoyXcOtVs+QL7a8PtaKDcFIJyW9hZBt2Iy2fG0jvB7ZmCW6eCu32IjL7k3BVu089ly59R714gwhDfdhi195lzVt6zZR24tXyXzvAaIwzwTeU9yDfMUnA7/5y3qVtIya43oO4rX7ddq053DXdgy37JljWR0YSbhwRuRJXLDW0qm6+7rRDiScHryN9t0Zj5EOmjBVvdSehp/NN2Sq6n1Z9MZSuUkhtpc0aNgGV4XJtQK7MaZpNlh8Lmym4RInACb6WP2mX9V9wA0atX7TBxaiAlrUmP2izrDiuvzqugNpSSaa3NpK7c/lRGPSrj3qLAZqF2R0Ht4H5Qqzu/iz61HeTBCRhm9PPde2QYxmT19dOCQU6b03WwDk8wag2kjKB2Nlnkpct/7FCbhh0ZK29Wa2x98UOq27tIlMeD269/gT+ZaO3p4Dhv+C0C2uV9liOcsHE/EC2T7gq8q9pwF8DNHAtChu/f0nv5DaHvYVaqdD7/ktrefkJfkZ77wm1a7nsNt1Linr4mnIzBUEuRsJxs+QL7a8PtsK/cFQKys4tsbyf0bg5uZym4PboX3M7fly8wPJd67wIjDPEtm3F7nwCRK6vrr0K4DX06g2vMwCcQpgo3b1hrwS2QG8hhyxvRdpXP9cEd3YHpygpgN5wslkiqMLzKc1Mpdkj0c7IODjLy/a/W3V4FJkHwuFO3HzXYzt+lhHPf5J1vJ/zTVik+Wem85Lv6P5CScyrcxjaJHcU2icXrsOpCSZcNpaRn1rixG8iFO6/+Sh+18ZujCBxDBLe1bWZ2BSEl7XGXijvO1CNPRymorXeY1lsAVIZdKuP+osCDQe3gtlDuzlBr2QpqTVPFXL9YH2pX9Vm6DtbhE4xGEykl3vu3hNPxIi9d/lcRanWgOk86/7TxFP9U2d5h6/Mvl35pv/1aeTxIuZwogjNdKgO0RemhIXadVLYey/s+L7884OrKSrn0nKD83ho0jk5oPf8UYSw3lqX1xNOfS7idTcEwsU6eIy07W77A/tpwO+jCrZpZl1t7yMg93jxtFG6vNw+38XfD86h1l3A76mwWbk0Z0BleYwUeYRR2fmbYd4Lb+efF/SclrWDK9myAkKx0B1bMLsmyyPmm9vmmMhWpbFawqWwVG81fBvAk8nd7Ys6wrPlCz8dJHzXYSilxQ8kr3+I6UAPmrvDW8k+bLbM82csF2GqT2L5mk1gpyNSUDaXk1mrQj8L4zd15bcpHbRDdgJ5lI8KQzugGx5uWrnMpqG1sMaupTSLVwS2VyaBU3fT5yeN6qO1iPBTUmhby4CmYloq1fvEO5GagNp7idTD3jzBaHSQS/+wt4WS4yEuX/1WF2niKfyq9nlYImifPaZ08RwiD2UBFwnKHQ9LdWxbG5mX152f5ykv3Adm5q7y7vNZJ60KuPq/8lwRdudAP6L/6jsG7N0gZRm7BfoBZsDQhIZ+63spec+Wu06T8B4fbMMR7p5YgCdPCfvIcaVjZ8hqb81QEt9r69W+VT25Abh8gm+3UeJYzxq4Lt94cbsONLEvQvRu+R617jgh8AtNi2NknmAfhyJFdB24NGdIeXmP7MySCXn2LiVlZXJd3gdt5vpSSWjBjd9ZLuQPbjMeEOmrZpB3bVDbIiVS2Wn/yfUcE1MT64+B900cLtgCjALWAOTQwkZwYM/aMuWukdWA2e4InmLyjjouJGUUSa5XcJLZKvy/h0m4xMh2QsBVz5zUvN5dbx50XqJvMN0y1Hsi0MMLo26bvltZRBmonzW1m1QZCQrV/gzMdlqqbPj95PB9qb1Zudosfj6dSUGtZ4M1UrPWCLxLrQm223WDuHmB21E+A/tl7tYkkVfc/71BrOhW2Pv8B1e0dJJLR2Xv6L78l9LM/e60DYEVAm5fWhdlNwGkZnWVSmboXtb/sFwZd30oJ05srut98tQjqsPX5l1S2dxK68nSU9ZiQruKvItzK0Md7pzaNCsvGPnmONEzSKW8cVfqTeUXR0KSU0LuG/o36vH2ArLdy74+EzTvB7WkEt1Xc7UNCNg23Po3uBYbvE5oWw/a+WhMrZa7sWnCLpD26oeJNkAj69Q4jO/YlLfXMXwduQbkD24+5Azu3W0yiEMVFz9bsK1vWjsLwziOVXVDlSjqFm8p0+ov66DHTRwu2177Ba9/Gl4JKtPSgKdIXTNHJ15+cUEq60uI9VXzAidbT5kUSW1f/3PPBzLDUAnK3T92fz6TOHzDFN0AROM5D5AbCxAzU+iAr9EvrKAW1rV3cSl1B7eAaZzYqVTd9fvL4JqF2Ofhmz/H8uDRNtfzAtsFzVRjKMFhZv3tB7c4e5vYuSIl/8Z5g2FvkkSr/5wlqZays09mi88UPsKo1Qt+j9+3XUUAAMvI6e+mxNg9o03XP5JWE2U0C7DppXdhdBbnzMSh7/O6zt1JGG8u++jmzQQ8hDFonz2mePC/lNeHPFdwGPu475eZP2I6auS0I/7sRuL29UksThEDuHiLrTf34kx7n7gm33h0jlOltRTaCQK259T1C01QbykybOdxKks9rXX8VtUMAzXGXmjsCCcNqSxuCl5SdzHMk59k+3zjuBB5SCC6tFoM1PCYs7c7v5eWxeaSyLTlDIukJh1Oq+LE6pmXy25NlncdMHy3YXkauvDrC54XpYlN8EtJ5yXf1fyAll7LCtVCrc5vS4zgcYaEH1XX0Q+T5wE56PqgESZdOd4Ha+U01NZ0oRK6BFbh0hleYMh/S1odaGLf3cJ0qQkqq/Uvs2Xj1DUdefqrN0bvX6DwO1Bomcv8p2A74EdQGq6E2ntaG2q1dzJ19kBL/8oyg383WXfdQSeWlZdKyeTIJqL14WKiVKZlVm8QAEILG8QntZ59gGCZuFEGszNKDtL28cvF6a/uwxAznhwLZMmldyNXm5fWN5kGm63ddudAP6L/8ltH5eySS6vYOW5//ANOpLPSkdSzblO8xIX0tFl2Pepmk/KbgtqgOhcsEfC+CWx/hVB4Hbm8uYnB7pKIt6sah9Hh3Z7hVa27v6udWbyuyEQTUuxeYnktoGAzbe/iWo5Wfv3KjaWrqIoD6pJ8Iwduv5EcpW9qaX59Rvxa6A+tT82cg4PaOHhPmOhOcIiU74YyDcIKQIROs6Jfpu6+7/RDpowVbg8iVl5F15bXqRCxfy5PoI3hPjUEUdGE3nLEfTjAKZPL0J9/V/0PhcGm3CIXAjjwfWKmIUmWgNvOK+iMeTczxp8pNSaIfSOlMvq+C2gAYdfbwoo1otd4ltjtdqTf/Rk+1OXr3GluxiGK3mA8GtYaaqXUcFVP9/C0E+TPbulmWdaHW6Gxj7h2AlPhXF/i9G9LpLlBbxj6oMLkJqL1+WKiNpzKbxIRl0fn0C2q7agf9+OKM3rdfEXh+srzUw1U66crN66wbj9eB2XWS9r6956tsKlPnuwJuVs/qclLC+OKc3rdfE/oeVrVG54sf4LQ7Wh1p+TJwO7ejy8u/jpPX9AJuSwZx0OnKq0O6Lbr7SXqu8mUdBIhKFfv4GXIRgrVonFnm3Qluhz0Ft3vHDwu3c28JduXO4Xf1tiIbYUi9d4HpzpCGwaitnl2r5Odwq2eJpYxAheBtRSF4p061VCCHuZ653rz9M0jJtjek5anNxKs8JiTruboPF5N2MsCN1t0O77nu9jHTRwu2zyJXXlB0ARUtEWBRZoLJW2rMUIERDsMRHTmDApnVdqMBUkq6Vp0buw6R54O9FZ4P0jpyL6joNXAaiWhirdFtSRhc3sza/KivAwTjzgG+5agBo3uB5c1W9wd5+ak2SzU0KqjdiqD2Zm2XXsqmPi8LtU/BqSyh1n9gqG1vYe0fgZT4N5f43auYzgJ7KV2Z9pawDxHUzsPkXn7/oNaq1dj+IgqLGwT0Xn4TRbNK6ioDVHnwN7+fsvLlgLZMug+ErpPuYue+gJtXh6QO/flI63KH0Uz8aIhhmLSef0Jt/1CrIy3/qHD7Kga3Tz/ZCNzG7RfBZujO1JrbMEBUa1iPAbfX5zDqL+G2Ws8ZB9NtKjdGL8DTn6kgDkFAaDsKbu8RxEHb/lBS711izSZIIRi3dvGc2kp53di+fC2fyQAVdxxFKQtxLWetQA4JmymPR1KqQm1/EnlMkEwMmwunjSeFVkdZ3pm/V1LBHM6pci3taGZYFj7fH2OMK0ofLdg6K5YeaEEwdZKT62nFYj1tfcV62iJ78QsikHBlNxmY6qe2VknPB6suKlgO/v1qexF4oWw0sfh7EdRKKQmEwbCzj29ai594DM9d3Ny5fU2e3eTxOdT6ze0l1Pau144opmzmn+fFOVvM1FYg8COo9Qrrt9C/os/07Qaj1VlC7e01/s1lTGeBvZSuTHtL2AcN1JZcfjC/xubHVtUjbn/eljJQW+ls0fnsSxVwYTal+/UvmPX7pIpr5dNDqm6QXTwo0scLQK70z/kfeIDPq0tRWtW2vH7J7Uddn+fULZ4Cz6f33ddMri8RCBqHx7SevdCuu03LFsHtutep7tqfyyZmbuuNDwC3U7x3r5FhiFGrYx09fRC4TdTv6kwFchACuf+QcKvC74rAfzi4lZJa/wp7OlZw29zBrdRXyq8Tgtf2ZrRH9wvkAPpfaqVUHhP2Zn2MMMQTymPClNWbyubvcaaY65znzYM5dKSLRNIVFU6pEixkszLafn7k9NGCbXmIjZ/g5UkKpOQ8tp62FU3N2+h0rWNP1c+LNolNDRshJduzAe3I80G8HlLezfNBiKBb22JqV0GqwAtF0cTS7/E1RYlXpF9KSWDaDDv7hKYV23Hq5epMy6+8kaPyXnMbv9lZQu2oVyinfWCUgVphqDC5TvXxoLbZwjpQUBn0bvGvz2M6yehI60oc0z0gNfbjydrajUHteSHUJs4Z2fyieqRlym4Sqx8e03r2ycKVV/frX+LPZhnZTB1S7cwDOt24WwZoi1JZgNTK3uNvLTuasUqXNgW4eedId54Sn0PJ8P1bBu9eI6Wk0tlmK/qSA9nrMAls+de+DhIzx3PLJ2XD6ZTh6++QQbCE2xJrXuP/a++3mP1CuJ1N8N4rl2lGvYF1eKIdO7Ljj+7cJce23PpdncJ4AMKI4LaWkY3LLdtUbsyef1Zwe6bg1nJwd48JI08Am4NbtcnZngyRAsbNbWbV5kr5tULwBqlADvWde/u6jefbocfBrIcd+ARCcGm3GIpoU9zKemZtJsYGKdkNp4l1t2+pr+3v9jHTRwu2UHwCs6+lzMI/bbSedi+csreh9bSgNomd2208YWCEIXuzHrVgpr0I7wK1cx+1brQ0oDO6zQ28oHuVCZHrWw7D9h6hYWL4HvWe8hG4qm7xz0XtWkBta4cgglq7d/WwUHvwBCpVCAIFtV6+C7QyUBtPuraLehPr8ASAoN/FuzyN6cyWD1P9mNtezYCik7G2dqkePQFgenXO7Or8zrrS9S6SWQW1oELjtl98Sj36+Xl8ea5ceaUi2NwFlub11I23dwXadWF2E3BaRmdp2RV1vyvg6uxk5YvLSAmT62t6331NGPhYtTpbX/wQq95YKf94cDth9PrbJdw+++Rx4XY6wnv/Fiml+rJ8+EQ7hqTtp8eu5LGCMVVKuDyF8VDB7d4TZOUB4fbqfQS3djRz+wBwO7zFGfcBmDQ6TOvtzJh7H7hVgRyusAOXcO7r1kr6utWDYdJG/qaygD23R9WfIQXc2A26Vi2zqUwHnavOgZRq3e2TaN3tuv5uHzt9tGAb7+T8CyZ7QkaYvE35p21LF1ZcbGUuFCklg8QmMZ+DWRf7DpvEtO+AZ1jc1nfwjaWPWtufxdperKMM1Hp2hVF7D2kYmO6MRvcCEeS7UkvLx8+Ltt0ygtr2LkFDrQ22u1cYo37J/mCRys/UPoFKbaNQm9d2AKoN7KMIagc9vIv3Mbls+QeH2sv7Qe184NTmxWTKQK3hOGx9/gOcVgcpQ/pvXqooYqnxUQe16aSDJN04mwdnZYF2VdokwK6T1oXdVQ+jVYCb1Zftb53+tKSujDscqhDJ0wmGZdH59HMqWzu58ss6J6+xomtYezy3fFI2SMPt0xePC7eTIf7pW7UsodXBOjjWjiW6sVjpztouBbeTIRhqDJWVas44mW5TuTF8AbeBn4TbvWPCKEDFRuF21KMSLXOb1lpMG9sbhVtDStrD66Wv21qHoV1PXJc6MJzfR6vYQEjJTmJTWTWzqSyrezUXzd8djb/by8jfbR5f/I9gu8GUf7L0Jy+Ukmtpc0aNAKiU9E+bfs++VHkVSazObWKTWK/UJrE8m4sX6qaYmvZicboZenQGVxv1USulxK3UGbf2kEJgzSbUe5eQqWvZAUXT7qg9XmePoN4CKbFvLzHGDwy11RqEAVy8BW+Wa2czUFvHPn4KQhAMB3jn72Jy2fKbh9qdJdReX2wEasnLix0v487LbjTZ/vyHmJUqgefR/eYrpre3mbrdBYx04+tdgHYV/MX1PjbIlknrQq4u5fXPfWZv4w/3vDLBzOX2m18uQvG2nj6ncXyykM+TvYuv2zvD7ZsIbhvNXLgt0qW9D2MyRXAbjAf45++QMsRob2HuH2nHlKzN5FiWPFYwxsoQLk5hMorg9uTh4db3CE0Ld/eYYMNwKyVUJgOqgxuEhFm1zqS1u1G4Xfi6nSlft6Nqk0GllQu3aT3z+zJv3w1St6msg0f+prL5ex6/xMuYKH+326HaQN8XDu+o4SMyMh8CauEjBltYdeKWne9LOKVKV1SQSNrSLfRPm9VV/I3Hl3BltxiW2CQGrPR8kLAVtVW589pGIrD9mVrPI8uH2S0DtbNqk3FzGynAno6o9a8Wiu8CtfF+VHVQQ527dUBQa4KUWLeXGJNBrqzuuLKrzyuE2vO34D4w1FZq2MfPFNSOhnhnb2Jy2fIbh9rODtVopnh6fcHs4uzOunRyZaE2nuafKls7tD/5HGGaeOMR3a9/jjceJ8tqZNNDpw5odePrXYE2L90VZJf3+GZea9kuUedNAa6ufmW/pCQ+ByH9V98xulBLd2q7+7RfKHdb6evhg8DtRAe3yQ1dq3Rp78eYTCHcDvv4Z++RUmJ2tjH3DrNjpsb+veD28v2jwq3huYSmibd3TGDahXW8C9w60xHV/hVCSlynyri9zzyAep78unDbmPZpTvsgJROntpY7sITdHF5IbiozOLfbpSKV5dlMsIeUbMsZh3KMkCGz6JfuMWZuPR8zfbRgWwyeyzJTDN5SY4KFkCEH4YS9cKrxfas5uay++GYY0SYxFUlsZ8Umsbt4Phg4zaU7L29Ce3SDgb69uvcy0cSm9TaTRgcAZ6y+0VKifkV9Ex/4FNQKFUqxWgcpsW4uMKbDQtnHgtp4uhfUPlHRlMLxh4DabarHDwe18RT/VAZq6wdHtJ4+RwjBtHtLN8c/bZ6Neb4OatOpaJZWl8oCbZm0vOeXr00nnY0ydlZB7l0BV1c/ne6kXLFtKWF8fkb/9XdIGeK0Omx9+gXCsjLy6XuqbCAH7fHc8klZBbffIUMFt9Wnnzwy3PbwzyO43drB3DvIjp0a+3eG2/Bx4FZKiQgDrOv3GN6M0DDxdo8JLKewjneBW9udUOtdIsIQz3ZUlDJEofw6cAtQnY1oj7uIUN7bHZguX20q62IHHmEUqaxvVDLrbott5fdlXfqchEMc6eOjJghvIpdgc5mHGONWpY8WbFlxckIp6WHzjhoeAlsGPAlHNKW3uIHKgmGejZGwubBbiUhi1Q1uEgsR9KodxpU6SGjMBjTG3Y36qA2lZNrYZlprAVAZdqmMuosCm4BaACkiqK3UQIbYN+cYs1HJPomOxx7KK6H2YD2oTQ+Ya0OtU8V+omZqw8kI9/RN7BotsLfUUPzAi9dDI2O1t6kePwVgdnP5/YFaIWg9fUE9Cgwxvjhj8OYlMkVJZcAnndKH1l12UARy5X/OT74+ZFqnHvcB3DK6dPXQneOi8ywlTLtdut8uN5Vtf/4DzEp1IZ+n+3HgdszotYJbq9GkevLiceF20MW/OAUpFxENM2Ooxv73GW7nx0QYYl2dYrhTQsPA3T0isCqFdbwL3FrejHr3AhEE+JbyAuQLNSs5vz7jvCBlgUehxWt+/avPjjelPbpS7sAMi5v6Dp5hbQxuDRmy7/ap+1MQ0LVq3FqNlcEckgyU35c2MtqL5CGB28glmC/zx4mHTh8v2JI+WcsTOHfldYXakah2+w1xCEudyKzupI1QSrpGlWu7gRSCSuBycMdIYtp3lp4PZlGkr9akS2063DDUwri1y6xaR0ioDm6oTAaLApuC2hADd/uIsFKFMMS+PkfMxoWyOqidp1JQW3lEqLUr0UytQTgZ475/vTBUaG+pofhBF6+HRsZqby1mamc3V0zPT++sK09uXj4ukwe183LCNKMNQNtIKRm8fZ0JupCGqLSNtO55/dLj6aaBtigtx5rCYgXy+Q+ZvAfP+jbK1fMugHuf2VudzlXn2xuN1Kay2RTDdtj6/EvsRjMjm5Z7PLh9iQxDrGbr8eG2f4t3eQZSYu7sYe7sZcdSjf30WJc8ph+DgRy43ay3hPkxIUOs61OM2RQpIri1q4V1LP+sWj7TDd+LXFn6hKbFqLOPb9krdazvDuwKK/AIo2f71HRy4Tlev4TNHJZASra8ER03WtdrOlzaxcEcyLU7HzeWxwxgL5ywH05ByoVLsGnMJdhjpo8WbOMDZPykudHSg9EiNO40ERoXkhfFqgdK2kYg4dpu0rfUDdb0Juy6A8Q9Nokl3ol5PjAjzwejGyruJNbuZN11espEExt19vCcKkJKqv1LnOmoVP30+al2z9+jASl0KhAGyiF3rC3FfRIdvwvUBo8ItSfPwTAIpxPc08eFWrO9pWZqhYig9v2ddeXJpcvH25FXTgHID7DrTcJQRRKb3Fzn6tfZ0EJQqtA6yw7uA7TLey63SK69+4LqJqB3Vd03Bbj3mb0tyg9mLt1vfok3GiIMk/Yneo8JHwZuR9GyhAhuo+VI8bKrdGnvV007dOch6N3gX52DlJg7+5jbu9kxVWN/c3C7WVdg8TwhJdbNKcZURQ9zdw7xnVphHYueWXnPdxH41LvnmJ5LaBiM2vulQ/Dq25GtkylD2sNrHH+KjNyBFXlMWNY5+bzXLWmUUhlrBtNo07rENdYP5pBX9/mrJV1OwuHCJdh7avTk0iXYY6WPGmzV+/LzAIu31PBirrw6KVde6Qslqav4BLtR0IXJPOiCO6Djj3NBRnfx5T6kUBf31FyuwzEjp8+W7yb0pOsYf5UKvCCM6Fup8oNb615gu9PVF36m73PaPX8XpnK4bTsQBNhXpwhvViibOX5XqL14BKi1HKwnz8EwCacTvPevWXqQKLC31FD8YIvXQyNjtjrU5lB7e/29gVrlh/QHmE6FwFNA4g4GCR3rgs1i8E7IZAfTollaXSoLtKvSJgD2Lmldm8txKCf/joCr06OzndaXlCnOD/2A7ndfM+3eIoSg9fT5YolL+prW3Xe6crq63QluxwpuCUOsVlvBLQ8Lt/Hyfvca//oCpMTcPcDY2smOrRr794Lbi4eB23SegtszzMkIKQTeziF+pVFYR92zK//5pd5FGFLvXWDNplEI3r2NRSmbfzaQtEa31Nylx4T+Gh4TEnZzIpU5gcf+rLsI5nBhtxgYzoIf5uWKbeX359wlWCNyCdYVDkHK//hDp48XbFmeoEBKLqTDBVVCoCo9Tu7gykv/rsqPhaVcaggDIwxU0AV/lrlYpEx+oyplM3qN7Br92hYSgePP6AyuMGVQWk8ZzwfzaGKBaWHEvqWWqWNR/6QHtMCwlC9Cy1Y7Xa9PEb5b8lxEx9eC2pNHhVppOVgnzxGmSTib4r1/jQyD1fZYpntDbbSmd9a9Znr27s668uTS5YtC5M7/c9odFR7XtPAmY7pf/wJ/MiWe7gK16XTfWdpigFu+itJjQ2yZtA7oFrVxFeCm0zqzt7r6LmWy12giP5QM3rxkHK0hV5sSX6jwrwX1fCy4Hb55uYTbk/JwW1SH9D2YyItl+rdXKly3lFh7hxid7ewYq7F/Z7iVc7iN+bndUISydJ5AYt6eY46H6lfN7X38WrOwjnGdq59jiwcLtf4l9nS0jFJWa2XG7/vArQAak6XHhOncY4K4n8eEeL4ZqmAONX8GAm6tOjdWPbXpK/+XoOQrWycTOAjH7IYz9sMxVrSp87HSRwu2oDrYnUfIEA5I5aLiKBxjkr+cIH3B551MKZfraa/sJiHgBFFouw2up5XAoNJiWFXf3KrumNaGPR9IKfHtSjKaWLSuKN4Xq3QUtW0BtaaNt3dMaFoI34t8Ez4Q1BpzqK0+2vIDaTnYJ88RpkXozqJY7h8Kam+Ynj4O1MaTrlx1e5fW808QQqjwuCs8H0gohJF03ZRMFpa0UCVlRleefNyWRkSrd12YlRt6rZvK1Leo3Xn9laezzOytzt46X3akhNH5KYO3URjere2EO7A8uceB2yGjty/XhttVddDdi1q4vbnEv1FuGq39o0eC2yhC2QJu6xnZuFwZuM0DQrN7gTnqK7jt7OHVO4V11D7Xctq+OAdS7TdZRCmrt5k2tjYKt6A8JnTGt4gwVB4Tajv4hrkxuBVSsu0NaS/W3Va4KLnuNv0+v2cT44mUdOSMqnzc2Vr4iMFWSrX04F0sithROFo4FdZBqg5g57qS78pGIOEqtp624U3Yc/v3CrqQeAdCIejWtpg4NZCSxrRPY9Lb6CYxKVXghVFrHk1sSqN7jgiCjFymb8jRnW579B5YFbX8wDAxvGWoxHL9Eh0nWZ94XhZqn8ag9k1h8IW0vK7v8vpvkWfZKah9hcz5kpOwxzLdC2qbaah9e2ddeXLp8mWgtn5wSPPkGQLB5OaK/stvkUGYkMnTr82XybopmbRU+WUH9wHadWBW5ryKkjBNTMfBqlQxbRth5A/bd9G/kF3RhqJ+WAdw7zN7m5TJz5cSJjfX9F5+gwxDnGZbuQMzrUK5x4Bbf5SC2yfPeFy4vcC/vQYZwW37EeD28hTGAxV+d/8JstZIyIYpuVVwq7O1gNveFdagiwT89jZec1s9SzV1zH3W5LQ9AbejHtXBbRTIoREFcqBQXvcsLmIR25vRGV5jBgG+YXJb32Fm2Mt7OyOv11MUzKEVTNl1+4l1t5MNrLtNn6/HTI87P/yI6VI6BFSRSGrSV9PhJWdpi99V+RkG104TXxgIKdnyhtSDgjCsd4Ba3zDp1rYIDBMRhrQnXezSa1Dzb6S5fpUvcWstJvU2APZ0THVwvShQVL95Kgu1vl3F2zlECoHhTrGuzxCxIBLF7YmOkzwez0tCralmap0KBP7KMLlpeV3f6dqfyDNt7JMXSagNNge18aSTMZttaicKat3vEdQ2nzylurMHwOjijLHG80Fe27T5qQL3Ado8eZ2dMrr0+vVJGAZ2tYZVq6n3ahXDsjAMA2FaGKaZD7FSEgYBYeAjg4AwCAg8D286wZtM8CcTAs/NrYMoqm+sbUJkS86zNVmLvhQpC1LKjK5QgpHSIZEJWSmTdtJ6ZKot6Xx3MKD77Vd0Pv1cre3+/Et6331DGPWN0MiFUmLMN3fllInXK3E8t3xSdg63jWefYrU7VJDM3r9JlNXpWlWHdH8kZZfl/etzECq0tnVwhI8k7HcRopz9+LlbHlP9prMnZYi4PIV9oN5C7h3DlYpYlu73udyyHuqaSB/XtW3+2RzcQBjgd3bxmx2kYWD3rxN1BLSy6fZnjsdsOtMhIgyYtndxnSphZ496/1r9IhyTj6cw6tX57wd5uud1skKfzvCKQWMbz3To1bdpzAbUvcniGi6qY7xtYRhiGHNPBYuzSyVw2Z91ubFbeKbFpd1iK5jQDKYYsXLpVMbmh4DbjxZsh8KmJiXbzNgKZ6kZzvJQqys7NhxurDpSCMwwYMcdYId+9A0qqfMuQAtqk1i/1kEiMAOf1ui2MDyuTlc5H7VbzKpqob0z7lMZ9UpDrd52qv3Ru1+p423tK6idjrFuzxFSpnTk2Y2Ol4Va01JQazvgewpqfe9XHmqLvlQoqFW7rd3eDZNHhlotnApB69knVNodJJLhu7dMb66+N1D7UECrK2GYFpVWC7tex67WsGs1TKeyUtdcYxiGEIYI00QIA4RQEFywdi0MfAW5Eey6oyHeZJKpYxnIvQvg6uA2rWt+ruKAq4PbuJ20nnlbdEAJ4I3HdL/+JZ1PP8d0Kmx9/gN6L78hmE5yQfTR4PbNSxrPPsFub4GE2end4XbZf0om0YYUdADKUwICa2sH6+AYHx4YbqWC2z0JjbaC2+szGA/vBLfzayAXbkc9hAzx5+HZhYHdu1yMW7p63gVubXeC6F4y6ezhWw7Dzj6N/hVmGCwar9Mx778yUGqgPCaMah2mTp1htUVgWLRmg1z9ZeA2nj9fd9u1m0ysCl2rhitMtv0R5trAmg/Dj5E+WrA1oqUHtWiDmILO8kCLpnwoJT2rziAKjVsJXHbc4UZdeUlgbNcYRTshbX9Ga3yLIfWQrXsvA2UhMG7v4dkVhITK8BZnOixVR91xbfujd7/axNvaQwLmZIh5e6FdSqG3Gx3/3kPtc4RlEbru40NtoxWD2lsm7z881CqXS59i15tIGdJ//YpZr5ssp5ErzF8Btd83oLXrDartDtV2G6fRQIeQgefiTRR4etMJoT+fgfUJgwAZhIRhkKicMAw1mxvN6hqmiWGZmHYFu6ag2apWFUw3W1SarYS9ab/HtNdjNugjw7AU5N4FcO8ze6uTTUNcWk8eUAL4sxndb35J59MvsKo1tj77gv6r7/BGww8MtwM1c/v0E+zOFnB3uNXZXw23apPdAm6lJBz0HhZur5RfXZod5O4RiHMYDdaGW1190jLGeIAVhvjbBwS1BtIwcG4vEMjcet4Fbk1vRr17zqS9T2hZjDoH1COPRUU61oFbIQSNSQ8z9BlVW0ycGoFh0pkq912bgNv5ulsn9OnZDcamg2eY7HlDbGR+H62w+9hJyDIj9q9Q6vf7dDod/l//3f+aTiXmRDkHbMpCrS+Vf9qZob4LtLwxrSg0rk7vXaG2X2kxdWog1SaxTa+nBeWjdtzew7fsyEft1UbceSXrod69ege/rdY4maMBZu/y4aDWstSaWssG34WztxDkz3Lr4Gx9qLXUTK1lE3ou3ttXyMDT2kvUd9nswr7Q2Y8fMxutRSx6BbXzh6JOvx5SNw21hmWr2bFKlTAM6L/8Fnc4TJbTyOXmpUaox5ylXTU8xnMN06La6VBpt6m2OpnZVG8yZjYc4k3GeNMJ/mRKGCQ3z20sCYFdrUagW8eu1XCaLQzDjFVeMhsNmfZ6TPtd/OnSO8WqZ5EOcGOmuU2ZYQABAABJREFU9cc1WtN60ksTdHJp/WkdaRXxfMNUX7icRguQ9N+8wo2+cIk8mdj/eWXiVRClyidlrWabRnQfe71bZtEvLvGyOl26OujsGxrb8Trbe0eYkd9f/+J0Abdl7Rua9hupMpk+2jmA1hZIibi5QIz62n7P1iNHn8bWAvQrdbydAxAGhjtTkS0JC+uZ0ZljK2HHMJh09glsByEl9eGtmtFdocPIs5lTJ8+uKA9JhopqujXpYoVBrv6i68SIljulbbmGzY3TIjQMDCQ73oi69Iv7KOf9f/KP/2/o0pzXer0e7XZbW+Yu6aMF2//vf/c71B0buD/UTjC5sZsEQiz809bC/FnAu0YS61U7eJYKHNGcDqjMRhvfJBaYFqPWHqFpYoQhtd4lpr85d16qHgofvOY2QbODBKxhF6N/c2+ojcskodaOoNYCz1UztY8ItdJzcd+9QvqPB7VGvUX9WQS1/S6Td69zdT0W1JpOhc6nn2PYDoHn0Xv5daE7r/TgswmofWigTedUWi0au/tUt7YQYrkmNgx8pv0+036PWb9H4Hm5Oh8lCUGl2aLa6VBtd7CrtUS2N50wurpkfHONjPmdLILcdQG3DNxCFnA3CbfCELSffUKls4VEMjp9x/T6KiP36HDbatM4+YBwu3+M2dkGPgDcgoLbYW8tuNXm5cGtXcXbPUIaBobv4lyfY0Q79teFW729hRCT9i5+paYido57ONPh0saK/lsFt/NjvmExaGwTGBYCSXvSoxok146XBeU8uA2FwY3TwjUVS7X9Ke1gkn9ect7/6v/x/44u/Y9gWzLNO+r/8w/+VzGwJXpfD2hDKRmYVXpmDQRYgc+ON8DKcd101/W0nmHRq3WWm8TGXWx/s5vEpFTuvEbNnejG9qj3LheeD8rUcxXUxsHNa+8R1JsKanvXmKNeoaw2ryzU2o5afmBa4M0iqM337/tYUJvXN3ntXWU/fiwLtW9Uj30AqJ3/Z1ZrCmpNC382pffdNwSuSzxtEmrvM0t7X6A1bZv67h6N3b3EWllvMmbS6zLt93BHo3xDeTbuMRoXMKY2mZVKtFRCLZeYQ7mUIZPbW0bXl4mZ9rsAbl6d7jJ7q5fJly+EW6E2NdZ29wHlHmxyeZ6R+6Bw271ldvbnAG6396CtZovF7SVi0M2RT9fjDnBrOQpuIz/t9vUZZuS1pizcxvsgH25h1tjCratlQJXpiOqoWxpui3TH6xUKwaC+jWdVEEB9NqThjREl6lgWbhGCnlVnZKsvwtXQZ8cbYi05foUd8ehg+9Gusb3vLG0g4cZuMjEUHNf8GVveEJEHS3eE2olVYVBtM98k1h7dYIZZKCvSVdad16SxjRRgujPq/StI1XmVjqL2LcFN4G7tE1brICV29wpjMiiU1eatBbVPwTTBncL5O9D032ahdr6m1kZ63geA2ib1p9Ga2n7vewG1Vr1B55PPEIaJPx3T/fYbQr/YR21eXrpOqnwx1N53lrYs0FY7WzR296h2OswfHaHvM765ZnR9hTcZ5+pZVYf7pjydeXAZzGaMLi8YXV4gTJP6zi7NvX3sWp36zi71nV386YTR9RXj6+vFsgmdunn/peFyXqd0HfI2l8Xl1113m66DTNU1rl9KGL5/S+j7NA6PaRweY1gWo9N3H3bN7aDP6N1rGifPsbcUYM7hdl5Wp0tXB539VWtuvctTAMzO9nJD2QOsuVXnKSpzq/zq0tlFbu+DEIj+rUaeVD2W11AmL9W2+WfhKxeT/q4KDuTtPYGbM0zfLbXmdn59zfsgay/qcwmVURcR+riNbWbVBqFhUh/cqDW1Mfl4WnhM0LZFt6kM2qObxaayUbWJb1q0pwMMNrPuFinZ8sc4oU/XaTI1LM6dDrvePMhVXt+X2WT2MOmjBVu4O9SmXXl1vBH1YLYokIGlO66nHTpNxpU6SHD8Kc1Rd62gC1DO88Gs3mZaU98c7emI6uBmUaBI97pQG2Lg7RwSOhWQEuvmAmM2KtU3ibyyUOtUVZhcw4TZBC7eQUFEt81D7YeYqW1Sf/oCDCOC2td8aKi1W23azz9BCAN3NKT/8ltCzS8BOt1F9VFls4PiXaE2b3zNG3gXR4WgvrNL6+gYKzY7Oxv0GV1fMrntImWo1bHK9mOktG0d6MogWECuXW/Q3NunvrODVa3ROXlG+8kJ4+srBmdnCzdi6wKuDm6VnjioZuEWVntNiOvOA8pMnoTxxRkyCBazt8I0Gb59/YHhtpeCW8lsETnw44DbTB27yq8uW3vIrT0wDIiObRxuAx/r6h3+zjGho/yq2zfnWN60EG6BpF5KwO1kiBEod2CeU2XU2ac+uMbYoMcEIQTNSQ8r8BjW2szsKreGxdakhymDlXDL4upYsoyxcDO4OMvUghn2zOfGaeEbFhclXYJ9iPTRLkX4f//9/6VmjW0x0EopGRkOtxpXXvFycdk7BV1A0Kt1cC0HpPr5oDYdbGQ97dzGvMyktYPrqAASlVFPRUspUcd0O1dCrTBxd49UiNwwxL45Q7jTUn2TyMuB2jRcyUoNuf9EDYDTsQrdKP8cQe2gx+Tth4faSmeb1jMVPWk26NF/9R0y1MsU1SVdH1U2eaDM0oNNA21jd4/W4TGm4wAQ+B7j6ytGV1f4s6lWvsjm9y3lzeYCCMOgvr1DY28fp6HCk0oZMr6+ZnB+ulhmkqdineUJm1iakNZbtDQhnVfd3qH19DlCCNxBj/7rlwqqcmSMHN2bXJZgtzvUn6hfZrzuzQJu42V1un6VliVk6tjehm21PEQMunCrNhuvWpag6qLP07VNCIEUAn/niLBSQ0j166IVTcSsrKemD4p+8g8sh0lnX23ECgMa/WvMwFupY91NZb7l0K9vEQpTuQgb96iEXul6JmznLE2QQixcggHUQo8db4S5kM/a+Wv/p3+JLj3UUoQHjTz2X/7Lf+Fv/s2/yZMnTxBC8G/+zb9ZKfOf//N/5i/9pb9EpVLhiy++4F/+y395J9urYTYJGIGU3FgNbuwGUggqvpsbGldKfSQP9dJHAgH1wPQNk5vGDq7lIEJJe3xLfUNQK1k+lAMEo84+rlNFSEmtf01lDahN1HsFLAamjbunftoRga+iiT0k1NYa0UytAZMRXLxDPuLyg/BDQG2t8b2D2urOHs0Iaqfdm0eF2vj1mSej05snO6+fBIQwaO4fcPQXfoOtZy8wHYfAc+m+fc3ZT/8bvXdvtVC7HAOyNlclucG/tewW1FmGIaPrKy5+8TMuf/lzpoM+Qhg09vY5+vXfYPvFJ1iVSmLcSerO6WedLe25W3ENsOIaWuP6m97e0H/9HVKGOK0OnU8+R6RC8MZlMoFJYmVW3uc5OtP3p9fvMX7/BqTE3tqhcnSSKasfXzRjq8a+7v6O19m7PCXo3QJgHT7BaG9lx/EC+2UilGXq2L+F63OQEtnagt1DdX1l5HXtKn7WpM+HkBLr+gxzMkQKgbe9j1drl6unpg+KGMPwXOq3Zxi+R2iYDDv7eE51pY4yYXjVS113lu/SGVxhBS4hBr36NiO7lrhHV7HQwvaKULwdd4iQMDFszp02MwytnrwJhIdMDwq2o9GI3/zN3+Sf/bN/Vqr8d999x9/4G3+Dv/pX/yo/+clP+N3f/V3+zt/5O/z7f//v72S/LNS6CC6cDiNTzaC2vTG73mDj/mmnpsNNfYdAmJhBQGd4heOVA8AyUDv/7BsWw84BvmUrzwfdC+zZuFQ908dXQq1Vwds9JjStZYhc3y3ZplheWaitN5Vjb2Go+OMX75FhPDSrvp5FfVjUB8Ay+MLcpdeHgNpnn4Bh4H1PoLa2f0jzyVMEgsn1JYM3rx4VatNJBzm68TRvkJVEQHtwxNFf/A06T59j2g6+O+P2zStOf/rfGF6cJ661Vbb0du4Po3exUUpO5rdlNhxw9dUvuPjFz5j2u9HyjD0Of/0vsv3iU6xKdS3A1dnR1VUHtwlgSslkdK5xHc56PXrffYMMA+xGk86nXyBMsxBuV4XgLXOvFcNtNwm3hx8Abrs3ICXWwfHjwO2wpwI3SIlstJG7RxuF23ieQGLeXmCO+kjA7+xoQ/CufJbltD8uK4KARvccazZFCsG4ucus2sw8L4qe+bpXul6mDOkMr6l4KgDJsNqiH/nFL6qnrn061pHqZNDwp+zNephhgC8MLuwWA8NRXpEWY4n+y+1Dp0dbiiCE4F//63/N3/pbfyu3zD/6R/+IP/zDP+SnP/3p4tjf/tt/m263y7/7d/+ulJ351Pb/83/3Py9YisDic3zpgRGG7HgDKgURvu6+nrbBuNIAWS7ogk5XGaj17Crj1o5qj+9R711hhH6pehb1VbIe6t13anjbB1GI3BnWzSmidP/E9JaF2kYbuXOgfusY9eHqrHAA3yzUWrl+anU28x9cq+3Hjxm1BrVnnyAMA2/QZ/zulRrwNbYfC2obR0+o7R0AMLo4ZXx+VkpvOi9dH1U+eWAV1K4zS6tL86O17W06T54tlhz4symDs1NGN9daheuMmpsG100k3U//2nI5xZx6g9bxE2pRUAGkZHh1Sf/0HTII1lqe8BhLE9ZZlmDX6wvvHkHk3SP0vUKZVR4T7r8sYYv6ExUu27u9Znb+PmtDa3dDyxLmfm6FUMsSoghlZe3faVlCrQn7x+rgZIS4OkVIqZHX2F2xLCGdJ4GwuY3f3kagAgnZvatM/+T9bJ+3pEBrW8C0uY1XU8t7VnlM0PVjmeUEEphVGgyrLRACO/DoTHqYMsxdllDUxvylCQY3dpOZpcbOeuAuopXNy/1P/8//Pbr0K7kUYd30x3/8x/z1v/7XE8d++7d/mz/+4z/OlZnNZvT7/cQLVn8jySw9CFwOZl2cwIu+ZSS/ceQtPSi0hVpP2611FlBbc0e0RzcrI4mlv5GV2iRWbTJu7ar1we6URvcCEfiZb04bgdpaE2/nUNmajrGu3yNi/ZPXrozeslDb7CB3D9VdMug+DtRaMah1Hx9qzfr3D2qbT54uoHb4/u3GoDY985aemdPK3wNqZfSy63X2v/whO598jumoGdqbl99y9mc/ZXR9lVEYv+/z0kPNxq4D0yt1lazfchxMHnfHI66/+Yrzn/8pk+4tCLFYvtHY29/I7K1ONp7WWZqQvXby87zxmO43XxF4LmalSufzLzFsJyMTl3vImVuIZm5Po5nb7V2cwydZG1q7K8YfXf01dfauzvAfe+Z2MlxsCKbWQO4/QQpDI6+xWzBzq3s+CcAc3mLfXoKUBLUm7vbhwktBuq65z7ZYPfKet0ioDm+pDm4REmbVBuP2HvPttvN7R6ejzNKEeJuqsxGd0S0iDPFMm5v6DjPDytjQ1zdpK39pQsiuN6DtjkDC2HQ4dzqZpQmPmb5XYHt2dsbh4WHi2OHhIf1+n0kU4zyd/vE//sd0Op3F69mzZ4u8vBOllh60F0sPWt6YXXeAcYelB9oX6qLxDCtaT1tBhJLWpEtj0l97PW0oc26UqJ2hlEwbW0waHaQAezKk3rvMuPMq0lF0UccHEgl4jS28ThQidzTAvDlDpAb6/HZFx2MP1TyoXfRne1vN1IJag3VzUWhrE1CL5SSh9t3LR4fa6tMIaoffD6htPX1BdWcPiWTw9jXjq8tSenV1SciVmKVdBbVpnXly87oZlsX28084+OGv4TRbyDCk9/4t53/6U8aaWVqd/nR97rvGddVrnfJr1WFNyI0nbzzm+tuvufzq53iTMYZpsfXsBQc/+nXVr2SvBaVLc17S509Tp/vCbdG9Es/zp1MFt+4M03bY+vxLzGg9cV59Hgpu54e83hJunQ8At34abjvb2XG+wH78y6oObrXPxOl4CbfVOvLgBGncD2517Zt/NiYDrJtzkCFhpYa7e0wozExddbLxPkg/U3Rw60yHVPuXCCnx7Aqj9gF+DNzzdKwDt1JKbH/G1uAKy/cIhUGvvrPxdbdISdOf5C5NeOz0vQLbu6Tf//3fp9frLV5v3izjbC9f80FZMhQ253YbT6jIW3tuj/aGQ+MCTMwKt/XtaD2tT2d4RcWdrKVLdwHHwRkgAMbtPWbVBkJCZdilOrxdFNDpXgdqVT3kEmrbe/itLSRgDW61IXLz2xUdjw1/hVALyLn7F1DuX24vCwdq3UB5F6i1Tl4gTIvQnUVQq99EmLC51LD6YVIgk4Hatx8YaoWg9fxTKlvbSCkZvH7J5OaaeFoHahN5JaA2Xb4IXvLk5vWSQtA8OOTo13+D+u4eIBjdXHH2p/+Nwdkpabdd8etZl+66hnWV3vumu9oqA7k6fbPBgPOf/Sm3b14RBj52LZoJ/1TNhOu0ab+w6M7lBuE2LV90rQauS/ebX+LPpipM9GdfYlar3wO4fQvyQ8Kt+uJn7R9hbO1kx/sV9vPgVmdTSqlcOZ6/gSCAShV58BRpmpoxX/Ps0cDtquedMRtjX51CEBDaDu7eMYFhpWzpZcs9X5eytjulfnuOCHwCK9obY1dW6shlA5lknnmeKdWensS622qbEFGqnuq1+tdrJ/TYn/Wo+C5SCG6tOjdWgyDm/vEx0vcKbI+Ojjg/P08cOz8/p91uU6vVtDKVSoV2u514QfbCu+/Sg7iuIqiVwMBp0q93kAgcf0ZneIUVrdvVXXS693KbxEyGnQM8u4KQkmr/kspksCi0qp76MsnjSx+1Anf7kKDeBKlco5iDW+3sc6He2CztKqhl5wDZ3laZt5fQu87cbLq6Fg2ieX25SHYlglozgtpXWqhd6s8fzPNkftWgtv3iUyrtDlKG9F99y7TbJZ4eE2rTKaNTZmFpXi+n2eTw1/4CnZNnCNPEHQ25+MWfcfvyu0y42/j1ldVVfnZ2Oa6sLPrgKV6XMvW5C+COLi84++n/wPDyHJDUtrY5/PW/SOvoGCmEVpsOblddK+nzrNtUltaZZ7Pomg08n+43X+FPo9noT7/EqtXvDbfacSGvfqlx0uvdfmC4PcePgipYe4eYW7vZ59kK+2vDrTtTcOt74FSQB8+QlpUjn67LGs+n6B/hzbCv3iF8j9C08PaeEETurYrgtuh5nWfX8D0a3XNMb4Y0DEYtNVFVBm5zf83V1E0AzXGX5rQPUjK1q9zWt/GFmbChe+n6KG/Sz0gtTQiEEfOL+zjpewW2v/Vbv8V//I//MXHsj/7oj/it3/qtO+mbd/QMI+H14C5LD6TMnvREGSAUgm5taxF0oT4b0ipYT5t3AZXbJFZh2N5X3gh8n/rtObY7zd7UBTpKQ60w8XaVvz9kiHVzjjFOr2UuoZfk8XheEmqF2gnb7KgCV2cQRaKJy+jqWjR4JuqWkgfAriiXXqZJOJtGa2rvBrW5D68Cme8b1ArDoPPp5zjNtvqp/uW3zKI17Kv0psEjXhdVNnlgXaiN92+ezKJOhsHWs+fsf/kjrEqVwHO5efktF7/4mQp7u0JvvA5lf64v0lM2BVKufN0nla3nuoAbBj7dN685/9mfMotchLWPTzj44a9h17NQqHRozp3mmlln9jZdvuh6SVtP3Oe+T/ebr/HGQ4Rp0vn0C+xGMzFBkJFZ4/78lYTb6wv8G7Ue1dw7wNzeyz57Yvo2Areeq+DWc8G2FdzaTo58ui75z45cuA187Kt3GO6M0DBwd4/wnVrCVtF4XwSm6We+CELq3Qvs6QgpYNLYYtLY0npMKM0LmnbN191ujW4wwgDfsLht7DA17RUTXvo+KrM0YXvW124afcj0oGA7HA75yU9+wk9+8hNAufP6yU9+wuvXrwG1jOB3fud3FuX/7t/9u3z77bf8w3/4D/n5z3/OP//n/5x/9a/+FX//7//9tW1LqS6+vuFwYbfxhHKMvMmlBwrC1MXgGhY39d3IP214Z/+05TeJ7SENQ4XH7Z5j+N5K/Xk3mLYfovfAUD5qA7sCYYB9dYYxGxf2kTavLNQKgdw/hkZLFbg6hVFfO7iuC7ULuZQ8AE4V++QFGCbhdKJmajU+jJf6ix4e2WOJfI3M9w5q5w/wepMwDOh+9zXuYJAoX6Ye6bqossnzlN5YUgZq0ykro16VVpvDX/uLNOYb3q4uOPuzaB1tSqdO79x+WaBdJ20CWjcFvfP6F4mVAdx48iYTLr/6BdffqfDKdq3OwQ9+jfbxiXb2Vnvuded6DbhNl89ci6lrOO86DoOA7nff4A4HCMOg/cnn2K32Qk4rs8Z9+isJtzeX+NcXICXm7j7mzn6hvo3Are8ruHVnYFlqWULMH2zcBVvmeRiD2/xn5fK4lBIRhljX7zGnY+XrducQL4rieVd3YHnPZyRUBzdUht3CTWU62XXX3c793dqBS4igX9tm6NTXhlspVy9NMFeMnQ+RHhRs/+RP/oQf//jH/PjHPwbg937v9/jxj3/MH/zBHwBwenq6gFyATz/9lD/8wz/kj/7oj/jN3/xN/sk/+Sf8i3/xL/jt3/7ttW0HEq7tJl2rjhRQjQIurFp6ADk3lO49eo3sGt36DoEwFutpHW9a7oLXXJjpb2TxgWba2E5tErtIuNhaB2rn9UrXbQG1dgVvT/moFb6HffkeUcLv7iqojdtMDA6GgTw4gVpDbRa4eAvjoXZQ3SzU1rBPnoNhEE4nuO9fIcNA276EzaWGwjom8jUy3zuotSy2PlM/uYaBT++br/BiM5s6iMzNi9clBUabWE+rB2EF5tsvPmHvix8obwezKZe//Dnd16+QiXC/WZ1F9tN1KZKPp03PtpZJd7W5qk1F/aKTndzecPZn/4P6MiEEraNjDn/06ziNRqnZW53O+8Jt3j2iyurzZBDSe/kNs0EPIQSdF5/itDuFMh893N5e4V+pgArmzh7m7iPAbRAouJ1NwDTVhrJqXT9Gp58Fmi85eeA2PyakxLw5wxwNkIDf2cWN+bpd12OC3ubiYUllMqDav1psKht2DvANM6OnDNwmX8m6mTKkPbym6o4Vx1SadGsdQqFfd1ukC1ZPCj5m+mhD6v7z3/3fYFcrCAltb0QjmC56+i4nRHeRhggG1RZTu6ouSG9Cc9xDkA+0Ol1llh6EwmDc2sW3HYQEZ3SLMxkuCukHrOIbQVe3hTuvSgNvay/yUTvFujkr7aM2kaeB2rQtKaXaDLB/Ak5FDVwX78Cd5g42afmlzoI6peQBqNSwnzwDYRBOxrinr2PeJPL7Rz9IZY8l8jUy3zeoVZtkvsB0KgSeR++7r/GnU235onpk6pICkbssPUgn3dAlgWpnS0UMs21AMrg4p//+nTaQhy6tMytZlB4DXu+bzJI/Ea4qlucXNy1X7Wyx/fwFpu0AkuHFOf3375Ex35pJ+XzftDq7j+HrVhiC1rMXVKNws4O3r5h1bwtlVvm5jddlHT+380N2Z5v68VMQAvf2GveR/dxanR2s/SMQgqB7TXB1UahPZz/to7XIphBCfdh/oiZCpERcnyHGQ22/6+tyX1+3o8jXrUzZKqE3px8SYXhNm0l7j9CyEGFIfXiD7c1yfeYW+QxeFT535tQYVjtIQ2CGAe1xF0cGpeuasJ/ydwvwN/6v/w906c+FH9tNJl+oE7Q369K459KDxAv18PQNk9v6dgS1kua0T3PcLYTatC4oB7WBaTPs7CuoDUNqvUsqBVAb178u1ErAq3fwtveVj9rJCOv6dC0ftWtDrWUhD54pqPW96KemLNQm+20DUFutYz95HkHtCPf9qz/fUGs7dD7/MoJal+63v/xeQm38OkjUxTTZ+eQzdj/7AtO28aYTLn7xM3pv35SC2nVnInXpvjOy2ZmR8q+7pLL1XdX+sv027XUjH8GXgKB5cMTBr/8FnGjNalZ+xbWQOmfpvngIX7cyjDyD3KrlLM2nz6ls7xTKfPQzt70bvEsVLczc2sXcOyzUp7Ovm7kt3KgVhnDxXgXrEdG+jEY75zmhq0vxsyydt/R1q5ZfBLUG7s4RYYRRm/aYYPge9e45pqs2lY1beysjlUkpi5c05tSt4k7oDK8wA59AmHQbO4ytZDTBMrqk1G+8f+z00YJt1Z9xMOtix9ZJqtf9lh6AcuV1U9/BNyyMIGBrdEN1Ntr4elopJZ5TY9iZbxJTF7rlldskln9BJo8n3Xnt4rfVzyzWsId5e762j1plX5+XHqyk7Siote3E5oBVAF62L9P9uUi1BvaxiuQTjke4718vjBXaXGrQt1v3ANDIfO+g1nHY+uwLTNshcGfKh+fM1ZZfVQ/ddbCsQ+KjRm/q84ry87o4jQaHP/p1ats7ICX9s/ec/+xPE5vD0nWL27wP0N4FZjcJp5vSeV/AXdWPi/+DgNtXL7n8+hf47gzLqbD/gx8qzwla2ew1kbkuCpYmrOMxYZ3rfPj2NZObKwSC1slzqjt7hTIfA9zmwRtA0LvBuzhFSom5tYO5f1yorwzczu3m2ZQyVJuLB90Ibg8XnnTuC7d5zyBjMsS+PoMwJHAqpd2BFT3n82yLMKTeu8CeDKNNZR0mze3E80jm6C8Dt+oVrbsNfTqDKyreFIlgUGuXCsUrZbmlCY+ZPlqw3fFGiJwLM0ytSU2f4HjZNCjGXXnZ/oyt4RWW7xbeCEUXXPoBFB9EprU2oyg8rhVFEjP89cLjloFaIObOS23asnrXmP3rtX3UKvv6vEw0sUoVefgULAvcaeTOJT+ccVxHui91dUr3xVynqDcXUBuMBmr5QRmbS1M5g6zmoaOR+b5BrVmpsPWZiq7kz+aO6e8GtclyyQNFm8TKrqdNJwm0jo7Z//JHmE4Ffzbl/Bc/o//+XUJB3th6V6Bdf93q5gB23bSu7TJtK+qfPMBNy8z6fc7nEd4QtI9P2Pvyhxi2nZHWnvsV11ta5kHg9t0bxlcXwDwq336hzGPDbWXDcBtvg+65EPRv8c/fI6XE7GxhHT4p1KeDufXhVsLNBfTUDPrc97mMldfB7bI/8sf+vGeRcCfYV++VOzDLXukOLPe5WdAPi3rIZKQyt1Jn1DkgQBTq0fWlljliZQwkzfEtjblLMKcWTeKZGYguxRexCcTHTB8t2Jb9FqG74HSwGQiD29p2wpWXCo0bZi7gIkAumqWdX5whMGntMq2r3ZfOeEAtFUmsDNRmy6b6Yv4uTBVhZe7O6/YCc9TT9pPW5uL+k7FBIpmXgdpaQ20UM0wVXebsLQRBbl3jOu4DtUazjXX0FIBg2MeLIvmstLk0VdgniXyNjFFrUPs+QW21SuezLzEsG386ofvtVwmfrunyZeqhyiYP6M5VXtn4fZsvA4Zts/flD2kfn4AQjG+uOf/Zn+KN7z5Lm1d+nsrC7IcE2VXpLpCbryu/v0rN3oYht6++4+blt8gwoNJscfBrf4FqZ0sLt5nrYMV1twpuk8sY8m0VXfej03eML84AaBydUNs/LJR5TLi1t3epHJ5ky2p03Qdu4zLBoIt/9hYpQ4xWB+vopFCfri13gtsogA+gZm13DwvhNtkf2WfAKmgTvot99T7pDqxSz9S1iDXS/ZD3XEeqSGW1aLO4b9kMtw7wLUerJ68vc7khVkYAtSgU78IlWH2HqekU2tHp+lBj38cLtvN3mb/uI/dCi10oEv7/7P1JjCxLlt+N/c2HmOeMyHm6wxvqveqqIgl8RHPDTUsEuOHm00ctiJZaYAMfAa16I/SGBLjhhiAgQJTIj0CDhChB3BCgAEkUgV6KhCh2s9hVb7rvTjlPkRnz5JNpYR6RHu5mPoVHZNysOg8X7153s3OOe7ib//z4sWMYyyoe8jXoshqplJf7ARJq0QUioV/ehJbK2Isu3CMzaM8a8YHV/8J2PnzcN7kpp6DVd2GpKcA0oTavII0Hnv5Cm7P7TjzQeqA2XwKt7wBEAob2euCuFwSnHqeOhaC2WIZiRzDMXgf69blDh4/NR1PiQdW9n9NHyhWQOzgGJAl67+mhVslmUXnxGSRZgT4aov3+R1i6EajTzw/W1nkOo0Ot2w4PajPlCjZ/8jXShSKoZeLh43sbjvxzacN+LndLuM/0i4Hs9D5d5E90m+F8DoriiuyHfYEYPtzj+rtvoA36kGQFGy9fo7x/KCwL5tbltunXfpFyYNztFOhfX2FwcwUAyG/tILe57dtnmXBL6RRu2Uu7Wq0hvb0Y3PL6+MJtvwvj6hzUsiDli1B2DkDtaUhJw+3ceeq2WGrC9DnT2GXXkOu5x3smuuGWd17c54RY5nw5sOom9FwZFNErJnifWd6+ij5BvnUNydBhSTIGpTq0dM7z+7g5IWreLaVsKV5nSbBOroJuuhDoK6X8oOIq5dmCLeC4QQIWXJjfN3+h9VJ5dHJVWJCgmDoqvXilvEJBrV3aw5QVENNErn2L1GToqz8M1LrbziofpLLQ6juwZBmSrrGVVvSJsL/7vM72geOPvc95Y1uUgpaqoBtbbCplvwPcXYJaYqjlDQ5+UMu/6QCpVHmE2m4b+s2FQ4f3GJcCtftHj1B78cRQm8uj/OI1iCxDHw7Qef8WlmEK2zslCtSK+rnbcnVxBkRKCMr7h9h4+RqSrEAbDnDz3TdzdWmdg6qfvaD2QJiIZXSYfRx/5v8kIYvojQq5fvY9230Ad6Z3MsHtm+/RswGx0NjE5hc/gRKwjK1bz9SeX/uk4RYABjfX6F+zcSW3uY389q5vn2XB7bSf3mljeGnDbWUxuBX18YXbQQ/61RkotSDl8gvDrRdOBedp0AXuLtkXTvvLIJUkT39PPzifZX7P9flz8lgOrAsKwChVoZc2ZseV9KQyYprIt2+g2DA9LFQxypW5k8p4LCLSzwPSaUmw7IRNVh+lcmjlqjBJtNSEVcuzBVs/qJ3/tzj1gK0ilgcokNUGbNYgnf9cLr74+Tcm7yKeLrowmC66oE+Qb19D0rVA/RTwuRnmt09tAYCeLUGvbbFyXpMRlOYlyGyVrRA34HQf5m0693mWyK2y3CcALB/q/sZ3EOeBWRDUevcBUrkKZXMHoBRm+wH67aWjnfgcifS5twX5MA+1nfWA2uNXIBJbVrbz4S0sc72hloJNcNv8/EsUGmyxhd7NNW5/+A7GZCLUM7UVNe0gLNCGkakdP3vLlDj2w0BuEOBytwf9DpSic3GOu7c/wDJ0tqjDF2xSIO9adF+Pc/eG63dfBdwOb2/Rv2RfgrL1TeR39337LB1uu08Lt9awD/2SVSWRsjkou4egNnb4AZ3z77wxPxBuRwNWB90ygXSWrVImR1uCl7tP8OwnAJROE0rnnj1nckVo1a1QFRNEzzERfE5PSrZ3j7SdMjjJFuzFHMjseSvS47siJ8c/AiA/7qE0bIFYFnSJfcGOmpqwSnm2YLtI6sFEUvGQqzlWEWsjP+oKUw9Ebyuh8mkpMCrUHhddGA+Qa9+CmNHyaYOg1ln5QCvWYJTZg0Ie9Fg5LxruXM3tiwK1G9ugRTZbFQ+3QPved/BOCmrl6garr0gpjNY99Oa10Oac3wJ97m1BPki54gxqtV4Hw3M2UY37sIjwkPNr7we1ar6A8otXIJIErd9D5+M7WKYlbO8UoR8ugFgG1KaLJWx++RXUXB6WYaD59g06F/P50bwB9CmAdqrfz85TSlT/4gKu328SFL2ddLu4/vbXGHc7IJKE2vHLWWoCzz+Rnqk90bEsBW6bd+hdnIKCIluro7B2cLvvacsf7/zHHd6Yw30WjAbQL09BLRNShi2GQ4nkaOd9nrn3xYLbyRi4PmMlJFMp0C3vEryLLOTA2ycPOlAebljFhLT9RdSnYoJIt/tc8J7xoEB62EW241zMoQFTVn31TM+nRUXswD8nKX2MSu8OiiM1oZcSpya4uWiV8mzBFvBeQEGQSAH0UzmWekAkKIaOSr+JlD7y6OPqcOgPVZ+WSBiUG9DSWRAKZHotZHoPs0a+b1SeYxRDqafyQb4EUAql+wC5czcH7P7H59gH8T7vErm7oM4lcntt35vbD2r9zoXbH7nWgLyxCVBqL/94IzzGOb8F+tzbgnyQckXkDo5mUDs6P2VnjveQiPBw82vPm7QwbaMWiigdvwIhErReF52P70ATgFqn+EGtN4LmPSYe1Ba3d1B/zXKBtUEfN999g3G3w/VHZMuvLRAUfQw3QLuPJ4rQhP6LZZuG8z0M4Prp92wP+H2mLzDdK/Z5v9DYROP15yAhqia47Xlfppz3vbitR0+I+xQARvf36J0zuM3U6ijsHfr2WQ3cspdqtVJFemfFcDseQr84BTVNkDRbvpxKslBfHLjlPv90jcGtzl+Cd16H25fHe4r3TBQ9b6XJEGrzCsQ0YCn2kvSCigki3e5z4QefqjZCrnXD8m5lBf1yI1TerfOc+ulnf1gfmVoo9++R1QYABYbpHFrZKkwizRiKC+ErlmcLtn4Q6n5QUTymHgzs5OiMNmSpB5bpaO9zETouFOGbkMM3Q02jV96EoaiQLAvZzi1S48UXXXD751v5oN9OtJyX0x6lFFSSQTf3HUvkXgCDHl+ny1/3OXX+m3dO3f7I9S3ItTpAKYzmLYyHO0c7r77ES3rlbaglBFp39VDrFAogVSyhfPwShBBMeh10Tt6DWt5j4fkQB2q9YO3yyTXe8XyGLGPj5WtW9QAE/eYtbt98D1N3liKDR6JEacMArZ88Dvy+zeZ8SwpIl6E/zLH4nZeo6Qk8/9w+dK8u0Xz3I6hpIlUoYvOLr7gLOiwTbsPcf27744cH9M5OGNxWayjuPzXcdjC4sOG2/ARwOxlBvzgBNQ2QVJrBrawI9fGeoX5wO++z49+mweDWuQRvNs8f/7nn12efoB8xJlDvLuyKCbJdMSHvOUd+nDI9F87zwf8/W8wh376FMhkJ825pwDn1ZSRHGwIgP+o+pibI09QEdWaL5+cq5RmDrc/F4vqx3akHxVEbhVHHN/WAp883d8X2y5tPqyHXumari4T0l9/GeezzN7ypOCsfGL6VD/x0z7/Bzu/zLLygqKxGbTpjr+19DoyHofx1nrc4UKts7kCusEL9+t01jHbT0c6rL3moLSG7f2RDbRuji+VCLW+C3XQ/BZAqlVE6egGAYNJto3vyITTUYu7fjr8HQO1cvxhQq2Qy2PziJ6zsE7XwcPIB7dOTWWfn/e20EzVKy5MgoJ3aDjteLwNgo0pU0A1zjHEAV6Qz6Hcbd9q4+f4b6KMhZFVF47MvkK9vJg63cWrd+t0z41YLvdOPoJQiXamheHDk22fZcGv03HB74GnLHwf9xyNnH1+41cbQzj+CGjqImmJwq6iRfIgFt5bFnkGjASBJoPWdUKuUPfrjs49nD3ismDAa2BUTGtDzFVCEr5jAg31RG1gWst2mMO/WT0/UkmDANDWhCcXUYUFCJ1flpib8FmwTFv6bx+MPTMGqHrTzj6kH5X4TaS049cCtN1Y+7WiAXPsGxJ6443tRuY5L5J/7JjXSORapnVU+uPStfOAHtV770+Oa30dTaQa1agowNOD6lLtErlMXbzCMBbVbe5BKFVBKod9cwuw8ONp59UWFWt5g49wvF0rI7h8yqO20VgK1fvtTpTJKh8cACMadFrqnH9cearOVKpsNn87A0Ca4/eE7DO+9Lyd+dqbteG3F0BUOaINkWdHYJCUO5Ir3+wOuSCfPJ792xsS+Flr3ACGoHByienTMyga6/PHz3w9ugWTg1rlv3G6je/oBlFKky1UUD4/ZKlkCH1YDt+wlUS1XkN49AFzVCvyeN077oj6+n9x1Ddr5R1i6BqKoUPeOADXtq48HYrwleL3tH/9Np18N+53HVcrsuSYiuJ33x/+54LFH7YoJrRso/Q4oAKNYgV5uwKKEe558n8Ucm57fhvLybjcD824pDV8SjP1hfWRqotxvzqcmuKomPIU8W7AVvdlMT/bjggus6sE09UCJmXrAbePwxeDl0/a9+bRBeoLeouaWx81XoFc3QQmBPB5CaV4EVj7g7osCtZkcSz+Q7dXErljyfhgIXwhqQaDs7EMqFEEtC8bVOcxe29HOqy8O1M62cfrIhTKyew6ovTyLrUvUz9k+CGrT5coj1LYfWORozaG2tLuH2gtWsWHc7eD2u2+hD4dCHTw7onZBaQcicY4DwjYLguzjA2OxP7Fsh/Q9yIYIcKNEb4NSE6hl4eHDe7Tt1J5crY7G519AUlO+cDnV47Tj9t0pi8Kte9+k00H35D0otZAu2fflk8JtFwO7jrZaqiATAW59x0hHH1+4NXTo5x9haRMQWYG6dwikMr76eGNnFLidbbu/eVylrLwB1DaFcOt5/sNnn6AfASB376G2mwClMLN56PVtWETmnidf3Y7j8INPlndr17uVZd+8Wx7T8PWGTE0QVE1YpTxbsAXEF8VswQVFnVU9WDT1wO8C1NUM+s582rY4nzbaW9r8vlk+LSXQyw0YxQooAKXfgfxwDULFeTNC3RDvc6cO0HwRtLELSBL75HPNyq34QXRcqJ3zBwTKzgGkXIGd76szmIPuzCbvPCUOtcUysnsHNtQ+PD3UVqooHhwDIBi37lmuX4BO93aPH0uEWkgSai9fobi1AwDo3Vyh+fYNrNmLGEdHAAQ5JU7agUhXkA++7Sn/T1KyqP4wkBukU3Q+/QCX54dfu/7tDe7e/ADLMKDm8mh88ROkcnlfuHTrcB/n0uG222VpQNRCqlhG6fDF08Jtv4vB+UeAUiilcmi4ndvPG98cfXzh1jQY3I5HgCQzuE1nffWFhdtQq5Q93ACUghbKLDWBs5DDnL8zf3z2+fSThl2o99eAZcJU09DquzBt+Is6qcz5HOT/H5AMg9W7debd5iuevFtef98ypYLn+WNqgndBh1XLswVb0cUwt+BChKoHYd5qKKVzF4tFKcbZEgaljVl92lzrGrLun0/rB7VT/9z9nZPE9Po2zGweoBRq+w5y9z505YO5fRDvc5fzYgsvbLOFFwZd4PYCNAGo9TsfAECJBHX3EFI2B2pZ0C9PYQ37czZ558mpb94eb5t/H7lYRnbXhtr2A0Z2Hcs4uoT9HO2DobaG4v4RAGD00GSzszk6/Xzw+OFoGWU1Mee1Om3rti+pKTQ+/xLZchWUWnj4+A6dC++qcCIbfu3ipB24febZjgK0U31+OpctTh/C+rEI4Pqd3yhw6weUk35vLu+2/vkXwnq3frZWDbedjyxymyqWWO57gnAbFkin/Yx+D4Ozj4BlMbi1vzg52wbpEo1X7mPg+myZ0C5PYI2GgD2WI5Pz1RcGbnl2PX72OqxKD7WAXCHyQg7u1AQ+L8zvI9oI6t0lJF2DJcvQ6jswUtGW4Q3mA8e9Z9FZ3i2hwCSTx6DcYFUMAvTET03wLuhgGI8rWq5CnjXYOkHTIDJauap3wYUIqQeUBuShOGybAIalOsa5IgAgNezZ9WnD5dOKL1p4+ruXxzXVNGCZUO+vIQ17nv7iY3Tsg3ifd+GFxuPCC90HoHktHHinwltNTHRe3ed2tk2Soe4dgWSyoJYJ/eIE1mg6KQ6P7XgDFbz7uQN0QB+5WJlB7aR9j9HVcqB2KkFQm6luoLDPJoSMHproX5yFegBHgdr5dq5+nGiGuC2QsqNtajYHy9Bx9+Z7DB+8edEiG37toqYdOK9x7v6QMPs42Pvre0qJ4t8yAJf3wiHS4weUpqbh9ofvMGq3QAird1va2V1ruNV6PXQ+vAO1LKQKJZSOXiYGt87t4rbz/YxBj0VuLQtKsYTM7mrhFpbF4HbYBwiBunsIkitwYFL8XGQ2vP4FfuYf9oGbC8wWctjyLuSQeMUEU4fSvIQ0ZpFUvRZtGV73OXGfD8+5odO82zsQy4KhpNgXZDUdSk+s1IRxD+XhAyTLgmwaUJTH6herkGcLtsDjjzWS0yz1QJqmHrQCF1wAvD9k2NQDU1bRL29CV9MglCLbvUdm0J418rsInXr8oHYqj8vj5uaWx03dXYIIJsHxjo0HMrx9nhq1G9ugxQrb2boDWk3u4MUfKObPK88v9zmZbZMVBrWptP1J6wTWZHq8Xn3LgFqlVEF2d59BbeseY7veZhxdwn6OtqGgdu8ABASj+7tYUOuGi2VCbbZaQ/3zLyCrqr007rfQBgOxDkEEz90uapSWpyPIrkiHnx7f/gn+F9l2SN+DbPjpEL1MxE1NmAMUy8L9+7ezpXiL27uoHb8MNalMZMN9rbjhVnSth4bbfh+dj29BLVbCrHz86onhto/+NHJbLCGzd7RUuPX0oRTa1RnMPgvEKNv7kIplAUy67YohzG3XecyzbZPR40IOagp0+wDUAX3zOnj+ePf5PbsppSDUgvJwNb8Mb7m+8KQyEbtQCij6GPnWNWRdgyVJGBTrmGQKntQEnp44qQmqPkG5d4fCqItVy7MFWwrAAkE3XUQ3VwYFgWpqqPTukNLHrI3gBwn6YT1t8LhPS+fQLzdgyQokw0CudQN1MuTaAFzb3P/mDABuQKQA9HwZeo1NEpPGbHlcmLrwGIUXpGPADoRaSQJt7AHThRfuLoFuSzx4gA9msaBWSUHdOwZRU/YkhBNY2vQ39erjPRS4g2uAD87tSrmKzI4Daq/noZZ3nkW6hD442gZCbY1BLQAGtZfnoR64Ih9YO+fA7trnGtijQm1ph8EHIRJG7RbuHPVpKfX3RWQHiBelFUkUoA0rScFoVBuh+9JwxxQHcEUvFmGjt0HXQOfiHA92Duv0pYmoqqu9146fDRHcutv63Wui+03rD9D+8A7UMtmKgMevWCkqof3FxxE/uDWHffTPPoBaFpRCcalwy+1DKfTrM5j24ivK1i6kclUAk2IfeAGoQLidLuSgjQFZAd3aZxOhOeefO8bD5/gF52a6DK/amU4qK0DfiD+pzH1OePaJaSLXvoU6HoASYJQvY1SowXLp4vWPl5pgAfRxEaBVybMFW91OPRilsgClyE36KPXvITuWjvW9UOw2QakH04vAohSjfAXDQhWUECiTEfJtthpIkA3A76L0+uidJFYFBSD3O1AegpfHdetn9sX7PDVqZQV06wDIZNknnJtzYNgP5fP8Nni2BQ1eUFlhb6IosLRp2Zhp+TKvPhHUPrYL54Nzu1KuPULtQ5MLte4+Il1CHxxtA6F2o47CLoPaYfN25VA7v0/cFgBgfy4ubu8CYJPE7t+/ZaV4OP1FNnjtkorSBsHg4+AtbMLVlzTARpE4oBvmGIMAl7+dvyNM9JZnz9lmeN9E80c26TCVy7Oycdms57oPe+27/Y0Dt6wdf58+YHBrTeH26OUTw+0Ag7MPoJYJpVBEdv94FvleFG6dz0q/PvrtBcz2A0AplMY25OoGf2z18SHWKmWmwSY8j+1at/aKmXxA5h2j+Pnn92yUBl2o02V4U2m2UhlnUpnoee53TnisAUqR6T0g02uBUAotnUW/1IDpSMHg6eG9OIjaOH0U3e/LlGcLtu1cFYakQLJMlAct5Ma95aUeEAmD8iYmGbaySHrQQbbbBGYPa59PBPC7GB+PxwO1nkliTSghJ4mJoJa3z1POS02Dbh/YNWr12YouYXzmnVvecbvP70zSWQa1sgxrMoZ+8RHUmEamA+xy9HEHp4AHh1LZQGZnDwAwub/D+OZyTteTQK29gtDw7gaDqwvhAzaMD6yd80Hq2jenj7r2idsCAJEV1D/7nE3wsRdd8JskFgQxU+FH/JYHtEGyzGhsUhLFv+lx+x17ktFbno4ge842bFLZt9DHI8j2xMR0seTxcJ3gtvP+7SPcHr8EeWq4PWVwK+cLyB4cJwK3zn6BcNu8ZqtFUgp5YxPyxiZ/jPXxIdZCDtQCbi7ZBOhpql2JBY54cOt5vnKuBe6zxbWPTIZQm5ezZXG1+g6M9PykMqHPcD27PW05Xw8pkBr3kbXn/ZiKnT6ZynL1+LGRqE2YsXJZ8mzBloIgZYxR6d1BNSZ8oPP5UcKmHuhqZrY0LrEs5Np3SA+7s0a+P7xDj+iimH9TYv83lTS0hnuSWNfTP9SNBfE+bo3aLUeN2uszQNd8B7OgJXLDgT6ATJ7NmJUke91xtjRjKLuufaI+QRCoVuvI2JHG8f0txrdXc7pWD7WNOajtX10GPlD8fGDtHjckCbVSKoXGF18ilS/AMg00f3zju+hC0GfnqYiitDwRDbRJAG0SIDu9Hxb5E8tuDMj10xOlnwhu46QmONuY9mIO424HRJJRf/UZchsbgXA7d/+sEm6HQwa3pgk1V0Dp+NXTwu1oyODWNCHn8gxupdXCrfFwB6PJSnLJ1Q3IjW3+WOvjQxy4pdQCmtePtW4rdWGtW3df5o/Pvrln3vw+YmhQ7i4eJ5VVN0OvVBaNLR77y7rG8m61MSghGBRrkUqCWTTYRsxhaSF5tmCbn/RQHLQguS4k3oU2/b8f1ALzP7JFKcY5ZykvdoEo+lhow61LZN/d33lRG5k8tI1tWFL8SWIz/SGgdvbQ5NWoNQ1fm0ktkSvli1DtygPWsA/t4gTUMmf7RXadOpOA2rRdY3XcvMHk9npO16qhNltvoGBHjoe31+hfXcIp6wK1FIAy/STsWElsYk8SCfJD1MZvghivr2hwTQpoo0iSUJq07rCQG3RO/QBX5LNbwqYmiNpQ00Tz3Y8YPDQBQlA9fIHidrSKCSuH2w9TuM3bcCs/Mdy+d8DtCy7c8sdY8XPB6UMg3Lbvod9eglIKuVyFsrXLBzpwtrmeOfPbQvjqqXW7G6nW7ePzNfj8zODWnlTmXKlMqzRgQTypzGPb57fh8QaxLOQ6d0jZtd/DlgQL5KUEx7Wo8mzBNjMZxEo9EL6B4LG/CcJKeWXtUl6j/mxpXOFFJrgJnf93+8l8euyjF6rQK425lcTiTBJj+sQ3iKdGbbn2WKO271+jlge1U4kFtcUylG0GcGa/C+3ydGaQN2guBWprjUeovbvG5O7Gc9zuPiJdQh8cbYOhdhN5+5wMbq/Rv76CU5KEWvfg5Ae13rZAplRG47MvICms8sHtD9/BGD9O9PPzQ9Qmai4tT+JEF919wwLtMgA2qsTxYVmAK+qzCNwKr0tK0fr4Ad1r9uJX2tlF9fAY1J4UJbLNGyt5bZcDtz/CMtnCE+UXL58Wbscj9E/fgZoG5GzOhlvZ29ZHl+g8TP8WBJlmtw3j+hzUsiAVSlB2DkBBvH04x+R+ts9vC7GQQ6/DJkZTC8jlQTf3QSVZoIN3jOGfy9N9s5XKWiwVw8rkoW3scCeViQA5PG9MOwKZYcdTEkwXlAQTvTzwxpmnGPOeLdiG/tE5P4ynjUOn8weflfLqt2aN/MCZQnyROQd7N6RZkKBVNmEUyiwC1muHWknMrZ/54HyT9N7MHqitbbFlBwH2aeY+eo1a3vl1nxeev1KlBmWLffo3u23o1958TB5MO3WKfA0NtRubSG9uAwDGt9eYNG+Fx706qGXnZHBzhcGSoVbUTnQsTtv5egMbr16DSBLG3Tbu3nwPS/fmRIfRP5VFo7RJAG2QrAPIBkkU/8KAfNB5C9uH55MoNSHIjrNN9/ICrdOPAChyG3VsvHw9iz46bYv6rxZuR3ZaggElm0f5xdNGbq3xGP2T96CGDbeHL0Dk6HDLHTN5x8DpY/a70K/OQKkFKZeHsnsI6ijnFgZumR2vD4FR0NGATZA2TSCdscuBpQQ6Hvs9+uR9zoZ5/kujHtT7K8A0Yakpln6opH3Pl/vY/OCW54OqzZcEGxbrGGdLkVITRHZWKc8WbAH+xeI+4VGqHkwyBQxKdVYr1tB9S3nxdAn3cW6GWT6txBLJzUwOoBRq6xZy72GhSWI8257KB8Qu51UosUb310D73tem0+9FoVauNaDUtwBKZ5+jwth16gzyVTQoz6C2voV0YwsAMLq5wuR+zaD25hpOWSeoLe3sonJwBIBg0LxD85248oFvxM0hUSaI8WSZQJsEyE79iPsnvt3okOvnf5R+oj48X+Lm3U5l0LxD8+2PoJY1+5JAXIXj1wZuRyO0Z3Cbe3q4nYxZ5NYwIGeyyB5Eh1unD2Hh1tnHGvahX5yCWiakDJtITO3ocdAxRYVbj6+TMXB9ysqCKSqL3KYzAh0c+w645T2rReeHaGOozXNI+gSWJEPb2IaRKczsLSPvlpUEu4E66oMSYJwrYljcgAnC1eXWyTu/q5ZnC7a+PzDnB/C7CCwAo2INo3wZlBCo4+HCpbz83rJm+bRqBlp9F5aigpgGmzU56rt0hbxRILbtmSRm1/FDNscqO9xeAP2u7w0oWnghTCTcfTxyYxtyrQ5QCuP+lk0gENj1+A/vfu5gGtAn1dhGur4JABjdXEJ7uIukS+TD3LE62gZCbSNZqHWDxiJL5M61JQTVo+NZOa/ulR0p4wz6bt08PwFx1QNeP95YGhWqgvq5/Yg6gE/tuv8sKknoDQu5iwCuqA/PF7fEybt17h93O7h98z0sQ4dq537L6YyvXb/7Zplwa6wd3E7QP3kHy9AhZbLIHr4EkRVv2xC6RH0C4XY8hH5+AmqaIKk01P1jUFn19OE/W7y/VSS4NXQGt5MRIMsMbnMFF9R5xzk33PLOgR8TENOE0ryEPBqwSWWVOrRizXPOwjABhff34fkACmT7LWS69yCUQk9l2GplSspzjnn8xGOrVcqzBVvA+4P5vVWIQNSUVfTKm9BSWRBKkem1kOndzxT4vv1AfBGxv8/vm1t0IVeCvrENKkmQtDHUuwuQWb1Wn5uHd3FDbNtbzivFatSm0qyu380ZMB763jSLlvNy6la2diGXq6CUQr+9gtHyzpznDkbwnmtRn0Co3dxBaqMBABhdX0B7aEbSJfLBud3ZNhTUbiULtU6JArUiuwAAImHjxSvk7JeSh5MP6F55I+0iP5zX1lSipB7wJApIOfv4f3aPFp2dHhfv+FYhce0vC3D9XjTC+BAXbqdt9OEANz98B2MyhpxKo/H5l1ByOY/dsPp/o+BWm2Bw8h6WrkFKZxjcKsnDrR9kWtoY+vlHUEMHUVSo+0eAkgp1TCIG8IKpwFfLsuu291g5sPpO5HJg7tQE3jmiLt8IpZBbN1C6LVAAZr4ErboNy0a4QL9dx+n+ffgcA6QmQ+RaN3YZMhmDEn+1Mreu6fl13w+rkmcLtiLYjJJ6MLeKmGkg175FatyfNfK9KHx98V50c4sulOowSuyNTB72oDSvQGZVAPgXPm8f88NngHD5z8p5HQCKAmgT4OoU0CZ8vS6/3edYdOzOczO/jUDZ2YdUKIFSC8b1Bcxuy+OzCGrd9kR9AqF2axepWh0AMLw6h9a6j6RL5INzu7Pts4FaWcbG68+QKVdAqYXm+7eRynnxoGYRqI0TpQ0LtGFkaidk85WK07cw/oUFXD97YfuIfOLBbVDerV+Ky7QcmDboQ1IUND77AqlCUXgPifTz2rof6M8Vbk1dg5RO23CretuG0CXq4zwO7rNLn7DFebQJiKwwuE1lHO0ej8nPjzgLOVDLAu6ugO4D2xaxHBjzi6PX7zlO7Ull/dbjYg7pDMu7tSPWYSaVuc+N2PZjf8nQkW/fQBkPQQlhq5UVg1cr453jVcmzBlse1Ir2OX8YiwKjQnVuFbFc6waSrnkulOgXjHff3KILG9swcwWAUiide8jtOxDQ8BfrdN/cm+HjvtnA4PYrX3os5zUesBq1Ict58c6x8By59gEAJRKU3UNI9mcd4/IcZr/j0OPtswyoTW/vIVXdACjF8PIMevshki6RD87tvIFbpG8eai/XFmqJDQbpQhHUNHH34w8Yd9ri/gFQG3bBBef17KdfZMfZPgmgnfoTommwrqlPkgRJVaFkMlBzWcjpFIgigxLxcUa2FdLvoPOwiuitWxaZVGYZBrtWe10QyfFi5mPT71p2t33WcKtrDG61CaSUDbfqauF2tpz6eARIMtS9IyCT89UZFW6d2zznq9UEHm4BSoXlwKJUTJi35X1mT7dJ4wHU5iXIbDGHXRipx8Uc4uTd8m077neLItu7f1ytLJVFr7wJU1ZDcc+qhdCnsrwk6Xa7KJfL+J/+l38DWfVxYoAoSgvM/yCmrGBYqMFUVBAKpAZtpEa9uStA9Hbj1uXZx7m4HxddSEGvbsGSZRDLgtq6BZkMA3Vw93EGW+ev7K58gPIGaLnGdva7bKKYoG/iUCvJUHcPQVJpUMuCfnkGazwQ2p3zH/z93EEkwI/09j7UShUzqO22I+kS+eDczhuwRfq8UHsDp6wL1EqpFOqffQEllYap62i+/QH6aMTty/PD3WbRKC1P/Ea4IKANkkVGT0lVkcplkcrmkMpkoWYzkBUFkixDkhUQSQJxlaVyimWajj8GTF2HNhpBGw2hDUfQxiOQmP75mHW08W9EwN8v6sZrz2vLsytztrk3ufXP9hOCjRcvka3UAFC0Tk8wvG/OtXbb9NPtbisRUTsf/QLbSjaLysvXkGQFxmiIzod3oJYpbC85/i5qw/ND3Ha+H1FU5I9eQk6lYekaRqfvQe3KJ4Rj20+XqI/zOLh+SxJSOweQ7FU4jZsLWIO+r06eHxLnPEicdp7zlS0AjW22Ops2Brm7BDFN7u/AP9c++3zOEZUkGNUtWOksCFi1JGXQnh2j3znj6ve1/eijqaQwKm3AkhVWGWrQhjoZcq+1ab//1b/+f4AnU17rdDoolUrcNnHk+YLt3/6fI5tSfWHLDQRaKouRHaUlpols7x6KPvGFmzBvPuzv8/ucYGNkCtDLG6CEQNI1KA83IIL6tIH6faDWk08LArqxBeRZPV507pdS+YD5xdkmq1D3DkEUFdQ0oV+ewpp4oWjpULtzALVcsaH2FHq3E0mXyAfn9ucItXImi/rrzyGrKozJGHdv38CcTPh9Q0TlVgm1qwZaJZNGtlRGOpdHKpuFms1Cds3I9/PHMk1Wx1OWIclycCe7nz4eMcgdDTHu9zDp9SNHUYIgN0nAjdTWtXEhuAVQPTxGvs5y6zsX5+jfXnu8EQGhW/dvFtwqyB++hJzOgOo6hmfvQTXN2zaELlEf53Fw/SYE6vY+ZPtZZtxewep1EoHbINuEEJYGsbkHyDJgGCB3FyC6FhluhefB1XcGtwDMch1mvgQCQBoPobbvMF2zLgzczvvhZ9vhuCRhVKzBSGcBsFzcbL8NAsq9fv7X/5f/J3jyW7ANKU6wTfM+jbhAYxq1HOcrmGTyAABZGyPbvYdErYAIqVeXZx8HIh7zaQGjVIOZZ+uYy6MB5PYtiBua/eCcAzA8wPFArSSx1IN0ljW6vwEG/pUPnHrCQq0IvKCmoewegMgK+6R0cQpL90JRWKgV9fGHWoL07j7UUgWgFIOLExi96dLE4XR523B8c7R9LlCr5vPYePUZJFmBPhri7u0bYY3aOPm0YYGWpz9qWz+bYXTyhEgSMsUicpUKcuUK1EzG04aB55hFWEcj6KMRTF2HZZlz0dhpmTSnSLIMyRHdlWQZajqNVNaOAOdyXAC2TBOjbgeDdhvDdnv2m4U6pgUAd1XR20XhtrS7h5Jd0aN3c43u5fmawm0GlZefrQ/cygqL3KYzoIaO0ekHWNrE25ajL4oPvnALQN3cg1wqA4TAbN7AbD8EAjPPD4nTJxASFYXBrZoGLAukeQUyHs71kUR9ER1undusXBFGuQ4QAmLoUB9uIFsGx6YPXPv85ly4JYCWLULLV0AJIBsGcv17yKbh0fVbsF1Qpifqn/0PLGIbmHogyaxG2zT1YNhBatido4YoqQfz7bz7HvNpJejVTVipDCgApdeC1GsF1qfl6Wd+RIBaRWVQq6YAy2Qrq4xHK4FaSgGSzrIlciUJljZhtQlNLxRx0x4EOt3bgvwACDK7B1BKZQa15x9h9HuRANnbhuObo220OrXrCbUUQLpYwsZLtvDCpN9D892PoKZ3iWOeD0lCbVJR2qSAVk6lkK9WkStXkCmVIDkWAKCWhXG/h3GvZ6cLjKC77rkgoZTCDT5+oqRSUG3QTedyyJbKUFKpuTaT4RDDdgvDdhuTfj+U3lUBbpKpCVHgtrC1jcreAQBW+7Z9dvIJwO0AnQ/vnxhuZeQOX0LJZEENA6PT90uF2/n+j/uVjS0o1Q0Gt60mzPu70Me1MNxKEtDYATIsLYK0bkH63bk+fnDL/AoBn5x9VM1Ar22CygpLZ2zfQdFGQt/99DvPT1BqgqGkMCrVQWV5lpqQmgzn2v/Bb8F2MXGCbUadL0PihgE9lcUwX2EltSwLmW5zaakHgCOfVk5Br22yHBXLgtK+gzTLK10cap37PInkqQyDWlkGDA24vQR0LVSE2Xs8Pv5xzw9AsnmoO/sAIbDGI+iXrOB2KNsCnTzffKGWEGR2D6EUS4BlsUjtWkHtelY/oAAy5QpqL16CEAmjThsP79+BUvHCC/O64JEkoTbpKG2YkZEQgmy1glJjE9lSeW4w1ycTjDptDNptjLrd2XUe1v4iIoLLVC6HfIXBd7pQ8Pjba96hd3cLUwuO5MYF3GVEb5OG29xGHbWjYwAEw9Y9WicfZ1/SeDafDm6daQkDO3JrrQ/cnn2ANRl723L0JQq3lTqU+iaD204L5t316uAWADa2gEKZbes+AO17EMf+JOCW15dKMozaFqxUhuXddh+gDLuJ5d3y2hHCAnXj4gYMuyZ0ejJExpGa8FuwXVCmJ+r/9D/8z5BVBTP2AIxzZUyybAUPWZsg27uHZJkemAwPbeHA0EjnoFcaLI/X/mRADI1jy88P+/8RJokBYMWkN7YAIrEi07eXgGVGhloRJAVBrVQoQtnaYzqGfWhXZzOjK4XavSMohSJgWeiff4Q56D8x1DaQ32bnZZ2hNlutoXb0AiDsYf/w8QP39+P54N6fdD5tklHaMCOims2g2NhEcaMOWX0sED/qdTFotTDqtKGNRnN9nnqo9QCWoiBXLiNXriBXqc5yfimlGHba6N7eYtTpBJ4QP8CNGr1dJ7jNVqqOl7gWHj68X3u41YcDdD8+MdxKMnKHL6Bkc6CmgdHZR1a5wN2Woy9JuJVLVSibOyAArEEPxs0liGM8SAJuRbYJIUC5BlRY6UgMeiD3N3M5qE49/GONCbcgMCt1mLkiCAB51IfSvodkzyT1850LsI/mOVA7dyFDy5Wg5cp2aoKOXP8Bsmngf/N//X+BJ78F25AyPVH/x//F7yE7zbG191FKYdmpB4Zddy817CI96MwRw6KpB85tznxas1iBUaiAApDGIyitG5BZtEusY1GopQBQqrJ6ewAw7APNK4B6S4jxfJ/fFuAfePsBqVSB0tgGYK/7fX3uOSahbYFO97a5/Zw+IBKy+0eQ8wVQy8Lg7APM4eBJoTazUUdhZx8AMLi9wuB6PaE2t1FH9fAIAMHgvonWyQdx3wSgNizQRm/rP9z57SaShPxGDaX6JjLF4my7oU3Qu7tDt3kHw548F9beU4r7IZav1VBqbCHreMAYuobe3R16d95j8+oLZ2tu+wpSExaB20ypjI1Xr0GIhHG3g4f37wBqudo/Pdyq2SzKawS3kCTkD19AyeZBTZNFbp8CbgslKFt7IITAGg1gXJ2Hhlvn32NXTMiXWPSWEGA8AmleglhWZLh17helBDi3UQA0X4JRYikZkj6B+nALiZrhfQ84P8LUBDWNUXHjMTWh38L/+C//LXjyW7ANKU6wzajzS+3pqQyG+SqoJIFYFjK9e6ja2BMddf7dD2rDph5YkKBXG7DSWZZP2+9A6t7PLpYwUMuDF559b+UDgFY3gWLZPkEtoHUXCGeJlfOigFzZgFzfBCiF2WlBv7sKbxve/bGgVpKQ3T+GnMuDWiYGpx9hjtYJaq8xuL6CU9YFavONTVT2DwEA/btbtM9OxH1XCLWritISSUZpaxOV7Z1ZdJZSikGrhd7dLYZzNXs/zeF0DpIyLBpdqjdcx/uA9uUltOEwQFewDc++sNC6JLjl6Z62SReLqL/6fJZTfv/uR7YClcDek8FtLovyi88gyTL0YR+dj+/ZJCZB+5XA7cExlFzBhtuPsFyTqUT6koRbKVuAurMPIkmgkzH0yzMQanr7BBxXbLjNZIHGLiDJgK6xcmCGvnS4BQCayrK8W0mGZJlQW3eQ9THHbjDcMl/87D/qsCQJo+IGzFQGkmXhf/u//5+gcKrA/BZsQ8r0RP1TO2I7Sz1wVj3QJ6zqQQKpB+zv8Gx7zKdV2SQxRQWhFpR2E9KoH0rHwlArSaAbO0A2xxq17oBeO7Tv89sCzoFr31S3XN+CXKkBlMJ4aMJ4uPXYdvZbOtSaJovUjoZPC7W1Ogq7DGqHt9forynUFra2Ubb97N1coXPBj7TzfAiC2qRTD5IGWkmWUdreRnlre/aZXh+P0b29Qe++CdNRUSCJYTSJkdgvahpex+zpiXylilJjE7lKZbZ/0GqhdXkObSAG3FVHb+PALa+fSG8qX0Dj9ecgsgxtOEDz7RvANF1t1wFucyi/eL10uHW294VbIiF3cAQ1XwS1TIzOTmCNBkJdzu1RfOABprOflM6y0pKSDKpr0C9PQUwj8nGFhVunbUIIm6i9ucuW/jVNVjFhMvLRw/MrJHy6+8oqm9OjpmPn3c7Z8jk/vNQEWZ/gf/w//9/Bk9+CbUhxgm1GUeyqBzWY9lrSYVIP5ra5/j3f3qtjPp82D71Sd+TT3oIYE46+kDaiQK2igDb27MoHFks9GA1WCrXK1i6kYplBbfMGRvs+lG0/nW4/5nwCZ78kIXvwArKd79U/ZZ/E1gZq727Qv7qEU9YFaks7uyjaE9q6VxfoOvz81KHWF2gVBWUbaKcls7TRCK3LC/TnlgmON3SuesSNC7vOh1Qqm0N1dxf52sZs+6DdQuviAtpgEMs2D3CTTk1IEm7VXA6Nz76Ylbhrvn0DahiutmsCty9fQ5LWBW4JcvvHUAtFUMvC6PwE1rAv1CXStzDcptJQd49AFAXUNGBcnLIJ1BGPK3atW0lmcGuX2CQPNyCDnkv3cuCWEgKz3ICZKyw975an4+/+3/7f4MlvwTakTE/U/+G//z0o+eJc1YP0gqkH8+3g2TafT1uFUSg/5tO2b0Cs5efTArArH+wAsgIYul35YLIQ1AbB3/w2AmV7H1IuDwoK4+YSZq8TyrZQZyyolZE9OGZQaxjon76HNRkH6hLqE/gRCWqrGyjYpYSGdzcYXF+K/Qnjw5Kgtry3j8Imy4luX5yh75jQtgqoXTT1IE6UVpJllHd25oB2MhyidXmOwcNDKN1R7D2VxAHd6YNKzWRQ3d1DYaM+B7jtiwtMYgBulOhtUnALxM+7VbNZ1F9/wRYlGY9w9+MP6w+3gz46H98xmBK0Xw3cHkEtsEo0wyeCW6KoUHePIKVYwEe/PAWdjAUQ6X9csSomEMJybvMM4kjnHug8gAj1eI93kbxbK1+GWaoBhIDoGlIPN7HzbpkvfvYft/3hv1kt2ErBTT5NGeXKGBRroJIEWZsg17oODbUUXrii1DvRyrltLp+2tjWDWqXfhvJwtTqozeZBt/YY1Gpj4Pp0DmopTQZqeecIACiRoO4eMqilFozL86VA7dzvAe9+IsvIHr5YK6hNV2uPUNu8XWOoPZhBbevsZKlQ67weRTp5eqftokAtz9ZUCo06Dn72c1R39yDJMiaDAa7e/IDzX//FDGqd11yQTG2tG9QC876F9W967Pp4jNv373D6F79E9+4WlFLkK1Xsff1T1F+8mKsQ4bYp0svdvkCk3u/6nor3uvTXO92vj0a4e/M9DG0CJZNF4/MvQVzHLLpf3Xrdfs3dv4L71Xtf8/fpw8dFG9R8AaWjlwAhwvZBKWB+fvDHbFc/SjE8P4He6wCShNzB8WyVsHDjnvi56ewnHIOnzx1Dh35uV2mQJKh7RyDZHJ8LHHp4z2je85H3HJ3jBcsCmtdslU8AtLwBWtsCBRHo8R4v79oIc64IAHnQgXp/DVgmLDUFrbELU03PbHp4gsMLvGdvUJBw1fJswVbL5ACw1INc5xbE5OfT8qB2Kr7Aaf/FeTGYsgqtvgPT/tSgtm4hd9nbWBAYcy8k8Px89M9d+YAWK6D1HYBIrPLB9RlgBpfzSmo1MSopbKDIZEEtE/rFKcxhT3junMfg1BsGat19nNsZ1L6EnMmCGjr6p++eHmor1RnUju7vMLi6WE+o3T9AYXMLANA6+YDBnSAn2gWVPEgKA7VuWXXqQTpfwO7XX2PzxSvIqgptNGRA+82vMGy3ZjrDDNLTc7CM8Zw6/ktcdwS/p+fCmExw9+E9Tv/il+g17wAApcYmDn72c5S2tnztiHR6tguuBc81HBJu3Tbiwq0xGePuxx8Y3KYzLD1hHeF2MEDHro6QKhRRskv1idqvBm5PoXU7ACF2hZqSUJdIX5APomfa7PljGdAvTmANBwAhLBCTL/rC7bx9/+fk3HNZ5HP7Hri/ZjsKJdDNXTYnhquH40NMuAUAoo2QuruEpE9gSTK0jR3o2aLn5cCPe+Z9efy3l2fCBwOSlGcLtsSykO3cIePIpw068f4/kPfHdden1eq7bJKYaUBtXi51kpgHaqsN0GqDfTvotdlqYn43FvgwZtGYUCurUPePQFJpUNOAfn4ymwHLO3ce+zydvBs6YNAhioLs4UtI6QwsXUP/5D2syYSrK4w+oR+OtoFQW66guH8EAoLRQxP9y/M1hdpDFBpbACgeTj5gMJdPKrbPG7dWDbVCOKJ8HbKqov7iJfa+/hqZfAGWaaJ5eoKzX0cD2qn+uGM3Dflf1D5xJeyxOAH39v07nH/za4wHfUiyjPrRMfZ/+jtzJdHcNkQ6PdsEx+O5lnnniXftuDbGhVtzMmGR2wmD2/qawq3Wd8JtCaXD46eFW1CMLk6hdVo23B5CLiQPt85j4T9/LWhXpzDtVcGU7T1Ipcrcc8rvmSeCW79nq8fnfhe4vWBzYDI50K0DNjeGo4f3DHVe81y/ffrC1KE0LyGP+qAAjPIG9NIGLEo8587tP9eG4zzxztGq5dmCba59s3ApL78f1JlPqxeq0KuboIRAmoyg3p2D6BOXPs6FybHBfBHfkJ5JYkRiK4kVK6xR6w54uBXr9rnx4i68ADXNoFZRQXUd2tlHWNpYaNtpn3dDiPqFgtoDBrWmrmFgL+koHARjDuK8wVOkL1Uqo3hwBAAMai/O1hJqKweHKDQ2AVA8nHzEMCbUmpQmArXO+8XZJmrqgUcIQWlri0UWGw0AQPfuDqd/8Ut0rh9rO4cF2iiSJIAu29b0+IKOcXquJoM+Lr75NW4/vIep60jlctj9yVfYfPUKspri9BNcB6LfMuZLTxgbseFW03D3oxtuU662PvfgyuC2j87Je1BqIVV8HI9E7VcCt5dnj3C7dwjZLkcZFW65z3dHPz+4BaXQr89hdtsAAGVzB3JlI3DM94Nb5/ZQcDsesnRBQwfUFOjWIai9ehdfD+94xc95PtTbz0tKIbduoXQfAEph5orQ69uwiBzef48v3n1PAbjPFmyJaQWA5OMFy/sxMNsGzzZxPm0Hyv1i+bRuqHXevB6olRXQrX0gm2dvfXdXQLcl9D8q1Aa/tQIkk2XpB7ICS5tAO/8IOltJzdvHaT/KoBkMtSqyh68gpdMwtQkGJ+9hadrTQm3RjpCAYNx6WBhq3ZIk1ObrNtR+/LAQ1LolCGpDR9oEYMYbNEXQlM7nsf/1T1E/OoYkyxgP+jj/9te4+/AOpq4vBWhXAbFxfIniT5hjnp633t0te0m4uQalFIWNOg5+9jOUtreFunm6uL/rWsPtmMHt52sKt70eOh8Z3KZLlTWAWzC4bT8wuN09gFyqzNr6PXdE+mLBLQD99hJG6x6gFHJ9E/LGZiS49XuGiuBwzmddY3A7GQGyDLq5D5or+uh57Pvom0C3u52rLwEg99tQH24Ay4Sppu2828zM7iJ5t08BtcAzBlvA/YOG+wH8frz5fFo78TqdBahl59PeC/Np3T48brP/zxngnH3dnwZoKgO6fQCk0uxt7+YMGPUDb3jeJ4bYq4nlC1B3DwFJgjUeQj//CGrqwuOes8/RKeoXCLWqytIPUikGtafvQfWngdqppIolltMGgnH7Ab3zk4Wh1nmNJAe1R/NQ++AtyebWydPLi9KGgVq3hAEVkX5Rf0IIqvv72P3qa6RyOZi6jtsP73Hxza8x6fdDDcDO8cC33YoisklIVD+DzsH0PFqmiebJR5x/8yuMez2WnnB4hN2vvoKayXD1ivTxfA7TP9QXANeGheD2zQ8MblNpBrepp4NbkV2t10P35AMotZAuV1HcP7L18tuvBG6vzjFp3TO43dmHUq562ott+z/reOO1yHfj/gZG8wagFHJ1A8rmbmi4df5dBLeBeaumCdycA8MeSxWpb7OJZUI9PN8CzodPXzIZuvJut6HnSjONQakJYc/TquTZgi3/Bw134/F+eHd9Wq2+A0tWWH3au6vAfFpfcIb4onHanu3LFVyVD84AbbHKB2HO0xzUFstQtvcBQmAOetAuTkAtU3j+5uyDv9/vfIn6ETX1CLWTMQYn70B1PXGoDSsUgDqdqAGCcaeF3tk6Q20DWALUuiUIEnhtxO34vwlvcyqXw97XP0V1ly2r2btv4vRX/w09e1Jc0kC7qMxeXGP8WchuBMgNOidTf7ThEBfffYPbD+9gmSYyhSL2fvo73MllIp0iuA0FriGuscTgVp+H20aCaQnidgLd7j6OfZNuF93Tj6CUsgmt9oqConFoFXA7vr7A5KEJEILMzj6Ucs3TXmyb//zg+Rw0qcto30O/uQSlFqRiCcrOAZwF0py++B2baHwOhFtK2VfXWcWEGujGNpKomODLH48XMcu7HfZAARilGvRyw5N369YjtAGEGE2WI88WbIHgk+3c5/dDefNpGyyfdjyEenfhWXSBe9HAezEwf8QXO3eSWKnKqXxg8HUH3FS8pPfggQmQKjUoW6xwv9ltQ786mxnm2Z87Dnj3O/tFgVCippA7fAlJtaH29D2oYYgH2gQG6enxiNqw0joMaifd9hpD7aEDat9/0lArgqLK7i72vv7pLEp79eYH3L57C8swfGFwqs+HL2b+xQXapcBpQjqTBtze3R3OfvXfMOy0IUkS6kfH2PnySygpfu6tSA/Pz6D+q4dblpYgTyO3CUwos3zbCXTPd5nbN+l0ZnCbqdRmi8WIxqOVwO3NJSb3rLpGZmcPSmW5cDun19HA7LVhXJ6DUgtSLg9l9xCUSJ4+QccmmoQdWA6MUlYxoWlXTMgXQTf3fCsmuI/Zef/yfhe/80Uohdy+g9ppApTCyNpBPEfebdzUhFXKswVbvxMsBDmfC9GTT9trQ3m4BqHh8mk94Dx38Xl98OTTAqDVTdBKnW3stkJXPkhs4QUKyLUGlPoWu+hb99Bv+atRuV8KnDpFxxwJalMMaomq2pHap4daJZdH6eglCJEw6dkPDyu+D6wd/wG3CNSW9w9c6QcP3L5PBbX8iFz41AM1k8HuV1+htn8AQgj6D/c4/dV/w7DdCoQ9n12+/gX2ockBbFSJazssuDsfbCL7hqbh6ofvcffxPSzTRLZUxv7v/Az5jQ2uPpEeno9B/VcLt/oMbpVUGvXPvkikzm3ycNtm6VGgyNTqyO/sevqsHG5vrzC+Z19SMtt7UCobnvZi2wHPE0e/QLgd9qBfnIJaJiR7DgmV5FjHFrsc2KAL3J4DlglksnbFBHWuz6KTyjxMYm8jAKRBF+r9NYjprHf7mEYUtSTYquXZgi0Q/gJ0Dsw8IOTm0/bE9WnndXN+eM7g5fRBXPmgzBo93AKtu0DbIgiLDbWNbci1OkApjPtbGPc3nmMT2od3/9w5iQChUirtgNoRg1rziaE2k0X5+CWIJEHr27ls6wi1e/t2SS+w6gdLitTyYCf+52P+4MjbXNxsYO/rnyJTKMI0DNy8e4ubtz/OorQiCYKzqW9hgfYpQTZIFoFcf73BNru3tyz3ts9yb7devcbm69eQFMWji6dvEbgNuqaThdsfZtUSGq8/B/EcX7j7Pmm4dcq41UL//BQAkN3YRG5rx9Nn1XA7ub12wO1uInDL6xcEt2zOyAmoaYCk0lD3j0Fl1Rea55/H/s/bcBUTRuyL7KxiwgFoKlzFhMdj9vKFiIHc24g2Qqp5AUmbz7udHk/UkmCrlGcLts6L2X1TBf0Qq8inde+fimeSGK/yQa8dOJjErVHLH4AAZWsXcqkCSin02ysYLcHMeZ59ePc7+0WF2uzhCxCFLWm5DlArpzMov3gNIsnQBnZpnTWE2tLO7uOKYqeLlfQS2eG1D6OT14ane9rXvZlIMjZfvULj+CUkWcaw08H5r/8C/fumL8SJAMrtV7hP8+sJsn4S1eegcxF0Pillq5ddfPsNHs7PQClFobaBva9/inS+wNXH08HzK1TflcGtXS3BXqGs/vpzEPnp4dZ9fKOHB/QuzwAAucYWsvZLr6jPyuC2yYImme1dqNW6p734WeXvR9CY7rx+LW1sV/nR2VK8+0cgasoXbud1eX83EWdwWYFSb8WErT1uxYSkJpV59psGlPtLyEO73m2pBqMSLu/WbWeV8mzBFgi+2Hg/sjOfVivWHPm0I24+rUgP90fGow9BUAsANJV+rHxgGoGVD4Kg1r1tzhbnXLHtBMrOAaRCCRQUxvUFzG7LY3/eVtAN73/ORP0Y1L6cQe3w9D2oY0W5qPpE/rvb+0NtGuWXr0FkGfpwgO7Hd6CmFckHtywDaovbOyhus8+N7bMTDOzVotx9PwWodUsqm8PeT79GYaMOSimapye4+uE7GJrmf54DxtyoQLuI0IT+W8iHFQHu1Ebr8gIX3/4a2ngENZ3G7k9+IpxYFsbXtYNbTUPzxx9g6hrUbA71158Bsuxq63MPrwpum030ry4AAPmtHWTrDd8+K4HbuxuM7xjcprd2uHAbRZ9ze6ixffp80jVo5x9haRMQWYG6fwySzi4Et87tgfYpdVVMkEDr27BKNQb3nN9FBLfu1IR5DhHYxjTv9hZKh5VEm+XdSsrMbpi821XKswVb5wXv/vFEJ30GtUSCXtuGmWflLlg+7RU3nzYO1D62e7TLrXywuf9Y+eDqdK7ygbM//+J2gq7DD85+4eBEZKh7R5ByeVBqwbg8h9nvcO1HgVqurYB+JJWxoVaBMR6uBdRKagrlF68hycynzsd3sGJArQgsk4LawuYWSjt7AID2xRn6PsvkivwC1hNqC/U6dr/+GqlMFoY2wcV336BzfeULaX7QNfUn+LN7/Ohs0kAapDuq/ijHFgZw/WxMBgOc//rX6D/cg9gTyzZfs68fYfUE+RPnukwKbo3JBHc//gDL0KHm8qi/+gyQJFdbn3t5RXA7vLvF4OYKAJDf3kOmVvftsxK4bd5gfHcNwIbbWmMhfc7tocb46fPN0O2VNEeAJEHdOwTJ5SPBrd+zOFQ5MErtOvX2fIjKBmhtC34VE/j+iZ/DItuU2vVuB535vNv6LoyQeberlmcLtkAI2ORcWKbCfjAznQEsC+rDzSyfNkjPPETb++belLw/OHeS2LTygSQBoz5wfe6pfBAEtY/b+H7OtnHOF6UAlRX26SWdAbVM6BenMIc9j/9RBrtFoDZ39IJB7WiI4cmHNYBaFeWXryEpKozJGO3372AZZiQfPH4sAWrzjU2U9w4AAJ3Lc/RvrgNt8/SuG9QSSUL9xUtsvnwFSZIwbLdx9utfzerSiiQpoI0iy4LYuD5E6hcBcMU6xOedUgpqmbh5+yOaJx9BLQuF2gb2f8qqWYTRw71e1glux2MGt6aBVL6wvnB7e42hHSUt7O4jXa359lkN3N4+wu3mNtSNzYX0ObdTR79AuLUM6BcnsIYDgBCo06+YLgB0+iLyJ245MEop0GoC93bFhELJt2KCu/9smwNu3ft5DOPcT7QRUnfTvFsJ+sY29Fw5VN7tKuXZgq0vbDq2zeXTZvLQNlg+rWToUJuXkMaDUHq4FyNnQHJeTKEqH9xeAtQKhMMkoRZqCureMcsnMgzo5x9hjYfe41sl1MoKjNGAlfSynhZqiaKg/OI1ZJUtCNF5zyYnRfHB44cAat0SBWpzG3VU7DqV3atL9K6vAm3z9K4KakUQ5d6kpNPY/eprlBoNUEpxf3aKqzff+04Q84Mrni/e/tGA9qlB1k/igHaY4180etu5ucbFd99Cn0zsyhZfh66asO5wq49Gj3BbKGLj5WtQQlxtxfe2qJ3vWBFinHPbHFxfYthkX3QKewdIlyu+fVYFt6NbNnalG1uJwq2zX3BagAXt8gRmj321VLb3IJWrQmjm65pyB39/UNSTUgr0u8DtRayKCY/+8fd7joNy9lsGq3c7mNa7rbK8W4jzblctzxZsAdHF6b2IZvm0FZZPK4+HUO4uQGZLw8a4CARQ67Y93U8JAa3Hq3ywSI1at38klWZL5CoKLE2Ddv4BljaZ7X9aqP0AWFZsfb6+ONr7Qq0so3z8CnKKLd3bfv8jTH15UMt703b359nNVquoHh4BAHo3V+jaOXR+tnl6o0JtmE/B/DbeAZAHo7lyhU00mtam/f47tK8ufcErCGj9YSw80K4zzPrJKgGX95s6dU8GfZx/8ysM2i1IkoStV6+xcXQEeCCQ35/nS2C/VcHtcIjmj29ALRPpYgm1Fy9Dw63f/SJancyjIyzcXl1g9NAEAUHx4AipYsm3zyrgVru/w+jGAbcJpiU4+wXBLQDoNxcw2w8ApVAa25CrG0K49fMnTK1b4TN0PLQrJmiRKibM++fdHxismz6bQSF37qC2HfVuN/zzblcpzxZs/d44nCd9Wp/WmU8rC+rTBkHtbBv8L0xv5QOZVT7I5QFqsfq0MSsfsO1iP5l/j9vmoDbNavYRWYY1GUO/+AhqhFsi108v14dPEWolCeXjl1AyWZi6jvaHtzA1PVCnW5YNtelSGbWjlwAI+ne36FycB9rm6Y0DtW4J1ya4HwCUtraw9fnnkBUF414PZ7/+FUa9ri/QCiFqCUC7iMzGggT+xPYhApiHBVxxf7FeyzBw/eYHPNjXbXlrG9uffwHJM/GK3z/ID951sSq41YYDNN/+CEotZMtVVA+PY40Vbp+Shtv+xRnG7QcABMXDF1DtihWiPovALb+tt5/2cPcYud3cflq4bV7DeGBQJ29sQt5oBOoV+RO7HJiuAVdnjxUTNvdAs/m5PmEqJjhTE7w2vcc/vfcJAGnY9eTd8urdrlqeLdgCwTBoyupjfdoE8mmBeajl+eGZJKamQLcOgVSGVT64PgdGg5VArVM/yeag7h0CksRq+F2wGn4i+x4fBHq5PgQMgiSVQe5wvaAWhKB09BJKNg/LNND58BbmRAvU6etHDKh1i/sBkSoUsPHyFUAIhg/3aJ+dBNp27wPWD2o3jo5QPzoGIQTdu1tcfP8tTF1c9cBvPE0CaONGZ5OG0bA2IutICHCDorcinQDQujjH1ZsfYJkmcuUydr/6Gko6HagjDNzy+q4Kbif9Hu7fvQUoRa62gfL+oXDccutdJdz2zk8x6XZAZmPffM6z1368cVjc1ttPu18fuDUebmE0bxjcVuuQG9uJwK3fM57SecCEZVdMGPUBSQKt78AqVli0mPPbiP0T7xeyzvR5PVfvVhLWu12lPFuwpQEXipHOQavvPtanDcinnW53/n/Oztybj3c/t/JBJge6dQAoCqBPWL06bczXH3DBB9WoZT7y9gNSvgB15wAgBNZwMFt1RXT8Hh8Eerk+hIVaZc2g9vAYar4AyzLR+fAOxngcqNPXj5hQKzoWAFCyOdRffgZCJIw6bTycfOD2c4t73zpBLZFkbH/+BcpbrP7u/ekJ7j68B3yASghMIaK0QbIozD6VxPUhScDl9xPDKaUUw3YLF999A0ObIJXNYu+rr5EpFD06eP3D+PBUcDvudnD/8T0AikJjE6Wd3aXDraiPcNy0KLqnH6D1e/bXqleQMxnfq2Fd4dbv2S3qF1StAACM9j30W1aFRS5VoGzthoJbnj+xy4FRyubidFssZafaAK02fOF2rv/Mv4D9PkzErXdbrmNa73bV8mzBFuD/qBYF9HwFenWT1aedjKA2g/Npg6CWZ9MJte79tFBiq4lJkiNfxhBfvBDrCqpRy3zk+ycVy1C29wFCYPZ70K5OQWdpGHy9v1FQC6C4f4hUsQxKLXQ/voc+HHLbuyUM1Pr2iQC1cjqD+uvPQGQZk14XD+/fzTr4PWzXGWqVVAp7X32FXKUCyzRx/eMPaPuU8hJBksgHpy9BwBcVaNcBZkXi9C2sf1EA10+HuJ9YnzYc4vybX2M86ENWVex8+SUKrkllvN9+XeF2KqPWA1qn7ItKcXsXhc2tpcKt33EIx0+LonPyHvpwYM8veA0plfL1c85GyHa+PiQAt87tcZ8Pon5mtwXj+gIUFFKhBGXnABTE0Ta8P7HhFgBad2xuDqVAsQLa2GWrlgr5gedfwH4fOPbUu80VoNe3YZH5FKJVyLMFW+dFMZdPW92EYYfqlX4Hyv0ViDWfT8v+Ds42zo/KgVrnfl7lA6tcB61tsberfod9SrAs34uGp4tt8x7znC/wgdpKDcoWK9pvdtvQr8+4MPSbDLVsZnAVlFJ0Tz5A6/e57UP74XogCX+/CFArqSnUX38OSVFZDt87lsPn7ufWu85Qm84XsPc1K/lkaBouv/8Wg1ZL+HD0A9pForRRgHadYdZPkgZcP31xUxNMXcfld9+i//AAIknYfPUalb29QB08X54abp37Bs27WQ58ee8AuY2N2HDrlETh1rTQ+fgOxngEya4II6mqsH2YT89hxuZPCm77HRiX56DUgpTLQ9k9tKEyuj9xa91SSoFem9W7tSwgmwfd2merlzrug7gVE/zO3XT/XL1by4SppqE1dqHrj3NRViHPFmwBTj5tfQdmJgdQCrV1B7l7z82nDYLa2TYB1PLsM6gloBvbQLnKNrabwP2NWD9nsJi/QPltnVDL3w/ItQaU+hZAqf055XJuv68PDt3PGWrz27vIVDdAQdE7+4hJtwuRhPJjCVBLFAX1zz6HnEpBH4/QfPsG1Pq0oTZfq2HnJz+BrKqsgP83v8ZkMOD25fX3s+/0Iyi6GBVoF5Xp2LPIn8XshwfzsIDr15/fh38clFJQy8LN2zdoXbGxqra3j8bLlyAxKiasE9z2bq7Qs2f8Vw+Pka1UY8Gtu12ScGsZJtof3sKYjCHbC9MQWQkFt4uM0Z8U3A57szQ+KcMmYkOWI8Ft0LM9VDmwUZ+tUmoaQCrNKiaoqbl+y5hU5tzO6t1eQtI1SIMeVFXFKuXZgq0TFI1Uli0Bp6ggpsHyaUe9WTs/qBTuh/9+T+UDSQLd3APyRdaweQV0HgLtu3U9bgvwlXMupjbk+hbk6gZAKYx7OwHesd/XBx+9/O3+NzNR0w6oHa4N1GYbm8jWWb3E/vkZxu02nBLZjyVALSQJG68+g5LOwNAmaP74ZlZPN+gh7ZSngloexJS2trD1+jNIkoSBnV8ZZ5JY3Cht1JzSOEC7DCj10x1PTzKA66cnavR2quvh7BS3H96DUopivYHtL74MtVLZOsNt5+LcXuaaoHr8AqlCcaVwO+8j366l25NmdQ1yKo3yi1cgkrQWcDu+dSziELD8rnP7InDLfe6Ph9DP2cTraelMyEpouHX+PQzcCtlBm8xWK4WiMLjNZH10iY5dvD+QXUwdSvMCcq+FVcuzBVuAXRhGvgS9tgVKJEgTtmoG0ad1Wb0X9fyPxdk/9ybDvyk8k8RkdmEhk32cxTjoBd5UQTVq52yEHETkxg7kMosI6LdXMFpNXx/mjsdHL3+7v09ETT1C7XiI4ZpAbaa6gbydotG/Osfo4R5OieqHW/xWFZu3I25HCcHGy1dI5fKwDGO2Jj3Ptt/DOc7iC35+8uyF1VvZ3UX96BgA0Lm+xvWbH0AdKTru/lx48YWl4ChtkMSB2WUA7KrsJwm4fn35fcS6ene3uPrhO1imiWyphJ2ffAlJUQL7rzPctk4/YtR+ACES6i9fQ7FBRGRHrHO+XRi49Z4X/j5T09F5/xaWoUPJZFE6egkQ8uRwO7m/nVt+V6ls8NtzdCbx/Jh7/mtjaOcfQQ0dRE1B3T8CFHUpcCvygVJqV1k6Y3N4JAm0sQeaKwp1OccHEdxy9/v0J5S6jnI18mzB1qIERqUOo1QDBSAPulDurxhYQgCtATePaPCY/pVb+UBNg24fAGoKMHR2oU1GoaCWZ2sRqFW2diGXyqAAjJtLmN2Wrw9OPyIPSkE+KSpyhy9BVBXGeITh6YcnX1EMAFKlMvJ7+wCA4d0NRs07OCUO1Dqvm7hL5c63A6qHR0gXy6CWhbu3b2BMJtx+QQ/l+X3BbQMf8jGhtnZwgNo+W/r34fwMzdOP3L6i/iLbIh/c/RbJG+W3jweSq5A4vkUB3Dg64sDtqNu1I/o6MvkCdr9k6StB/dcBbkX77j+8x6TXBZFl1F9/BimVEtrxB2b/652nw/8l+3GfMZmg8/EdqGVCzRdQPDiy9fLbrwxum7cY218fM9u7UKYpfyF0Jg23VNcY3OoaiKIyuFVTc6wx6xdwjEELOQh9oBSgFnBzAQy67AWkvg2ryAJbYl28Yw/YH9B/1fJswVavbcHIFgBKoXaakDvNWPm0UaDW0z+TYwsvyAqgjRnUuj6r8i70MDVqI0EtCFv+r1ACBYVxfQ6z1/b44LUXdOOJtgf45IBaczLG8PQ9qPn0UMsG6WMQEIwemhhcX8YYcDEnSUCt225pdw+5Wh2gFM33P0IfDvj9Ah7G7odvkCwLauvHx6jssAh58+QjWpcXQgiKCrWLRmnjAu2nIlEhN8z5iBu9jQO32nCIi+++haFpSOVy2P3JV1A8MBjsw6rhVqiLUjTfv4U+GkJWU6i/+gxEdkeiw403ooCIt51A93yXuX36cITOx/eg1EK6VEFhd9/T50ng9u4G43u2JHBmZx9KqRJaZ+Jwa+jQzk9gaRMQWWGLH6XSXN1hjjEK3M5zDQWa10D3gW2s1kGrm6Hh9tHHgP0B/VcpKwHbf/pP/ymOj4+RyWTwV//qX8V//s//Wdj2X/7LfwlCyNyfTCYjbC8SM5UCsSyo99eQBt1Qiy4I93MGC+fFw61WkHOW8xqwhRfMeOW82Haxr8xH7/FQChtq9yHli6CUwrg6h9nvOtryz8PSoFZWkDt8CSmVgjkZY7AmUMs+q70AIQSTbhv9i7PIA61blgG1+cYmils7AICHkw+zCW2LQm0QgC4FagnB5qtXKG1ugVKK2w/v0Lm5FoOP4FT7Qa1IwkZpw0hUOAylM8J/idmMcAxhAdevv6iPCDJFgKqPR7j47hvo4zHUTAa7X30F1fXMiAu3PP/89AbBbRhd1DTRfPsGhjaBksli49VrgEiutj5jxhLh1ilav4/u6QkoKDK1OnKb254+TwK3t9eYPLAUu8zOPuRiJbTOpOD28bfUoV+cwJqMQWSZwW06kwjcBgXCPHzRajrKgZVB67ughPjo4vkYsN/nulylLB1s/82/+Tf4oz/6I/yDf/AP8Od//uf4+c9/jr/xN/4Gbm9vhX1KpRKurq5mf05OToRtRSLpOtS7CxBtBGD+QhD9IH5QK9rPLedVqgH1aTmvLvsUQC3/i46j63G7d1sYqAWRoOweQsrlQakF/eoM5qDn8UHkR+TBJ8An4oRabcKg1jCeDGqnIqVSKL14BSLJ0AY9dE8/xoJa3nXD7HtMctsFQW22UkXF/lzfuTjH0JX7y9PJ07sOUEskCVuffYbCRh2UUty8+xG9u7tIUBuUTyuSpKK0i8JsUrCaNPAmCbhBv5Ef4Ip84+kxJhNcfPcttNEQSiqN3Z98hVQuF6qvn13RdefXxg9uw95bpq6j+fZHWKaBVL6A6osXnjMSFiL84JZn26NboAsAJh0WBACA3OY2Mht13z6rgtvxzSUmrXuAEGR39yEXyqF1JhY0mT63TYPB7XgESBLUvUOQTFYIt5Sri/8bRoFbSuljOTBqAbk86OY+qD3xMgrcPnIRZ7+LlZ4CcJcOtv/kn/wT/OEf/iH+4A/+AF999RX+2T/7Z8jlcviTP/kTYR9CCLa3t2d/tra2IttV7q9ATFY7LehCFe6H/35P5QMAtLoJTBPXO/fA/bXL1vzF5tbl3B5lNTG3DUgy1L1DSJksqGVBvziFNXTWYPX2m8sR5ugV9QvjE5FlZA9fQEqnYerak0CtWyjwWJdRZhPYuh8/gFrBfnh0ca4bZt/djnLbBUFtqlBA9fgFAIL+3c2sPJCfbZ7e9YBaGduff458pQrLsnD95gcMHh4iQy2/rT8sBUURlwm0y4q0hrUXGZhp+GNdVvRW5BdPh6lruPjuW0wGA3shh58gXSiE6utnNwm49W0r0GWMR7Oa1NlyFZWDQ99f0H8cEICRz3GEhdvxwz0G9niU39lDulzx7bMyuL2+wKT9wOB27wByvhRaZ+Jwa5nQL09hjQYAkaDuHoLk8oG6k4Tb2fZRn01gN00gnWEVExTVo2uRignuv69algq2mqbhz/7sz/B7v/d7jwYlCb/3e7+H//Sf/pOwX7/fx9HREQ4ODvC3/tbfwjfffCNsO5lM0O125/4AAKH+iy74XcDzbyT8C8QzSYwQlnpQLLOG9zdA+36+jeACWHQ1MY8N5ycP07TfFp2rZXn7LTTYBPWVZGQPXkBKZxjUnrwH1fWlQ61b3O2IJKN0/AqyyiLI7Q/vYJlmKL1BL0NAeKj18xMAlEwGGy9fs6Vy2w9on50G2nbvA9YDaiVZxs6XXyBbKsMyTVz98D2GnTZ3EBRB1bKitEESB2hXCbJhZFHI9W8THL316xuljwhQLcPA5fffYtTrQlYU7HzxJTLFUqi+fnYXhdu4S+9q/T7uP7wDQJGvb6K4veMLmU8Bt5QCw9trjO7vQEBQ2D+Eai97LOqzMri9OofWaTG43T+ElCvy23N0Lgduz2AO+gAhUHcO7BRBf91R4TZUrdvJGLg+BXQNUFUGt6kMx4Y/uzjh1slXvLarlKWCbbPZhGmanojr1tYWrq+vuX2++OIL/Mmf/An+3b/7d/jX//pfw7Is/LW/9tdwfn7Obf+P/tE/Qrlcnv05ODiY7QuKkoqg1m8/t/KBJIFu7gPZPFvx4+4S6HdcAA2u3jgLLzA/4enHoHaapJ4CNQzoFx9hTUae43DqWyrUEgnZg2NImSwsQ2cTxXRtKVDrFt+8WkJQOjqGYvvV/vAWlm4E+uHrS8gHd9gHCWAvwPDqM0iygkm/h4cPH7j9vPbm/70OUEskCduff4FMoQjTBpBxryuEWp4kDbVhorRRgHbVUdlFJI6fYc5D0G8R9TeMDLeOFyZJZl8HMsViqL5+dhd9RseF23G7jZb9Mlva2UO2Gm8BB7f4we28vnBjcv/yHON2C4RIKB2+gDytmyrosyq4HV2ezeA2t38IKZPjt+foTBxuqQXj6mw2z4VN6g4HtzyfFlrIwVGlCbIMurkHap8bEdxyOQq84+T7uypZu6oIv/u7v4vf//3fxy9+8Qv89b/+1/Fv/+2/RaPRwD//5/+c2/6P//iP0el0Zn/Ozli+TxBQcqE3BNR6+k9r1KYzLLR/cw6MBqFuiLA1aj1/F/koKyx/R02xGZkXH2FpE18/lgu1BJn9I8jZHKhpYHD6HpamAby2YfQFSKgBxv5/ce8Aar4IapnofHgHc6Jx23tshITaRBZgIBI2Xr6GnErDmIxx/+4tnmKp3OSglgHGFGpFq4klBbVhUg/8JA7QfqoSxf8w5yVu9FbUT+SfCFDpNMWl3bLh9guk8/nAvkF+Rr5XXBuiwu1UBne3j6uTHb1AKp+PBbfudokuvUuB3vkJtEEPRJJQPn4JibPi1NPA7Tn0XheQWKCFpLP89hydicMtKPTrc5i9DgBA2QoHtyKfFlrIwXpkFlbrdheWT63bueNw6hVcO88yYluv1yHLMm5ubua239zcYHt7O5QOVVXxl/7SX8Lbt2+5+9PpNEql0tyfqYSB2tk2zs3vHMC5UKumGNROa9TenAHaeD2g9vwEVNfm27j6LhVqQZDZPYSSL4BaJganH2AJaq1GkYUGFvv/uc1tpCs1UErROfkAfTSCSMKcF7cksgADgOrRMVL5AizTQPPtG1jm6lcVC/XwD9AJQrD5+vVc+oE2HC4dav38DfpdVg20U58W/bOwH0sAXD9bUftFgltKcfP2R4y6HQa3X3yJVNZ/QpkIqn37LBFunfs6F+cY2RFR9sIrrnHrliTgdl4f3y61KLofP8CYjCEpKsrHbFKu32WyGrilGF6cQB/0QWQZuYNjEDUdWmfScAsA+s0FzK4TbktLg9v5fq62lAK3F2yiOyFAfRtWoRKgi+PPGsHtUsE2lUrhr/yVv4I//dM/nW2zLAt/+qd/it/93d8NpcM0TfzqV7/Czs5OJNvcE+98wxDezN793IsjlWHpB4oC6BPfGrXOfk59S4Va4ymhFkjv7EEplgDLwuDsI8zxtDpFfJ1JQG2mujErS9O/OIPW68EpUf1g7YJ/R3e7oIdGaWcX2WoNlFq4f/c21gIMy4Bav7w9kWy+esUmipkmrt58j8mgvzDU+oHcolHaMLII0C4DSJPWnSTgBv1WSby0COHWsnD15geMez2Wc/vll4GlwNYBbkX7Hj6+hzYcQFJU1F99BsjupYTDjVPhIZivm7Xj77NM0156V4eczqB09MJ3dTKvfX67heGWUgzPP8IYDUAUBbnDF4Ci8tvz/FoG3N5ewOy2AbAFlJ4MbgE20X26aFOtAau8AYr5+zduxYRVy9JTEf7oj/4I/+Jf/Av8q3/1r/Ddd9/h7/29v4fBYIA/+IM/AAD8/u//Pv74j/941v4f/sN/iP/wH/4D3r9/jz//8z/H3/k7fwcnJyf4u3/370a2PQ+ygh8ElNP2cb9w4YXNPTaoTEYMagU1ap39oiyRO2cPPlBrr2qyTlCb2tqFWq4ClGJwcQKTs4DAU0CtWigibxcSH9xeY9xafKncJKDWbTdX20Bxmy1Y0Dr5iEm/F2ibt19kI4wuro4QUOve1Hj5EoXaBvs0/OMbjHu9UP38/Eo6Cji1H2Ygjgu0y4DYVdimjv+C7QT74WcnSp/ocPv9XLUEJZ327fvUcCvSRS0LzXc/Pta4ffESlBBX23DjlegZ5G0nPgaRXVPT51cn2zu09fLb+1avSRJuLQvDs48wJyMQlS0UBMcCGMGBpISeSY5G+u3lPNwWy5Hh9vHZzu8XbiEHAK079gcAyrXZQg7ONkFwy/z02lilLB1s//bf/tv4x//4H+Pv//2/j1/84hf45S9/iX//7//9bELZ6ekprq4eSxe1Wi384R/+IX7yk5/gb/7Nv4lut4v/+B//I7766qtIdkNdjA6o5e3nVivIFh8XXhgNWH6Kxa9RO9dP4E8YqBUeh6KySK2iguq6vT71E0NtfQup6gZAKYaXZzA4UPYUUKtksigdsgUYxq0HDG+uIg+SbhFBrV+7IKhNFQqoHB4BALrXl4nVqo0qwQ/tYLCoHx+jWG+AUopr+5PwsqA2KPIXBLVBEgdonxJmRbIo5AbrD7YfVX8ScGuZJi5/+M6uc5ticBuwQtlTwG0YXZaus3x7y0K6WEZl/8D3l/H7TfzgVqQjKLI5FWM0QufkAyilSFeqyNkLy4jGV9GzyU/iwC01WWqcqU0gpVIscivNR7597SwLbjstAICyuQOpVIkN8VHg1unHbFu3xaK3lNoLOezMXp74QTqRn0837hG6TqNuAtLtdlEul/EPf++vIqMq/B9Q8NbKg9q5C6NQAWoN9o9Bly1TJ9AR5oJaCGpVlVU/kBVYugb94gTU0LnHsiqoVWsNpO3P/MOrc+jth4V1JgG1kqqi8upzSIoKrd+zIwnBfvj64gO1fje36HgAQEqlsfnFTyApCoatBzx8eBdo270PWP5ksTBwWjs8RGV7B5RS3L57i/7D/VKhViRJAG0U+VSHU+KK+gW2R3B7P5V+9kS6RX147XlNCSGQVRV7P/kaaiYDbTzC1XffwdR1375uu2Hsudv46ZTd+kPqypQrqL96DYCgc36K/t3tXEuP345/enU+/lvybcfv42c3W6uhuH8EgKV/Tb+UifpIIfSG8cPbZ74/UVPIH71k5R5HQ4zOPrCqRiGPLao/Uoi+an0bcqUGEALj9hpWtxX5nE//Lgn6hfGDEMKqPDV22Kp34xHI3eWsjCpPn9hPgv/dv///gCdTXut0OnPzoxaVtauKkKQkBbUUgFXeeITabmt9oFabQD9/eqhVytUZ1I5urp4caqfCZue+gqSoMMYjdE8+JAq1bokLtZAk1F+9hqQo0AZ9tD5+4Pbz2pv/9zpAbWVvD5VtFp25+/D+NwJq1y0yG1WiRnLDRLD9r9voOdJJRG5NXcfl999Cn0yQymSx/cWXkDx5qv5246XtiHXGrZQw7rTRPmdVgMr7B0iXyr5fm8KOYUmWAQOAcesBg1t7AYfd/ZXVuA0SqmsYnn4ANQzI2Ryye0czOosTCQ7yJ1TktnkNo/0AUAplcxtSqRpKtyhyy1vgKfxCDgO2aqplAZks6JZ3lTKnPkr5DPQUkdtnC7a8HI8gqOXWqAVAKw2gXGONHDkoNOAHjQK1zoHe92ZWFKi7Dqi9OAE1nxZq5XwRme09AMC4eQPtYXp+4uuMOlC4ZbqneHAMOZ2BqbOcL9ECDJ7+IaE2ibJeFEDt+CWUTBaGNkHz/fqW9XKLu0+x3kBtj+Ux3338gF6Tv0zuMqE2CNCC2C3axKlkgNYJlov+ScqXUG1DwG0Q4EbRmwTcGpqGy++/haFrSOdy2PrsM//wMsdulPz2MBK3UkL/9gaD5h0AgtrxC8gpd+6w3xjJH5OB5MuADW/YnAZCCEqHx5DtHGdRn1WVAbO0Cfpn70FNE3K+gPT2/sI6/fqGgUqjeQ2jdf8ItxFzbt1/Xwhup3OIDB1IpRnc2jnJYn1evauWZwu2gBhIRFDr3k8B0NomUKqwHfc3s1mDTqjl6Y0KtY9+8vVRisfFFxRH+oFpzLfh9A2lm7s92C+SySKzdwgQAq39gMndzcI6w9zEbuG1y2/vIlUsgVIL3ZP3MDWd2z6sL26JU9bLsw9AcXsXmXIFlFq4f/8Olq5z+/lBxDrUqs2WSqi/eAEAaF2co3t78yRQK5IgyPLTy7MTd+BeBoz66V9UT2C7BKK3UfQmAreTCa5++B6WaSJbKqN+/CJUPz97ke8x14a4lRJaZyeY9HuQZAUbr16z+R8CO/7A7HPv+MDtfDux3d7FGSu3JckoHb0Ekb15rU8Ct+MxBucnAKVQyxWkGjv89hF0+vUNBbf3N47I7U7kagnuvy8Et/qEzSUydEBNMbhVwsPtUwDuswXbRKB2YxsolFnD5hXQ78y3EVxoy4FaeW6iWFiotRzH43cOvNuD/SJqCrn9YxBJgt7vYnR1sbDOsPdAUF5tulJDtr4JAOidn0IfDiGSsL6I8mr9Hnh+DzMKIFMuo7TzWAFB51SQcOvk7RfZWFRXWJ1qNoutzz4HIQS9+yYeLvgrBT4l1PpJ2Cht3IF6WRC7CttRANdfj7+NKHqTgFttOMT12zeglKLUaKCyuxuqn5+9ZcKtUBeluP/wDqauQc1kUT164TkLceA26UoJ1GJ1w01tAjmVRunw2FMGzC2rgltz2MfwkqV1pDbqUKv1hXX69Q0buZ1NKNvaDbX8rp9fC8HtdJUyXQMUFXTzANQulRYEt08hzxZspxIPaglofQfIFx+hdtCbbxMAkt7t3vahQU+Soe5O69Qa0EJMFHP7wpNFABSyguzBCxBFgTEaYnh+CoAuptPjX8RBwf6/ksujsPdY1mvSboXSG/bhGrYCgmefy66SzqB29BIA+6S4igoI8fID/e3Lqortz7+AJMsY9bq4e/+O2y+KT6uG2iCJA4ZPCbMiWcSnJKK36wa3o04HzZMPAIDa/gEKG/XAfkH2kobbMLosXce9ncKUrVRR3Nr2varD/g5JVEqY02cY6Jy8t8uAFVHY2fP08b8OBDYTgFu928bIXt0tvbUDuVheWKdf31Bwe3f9uELZ9h5ILv90cGsa9iJUE0BRWORWTQXow5PIswZbHtRSGgC1hIA2doBcAaAWcHcJDPseHe5+In1su7d9eKiVWKQ2lQY1Dbv6gX9JL48vHP2LACglbFlCKZWCqU0wPPsAUCv0W7xIFhoM7P9LagqloxcgRMKk0w5d1svXFx+ondcnfoC5zweRJGy8fAUiy5j0umhfnHH7+fkFRE9BCNIXBLVuIZKErc8/h5pOQxuPcP3jGyE4ceHiCaE23Cf0aBC4jjArkji+JhG9dY7BPP1RdCYBt93bW7SuLgEAjRcvkCkWffuFOv4F4TaOLm0wQPv0BABQ2t1baDKZ8PkVcozzO0PGaIzu6UdQUGRqdWRqdU+fsAGapOFWe7jDxJ4jkt09gJTN89tH0OnXN8zyu8bNJcx+FwCgbu+DZJ8Sbs3ZCquQbbhNZQL0YeXybMF2egM6B2LnCeZDrQTa2GNlLiyLLTM3Ggh1LB1qicQitak0qGlCvziBpU/m2wT5ItAfJKKWlBJk948gZ7KghsFmlTomZPH7hDzegPZhKiCUjl5AkhXooyG65yehB16hL6EjsOGhlgKoHr+YTRa7//Bu1sHvIbYo1EaPLAXDwear18jkCzB1neUsGkaofjx7Ipuitn7tRTaD9IXVzWv7KcCsSJYBuHFTE54Cbh/OTtF/uGcvap99Hnl1sjhfQvwkbqWEwX0T/eYtFp1M5pakKyVovS4G13alhJ09qPmCb5+wNW6TgNvxzRW0bhsgBNmDI5B0ht8+gk6/vqHg9voCZr8HEAJ1Zx8km3s6uLUs4PqcTSyTZNDNPViprK++VcuzBVtA/ONwoVaS2GpimawNtefAeBTqIl0O1BKouwcg6cwj1GrJQK3whhA9IBzbM7v7UPIFUMtE/+wDLF0LrTMpqPX4Z/+/eHAEJZOFZejonrwHNa3AY/PzxS3JTRbbQbZcxWyymGFw+z3lZLEwcLpxeIR8tQrLsnD14w8wJpO1gFpKF4PaKJCXNNDSmP8lZj8G4PruD/DPD26jAeticAsAt+/fYdxnS+9uf/4FJEXx7RcEt0GnMUhf3Mlk7bNTTAb9xCeTJV0pYXR3g3HrgVVKOHqE8KhwG/peFfriPZbR5Rn0QQ9EkpE7OA619O4y4PaxLYVxfQ5z0Lfh9gAkk00MbqfbQ8MttdiEsvGAXV9bu7DSOY4N+iSA+2zBNjrU7gPpzGOofTJ+OqgFoEwvXMuEfnkKSxtH8yVAv3d7cF+1vgW1XAEoxeD8BNZ4tLDOMDemW3jtcpvbSBXLoNRC5+N8BQRP/xC+sHb+vyevXdAgny4WHyeLnZ6sxWSxcNHL+X8XGg2Ut1nd4tv3bzHp99cGakUSNvUgjCQBtEkCatKwmzTcx4Hbqe6w+hb5PSilbNnnNz9AH4+hZjJLKQMWNSUh9mSy929nk8kqB0eesxUXbsXthM18x9vexSn0oV0p4fgliA3hi8Ct6Jni8csP4ijF8PwExngEoqjIHbwAJRK/fVidAX15AOj+vY3rc1jD/nzgKwG4dW4PD7cUuLFTNYkEbO7CyuRn+5N84Y8qzxZspxIOaveAVHouOTppqJ3zCfz9M6jd2oWUzYFaFvSLU1iTUTRfAvR7twf3lYtlpO0qA8Mr+81xQZ1hB6CgvFq1WELOXhyid37mqYAQxhe3iKDWr51nn0u/pCioHr0EQNBv3mJ43wyl0+1m0pPFPH0CQDldKKBxdAwAeDg/w+Dh4ZOAWj8JOxAvMmAvK8q6THtRATfIH3Hf6HrDXktRUhJMw8DVmx9YGbBiCRsHh6H6+dlLGm7D6GKTyViKU662gVxtIyBY4Lcv5FgYByinlRJ0DXIqjcLeQQgfFnjWid33imVheMZ8k9JpZPcOF4LIKD6J+1nQr85hjYYAkaDsHLAqBU8Ft6BsHtKgy14CGzuzyK277yrlWYNtINROc2pTGRtqzwFdWwrUzmxCtJ/9X65vspp1oNCvz9cCakk6i+wOqzIwvr+FbpcgSQpq3eLcFWayWHGfPXxG93eY2CueRfHF7Y8f1M7r89HhediB5bypKvTREJ2zT2OymLu9pCjYev0ZiCSh/3CP1uVFKDs8Wzx7fm192y8ItWFkUaB9alkEcqOAf5AP4r7x9Qa1jQK3+niEm3dvAQDl7e1YlRKCbEVNW4iiayraoI+OfX9WDo6gZDKxxkC3JD2ZzNINNpmMUqTLVWQ2vJPJ/GQRuA2CUGoYGJ5/BLUsKIUi0ls7WKaEA0oL+tUZLG0CYpcBhSwnBrfRfLH/0bxmlaMIATZ3YKWz3L6rkmcLtqGgdnPXkX6wfKid948DtZUaZHuFM+Pmkn1yiOJLgH4/v4QDnqwid3AESBL0XheT2+lSwtF0+kmYTzPcNvYqNpKsQB8O0L+6iDWwhh3Q/aMQPvoBFLe2kS6WQS0L9x/eIczKYm55irxat2y9fg0llYI2GuH2/ftQfvBs+cm6QW2cKO0qI7NxZBHADdMm7NcQb99otqNcK1HgdthuzWox14+PkcrmfPsFRW2jSlDUNuzLcO/mCuNuB0SSUDt+CULE+bYePY5jcLdLejKZMRxgYNdBz2/vQcnlffusslKCNR4/1rit1aGUqwvr9OsbCigtE/rFKaihgygq1J0DVhM4AbgNwzp8uL0Chr3HtAQH3K5ani3YTsUfarMrhVrerTjdLRXLkDfYp36jeTOrXRfaF/DbLAK1FBKbFaqoMMYjDC9PfXX6ySI3t0gKu/tQsjlYpv3Gb/GPL6wvbkkqrzaVL6Bk12tsnZ3AGI/5/SJEcZKGWr6N+X9X9/eRLZVhmSYr62WZC72NLwoqPB/D6ArSGbWN2+a6wixP4gB4EtHbuHAbRdcicAuw1fOG7TYkWcbmZ68hcVbK8rO3Fvm2AB4+voep61CzOZT39z1nwG88XGW+7ej+DuNOa7bsLpmubiXos8pKCUavg/EdC+pktveevAwYAFBTZ3BrmiDpDBT7q+oix8vbFglu764ec24bu7BS89VFViXPGmzFdWptqLVMVv1AX05Obdi3VZIrQNlknziM9gOM9r2jbQhfBLoXgloKZPcOHst6nX9k1SJ8JKzeoPZh9KYrNWSqG6Cg6J5+hKlp/M4+vnjb8X9Tv3Z+vgIAkWXUjl8ChGD4cL+SvNo4EgTKuUoF1V0G53cf3kN3VQwR9QNEMPF0UBsGzKJGaT81oOVJHMBdpI2fPVE34bWQMNxO+928fwt9MkEqk0X9xctAH1cNt2F0WYaBh4/vAVDk65vIVqqhQdC7TzxGiuA2SpChf34KYzKGpKgoHRyH8CHcM1ZoX+iL91gmzVtonRYrA7bPFkzito+g069vGKC09An0y1NQakHK5qFs7YbWz/NNxDKR4XZkV0vY3HsSuH22YOsLtdOSXjfnS5soFhbySCYLdZsBg9nrwGzeRDs2H91BfvlJurEFpVgCLAuD84+guh5ab1Sf3BKUgiBnsrOVxYY319D7vbn+YV8o5vwJ/TnNR4fnoQbUjl5ATqVgTMZonX7k9vPam//3qlMQ3O2VdBqNl68AAJ3ra/Qf7j9pqA2SpwTaKVDH+ZOYDwlHbwP3Lxlu4wqlFJZh4ObtG1DLQqFWQ8muBBLko79e178jfKmJqmsqk14XXbtubPXwGHIqlcjYmPjKZKaF7skHe2WyAvLbu9w+8z4k9+wR+TX96+jqHMZoACIryO4fgxKZ316oZwlwOxlBvzoHpRRSoQS5vhVaP+9cLA63lE0oc8DtePxY1WkV8mzBdipeqM2tD9Sm0rPcGHPQh3FzGeutN66IfFNKFaScFRBGQ19/okKtnx9BUEsk+XFlsV4Hw9vr0APonE2fgTuperX5xiYy5Qqm9Wqp9enl1RJJwtbrzyArCsa9HppnJ9x2i0CtSFYNtVEAMQmgTRpOE9WVcPT2KeE2btR22ncyGKBpr+i1cXAYeWWydcm37V5eYNLvsa9IL155SpkFRddF7RbNt3WLMR6jd87S3rL1TaRKZU8ff18FNmOC3rxyiuHZyaxSQm5/+ZUSQsHtcMoPgFyuQq7WQ+vn7V8YbqkNt+MB0G0hnZ5fKGTZ8qzBdga1AOjG9iPU3p6zJeHm2nr7AcuDWsgyy4mRJFjjIYzr81BQu/QKCKkMMnYEeXx3A73bjqXTT6LewE4p7O1DVtlSvr0z8cpivjZ9HE0qr1ZJZ1C2o8qd8zPoo/kSZDydQb4lDbV8G/P/ru7vI53Pw9R1XL/9EeBA06JQG6ntEqE2jCwCtMuKsC7TXpTjfc5w2729Qa95B0IIGi9fefJto8Jt5Hs3AG7D6nr48B6WaSCVy6O4teMbPfXzMTwEC5v5AuWk08aweQsAKOwdQLIXSBD1WeVkMmoaGJ59BLVMyPkC0pvuKP7TwK3Z78C084DlWh1SoeSrP8ivROD25gLo3IME1INOWp4t2M4uQgC0ugnkCgC1l8mdTCfv0Lm2zm3AEqEWgLK9D6KooLoG/fIM01nyof0J0B/LNyIhu3/4WAHBTosIo9Mti9y4Hl32/9OVKtLlKnvQnH6EZYiX8vUbNOfb8X9Xv3aefRz91aNjECJh3O2gf3fraOtjw7XvqfNqs6UyKtss9/v2/TuYrgmWifjwiUFtHFkVyC7Tj7CA+1zhFgDuPn5gizek09g4OuI38rGXNNzG0WXqGlp29Lm0vQM1mw39Zcu7L+TYGQBWvH2UAoPrS+ijISRZQdFRTzgM3Ia9yuNCqDVxVErYaEDOz0fxF5GF4LbTms3RUTZ35pYD9tgR2UwSbp9Ini3YToWWakCxzM743TVb3xjBJ32pULu5AymTZQswXJ2BWqanjdfukqGWAtmdfUipNExtgtHlGaJIZJ/8dHHaSWoK+V07r/b2GsYo3CIMXt1On0MOsj4PHO/DCyhsbiGVL4CaJlonH7n9guw/dV6tpChovGSTZTo31xh22oK3fa/vi+bVRpVlQ23cKO26AK1bFonihoXbsAATyXZEuA3bNvQxWRZu3r0FpRTFegP5Wi2Uf8uSoJQE0XGNWg8YtR8AQlA9ehE7JcEtSde3pRZF7+wjqGVBzReRtdPj/CTqc9JjU9jH29/odTF5YJOBM7sHiS27u4hQUJjNW5j26mTKzj4gK6HO/3OC22cNtla+DFQ22D8eboHRdLWseD9CElArlauQimVQAMb1BSxtEujLMqDWLWp1A0qJvQCMLk5nsL0oLIeRwHq1AIoHR5AkGfqw75tX65aw/iSVV6uk0yjZ1QPa56cwdX61hnVLQXBL/fh4Vq/2/uxU4Bdn24JQGzVauwqojSKLQONTSBxfk0hNiAtPUeB2kRcn7rVNKSaD/mxRkvrxCyiplG+/ZUdtI61C6GjaOj2BZRpQszkUt7aXnpLg9SX4+QEA5mSC/hWrJ5zb2oacyQb2mfdBYHNB+Jp2Gd9c2ZPJZLYyGYijTXy4XSRqS0FnbEFkBerOfmI1br3b1xNulZVbXJFY6RxQa7B/tO+BPqsLG+bkh8n15EnQTURy+dmMRbN5A3PY87Tx9UWgP444+0uZHDL2iiqjm0uY42lUm98+LCyL7IW5UZ2SbWxBzeVhWSa6rrxajx2RTZ/BOdEUhMPHFISBo7SXP7jO//upUxDyGxso1DZAKcXt+7eglhUbAheNpvH887MX1u6yoDauKGoK2VIJipqCrKpQVNXzfyLJMA0dpqbD0DUYug5D02Dq7N/6eIzRoB/+jZLje9hcuOm5IfBvTykV6vTdByrUTaknyOjrp1sPzy6/Hd9O6/ICuXIZmUIRjZcvcfX99/4+uOy5bbntBO73PafhdFmGgdbpCTZevEJxewejdhvGeCT8Nf3OudMfiwKSwL6vDmBm26mPUmD8cI9UsYx0qYzSwRFab38AKBX2sSiFFOKac/ozt13oC++8UwzPT1F8+RnkbA7prR1Mri9j6w3jk/P4hH0tE/rVGVIHL1iN280dNrlsgWN2/rai8y3yZ9XybMEW9S12VnttoMNyThaB2iirivGEqKnHsl7dNkzX0q+LSFQAnfNZYm+aIARatw2tNT1XwTq9fkR7+/STaTslm0POTs7vX5zDnMxHQMO++c/rDhtJEAOgNxIDFBqbSBWKoJbpW9prnVMQlFQKjeMXAFiB+slgwD2Xi7B3Enm1y4TaVQCtrKrIlyvIlcrIlStIZ8Ot0iOl0lBT4hnGpmFg2O1g2Olg0GljMhxE8ssPmrjtfQA0jM64cBtFV5JwSymLyd28e4uDn/4M2VIZpa0tdG9uhH2WLSalkJ3gHAC3Uxm1HjCq1pCtVFE7Osbtm+/nbri4v40bbuf6CcDK224ekHrnp1A//xJyOoP89u5slTJRnznYAkJdRXEhlBo6hhdnyB++QKq6AXM4hNlrR7O3DLjVNehX51D3DlkZMG0Cs3W/Urh9Knm+YEsktrzbA5u4s2yo9Y0USjKU3QOASLBGQxh3167POSH88dO/gG/ZvUMQVYU5GWNkf/IJ+5yO6pNbAlMQJAnFgyMQQjDutDBxvQyEBeY5f1wtk01BYDnA7fMz4YIRT5mCEAbA6i9eQpJljPu92SdXr1+cbQukIKwKapOO0kYF2kK1hnyliny5gnTOvUQrxXjQhzYZzyKwpm7Y/9dhGjos04SsqFBS06huCorK/q2oKaTzeSiKimJtA8UaS8EydA2DTgfDThv9hwcYgtQY3nFFid6uGm5F8BjloRr3AUwphTGZ4P7sBI3jl6gdHGLU6UB31OrkAvESo7ZuuPX3/1FX6/Qj0sUi1Fwexa1t9K6v5s62XwRuPhobN/rOByu3WIaB3vkpysevkN1oQOt1ofd7/n0EcBsnqhgEocagh3HzBpn6FjI7exhORqB2mmHYYwxlG9Hg1hoNYNxeQ93cgVxrgGoarEEvMbgN9j3iwSYkzxdsJ0OgtQZQC0DZ2bMrIOh2IeU1qIBAgVR9E0q+AGpZGF6ccFcWi3vMPHHuClXaa3sXcioNU9fQvzgLDcxh/UkyBaFyeAwi2SkIzbtQ9t37lp2CEGS/uNlArsyWzL19/85uEwziy5gsts5QGwVoiSShsrmFjb19qK4ZyqNBH8NOG4NOG8NuB5YprvIxFX0yAXyCsJl8gUWC7WiwoqZQrjdQrjdAX1J07m5xf34GzU438pMogLvucBs2+hs2JYFSiu7tLfLVGnLlChovX+Ly22/9dS8Zbv189ktJaJ+doHY8TUlowRiP1y4lAQC0Xhej+ztkNxoo7h+i9eP3oKbp2yeM7jCQ53es0/6TuxvI2Ryb6LZ3hMGHtyCwfPWGidouKla3DSOVhlKpQdnahX7+cQbdi8q6Rm2fL9jeXQGy9ORQK9cakDI5uwLCKahlRPMnQL+fb34iZbJI27NMR1fnsCbTt8tgvWEf66I+YUp7Kbk8MjVWZLp3dpJ4aS9/X8Uw5wE9ANlqDelCEdSyPtkUBElRUNtnJXUezs+gj8exYTAK+MX5jB9Vz1NALZEkVLd3sLG7P5tgZOgaus27GciahhGgJbqMB32MB33cX54DhCBXLCJXrqBQqSFXLKGyuYVyYxPd5h2a52fQBPWVnRL2IRUm73bd4DZ8O76d2/fvcfiznyNTKKLQaKB/dxfYZ1kSNyVh+PCAbIWlJFT2D9F8+2Zuf9xo7DJSEvpXF1ALRSjpDPLbe+hfnNp+RM+3DeNPWGieyujiFNKLzyCn00hvbmFyc/X0+bagMJs3IKkU5FwByvYe9LMPdvt4vq17SsLzrYrg8yBfFdSSbA5S1f4keHu5UAWEOCL0DwTZXTZTUuu0Ahdh8LURBrbD9p/+hRAU9g4AAKOHJvRBP7gPV7d4X1IpCESSZgsxdK8uE0lBCPJhGVUQagcHkBUFk8EAnZvrUH5EkWWmICwKx0lCrSTL2Ng/wOu/8t9h6/glqywxGePq/Y/48b/8f3H94R16D/dLgVqOwxh2u2ieneLjr36J93/xX9F9aIIQgnJjEy9/8Zex9/mXSOfyIVSFr54QdD7jvoRErXEbVkfcrwuUUpi6hodzVhpx4+AQkqK42vjbWpcqCe3zU1BqIV0sIVupeo7e7yvYMqskeNpZdLYqWaZag5ov+LRmsugEbPFz3ntOqGnOUvpStTpkn3sril7Pdkff8JUSLkENA0RNQdncCa1f5FvUSgmrlOcLtni6kwqArSy2tQcCNlnM6vcCu/hJkikI6cYWpHQGlqFjfHMZzXYIn/wkVBWE+iYU27/B9WVo4A47+CaZglDc3oWspmBMxujdXjva+thw7QuK1i4qQdHadKGAUoNF7+9OPoT2YV3yav0k6DgSg1pCUN8/xOu/8t9h8/AYiqpiMhri4u0PePvn/z+0rq+edjwCMO73cP79t3j/3/4c3Xu2ilap3mCA+8VPkAoxge2p4TaKJH8f8bd3bq4xGQ4hKwpq+/vR9S4It766Q770mpqG3vUVAKC8dwAiSbGDBiL4iaRDoA8AjOEAI7t+bN4O0AT1CaM7qcCOOehjYk/CzuzugxKJ2z6OLAS3lgHdXuFUKpQgFcveNs8Ebp8v2Ia4YJeaV7u1CyLLsLTJk04Wc4uczSFlf+IfXZ2DmvHq1frJIikIciqN3CYrida/upj559cn0J+IsPq4z08nWza3sMmAsH12OuuwSAR12SkIPKkfHQMAune3mPT7fDgNcQiLD9qC7bF/v8WhNkykMpMv4MXP/hIah0eQFQXj4QDnb77Du//6X9C5vYlGIiuQ8aCP8x++w7tf/hk6zVtQSlHaqOPFz/8yanYNZj95SriNGrVd5EUr7PUBAE37hbDY2EQ6n3e1Cba1iARFbcO+ZPeur2FoE8ipFIpb25y2fuO3eJ/fwg2h9buegYPrS1iGDiWdQa7BX7hB9Gz1k6iQJ5LxzRVMbQJJTSGztbMQPCZ5uVjjIcx7li4jN7ZA1JTHxjLgdtXyfMHWlqeAWrm6ASmbB6UWjOvlTBYLK/N+S2yFFEIwaT/AsKPISb2pxu7v2F7Y2wchErR+F5N2K7TusOcpyWhtef8AhEgYddoYdztixXN65v/99BPG2IPYNAw8LLgQA7dvhGhtVFkF1PoJIQSNw2Mc/+wXyOTzMHQd52++w/tf/hm6jgmE6yqT4QAXb77Hu1/+GfrtB0iShK3jlzj66c+RyvhHb5OC2ziSREoCv3+Ya4Lfb9zroddkUfCN4+PItpJOSfC1LdBFqYWOnVZR2NqGnEolErX1sx8UPBDuM030L9kn/2xjC7JdAs+vzypTEkAtjC7PAUqhVmpQCvNL7i4Ct4tEbQHAbN3DGg5AiARle3+1ieArkmcNtk8BtSSThWRHRI3b61B5tXEkjn+ZrW1IqRRMXVtJCkKYm84p6UoVar4ISi30XFUQ/HSHHUTdUDt/fOIHh/chBGTKZWRKZfthcMrtx9PrlKeeMCarKmr7LJf54fwMpmGEe7gnGPES+Rak46mhNlMo4MXP/zLq+wcghKDTvMW7X/6XTwJo3aKNhjj99te4fPsGpmEgVyrhxS/+Mmo7/tHbJOD2qVISFnsx47e9PzuFZZrI5AsobjZC9VmWRInaOmXUbmHc7YAQCWV7bJjXE26sdUvYlIQowYtJpw2t1wUh0mxOBvMjnD4/3Un0N0eDxyV3d/YASQ6lK6pfUeGWgkK/uQA1DTahzF40allR26eI3D5bsF0G1AaKJEPZ3gMBgdnrwOqFi+Itu7QXAMj5AlR7Itvo8mxW2iuqXj+J1cf+P5Fl5O0H6fDmGpYWbiEGrw9O3XEfqD76AYAQlO0KAr2baxgTfumURXLjouqKExmr7j9OGOve3nDbJD0mRUlzWEeoJYRg8+gYx7/zC6RzORi6hrPvv8HFm+9h6nqg7kUk6U/YbmnfXs9Hb1+8xNFPf+YbvQ2TqhEkzyUlwdT12USy2v56TyTz09U+Z2lV2XIV6WLJc/R+gY2VTiSjQO/yDJRaUPMFpCvVQH1hJ2dHhTyRjO+uYU7GIIqK9NZuYnr9JBTcmgb060tQAHKpAsmOKC8Dbp9Cni3YLkOCoFNpbIPICixdW0lebXi/CXtjBDB5aMK0VyNK6s00qH/gQgwA8ls7kGQFxniEYfM29lu82AfxvqgAXGhsQbHr604nXATZd++LGq2NKkH60vk8So0GKKW4+/ghtA/LmDDGkzigvmyoVdNpHP/OL7Cxx6K07bsbvPuv/wW9h/vIvops+/0J22YRMbQJi96+ewPLNJErlfHi538JxY16oO+++wPO/SrgNkkR2XBOJKvuBecrR7WzSGpHWF3GeIzeHXvRnUZtw0Kgdx8ffNz2A4MJHH0AYGkaBnYVl/z2LogkBfq72pQEygJJlEItV1aSkhBW6GgA044oy40dQFZC21h3uH32YJtUtDYIOkmuAKlQBCurcQFqmZ42fv7EkbD+pTYakFQ7BeGWX8opql7f/o6/hzlGKZVC2o4m9y/PQX0oNKw/y4rWEkmaTazoXF6Acha1CLIfJJEjNQEpCDyp2iXK+vdNTAb8CWNhZFkpCFHsheq3KNRmMjj66c+RKRRg6DpOv/s1Ln/8YaGyXUlDqVvnItK+uca7X/4XDDptSLKM/S9+gurObqBt3/0LwG1cnUH6F3tR4/e7P/kIACg1Nmc1jIP6+NnxkyB9cct/da8uYZkG1EwWWU4kNO7Yu4yUhFHzFsZkDElRka0/TiSL9exaMKDE62+ORxg/sBSl9NYOKI2e0xoVbsOmJJgPd7DGIxBJgtLYiuzXusqzBttVQS0IgdJgsGO2H0AnY0SVQBsh/XMLUVSkNli+1/jmCqDhUxB8/Y3x5ugXrSWEYNLr+NasDeuPW5KM1ubrm5AUBcZkjOF9M5R9975ll/cKsp8q5JGrVEApxcPFeag+wKKwHgwGQXbiRPX89IXtn8pkcfTTn0FNpzEeDvD+v/05+q0HYfswtlYRzVgUcvXJBCff/AXur9jSytsvXgXm3Qb6FPMainoMUZonOcGRUopRr4tRt8NWnQtRZSLIn6eI2lLTRN9OTyraLzT+Y7vfvsXuzSDboBQD+8tZtt4AkYPXnYpTL36RgM+keQvL0CGl0kjVNiJHReNI6Pq2t1egoJDyRRC7LvCnHrV91mC7KpE3GiCKAmroMO/vlpKCEFbc/dOb2yCSBGPYh2Hn/IbVu6hfYSaMyZks0mUWERhcXwVGTIP0sXYxASjANovWsrfariMFIYr9IFlFtLZmR2t7d3cwJpOlR2uXD+6L6feF2qwNtSkGtSff/AWMmMtRrgpok7Z98+Ed7s5OAABbL176lgQLYyPpyWRRUhIWOf+RJpLZubbFRiNy1DayXwH64kZte7c3n0zUVuu2oY+GIJI8KxfJ/Ainz0939D6c/pY1+1qaqm/6wncYeIwTWBLa0yYw7Rd1pbEN2HV3P2W4fbZgu7IUhHQGUrkGANBvrxCmtFccieofwGrWquUKQClG1/wqCHGiwML+Yfs4/p7fZiugjNsPMF3r169ftLYBSVFZtNaRV/lJRWvzeeTKFVBK0bIjcUF9gMVgPawNPzvLSkHwh9ocjr7+GZRUCuNBHyff/EWsCWJPCbRuievH3dnJI9weLw63fvIU5yrpqO2k38ew0wYhBJVd/xSOMP78NmobbHtgP+MytQ1IasqnNZMkJ5L5ybSL3mnBGA1BZBnpza2F+SCMX1FSEqiug8gK5I35ih6fojxbsJ1KUlArEmVzh60u1uuA2pOyIvnk2L5ofo9TKAXS22wwmrQfYNnpEXH0Litaq+YLSBVKoJRicLPm0VrymFvbvb4SdvhkorXN8NHap54wtqwUBL++6VwORz/9HSipFEYxoXadgNYpcf26OzvB7dlHAFO4Fa+yFaQ/6ZSEdYzati7Yi2MxRq5tZL8C9C0StaWmufZRWwDQ+z1o/R4IkZB3LDAR/tkRrl2YPqL+0zKbarkKyVVtJGpUNI6IGcOCfse+QkrlKkg6w2kTzT+/33jZ8uzBNinhXRBSpQaSSoNaJozmzUIpCLH88PFPrVQhZ7KgponJXfwJY4n3cfw9t2VHax+aiZT3ckui0drGc4jW5ma5ta3L8NHaZfsVX098qPWTdC6Pw69/BkVNYdTvMaiNMElsXYHWLXH8bJ6dOuD2BTb2lgO3SaYkhNWRdNR23O9h2OmAEILyJxy1nS4VXrS/rsUdj5MISATZnkZtU5Uq5EwmUN+iK5KFlWkXczSE1mkBhHhWJAuvK5gznGpDH+NwALPXAQEL2AXaFvr09HD7rMF2qRPGFBXydCGG5g2oGX92tNBGSP88IklI25PZxnfXgcvmLuqXW8JEa1OlMtRcHtSyMLi9Dn2D/zZaK9ofbLs6i9Y2n0W0dhER6U3n8ixSq6oMar/9FayIUPupSSy4Pf0IANg8ehq4jSJJ/ySRorb26lil+qeda0tNE2o29yRRWz9x2zZGQ0w6bRAQ5LceXybiBF6WFrW9vQK1LMi5PJRSJXJUNKyI4NYvJcFo3oBaJkgqDbmy4WkTR54Cbp8t2C51IQYAykYDhEiwRkNYruVUo0Zr43zqn7c33z9Vq4MoCszJGFqI2duL3kxh3w6de7J2aZFh8xbUBQ7rFq3N1mp2tHbyyUZrlUwG+UoVlFK0I+TWLtuv+HriPUz9+sqqioOffA1ZUTHsdXHyzV88e6idStTobfP8FLenHwAwuPWrc7uM8/LJRG17PYy6XRBJQmlr8XJKTxe1Zbm2BXtiVtxxeSVR25tLUEqRKpYgCxYXWVXUlvdsp4aBSfMWAJAOKLEVBpoXjSbP2TMNGHYNY6m6Aciyr42oUL8qebZgu4gEQSdJpUEKJQAIvRBDLD/iRGuJhJRdE3bSvJm1DhMF9veF39+/D7+dkstDzeZAqYWRazGGOPqA+JGfoGgtABTqLJm+f3cj7PCU0dowUtpk9R2H7Tb08fiTjtYuA2oBYOfVZ1DTaUxGQ5x++ytYpilsG0XvpyTR4PYMzQs2+3/39ee+K5T52nwmUVuRtO0KKsV6A4TM1zANirKuS13b6diXyhegcH7ndYrampMJJt02ACDreOEKe+SLBnfC9Jk8NGEZBqRUCkqpvDxucGwPE7UFAKvXgTUZg0jSLGoby/YTjonPHmyTSkFwilyrswlj/S5oyNI/q4rWqpUqi9ZqE+jdcEv6BvkVtk/Ydhk7hWPcepilSUS269MsyWitmsuxlAlqYXgfLlrrlmVHaz0PQ5d6QgiKNpyvauncp7IRV8qbWyjWNkAtC+c/fPsbCbVTiXI8tycf0O+0IMkydl5/HltnnJe1dYvaipoM2y0YmgZZVZGtVkL7tgoJ+1NbhoFhuwUAKDSCZ80vI2o7387f9qhpL4hQqYLYUUc/P1YdtQW1oLVYHfRUQBWCMFHRRYegueMChXnPzp9UrkSK2q6LPHuwTUqc0VopXwQFYD401ytaC4KU/YY6sS/MJPwKPfiFeFuTFBXpcgUAMLpvhoqYBvq3hGjtVPI2EI5aLVgh86jXjXNytRpkRYE+mWDYacfW81yjtWo6ja3jlwCA29OPmAyHvnrC+rOITFMDgv4sS6LovvzxDUzDQK5U8q2UsApf/PUkouZRX4gRaup79459ei6FWN0pKGob+QvPAvejs+vA/nyeq26ASFIkoIkbtZ33Jfw4bwwHrK4tkZCpPUYd1ylqq7XuQS0TciYLOV940qitW6xhn61IRiTIVf/ltH1tP9HD8FmD7XKitQx0rDWM1irlMiQ1BcvQoXda0frHsRm2j+PvmY06CCHQBr1IdWvD3iBxo7XetmxBhlyV1Sju24M682UBvQHR1WVMGpumIfTsh2vcNIRF5Klh3zcF4fXnkBUFw24H95f8ldh4+pIctOMC6zJBN6w+Q5vg+uM7AMDm4RHSuVwsfU8VtU2yv+gQe3d3oJQiVy5DTvtPIlu2eL8ghes36fVgTMYgsoxsNdoksriySOBjZAd3pl8Ig2TlubamOZsDk45QO3ZVUVvDXgZYKlUAe0GJOFHbp4DbZw22ScksWpvOQMoXWLQ25Apj8ezFidY+3hyTh+bMocQ+nQRIqEGBkNnb8/RTkdAHv31LuE945yZX2wCRZOijIbR+n9OLp2f+31Fy2pIQtzklk0G2yGoFd+/45zyui8uCh2VEa0VS3d5FvlyBZZq4ePtDqD7LANp11hdGOrc36D3cg0gSS0lw5ZJG1ZdUP6+e+LrDfrHg9TO0x68lpc3ok8iWWforyJZT+va4na9v2m199PhBacx7OUqq2qTdgmXokNUUUqWyQ38cfcuJ2k4e7gBKIecLkLLZWOAo9GXBqC0dDmCNhyCEQK4G59rGOa/LkmcLtkuN1vY6oLrGbeOWlUVrC0VI6Yz9Fnjv05PTP47NGO3S5SokWYGpa9C6ndDQvYxBMEwkYJqGMLhvxrIfVZY9aczUtdjR2oUe/msarU1lstg8OgYA3Jy8hz4er9SnZacSJGUjrI6rdz/CNHRkC0XU9w7i2VqjqG1cEZ2u7q2djlBveMDfc68vHBzx1xd3EtnwvglKLaRyeajZp59E5vvcphQju4pNJmRENE6d+UXS+6hhYGJ/XU1vbEbov6Ko7b0jaqv4R23XSZ4t2CYlj9HaLKRcfhaiX7do7TQBfdK6Bywrtl9Li9aCpSEALLfW1we/fT47E580ZlduWNakscUHIX996zJpjGt3DaK1O68/hyTL6LdbaNkz14Mkift71Q+DJGyG6W/oGq7evwUA1A8Okc7lY+tKsl9c3UmW/gKAYac9m0SW+4QnkY3sSWTTF/+4elcRtR3fN0Epq+YQpvSXv77oz8Yw+abaPYvaKsUSpFR6vaK2oyGs0TRqG5zSsS5R22cPtoksxgBALrOcIqvbBUIurRkmWhtH3D5KqRTkXB6gdDbTMnT/GDbjtJPT6Rkojh/8J42FtbvMSWPTQuSf8qSxTKkEWVFgaNqTTRp76nMiug6KtQ3kSiVYponLt28W0hW271NHN1Zhv9u8Q/f+DoQQNA6PYulIMmrLbxtZvb++sJPIKEXP/pRfCPNp1/3iuuAksijiP4mMPWMy9jMxiplVl/6yDB2aXR1oOmmZ+RFSX9h2sZ6p7P+WNoHe7wIAVIePkWyuImpbLAFE8rZ56kGeI88ebBMRIoEUCgAAs9sSRmvjiPDtLIJipVQBAOiD3myxgzh+xckjCttumuOk9/uxS3z5SZKTxgAgY/s78gHCdV9pLFepAAAGdoQlbhrCqiTWJ72Y/tYPDgEA95fnMEJMAl0UatdFVnEct6cfQSlFsbaBTP5po7brNols0GL3Yq5SCUxHSFoWSUdwyqTfg2UakFUVKmei4Mq/SATsn37qd+bZenQ4fI4ziSysCKO2to/TZ7moz6JnNlbUdjyEpWkgRIJUKEay8VRj37MG26jRWpFIhSJbZUzTQF0z+Z0iujmSvBi5n82n0CioW7tIDlCQhB0EUkXm47RwttBuAj5FEd65kdUU1GwOAMXYcU6TTENIWnjqc3bUedhuh+6zColedD5ZCGLAVYBpGHgQrMKWlKwT1E5l2XCrjUbo2FVE6vuri9pG0s9Rn/REIp5MBn2Yug5JlpGxgyXrIqEPi1JMeizCmOGAWBS9q0hH0HpdUGpBSWcgp9Oh+i1sN2Ifo98DtUxIqZRnElkcSTqiavXaAACp+PhysM5R22cNtlFFFM6f/pjTH3cZNuLpAqR0BlI6A1AKvRe8IMNTpCFIisoWOQDFxDVpLK7dZaYhZMo2hHOiy4voXaWo2QzUdBqWZWEUcaEOp6xzGkL8aC2DrYerC5ghlsxdx5zQRWXZvjXPT1nUdmN1UdunPN9RatpO04KmX1QWsbPKdASnjDpsTJmOlUmd+bA1bf3Ek8JhWdD6PQBAygHioZ9/Me2G6/P4F91+WVCLlQj9w0Vdo+tybAeF2euAApCyOUBVY+tdlTxbsE3iBgEAqCqkbA4UsH9cwY+f6EUVXtc0Wqv1u9xJY3Hs+7YLq8/x9+knIGM4mKVKRLW7Cpl6Mk1DGHfEQPiUn+zDSG66CEa3A2pZn2wawnKitXmYhoH7JUZr1+m6FskygT2JqG1Ssm7VEaapQdMvKn59kr6OFovWP/59+iUrlctBsmfLh7WTdHoH0+kvmj2W+6UjOOUp0hF0+2umyvFxFekIvmIYoENW8lIu8s9hkj4uKs8WbJ0SddKYU6Y/Ih32gRDRHWC1aQjTnBxD8Il/LdIQ7Bt14gOKQPw0hCSrIYAQpIslAMDYcU4Xinx40hJc+5eRX1v1T0N4KnnqFwJntNZaUrT2U4DaqSzT1+b52SxqG6dCwrqkIyRdHWHU6YBSilQ261msYdUSd7EGS9ehDQcAyCwQ4CfLSEcIK5SCfSkEhZrNQRJEHJNORQnDF04xBn1YpgGiqpCzuYWhOdHAGyhM+2VGlI6wTvIbAbZRhZeGYHY7C99kiachZLKQUilQy4Le60WzH9rOYjc7kWWoeZZLNum2E7kRksi9Ekm6UASRJBjaBPpInE/tJ0+9KAORJWTsJP9F8ms/1TQE0TVQqNYiRWufO9ROZVnHqY2G6NozqqeT9ZKSTzkdwTJNjO3xOs+J2q6T+B3T9IvWFGxXfeb9U85cwG4a0AcDABAu1uBrKwGfxH0e/zJNR1BiVkeII6JJZG611oDlARNFBcnyVxdcF3n2YLtIDgrJZEEUFdSyYA3mwVH0NhQ6tJ+Aj7NJY70OQNc0DaFQAiEExngES5tf1CLKwJSEhPmUNUtDiJCXum4sky2V2bLFo2GoGf9PLauClOr2DgCgdXMVKlr7myTLgtu7s1MALAVESUWfuJNU1PapvxS4ZZaOEAJgPJC2YJ5tcukIbQBAulQStI0XiU1isQaeaLa/KcGndK8fYYM6oZq5+vA7zdIROD4u+ql/4VQBSmHZ4C2HmET2lHfcswdbkYg+E8xFa+3PZ9agF+vqjfopImp/2X5rMgb8aO06pCEodjmYafJ+HFlGGoJIUiH8fcoyX2EkbU/WmUaF1iW/9inhgkjSDCI6d/zFKpzymxKtdcoy/NdGQwy6HRBCUKjyo5Prdt7CfqkIp4u/fWwDQirPK5cVy1RsifuFSRsM2Ex+WYGyYLWBZQulgGaPh7wSZY/tFvtC6WkXsY85GMCyTBBF8SzWEFaS/jI8+zsoTPu5+NuI7ScsJM1WKrHGo0QfyslcbGS2koo5Gobos7wHtV87xfbRCPisvy6fsVT7htWGI0fb5O0sU1/KPobJMPi6+BQlThpCtliCJEnQtclSzsu6wdmqJMxxDzrho5NJ2I7yWzzVva2NRqCUQlFTkBQ5vhNLkCiHNU3XUkOAzjLybKP8BuZkDEotEEmG7Ph6kHQ6Qhx5PAwKyy4pKnGWLBb3T5JPfM73ZAQKgCgqIHsnDa6L/BZsfYTYUEZd4JjkMyzuBSll0oAkwTINzyf+QJuxLMYTJTsF2+HafbJ3i5xKgcgyqGXBmIxj6Xjq/FrAEXUWvEzEdTHpSTSrlLwNVYMQk+k+lWP6VGR6zvMJg+2nLGyMYWlCqTWPfvmB5SPY2s/KlXgUTnj38TTAokSAxiTsRhHT9lHO+F8Xi55rZ//QKZSWBWo/G0XgvQ7pCM8abBfKr02lQSSJlUryyVNcNL9WpCtIphe9OUomshgkcd5q5VQaRJJBqQUzAigu4+09zLmZDs76eBT6ZK4dA0kSVPuzoBYiki+SpPLw4tpJGi7z01XY7OhhkvKcQHgZxzLq92CaBhRVFVZH8PXpE8qzjVLPdnp/pnw+jYe1k0QKUxzRlwSKSSyvyxNjPIXGcP4+RZ6tOWbXhcw5pwtXN0jg/p4uUkUc4L1uQ+CzBluRhMl7meaQ+K00FtbGMvpPL/rpTeDpn3CuUBx5jNZ6z+E6wcDUk+nnND3mb74Okpqec0377QQpWyRFQcauzBEmYvtbiSaB9zKlGNoz6POCRQnWaTxYlWh2SkyYiO3iQJOcPmdX3YZzUSrCqsu5BWk0bH/9QHyZ12Kosl8jB3wTkmie7KJCQWHZ55CEfDl4ijv7NxJsReK8AEg6AwCwBOAYTW/yb1nTiWNh8mvD2wnXLuxb7PSt2FgAFONOHIsjqu2vX5mvdZtd7ZbHNAR2XTy3iWNxIvb5cgWEEIyHAxi6f9rObyJguWUZ52AaKf9U0hFWMYFsmiqUyvEic7FMrVymQQDF/sK5zkKpIxUhJJT56wsZPIqqV7eDEoSwVUVjSJLM4VY1ZSKSTgOELGRnWbLeV+ITimSDozWanzj21G9PlAKQJEh28rsZAhqfbOKYI7/WV0d4t0JLnIfQLBXB4W+y+dSuf0cu2xPsTHo2+e15ThyLI7P8Wnsp0yTltyAcTgZ2xDZXKif6MPyUJ5BNIkRsly1x5wZYhgHTfllUF0xHWMUEMmPMJu1JigpJeVyoIU6qXdLiPIzHdITw10aS9Wx9xTBADR0EJHTUdtXybMF2kfxayDKrXwuA+kRsnyrfRU5nAEJg6ppnidpAm7EsxhM5/ZiKsE7Pf9F5VzLs7TiogsOidpISnno1y47htxPHHiVn19kcLgFsVyGU0rk/q7KZZPuJHS2XZBlZOy3kN130yZhBlixDTvFXw3oqiVMZYTp+JqU3CfFcl5TO5nvIIfxNzG7Edo8TyPx9XHbKo0hmlRvSj2DrPJSnfjY8W7AVSZjTTaZlLEwz9J24yoljU/+ooTv6L2TeV+KqnpaxsRx+LuZHMm/tPJFkBQABQGHq8fxddUUEnsh2FCLuMSwq6zhxTEmxZUsnCb2wTGX5Ly58kF015CYl05et6e/hllXkY65VKhGlMO2xUVLWt3QS4H/epmONNH0urcSj+DKdexD2nC9zApnQpn1dEE5JrbWYQGb/5lRer1J1U/mNA1unCH9g+8ei5v+fvT+PlWXL7vrB744p5+lk5pmnO7yxXlX5Z1uUTFuARP2wBf9Yov1jMDK43bZoyS0kW0gUQvCHpbaEBAIB3ciNUAswMkJqaKBpt4wBIYGFmwJU43v33enMU56c55j6j4jMExmxd8SOyMjhnnrr6erel7H3WiumHZ9Ysfbaq5l8E3TZkal/+nx2Yn4wzmgTBBBiXV5GCD9X9bCeHFNDN1ZiPy4RpvsR/dp414DJTwghDtgPVxZvlbIOkz/jFs1+GLLA9rFImMoIk/tUWFNA4BHzHdsHw36uE2F9/Z2wB1nXY2qf83X17wcabFkyPVkR4WDRjxqyYvDmEcEeNEzTBIzVwiLPs38aXV7jYxokJkwH2L67+xGniLIFUYZhQA9I21kXSIw7DWBdZDJxT5TX67P7KsXQJlC43hFbP5mCYsz7sKiSX+aKoYxrQq/Lx1XP7ZnRBXPtwXspYPv3/t7fw/HxMZLJJL72ta/h937v93zb//N//s/x4YcfIplM4stf/jL+7b/9twv3cebEC/YnlTkjoouSuCK2ixQiseF7HR/EQoRjuoa7Mf28pmvre20sUyT53YrWRr031vGecssEbCX5cUdsw8gECuOIdgZNPl2UzBN1XkVqyKrBlkcefFyPFx7P8DJ5Tq6Jf25ZONj+s3/2z/DLv/zL+Gt/7a/hv//3/46vfvWr+Imf+Anc3t5S2/+X//Jf8Kf+1J/Cz//8z+N//I//gZ/6qZ/CT/3UT+E73/nOol19ENE+LDFEvRaRDzPNsWVA2Do85Cafeeb5JL5MmURM3hV/aUIEAcSecf4u70ecMvnsra0o5/hdlrjHkUku5hdg+yCT+1SMkGO7LvnC65ZOEXRU1s1fmsQREV1oPV5jvV8OFg62f/Nv/k38wi/8An7u534OH3/8Mf7+3//7SKfT+If/8B9S2//tv/238ZM/+ZP4i3/xL+Kjjz7Cr/7qr+KHf/iH8Xf/7t9dtKtTCQLHVcsqUxF4E+knkcN1PYZuIWL4fOB1k2nU2TSnA886yCpr2E4itkH1a9dB1uGFdJGijb9IRXDLQyrC4gFhUaUL37UcW5MjdWLVOe7T5yYhwIrqA/tO5pywx5rmKS/0iI3HY3zzm9/E17/+9QeDgoCvf/3r+N3f/V1qn9/93d+daQ8AP/ETP8FsPxqN0G63Z/7MLZMb1NDX5q3YKYtIRYj9/rRvxnUH28luP0Rs393c1McQdY5bxEnEdhxvxHYdIXQdfXLKNBXhkU8eCyNhUhHW9fxOc2wZUed18ts0V5OKEPoImCaMdY6KTo6hIKzlIg0LBdtarQZd17G1tTXz+9bWFq6vr6l9rq+vQ7X/tV/7NRQKhemfg4OD+R23T5QZ86Sn2O7vCTTGvfRWjDL5JG6a70aVgYm/fjMW1vElxylECH/M132f5pXJJEZjjSLYP6gyqTgiiO/GnOVlANnkGbOKVbvi2r/Jc2jdVx6byPSYryGQzYh9fibVhfi6LGk8d7JRCP+WJevnUUj5xje+gVarNf1zdnY2v1J7ACaiCIL4Lv647qOHN841Pn3TwW4N3zYpYkwGO59jGue1sAiZ5o6FOObrvk/zyqROaJQcxi8kXhFle2Kj+m58FVkG+KzyK0tc+xdl4u2qhBDHF88VV+sJEjINYPEf16XBujOKvIZBg4WO9pVKBaIo4ubmZub3m5sbbG9vU/tsb2+Hap9IJJBIJOJx2JbphbSmUDYF2xj9IyTmAtPr/BnFIdaSDO9enhhN1nUfCMjKIsOLmrBECFmrT6zA+kegJufgXch3XpY81M8OhoN1Pb9B+7Bufq+iqlDoI+CoA7+qFwa/8/bwcrB+UAssOGKrKAp+5Ed+BL/zO78z/c0wDPzO7/wOfuzHfoza58d+7Mdm2gPAb//2bzPbL0LIGkEZ7eJ6mJG4/CiUwDlIrStkscRYs/IqUcT5YHlXjnsY8YsuswbhSTWEd2HC0roBQNyy6lXx1lHiWFCFV+K8vJy6hHdkPsVEpulJPvMpeO/FRd2zU/YwjDWtKzlfrf9Fy8Kf4r/8y7+MP/tn/yx+9Ed/FL/v9/0+/K2/9bfQ6/Xwcz/3cwCAn/3Zn8Xe3h5+7dd+DQDwF/7CX8Af/IN/EH/jb/wN/LE/9sfwm7/5m/hv/+2/4dd//dcX7epUpjdoDHCwkMhOQPL7OkST1r2As1umIP6O5InRxKqGYIAIAgRR/GISGR7q10rvANjOI4t4wMatc1pTOKYlth+DzAO265JGNJk0ti7jTdBReSfqwAvzR0TjvH/dqtb9GC4cbP/En/gTuLu7w1/9q38V19fX+KEf+iH81m/91nSC2Onp6QxM/P7f//vxT//pP8Vf+St/BX/5L/9lvPfee/iX//Jf4pNPPlmonzOf4o34P/XHKe9GgenJpAivj+sA3m6JkjoRd/pGHGLoOkQbbL+QdytiC6znvRGXPKQifAG2E4kzYuuBjyWBrzBHzfJVwPm7kGO77uCINU9FWMp311/6pV/CL/3SL1G3/cf/+B89v/30T/80fvqnf3rBXrFl3ojtJG9zUbLuxZEBByhO6vDpqxtEeAD0MSxtSUAssJXltb42limTz94CESBIEgyfZXXXBSrD+vGupDA8TB77AmwnssxUhEXJoiaPCT6X9TyX/Kqhked+dfs47y0e9xBB1jwV4d397hqDMC+wFedbBl2DcUVs434gzmgzjOnDOdQs/RU9pCcvC+9KKSKWTFcymuPafVdAiUdM04Ruw+y7tOLVqnP8FiE/KBFbnijk5LwJUnC+57rLdPLYmkbv3PIuvEysGr79hIBMl9JdR/+AH0Cw5XkMmHYOGBFF7qgt76QqloR5QBl23qCgPFSDWOTzLarqiZ9iTFUrokwe4hVD0+z6rySyv+IaQMa0CD5jH6K6yPvJMIx+1jmLG9bGwwEAIJnJxqp30VBJCJn+4fl9lRLoCyFIZDIAgPFgEFpHXJ+s1yUvFbDKOb0rE+r8jttkwQ3dXllufY4wXUT7uWly5nrzPtuj3I6sa15UkgAAg+LjvPd9HOMGmbDHmubLP1qwdZ680CfSMGCMRwAAIZly6aXbiCJR+xvDEWCaEEQJQsgoFK/FOCJGmg0UUjK1VouTMGfQ2w9c2XXO47YTlz6a+gk0KKl49iGMP+sq/VYTAJApFFfqxzyybJiN204qm4UoStBUFaN+L1bd76ooqRQIIdBVFcaa1fYNc/rlVBrAw3gfl15e8X0hco+ZgjgFWx5/F+ETj4j2+G0M+v525rISvb9g+2c6jmGcbDSvPFqwnVcmJ4wk02u1SIPV34Ru+ydyAMyqLrIJKEoBPvp5t+gIo1NU+5jKDn8XVSIH8PoYx+SPcd8aCJV0OnTfd11Y13mv1QIAZIrFyDriav+DKpOXin67FaveOKL+c+VrztF58gLNimAvU6J+bRJlGYIkAaYJdTicy4dlROyllBUJ1dXxzGd07oBPLF4wdDtLqNnXhh4Cvucdi5yRad9zISsggmhV4RnNd84XJV+ArUOc53ICtu6IbTS98Ud29QD/otjk7cL7aUa3L/ogsI0qfpMLoog68IKtW9bpUyZNxvYbvmJfF1wTFZawT6v8lNxvt2AaBpREEnIiGYsfj1kWAevpCdja0fN1F9oxiHoNsw7n5OVzTInKLfp9Ka5zPI3WjobUGbrr9OJHCCAlbX99Xibizm8PewQEJQFBEGEaOozRKGRv2+YiS33ZzxZzxAfdq7gCfiDB1nmgWRfAQ8SW/0E488YTybMHCeo/+UQhpeaLzC1y4JkMHmIi6bk71mrAs/9WY05FWIWowyFM04Qoy+9MiatFi2kYGHQ7APiitmFlna7lVUjQ/hNCkM4VAAA9Btj+IB7DSboQT8TW80k95BNmUV+eJkELNULUOe4XBUunv0y+cGpD/0/8ixKe61y0n+mGHQFfp4oIBASC7Z85Z4R+kfKowXaePFtTHcM0dBAigPhEeeJ9M+LXRYvYrsMEMmc7Qx3D0K1jKIaIlEX9JOWfaxVsd5JzJSdT3Adz7Z7HhgnVjpTPk2c7z3W9jhPIeo8gz3YZsgjATOXzEAQB6ngU6bP7uzRxLExFBCXFjtiGthtDGhNTt4+uSRBAjTlfNe6vcRORpp/4+aBsJRPHJj5S7pU4v/5G1TSN2DpeDtYpvxZ45GA7rxgOeHTe3PG+/UZTZoxGMA0DgiDOVEfgssnbLoYdnbwZS6n1mkBGE11VrbI7hEAOEal3yrIrI9DMqdMJZPRofpx5y+swiPFIGLB9V/bpXZFMvggA6Lfiza99l4UIImS7cskkL/5dFNkVsV2nO8dzHxMCyR7X/VIRYrfL1efh35Oosh4QVY7zWHNXdRKEaUUEg2ey4DxOzSFfgK2fTNIR0pm5Vc1Gj+fVZf09ubBEDv8W+bD2rYwwzVv1T5lY9g3A8nmajuA4pnFOLpn/3AcreJhANv91u44SJWo/7HRg6DokWUEym4vfp0cAw9EeyMF9shtlAOw0hKjyLk8cS9j5tZo6nq7SuC7CvVuOAABPKoJvCsECvtK5RUomQYgAw9CnpSgt/XwS5WyH7kMESAl2xJbZbUFfjt1qhVTaWoBKVdd2cQbgBwxsWWF41ok0el0AgJDOWqtnccii8mxpF65m5w3KuTy9/xpMINPsY6jkC6F9mYifKd/VaUKcgUnLsX1Mk4xjGlZvsF1/8I1ia5JPmi7kbZ0cn0fX5DPtosQ0TXTq9wCAje3dwPaLgrwfNEnnC0hlsjAMA137+LtlGbPhw8gyJo6lCtZ4OGx3uPvEJe79i/qVKZHNgQgidHUMfeyd5LTs+8HPGiGAYud5q13vMX9ox5t6sJjxQcrmAEGAMR7DVMdzpzjEnl9rH0Oj341P8QLk0YPtPDeXOR7BGI9AyMMJfdAbjw13/zC6tI71aU/O5KYrlfB2D4LmoD687cbdDkzDgCgr0/wmHruryrMd2uWIknk22EbRu0wZdbowDAOSkvgiz9Yh9asLAEChUoUUMn3nscuiHtSV/UMAQOv2ZroC3CpkXV7cJscsbU9i5KkSETRxLOhleFETx5JTOA+fYuJ3rBa1lG7C9nfcbnO1X0V+rWwHgLR207dPpOgxo3+YNAQhY33tMjoP55zFQqt8LD56sOUVZtTWPoFirjD34Bh3OoIxHluTyAiBlAuOiC4yCsVsZ5oYd62BRCkU1g4C3TLu9WDoGgRJhpKJ9il/1Xm2pmFgYD9s0oyc0nc9zzZSOkK3i16zASIIqOwfBNv4AYnaLmo/U7kcssUSTNPE/cVZbLb9+r0Lx1+U5ekqeOte/szvPkvaEDayQTEoYhq3hAmMCLICKZmGCRNjJ5Tx2orBJ3Yf+x+CACVrBVTUEC8L80yS99c1u03I5kEIgTEerW392on8QIAt68TzXAJGpwUTpjWBjHOVr6WmI9g3gMz41L8O6QiTN+REQDpC1IExajoC69hMBuqkPeklyH6QBOXZho/ABDvTbzYBAOliic/JJUn4MkXxPhHvzk8BAKXN7elSoHHbfxfgaiKL9LWyfwTAitaqEepxLjrKStt13jQErvQeRpPJy+aw1135imPul3Dey0FUFKsigmli2OGLgLJk0akohDw8e9Red2ZhBl4/IrUL2UfO5q00hNEIxmgYS/ArjH1fXSAQ7eehyYjWrpM8WrCNrVyIrsOwl4AUXFHbdUhHmLzZyens+qYj2C8HUjINwQUTUdMRFiETa9N0hAIbxNd9oYZJJCiZy0EQxZXk2caRjhDdNl3foN1Gr9UEEQSU94KjtnHbXyeJO1rqlGQ2h1xpA6ZposaI1kaVsH6v2706XazCfvl0iueldu7nSnz6ZtMQigCAEQMUo8Jq1DSEoL2azPFQOSF8FWkI0tRHb7Q2zk/8zv7caQiyDCGZgglAZxzDdUlDAB4x2PIKC+6c53vyhiJGnADFY4Nbl6u/qY6hD/prnY5g6jpUexJZIhdPOsIy8myVdMZaLpLHH5feZacjuEUfjTEeDEAIQWquiXvxRbDilqjAUptEbbd2IHF8hVkkAK5KFu3bJNWjfXfLXGo17kjdKo83d34tIdOJYzSwDWsn6OvOPMKThjAZK9fpSvd8IRNFyHbqx8hRci5KkCaMXb4+9j8EAYqdv6qtWRoCAYGYKwIAzH4X0MN9ZVjFffmowdb59jfPBWD0utZiDZIM4lO2yqmX+02IQ4I0PaQjFOn91ygdIag6gp+2ZaUjGJqGsR2lTzr8jTMdYV4JSm8AHqK2rHSEVXHAstIRWP36rRb67RYEQUB5bz+S7nl9WKXMF7XjiNZmsshvVBYSrY1LeNMQ6H2jH79kNgdRkqCrKsa9XmQ9ixDu3SJkWjVmyFGb2DfSGvHlhv9cWdUQCCHQhoOZMl/R9IX/shkuDWG4dmkIwENQz3BEa1k21mHEe9RgO69Mz5VpwrBLhIjFMjMdYS4bmCMdYVIdIZ2ZLtawdukIE/jOZiHI70A6gj1gp0obPm3nAQR/XXFEYvqNBgAgUyqBEPIo0xEiR23PrKjtxs7edCKPr505YXBdAHfRUAsA20+fAwDatTvmSmPLioLPPeE35jJf2Q1rPKFNGlv0JeI+dmG+KjmbpgpFEEGAro6nqzX62YlD5klDSNpj+JgzErqsNARnf8X2kTZpjAWN0cbLBxEYvOFWK2RyIJIM0zBg9Nil0qj2VjTuPXqw5Yna8lwserMOEybETJZ7iV3WJLJ5L0hvOoIKrdMGCIFSrgT6FeZtN3wfejtDHWPc7YCAIFWuzDVQPbSLBsQ8u9K3a26mCgWInJMG1y0dYdjpQB2NIEoSMnaRfLfwuLgO6Qhxg1Cv1UT7vgZCCHafv88H/TF+6lu2LAuuy7v7SOfy0DUNtydvIulYdBpC3IeBNw2BCAJylSoAoFO74+rjZyfsy3EY8dunjL0P/ft7u208ennnxYQJhIiJJJRsDiZMDBt1hx+ctnjbzRGxFFNpSOksYJpQm/VYgTmWSWNl63wbrQZgmr421uP1/QcAbOeV6TlTxzDtMLxUrq5d1HZ8bw2UicIGiJ0XOu8N4tvO8W/eN9yh7WNyo+xxLgpsuyXOdAR9PMKo0wZAkKlUHG15vOSzEzYqG1QdgeZb5+4WAJCvbnJ6uRxh7esyo7bXr19CU1UkM9lpvdVAWzHA7TIBNy57PDqUVBrVw2MAwM3b19DG8332nbdfqAVaYnx5Y0dryxBEEepwSF2YYZkyTzWESY3v3j0PnPtt8xmTOc+dXytCgJQd6Bm3W7GmIXB/EeV4nidscFRbDZiuWs/LmDTmG63N5iAoCZiGAb1JX2CFaW+FL/KPFmxnI6f038NGbbVGzSr9lc6CJNmF71cRtdUHfej9nhW13aBHbVk+RnkrjaJ73GlDH48giBKSxY1Ig4Nn2wKitpNNk4E7zYiC0+zHeS/Hoat9dwfTNJHK5yEnk5HTEeaJ2Md1TOIGIl1Vcf36JQBrIQHepXbjAsVFR7jj0s+rZ/f5+xAEAd1GHa3bm0i6HuOksYlMXi7b9svmjB73S25AtDbIjyB9YcTZNVOuAiAYdVrQKS8uUcfqOBZl8BwzQZimIQzvaw4/2BKlVGe0Z6ltT0lAzhWseu8OH0PZXGS0dmMSra0DhuFrY12itcAjBtt5hXqxqOpD1HZjjaO2xfJ0CeAoF3qUN1PuqO3kE3/FH76D3sTjFtqxGTSbMDQNkpKYmUQWRryRkcXe/m71hqpO8/lYUduoLi0qf3ERUVuWzs59Da3aXaiUhKg+svTEDaFxXmO8usp7B9MUhKtXn8dmP6wfwXr4dMeZakMIgZJKIZnLwTRNdGv8AMPWObcKpi7mvUQevl717H2IOk4vIljhtp0slUEEEdpoOK3KE13ffC9crP6KHa3VOm17lVNG/9DWXb44/s0frc3b0VoderOOMBKVYeKSRw2280RtWaLVJ1HbzEqitiwbhABat2PNqBRFKEV6TiWzfxSbvH0c/x427mEaBqRkGlJ6dmWvMLlTLImajuBtC8A00a9bA/gkr8zyJbpej50AXcHbg223b60IUa5S5QafVU4iW7bcvH4JbTxGMp2ZfkrnkbgHbCfk8ub8hu0T1h8eSaTT2DywFmO4efMqcgpCnNHaVdWuZe1izn6p7Dcb0FWVq098Ps0aiJr7n8xb8w0MTcWAOvltudHaoL1I2l/ahpyR0CiTxqIBr/23JCFRKAEARvXgtA6azShBKC4bIBDtL79Gs/FORWuBRw628wr1otFUGO3FRG3ZtvkvoGnU1pHHuoqoLcuOqesYtazZ+qlKda6B66FdNCDm2a9JZCJVLEKUZT5/1uwuHzSb0MZjiLKMdKlEbcPj8yIiW2GjtvPk5TFTEhxRxvLuPlI5vpSEIH/mFRq4LgpiabZ52+0+/wBEENCp36NF+czOpSeGKF2gjZgPGfekMUKmk8YmL5lBffzshH0ZDiN+uiYv9737GmCaS4eZMIEPOZuDlEjCMHQMm/NNGuO+F0L2UTYqACHQ+z0Yg0Gs0MjqHyla23q3orXADwDYLiJqqzccUVufurZO4YnaRrkG3P3VVgumqkKQFcgFOsQw+4c3H2mgGNhv0Il8EYILFsN8amJJnJPItNEQo24HAPGN2vpJUDrCvPc+j77JJLLC5tZ8xuaQdQN+p0zyQgkh2H//I8iJBHffVeZ4LkLC7M/O8/eRyuagayquX72MRSevxBGtjfNljdUks7EBUZKgjkYYcNR9XabwnhZRUaYLS/Q4Uil8AxZzvJw+tPO3nbLH6lHjITfUz49FRmtpz3giikiUrK+qI44KGXRdi4zW2rm1zXC5tesyFj56sOUVnhM1G7W1Biipus2M2s7zmcJrmxdATYwm1QeqWwvJtfXrzxO11YcDjHsdEEKQ3tzmjtouIi+Lx3avZkFhproJItBvmWVFTWjbeaQznURWQCKT4XtQcz7gH0PUFgCu37zCqN+HnEji6JOvQvYp6xdG77skYfZj9/kHKFa3YJomzj/7FFrEWeePOVoLAMWdPQAPL5d+fsUdrZ0nDcHZNLe1DWAyaWxEaRvtnuRNQwgTrZXSGSRyBavEF+eksRl9Prrj6pOobIEIIozhAHqvszbRWgICsVSGoCgwdR16sxHBA6+NZcujBVvWSWRFbcOKfn8LU9chKAmIJfaiDYvKtfWDb7VZhzEeQZBkJMrBZZ5WkWvbv7kGYCX4i8psdGzdoraDRgPaaAhRkpF1TMB6l6K22niMjh1pKTFW26L5sK65touAW0PXcfrdb2M0GEBJJHH0yVd+YOA2bHrD7vMPUNy0oPbixafUBQcWKe9MtLZUQiKdhqHraN/QK0WsSnhfmEVZnn6tal9f2W359c5ui37fPrTzt53Z3gEAjBoNKoS7/Vh2tFZIJKbR2uHNFZcer65g3og0GsnyNFqr398CZrRo7arHwkcLtkB4uA0VtTUM6DVroBI3qgBn/qVTAm34+OcrpomRfcMky1UQe4GBOKO2fsITtdX6PYw7bStqu72z9lHbjj2gZ7e239mobevqEqZpIlMsQUmnIw8+6xC1jaovSK+mjnH6nW9hNOg/wG0yHNyuelAPK2H9dUNtx2dyziKitWGhdpXR2tKu9RLZur6Coeu+fq1vtHYHhAgYdTsYd73VBdYpWitnc1AyOZimgf7tAzTyP0P42vH0YfVPbu4ChEDrtKH3e6GhMYrwRmvl6g4IITAGfRj2iqbzgjPvwhtxyqMG23klCDyNbhvGoAdC7AsiZNQ2kk+c8K11O9B6XYAQJDd3gnWtIGrbm8B3oQTJVWFi3aK2/fr9NGq7qFzbeSUoaqsOh+jaEDJ54Hp1UH5bUtQ2zpQEPj/84PbbU7g9/lI4uI3Dt2VIFAjfff7+SqE2LllGtDZdLCGRycDQdbTe0WitIMvIVO3V0q4u7bb8eme3RQPg2Xb+tjPbuwCAYb0Gw1V9gia8dWvnhbtJFymbg5zNAaaJ4c1VrMGmsCkIbhGyeQjpDEzThHZ3zeUL3Scn74RSE5s8erCdJ2rLI9rdNUzTmkgm5PLMdmFTEqJc8LP2gNHNJWCaUPIFiHZpLV5VPH75CW+u7aRCQmZ7d/2jtjaITyIYPPbDnLrQEZkIwNm8vIJpmshubEBJrVfUNi4/ptvmAHJNHePkO9+a5txGhdt1BNyofllQu71wqPXtF0O0dp5zEipau2fl1rZurmF4VpTy9yns8VlctHYbhAgYdzv2JFp/OzPblhitJQRIFIqQU2mYho6+o/oE77PDT3f4PrT+D0Gmcb0Gk5GTbrUMozeazBxnQYRU3QYAGI0aYPsWNpq8DlALPGKwZYJkSLgNBDxVtS4EAFJlG0SQvG0iCvOi4vAPAIzRCGO71ElyazeUXn4fed946e16NxZoKbk85EyW2cffB/a2eKO2dWjjkZVzVn1Xo7YD9OxFMiYPXq8Oym9zQCIVghnq1iUlAbBWJjv5rgNuP/kqFJ/a1X421gFw5/EjTqgNkriOVaiXyrijtYUikpmsFa29Dhf94rGzyNrZExHkhzkF7evlRGt5gxs0SW9Z0Dio3cHUtYDWy1tlbCLKRhliIglTUzGq3c4dBebxizcFQapsgYgiTHUMvXHvafOuyaMF20UJ7eLQG/cwx2MQUYRU2QydkhDljZLXv/HdDUxdh5RMQS5uhNPlo5enD0/ahTEeY2TfSJl1z7U1zWmu7SSSEdZ+kCwjatu4tB5S2Y3yUqK2i5Z5o4N8cNuDrCRw9MlXkHAtLBLGz1UA7jx2iSBg74OPYoXa6Pcn46UnxDUXJWIXxs40Wrtvpfq0b2/e3Wjtph2t7XUx6iwnWsut3/U8SpbKVt1aXcOgtn7RWiKKSFasUoujuxtmCbKwej2/87k7ayOZhpgvAgC0W/pktnmitasY8x412C4iassS7c66IMR8EYTzwTdPSgKvf6auWzcSgFR1G0QUufX6Cau/fx+6z/3ba5iGATmdhZIvcuvmHYDizrXVx2OIssIdtXVvW3nUdjBA9956mdg4OGDooPy2xlHbRUYJLbj99hRun3zlf0GZkaPMa2vRkBuHjVQuj6df/WEUytWlQK1vv5D7MW+0dh4bmdLGNFrbvOKf9c5rZxnRWtEZrV1Sbm3UaC0RhIdo7d0NzEndVZ8+cUZrea7N5OYOiChCHw6gNhtcYDrv+MAVrSUCJPvY6e0mzOGA0ubdglrgkYMtsBi4pV0k5nAA3c4Xlbf2QETZ08bdN4pE8U9t1GEMByCShOQ2a9JQOL2+Pjr+7Re1nWwxtIe37OzuPrPqgFu3Z5vzOC8watu+vgAAFHb2IEgSo60/XPrJUqK2F+cwDQOZYgnpYjEUeM62ofQLFUFj/B4z3IaJttFEV1W8/c630KnfQxAEbB0/xfGXfwgK5wItfjbjgty4dJHJ/n3yVSRSaaijEU6+862FQ22kVKg5o7Xz1Gqm9SOCgPKhtbxw8/pq7mht6LEgpmhtYe8ARLBzazttz97HEa2NI3JPiDU/Q5Rl6OPRdPEfvz6+zySOoJKf0PpL2RyU4oZVrej6Mja9nt8d7blTEDZ3IMgKTF2zyntx6l93ebRgyzo5i4Rb/f4W5ngEIoqQt3djS0mI8pya7W9icHk+nUgm258dePXy+OV3g/JMJOvf3UCf5K+6JpLFATNxRW0JgP79Pcb9HogoouCI3IU5T2Hr2oZ/4Pm3V4dDNO1awpXDYxBBiAwn8wBDFIn8WX1OuDU0Deeffg+Xn38GXdOQzuXx7Ks/jDKjLnBo/xxgGuVPHJLK5vD0qz+M8u4+CCFo3lzj9f/8Jgadtq/fgfs2B9Syti1rwhivDQAo7exCTiSgjkZouaK1MbsQKN4xZnY76/gpmSzSG2UAJprnZ57tfmOL3zjEO2HMs83HtpRKIVmuAAC69jPO3cdPojxz2X28/YkoIrVjjQ/jeg36oB+LXs/vjr68lZeEXAFirgATgHZ9wZ0e4effOkRrgUcMtisR04R2fQHTMCCkMhBLlYXALQ94u8UYDTGyo6Kp7T0QO9LIo9dP5n27m7YzTWtgApAsVyCl2OW//HT7ue130/l9EqMdi9bZKQBr/XSZkXoSBKNhoilxiNtc8+IC2ngEOZlEcWeXq8/8PtCAl9E2Qowg6LqdF24BoHV3i9f/85voNupWdPMonujtKoUQgs3DYxx/+YesKO14hLPvfxdXrz731F919wvUvWKoDePXPNFa5310f/p2+kncr4+fndAvtyF23k9X8eAQgLV0rjroLzwFwa9fkO3s3iEICEatBlRK1Qa3vqWnIGztQpBk6/l7d8P1vOSBWl5h9RfkxEMVhHptoSkI85Y4jSKPGmy5QJLjxISJ2prq+GHhhnIVJDn/p0q3jaj+jWt30Af9mbdIf3vRb2h3H56ordrtYNRqgIBYA1bEt/jZduEfmtY2f9vjfg/9uvXZa/IgoPWb51Np6AdbQNTWLaZh4P7UAvTizi6kRGLhUVumzpBwGzWKz+tXkA5tPMbZ97/rid5W9g98U2nWUbLFEp589YdR2T8EIcQG9/+ObqPu229VUBtW5vmiQG9Ht1M+PAIRBPSbTfQbTa4+cYnb96BoLWtbplKFks7A0DW0ry4C7cxs40xB8LPPez0QAqTKVcgpa1W3rsNX1rNh6SkIuTyUQgkwrS+mBGZovVz2HL9z59Vu74EIAoxBH7pd1emxQC3wyMEWWA3cGp0WDDsvSd7eY5YAm/dNkiVs/0wML88Bw4CczUMulDw+cduIMBAwbzpHm+7VBQxdh5xKI1WuRh702D6wt4WF4NblBUxDR2L66S7YvnvbqqO2vXodg3YLgiCgcnjM1QeYFwxYsEr9mSnLgNuw0dvNwyd470d+H8p7BxDsiZrrKtnSBp585X/B4cdfRjKdgaaOcWanWrhzQ92ySqhdtxQEQgjSxRIyxZL9snjCoccFnnNGa/1t+eua/u5IrWpfXcLQtIVHa6MGLwRJRtpeOrd/cwnTvl55D4uf7rB9WCkIaXs+y+j+DoYdEZ1Xr+d3R98wpb2ERBKmrkO7ueTW/65ALfCYwZbjolgk3Gp3VzDVMYgkQdoKvypZkH4/3/zEGI8eqiRs7YJIMrde3kFunpQEU9PQt2+2zPYOBGl2qeJI/iwoamuoKtp2Hl1hjz3pbZ2jtgBQe3tiLbVbmm8iWRiZ57Mpr5444JZHzyR6e/HiU4wHA0iygq2jJ3jvR76G6sERc4LhqiS3UbaA9qNPkMrmYOg67i/O8fp/fBNdu8axn8QBtVFlHVMQiCCgcnQMwJowpg6Hvr4FQW2wTX99kSeM2ZNh1eEAvbtbStvwLxtAPBPGZtsB2b19CIIIbdDDkHHNRgkchQU8liS390EkCcZwgPEdX83asFAbRYRMDqId0NJuLwGOer/vojxesMXiLg4uMU1oN5cwTROi42IKkkXk23pSEuo1a41qUUSKubRqOL1+wvNW6ZRh/R5qvwciiMju7XM/tHgH3jijtt27G2upXVlBfoe+CIZXz+z/r7z813CAll2ft3J4zBWpBOIFBJZvUXQE+RNFL8/xaNfu8Op//DdcvPgUo34foiShenCE93/ka9g8egJJSXDZWogQgnyliqdf/WEcfPilKdDWzs/w8r///3B78gY6R5Q2LqiN8kISFmrnuRbDpCAUHRPGmnaN6HmEN8Iapy45lUJ20yrvNZk/4DfW+wUOWEGiIN9m/WTbVnJ5JPJFmKaJzsUZVx+2D/MxAq2/nC9CyRceUhAIPQVh3lGe57k6s0+S/FDaq1mH2e952ywgWrsU3nLJeoUS4hTOz4ACITAmMykJgWn/WyCAYV+Pzt9n/g1Ms2Zm21iTM83REPr9LaTKFsTqFozxCMagN9PG3TeKRPFveHWO9JP3IGdyUMpVjO/vZnzytRew32H2ieVv9/IMxWcfIJEvIlEsYdhoBPbx6mbvD+v8WjoJTHj3iWrbtGYOV569h9zmNvr1OlTKzFenziDfgvYjSJd7O480Li6RLVcgJ5Mo7R+gbj/c/PwIY4vWjnWNsI4Ny1bQtRa4nXcfOK/pdu0O7dodcuUKKvsHSGayqOwdoLy7j167iV6ziX67iUG3y38RRBA5kUSmUESmWESmUIQkKwAAXdPQuL5C/fI8EGYnwv8SuxioDSuhvghEtEkIgZJKozSdMHbimTAWNlobBKLzRGt9J4wdHgMgGDQbGHU7C09B8OvnZ1uQRGT3rDkNw/s76HZ03LdPjIGZoKiqoChIbVsrOo7ubmCMhlyBmYWnIBAB8s4BiCBOuYRX/7sGtcBjBtvqHlC/BjH0QPBaJNwarQaMZApCNg95Zx/jszfTNaK5/AnQH0ac/U11jNHNJZI7+0hVt6EP+lYUl+ETP6gy+jv2w7l/nv52O304xODuBunNbWT3DqD2etDHD2tr85wDjz8+AOO3f37HmgAYtVsYNBtIFUsoHR3j9rPvA6YZCjhFQqDP+M3eD5qu4O3++kxDR+3tW2y//z6K2zvoNeoYdbueY8Jz3YV5UQv7UrcOcAuAy+fOfQ2d+xqypQ1s7O4hUygiWygha3+90XUN/XYLvVYT/VYLw143UKefiLJsgaz9x738rzYeo3FzhbqdP8kr6wC1q05BoAIlIdh8+gxEENBrNNB3vHwz+8QoQVDrD6AP/85ubiGRycLUdbTOaS+00WDVLwWBBVR+tgkBcvuH05q1vZvgVbIWlYJA9ZkQpPaOrIUY+r1psCiq3tigFgTS9t40r1a167A/VqgFHjPYygqwuQvcnE8ja8Bq4Fa7vYIsKyCJJOSdQ6jnb2AaOr8/Afp5fXOL2mxATGUgF0tI7x2i++ZzmJoWWq8/FAbDLat///YacjYHOZ1B7uAIrdef+wImlz8OgHGeW792fvs0kebZCRLZHJR0BvntnYfVevyg2LUtCG7nlSC47Tcb6NTukKtUsfX0Oc6+8y3AMAJ94I3GhoHSeV/cIm0PEekOc266jTq6jTqUZAqZYhHpQhGZQgGiJCNXKiNXsiYeapoKdTSCrqrQ1DF0VYWuqdBUFbqqwtB1iLIMSZYhyQpEWYGkWP+WZBlyIjlj1zRNDDpt9Fot9FoNDDqdUAc1VNRzjaCWH1ajQe1ESrt7SGQy0DUNtbdv6I18ZB0mjEmJJAp2HebmxSl0VY0lWht3CgIhQLK0YacgGOicvqXWrGVBlp+vPIDnJ5Muqe09SMkUTE3F4OJ0ZVDrFrFchZjJwTRNaNfngKa6/H9cUAs8ZrDVdSCVAqo7wO0lFxAuDm5NqFdnkPefQFAUyNt7UC/PqJ+7Fw237r7D6wuIySSEZArpvUP0Tl77HtYwQB8krOPt1Ns5O0HpvQ+gZLJIVbesJRMp++vrp48/caUkGJqG5vkJNo6fIb+9i0GzAXXgnQm7bikJ7j73JydI5fOQk0mUDw5RO3kb2IdlKwzc8vjGoyMOuAUQe/QWAMbDAcbXAzTsfOZEOoNMoYh0oYB0vgBJkiG5JkuGlWGvh16rgV6ziUGn7VuDliVhH0rrDrXzCE0dIQSJTBalXeuT893b19BVNyz4+7UuKQilo2MQImDYbqF/f+852izYcuvlPYd++8GCKsD6xJ+154P0b6+hTequMq26fWDYZECap38AgMqF0nR1scHF2cykrMgR4IjiVCVmC5BK1gIW+t01tV5tdDvBULsqvn28YFu7AvaOgFQWKG8B9zerhVtdh3Z9DnnvCEI6C7GyBb12s3q4hYnBxSnSx88hpbNIVLemhaR5ANIpXD45/PDtb7cz1DG6VxfI7R0is7UNtdOeAUZ+3YtPSRg0GhiUGkgVSigdPXknUhLcYug67t68wc4HH6KwtY1es4FBqxVLRJXlk59fq4DbIP00fQA/4E5k1O9h1O+hbtfgTKQzkBQFoiTZEVkrOjv5WxBFaOokgjuGNn6I7GrjMdTRkDtnNmhfuNpyYsWqoXYRVRA2nz0DIQTd+xr69Yavf/HDtj/U+plzbstWt5DI5mDqOpqUEmVRzg0QrQqC3xEiBMgfHIEIItR+FwNKxQa3vqXm1SaSSDvzau15NFGFBdtOn3hAUkikIG1Z+d96sw6j0+LWzxOtDZJVQS3wiMFWUEdA7dqK2GYL1htU834hcMsr5mgI7eYS0vYepOIGzPEQers5/85yCgtuTXWM4dUFUvuHSFa2oPf70Hqd0MDssccBt375thMZNepQcgUk8gXkDo/R+PxTmIwcAtY+etstKCXh9ASJj62UhNzWNjp2dM4Xil3bVp2SMGi10Lq5RmFrG5tPnuHsO9+CoWmxpSTw+sXyz88er9244XaiEwgPuBOZgO4qZBFR2iC9UcEpjK5FLcSgJFPQxiPU3r4N5SfNll8k1M8Pqu4AXRMREwlHCsIZdHXMnYIQRxUE/ugokN7chpzOwtB1dM4eAJwFYrz1U+cBvAdjAtJ7h4AgQOt21ievVpStyWKEwOh3H/1kMbc86nJfwrAH2CcUhTKQKwDgu5DCnCy+C8T62+h1pit9SNUdCI6Vybh8CdDv/Z3vQtM6LYzteoDpvYPI9W2jvBFzLdxg539JiSSyO3uRB0mWxLHcLoGdkmBXFMjv7EJyTeCh6QzyzdM35IOQLxI1+//1szOrJquioHr8hKsPy1aY6BgTUBi7ME9dTJ5rldj/hRFC+MpirVomfi4q9WARUBvqPokZagkhSBeLKGxuAQDuXr/2pHr4jQ80W6HvZdcPUVMQNg6PQQQBo04b/ftaqBQEP39Y9n11+OiTUmmkN62lX3uX5zDslA/eZ07o5yXbzVm9dsPUzj7ERBKGOsbw8mw9oJYIkHesOrqmOoZ2vZxFGHj2ZVnyqMEWAIR+G2haIInSJpDOAoh+EuJYvEGv12D0OiCEWG9VkhLoyzLq245ur+wldyWk9w8DnyJh9tn9e1i9pq6je2EBY6pchZLLc/ni1e34d0QoChqkB406hq0mCBGwcXQ87RAGOINq284Lt0HnwjQM3L1+BdM0kd0oI1ep0qFgAXAbVhYNt0E2/HSvI+BG9YsX8uc55lGgdpHXltOGKMuoPnkKwFqIYdBu+/oX97kPglp/AH34d7a6iUQuD9PQ0Th9G2hnZtsSUxAEUUDerqs9ajUwajWC+4R8JvlJEIAqpTKUfNHOqz0FDJ3ePoROv77cFRA2dyAkU4BhQL08A0zjBwpqgUcMtjMHt90AOk3rx8pOINxOZKErk91cwhyPQEQRyt4hiBh92d3Y4NbOtzV1HVIqg9TOnq9OP5nnpvXosv9Wux0M7u8AALmDI4iKEtjHbdPbjn5evb6Gg6fG2QkMXYOSyaJgTzKx2jLVeLbFvXBDENy61Y96PdTPrQLolaNjKKk0N9xG9YnmF4+ddYXbif51gNx5fIgj9SBoe1xQG8Y2d2kvAFvPnkOSFYz7fTTOznz7UO3PGa311R2gayJyKoXC/gEAoHVxDn089h0r/QIBrGein29hvq7l9o8gKglrnsXleWCfKHm1UQFUzGSRsvNXR7cPk7J4dS5CCAjEyhZE+8u0aldAWCnUMlbjXLQ8WrAFHg44AUAad0C3zQW3PCdwbrg1TasygqaCyArk3UMQQZxtQ7W7WLiFpmJwfgKYJpTCBpRyNZJOt8zzRuqU3vUltEEfgighf/QERAju4/WZ7SfvqmSsh5/Vzlput2FXFMht7SCRn40w03TS9Pp+aozxwcjq07q6Qr/VhCCK2HrvPRBB5BqgQwHrmsAt737NEw10Qu4iH3RuO/MA7bsGtYvIq93YP0AqX4Ch67h5+TI4P9sNiHNCbVC0lkcXEQRsPHkGQgQMW030anfcY7Z3G599//uVro8QIFWpIlGwSnu1T9/CtFM+WH2WUa928k9BSSCzdwQQArXVwLhe87HI8oPjee1ozwOSYqkMqbgBwA6cuRYKWj7UisD2AVDZiXWOCI88arAFXHBbv5mF21Rmpo31b3h+Wxjc6poFt7oOIZG08mKIMNuGanexcGsMehjeWHk5qc0dSPZn/7mA2SWhb+DJP0wT7dM3MHQNciqN7O4+2y8/m84+rpZ++baz+pibQAD74WHleJePn0KQvXnLNPt+EhRljTslAQBuX72COhpBSaaw+fQpwy/Kb+8Y3PK2mdiJ43N3HAAaF8TO6AwJtI8VagkhSBdLD6W93ryBOhz49gsLtUF+BEGtP4A+/Lt4cAg5mYKujtE4ecs9PgJuWPUZL0O8/LP0yZkMMnaVgUkgI6gPS8ICJOu5Nv1NFJE+OJ4uwjC8uogFlv36ckFtvgSpbC2JrN3fwui2PW3C+BVLpHZrH5ATQCKFsWNxpWXIowVb2gmYwm2vY52J6i5gT96iXsTLgFt1DO3qDDBNCKkMpK1d5uCwyAiPW7/WrD9MJts9hJBM+vrDvb8cEgS3hqqic3YCEyZSGxUkShvM/fAz6Qe3bH3sh4r3gQY0z8+gDvoQJBkbx0+p/dx63duWnW/rbm9oGm5fvoRpGMhulFHY3mHcL56fQgErTdYZbie2FpHPGeZPrLZD7s+8x3MVUMtrixACKZHA5tNnAIDW9TV69pjI6hfpxSTE8Q6CWpau9EYZmXIVgIn629cw9NmycFHPUex5tbKE/OETEGLl1Q7va8F9Qj57eH1xitXFWllMVBIwxmMMzk9AXKUUg/1YANRmcpA2dwAAevMeRrPuqz/Ir9igVkkAmgbcnCORSHjsL1IeLdgCPnB7f/0At5teuGVdEIuCW3M0hHpl5WyJ2Tyk6nbgYLeIqK1bRjeX0LodEEFAev8YRJIi6Z13gKG1U7sdDG6vAQC5vQNIKXr1AT9fvO3o59TrQwhwMk3U37yGaRhI5vLIbe842jLVhIbbeSUIbke9Lmp2rcvywSGS2VzscMs6rouAW54I46oBd5kSBWjXHWqj2HXaIYRg+/n7ECUJw24H92enrjbhbYV+CfU7fpy6pEQCpcMjAED76hLjbjfyCz/rueerw3cfZp8N+cNjCJIMfTRE5+IssM8yJ4slt3chZ7IwDR2D87drMVlMSKYhbe+DADA6Lej2HJQwz9lYoZZMoDZplVi9OYegzy5esgx51GALBMBtv2udiM1dwC7LtDK4HfSh2Z//xUIJor3MJrcvPrrn8WtwcQpjNIIoK0jvH/GPElF8crTnmUzWv73BuNsGIQIKR08giM4cZULt4+eLW+LKt9VGQzTt+ouF3T0omWygziDfPH3DPjC5Hu6z/9+5vUXnvgZCCLaevwdRlt9ZuPXTGbaN2+a7BLhR/OU9bquGWt7ri2WvcvTEWjJXVXH78mXgiiTeMSdeqI1U2osQK69WEDHqtNG5vvIcAd7xkPd8+t+TbLuZ7V0omRxMQ0f79A1gGL59ljlZTCmVkSiVAdPE8OIM5ng0t06/vlxQqyQg7z7UqtVurzxteHx7sEnfHg5q9xxQe7ESqAUeMdjOXAAsuK1dAf2edUKqe0BidXALAEa3Da12AwCQypsQc0Xq/iwVbk0D/bO3MHXNrpSwz63TT+a5uZ3SOTuBro4hKgnkDg4jRwoe7M/2iSvftl+/R79+D4Bg48lTEBvCwwDnKkqAuX+qvXmD8aAPSVGw9fw9IABgguRdgduogLuOkBvVtziitBP77L7hdC4CagkhyFU3kd/chGmauH31CporRzAIQsMfW399kfNq9w6gpDMwNBX1kze+UOvRMwOrPuNiiJd8lj4lX0C6atUH7pyfQh+NfPssYxGGyT/dFRD0XmdunX59uUBSkqcTzs3RENr1Bbd+mm+xQW0iBei6BbXacvNqnfJowRYIAbeDnpUXsrk3jdzSdCwCbt12jFYDup0jI23tQMzkPW18fQG9zTxwC22MwfmpXSmhhISdpD6XTh/husntv01dR+f0DUzTQCJfRLq6xXVze2z6wO1sO8Js5wfVBEDz7ATaaAhJSfjm27J0AutR3/bm889h6DpSuTwqR8dcftNs+cmy4XYR0Vun/XWA3Hl84H9hjR9qw+qaF2qTuRyq9nVdPz/DoN3y7cd37QT7w5KoebWpYglZezGJ+snb6eIGD3p8xi8f/+LOq5WSCeT2rVSJwf0dxvbx5n12hH7mMdt7+woJRwWEZgNqo0ZvH0KnX1++VcUkC2olGaY6tmvVmnPtL+23SFBr6MDtA9RGCQrEIY8abAEeuDW9cJvKzJyQRcIt7YLR729hdNogIJC29yCmc9T9WSbcOislJDe3IRdKc+v0A0GnBMGtNhigd2m9saa3d6DkCzP9o4D2IvJtTcOw8m1NA6lCEfmdXUdbum33NmD19W3V4RC3r6ySR4XNrYVNJosbblcVvaX5sQzQjcNWGOhfFNTOG9UPA7VyMont9z4AEQR07+/Rurri9pNlL/TLpt+4xKlLSqawYa8Y2Lm5xqjd8h37/Mcf9ljI1OEDtTP6JBGF42cQRBFqv4feZJUstpnYJosFASiRZKQPnjxUQLCjovPKXFArSJD3jiAoCZh2VSUY+lz7OzmnkaBWEIHt/QeovbmAoI48/ZYtjxZsWWBKhVvTBLm7esi5re566twuG26120sYXWt1MmlnH0I662nj6wvobeYBUa1Zx9guX5Xe2YeUyc2tk3cwdAqt3bBxj0G9BgKC/MERpFSS3Z/DF6sd54AOHx0uX9VBH017ElZ+Zw/JQjFQJ03vouvbBsFtv9mcTqapHB4hU9pYe7j10xekl9YujmiEGz7DQiir/7zQHGbfuMA3AtSyfFgU1AqShJ33P5xOFrt785qrn5+9eaE2Ur1aUUT56UNebfvyPGA89dvGHgNZ454/mDv6CAT5wycQlQR0dYz2yRtqHnNszzimVxQ/BRGZw2OIsgJjNET/7ARxVUCgCR/UipD3Dm2o1aFenMa2AHgMxHQAAQAASURBVEMkqBXFmYli5OZ8LaAWeMRgOxFuuJ1Ebp11bjN5po6lwO3NxczSu4Jdd5fbF9DbzAOi49oN1FYDIATp/SOI00l30XXy3Jg8k8l6VxdQex0QQUTh6CkEybmam/sBFOyLW/zybf3g1m23X79H9+6hvq2U8JZSc+sM1BsAomEfuHQbs//fvr5G68aqTLH57DkSmezawK3/OQiG2zADcxyA69HJ+V/cEhZoeaK0UaGWpY+3Pe/xmezH9nvvQ04moY5GuPn8c5j25CW/fn724oZa//v/4d8bx0+terXjMepvX3uOAu/LvC+ghhjvWHazO3tQsvZksZPXMO0SZKw+8zzbPH75wRshSB8cQUykYKoq+qdvQczFVkAI7CeIkHcPISSSMHUd2sUJoI5XCLUSsHUwLelFbs5B1DFVH28+dJzyaMGWdoM6H3i+dW47LRtut4FsgakjLrilb7f+1q4vYPS7D3BrlyZztvH1JUC/n1+svqOri2kZsMzBEwj20rbLhFvqoGWaaJ++hT4eQVQSKMSwMpn7YRRlMhkNqlsXZxh3O1Z05dlzEHvpwTDAuQ6Tye5PTtBrNiAIAnbe/wBSIrEWcMuy6dT3LgDusiTKvga2CQDaRUKtn12abD59hlQuD13TcP3ZZ9A9+aj+NuOIkDslTF6tc1t+Zxcpe8Wu+9cvYWjR6tW628U5WYwQILlRQapchQnTmiw2HPr2iVIBYcYvpi/efUntHkBKZ2HqOvpnbwHHzP5FQO1k39j9BMi7BxCSKcAwoF2ewlwl1EqytaKYrACqCnJ7BqKpvvqWLY8WbAH2jRoIt41boN2wNpS3gHyJqSMOuA2CPe36AsagByII9ltbytPG15cA/e7fg8XE4PwU+qAPIkl2HpLk22PRcDv5l6lbb/+GrkPOZJHdOwj1xkz1xfcBTZjtfOHWNHH/5hV0dQw5mXpnJ5MBwO3Llxj1ehBlGTvvfwBBpC+7u25w66eTVz+r/bsAuVH8XGSUdqKfpXPe9tTrjxBs7O0jW67ANE3cfP556JXF6H75++OnIupksWShiPyOtWJX8/QE6qDvC4G8Y9y8k8XcduVsDtldq7pO/+YqcLLYMpfLTW7tQskXAdPE4PwE5ng4t06/vjT480DtJKBlGFAvT2GOR5H3VSBzQq2sWFAryVbE+PYcxH55Yuvz7OLC5VGDLTAH3DZrQMuqToBSFShsMHUsHG5NE9rVOYxh34LbvUMISnK2DdUm30DjFq4bBQYGZycwxlaprfThMSAIc8DypE+wH0Fwq49G6Jy9tVYmK5WRqlRDDwQeX0A/l159fAM/YK3oVX/9yppMViwxF28Im28bHsRc/x8At+72pmHg+sULaOMRlFQa2++9DzAA6F2G22jX83oBblTo5u0THAX3txFGZxxQm6tUUdqzIOvuzWsMO23fftRrOvTLYrDOsLqkRBJl++W4e3eDfv0+MtSynlt+vvEGDKREAvnDYxBCMGo2MLBTssI8n6g2Y4BapVxFYqNiQe3FGYxBb26dfn2DvkASEEjb+xDSGcA0oV6ewRwN54Ja2nZuqFUSVvqBKAHjkZV+oK8f1AKPGGxZNy4Lbt2fAwgAoXUPNO3yHsWK9YehYylwe3luXdiCaM2MlBOzbag2/Qcc5k3CA3+GhsHZG5iaBimZRnrvEACZT6ePhIFbtdtB78qaYZvZ2YOSy8MpUXzxg1tWO7+HGAEw7vfQtCdhFXb3kHRVdKDppOmdZzIZjwTBra6Ocf3ihVUGLF9A1X7I8p/bxcOtL1QFRBmdNuYB3FWA7rx25zmHs3rC21gk1KbyeVSfWNdp4+Ic3VotsF+QvXmhNtJkMUGw0plEEaNuB62L9ZwsJogi8sdPIYgStEEPnYtTWy9bllUBQc4XkbKXpR3eXEHvtubW6dc3CCYtqN2DmMlaUHt1BnM0WCHUJq2JYqIIjIZWpNZeeW3doBZ4xGALzD7MguAWoOe6CO0GULeWqUNhA9jYZOpYPNw6PkWIIuR9q+wHbV+C4JbrRuS4cUx1bC3gYBiQs3mkdvkXcAg7ULklCG6H93cYNu5BQJA7PI607K7fzRl1Mpnb1/59Db3aLQCC8pNnkJLrOZksSOe438ftS6sMWL5aRfngkOEbw+eY4HbR0VseO7z944bduPSG6c+Xr+xvi6V33vYsqE1ks1ZZL0LQua+hcXHB1c/PXtxQ63/MHv698eSZNVlMHaP+5hWIq7KA33g272Qx7zFh2BUI8kdPICWSMDR1qRUQggBUyuaQ3j0AAIzv76A17+fW6deXG2qzVjBGvT6HOeivDmqTaQtqBREYDkBuL0Amq8IFQO0qXuSBRwy2tBsxLNxOL4xuE7i/sW7EXNEqB+Y6YbQTuRC4debZiBLkvePQaQlBxyA03I4GMws4JLf35tbJcxP77o/9d/fyHGqvC0Gw6iWKikxtz+2Ly4O4ViZrnp9hZE8mqzx7b1rRgQc4J7LofFsenf1WE7U3bwAAxZ1dlPb2qcdlkXDr18fPtlPvsgCXpmueP3H5wNWWE2jXDWqVdBo7738IQRTRb7VQe71+Zb38AfTh9+L+oTVZzFjNZLFZfXS7hAC5vQO7AoKB9tvXUz9ZfZYFtWI687AAQ6uJ8d313Dr9+vJB7f4s1PZ7S4fa6TiQyVm1/QUBGPRA7i5ATDbUOu/3VQDt1J+VWV6CsC6cyY0aBLfONkKvDdxdAaZh1bjd3AOIEHhhzwO3hLodgF3Dbhq53TsKBbehBwqOG8nodzCwV0BJlMpIVLfn1hl2oHALAaxKCSdvoI+GEGV5WgycptfTf0649Xu4eR6Upon661fWymSJJMpPn0878D7kgOXArVvcfTq1O9RO3gIANvb2UQyxgAPL5iLgdl0BdxUS1v8o1wWvvUVCrZxMYfeDjyBKEgadNm4+fwHTNAP7+dmb97RHnSyWqVQfVhZ7+xpqP9pksahQyzuGpze3kSyVYZom2mdvodmT81h9lga1yRQyB8eAIEDrtDG6Op9bp1/fYJgUIO3sQ8zmHtIPet1Q+zobWKP344FaAFYQr7Jjbei2Qe4up18DnHzjhFq6n8sfFx812ALBcBIKboc9kNsLa4WNZNpaccM1A5wFt9Q0hxDQ57Fh6FAvTqyc20laQohqCaEHDI4bXe+0pquzJCubUMrVuXXOM2BM2pmGjtbbVzA0FVIyhbxPGTD3LcgLt8w+IeDW1DXcv3oJQ9eQyOZQcixX6w8Js/+/DmXA2jc30wUcyodHyG9uLRRuo+Td+tkP8oWtbzV5tFEkiq+LjNJO9IfpEwZqpUQCux9+BFGWMex1cfPixdy1anl88gPCsFA72Z7I51E6sJahbV2eY9hqRoJat8RdASFZ2kBmy8pd7V2eQ7Un57H6LAtqhUQCmcMnIIIIvdfF8PIUgOltH0KnX19uqM1MoDZ8pJaHLaiT5YnTD/sfxfI07RLtBkj9xsMirHzaVUMtsGCwrdfr+Jmf+Rnk83kUi0X8/M//PLrdrm+fP/SH/tDMgEsIwZ//838+tG3ngM0Dt86TPBHqRTAagtycA7pmJ1RbpS94LvT44dZOS5hOKAtXCiz0wMFxw2utBkY31jKUqc0dyMVJNYnoOueFWwAwVBXtt69hGgaUbA65vUMuvW5hPSDiqpSgjYaov3kFmCYyG5WFVUpYBty2rq7QuLCiINXjJ8hVqrHAbZRI3zKjt2676wS5UX3i3f/A47gqqFUU7H74MSRFwbjfx/Vnn8HQdd++PFAb+j4KuA55dEnJFCpPrC86/XoN3ZvryFDLfBZxvpD72VVyOWT3rDz7/t0Nho173z5hoTaqEFlBxi5RqQ/6GFycTPN9VwW18s4BxLRjothgeVDraVveAgpl69+NGkizBoLZcXSdoRZYMNj+zM/8DL773e/it3/7t/Fv/s2/wX/6T/8Jv/iLvxjY7xd+4RdwdXU1/fPX//pfj+yD88RTTyblk0wg3KpjkJszQB0/1HVTElwX/ELg9uIUxnCwNnCrNmoYTZbe3d6DnC/OrXOuAcT+WxsO0D59A9M0kSxtIL21HWnAdoof3LLa+T3sCIBRp4PG2QkAoLC7j1RpI1AnTa/fDGseiQNuGxcXaF5bLzrVJ0+R3SjPDbcs237t/foE+eDWH2XAdr+sL0vmtRsGaP3UB72QLBJqRVnG7ocfQ04kMB4OcPXZp5RcVD67vn1CQm2UCgiCJKHy7L1pBYTG6Qn3i7h3G+fYxTFGukVK2V/GCMGo1UDfDnaEhVo/iQKhRJKQOXwCYbJU7ulbgDIRatlQOy3pdXUWeqJYbFBLCFDdsRalMk3g/gZCpzGFWrouij+O+zloXFiULAxsv//97+O3fuu38A/+wT/A1772Nfz4j/84/s7f+Tv4zd/8TVxeXvr2TafT2N7env7J5/O+7WkSBFE8cDsdTGj97WXkMB49LC+XSC0Nbmf2wzSgXZ6tF9zWbjCu3wOEIL17ACmbm1tnHHCrdjvoXVpRxMzmDpKlMpwS1g+rXfB5dLcLgtv+fQ3dW2siw8bxEyiZTKBt2naWDR5dVB0R4LZ+eorW7Q0IIdh89hzpYmmt4XaRgOv0I27YjVNnmP0LMhMlSsvqx/KLBbWCJGH3g4+mS+Vef/pp6FXFaH7GDbWs55FzGyECys/eg5RIWF92XsdTASHusl7WXIanEAQRaq+Lzrm3rBcLlPz0hoE9Wl8iisgcPoWoJGCMR+ifvplZKjesviBfQkPt5elCoZYZ3CMEIII1byids+YR3V1Z84oYuljHwO8Zt0xZGNj+7u/+LorFIn70R390+tvXv/51CIKA//pf/6tv39/4jd9ApVLBJ598gm984xvo9/vMtqPRCO12e+bPRHjgdnqRMW56X7g1dAtuh31r1uDWPpDOhobbye9h4Na9HxbcOiO3R6GW3w0NkxwDy/j2EmqrARCCzN4RxLQXzlYBt8PGPfp3NwCA7N4BlFwOTokCt06JCrez7YDWhZ07RwRUnr0HkbJ0sVune3vcKQn0NsGgcf/2LTq1OxBCsP38PaQKhZXCLQ/g8ghx/Dev0MA0zJ84JCzQLgJqWfvDbk/XIYgidj/4CEo6DW08xtWn34c2Hvv2XTXUemw7tpWOjpHIZGHoGu5ffQ5TZ1dA4IVajz1OqGWNi4IoovDkGURZgT4aTst6sdp77dPbzQu1EASkD44hJpIwVRX90zdWOqGPT0uH2mFwndpZOHU+x+n9gpfrJVZt2u19a96QYYDcXkIY9pi6ZvfD4U+EF6JFycLA9vr6GpubmzO/SZKEjY0NXF9fM3oBf/pP/2n8k3/yT/Af/sN/wDe+8Q3843/8j/Fn/syfYbb/tV/7NRQKhemfgwOrHh0VXoMuNg649SzkYFoXAvpdq2FlB8gVXRcgqHqpE9QiQp8Ft6YDbu3ld1MZz36w/Ag9qHAMMKOrc2idNiAIyBwcQ0yl59YZB9z2b64watZBCEHh6CnkdBos4fLD9XCLUgaM9vCwZjv3IEgyKs/fhyCuvgwYvU3w4HX3+jW69XsQQcDOex8sJXK7jOgtr711lbBwzgu0UaE2XHu6DlGWsfvRl5DIZKCrKq4+/RTaaOTbdx2glgUHhb19pDfKgGni/vUryr7wHWt3u1jLegkE+eOnkJIpGJqG1tvXMA3d96paymQxYj17pFQGpqZZUKup9PY8+gJ8CYTayVfVCFBL2z4X1MoKsH1ozRfSNZCbM5DRgKlrZj9mfKRvXwXUAhHA9i/9pb80dZj159NPP43s0C/+4i/iJ37iJ/DlL38ZP/MzP4N/9I/+Ef7Fv/gXePXqFbX9N77xDbRaremfs7Oz6Tb6mxL9jccJtw/5IfQLwrtKmQlSuwI6Tavhxqa1DK+zTcDF5/w9Frgd9KdwK6Zzjrb+foQeXDgGmuHlKbRuB0QQkTl4AtFeKMEP6oIkDrjtXJxh3G2DCAIKjoURgvyZF279HoYeu4aB2uuX0MdjyMkUys/fAyGCp59br3vbIuDWLTSd7n63r15N4Xb7vfeRLVeYcMsD1CzbPH0m/RYFuOsMuVF85D0OQedi0VArKQp2P/oYiXQamjrG5affh2qXmGL1XWeozVa3kLMrCzRO32Lc7fhGQFljUlSo5Q025A+PoWSyD1Vo1NnouLvPcqCWIH1wDCmdhanr6J+9gamO6O159AX4Elh1QJQevqba82PihlpWFSaPjUTKmh8kyYA9b4jY54wOyP5Qy9y+AriVwnb4lV/5Ffy5P/fnfNs8ffoU29vbuL29nfld0zTU63Vsb29z2/va174GAHj58iWePXvm2Z5IJJBIJDy/Q5QBmCCETOsUEvKw2Mnkd+Z2EJg+/QVCYNj9AVgbGncwNQ0oVYB8yQrx127sfiacTZ16J7qcfk0uWMPVdubfmBQoce4PAJjQrs4gbe1ByGQh7e4D1xfQu5OcGe9xmNknil6/fkE+wTQxvDhBav8YYiaLzMFTdE9fwRgOZ3SCZpPhi584+9CO7bSNaaJ9+hbFJ88gpTIoPHmG5qsX0Meqrx++x8W+bqh+zeibbcc6tgBgqipqr16g+v6HSGSy2HjyFPevX3r6ee3NbhMJgT5Ts3PWjru9n4+sfaWdo5l+ponbly9hPDGQr1ax+fQZBFFA+/aWem6p1wfjGE/uRaoee/DlOTcscd6/vOIEBpbtZUlU0OZ9LgW+IESInoeFWjmZxM4HH0FOJKCORlb6wRIitTRfnBK1Vm2qWELR/grZujxHv34fCWrdEjfUZvcPkcgXrTH15A30dahVSwjS+8eQMw6oHQ19dS4Caqe/ibIVqVUSMHUd2mShJYpunn1kQS2X/+nsQ43a0cCqUeuaRBem8gFz+wqgFogAttVqFdVqNbDdj/3Yj6HZbOKb3/wmfuRHfgQA8O///b+HYRhTWOWR//k//ycAYGdnx7+hS8aVbSS6TZDxYOaBx4Jb6nYH3NK2u6EJpgnSacDUNZjlLSCTtyaW2ReNG4SC4Nb6PTzcWr+b0K7PIW3tQsjmIW3vA7eX0NvNGR+89hYHt4PzE6QOjiGmM8gePkX35DWM0ZB6PLj20QcGneILt4aB1tvXKD59D2IiicKT52i+egFD0+ntHXp54HZy/qh9QsCtNhzi/tVLVN5733rYHR6heXria9u9DVgTuAVQe/Mapq6jsL2Nqj3RpHl9FQpuATos+l0LQS8eAB2M3f5Y7XybUW27ZVGwG0/OL2+74IZxRtpZUKuk0tj58ENIsoLxcIDrTz8NzKnlscvVx6dN5Fq12Rw2njwFQNC9u11KWS9WHz/4zGzvIlUqw4SJztlbqL2ub5/l1KolSO8dQc7mYBo6BmdvYTqi9kuHWkmBsncEIsswdQ3axSlMdTw31DKPK8X/6W+54kON2n4X5P6auvCC3/7z5NOuCmqBBebYfvTRR/jJn/xJ/MIv/AJ+7/d+D//5P/9n/NIv/RL+5J/8k9jd3QUAXFxc4MMPP8Tv/d7vAQBevXqFX/3VX8U3v/lNvH37Fv/qX/0r/OzP/iz+wB/4A/jKV74Syr4piFDL2zBmPsPzvV2wBgjapwXqBd3vgNxdWGVEkmmrYoIoMS+2oLctgdKWd9DRbiyYJQDkzV2IhY2Z7XR7QTcY6/cAn0wDg/O30Ad9EFFC9vApBGU22h5Kn58vYIu7nak7FnBIJFE4fgYiCsz2bL2Of8N7/uj6+B8s414X9TevAZjIVjbXtsYtTSet3/3pybTObfnwCBv28rs8ff1ss+wH9XH25YI1MjsWRBES8F/UvvNImH3iidLGdY5YfhFCkMhksPvRx5BkBaNeD5ff+x4X1HqufQ6oDZuC4NuWoUtOpVB+9hyECBg0G2idny4casPCJACkKlWkq9bqZ72Lc4zbLd8+y4La1P4h5FweMAwMzk5gDPv09lz6/H0JglpBTkDZP7agVlOhnp+sDmpLVcfCC02Q2hWIHdyLC2pnOWW+8TGqLLSO7W/8xm/gww8/xB/+w38Yf/SP/lH8+I//OH791399ul1VVXz22WfTqgeKouDf/bt/hz/yR/4IPvzwQ/zKr/wK/vgf/+P41//6X4e2LQ36ACFQi1Xo+fJMxM/6m3LSWdspcDtpAzAu7OHAqnWraYCSsHJZ5OBat2GW4OUFP/3uGnqrDgCQq9uQihVfH5x+EIfuWODWMDA4sz5VEUlC5ugpBEWJrs/PF0f7oKV3DVVF681LmLoOOZ1B4fAJ1+pkvA+YuGrcDltNNO088sLuPtLlCmjyrsBt4+IC93bkubS3j8rhMXdfP9sTHSzI4AJHTsCd+LaIAXxR8Eq1FWIfgo5NkI9hzwvz3BOCZC6P3Q8/hihJGHY7uPr0+4F1amk+LAJqnfcZ7z0lygrKz96DIEoYdztovH0T6YXa7c+8tWrd+5YslZDd2QcA9G4uY1+AIRrUAqm9Ayg5qxZr//wExqDnqzMOqHXD3HS7koS8fwQiSTDVMdTzE0BTZ9hjEVDr4RtCrNSDfMn6sXEH0ryznu9MXTQfA7b7XO/LFGLyJC2+Q9Jut1EoFPB/+cn/HeRSBVquCBOAMOxDatyCmFYeyUwOownKb5Tt8N8OYPrJe7LdFCWY1V0Lbg0DuLsAhgNm/8nvBsMXg9J2Rhe82yc2xI0qxI2KNcGsfgetfufrg8ePgH1nHj+KT0QUkTp4AiGZgq6O0Tt5DVMdR9bn64ujPeu4Tv4lpdIoPLUiJcNmHZ2zEy69LD+sdv7nj9bOo8NlN7+zZ0dsTdRevcSw1Qy0Tduuu33w/H84fbRP67Qhxv1TfnML5aMjEELQvrvD3ZtX3H39bPv5wNOPpz+7T+guS5ewDx+uSHYEoPXr5we16UIRW++9D0EQMGi3cE1ZJncdoNbdnqWLiCI23/8QcioNbTjA7YtPAc8KaXyw7Ae1XJ+SZ7vMbEvk88gfPQUhBIP7W/SuLj19VgK1uwdQCqVp6pve6/jqjAtqaf2ERAry7iGIKMIcj6BengK6PgucnPs418ILggBUd62vx6ZppR70uwG6aD4GbPfp/8v/+j+BJhNea7VakdYrYMlCI7arFIEAUrcJuXELYpowkmlo1T2Y0qQWaPg3D2c0gXkxu/oTXZutdbu5D2RygTcRa2YjK3Ib/NYH6PU76Pe3ACGQNqqQylu+Pjj3x6k7jsitqesYnL2BMRpClBVr3W5ZjqzP1xdH+8DVyQZ9tE/s1cmKG8ju7kcYcDEjrMit38PV76FJALSvLtCv1wAQlJ88g5LJBtqmbQ9anSysvqiR2/btDe5ev4ZpmshXq9h+7wMQQeDq67Qd9bN3nNHbhz4Pf9ZJovjFs/9Ro7STvvQ+bF25ahXb738AQRDQazZw/dln7zbUCla9ajmVhq6OUXv5+VpCrZzJIH/4BIQQjJqNtYHa5M7eA9RenK4WapNpyHs21I6GUC9OVgO1kr14VDINGDrI7YUv1DrHBRrUMrcH9F+2PFqwBawDLI36UGpXEHQdhiRDrezCSE4WCqB/PqACI2Vg4oFbQshDrdtex2pY2QEKG4H23boefqO35YLbxj202g1ACKRSGfLmLnUflgu3I4hKApnDp2sBt2q3g+75KUyYSJWryGztrAXczrYDGqcn1gIOgoDK8/cgU8qouXXStouM48G2HfCQjwi33fsabl9+DsMwkCmVsPfRlyDKCrOvH+BSfw+AszCAOw/kLnO8d9sNa5t3X3mOW9i+LCglhGBj/wCbT56BEIJO7Q43n39OnbBI6+tnm2pzCVALQlB++hyJbA6GrqH28oWnXNayoNYtM1CbSqHw5BmIIGDcbaNzwb+q2DxjNg/UJopWnd/B5dm0AhBL50KhNp21oFYQYQwHVqTWMLih1nmdzrWamJKwa9QmAHulVL8atex9D9ju11+QALJ8zHy0YOs88KI+hlK7gDgeAoIAdWMLem6DmndL6x8Et7TtbngisD4BwM51RbEC2BHTMHAbdMHzwK3RrEO7tdbuFvNFyNsHoNVGXQrcahoGZ69hjNcLbketxnTp3fTmNlLV2cVGosCtU6LAraedaaL+5jXG3Q4EUUL1vQ8g2aXvwsLt7LYYHvYR4bbXaODq0+9DV1UkMhnsf+kTKOk088EbFm5ZfvD2deuJGpWYFzgXqTMMvPNEaZnnjtGX5TshBEQQsPX8PZR29wAA9Ytz3L1+7cn7CILPiX2/PjxtwkCtR7dj28bxEyTzBZiGgftXn0MfDl1t2eMKC2o99njHFYZdKZlE4elza6ncfjdwVbGVQW2n5atzkVArZguQd63nqdHvQbs8tQJbhG8feQJYXDVqU9nppHWMR9QatbNfhSm+OO5P6nYG+0yf7XIS4+outEIlUirXPPJowRaYPXGCaUC+v4bYa4MA0HJF6BvbMF0XiXNQZcHtdDtlQHFu98ItILTuQeo31kCcLVjL8Do+ubLsR1nIgYB1MwNGuwnt+gIAIGZzkHcOQARxup2mlwW3vC8Gzn7O301Nw+DUBbfS6uF2WL9H79r6zJbd3kOqXIZTQvvhekjGsToZTGsBB3XQt1cn+wCiLHv60ezPDMieB3IMD/2IcDvqdnHxve9iPOhDUhTsffQl5iplLN8m9hcZveXVxSs0MA3zZ377/PvBG93260/vw9YlyjJ2P/wY2Y0yTMPA7atXaF5cBOpYF6hlgWXp8BjpUhmmaeD+9UuMe73ZfpzH0d2Op1YtL9SKioLCk2cQRMlK13r7+gcKankWPRDzJUjbeyAgMLptaFdnIDOlEv33MQhqg3yY3r+5IlDdsVIfBz0rUmsvH+zUxewP+vUy+6z3326k81ArO9YcI0WB5prMuWh5tGBLu8kEAsjtOuTmHYhpQk+moVX2YIqypw/3yWQMLJN/UvNgum2Qu8uHcmDbB4DELgfm3g/n7wKhz5QMvqkBo9exPpOYJoR0xkp0jwC3M/vGGiAC+nng9mg94HZQu0X/7gYAkN07QLJUglMWBbd+D1XPg07XUXv5AtpoCCmRCLX07szA7Hkwx/Dwjwi32miEy+99D/1WE4IoYvu991HY3mHClx/czRu9DQu4cUDusiSsz/PmI/u/bLD1Kak09j7+BMls1loi97NP0b2vefq/a1Bb2NtHplIFYKLx9g1GnTZzHHH3nRdq3cKyK8oSik+fQ5QV6KMhWm9fwTSM1UPt9vKgNqifVKpA3rTGJ73dhHZzGaiXxRZRFl6Y/raxaf0hBOg0rYUXTGPGVlyTxJz32/Q5DkArVKAWKwAhEIc9KLUryHawZVnyaMEWoN9shADSsAfl3s67lRWo1T2YifS0jx+kseDWL++W9qZFhv2HcmByYrpecxBc89S6pW2n39yAOehbie2GASGZgrx/DEKBouXB7Zu1g9v+zRUG9RoICHL7R0j4zN7k8mMBcGtqGmqfv4CujiGn0qg8fw9ECF561y3rBLeGruP6xQu0bm9ACEHl8AiV4yeAHzgxdi3q53Jnf17AdepcR9CN4te8QDvRwe7L1pkqFLD38ZcgJxIYDwe4+N53Mex0AvuvO9TmtrYdS+WeYNBsLBVqecZPQRJRePIcopKAro6nJRGZ7ZcJtaUJ1J6vFmrLW5DKFkzq9Rr0u2suqKVtp9Ws54JaQqzKB7mi9TW4fgfSYJfzokGp5V/Adr9nvCBCK+9Cz+RBAEidBuTGHYQVrLj4aME2CApFbQyldglxPHrIu80WufJumfDrA7dO+9O+6hjk5hQYD61cmO19IJUNvPHigFun/5NZm6auQVDsYtLT6hFe+x4f4G0THW5VG27HawW3vctzjJoNEEKQP3oCJZultuf2YwFwa6hj1D5/AUPToGSyqDx7D7Tcabde97Z1gluYJu7fvkXt9ASmaaKwuYWd9z+AIIqR4HbZgOvWvQrInQeyefc3CGj9orQsKCWEoLC1jZ33P4Qgihi027j87ncDl8hl+bNOUJupVFHYs5fKvThD/74WCWrdEivUigIKx88gJVMwNBWt1y9haNoaQm3TV+cioVau7kAqlQFCoNVuoNfvYoHah9+8bT3QKYrWV9901pqkVruC0G36Qi3dP/Z2JvNMnttyAuPqHoxEEsQ0INdvIPdavrWTFymPFmwBNhQ+5N3qVt5t36pWoOU3oBc3I+XdTn+D/4XgqZig61Y5sH4PIIKVG5MrxgK3xLUfln9eXYTAqrN3cQJTU0FkBcr+EQT5YSISbf8XC7ev1w5uO+cnGHdaIERA4fgp5HSa2t4tvHDL7BMCbvXRELVXL2DqOhK5PDaePpt2WAe49bbxKqLpbl9f4+bzFzB0HelCEftf+jKUlP+kMj/A9ZMwgDsv5MYNvHHpDQO0QVDL7uujUxCw+fQZKkfHIISgfXeLq88+heEpf0XvH+RHpOvX9UPYpXInkiptoHR4BADoXF+he3sTGWppY7+7nd9+MMdLgSB//BRyOgND19B68xKGOuaCWqYtjjH4nYLarT2IhRIAQLu9gtGs06GQw58wUDvzm6xMv/ZC10Buz0HsBSlozEP3z/nFmbKdsv/O+95IZqf5tIKmQqldQRo/LF/stzjSouTRgm0QlD7k3ZqQWveQWvcgAPR0FlplDwjIu/W1Q/lM5Dy3nkllpglSuwQ6TavhxiZQqjLhmH7BMgY42sXJOE5QHcv9STLk/WMIiZTv/v+gwW379C3UXgdEsD7RSamUb/tAP0A/b159Pg8718Ch9fuovf4cpmkgVShi4/gJtZ9b7zLglt7G24jWr99s4vL734M6GkFOJrH38ZeQq8zeJzx6Jj7wAC6PRAVcmr15/8xlPwSs8wBt2CjtRK91bj9BrlKFaZqonbxF7c2bwMoHk/40XwL7LRhqp2BWLKJ8/BQAQffuFu2ri4VCrVu4ofboCZRMDqaho/32FfTRiPsKp7XjGXtXCbXE0S/4078AeecQYq4AwFq23mg3mXr99o81R4arnFcyZc/PkQF1bFU+GI9c+oP2m7Z/jKCYy08TgJ4vQ93YBIgAcTSAUruCqKue/Vi2PFqwBdgnxX3SBQLIg46Vd2tYebfj6u5M3q2fHup2BtxOttMqJpDGHUjTnhCRL1k5M0RgX9iY1RUH3BJDsyK34xGIKELeO4KQcn52Z9v31UvpFwluV10KzDTROnkDtd+DIIooPn0OKZkM1OnrR0S4ZbUDgHG3i/vXr2CaBtKlMko+cDurZ/b/lwm3NN3uvuN+Hxff/Q56zQYEUcTm02eoPnnKXMyBZd/px7zpCW5dcUDusiSszzzHI3KUlhBkNjaw/6UvI5FOQ1PHuPr0+2jf3HDpWXuozRdQfmJ9QenXa2idny4cakMDpUCQPzxGIleAaRpovX0NbTDwHct4UhBC+UCD2p0HqB1e0aGWOHSGhVrqvtCe64IIee8QYiYLmCbU63MY3XZkqKVt5yrnlc1biz0JIjAcWFCrxVP5wLMflOe3KQjQyjvQsgUQAFK3Bbl+AwHG1DZtP5YljxZsnTDnB4YzebfqCMrdJUR1BAjiTN5tkB4W3D6E+L3bqXDbboDUrgDTsHJmtvcBUfK9yJy6ZsE94HhQjhcAEEOHen4CY9AHEQTIuwcQs3lHW3h0hcmviga3zjq3ymrh1jDQfvsa2qAPQbRmDE/qx/rp9PUjAtz6PYAJgFG7hfobqyxPZqOC0uFxoG2a3mXBLU03ra+habh58QL3Z6f2SmWb2Pv4E8jJJLX/REcQ4PpJGMCd6FtX0I3iFy/QRo3SghBUDo+x/fx9K5+208bFd75DnST2LkJtIpdH+Zm1VPegUUfj5O36QS2BPTm2CNM0rTGuP1t6zGs/4rjPbOvtl9zZd1Q/OIfWbnrah9HH6hcItaL9FTOZBgwD6uUpzF6XAY0UWwHPZu5yXsUKUN62NvQ61mpiRrTKByye8GMdU05Are7DSKRATBNy4xZytzHdJ9ZxXKY8WrAF2CfKfSI9ebc1V95tiZ5369XNgN8AuPVMKut3rbxbXbNyZ7YPACUROFhErXVL3Q4D2tUZjF4HhBBI2/sQ8yWP/VlbEQe5gH5TuB05qiWsGG5NQ0fr7StowwEESUbh6XOIihKo0y2Lhtthq4n629cATGQqVRQPDgNt0/SuG9wCQOvqCleffgpNHSORTmP/S19GdqPsC2FBcMsLuGEH7FWC7jy25wVaS4e/fqtW8ccobG8DABqXF7j6vrVIB48ez7VI8WelUJvNTSdyDpoN1E/eRBoT3D7FD7WHSBZLAEx0Tt9A7XV9+ywDalO7+0gUNxwlvZqe9mH0sfoFQq2sQDk4hqAkYOq69VVzOODeP+Z5o4Io4/gRYs3BKWxYPzbvQe6vQWBSzwsTWh1QS/PTzTDO34xUDmpl15FPewlp1KfYprPQsuTRgu3kWM4eYP8bzpl3K7ftvFvThJ6i590yL5wAuKVt98DteARyfQaMR1YOzdYBkMow98HvBokOtya06wvo7SYIIZA3dyCVKh77s7YiDnaBcGuvUDYaQZQVZI6eQlg13Oo6Wm9eQR9bPlm1HmVme9rvHj8WALeDZgP1t28AmMhWt1DYPwi0TdPLA7e8D3u/NjTdrL5DO7I3aLchiCK2nr9nTTgKSE2YF3AnPkaNSLhhMw7YpemMopcX3nmA1g9GCSFIF0vY/+QrSGZz0DUN1y8+Q+P8nKqLpcPtE1ffJUGtkslMS+9NXjKJJ1eYMSYtEWqzu/tIlsoATLRP32Lcafv2CVsBIbitt19q9wBKwQm1LU/7MPpmnr2OfkGVBwQlaVcKkmFqKtTzt1aqHu05RvEnFqgVRWsxp3TOWhijdg2hXQfx6PeyxcM+O78gU46JzzPaBKDly1BLVYAQiMP+TD4tzwIWy5RHC7aAdZFNjivvG8n05GCSd3vtyLvdgxEy79Z5g8zCiPcC9FZMsNZ3xqAHCMK0Tl0QnEVZyIF2rCb69btr6PUaQAik8iYkeylgLvvwbnf2mxtulVXDrYbW688tuFUS1pKTshTKB48fPnA70ycM3DbqaJyeAABym9vI20uS+tmm6Q2CW6ovMcOt+2ddVXH16ffRuLRWoSpsbVt5mpmML6D5gdfEpzCAGxVy3fai/jev8O4Djz3f40oIiCCi+uQZdt7/AKIkYdjr4uI730a/2eTSRb02OKCWJ5obF9TK6Qyqzz8AEUSMOm3cv3nFDbXe/eAcEzjGM7fNzM4eUuUqTJjonJ9i3G759ola1ovd1tvPgtqSBbUXp7FALc3noMoDQjINef8IRJSsykHnb0F0dS6oDQpEzTADIQ+VDxIpQNetygf9zkwfnsoHvseEZRuAOalPO8mn7TQhN25n8ml59CxTHi3Y0i441ol0/zZb79bOu7Xr3Wox5N3SfJhs91ZMMKxVyiJUTKAdi6gLOej1O2i1G4AQSKUy5M1dz74x7cO7feaYzOyLf7/pCmWjIQRZQebwKQQlsVK4NTQNrTevYKhjSIkkik+eQ5DEUD54/GDAradPCLjt39fQPDsBAOS3d5HfYZzDJcFtUBuWbpp+AGicn+Pqs0+hjcdQUinsffwJSnv7QACwBY27YcAxLshdhjh9jRNoWaomdpK5PA6+/BXkq1bVg8blBa6+9z1o4zFVH00PzbegvlxtXD9EhtpUCtX33gcRRYy6Hdy/fhkKamnPCYDyFYdx//OOOemtHaQrmwCA3oVVq9uvz+KhliC1dzgLtd32HPrCjelO34V0FvKetRqnORxAvTgBMXRPH6de1rMscjmvZMqCWmflg9Fwpk+ck8Tcv1n5tM76tLeQe01PPi2NR1Y5Dj5asAXcJ5fyGwUsaW9AVr3bq9jybmc/CXgvOmbFhMad9WO+ZOXaUHSz9iEOuDWadWi3VwAAMV+EvL0/NRxoH97trH6BcKu74PZoDeBWHaP55iUMTYWUTKHw5DkEcf3gtle7Q+viDACQ39lDbnsn0DZNbxxwy9+GPkDSxsxBq4Xz73wb3ft7EEKwsbePvY++BDmZCoTboDE4bGR0HSE3ik/zAq3TbvngELsffgQ5kYA6GlmR9vNzmJRSXjR97w7UfghBlDDudXH/6nNr+XSGLT+9i4TazOYWMptWXnP36hzDxr1vn+VA7QGUfNGC2vPVQa2YzUPeOQAhAox+D+rlKYhpePo49bJ8iVzOKzOpfCA4Kh+oM33mmSTmaxuAkcrO5tPeXUEa0/NpfX1Ywfj3aMGW+kZC2R50UpwlwZT2PeSWtUJM3Hm3bh/cUEoAkE7TUTEhZ00qc6zAxBrcguDWDyjdF7/RbkK7tj75itk8lB3rjZbLPujbqYNhwCBq6roFt/bkrezRMwiJFcPt2Fpy0tA1yKk0Ck+eQRAFZnva725ZBNx2b2/QurTyGAu7+2sJt2FSE9xiaBpuX73EzavPoWsaktks9j/5MorbO4FQFwRofv759nEA5TJhdx6bvPvpp3ZiN5HJYP+Tr6C4swtCCNq3tzj/9rc9VQ/89L1TUCtJGPd7qK0p1Karm8hsW19seteXGN7XfPssLVI7hdoT6L32tO0ioJYFdmJhA9L2PgghMLptaFdnII5lYXmhlqdGLc1nQghQLAMVeuUDrx7WPrO5wM/2tD5tyVomeJpPa7DzaWk+rPKl/tGCLUCHNgLvxUi7wFlvRdKgC6V2FSrv1umPc5vlj/9NRq+YcAHoul0x4XCmYgLrIo+z1q3R60C9PAVME0I6A3nPykHy7BvNPkUnqx8X3J69gT4cgEgSsofPICSSK4VbfTRC680rmLoOOZ2JBLd+D7vY4PbmGu0Fwa3HL5/9YbVht6P3pfXv3ddx/u1vWzVvBQHlwyPsffwQvY0LcMNC7oMNL+xGeRCw9ETSFWKfgo4RIQREELCxf4C9jz+BkkpBU8e4fvEZam/fwDR0Sh+GHsq1Trs2o1xrsULt+w6offnCGqcZtvz0LhRqK1Vkd6wc+/7tFQa1W98+C4daQpDeP4SSLwCGgf7ZCfRex9uWV59Pv6AJTtLGJuTqNggh0NtNaDeXzH1zc4Tz31Fq1JLJBVzZAQpl68dWPbDygdc35xfhh20eFqKwwiSf9qE+LV8+rfc3+vFfljxasKWfyHhSE+h5tyVm3m2gDcqA5rxYPJPKxkOQm1NgPOaqmMDSY/02e8zcfWiDCSGAOehbJU90HUJiMmtU8fi+FLg9fQN90Lfg9ugphGSKPeBHHKTd7X3hdjhA681LmIYOOZ1F/vgZyBrCbefmeiZyG1fOLdUvn/1htWG3ow+VtJ91dYybFy9w+/oVDF1HMpvDwSdfxsaB9aUhCP5osERtNyfkztpkg2oc8Eq1GcL3oGMy8StTKuHgy19FaXcPhBB07ms4/zZ7ghj1/NOurYjXDs1GfFCbtqBWXG+oTVUqyO7uAwD6t9fo39749lkO1B5BztlQe34Cox8eamnPbHe/IKiVqzuQNioAIdDrd9DvriPtW9QatRDsygcZu/LB/TUEe0VUuh6ab/4M4Aejppz05tN2w+fT0uB/2fKIwXbyN+1iYl+gvHBo5d06692WoG9swySCSx+njZm3LO/N6sm71TSQmzNg0A+smDALsnw3Iu0lwO2bORpacKupVp2//WMISpK53077zot+XriFYUduB30QUUL28CnEFcOtNhxYkVtDh5LJonD0FESI7oPVjv7AmwduuzfXaF1YcJvf2fOFWz+9IiGha92yom5uYcEtFXoYI2m3VsP5t7+FXrMBIggo7ezi8CtfRbZc4QJEFnhR28YIuYsS4vqPq0/AMZgcRzmZxM4HH2L7vQ+mubQ3n7/A3atXMOzVkdx6WfpofvP057quXD/OB7UfTHNq1wVq3ZIql5HbtUr99e9u0L+99vRZOtQeHEPO5mEaBvpnb2H0u777xAtp7n6BULu9D7FQAgBot1fQ6zXufQsKFHFXPthxVT7oeSsfuH2ffU4zdLvbUXw00nmolZ3Y8mmdz/a4Xr7DyKMFW12SA04uG7CC3kic9W6V9j3kZs2qd5tMQ6vuwZxGLiNcaGBfQPSKCRdAp2U12tgENjYDL+K4at0SAhBtDPX8BOZ4DCJJkPePrJVZGPvtsU+1SbPlD9owDAtu+z0QUUTm8CnEVHq1cDvoo/X2NUzDgJLNoXC8pnB7ez0zoYwFtzS97u1xLeRAs8sbvaX1BwBtbEVvr158CnU4hKQo2Hr2HLsffQwlnY4dcJ1+rwPoRvFjsr9++zw5bkQQsHFwiINPvoJ0oQjTMNC4OLdeKBoNpm6WPpr/NB1B7Vg2nBK9pNf6Qq1zW2pjA7k9a3GWQe0W/ZsrT5/lQq2A9METyJkcTMP66mYMer77FAVqA+urEgJl92i6sqZ2cwGj3WSAI2V/GecsCGpnfkumI1c+eNhf9vFgwSghVj6tVqhALVqRaiuf9nKufFraM33Z8mjBdlCoYpzMTo8yFWoDTgYvHErDLpT7Kwi6DkOSoVZ2YSQyFH2cNsLALQDSuLUqJpgmkCsCm7vAzP76+++E26Bat+7fAIAYGtSLt9ZKLPZa2kI667vfUeA20BfDwODsLfRe14bbJxBTmdXCbb+H1ttXME0DSjaP/NGTNYXbGxfc0uvcuvXStscBt+Ha0QdQ1rg6aLZw/u1v4f7sFIauI5XLY/9LX0bl6BiCPRmTF3DDjt1u0F0U7M5rh3ffJscpu1HG4Vd+CKWdXRBBQK/ZwNm3v4XGxQVM1+SpiX4/fZ7fOa4Pni8AtHM7F9S+54LaNZgo5t6WLJWQ3beh9v4OvetLT5+lQq0gIHN4DDmTtVPJ3sIY9n33KSrU+vlOBBHK3jGEdAYwTaiXZzC6HQY4UvaXcs6c1xcX1GbzwOaeXfmg71v5gAqUjmueek58+MMURGiVXeiZPAgAqdOw82lNl93wqQc0xlqmPFqwNQnBMFfCIFeeGSnoJ3z2xqRDsPfCmM27HUOpXUAcD+28281Y8m5pfQMrJqSyXBUTopQDo128AEBMa+1sY9ADIQLknYPpW7B7vx/seAeOueHWNDA4P4HW64IINtymVw+37bevYZoGErkC8ofH7wDc7jIXcXDrpW1fBdzSBlDnPeUU0zTRurrC+be/NS0NVtjaxuFXfgiFre3pymU8gzLLBq/QIHTe/yL5Qfj3ZXJsUrk8dj/6GFvP34OkKFCHQ1y9+BQ3L15AG42YNlg6Pb8xYDXoepy0C9IfeUWxdOYBarud9YXaYhG5gyMQEAzrNfSuLjx9lg61B08gpS2o7Z+9WQ3UijLk/WMIyRRgGFAvTmEOer5QS3tmW7a8fbjKeRXLQNmufNBtg9xe+lY+8BwDyrXByy7T+rRKEsQwINdvIPda1Hxamg2vLxT/5hkU55RHC7bJXhvENKEl0+gVt2DI86UmYPobPL895N0aVt5tz5F3W9rirnfrsUEZ/Jx9PZ8IBj27YoL2UDFBVnwvcJoe6zdvO9bN/vCbCW361ksgbe9DzJe4jh1TJ2sA8xtQTQPD87fQuh0QeyAV09mVwq3a69pwayKRLyJ/cLy+cHt+CsBaxKGwR19+162Xtj2OJXhpelntaDb8dABWesLtq5e4/P73MO73IcoyKkfHOPzqD6GwvRMJcFc4noeWsD5PgTZvAe3uRx8jlcvD0HXUz89w/u1vYdBsMW356fT8PteLjteGWyJDbTY7C7VrUtLLvS1RKCB3cGxBbeMeXXuiKGt8WU6k9gmkdMaqRX72BuZw4LtP9Gc1wx5tPyi+C3ICysExBCUBU9eseSKjQSDU0nRGK+clWKW87MoHpHUPUr9B2MoHNN2edpS+Rio3W5+2dglpPGD6T+OGmfPh0O+F6tVEbInproz9jku73UahUMDf/d9/HXIqhX52A4YogZgmEt0m5GEXjpJ008Lg7r+Bh2Yzv03beXUYjh+1VBZqvgyTEAjqGFL9BsReV3lWH6cNUPyz/2m4+pqSBLO6ZyWkGwZwdwkM+4F2DcoxMHyOleUXzX9ArG5byfimCa1+B61+57Ht7GdQdDKPBe1YUfqAECR3DyHl8oBhoHf+FlqvG6iLqc/PD0d79/lwtpHtXFuAYNhqoHP6lksnywernf/5orXz6HDZzVSqKB4cAQC6d7fTFcuC7NO2624/KENOkE5aG7+2LDt+ekAIspUKSrt7kBMJANZyvc3rK7RubqblqaIMmes0yoZ9zjgfTOlCEaW9PSSzOQCAaRho392ieXkFXfWuHBZkj/kiskCopVfx8Nc72Z7I5VB59j6IIFjL5L5+ubZQmz98AkIIRs06OvbL6qqglggi0kdPICXT9gI7b2C48khZ+sIEGAKhNpGCvHsIIoowNRXqxen0uczSSduvyOW8BNFKFUykrMoH9RvuSWIPfvkAr09fE4BeqExTD4RhH3LzzpN6MKuPbSP4XD38+xf+2f8XNJnwWqvVQj6fp7aJIo8WbP/eT38dSUmCQQiG2Q2M7dn60qiPVKcxMxhRgc0HmPwA0Qk1upSAWtqEIYoghgGpcQth1A/UMWvLYT8M3AoCzMqOlZhumkDjDug0ueF2dp8CjoFr20S3uFGBuFEFTBN6qwH17spje9bOguHWNC247XaY+78MuFVyVq7tusNtulxG6fAYAEHvvobGyRsu+7TtUeCWpjdMO5YdPz0ALMAtly3ATVrjhq5paN1co3V9BcMxOSjq8LmsUXeeYMkM0BZLFtBmrNx5wzDQub1F84oNtH72wwAtS0/QFwOanXmgNpkvoPzsOQgRMGy3UH/9CjDXHWob6JyfePosFWpFEenDp5CSKWtJ9LP4oNbZJ3CJ3FTGWk1MEGCOR9ZqYhxL5Lq3804Sc9onhFiBps1dQFIAQwe5uwIZDXz00PyKCLWCCK20ZZXyAiB1mhAZpbx87XNA7cw9R6y2/8ff/AJs5xIn2KZka1UwwzQxTmYxTOetCKquIdW+h6iNA6AyGtxObAKAQUSopSoMJQkTVoK20GlMLww3tMUKtwDM0iaQK9gHpwE07gIhbR64dfstFEqQKlsAAL3bhnp9zm+bodP928x2Sh+AILl7AClfsOD24gRapz2jb6Vw22ygc7aecJsqlbBx9BQgBP1GHfW3r6ed5oVbqm9zwC2rLc1OkJ6JZMpllHZ3oaSsSh+GrqN7X0P77hajXi9Qf1iZR00cX/ycDyVRlpGrVJGvbk4B39B1tG9v0Lq+hq6qLDUrj9LS7ERNPQCAVLGE8pNnACEYNBuov30N4jpZawG1eXuCKhEwajXQOVs11ErIHD2FmEjC1FQrUjse+e7TIqBWzOQhbVv1lI1BH9rVOQi8S+QG7Vf0ygcpqySnIFqVD+4up5PE3PtA31dO4KT0NeUk1I1NmKJk1adt3PmmHtBs8EL/zD0nWEFFSR3i//T/+H+CJl+ALadMDtT/1Qbbyc6ZpgldlNHLLT81wTABLb8BPZOHCUAc9CA2b6cDo58OKkDD374zpcAEgHwJZrFibex3gdoVYJpcvs/+FuAfaNsBIZuHtGWVkNL7XahXZ1Q4WizcAomdA8iFImCa6F+eQm23ZvStFm7r6JydrCXcJgtFbDx5CkIEDFpN1F9bVR6C7NO2ryPc+umaSLpUQml3D4lMZvrbqN9H5+4WndpdLFHcVYrzgZQqFJCvbiFTKk1/N3TdjlhfU2vRPujhszHz+xxRWma7GKE2vVHGxrF1n/Yb92i8feMLl7xQC7hAiQNqrXb0bWsHtZJklV1MJGGqqhWpXQXU5ouQNndBYK2aqd1cgrZEbpAfkaE2kwfKW9aG4QCkFs8ksUC7sPJptWLFCuhpKuT6DURD4/fdbctvm0OHLsoY5MswJBnEMPB//tu/DkmS4JYvwJZTJgfq//a//a9I2gfSCaQmIRhkSxgrKQCANOwj1a3PUEDU1IQgSNOSWaiFh7xbuX4DuPJuFwG3AGCmszDLWwARgNHAyrvV9VjgNvj4ACSdgby9DxACYziAennqyFkMsM3Q6eeHs98s3O5DtnN/+1dnUFvNGX1Lh9u8VSVh3eE2kcuj/PQ5iCBg2Gnj/tXn0zJOi4BbHr2sdn5tWbb8dDklkcshX60is1GGIFhzbw3DQK9RR+f2FgP7SwCPrVWKB/xkBflqFbnq5jS/GACG3Q7at7fo1evUsl2zOvntTX9fc6jNVKp2Og7Qu79D8/TkHYDaJjpnb33bLx5qZStSqyRgqGMMTt/AtFNWlgm1UrFsfTEkBHqrCf3uinu/aFDLPIYsMCyUreoHANDrgNzHN0nMN/UAgJEvT5fGDZNPO2/qgZrIYJQr2V/HdaS7dfziP/p/gSZfgC2nOME2JctU4PKkJmgqUp17iJrqCzhRUxPYebc65MYdSIx5t75wqyRhVncBUQQ0Fbi9ANRxaLi1fvfxj3p8AJJMQd45AAQBxnhklViZgn2AbYZOmm+BcLu9B7m4YcPtOdRWY0bfsuB28ssM3Dbq6JyvH9wCgJzNovLsPRBBxMieDW7q3pcTt17admDxebestixbPPomIogiMuUy8tXNmSiuOhqh32qi32xi0G55YHCVw60bkhKZDNKFItLFIhKZ7HS7rmno1qx0C3UwoKly6eW3Of09BNCy2nsgktJ5HqjNbm6haNd/7d7doHV+FgvURkk/sNrRtyk5e/EXImDUbqJz+ta3/cKhVlasMotKAsZ4jMHZa5h22spSoba8BalUtqC2cQ/9/jZ2qGXDJbGitHbJS9KqA5Tlcel97X9HzqcV7Hza1DSfVuo1p/s5zypifn6AEAyzJagpazyUx0Okug0IpoH/wz/9/4AmX4Atp0wO1N//3/4IkrIdsWWAjibJrqoJDcjD3rSRH9y6dXnbe3XM5N1ubMKQE4BpQmzXIfRaIBw6eODWud1bMUG24Fa2EtitigkDbt/ngVsAgJyANJmVqqoYX5zA1MbefaLZZujkBVLnb8rWLpSS9SbdvzqH2qyH0sXywa897RjS4fYenfPT9YTbdAbl5+9ZpY76PdRevph+mn7X4JZlj0enU5RMGrnqJnLlCgRRfOhrGBh0OlPQVYd0SIx7CGbBpCCKSOULSBctmJVkZWb7oN1G++4W/UYjMDpr2QnvAxAOaqNGaYH5oDa/u4f8tpU+1bm5Qvvy4h2A2pYVqTXNlUGtICtIHz2FKCswxiMrUquxodZPl58PgUvkbu5CzBctqK3dQG/WGfBIsTMv1E6WuLcnbpP6LUivPdMnDqilbTMlBerGFkxJBjFNyM07SCP20riB0OzaxvJDFyUM8hUr9cAEkoM2lEFnau/nfuPfgiZfgC2nOME2pchUQHGCjkEIBtkNqHbVBHnYQ7LbCJ2aEAifriikYRJohTL0dNbKu+13IbbuQuXdRoZbQYBZ2bUS2k0TuL8Beu2lwa0pypD3DkEk2a4jeApjPGTu74xtls4ocLu5A2XDyj0eXF9g3LgPpYvlg197X7gtFJE/OAJAMGjco7umcCulUqg8fx+CJEMdDlB7+QL62Pty4tbL0h8n3LLa+rVn2eTR6RQiCEjmc1YUtFCcTriaiKaOMex0Me73MB70MR4MoA6HwYojiChJUFJpKOk0lFQKSjqDRCYz84AydB39Vgv9VgP9ZguGz2Qwp/gBrbV9tVA7T+UDACgeHCFb3QQAtC7P0b25ZoJdkO53FWqD4I/WT1AUpA9tqB2NrEit/dIbBWpZPgQtkStv7T0skXt37Vkil9ePSFArSdZKYnICMAyQ2hWIawEKP6idK582mYVWqsAkAgRds/Jp9YelcXl08EaxnTrURBrD3Ib19dvQke40IGmjmfZfgO2cMjlQv/4n/ggSdlUEgAKFjj6GaWKcymKYKsAksFIT2vcQdW9qAv+n92C4NQFo6Ty0/AZMAMJ4BKlxA6JrgTqoUOeTd+utmECsnNuMVY8SrXugeR873E720/ObIEHePQBREjANHerlOYxhj7m/M7ZB3x4JbqvbUMpVAMDg5hLjei2ULpYPfu394DZRKCJ3cGz5s8ZwKyYSqDx/H6KSgK6Ocff5C2h2RDIOuKXZpPXj1e/X1s8er16aSMnE9FN/MpcHId5i5YZhQB0OMR70oQ4G0FQVpq7D8PzRYJomBFF0/JEgSA//lpUElHQKSioN0TH2OWU8GNgR5AaGnW6oHVoW0LLaLxxqCcHG8ROkS2UAJppnp+jV7tYeasedFtqnb1cMtQlkjp5CkGQYo6EVqdWXDLWCAGXnAIL9KVy7voDR818il+ZH5EliiSRQ3bNT/TSQuwsQdcwAY6+NsFA7jdICMHIb0HJFK592NIDcuINgV31YXD4twTBbhJqySgDK6gipTh2CaXh0/bkvwHY+cYJtSpmU+7K2BaUTaJJipyaIVmpCpwFl1POFnKipCTN5t3LSyrsVBBBdh9y4BRkPAnWEhVunXQtuARTKMAsb1sZeG6jdWFo4wHz2N2+7QLglAqSdAwjJlHX8r86h9zvM/Z3x/8Hc/HBb2YJSsSI0g9srjO/vQuli+eDX/jHArSDLKD9/H3IyBUPXUHv5AuOe9+WEppvWJm64ZbX1a8+yyauXJUQQoGQySGYyUNJpyKkUlGRqJnUhTjFNE9poZEWG+1Z0eNjtTiPr3H4HwKzVJjzQsnTzAjBP6gG1HwNqiSCg/PQ5kvkCTNNA4+0bDJqNL6CW2tYFtYkksodPQSQJxnBgrShm594vC2qJIEHeO4SQSAKmCfXqDOagvzyoTWet1cSIAIyHVjkvXY8Fav2OkUkE6KVN6Mk0CACx24LcfbhuF1HKixAr9WCYK0OXFRATSAzaSDhSD5y6gC/Adm6Zgu2f/AmkHakIPJ/MrdQEAYPcBlTZmhksD7pIdpszTzJvVDYA4FyQSAM1Q5AwLm3ClBXANCG17iH02xRdHPpDwC0AmJk8zI1N64od9q28W8NYDtyCQNreg5DOwoQJ7foSerflu7+LgFu5vIlE1aq3O7y7xqh2G0oXywe/9o8BbiGKqDx7D0omC9MwUHv9OUbtNrv/GsGtXx+W3bD6g0RMKFbKQCoFOZmCaEdgiTMyK4hTADZN0xPJNXQdhqZBV1WMB4NpmsPMSQ4p8wItwA+pfu15orRAcD4tTf+kjSBKqDyfXMM67l+/wqjT/gJqqW1dUJtMIntgQa0+HGC4CqiVZMi7hxCUBGDoUC/PgPHQ0W7BUJsrAqWqtaHfBbm/BjH9Kx/M+uQDvH5QK8rQNrZgyIqdT1uDNHqorT1vPi0z9UBJWakHggDBMJDu1iGpD6kHtGvnz/6T/zdo8gXYcsrkQP3f/9RPIuWaPOYHXm7gGKVyGKXyVmqCOraqJuhaQNTUC8pee14fZvJuixXoqYyVd9trQ2zVpheKHyBT9XPk3U77JVNW3q0gAOrIqpigacuBWxOQtnYh5ApWpOnuGnqr7vGZBrd+Or2/+cOgvFFFYnMbADCs3WB0dxNZl7OfX/tHAbeCgI0nz5C0F8C4f/sag4b3/NF007YD0fNuafqD2vv1YdkOq38eMWECxFpjflIizy8SGlV4YNZqFw1o/WysCmpFWUbl+fuQU2kYuob7l59j3O9xQ61X7w8O1IrJFDKHT0FEEfqgj8HZm+mKnsuCWkFOzMzX0C5OAW3saMeGLee/I0NtqQrkS9b/d5pAw0pdoeug7WcwdNK2mYk01NKmBZe6DrlxA9He7zjzaWdTD4BRpohx2kpflNQx0p17auqB+xj/7D/+N6DJosBWiE3TGor75AjEmxDuPCGTUyEQguSgg0ynBsEwYMgK+sUtqEqKGsZnXSjUbT43kEBMyK07SPbKZHomD628A9Oul0nLj/HVD+/FOR0QXP6T4QDk5gzQNCvxffsQUBJcfruPsfu34EEO0G4u7ZmrBHJ1G1Kp4vE5aNAOHCwDBm+1fofRjbXsb7KyNYXcKLqc/fzaUwdt+29nPcpUqYzs/iGXTpYPVjv6g9f7cJ3V4fcghmHg/vVLC2YJQfnJU2TsyTdBPtC2AzRY8eanuv1i6fezE9SHZZuln+XTPEJAQExYk1Hs/2LTHcLnoOPg55vfuZonn5an8gHrepMSSVQ/+AhyKm3lib/4FOoXUMtoO9tPTKUfoLbfWwjUCoT4Q62ShLx/bEGtOoZ6fsINtc5r2ckE7mfb7DPW0U4QgOrOA9Q27uaGWh5eMAHomQLUjS1AECCOR1Bql1xQG55VHvqbooh+cXMKtclBB5n2HUSYVF1uncuWRwu2tJNEu5Dd25wnR1JHyDZvIKljmIKAQaGCYaY4beR7MYB+oq2/vRe64Ogn91qQ6zcgpgkjkYJa2YMpKR4d7H116OeA2+m+qGMLbscjQJSArQMglQn02z34sF4g/G8mWGVZ6ncAIZDKm9OleJ0+R4VbP8h2/q42ahheXwIAkuVNJLd2Iuty9vNr/y7Ard++AAAxTdTfvkb37hYAQengCPndPS4fJtvdbeg5k7TfPD/5AhNrrA2CxulLIMdgPbHjZ29VEtavRQDtpB9Pe5r9qPm0kzZKJoPNDz+CpCSgjYa4e/EpdFeFii+glt7PgtonD1B7/nYhUOvXR0imIe8fWWUjxyOoFycguurpQ9sn2rmiHT+mr4IIbO0D6Rxg2pUPOk1uqHXeL9RjQLzbLKgl0ItVaAWrNq/Y70K+v4Zg6h6/aTo82yjHhcYSmpxEr7QNXU6AGAYy7Xsk++0ZZqHpmhxf9/2wDHm0YAv4nzDaWxrthIswkWnfITmwJjWN0zn0i5swRZF60Xh0+voyu80JidJ4AKV2CUHXYEoy1MoujGTGpYt+4T7sv/032LY9cKtrIDfnwKD3UI8vWwgckGiDAW3Q8B9wAL1eg1a7AQiBVCxD3tzlsuvUGQSWQYO51rzH8PoCAJDYqCJpLwccRRern7s9H9yaSJXKyK0r3AJonZ+ifWUdu/z2LkpHT6adgsCD1iYM3FJ+jgxcQVFRXsB12/Ozuwhx2+W1zQPxwS8C4fpRzx/lx3nLeSULRVTf/3Bai/nuxacwXJPqlgm1TjBwb1s7qE1nLKgVROi9LgZnbz1Q69wfFrD5+cCKOk6fWemslX4giNYqlhcnIIbu7UPZp7mhVpKB7QMgkQJ0HeT2AqTfnblXBJ/9DJokxmIDUxChVXagp3MgAKRWHXK7BoGYVL/92IB2fmg+gACjdB79YhWmIEDSVORat5DVIZVvWIy1Cnm0YOs8qbSTB4RMTei3kWnfgxgGdDmBfmkbmpwIuDiDTz7Nz8lFKuoqlLtLiKMhIAhQN7agZ0swHf3dOrx27G0zN9TsNnfUlZgGyN0l0GlZjcpbQKkSODjGBbdGsw7txoqaivki5O0DDxzRjpdT5/xwW8fw6hwwTSQ2Kkhu70XWxernbh8MtycATCSXALez+mY7suxObHeur9A4fQOYJjLlirVamT35ieZDUGoC/ZMzHbooPwVGFFkSBnDDQO7ELu1PVIlLH8++8AAtS0WYKDoP1NL6+l1PmeomKs+egxABw1YTtc8/m9ZaZdmdud4XALUsfesHtVlkDiyo1bodK1JreqHWT1fQcQjKDxWzBatMJBFg9HvQLk9BTMPbh+LH3FCbSFkperICqCrIzRnIaMjQQbHviNLSntlUmwBMOQG1ugdDSUIwDCj315AH1uRG2hdTv2eU33Fx+mAKAgb5KkaZAgAgMewh07qF6JNPO/tMhue3ZcojBlviewGxToJ7m/PkyeoQudYtJE2FIQgYFDYxSuenjeg3Ms8F5d02zbuFAaVxDbFnXchavgS9tAnT9UClDljubTOfQLy2Z+AWAGncgjStuq7IbwCVbRAi+NqMDW47LWh21FTM5qDsHE4N+h0vp8654bbVeIDbUhnJneXCrfsYjVpNtGfg9ohLZxS49eojrm2z7dy2+/f3qL1+CdPQkcwXsPn+h9PaqlSICYBbYL7UBJoNZ3u/sZcHcCe+zDuQT3wJ+2ce4fV7XqANE6V1+8KTTzuxw2pT2NtHyV4ApVe7w/3rl9Noo9M2q/8yoTaRz68V1EqZLLIHxyCCAK3bwfDiZDpbcmlQmy9B2t4DIQKMbhva1RmIY9JnVKhlweHM8UpnrfQDUQRG1nwUoqmMZ99DPxrUsnzz2ARgpLJQK7uAKEHQVMi1S4jqMPB4zbLB7HGhbnP012UFvdIWtEQSxDSR7jaQ6jVDpx7Qjv2y5NGCLcA+2bQTy52aYBrItG6RGPZgEmCUKWCQr8xM8GJeNGBfELSL2nkhKZ065GYNxDShp7LQyrswBdGjg+2D47hQ4Hay3QO37QZI7doaxDJ5YGsPEOhw6/HbZzChHV+3T0avA/XyFDBNCOkMlL1jEMEb+Vso3LabGFzacFssI7W7H1kXq5+7PXXAsv+MZ+B2A7mD9YBbmu1Ru4W7F59BV1XIqbQ9USc17evnB00/EE9qwqIBd+LTvJC7KKGNg77tFwS01PND+ZE39YB5/RCCjeOnyNn58u3LczTPTnzB0m1j2VCbP3qCyYpiq4faHDIHTwBBgNZprwRqpWIF8uYOCCHQWw1oN5cMgKT85gNd3OW8qrvWhn7XSj8w9BkdYcp5BT6fiT1JLLcBtWSV4RSGfWuSmKHN+D2ry70f9OPC8gEEGCezGBS3YIoSRE1DtnULZdTnPr5M3UuWRwu2vVR+5pO9cyBlgWeY1IRUr4l0twFimtASKfRLdj05Hxt8F9nstpm822EXSv3aqtSgWJ8nTDnp0vVwDHzhGd4Lb/JPT8WEfgfk9sKKbiTT1qQyUfK1Sbvxgl4evMcFwLAP9eIUMAwIyZQ1C1aUAu3SjnPQ8XH2cf6ud5oYXJwBpgmlsIHU7kFkXax+7vbMyROw4fb0LQATyeIGcgfHXDpXAbfaoI+7F9+HNhxAUhLYfP8jJHI5Lj8m291t5k1NmNiZF3CjQO4qBvoo9nn2kec4sfqx/HRLlHxaZxsiiqg+fx/pjTJgmmicvEHHtUSu27Z7v1YHtc2VL5MrZXPIHBwDhEBrtzC8OI0Fat3PU78+1kRiC/D0eg363bXvPtF8mKuc14ZV4YV0mtZEMUeN2oVMEiME+sb2dCUxqduC0ryFgAXm0woEw1wZw1wJJgGU0QDZ9i1EXePiFt+v3isY8x4t2A7lNFrZCjRB9AXH0CcJD9uUUR/Z1h0EXYMhSlY5jGR22sjvJDv1sN7eZn2y/hZVq7yHoI4BUYJa2YGRynn6s/ZzRj8H3E79GDnKgSkJK4FeXk45MIytCQKmrkNQElD2j0GmVSIC7Dr3wW+gDRj09W4LA3tQVwolpPYOAZBIulg+uNv7wu0kkgMTyWIJucNjLp3LhlsAMMZj3L74FKNuB0QUUZmABocfrDbA/NHbia2ogOvszwu5Ex9pf+aVOPTy7EvQcYkSpXX7yUo9CLpWnG1ERcHm+x8ikcvD1HXUXr1Av34fCLX++n3ukXmhtlB4gNpJTv0qoTaXR2b/GCAEaruJ4eUZJhWz54Va6j5Q+sjVHav0IyHQa7fQ63e++xQH1FrXowBUHOW8mrVQ5bxo1wKdB1x+izK0yp61kphpQm7e+a4kRmMFPsZ46G9IMnrFLajJNIgJpHotpLp1CAxd7mPLDAbGNK5FkUcLtoJpQJNktLJVjJS0J3oLeB8EwOwJc7ZxbnOeZFG3Zgoq4yFMQjDMlTDMbUyN+F5UDn9ZcDvrk/23oUG5v4Iw7FuDTqkKPb8x16Qy2jbfcmCT2aHJFJfPtGNL22/38Z2KOoJ68RampoLICpT9Ywj26nCBduHdTh1wA/ro3TYG5zbc5ovrBbeFEvKHT0AEdnuWDzN+LAhuoeuovXyBQaMOQgRsHD9Ffse/HFiQDYANt1EAlyV+/dw6wgCu1w4dTHn/RLbLCedBxyHoJYH+u3cDT5R2Yo/VRslksfXhx9MatbcvPsWo0/HcB+sDtUXr/iUCRq3GyiO1cr6AzN6R9XxpNTFaBdRu7UEslAAA2u0V9Oa97z6FhVomYAqClXKXyVnnoHZtpeRRdVCeswFQy9pmKimMq7swZAWCoUO5v4Y07E3t+UGt5zi6/39mXx/6q4r9tVmSIeg6Mu07JIZdTz5taEaiHJ9lyqMF29KgAUUbwxQIOqkCuukiDBDqAWedlKDUhMn/CwBSnXukei0QE1CTGa6SYBM9tIuQ5ePDpDITSvMWUrcJAkDLFqFvbEeeVMba5qmYMCkHNuxbA8DmPpDJcfnsPrZemwGDlaZCPT+BqY5BJAny/jGExEPOpteG/4BOHXgD+ui9NgbnJzbcFpDetya1RdHF8sHdPhBuT94AMO2H43FouPX4sSC4ndS67diLYOR3drHx5BkIEaj9WTbc7WjRPZp9lp9OW3EC7ryguygJ61/QfkeJerNgPA6oTW9soPr+BxAkGWq/h7vPvg99OOC+/un66feEe9957mf3tmTRvm8JwajZsKufsO/XRUHt5FzJ+SLSu9a4prYaGF2dedty6PLr4wu1hEDeOYCYs2bkazeXMNpN333yg1rntRZY+WBSvz2ZBoxJOa8OQwdtH9nPQb9npJHOQy1vA4JofZW9u4SojTw+s57rM9s8x5XyPCDAMFPEoFCBSQhkdYRs6xaSNvbVQzu2Xt/oPi5THi3YiqaB4qCJzLALAmAkp9DKVaDauaF+F8jkb7+TCGAGSgVCkBh2kWlbq5VZMwu3oclJLht+F5G7/wQ2CQC524TcuLMmlSXT0Cp7MKc5qN7+zIvPMUDTBidPObDbS6DXsRrZn2z8BlbWQg4P7Sk3oWsbABBDs9ISxiMQUYS8dwQhmfb4u1i47aBv12+UcwWk7chGFF0sH9ztfeG200br5A1M00Qiv3y4ZT3YqTYAtC8v0Dh5A9M0kC5ZEOKsmODRQYEm2lgZZ/SWB3B5x+t1AN2w9nn2MQrQWtu8G8KkHvhBbX5nDxvH1svSoNnA3eefwVBVV3t2/4kNZ1s/qGXpCQO1Vo48wahZR+f8xNNnWVALTKDWKq+oNusYXZ1723LqYvXxAzUIApTdQ4h2tFS9OofRbfvuE88z2233wT9Hu0mKnZIANCuAQ0YDho6HfjSo9R4T+jYTgJ4vQy1a6RbioAe5Rl90YdKfyROMY+L20xQE9AvVmVXE0u1a4Cpik+MalHpA83HZ8mjBdnKSs2ofxX4doqlDFyW0shUMEpm5UxNYUCppD28+1mplVWpJMCpkAuxtPjeqNOpZqQmGDkNWrJXKlHCTyh6OG3vbbMUEE+Te+kQDYJpkHzTA8q5S9uCPVwcxdKgXJzCGAxBBgLx3CCGdZe7nDFTDu511bPwGcqPfRf/sLUzDgJzLI72/WrhVO220T1474PbJ0uDW3dYDCp62QL9+j9rnL2BoGpRMFpsffgw5nWbrmANuaT44dbDG3jCf58OM327QjRN459XNsy884E//Pd4orbMdEQSUnz5DfsdaTKVzc4X6m1ehynm5bbjbxg61pUluPMGwWUfn/NTTZ6lQWyg9QG2jjpFdbnGmLUUXFVAZfXzhUhCh7B5BSGVsqD0DBl0vyDl00sbYSFCbTFmRWkkGxiOrnJc6Zujw6ndDbdAznBDHJLFsAQSA1GlCbt3Bb9GFB99d2zCrm9qGYBpw0xWrlFemE24VMR4bzjaaIE2rNy1THi3YAg8nSTE0bPTqSKgjgBD0knl0MiUYrhvScwOFgDDnxWCVBLvzlAQDZ0kwgGGDcmFNJ5VpYyh3k0llItRyuEllM9socDvZ5ikH1qyB1G+tmbK5IlDdAWGUA5sITzkw1ovD9NiYBrTLUxj9HggRrE9XmfyMTaZd6jGm9/GF20EPw3MbbrN5pO2JFn4DEEuXrw+O9r5w2+044NaeiBIz3PKuUua8ZuhtgXGvi9vPvgd1OIAoK9h8/yOkiiWqHxP9NKBwt/NLTfADXJbwwiHNlzDCgtIw/0WyS/h85wFalg4W0M6TejBpJ8oyqu9/iFRxA6ZpoHHyBu3LC1+opNlZJNS6r71pqT4QDBv36K4aaoslpHf2AUIwbtxjdMMPtW77rD6+cCnaqWXJFGAYUC9OrHS3kD7wQK3nOZjOWSl1ggAM+1ak1lENIEo5L6+Ps/9vitLsJLHGLeReE8Rjz9vfjz1YbUAmpbysFElRU5Ft3UIeh1tFzG2D9lJDiBWJHiYyaOYq6KQKMM2HesPLkEcLtm4wEmCiMGwhN2iDwMRYSqKZrUKTFObJcf/td5IndiYXB60kWK+4BUOWfW249fgCqOPGAwDB1L2TynJ8k8o828De5rnpui2Qe7vWbToHbLJr3U4kaq3b2fNqQrs6g9HrgAgCpJ29aV4W7TjN2MWDzAO3en8CtzrkbA5puzQOdZAP8XDyax8It29fwTQNJHIFq8h7jHBr2ffpF/DQd9s3xmPcffZ9DNstO+r2fBp1c/dn2WC1i5J7y9g0tRsGcIP0rUrC+jcv0LKglkcP62VmInI6g80PP4aSzsDQVNQ+D6584NYxscNqGwfUOiW1sYHcweED1F6c+fZZPNRuIL1jRWrH9RrG9qqPM20pumKDWkm2oFZJwNStr3EYD0P7wAu1MzryJaC6Y23odUBuL61UO9ezdcbfqT8P1ybtmcqEWiVprSQmKxB065ktjfoUexy6Gcdj5r4jBMPchl3Ki1ilvFp3XKW8glIPJv45fTRA0E2X0E3mrWchAMP15WTR8qjBduZv+09aG6LUb0AydBiiiGZmA4NEdq7UBGfbia3JbzMlwSQJ/eIW1ESaerH66fFsc/X3TiprgQDQckXopa3ASWXUbWBv89a67dq1bnXfWrezLwh8g5P/wAZo1xf25AIB0tYeRLtEC20/Z+wy9Ll/C/JB7/cwPLPhNjOBW4E+2Id4SPm194XbXhftt69hGgaUbB6F42cgosBsT/vd40dMcEtrD8PA/avP0b29BmDnST55BiI8TCrz6OCEWyBc7i3Lntt2mAjpRF+Q3kVJFPs8++inzw9o40g9AIB0uYLNDz6EKCtQhwPcfvZ9jHvdUFDr3seFQ23ZXjEQBMN6bW6odUNFkA/ucU4pbViRWsCC2tsrb1uqXf/xijZWUaF2WuFGgalZ8yegjkL7wLua2IyOUsVKoQNAOg0rtQ7eGrW0Y+z+OhV0bCa/Gakc1PIOIIgQ1LG16II29hwnv+f05HgQMLY5+pqiiH5xE2oyM1vKi9h2fPRESj2QFLRyVYzkJAhMZIcdFIYtiOJy0xEeLdgC7ItBNjSU+nUkx0OAEPSSOXQyGzBcy8UyLyrHiZ9eIBRbk/8X9Yewv0kIBvkyhpnitBEdLr16vPs1+/+zk8oakJv2pLJUJnClMqZuyqA/2UavdXvuqnWr+EJjbHB7ewW9WQchBPLmDqSit07qQuF20LfgVl8fuG29fWXDbQ6F42cQ1hhuCYDWxTkap2+nk8o2P/gIUiLJ1sGI5rnbAdHTExibPD6ESQOY6HX/iUPm1cuzL356/Y4nb5R24gezHSEoHhxhw675Omw1cffZ92GMx75Q67blteFzfccBtZUKcnuHAIDB/R26l+e+faJMfPXT54XaMlLbNtTe302hduY5RLXrP07RxihaH0FJWKtJSjJMdQz14i2IDXksfbxQy9pn698CUNm2lokHQBp3QKNm8YHnuUTbv4dtbEaY3fawklgVIATC0J4XE3GS2OT//YBTkxNWPq2sQDAMaikvlp6wVQ9MAINEBs3MBnRRhGjqKPbqyKiDECNjfPJowdZ9Qtw3qwAT+VHbkZqQQDNXgSolXCfRq8+pF+DMuwWQ7twj2e8AAMbpHPqFKvdSvOw2s7Ytf6x/S8MelPtra1LZdKWyBLM/U3cYuJ3UulXHD7VuE3y1bv2OKe14uP3RazfQGzWAEEiVLUgbVUc79nEK9dDw6aMP+hicT+A2i8zhsZ2SQdPP8yBi/O5o7we3Wr+H1puXMA0dSiaLwpP1h9v+fQ21F59BV8eQU2lsffgxksUiUwfNDqsd4D+5bB7AnfgRFnJpdub5E8kup99BNvyANkyU1u+6meTTZqubAEy0ry5w//oldZIY616a2PHzPW6oTVeryNkrFg5qt+hdXfj2WTjUblSQ2rbqSI9rtxjfXXPpig1qEynIe8cgkgRzPIZ6cQKia776aPAVBmoJIdaS7Fu71vLwkxq1nWYkqGX55X6mmoRAL205VhJrQmne+a4k5uxPOx5+wAkCjFI5DAqbMAUBkp1PO08pL2cb5zhACIFBCDqZEnp26kFCHWKjV4di6jMR4WXKIwZbxoXhOLEEVmrCRr8OydBgCCJamRL6SXZqwuRv3jcc54kVCEFy0Eamc29FUpWkvRTv/Hm3br8eJpWNoNSuIGiOlcqSGWp/X92OBw4Nbr21bs+A0QAQRKvYdSrra8+v1m0ouL2/g35/CxACaaMKqbLlaOfVF/+Esj4GZ29g6jqkdHa6xrrfMWbp8vXB0d4Xbgd9tN68stIk0lkUnjyH4Pgs5OcD048AuJ3VOdvW9bz3AAABMO73cPvp9x5WKnv6HvK77MUcJnbmjd7S/KfpY2ym+hMVchcpxPVfYPuAffY7ZvNEaSdtJ6Jks9j88EtIZLIwdA21Vy/Rub7yjdK6ddDszI4HbKh1+80NtZtbyNqf+/t3N+hdX/r2WQrUbll57KPaLca1Gy5dsUFtMg157whEFGGOhhbUGjpTn9/zdvY39j4TQgBRBLb3gWQGMAyQu8vAGrUztuGzjcEKpiBCK+9CT2UcK4k1reAaCV50Yda+d5u7DYi1NO4oW4RJgMSoj0zrFqIjb5ilx/cLNOO4aJKCZraKsWSlHuQGbRSGbQgwVzryPVqwBegXyeRvJ3RKho5Sv4HUeAAQgn6CnZrgd9J5VyuTx0NkW9Y6zNZSvPPl3Tr9m/XH/tvQLLgdDQAiQCttQs8UPPDOtu84pgy4ddojhIAYhpVz2+8CRLAS9LN5Ln/DHlO3P3rjHtrdNUAIpGIZ8qZ3MtJC4XY4cMBtBpnDJ6uH29cvrUhyOoPC0+cQpGC49fXDB269OolrG7vtxAdT01B7+eIh73Z7F5Xn70P4/7P3J7GyLFtiJbbMu+ib0ze3e/c1vyMpsEYFEJRElQhVDTkhxIGKSE0IESoBCSXBIjVIoARmUeJMlAYE1CWHGhEiIIkaFGpY4EgpFZn5/3/v3f6evos+wjvTwDwivDH38Dg3zrkvb347CESEu+1t28zNzdexMNt74aM5q0dXlq68ebov4BaVr827JkhuOt2n/OV4V5SnGGjLztLObSzK29w7YP+7X2DaNt5kzMWv/4xZv7dxqM3LW9Rn8+5bgMbBAc1DNf6ML84YR8FJ8mQeHmr3llB7eY73CVCrey7F66CF2loT+8lzhGEQTid4H98hZDHUps/dK5qYZat9H04VoiBDYjrWPwc0zwgd1GbbKPldWo7aJOZUMMIwE0lslbzumhQBpzRNRt39WGjcO6rD28TzLU/Ppyw9CE1TMdTohro/zZRTNI4+VPpiwTbvP4w8QFJLEwa0Jz3iSxPW8ZoA+p9HdDerGfgbW3dbZF9iU9ntOWYUVMHv7BB0dkt7TIg/5HRwuxi44jZJibg6RQx7KsPOIXS2C8tbN0pZ3uAf9m7xo929ZruLfZCd8XtwuH33Chn4WLWfANxOJ9y9/p4w8LFrdbobgtv4w3/dQA7pOmWgREp6Hz9wE60VrrY77P+y2N/tvKzMMaHPC/nLE/Ls0uldZ+xOg+amgPdT9Zaty32BNu9aFc20C0OFX+4+U5GwxrfXXP7214Tu7KcPtYeHNCKIHJ2fMo7+ScuTeXCo3dmjdnAERFB7fVFKV9F4nZYpglqz3sI+foYQBuF4hH/yDkG4yL8JqNXaGdvvgecqqPVm+vE//fyL9U/dszHvuRtW6ni7x0jTwvA97Kv1I4nN2yLdHrpns29XGW0dLsLxqvW0o3uvp43nTdyPIlp6UF8uPah6U7bGN9ippQe6/vNY6YsFW8i/MNr3SKbmzxJLE1Z5TUiWI1Z3lvlLqFC8j7HuNrGpbHCN1b9BAEGjjb99hIxmplfdZIlz5J9L+7rl5gLRu1Enu2on6qbhNnszQTjoLeG21cGONkroykzYvSxq9UOlQCacTZm8e/2TgdtgOqX36ntC38eq1ul+/R2Gba3UWWSHyhtvw3y5dF6trkx+mNzecvGbP8WfTbGcCvs//yWNvf2EDp1N6wBu0ezt3K5VA/Rc933H8TwwLft3rzLXsPk+QDsvI3Os4PrMk12rsf/zX1Lf3gEpufvwjts3rzPraee2FZWZBNVkPTYNtUJA8+iYxr6CyNHZCZPL80KZR4Ha/c8ItY021tFTNVM7GuKffUBEa0x1+jYGtfPAC6YF7lRBre9lno26+un6QZl2CRtt/O0DMAzM2RTn6hQz9LX2xu+99Z7xc6H5etq9aD2tS7N3WWo9bVlXXnEZ33LoNfdw7eXSg3Zq6YGOhx47fbFgaxgGRgwQ1Tup78kLLVCdYL40Ies1QWQ6ZFGnK+MSbLHutn+NCEO17rZ7QGiVW3c7T6vgdl6WAOxxH/vmHCElYbWGH/1nuaqtMufWgFvRu0bcRoEc2luwe4gQRkZOP+DkD2xFg6IQEA77+Gdq97HZbGNH/hqL2iiuK61PO7gXyCzg1p/D7dcIw9Q+qB4Fbmczeq+/J/Q9rGqN7tffLcLZFuksskPljbdhvlw6r1ZXJj/40ykXv/kzpr07hDDYevaCna+/XSxN0OnRlVWUFzYDuHP98ddPKa1j16oH1CqgLXtN0nkbe/sqGl2tTuB5XP7wG0aXF9o+me6XRX0zXY8Hgdrjp9T31Nr+4elHJlcXhTJ/3qE2b63oPKvZ7GAdPVFQO+h9EtTGr/dKqK03U4EXPiLCICOvq18ZqE0/DyTgt3fwOlF43PEQ5/YMI5qV3vwmMeWfdrGedjqm0bssvZ42rlfPMcm6TTVeD3RLD/Lsfsz0xYLt4gIWwG3uBSXHa8KaAR1gxYLsmK22N6XZj/m73TrAc2or9Rd3qmRdlT3q3XInat1tEAvDa+vD8BYNmnG4TZ/L+Lod9JaBHBpt2D+OIC+/vE3ArRwPVXhGKTEbLZyj54vCCstcFrV6kC+QCWdTtebW97FqderPX352uL179T2h52JVqnS/+Q7TcVbqLLJD5Y23Yb5cOq9WVyY/EARcv/qB3od3SBlS626x/8tfUWm2cvXMy1pn9hbKA27ZQXteVlGZD5XuU/aqut0XaFfN0grTZOfrb9l69gIhDKb9Hhe//ve4w/X80+rKexSoffKM2o7yxjI8+cD0+rJQ5qGhtrKzv4Tai7MHgdoim812F+vwCUIYhP07/POTQn2roHaeVs58NjuwuzrwQkaO+DOt6PmebLN5eNxgHh63f4vdv8q0UxE3rILReJ6sf9o7qqPselodd6xaepC2Lx1woeLNMl4P9GCcbavHSl8s2ELsQkazt8uHUVGHTXaMuj9la3STCOgwrTRWLk2Yv6/sTDFbrTBQ6269mVp329llVm8vMhV2RPLyZO1beEwIlIPoRRjeAo8J+o4bndM8PObnMu7AxkPE5Yn6ObHWUB4THhhuAZiMFnBr1Bs4xy8gFgAgt8ylhtWDfYFMBm5ffF64DV2Xu1c/ELgzTKdC95vvsCqV3Pxl7FB5422ov1a6vFpdIgtXAhheXnD5m18vlibs/eznmWhlusG0aPY2b/BdBbh5dq5K8zLTr09Jn6qzDKyvBv6c4yX+sXCaTQ5++ZeodbeQMqT34R3XP36P9P17QW1R/rTngzyoTbdH0X3QevqC2vYuEsng4zumN1eFMg8Otbv7VPcPgQhqby5L6doY1Ha2sfePEUIQ9G7xL04L9X0K1CbkOtuwcwBCKFdeBYEXMvZTcC7nmbjwfBAPjzvuqQkyUc7zwbwd0m2hKzuwHUbdg5h/2qvc9bRxO3XtmccLcxnfsOi1djMBF9JLD+Ll6AD5sdMXC7aC5AWC4tnb9LsQy6UJtgxUQAdPLU0YVtsM611C9P/hZC/uik7FsjOaQL1/RXUyBGDW6DBp7y6Ei/QXdeh0XfPC8M49JujaSd9W8/YWsUEheS4Dt9Mx4uIDBAFUamphf06UsnnSwW1ee+raAoDpGO/kHcgQo1bHOX6h/BquKjNHn3aQTl2L+DG1LOGVgtvqTwBuPZfeHG5th87X32FVq9r8Ze1Q+ZIHPgVu8+xQO+P/lPH1FSBoHz1h72e/SM08a3TlzBrO8+cNxOsA7rqQq7PhPq/7lVfO5jJAu057p/O2j47Z/9kvsJwK/mzK5W9+zVCz9GBuc5GudaE2T1fp/m8IWs+/orq1DUiG798xu70plHkUqN37fFBrdXew9w5BCIK7a4LLs0J9ZSAsXm5uO23vq30cgOhdw+3lYkYxKa+pewpqtc/YlE1JzweB8nyQCo9b9BzWPbuLoNOtNph095GmiRVtQLf8mVZP/H3d9bQAM6dGr7lLYFpq6cH4dhFwIa+cPEB+7PTFgi05F+uTliZM50sTYGbX6LV28Q0rJlfQcXNu1kR5kemGEFTHPerDW4SU+JUao+4B0rRW6i++QVJtMX+PwvDGPSb47Z2NugPL+Lp1Z8rXre+p3ao5UcqKBrW89lzaktXBTLmYIQwxqjXlT9FYupDKKzNPn3awTl2L+LHQnaXg9muE+Rnh1ve4e/U9/nSCadt0v/4Wq1bT5l9lh64fLG1IyiXtyM6YpcdCrR1hyO27N9y8eYUMAirN1mLGr0iXrsxkWXoZWALeOpD7OQb2vLSuXfcFWsj2AV1+03HY++7ntI+eAILxzRUXv/5TvMlYO0v7U4Ta9vOvqHa2AEn/3RtmvdtCmUeF2vPTx4fauf9wIQhurgiuLgr16cq/F9TuHkKrqwIvRBuWRSz/uj5q8+q4gFqnlvB84Fydaj0fzGVzn5+adsi0iYBpo8u0tY0UAsed0Lgr7582rncVG0hgWOswqHWRhsCJNtQ7oV8aatNt+NjpiwXba6dFKPSzcZ+6NKE7vsGUAYFp0WvuMHNqKZliXWXX3TqzMY3+pYocZtmMtg7w7UopWyEvT6otRNpjwi0CCJodgq0DZBpCcsuOlZkDt/Py5ueE76kQvO4s4Wcw75+OtPxSp96mdHsukqucgssgwKhUsZ++QJhZuE2XmaevcDBclro4loTb2so1t0W64uXn1T1Th1Qe6fv0Xv+AP51gWApu7fr6cJuxpQBu9Xrzdenyz22Z3N5w/ut/jzsaYpgWO19/y/bLrzGs5MYy3Th7X8CFcrO4cds/B+jep9wy8F7UNmVnaRt7+xz+6i9TabWRYcDNm1fcvn2jnOdr6rGq/CKoLQq8kLZtLah98ZJKu4uUkv7b17j9XqHMo0Pt7VUpXZuD2n0V8VEIgusLgpvLQn1loHbVz/nCMGD/yTKa2PUZYtjLeW7obNGfSz6fk+fCWgtv51B5PnCV5wOjwPNBVl9yTNc9yxc2Ggbjzh5uXe0lqI771AY3y3aavzT613XlFQiTXnOXqVNHAI3pkO6khyHzvR4UtVN8E/9jpi8WbF3T5qLaZWo6iQuY6Oz3XJrghL76D8Z3kYbBoNZlVGtv1CXY/LvlezTvVDg8aRhMOvu41WahrXMd+TdN8riyJYLbcQ/79kJFRqs18HeOkUY5d2CJm6Qs3Aa+WpYwm6jIMAdPoVo+BO9Sp96mdHsukjfDn8OtU4ki4dgry8zTpx0wU9czfiw7c5sPt6t05dmczl8It0FA79UP+JMRhmnRefkddqOhzV9kR8aWB4BbnS2B63L5/W8YnJ2AlNS3djj81V+htrVdqC+v3LRMnhyUn8VN6tQ/HO4DvZvSVW4murgNy8zSWpUKe9/9XG0QM0zc4YDzP/tTJrc32qtQ1L905abrXrRJLK2vNNSaBp2vvqHS6iBlSP/Nj7iDfqHMFw+1OwdY28ojgH91TnB7XaivLNTmlSmEUPskDp6q/RqLaGJDbbtnnluxfpP3TEufk0DQ3MLbUvBuTkY4N+elPB/M38tA7Vw2tCxG3X0Cp4qQksbgmupksLH1tHEZz45895s2BiGd8S1Nb1x6lla9lC6dV6rHTF8s2DoyIBSCm0qbO6u+uIrpjqaD2/gFSgLdsjMZUtKd3FGfjUDAxGnQa+4QfEK0snQZ8+8mkkbvEmc2RgqYtraYNrcWmYrgOb9DkpBRtqh3azbGuT7DCENCp6I8JlhOrnz8PXFOA7fzc9ooZZORGqj2n5YOwbsKbvPaAQDfjWZufQW3T18grL/AcBsG9F7/iDceYpgm3Zff4DSbifxlHrgZWzYAt+mxUQcgQkr6pydc/ObP8CZjDMti5+U37HyTdmmW1Tcv91MAF+4Hudly8kF1EyCss/UhgHYuF0/N/QMOYrO0d+/fcfn9bwhyAi6Ugdq0TDw9BNQu740WMgzpv3mFNxomACAjs+K+KXPv/qShdvcQa2sHhMC/PCO8u8k+I2L6NgK184mQSg2CAHHxsXQ0seQ/Qnqb4n1+AbXdPfz2FgKwhj3s3iVz12VlN4nN20Jf5lLWt5euP43Ap9m7xHanK5/t64bGlcC42qJX30IaBnbosT26oRJ6paE2Ub7GD/9jpy8WbHfdPq1ArXcZ2TUunQ6+ZqNQ/L+LZEdY5tG+R6+WO6IzvsNA4psOvdYunlVZS1cekMU7lSEEteEttXEfIcGtNRl39mI7+ws6MXnlazpl9G76M+yrE4zAR1o23u4R0il2B6atcwpu4+cyUcouTyFa58veETTaGX06W4sGx6J2ABBzuPV9DNvBefIXHW5Dem9e4Q4HCMOk8/IbKu028XRfuI0/TNaF27Q+nczcHm8y5uI3f0b/9KNyC9bpcvirv0J9Z7dQX56tOjvKjNfrgONjpXXsmdfzPu2UlrOqVfZ+/ku6T58jhMFs0Of8z/49o6uLDBAq+RLX/xOgNm1fuk/n9WvDsuh8/S12vRn9I/jDAmrzbMkbM74UqLX3jrC62yAE/sUpYe9WA5LF5a8NtZaVDJF78QERg75PDbyQviZSCPztI4J6S0Ft7xp7qJbtbdrzAQLcanMZdMGLgi6E/spnei5L6J7NIooi1thmXGmCENTcMVvjW7V2N1aG7qWrZ95E4WOnBwPbP/qjP+Kv/bW/Rr1ep9vtlpKRUvKHf/iHHB0dUavV+Jt/82/y/fff36t8Qwi6/phdb4gpJZ5pcVnpMllAZ7mLkvye7aQA1cBle3SDHXqEhkmvscVkDZdgyt7V624NIahMBtQH12qpgFNl1N0ntNbbVDZ/z+2c0bsZ+jhXJ5juDAwTb6fYHdg83RtuWa6PQojFZoCHh1svglsPYTs4T79CLGao88vM1Vei/PixnxrcEob0377CHfQQwqD94muqqXv4PnCr8iav0zqbyrT6UjJze4SUDM5Oufj1n+KOhgjTZPvFS3a//VnGc0LewFsWcMsO3GnQfWjYvU95Zeq0DtAiBK3DIw5++ZeoNJrIIOD23Ruufvgtgetqtej6UFE/0slswkdt+pxpW3S/+Q67VicMfO5e/YCfs8ltaUe5saLIjp801O4fY3a2APDPTwj7d9ln0Yry14Za21FQazvgeYjz9wjPzZFP27LUl//MXB4XInLntXtMWK0pd14359iTQaKsouep7tlTBLXT5hbT1pYKuhDtszHnAS1SepLtllefZJ3n5fuGRa+5i2tVEEjakx7t2bCwjDxdZQJiPWZ6MLB1XZe//bf/Nn//7//90jL/7J/9M/75P//n/It/8S/4t//239JoNPiP/+P/mOl0unb580avS599t0cl9JFCcOu0uLUbyJzGL+s1YfFCdQJTzqOVTUAIRpFLMElxh0//B1RmaYLtTWn25sEcbMbdA3y7WnCjlrmxUu0wf5ch9vVZwh1Y2GgXtpH2HEKTh0RZ8/bk5gLRVzuLlfuWncwNpbO1qB3z2mFxLojBrWXjPH2BsP8Cw61c7vAWQrkzqm2n16vq9WYANTWubWJpQjrpBk+Bilh2+dtf0/v4HhmGVNsdDv/SX6EdRUKK68wbf1cBblx+3TFcB5+rYLSMzLrQXMb2tYAWqHa6HP7qL9M5fooQBtPeHed/9u8YX1/lztKW+cfos0Ct49D95mdYlSqh79F79T3BdFLY7798qH2C2e4CqJnaQS/7DFpR/tpQ61QV1Fo2uDPExXuE7+fIp23J1mHVc1BaDt7uMaE9d+d1iuVOEmUVPZvynjm6Z780DMadfbxaMwq60KM6TAZdyJP9VFde2+NbapFHB52tRbrSSw+WY6FgYlbwok38j5mElFI+ZAF//Md/zO///u9zd3dXmE9KyfHxMX/wB3/AP/gH/wCAXq/HwcEBf/zHf8zf+Tt/p1R5/X6fTqfDv/rP/sc0Kg7z2oVSMjCr9MwaCLBCn213iBXtZIy3wrxJwigm+fz7PM/ye+o9ek2sKsOq2kxmhh7t0S1mGBBv6lW6wrzzsboGCMatHXzbQUioDG+xp8NFpjzdcT3ZPKk2iJXrtXcI6i0kYA3vMPpqs0datlAvUpOHZFnz9/YWMvJJyOAObi4K2zCUWd3pdkzoR3POsLCfPEfYDtL38T6+JfRmufULC9pUZ6Ou/Pgxw6lQe/41wrLwp2PGb18jw0Bb9ipdeTan8+vaLZ6n+eQZ1a0dQEVTGl9dEk95eotsUXmTB8L0+ZRAOr9WZ85wJgHTqbD1/AWVlvrHLPBceh/fM765Wal3lR25eR90dL1/Wod7y0B9PFnVKt2nz6m2lT9s1c4fmGh8uy51aP4xWfEP0TpAq9VXEmqtaoXOy28xbUfV5dUPhJ6bC6BGqqAvEmoPnmC21PX1z08Ih/21oFbn23pliNxqDfaeqOV3s4naKBbqo4llyk1BbVHbLkDTqeJtHyANU7nzujkv5fkgW7a+DeKygWkzae+qX1/DkPrwFtsrt542vz5Z2yQwrrWZOA0QUPFmtKf93IALq9oobyJQCkHPbjC2qlhhwH/6X/5zTDMLuHNe6/V6tFNL3j4l/WTW2L5+/ZqzszP+5t/8m4tjnU6H//A//A/5b/6b/yZXbjab0e/3Ey/I/hdlCEEnnLHvDTClxDcsLisdxlY18V9GXPY+SxMES5dghgwJTJu75i6uPS+nnK5ywRwkjX65TWXz99U3W6oNRMwdWP8aa6DWFfnNLkF3f21ft8nZk+S5TAje/i3i5kLRQasLO4eFA7NuMF575jZUMCtdF2FZ2E9fYDiVRHm5Zer0lSg/fuwnN3MLDD++ZxKF4mweP6Wxf0A8lQWE1PP+XjO391maMLcrcGdc/fBbrl/9gB8Fpdj+6hv2fv5L7HojpSerO23HKuCL6ynS91hpHTvK1DGtS5gmnafPOPzlX6baVt4CBuennP/pv1t4PND1j8x11tj4WFCbtseqVel+/Z2C2tmU3o/f/w5qD58uofbs4+NAba2hXHoZBkzGaqPYA0JtWG3g7RyBYWK6MxXEqCTUlnvOLmXVJjG1pNAIfJr9y3tB7eK5KfScEQqDfnNnAbWN2agwilhS5/y+XL30wDdMrhzFVkioh96ju/z6yYDt2dkZAAcHyYfmwcHB4pwu/dN/+k/pdDqL17NnzwByL3CVgAO3RzVamnDnNO+9NCH9LsRyacLcJZjte0jDoF/fYlxtrb3uNl2XdGdfbCob9RASvFqTSXtvIay92VbedGRkFnA76mHfqZ8Sg3oTf+dobV+38QdmHtwuyh/2ENfnCm6bbdg7QojkT8jJNssOWuvDbYB38hbpzhCmhf3kd3A7Oj1hfKHuw8bhMc3Do1J6dbYk5ErArQ5wk3nIpDy4FaB+Ev/Tf0f/5AMyDKg0mhz84ldsvfgKI+Y9QWdvVmd5yI3ri782nXRllC3nvuuKGzu7HP6lv0JrX0WbUm387+mffERq/NIqXZprpLuWG4TadH/Ku2cA7Hqd7tffYVg2/nTC3asfCH2vFNTO+1o6T5l75icPtU01s+affUCOB9nxvqD8e0FtvQl7xyAMiEKyC3m/ELn652HyXFhv42/tgxAY0zHOzRmGLO/Oa94G6euvex7GN4nZi01iwcpn9NrraS2Hu9YunulgIOmM72i6o9J2JspesfTgstLFMy1MKdnzB3SCifZef8i0Ftj+o3/0j2KV0b9+/etfP5St2vSP//E/ptfrLV7v379fnMu7QJaAXW9Ax5+AhLFV5bLSwc+JQJUX0EH/H9KyQ5oyZGtyS80dg4BxpcmgsZUbijf9LoRIbLDJA1NDCCrT4WJTmV+pRpHKzISuIh15N0aiHaJ3azrEvjlHSElYqUW+bs3CwUI3SJaG2/EAcXWq4Lbegv3jzPpInZ3JY8nveW2wOBYGeB/fxeD2K4yFVwgyOh4cbguCOKzSlWdzOv8quB1fnDE6OwGgvn9I8/hpKb3pcxl7UjCV3lSmldfAS3rs1EHxwjYpGZyfcfan/47xjYKDxs4eR9H6W8O0Urqy+rN614PctO5NvdZN95mdnadad4uDX/4ltl68xIwAcD4rPnfhpesLZaD2U9fTpnVm+1D+OafZpPv1tximhT8Z0Xv1AzLwS0OtLk+Ze6UQanc+N9Q+W0Ctd/oBOR5m8xeUfy+obbZh9wiEQIz6iKtTBPlQmxjDC6BWV5YEgtY2Xlf54jXHA5y7C9Z156V9nqTLFvNIYmqTmDMbU9/gJrH496lT566xTWiYWKHP1viGauB+MtTGzyMEt3aD20oLKQSVUO1tqskg0d6PlazVWZbpD/7gD/i93/u9wjxff/31vQw5PFQ37Pn5OUdHR4vj5+fn/NW/+ldz5SqVCpVKJXM8foFk7L+7+SpAA7U0wQl9buzmYmlC1xtSD1yWqwWVnJQSwzAIo58/lE7FWvEyEu+RhvZsiB14DKptXKtKr7VLe3SzWHe7vO7JDhDXZQi1BlFXxnwWeL6pbNTaUZvKtg6p9i5VcIcVds51xI+r9kvW0RCCUEosd4K4PsXbPoh83R5jX58hAq9E+yzXHgoEkuy5eTmLazkZweVH5O7x4mcpcXECMtSWlZbXtWGif8Sv+PyYVHBrP3mOiII4eB/fErrTZB10ZabaVNeWq8qfw23t+ddYNQW3o3evEGGYKXuVrnj5meOx/Lp2i+eZXF0gw4DG8VNqO3sI02Tw4R0y1MuQY0vannhfmKf59SJPfn5vkq9TJxe3LfQ8bt++YXh5SffpM5xGk/bRMa2DA4aXFwzOzwh9P6EfVq+djQPWOmtyHyOtA955z6Ta1jbtwyPsWh2AMPAZnJ4wvLpU0Z9y9a0GWp2NOrn7bhJTefPPVTod2s+/QggDbzSk//ZVZtb5s0Dt/ueGWhX5yjt9r8bjdP6C8u8Fta2u2jwMylPOTeQargBql/VaAZ8peyTKR+3CndfgDmt0h1jRNkVQm61b9NkQTFo7+BUV3bE27uOsCLqQ14ZFICqBUa3D1KmDKLeeNq99IB9qfcPk1m7hmRZIaAdT2sFEO5P+WGktsN3b22Nvb+9BDHn58iWHh4f8V//Vf7UA2X6/z7/9t/92Lc8K8xT/b2medHBVi5Ym3NhNpobFrdNi5k/peKPo544UMN0DbiVQ82dY41t6tQ6BaXHX3KU9ucNebExarasM3FqhWqMzbu3gWzaT7j7VwQ32bLw23ObZNYcf03fhKoJby8bbi+DWm5WCW6W/GG5BbW4SQsB0ouB27wlU63DwBKK1Vg8Lt29VZLKfANw2nr9k9O71Z4Xb6c01MghpPn1OtbuNME36b19r4Tate9Nwq5PRwWe8PydlVfLGIy5/+2uqnS7to2PsWp3WwRHNvQOGVxHgel6mjHQ5upSGtMcG3fvMIOel+vYOrcMj7Kp6KIeBz/DinOHlBTIIovJ0OvVKdYcfcj1t2r70uer2Nq2nzxEIZv0eg/dvMqD+2FDr7Owtofbi7PGh9ugZZqMFUuKdfXgcqO1sQ7RxWPRvIVr+9iBQKwTB1gFBVYWRte+usKbDcnZq2iAPFgGkaTLu7BFaNkJKtUnMnazUURhZU9MWoTAYNLbwTAcB1KdDGmtEEUuUXbAcc2I43DpNpBCYUrLtj6hJf5GpaCx5yPRga2zfvXvHn/zJn/Du3TuCIOBP/uRP+JM/+ROGw+XPF7/4xS/4V//qXwGqkX7/93+ff/JP/gn/+l//a/7b//a/5e/+3b/L8fExf+tv/a172ZB/4ZKNrluacOV0CDQBHeD+LsHs0GdrfLtYd9urbzGpNO+97jbxzrLDmjJUkcrcKVIIJu0dZvX2IkNue8TabWVnj97N0Me5PsX0lr5upVMrlNUOEujLi5clhEDMpojzDxAEKuLMwTOIlkHk2ZkenMosS0gck6HaUDabIkwzWnP7yMsS3r9WyxJqDRrPX4Jh5D8wC3Tl2ZzOv2pZwqx3S//da6SUVFodOi+/xYjtel0HJtKD3ybW3er05snO7ROo9bcXv/5Trn/8Hnc8QhgGrf1Djv7yf4fus+cJH7jxctYZwEXO3ybSp+jNrYcQ1KM1tNtffY1drREGPv2TD5z9u/8fg7NTZBAkxqCkuP7a6K7754JaIaC+u0f76QsEgundDYN3r38SUFvbV79gzi7O8G4uS+n68wS18b4ghFBAO4fa3nVpqE3u3dDbk74eUhgq8EK1vvBRmwe1GTs1bVDEGqHtMJpHEguDKJLY/aF2yRhz26L1tIaaOJuvp21P7tYKjZsou2DpwZ1V5yaz9MBPtFXeePvQaa0Z23XSH/7hH/Iv/+W/XHz/D/6D/wCA//q//q/5G3/jbwDwm9/8hl6vt8jzD//hP2Q0GvH3/t7f4+7ujr/+1/86/+bf/Buq1era5ccvWHqGMpn0SxM80+LC6LLlDqiFHrE5J5U/uuBzl2Dz86tmRefrbgeVFhOnxqjawjctmuO7WP7VM7cA6S0Z8Zk6Q0BtcI1R7zCtNZk1OoSmRXVwAzm6FxVAvzQhbdd8Zm/u69bb2ies1PB2DrFuLzGmw8I6LWyen8uZuYXlLKIQArwZXHxQM7dOBQ6fwfkHROBry0rL32/mNsQ7eYd9/BxRqT7+zO1syuT9a2rPXi7g9nPP3HqDPr3XP9D56mucRpPuN99y9/pHQs/PyKR1x69/2h6VNztzC/dbmqDKIZHSsmkbp/0e036PSqtN+/AIp9miuXdAc3efSe+W0dUV034vpTOpa9VMbrbsx38AFD1zrEqFxu4e9e3dRUji0PcYnJ8zurpARmNfnoq8B5ru8KcuPdDpzYO/zDkB9YNDGhFATq4vGJ2eZOQeHWq3PyPUCqE2is2h9vQDTB8GahN5tvagvaW+314iBnc58mk78uucB23SMPF3jghtBxGGODfnmJEv10278/KcGtP2DlIILN+jPrjG2NAmsfj3mVNjWO0gDYEVBHSmd2oz2rKZPxlqQ2Fy4zRxTTUmtIIpHT+79EDXHx8rPbgf28dOc79o/4//5f+EejS7Mq/i6nelw5NwYzeZRZvJmt6Etj9eQl+Uby53H3+3oGaG5/5urcCjNbrBjNaM6vTodK3ydyulxK00mDS6SAGmO6Pev4KUzat0FNVv6etW4HV2CWoNkBKzf4M56hXKas+hLy9RlpRIy0buP1HOun0Xzj+A7xeWlfaVGwelvPonjgljAbcyCBZwm7Yz3TZxfcm6F7SHpnyjUqX2/CUi2tQyevcaYnC7jq48m9P5V/m5Nas1Oi+/URttZlN6r38kcF3iKU93+lzaJpU/eWCVv1udjE5vkXzaTqfZon14tPCBC+C7M8bXV4yurgg8N6ugRNmPnVY+Y4Sg1t2iubuXqGvguQwvzhldXT4o0ObJPyTUNqP14gCj81Mml+cZuceH2l1qB8fA54LaZ5iN5uNC7c4BNDtqlvz2AjHsa9t9I1BrOXg7h0jTwggC7JszzMArtPM+UIsAt9Zi1uwCYLtT6sObxU/lZdqwDIhKYFxtMak0QYDjz+hM1ltPuwpohRDMDIsbp0UoDISU7PgjaqGXq2v+/j/8Z3+MLj2UH9svGmzjARrWhdtQSnpWnYGpNqY5gce2O1i4/dgU3M4Mi36tS2gYGGFAe3yH5btr6SoDt75dYdTcRhoGhu9R710iojVxZexcBbfzNpOA19omaETAPrjDGNw/kIMOwhJwa1oKbm0HfC+CW+/x4DYM8D78xYXbeT7TqdB++c3Sif3rH/Cns2S+B4RbnQ6dnE53kbzSsUxWtUpjZ4/6zk7Mc4Jk2u8xurpi0rsrTbGPMfKWnSyxqjUau7s0tncwrLnLM8m012N0fck09stakcpNQ+0qoE3rTssXQq0haEXrxCWS0clHppGHjJ8M1F6e40U+pD8P1L6H6Tibv6B83VKvlVC7ewiNtoLa63PlCWcNqNW1eS7U2hUFtfcIvFCm/nGonTW3cGtNACrTEdXR3cY3iYUIho0tXKsCAuqz0UZceSXaVQiGVo2+pTai2TJg1xtiz704rIDw/+h/+39Fl34HtiXTvKH+n3/wn0Zgmw+Hq+BWSsnYsLmxlJ9bIwzZ9gY40X92Woi5B+AGwqBX6+CZNkhJc9Kn6o7X0lMGbgPTYtTaJTRNjDCk1rvEjDwmrLKxqJ2SdiiU8Btd/FZXQc+oj9m7eji4NUwFt04FAl/Bref+xYHb8YjR+88Pt4Zl03n5DWalShj49F7/iDceJ/P9OYXbpa4oCTWz2djZTcxshr7PdNBj2u8z7fcSG87KpnVH5LLwmhaqtFrU2l2qnQ5WZbncK/BcRldXjK+TM9GPCbSw2fW06fPCNGg//4pKq4OUkuGHd8x6txm530HtY0DtEURLHsT1GWI8fDiordTxtvbBMDC8Gfb1OQbr+6hN1zELtWpvi1+pISRUxz2c6bA01ObCcsquwDDpN7YJDAuBpDXpUws+PTRu/LwUhvoF21K/gDcCl64/WoTtXgW1Qgj+B/+b/wu69DuwLZnmDfX/+gd/l7qjZh5KQ2YOYLkIru2minksoe2NaAbTRYa03vuG4u1X20xtFa2j5o6oT/paGLwv3EIUhre9ix/tyqz2r7HdycbhFsCrtfA7OwpuJyPMW+UT8OHhNojgdvZ4cPvZliV8jTBN/PGQ0bs3KPdn2byrdOXZnM6/Cm6FadL56husWh0ZBvTevsYdDJL5NHK551bArbIplSdnSHsQwEXNVjd2dqnv7GDayc1l7njEtN9j1u8zGw3Xp9YNJtNxqHa6VNsdqq12whc0UjLp3TG6vmKWXjtcoHMdoFW6Hh9qM7PAluqjdr2BlCGDd29wB/1CuUeB2q0daodPgM8AtaQ2ij0K1Bqwd6QCMEipfNRORg8GtWG1ib+1B0JgzCbYtxcY8z0294Ra3fWUhsGks0dgOxvxfJBnk2dV6Ne7SMPADAM6kx52NPO8Kaj1oqUHgWEipGTLn1APZyvX06bffwe2n5jmDfV//we/x1bFygemNeE2kJI7q8HIVA+umj+j6w0RG4bbkV1nVG2CVOtkmqNbDA0MloXbdBkAITBubuM5VYSEyvAWZzq8N9xq6x+9+5U6XndPzXhPJ1i3ZwgpC2XvD7eG2lBWqSq4vfgA7hcOt9UatWcvf1Jwi2HQfv4Sp9lCSsngw1umt7fJfGvAbdoulT954FNmb3X6i3Qk9SWTU29QaXeodjo49TpxFAgDH3c0wptM8KYTvMkEfzpZrFndZLIqFexaHbtWi171xKwsqJnZaU9tkpsN+gk7imAW8oFWndMcuyfQ6mQ/BWpNx6Hz8hus6H7tvX2FPx4Vyj061F5d4F2dl9L1OaBWV4+1odYwVDSxWgNkiLg8RUzHDwe19TZ+ZweEwJyMsHtXfErghbwyA9Ni0t5T4XHDkPrgGst3Nw6100qdYbUNQmD7Hp1pD1OGGwNaIQRj0+HOVq68LBmy4w2pRLPbZYF2/v43/un/GV36HdiWTPOG+hf/8H/OM0fSlG5q1jMLOWXhNpSSkVnh1lTrTKzQZ8cdYIZBRifcf93t1HTo1zpIBGboJ4I56PTodK2avQ2lZNroMqs2AHDGAyqju0WGsnBbVL85AAV2FXf7QMGtO8W6PkPENskVt010vCzcCgO5f6xcgYWhgtvZ9C8M3HqjIeP3r0HKR4NbbT4haD15TqW7BcDw9KMK7pCjO61fe34F3Cq7inUUyerKWKUnqTOZDNOi0m5TbbeptjuxtavJ5M+mC9gNPZ8wDJBBQBgs38MwQIYhhmlGLwux+GwiTBPLqWDXali1GoZhZguSktloqDw+9Hr400kmy6aBVum8H9SWceG2DtRatSqdr77FtG1Cz6X35keC2axQ7nGgdpva4VMA3KsL3MeG2nnwBbl6o9jGoHb/GKoNCEMVInc2ienLr1eeOy9dWfPvQbOL395GAOZ4gN2/Rqxol/tArW9XmLR31Qxq4FPvX2Fu2POBJBl0oepOac/6G19P27PqjGzltrMaeux4I8yF/KpysuX+9//L34HtJ6UF2P7n/xnVikNTeuyGEwyK4bbcu8o/xeTabhIIgSEl3cglWC7g3QNwPcNSwRwMExGGtMd32P5sLT1l4NattZjUVYeypmNqg5uF4lVwW9RGGbi1KiqQg2FgeC7W9Sli8Q/BqvpEx2Ml6/7pmB+XwkDuHUN1DrcfYTZ5eLiNgjgouH1D6M6vVzb/w8LtgHHkWP6zwi3QODymtquiB42vLhidfnx0uNXpyZPVlbFKjzaf5phdq2PX69hVNYtqVWsLN1qbTlKGakZ4MTs8xh2PF0EU4mkVzMLmgDZP10OupwVwmg3aL77BME2CyHNH6HsZ2ceGWru7Tf0ogtrrS9zLs1K6Nge1T2Nhcosjim0Gas0IausR1H5UvskfAGolELa28VtdBGANe1jD2wTUFrXjOlDrVepMW9tqdtNzqQ+uE+Fxs3auD7WhEAzqW3hWBQE0ZkPqG/ZPGwqDG6e1cOXV9vVRxNaBWvgd2H5ymjfU/+0f/j2mVRX8wJEh++EYhzALKfeEW1/CdcwlWMsb0/InMShM6r33prJqB8+KNpVN+1Rnm99U5jo1Js0tFT0kxx1YERSVhlvTxts5JDRMhO9hX58iAr9kfaLjpeFWROF31QDK5UeYPibc+mpDmfeIcFurU3v2FcL4acFtbXefxqHaEDO9u0mE4E3LpPVrz+vA9Z5LE3SyReWU0ZfVn58My8Kq1rCrNaxqFcMyMYzlLOzi3TBBCKQMCf0AGfhqJjc+q+t7auZ3MsafzXLLLAOyi7yPDLQ6+U+F2kSI3PFIhcgNgkK5zwm1ibwaXZ8DanXlrwO1QggQhooWWalBGCAuThDup0FtXltIIOjsEjTaCmr7t9jjntbGIr2rgBGRdOflzCbUhjdrbxLTl7E87hsWg8bWYpNYe9KjGrilbCwLta5hK1dextKVVz0WcKG4jOIy/3t/9H9Cl34HtiXTvKH+3//5/xSjUuOCCj4GSMmunGqXJtwXbkMpubPqDCOXYBXfZdsbIjboEkwC/UqbqfNwm8qklPhWhVFL7w5MC0P3hNvQsHB3DglNCxH4KgRvafdm0fGycItA7h0t1nFxcQLT8QPDrYn95PnacKvVdQ8gNWt1qnO4HQ4Yf3jz4HAbr0devkp3i+aT5wghcIcD+m9fEQbJtaVF+rUzrqlDnzJ7myevK6esvtz8a+WOJSFWG6MTW7uYYomi05ucpdWVtQ7UCgHV7R2aT54hELiDHv13b0DKzw+1nS3qx88AcG+ucC9Os3k1uh4Gaj/AZJjNX1D+2lBrGLAfQW0QIC4+LkKvZ+1N23EPqN3aJ6g1EYDdu8Ka5EcTy6tjGaidNbq49RYAlcmQ6rj3yZ4P0vVMbxLrTnpYob/RpQcjs0LfbiIF2DJkxxvgzGecPxFqhRD8d//J/xFdeiiwfbCQup87CSGoEfCUCTVU7OJLo8qlUSMk2ehCEL1yQuJmXqoMQwi2/DHb3gghJTPL4aLSwY9mcct2rNwOEr3asz7N6RABTJwGg8Y2IaK0nqIwvPPvlj+j2b/ECAJCy16E/ou3yyodRXWb3+xG6ONcnWL4LtK08HaPkHalZLtEx2NDbvpcIvwuEnF5CuMhCGPxE1heOWn5eNsV1T1xTAZ4H98h3RnCtNQMbrRTXjeIpgdBXZ3SNhaVH0zGTN+/QYYBdrNF/ekLiPXZdXQV2kAyrQzBe3erZsrCEKfZovP1d5h2MvBhWi5tUwZqUkbowEg7I5gWLJCfl5MjkrBtFRAuy9G/VqYSUHsvvXPZFXUoaoe88L06nYYot/Qgc33T119TVly+cXBE68lzBILp7TX9t69/OlA7n6n9HFB78GQJtWePBLUHT2NQ++HhoFYIgu1DBbVSYt9erIRa7fMtp+5xqJ20dhZQWxv1qD0A1E6dOr3GFtIwsH2P7fHNxqH2zm7QcxTU1kOPfbe3EahdZ0zcdPpywRbVuCaSI6ZsyRkCGAqbE6OJi7GyMxS9zwdeIQRN6bHvDbBkSGCYXFY6TE0nk08IcW+4bXhj2pM7BBLXqtBr7RAIs7SeUnAbBjT7l5iBjzRNxt19fLtSykb9+eTxBdzKAOfqDNObgWHi7RwhnVrJdomOxx6kK+H26jPA7ck7pOsiLAvnyQuE9bhwO3n3BhmG2M32TwZuveGA3uvvCQMfu1an++3PsWrJnfrrwEvaNpU/C1hakMoZdPMAbV7WqnH6UwZ0sYHXWuXFbH0MoIX7Lz0o6hfp88IQtJ59RX3/EIDxxRnDj+8zcnPZpW36vr1ZqO0qqBXi80Dt/jFmqwOAf/ZRjYtrlH9vqHWqEPgR1Loxffn1WgW18X45h1p/+4igWl9CbbR0r4znA/W8KHqeLR4wjDt7+FE59cENlekw036fArUSGNXaDGsdEIKqO2FrcoshNxdJLBQGl06bsaV+De74E7a9YaF/2vzX/Hosj4XAlVFlJB5mH0FR+mLBFpYNbQjBtvA4ZoqFxBMmJ0aDobAzA3v+TVTciSqE7Lt9qqGPFIKbSpu+VVtkiOs1DAPDMAo7ReKFulmqgcvW+BZThgSGTa+1g285Wj3zsuKv+QM+Tz+AKUOavQssz1344/Oc2up2Ie988vgCbgmxr88w3CkYBt7OAbJSL5TVwl4puCUFt08eHm7DAO/kLdJzEZaN8/QFItoVH7c/U55OV97DtEAmnI6ZvI/B7ZOfBtz6kwl3P/yWwJ1h2g7db36G02oldNwHbtNtus7s7X0BV3cddbrvC7oPkcras6qO9wFa3SztfdbT5vVRUD5quy+/pdrdQkrJ4MM7xhdnC9k8Ox8Fattd6kfPQAjcm+vPA7XtLgD++UfC0SCbv6D8T4faj1qojfezdaA2bqcUBv7OMWGlipAhzvUZljtZbaOm7kkeSL5L02TUPSBwqogwpDG4xtmwj1qJYNDYYuI0QEBjOqQ9G5SC7szzNtc/rc1FpYtn2hhI9vwhncg/7fLez7JImTKFEHgITo0GfeFwZdTwfZ/HTF8s2OoavUbAs2hpghQGF0aNK6OqHMsnLuD9LqwlYNcb0IwifwzsOjd2CymMjC1wv6UJduizFf0cERomvcY2rl3N6Cmyd9XsrQE0+pc47gQpBNP2Lm61Wcq+ovbJwq1U4QynYxCG8poQuR97WLgVCm5rjdxy0vLxdiuqezyJMFqW4HsKbp9k4VZbXlxHzkCeOa+RCScjJu/fQBhit9rUnzxXrXUPXYU2pGRWwW3oudz9+Fu80RDDUM7ya9s7ufrTNs3P6wA3KVNu9jZPX56OdJnxB3NRemzQzRu/imWK61IM/PrjZWdpM9evRB+IJ7Oi/lGyG01kGNB/8yOzu5uMbAaGNX00na+o7+vzJ+9bu91Va2qFwLu9xr04yebV6NoY1O4dxaD2hHA4yI6tBeU/JNRm22GNsV8IpGHg7x4TOhWMMFS/BkYehD7FR206T2hZjLv7hJaNEQY0+1dYsSUVec+/daA2EAa95g6uVUUgaY/vaN7D80HR5NnYqnJV6RAaBrYMOXD71Da0SUwIwVhY6ldxYWEC+3KCZSWXnT10+qLBVndR50sTunKGQNAXDqdGAx8dCJL6vnoqPrnuFqaWw2WlTRD5lUzrvA/cmjJka3xLxZshhaBf32JSaS4AvYyelXArBLXBDZXpCClg2tpiWu8sMmwKbgUS5+4CYzoCIfC39gmj2NoPBrejgcoQOQi/L9wuys6pO4AIfbyPbxXc2g728QuEqV+DnWwXjX7NQ0BXfvxYOBkx/vA2gtsOtacPA7dpmSK4FaCc47/5kdndLUIIWk+f0zg4yugvAmitDbrrU3L2VqcvrqMIcOdl54jnlrXq9Sny5e1YbfsqoNWVd99Z2rnOpFzxebvRYOvbn2NVqgSxf5zSsp8HajsxqL1hdn5/qI0n3dXQjRXW7iFmZwsA/+KUcNjPjqkF5a8PteaDQ+28z0nDVDO1toMRBtjXp5iRt4BNBF6YP9sD22HcPSA0LczAp9m7xAy8lTrWgVrfsOi1dvFNG0OGdMe31AJ3Me6tYo/598L1tFadu2g9bS1aT2vfYz1tukwRHbgxKpwZdUJhUCHgKWMaYvMBaFalLxZsQd+JhFBLE3aExyETTGAmLD4aTcaYWhm9rvyOKoRad7vn9TGlxDcsLitdZrF1t3GZ+8CtgaQz7VGfjUHAqNpiVOtsHG6roztqYxVu0m20mTa3Fhk2AbeGUEOZc3eJOVGzqX53jzBalP8gcHt9thG4LQLCxLnAj2ZufQzHURvKNgy3yzbIng/HwwXcOq0OtQ3P3OY97PPgdpFPqqhk85+K6/uHtJ59hUjR0LqQMx90kzKfPnsb11N2FjdHTem0CXBdZWNhvg0B7VyXzo5VOouutxBQ7Xbpfv0thmnhT8bc/fjbUoEXHgNqrVaH+vFzEALv7obZ+cdsXo2uVTbo7jMt1O4cYHW31bh6eUY46GXH0oLy7we1T5ZQe65fU6uvU7mxfv5dbT6OoDbwsa9OMQNvtY2auhc9z327yqS7jzQMLN+l0btUUb7mzxOy92nusr/Fa37/qe+uXaXX3CU0TKzQZ3t8g7PBTWKhMLhy2ougC21/yk7OetrVr6xNAYIzo86dqCAQtKXLMRNs5CePVfdJXy7Yph4Auo7QiP6jcAgIhcG50eBWVBKyeRey+F3lrxJy4PaohAGhEFw7bQZmNdKf7Njxnw7Sdmrfo1fLHdKK3H9NnTr9DXtMMISgMhlQH94iJHi1JpP27kLxp8BtfLATKLcs5lgBp9fdI2h0cmXTxxfnfrJw66k1t4GP4VQU3OZ4z0iUxzIVwe2qh+4CbqXEaXeoPXmmWkujS1eX7HkS6d5wi9rcM/jwDilDqt0tui+/xbCSkbPKwI4OcNMpb/Z2XcCd61o1izu3I95HP0eK27DKjlXwXtQueUCrm6Ut6kNKLtv/0n2wtndA+/lLhDBwBz3uXv+AjNbz5fVdo6AvbRZq2zSezKH2ltnZI0Pt9j7Wlgoj61+cEfbvsmNoQfmfBLV+BLW+F9NXMH6tC7WWg7d7jLRsDN/DuT7DDP3VNmrqXvQc9yp1Jh0VEt52pzR6V5nAC6WfqTn2TCuNyJ2XwPGX+2jK2JcoNwdq1cRaB9e0EVKy6w3phtPc9bTrlCmEYIrJR6PJRFgYwD5T9oSLuWL8fMj0xYJtvOGL/uOwkTxhQku6IAS3RoVzo06Q0ZHtAMUdQZVhCdjz+jQCFwT0nQZ3dmORQdc543YWlhnVte5PaU9uEUg8q0KvtbtxjwnObEx9eI2QEr9SY9zZWwjeB24z9RYR3PavMUcK1P3ODkHk+HpVXRLnfqpw63v4H98hgyCC2+cqEs+q8limT4XbyQJuuxHc6nWl66KtjyiQjZVfBm5ndzf037xSbsoaTfWz8poeE7R5UjYqOT20fSrgrgu58dcm0331r56JLgba+87SznUn5VacNwStZy9oRoE/JteXyp1XGGqBeGlnfjmbh1q1YdPr3TI7+5DNW1C/PBt095UWarf2sLbVBIR/eUbYv82OnZry7w+1RhJqLx4YaneOkKa1gFrjAaB2Vmsyae8gBer5N7hetkvJdiuqy8LzQbUNQlBzJ3QndxhsxvOBEIKpWeGyoiKYWjLkwBtsJOiCiAaW+VLOQBg4hDxlQgtf+6x/zPTFgi0UX6jloC8whWBfuOwzxYDl4ueSLsHyXyqvWnc7ouuPQaIWbzttwk/YVLZ4oW6yauDFPCZYymOCYa2+wVfdkLG2tN0pjf4VIgwJnArjjvp5prCtNdci9+aM6mMPbrAGdwpu29sEra1SSywS5+4Lt/f0llAWbvFd/I9vFdxWqtjHz9VDYVV5Sw3aB1lZuA1GgyTcHpeD29z6FMnG8qThVpfPGw3Vz8juDNOpsPXNz6h0Ohn9adn0uLkKEpay+YCrS6sAN66zDOSm7dvUq3SZqb982+4HtGVnadeFWtO26X7zM6rdbaSUDE8/MDr9uFL20aC2GYfaO2an5aG28N6OyRRCbXcHa2cPhCC4Oifs3Q9q46n0RrGHhlq7grd7BKaJ4bk416cYMlhto6buec8sBEzrHWbNLUAFXqgNbzNj8adC7bC+9HzQnA5p3cPzQd4mMYRgYNW4qbSQQlANfQ7cPg7hivZevqd1xo8pV15q8z1C0MDjKRMcwoSdZcbMh0hfLNjqQHN+PPm+zN/C50m0LsTfkEuweacwhKAduuz5AwwkrmlzueFgDhmPCc0dPLui7aA6HeUCObg0+1cYYRAtqN9HmqZeLiYvYtekqF4LuB3dYfVVXG+/tUXY3n4cuP0EP7drwe3JOwhDjGoN5+j5oqDC8pYaih+AcTs0Mgm47WzdG27XhYEMWGjyBbNZtPFngDBMOi++pr5/SEo0M1imh04tMAkyepRs9mAesMV1PxTkPmQqa9OqOq4DtEqfvoykrP46xpNdV/6P7VodGSjPB9Prq4V8nmx6Pa3uvkjbeT+obdF4Gofa99m8JXXlyehCws6T2dnG2j0AIQiuLwnubrJjpaZ8HdRmwVQzRun81D4Y1Fbxdo7AMDHcmZqpjaJ8bhRqm1u4DRXAojbubzyaWCgE/eYOM3vu+aBHo8DzQR5g5jGCFIJbu0nfVu4zm8GMXW+AubChqIzVrDN35TUQNgLYllMOmC2WHsTtTLTtI6YvGGzn7+tdvAohTxknXIJdr3AJli5H/67KqMmAfbefG8whLvMpHhMcX/mh7dW3mDpZ/7B57RFf9J5oN5Zlm4FHo3eJEfiJKGVF7T23r6ht0oOhPe5h9W8U3Da7hO2dh4XbRBCHWm45aXn1PZunEG69Gd7JO5AhRq3+meD23SfBbTZPzvFY/jJwK4OA3usfmVxfAiqCVPv5S4Rp5Mqmy8nLk7ZzKZs/e5sHuHP9ZQbu9OzoY8HuumWuqk8h8OcAbVqdroy0ZDqPEFDd2qL7zXeYtk0wm3L7w2+0ng/m8kub9X0xna9M/10NtV+BeFyonX80W13svUMQguDmiuD2KjtGasq/N9TOfYLHvR88FNQ6VbydQzAMDHeKfXOGweahdtLawas1ERLqwzsqk8FGoTYwTHrNXTzTURvAx7fUgllm8mcVYK7aJDaxKiBhyx+z5Y9z19Mmy1jdjmPMhSsvC8kxU7aEn7nWnxNq4YsG26ILJhJ50qBqCZFwCdYTDmcFLsHW7SgOkoN4MIcVm8p0Oorg1kDSndxRdScgBMNah3G1tbbHhHRd4jefJcPI5ckySllgOwnb8+wrapss3PaxetcR3HYIHhJu40Ec9lRc8weFW3eKd/IepMSoN7APn2Zt15W31FD8QIzboZEJRn0mH+Nw+zRXVxl9hbKx/Kvgdv5tdPqR4cf3SBlS6XTZ+uY7TMfJlU3Lx/Nk8omkrUv5TwPcdQZyHezeB3o/VU8Z21cBbbqs3PbVHNRdr7SuxuEx7Wdfsdgk9uNvCT03I5+ux6NBbSMGtf3PALXNDtbBMQhBcHdDcHOZHRs15d8HatWXaE3tIkzuw7j0ApBODW97CbXO7TlGtIFrc1ArmLRj0cSGNziz0Ur5tdx5WQ695i6BaWHKgK3xDZUNej7wDIuLSkcFXZCSPW9AK3SZ801xGdkyE+OCENyJCudGI+bKa0KNQGunjoceM32xYAv6Bi4Ln0uXYFNMYBqtu52WdAmWX57Ka4pYMAehNpXd2s1FhrhO3Toave3Lm1AA7dmAxmwEAsaVJsN6d6PuwEwkjd4FVjQ7PHmgELz2ZIB9d4UAgmaHoLP7gHB7BpOR+olt/xHgdjbBO1VwazZajw+3wzjcblM7ejy4LbOpbHp7Te/1j4SBj1Wts/Xtz3CajUwZefKJY5oBNhqzs8dXAG5ZyL3voF4Eq5uY+S1r37pAq3Tnl5eUz16ndB7DNGl/9TX1vQMAxpfn9N++RobhQkeubEFf3QTUzpPVaNJ49hWICGpPHhlqG22sw2OEEAS9W4Kr8+yYqCn/vlAr5t4PFlD7gC69nBrezoGC2tkE5+YcITcMtYahQuRWqggpaQyusTcUTWze11y7Sq++rYIiRPthrDDYCNQKoTaJqaALJrYM2ff61AhWtHXs2bd4LXXOz4XAhVHnxlAeo1qRKy8rcuUVlyliq8dMXyzYjuWKTU2ah4+uMzXwecIYm4BAGIswcXnAuk7nmQdz2Io2lU2sSulNZSs7U/RquqOFO7CZXWOwYXdgJtDoXWFHwSIeKgSvNR0u4bbRJujsPRDcSsTlaQpuq7nlxNO94XY6xot2TZvNNvbBk6ztsfwPA7cKrp3uNtVHgtt4XdL54nn98Yi7H36DP51gWDadl99S29kjfQnKglMe4OpSETyuAtx0mZ9jgNfZUBZm7wO0OtXa9s6xL56sWo2t735OpdVBypDB+zeMz08X8nl9T9VhdR+d26w7l9+v40ARQW00U+v3e8xOHn6jWFzGqDexDp8ghEHY7xFcnpUao+4PtdFSrUoNwgeeqa3U1fIDEUHt7QUCmfin+FOhVkZQGzgVFSL3HtHEsq/lsxkiN5yRO6+KN6M7vru3O690GYjsJrF9t49TIuhCGYbxMDgxmowiV157TNmPufIq0h9/f+z0xYLtx7DCVTjfmLVqllbfOefnHCRPmdDAAyG4Mqq5oXjz9Ovf1efWhjaVZV5RW8TdgblWhX5zh1CU95m72tct1PtXOO50EYLXq9RXtwd551N1jt4V3F5GcNsi6D4g3F6dwmQcwe1TcCor7Stqs6J6AzAZ4c/httXB3j/O2h7Lv3m47S3gttLdpnr0JFdXGX2FsiRTGbgNPY+7H3/LrHeHEAbN46e0nn+FsWLdra683HwiaXNSx2rAXRdyHwp271vGypnoewCt7nqms+pgs7a9zda3P8N0KoSeS+/V98x6dwsdefLrBF4o0z+LQNScQ61h4Pd7TE/ewwIo8u9Pna48mUKorTWwj54hhCAc9PEvTrRjRd44e2+ordaVW7WLj4gYBG4SasNKHW9bbYIzpuME1Oa1Yfnni3qPL6FbhMj1Xa38/KULvJBniwTG1RbDWgeEcufVmfZKu/NalJnj4x4huLMbpTaJ5Y0JRW04FhYfjQaeMLGRHDOhnXLllZYpKusx0xcLtgDX0uZ94EQT8mUvcPwiLTuYKQQHzNiSaqH3wn8bIldmlX71rmxLbyq7qnSYmU4iz2IAWWPd7fxBMncHZsgQ37TpNXcIjM35ulUheK9xZmOkgEl7B7faXKk3/wZP1Tl6t6Yj7NsIbustgu7+w8CtlIirE5hGcHuwGbhd5CF7LhwN8aNwm2a7i7V7mLW9QJeuTrltoZEJhj0mJ3O43XlwuI3LlHEHhpQM3r9hePoRKSXVzhbdHH+3ZYFK254iaXdST/HP/+tAbtqOTb3Kprit9wFaZXt+fbJ6VucThqD59Dmtpy8QwsAd9rn94Tf4k0mujmV9stdcly9tWrl+nLyvzEaT5hxqB30t1OaWUXSPxmQKobZaX0LteIh//lE7RuSNr2tDrTAid4iNJdS6Dwe1fhxq75JQu+zrBTpz6r0ow7IYd/cJLRsjCFTghShE7nysSN9T6/uo7TCuNEFAY1bOnde8Tque9TLaJDa2qqU2iZW1W0TCd6LCuagjhUE18hZVTbnySl6L1eU8ZvpiwfbY8jAFjDF5E1SYZGAmfZMUXRil0xCC7di621n0H81shb/bvIdPOq+DZN/tUwn9RaSysVVdq8Pn1oG5O7BbTBkQmJZyB2ZuztetIQS14S2V6QiAaWuLWa1Vyraidk8PntZshH17EcFt82Hh9vIEphMwTDVzazsr7SvTZvp6Qzjs41+cghBY3W2s7f2s7bryyCbtQyZHZn48GDwe3KZlym4qm15f0nv1PaHnYlWqbH37c2rb26TEtQOqvp02D7hwP8h96FTWJhH7057PaZu8Nk8f1eWzKhV1Lbd2kEhG56cqaEcQLPTk6fisUPvxHTqoTd/fOl2JY7HyC6G2UsM+foYwDMLJCP9sPajV1b8YagXsHUEtgtrLjwh3qpHV1WnVsyV5PKw0YlA7iqC2hH1k2zEfam0m3X1C08IMfJr9SyypNkHlya4LtYOG8kYkgNakT9PNuvPKvpJl5D3jA8PkIhZJbM8f3muT2PwejtsQApdGbbGeVoXGna69njZ9/rHTFwu2bVPywnKpComPwfugwq1c4W9V29myHbdBEK27DQmEyWnM321SH6XKiedVkcoG1KNIZXdOk55VW2SId6r7wK0lA7bGt9iBR2iY9Bs7eFbS122RjjJwWx3dUZ0MAJg1u8zq7UWGzcHt+HHhdjYF01Qzt5a90r4ybaavN4SDHv7lGQiBtb2LtbWbtV1XXkpXPP+q8uPHf6pwG8/rT8bc/vAb3GEfIQxaT1/QfPocYWTldTp0w23eIDwfzLXnVgDgPKVnRx8Ldtctc1Vd8toi958DrY70NYJKp0v3u59jVWuEvkf/9Y9MLs+1etJl3Tfwwp9LqHUq2McqYmE4neCffkCUKD/ZXslzK6Fx9xDqTZAh4vIEMctCbTx9GtTugxCYkxFOtOysaD2t7jmif76qZ1sY+V4PDRPLV24rTZnciPgpUDv3UetakY/ayR11f6q1ragt8p7trmFzWekuIontewNqa0QSK3rO+4glywB7zNgTbjQLXMwG+dz0eeD2iwVbIQRVA15YLh0jQCK4CB1OQpuQog5WrjM4SJ6k/N3eGHOXXXogLqvfEIJtf0Q7uiGGdp1bu4nU6Mxbf1MEkKYM6Y7vlr5uG1vMnFrMnmIdpeB23Kc27gMwa3SYNbqLDBuF25vHgFs1S4E7A9OK4DZ/pnsjcNu7Jbi6ACGwdvYxO9uk0190uFUO+l8xOj9FIqlt7ahQvJUKKRHt4KobbosGYiHI6E3qWw248aSD3fsAb56esrrKwHle3YuANn1Ul1cYgsbREzovXmIYJl60UTDunzavP0G2739q3/scUKurj3assh3s4xcI00TOpvgn7zcOtfEkhICdA2i0QapNtWI2ycgmbFyM5aueR8njavnBEmrt3mqonb8LkVw+oD0vwLcqKqCQYWD5Lo3+Jea8/XLabC0ftcJI+Kjtjm+pBm6hbbo65Xk+mJgVrisdQiFwQrV0sVIikliWdbJ5J5h8TPmnbeMVypRhqFVj5kOlLxZsQTWsaQiOrYBD08cQMJAWb4MKLvoLVPZCCbH0d9uRLgLBnXA4N+oZcI7L5OlN6zeEoBNM2PZGiJIeE9KAXASQC1+33hSEYFDrMq00tPXUtUmZKGWVyYDa6A4At95i2txaZNgY3LrpmdvyG8rmqRTcRuvKcF2wbLUsoWAZh24mY124De6uCW6uQAjsvUPMVjdRVl55aV1pmbRsXCZ+/DHgNk+mrDswgMnlOf3XPxL6HlZV7aSvbumXJuj06MbdTQDuuqA7T0WguqmZ33VgNq/vlAXaef60bqtapfvNz6jvquU2k6sLeq9/IPT9ha4iHZvwUZvfT5P39UNC7fyTfvYzerdsnCcvEJaFdF28k/eIBdQUjSPLc2WgNjGObe9Ds6Og9uoUMR3rx5v0uHYvqFXLD9aF2qI6x+V8u8Kku4cUAtub0ehdLeAnT34tH7WGpXzUGksftc4n+qhd3HtC0Ldq3FZaSAG10GPP62MtZInJrGKZrD39yE9/KAycHP+06zGSekngLLAZRL+UP2b6YsE2DYvbVshz08UWEheDt0GFYYFLsNUXUJVjCMGucNlnigGMI3+3HvpOVaZjxPM2pceupzwmeAuPCWbChqKbogggBdCe9qm5YxAwrLYLAzmkbS8Ft9MR9eEtQoJXazJtbS8ybAxuE8sSyntLSDxoSsFtgLj8AJ4LtqNmbgs24OkeHGvD7Y0Ki4kQWAfHmM121nbdwyZ1TmdfXvnx9NBwu8qGVZvK5t+80VDN9I2HCMOk9fQF7RcvMSwrU6d1gWwV4Oacjum+P+RuKq0D20V1KmyPkvmFgNrOHlvfqdC4YeDTf/ea0dkJSKnV9RBQmy+TvJ83AbW5Zenqkx5PTAv7yQuEZSM9F+/kLUIGpFPeuKn0J8+thNqtPWh1FdRenyEmo4xsRob4OKq3JX08uVHsYaDWc6pMOhHUulPq/etle+TIrwO1nmkrT0OmiRXtY7mvj9rlM3bZwHd2g0Hk+aAVTNnxhpgxHesyxSKvEFxHHp4Qgob0eJLjn7ZYb5YNfOB94HAnLc4CGz/6Z/Wx0hcNtunGrpvwleXSMEJCRMYlWN677qXOLctq4S+cFntChZ2brAjmsLpDqrw10h4TuriGndEH+T9jaMuLXq3ZkMZ0CEIFchjVOivBcP4qA7fObExteKPgttpg2tpZZPhzB7dRlB18Lwa3+UtB1oXbhS0xfcHVOUHvDiEE1uETzHora3uqPF0b6uzLfNYc+ynBbTpvPH/o+/Re/cDo7ERFK2t32f7ZL6i029rytO2eOVKcf3k+Wydtvpy/Tab76F8+xPLOFwNt+kxeftO26bz8hubxU5TXgwF33/8at98r1DVPRe680nlz+2eOnbqxfVNQq73vYnVKyyzyGyb2kxcYtoP0fbyTd4gwyObPyOePNyuhtrsD7S31/eYCMR7qx5f0OLYm1MoU1JZZU1umznE5z6kxbe8ihcBxp9QHG4Zaq0K/EQu8MLld20dt3nJCKQyunVbC80HXn5D2fFBcjj5vAJwbdXrCQSDYkjMOxKyUf9p8HlLvE2nwNqgywcQSkmPLx9JMMDxk+mLBFvQXwzYEzy2fHVMNDtfS5kOoXIKtumD6i7ssq0rIUyZUCAiFwZnRYCAcjXy+fXl55x4TnDBQHhMqbaZmJWMD5C881w7g0avpjReBHKZOfa0oZXHffolzsevguBPqw2uElHjVOpP2n2e49SO49cGpqCAOYnkr5dlXBm5jpiRsCC5PCQc9BALr6ClGrbE4l87/5wluc+VTcmXhFtRP2nc/fk8wm6qADl99Q/PJs4zP27kenS6RyZmfP3k+W68yKQ947/NXuswStq4LtHMZXVnVbpetn/0Cp9lGypDh6Qf6b34sXHqQhtp0+Xl5i/qV9rhG9nNDLYaBffwcw6kgg0DN1AZ+Nr+mzHnKg9p4StjX3oLOjvp+c4EY9XOvZ9KGcmNsHGoTfmofAmor9SXUzibUBtdL/Tny60UTq9FrbCENA8d36Y7vMOT6Pmp19Q0jd14z00FIye6ang90fDJ/9xCcGk3GUdCFQ6ZsCy/W9lmZMkwEcCtN3ocOPoKqUBv4W6bksdMXC7ZFF0IIOLACnlgehoCRNHkbVJhloKYs5C47qxU5Mm5IFczh0qhyveamsmyZKq/ymNCnFnpIIbhxWgzN+7sDW7yiNqv7U1qTOwRyEaVMUs5mWA23tjulPrhBSIlfqTNp7y6UPhjcloxQphm7M+cScOt7akNZ4KsoPPvHyoH5QlZv36fArX9+QhjNnthHzzCq9Yztjwm3mwi/WySflisDt/MjwXTC7Q+/YXJ1oTaWbe+y9d0vsBuNwmudp0+Xfx3ILcj2qKmsPfcFWi1cmdHSkOcvMUwLfzLm7offML2+SuhM60roKOgXZftTnozuvrAarc8LtULgHD3HqKoIX/7JO4TvZfMXlF8EtdrxsNVVSxAAcXuJGPZS41XOGLou1Dq1FNQWu/S6D9S6lTrT1g5SsPjF8FOgNv18VdHEVOCFijelO7lbGXghrSPvGe0bFpeVDp5pYUrJvjegXsLzQR43xPNMUL8mz4MuPGFCIyfoQjn2US8JnIY2F6GDRNAxAl5YLpXP5Ovwiwbb+bvuBdCJXII5QuJh8C6oMPjEdbdCRMEcxDyYg6BXsKksr6xsmSqvKQQ73pBmMAMBPadBz6ovemSZG0dbDuqGrwUunfEdyyhl24Qrbpb4uzYqS+ya2N6UxuA6gtsak85DwW0sQllndy24jc96pc8l4NZz1cxtGKhoPHvHiDVnbrPlJOuctsE/+0g4GSMMA/v4GYZTTZSlK0/Xhjr7Mp81x+Jw63S3qR0/yy0/T1/6eJF8Wk63qSw3v5SMzk7ov/6RwHMxnQrdb76jcXiccQuWp2uur2h4LoLAZL7k66FTurxVZabv28x58ttB36eh0m6z9bNfUN3aRiIZX55z9+p7gtksobdIV1nPB/MydefyZHT3g9Vs0Xj21eeDWsA+fIZRq4MM8U7egzfL5i8of22obbTVZjFA9K4Rg7uE3o1C7c4DQ221wSyC2sp0RG14+8lQGz82qTRT0cT6iX5Z9Pxe9Wx2TZurSofAMLFluNLzQT6TZPMOYpvEKgQ8YUIlFXRhNeNky/QQvAsc+tJCIDkwfY6tANNY/c//Q6UvFmwpeXFqhlp324zW3Z6EFS7XXHebPKeKnwdzOFixqWz50MkvK53XEIKuP6bjq2g8Q7vGrd1cFB7voPfxdVsJPbrj22jDmkO/cf8QvLoByfJmNPpXCm6dKuMHgdtRLPxum7C9c2+4naf4tV3Uz3MRFycQhsqB+d5h4cMtPYDrIgAVwi0S//Q9cjqJ1t89R9jJCHW68uL6NgK3Ufhdp7P1SXCrsyUtk5ZL12tVfm805O773zC7u0EgqO8dsP2zX2rX3ursiussGqJXgWE2f/6rbPpUHWVsLqq3TlYItZa2/eIlna++wbQdAs+l9+oHxueniQ1iRf1h3fW0uf0vVybb96xmW4XJFUKFyf0sUPsUs9EEKRXUutNs/oLy14baelO59QJE/xZ6N8TTxqDWrkYztQbGbPIgyw/cqtqgPIfa6ujuXlCrA9J5iNxRtQUC6rORNppYlg2S+gvdeTnKnVcl9Nlz+9hCZnSshs9kXoTaJHYZ/XLclN5iP1BZBskrcyzVRvxptJ72ueWxY4VafY+ZvlywBUhdkLzOYBmCZ5bPrqmm+2+idbdl/d0WdeSmZlPZNGdTWZmy5nkNIeiEs4w7MKlxB3YfX7dOtLszEYJX3C8E7+LF8pjyI3iFCEMCp8q4s7cQKrIrrz2SZat3azrCvrtCAH6zQ9javhfc6h5YCbh1pyr8rpRQb8HOgfZmTtuXbquiOiePSbzT90h3hjCtyA1QcjOhrjxdG+raIfNZcywY9ph8fLeE2yfPAaEtP0+fPl/yeJHcOksTZBgw+PCO/rvXi9nbzlff0H7xEtO20VyuTPlpvUXDdfpeXjctHzbFr/vpLmdbUR1z20ZAbXeP7Z//kkq7i5SSydUFt9//Gn88SuhO64unoqUH6fxpM/L6TG5/jD5arTaNpy9ACLzeXW6YXP09tOJ+0tQrPd4A2PtLzyfe2QfkdJLNX1B+YRhv3bhXrcPukXpWDnsQjZfZsSptQ8kxNPog7QreziEYEdTeZsPkFurL1CErp6B2C4DKZLg21BY9x9MhcpvTAS13pIXaovrkQe3QrHLrLN157XqDhDuvddggnjcku0ls/x6bxHR57qQZ7U8S1IxQbcw389vzMdMXC7ZiPjNa8oIJAftWmFl3m+fvNq0zm4fFsfmmMifaVHZqNBitiFS2uiyVd+4OTEiJa9pcbtDXraUJwesXuLcqGjQW9WJ5zPJdtSwhDAmcCuP2Q8DtEKt3reC21SWMBr7VdYiOa+B2nhJwO50grqLZqGYHtva0D67sAyPZVkV1jichQ7yTd0jPRVh25Lh9/ktDNn9RhCBdO2Q+a44Fwz6TDxHctrsPArer5HRwm75W8W9uv8ft979Wa2+lVJ4Tfv5Lart72nbL0xnXvWrY/tyD/DrlC4rrlKdDCLDrdba++znNo6eIebCFH3+j3HiFy+hORdcePhfUdmg8WULt7PTxodbaPcBsdwHwzz8ix6Ps+EQ25Y238TK1412lCnvH6uBoAFGwm+wYlbah5NgZfZBWDGrd6YNDbXUyoDrurQ21ebZIYFjvJkLkNrzJQnf+szpZbp6P2p5Vp+c0QEAzmGndeRXXXz/rOo8kNt8kdvCJm8TmLwmchzbnsfW0z00Px8iXf+z05YJtvGGjVzGIqmPxdbdutO52pFl3uxo8k53NihZq1/FBCC5EjTtRWdhVdHOvunFqBOx7A0wp8U1rLV+3ebaDumnnIXitwCc0TfrNHXwjPzBB0eCxKDd2jRTcXj0o3NqTAVb/JoLbLYJmt1Aucxz98XgZQgjl6/E6CgPa3oLujlYm++BItlU85dUZQISBglvfx3CcRahNXZ0S5Wn058mseqgHoz6TD28juO1Qf/o86tN5ZST1rbKljFz6J+t0/oxMGDI6O+Hux9/gjUcIw6R59LRwc9lcZ95ALcjalZfS9/QmB//76l5le54uIdTmsObxU7rf/gyrqvzSDj++p/fqe4Jp7Gf0Ejrv6/lgfj5PTv9ZvdvtLo0nqt96vdsIavN1rtKnk1kJtdt7WN0dEAL/4pRwOMiOS5o65Y2z8TK145xTUUFmDAMmI+WrNqEvZ2xcG2odvN1DMEwMd4Zze75xqJ3VklBbGfc3CrWD+hYzuxZBbS8TIrdMO+T5qL21mwxtFfWz40/o+uPS7rzS+uLnZhicJCKJTWjeY5NY+lzA0j+tbj1tnvxjpy8XbDUNTcmLWItC8TaMkADBx9DhRuavuy3SGRWLEGpT2SFT2tIFIbgxKlwbtcXP46tBK/8mrKAWmtsxX7deCV+3K28gVAjercktduARGia95g6eaZeyF8rArUez/8BwO+5j9W8V3La3CRqdQrnM8bJwOx4gbi7UiY7yB6mT0cnq2qqozgAiUL4tZRBgVKrYx88XBaXrlCgvZsPKh3P8s+ZYMBowfv8GwhC71aEezXzF65unb5UteTrScvG65eVPywTTKb1X3zP8+J4w8FXUsm9+RuvZC8yKo71ec71Fg7WIvcqm9Dhy31fp8kramadXCDXG1nb32f7Fr6jt7CEQTO9uuP3tr5neXmfKSuuNJ9162rx+MS8/z8b8/pTt53a7S/34GQiBd3fD7PSDPn9JfXl2pGXi9lvdHaztPRAC//JMufVLj0daHfljRiE42s4SaqdjFVUsoS9nTFwXak0bb+cQaZgY3gz75hwhs66fcvXl1Dde3qzWZNbcAtaD2vxn9lJGIhg0tnHtKgJJe3JHLZgt75sCuxLlaX3UCq6dFhOrAhK2vRGdcLaA2uJ6F7PCWFicGg0CYWBHm8Sqa2wSyzs3Q/A2qDDBxBTw1PK162nz5B8zfbFg64Ys4DYx8JW4AEIs/d1umQESwWVocxraCQhdp1PMizeEYE+47MgpAugLmzOjrvGjS0Z3fhkqry0kezFft1cV5Qcvnid+s6Xty72RAENKuuM7bN9DGgb9xjaeVSm8wRLlac7HBwgzSMHtA6y5tcc9rMGdgtvODmG9XSiXOV4At/MkhFBucu4iV0Zbe9Bs55YRt6/oQZVXZwDhu/gn7yAMMao1nKPHh9twPGT84W0Et23qTzcDt3F7VsnF6xbPr5OJH5neXnP72z9jeqs2zVS722z/7Fc0nzzLXX+bpzuTR1Pe50plbcmMmYlzalytbu+w/fO/RPPoiXLhNZvSe/0Dww/vkHFfqzn642mdpQdzG3LP5cjp+rfd2UpC7dlHff6S+nQyUOwNxWx3sXaVl4Dg+pKwd5sdhzR1So8V8VQItaal/G6bJsymiMtThJSZsTJrQ8kxMvogTQtv9whpWhiei319jhHt7tcHiCg7ti/Lm9VaS6gdrwe1q+oQIug3t3GtCgJJZ3xHNXBL2TX/nre3Rfmo7SR81Dalt6J985/78Tx94XAu6khhUMPnCRPsNTeJ6c4NpPr12sOgIiRfxfzTrmKpz5G+WLB9PTMYBizc+iQavlSnUR3hyAo4NH0MAX1p8S5wmA/bqy5oUUfsCp/DyGPCRFicGk18suWX6YjzvLD0dVuNfN1eO20mVvlADrn1AQwk3ckdju9GcLuFZ38a3M51C5GCW/uB1tyO7rCGPQTgdXcJa61CuczxHLjNuKDq3yL60e7i7QOoN3PLiMvntVVRnQHwZmoHtZQY9Qb2wdOYXEF5Sw3aQSj3Ya45Fo6HjN+/QYYhdrNN/dlXIAziatP68mBgFcyk5eK5yyxNSJcng4Dhx3fc/fAb3KFySl/b3mX7F7+icfQEw7LQqEjYs2oQF5rXQ6X7lLWqDkJApbvF9s9+SevJc0zbJvBcBh/ecff9r/FGw0z5q/Svu542ry+lZXP7bfTR2dpZQu3t9UqoLbKpSKYoypfZaGPtqzWuwd01we2VVl+63PQYkTxWMA4apoqUaNnguojLjwgZamRT5a2A2nSSpom3E0Gt7+HcnOVCre565o/pSxk1U9sFIqidbBBqhaDf3MEzHQwkW5M7KqG3NtTqzgXC5CryUWtIyZ43LPRRm88XJPIgkuFxW9LjiCnmIk++7UUMA3AVWpyEFUIETSOM/NNmxz2dzsxN+0jpiwXbAMGbmcG1v2zYxAWIXmUu9LYV8sx0sYRkihm5t9DLZcrJ6GRxrBH9TBD3mDDD0MgX3UzxMpRuUwh2vSGNwAUBt6lADnG5IndgOoicw23FmyGFoFffUj/V5A2KOYOxTrcQmpnbDcOtAKzhLeZI+R70u7uE1WahXOZ4CbgF4O5a7TQWQu08rtZzy4invLZK5CF7Ts4meNH6QLPZwt4/junM5i+CW90DJ/NZcyycjJi8e40MAuxGi8bzl6iQw3p9eTr1+Uh9T51Pnr7X7K0/ndB/84q7V9/jjoYIYVDf3WfnF7+ifnCIYZqF43RZyE2XX/S6j1zZtMre+VBZabfZ+u4XtJ99helUCH2P4ekHbn/7Z8zuku6hdJp0QLvJTWJ5/UYLtdt71A5V5Dz3+orZ+Umu3vTxIpvSMkVQa9SaWIdPEEDQuyO4utDeo3lj29pQKww4eKKWIfge4vIDIrw/1CbqHDsnDRN/5xhp2Qpqr88wZDHUlqlvFmq3AAW11Y1CrUG/sYNv2hgypDtWS/DK2DW/j4oDL7TxDRNLSva9PlUCfbvrnr+asoRQng8uUp4P9sR8WYMeastAqQROQptrqZY07pg+zywfa8V6WrEsMHN9Hyt9sWDbtSQgOJ0JProCKcS9190CNEzl77YqJD4G73OCORTpWuZh8bkS85gQRB4Txp/gDmz+IDKEYMsf0QqUY28VyKEW1XepD9aHWwF0pj0q3hSEoF/vMnNqMfvI2BV//ynArT24wRwPQAj8rT3CSr1QLnN8BdyKqBxuLtSOYyHUDmQn/58A3QaTvLbS1xnkZIwfzT6pnzkPYzrJ6HgQuJ2OGUdwa9UbNJ5/jUgBYQYwNTrnx8sCTlp2Xr91Z28B/PGI/usf6L35EW8yRhgmjf0jNYN7eFy4Bjdt+6cO7ELzurcu3QNImw+15GBrh63vfk7nq2+wqjXCIGB0fsrNb/9MRQ6LrZnU2aYrRwe0973muvL0n9V7ZXef2sERALOrC9zL05V6tfeepi/HZQqhtlrHPnqKEIJwNCC4PNXem3ljmq6+RTOhCAH7auwhCgcugkAjm66PRlfGpuV3KQz8nSNCy8YI/Ahqg0L7Es+unPrGZdxqEmork36m/XXPmyKd8++BMJTnnwhqtya32KFfGmoh/1nqGSrwQhgFXthz+zjcz0dt/FiA4MxoMIo8H+wXeD5YxTnxcz7wLnAYSAtDwLHlcbDOetqS48xDpS8WbJ9U4LgiEQLufMGrqXHvdbfzl2MInlsurVgwh/tuKlMdRH2e71qs4SOFwbnRYFDCHVheufO8hhB0EoEc6tzZjVh9V9+Q2npEr860T9VVcDuodZg59ZgMKX3ZwUZ7PvqshdtVdSavzOTxBdz2rzEnIxACf/sA6dQK5TLHS8KtuD6DyUht1thXsyZFts3TqrbS1xnC0QD/4hSEwOpuY0VhMnXlJeyFWL7sQy0XGjTH5GzC+O0rpO9j1eo0XnyNMK2MvlU69WXnn9PJwv1mbwG84YDej7+l/+41/myKYVoqwMPPf0X7q69xWq3FvVyUdPfRY6R1yxUCzIpD4/CYnV/+ZVpPn2NV68gwVP5of/unTC7PF+67QN9u87Ljad1Z2rk9eeeL+0i2v1T2D6nuqX/0ZhdneFfnK/Vq7znNPRGXKYRap4p9/AxhGISTEf75ifaezBvLlP7kuZU/70e/FhEGCmp9TyObrk/2ihaNq1II/J1DQtvBCAPsNaE2v4ylTNql1yaXHwTCoN/cITAsTBmwNbnFCoONQO3MdLiqtKPAC0Fh4IW8suZjTPyYh3LnNRUmJnDElFaB54N83cljU0Qy6ILp0i27njZ66a7tY6YvFmyFIdh14Os6WAZMpeDHqcFgzXW36WOWIdRuQFPdtOtsKksfU+/q87xjNqUHQnBprHYHVtjBoryGELSDKVveGCSMrao2ShkUw22mHtGrPetTcycgBINam+mG4TbhCmzDEcoEYPcuMaZjEAJv+wBpV1a2QeJ4Wbi9OoXZRG3a2H8CZr7LNJ3P2bXhdtDDvzwDIbB29rA628v8KV0Je2Nl5j4odZ81x6Q7VXDreZiVmoJbzVrVVTr1+bJ2pWXT8qt8+RbJuv0ed9//mv7bV2oNLoJKq0P35bds//xX1Hb3MKziZQrpcnX38Kek++qct6XTatF+8TXbP/8V9b0DDNMicGeMzk64+c2/Z3R2ggyCpRzZdorbEU+rZmnncmm78nSm+2luH4o+Vg+Oqe6okLHTsxO8m0t9fo09On2J8zGZIqgVtqMiBRomcjrBP/2AKOErN3mfJs8VbUwTQsDOoYosJkPE5YmKlJiRzbZDxvaC8VQi8LcPCZ0qRhhiX59hhr7Wvlx92jKWMm61cS+XXkU6598DYdJv7hKYEdSOV0Pt/J5Z9eycmhVunDZSCKqhz67XXzvwgq7NZhicGk08YWJHrkRrBInyV/GI7txAql+jfQyq0SaxullOF7pzhtCGL3/o9OWCbdTYTUvwXR3qhiRA8HZmcOXpL8K8t67qAELAgRVwFAVz6EuL94FDkCo7rT+/c6jPhhDsixkd6SJYzx1Y0Q0shKAlXXb8ZZSya6eF1NwE94Hb1mxAzVVwOKx1NgK388+W76kgDlISOFUm7d3FSJZbZ/LOJ4/P4da5u8SYTcEwlHsayymUyxwvA7dSIi5PwJ2pzRsHT6Eg2IXugbU23PZuCa4vQQisvUPMVpd00j7MNOfj2XIhQnNMejNGb18Rei5mpUrjxTcI21k8GMro1Nmz/F5cn3Tt8pYm5LVD+qg76NN/84rb3/4Zk+tLwiDAdCo0j56y8ws1w1lpt6NfhrL2FaX0GLHua500t82u1agfHLL1s1/SffktlXYHgcAd9um/jep5dZEA2nnb5NmfTmVmaZPXP79vpOWz/SGpB6B69ITK9i5IyfT0I/7dtT6/Ro9OX+J8TKYQai1bRQg0LaQ7wzt9v4BaXd105ZeB2sQ4EnlkQUrE1RliNtXIZkzIXVerG6skEGwfEFZqCCmxb84wA09rX66+eNkaGbfSYNpS/5hXJsPNQm3kvjIwTcwwiAIShSuhNlFWzibssVXlJoomVo+iiZUNvLB8Ze0YYy7ceTnRPh1H484rX6e+3BuZ3CT23HIXQRdW6UJ3zhBMAkiOHI+ThJQax3J/jlO/36fT6fD/+d/9I1q1CvPqBaHkZAo3vgAp6ViSJ47EECBDuci3aA6ZPRZ/n38eBvAxcAgk2IQ8Nd3F2hld/iJdy6IlPWyuIk116bMfjjEycpTQmdQ9ERZXVgMpBE7gseMOENHi/ri+MAy18toyotfQaTKu1EFCc9qnOhuVshUg1Olnecy3HEbtXaQQWLMJtf7VPDBQftuSdz55PJQSKQTu1iGBU0EEPvbVCSLwl/0hpw0SxzPXnYX+RZ1MC7nYmTyFsw/IcHnr62yLf89rq3h90zaYu/uY3R3VjqcfCEb9RFm68or0pY9lPmuOYdrUX7zEcCoEnsv43WtCd1ZaZ549y++kvmeHtfSRUJMnT1YnD4BhUO1uUd3exarWlnnDEHfYx+33mPX7CxdYn2u0FcsnNXajSaXdwWl3MG1nkScMA2a3N0xvrghmM72eXP2rgVYn/yn/qKyGWkHt+ClOZwukZHL6gaB/p8+v0bMxqDUt7CdfYTgO0nPxPr5FxO75vH/I45/zoDZpb+x7Zxu6u+r71Znyr62VTduwJtR29wnqTYSUODfnmN5U2x6roFYPXOBV6kxbO0gBlemodJjcdaA2NEyswKc7udsY1A7MKn2nAUAjcNnyR4l/JlZBbV6bDYTDlVCeD2r4HKzh+SDvmATOQpt+tKxy2ww4MINCQI4fQ6ffEPQC+DAzqBuS/9Hv/xeLtoqnOa/1ej3a7Xbm/H3TFwu2f/LP/xGtWjUDedcenEzVA6ZmwjMnxDEU3M7zxOE2fUwHdtMQPvg2rhQYSI4Nl4ZIg+H6cDvC4pwKIVCVAQfhGBOZkqOEzqTuKSZXTpMQgR347Lj9xc7VT4fbBuNKAyQ0pn1qG4XbCqP2TgS3Y2r9643A7RxwQgzcaJ2Y8D3s6xNEEOTWX6uvDNxatoJb04LpGC4+ImNrFlfBbbgsvjTcWvtHGK0OUkq80/eE42GiLF15RfrSxzKfNXLCsqg9e4lRqSJ9n+H7V4RRZKr7wK32/ArA1Q12OsAtGhbzzlj1BpVONwOMEok/GjEb9PFGQ/zJOGHopkfgNByalQpWrY7TauO0OhimuSw7BuBuv5fohwmduWXdD2h1skVQWwTEWj1CUH/yArulZiwnH98TDHsrdW8cag0T+8mLRZ/3Pr5BxP38PgTUNjuwc6C+314gBr2E3k34qpVA0NklaLTVkq6bcyx3om2PMlA7f09ArVNj2t59EKj1DYt+c3vjUIsQDKwaA1v9atkKpnT8CasCLxTZOm/vO1Hh1qggEDSlx37k+SCvjcvAc4CamJtgYgg4MD22YutpC3Xl6EcILnzBpavytEzJf/S/+EMsyyKdfge2JdO8of6///t/TLOq1kumQWwUwNsJ+FJt3HpWCWmYq+E2fS7+7oWSk8BmFBoIJAeGR0cEmXxFOpbnWHyeYnBKjRCBJQMOwxH2GnCbLU/lnWFwZbcIhMAKA3Zn/cVi/wxYhWEh3C7KQD30R06D0UPBrV1h1FJwa0/HVAf3g9s8eAyFqeDWsjE8F+v6BFGq/ixSKbi1KwpuDQPGA7g8TQGd3r5PgtvDJxiNFjIM8T6+JZxNsrY/NNyaJtVnLzGrNWQQMHr/hmAy7x96nUV69XmLz+t0wOYAF8Cs1qi029itDnatnpKTBLMZ/mSCP53gT8YE0wmh7+doK5mEwKpWsap1rFpNvaq1RZjleQp9j1m/hzfo4w4HuWSdB7OqKP3Z+8zSRqbn5lkbag2DxrOvsOpNCEMmH98RjAYrdX8K1Cbll8LO8QuMWh0ZBPgf34Lv5urbCNTWm2qzmBCI3g2id71xqAUIWtv4ra6C2tsLrNk4pX+TUDumOrp9MKjdmtxiSLnSpkRZmtD0CEHPqjOKhchtBdONQO21UaUfufPqSJcd4a4NteljHoIPgYOLgSngienSNCnUsXjX6TcEgYQPrmAQuVnddyQHDvzsf/a/Rpd+B7Yl0wJs/w//K1rVigZA1PsskLydwCQUCCTHTsiWlYTbxXtJMJUSTnyTXqh6x47w2DV8bflldM0/uxicUsXHwJQhh+EIh1Ajtx7cugiu7Da+EJhhwK7bxww/HW4Bhk6dUaUZwe2A2my4zPOJcOvZVcatbQW3kxHV4c1acJtXjwXcGhbuzhGhqeKbW9cniAK5zPEY8hTCbaWG3D8GYcDgDm4uCsHxk+EWgXX0TD1owwDvw5vC5QAPBbcYBrUnLzAbCjxGH9/iDweFOov06vMWn9fpgPWXJ+TpiSfDsnHaHax6A6fZxLBsbb7Q9wh9HxkEhGGADJavMAwglAjTUN4lTFP51F28WxjW0pNKwr4wxJ9O8EZD3EEffzwqtPehgFYnXwS0Oh15ULt4uJsm9ecvlSeHIGDy/g3hdKyX0ejdGNQC9tEzzEYLZIj38Z1aelSgTwdqaZsKwbFaU6FyhVD+s28uEpuyNga1zS5+e1tB7d0V1nS42jZNnfNmRX27yqSjlp05szG14Z8PqL2zG4ytKgBb/phmMEvkuQ/UhsCVUWMobASwI2d0xad7Ppgg+BhUCBA4QvLU8qgaxbriM7KZfIZgFsK7mcEsVNfjaRW6tsr37d/7L9Cl34FtyZQA21o1AaXph78fSj5MoRetu921JQe2HmSjDyvBVEq4CgwuAzXt3hY+h8bSwXM+yOYBqfrsIziliouJkCGH4ZgqQW5+va4snHlScOm08IWBEYbsun2sMLke8CcJt06VcVOtvbInQ6rD21JwmwujKZgLTBtv54jQMDBmE6zrMwTrw20S+EiUIaVE1hrIaIaF3jXcXd8LbnVgKdGcQ2A/eYGIfhp1P7xBRrNIZeFWV6c8G+JyieNCUD1+jhX9VDw+eY8XrX98KLjV5dHpgfsBbp6udDIsC7NWx6xUsapqZtWsVBaA8SkpDHw1EzwZE0yn+NNx7nrZdNoU0ObpenCotW0az15iRn17/P41cpaFybTuslAbl1sJtftPMNsdkGrpj5yMNUCZb8PaUOtU4OBZ9AvQEHF1+iBQG9ZbeN09BGD1b7HHvdW2aeqcD7UVJp09BbXuhNrg5kGg1g48upO7jUHtrd1kYlVAwrY/KgyRW2Rr/FgInBt1JgsftTOaa7jzyitnIA1OQweJoGaEPDU97IJNYvFjeVA7DOD9zCBAYAvJixoLbwrAo4NtdtHDF5LmDS8B5DIW9jxJKbEMwfOq5MKVnLuCKw+mEp45YAogVPmEEOqBJtQwED8217v8LNmzQmzhcRaoBdl+IDg23cUib3J0xG1bngMQWFL5uj2jylRYnBoNDuSEOp42f1p/1lb14LeFZN/tc+m08AyTq0qbnVlfOaaO8szlDcNYwG36XKKMCEKbrnIxNqo2GVVV6NrabLhopzx5KdWmvjB1fq5XCIHtTqkNb5g0t/FqavNCZXQHBTpV06TPpeooBKGUamfvzZmaua3UCLb2MW/Pc+UyxxUGL/tOLM3LEEIo/7a3l8jtfejsQBAgBncJXXmyunaa9/15fSWpc0i8k/fYT18gbAfnyXPcD2+RgZcoL90eSlajTyOT+cwS+BbHpWT68R2VoyfYnS3qT54zMU3c2+tcnTq9pHTP+/fcNvUdrfziWExHvJ0hC7jpMtIpfifnQW7o+4SDPt6gH1eMVakqd2iGgTDUbOxiRtYwle/TwF/O4gYBhOpdBgGh5xH6Xk6p+lQEs8qs/Bz3naVVx4rz6KBP933+0XAq1J+/xLQdQs9V0e+87M/+ebo3CrW7hwpqAe/8472hNp4KwdGylQtBw4DpWG0WS+jbENRWG/idXQRgDnsbhVoA33IWUGu704eF2vEdBpuB2hu7xdRyQMKOP6SxIkRunq3xYyrwQp1Z5KP2gCl1jTuvvPbMO3cjTS5Dtf6/ZYQcmx7mGlCrO3bjC05d5fatbiiodczsffWY6YsG2/l7HG7TIGkYcFCRVE3J+wkMA4NXU8nzSkjFEBDbSxGH2/gxHZh2TYmFy8fAYSxN3gUVnpouNlkYLgLlOKyaUnLElHOqjIXFOTV2gVYO3KZtzNqq4NISsOcOuHJauMLkutJhZ9bbDNx66mfAJdxKarMR94Hbea3mcOW4ExjdMm5u4dZbCBlSGfcLdS76RBm49V2cm3Pc7QOCWgPCPczeZa7cKridH8/002EPTBPZ2VEuegIfMR5qy4ANwK0M8D6+W8Ct/eQ53oc3yDBI2PjgcItkdvoBGQQ427vUDp8gTIvZ1XlG5+L+S+lN69aeT7W7Dk7nd8W6gJvWk8gT+7xyJldK/OlkVa6NpDKPmnWBNk9vFkpXnF8pnwVQo1qj+ewlwrIIZzPG716BZoNWWv9DQK21vY/ZVa6p/PMT5GiYBZwCG9YOlWss/WLjzhCXp4jYM2ZTUCudGv7WPgiBOR5gD29X26apcx5whZa9hFpvRn1w/ZOHWikEN06LmekgpGTHH1HfANR6CM6NBp4wsZAcMqFa0p1XURufhzZ3Gc8HaVemGtkcfVIIzjzBTeQ+dcuSPKmCmRMl9DHTF+vH1jCN7MXJuXBCCDoWfFMHR0hmUkUqG2qCOURfMsd0naNpwgvLxRFqnezboMKEZL5VOtKd2RSCw1Qgh56oFN7YRR1+nm8Ot5UwIBSCq0oH17AzukDd5CsHMrH8B6DpjWnMhiBgVG0zqTQy5efZaOjqwfKYMxtTG/UAmDU6zGqtXJ1p2bz2UuWqd9ObYt9dIoCg0SKM/Cmurv+8PP3xDBz0bhCDO5Vh9wiqtdwy4knXTulz6ToDiNDH+/gOGfgYTgX7+DlCzAdvnf78NsyTyXzW2A3gXpwyu1RRoKp7B1QPjjM6i/SmdWvPi2J9eXrmSef/Nq5n1eAtYq/HToLy5RfVJa8NdHp1ela1/+prmO1vZr1BMwr8EUzGjN/++PmgtruDta2CyPiX54TDfql7N30PJ4/pxw/1xYADFckQz0NcfkTIUCObKm9dqLUreNsHIATGdIzdv0YU2JbRl1Pf+XtoWUy6+0jDwPJc6v1NQq2Z9H5wT6hdPqvVOSkE1057AbW73nBtqJ2PSfFjbizwgkXIMeN7Q+38FQIfQoc7aSGQHJg+h1bWnZe2PXV6DUEgBO9mCmqFgKOK5GkKatN885jpiwVbWMJtonE1DT7/XLcE36SCOdz6rIxUlqdPCEHVUHBbM0ICBB+CCkOZdhNS3DF1UBQP5HBtVLgxqom6xfPndtrFOZXPFLDr9amEvrpxK21cc0Nw6ybhdrpBuK1Mh9TG6mfdWbOLW20WDy5kz2nrGL1bszH23RUC8FtdgkanUC5zfAXcLtrp9hJGA5Vh7wk4lZW25bVTOqXrDCACD//kPYQhRrWGffQs1q8zKh4Ubr3rC6ZnH0FKKtu71I6fRf25WG+ebt15Xb20eTS65qkM4K4ayEXOaxPpPnpX2b0JoNW1e1pX3vnMdY4+2u0uzedfIwyTYDRk8v41aPzDpvWn79O4zjy5VVBrtrewdhX8BdcXhP3bzD0b16ezIa2/OFSuAftH4FTVLzyXHxFBoJFNlVcSaudJWg7eziEYBsZsihP9k78pqJWmybizT2gYUTCeq+U4liOr+wdAZ4eC2p3kRrF7Qm38nBQG1456NhrAnjekFoUhiMvruGB5LmvDNBZ4wV4EXpCL/Oql05V/LADeBw4jqdx5PbF8dqyw0MZCxok2ib2eGgxDA9OAFzXYc8Aw8uv82OnLBdvowhhm/CcE/QWbfwa1NuTrOnQtiUTwcWZw5iZlFu8lO5ltCJ6bHi0jJERwEjrcSTPTUYtvhOTNZQjBjnDZljMEgjvhcLUiSlne4BK/0Uwh2PUGVOdwG/1XmtYF68Ntwx3TmI1AwHDTcDsZUJ2onfXT1hZepa5/sKwccFN1jN6t6RCrf6vgtrNDWGsVymWOl4RbcX0Ok7FaI7P/BGI73fNsy2unTN1TeQEVBenkHUiJUW9gHz6N6czmf0i49e9umJy8BylxOls0nr9cuKrK06vTnR5Ky4JWJp9G1zwVAW5c3zoDu9jAq3RZK+yb168s0M51Zo/py03ryzuvu3YAzvYe9SfPQQj8fo/JhzcQ88G7qr+V6rPRu+4+iyez2cbaVxtAg9trgmideJ4+nQ1rh8rdPYBqA8IoVK7vaWRT5a3RQ4QQSMNUkRgNE8ObYd+eI5AbhFqDcWcfaZqYgU+9f7UAkjxZ7XNAY0egg1q5Gai9WkCtZM/tU82B2ry669prLCzOjDqhMKhEUGvFoFZn8ypWcBG8DSpMMbGE5Lnp0o75qC2SRdc+0SaxV1ODmVTeFL6uQdsqqLNusH2E9MWC7chf7r6Ow+3ivaCTmIbgWVWtvUUIrjzBe1cQChGFysxeuFWdzjQETy2fLTNAIjgPnYXnhKIOVnQDGkKwJTz2mCKAgbC5LAG3+fpVvjnc1kIvWkfUZroBuBVAwx1Rj8PtPcLvJs7FvlfGfSpT5cpo2trBc6rah9bqgTdVx+jdHvcwhz0Ft91dwkq9UC5zvBTcSsTVqXINZFrRppDVoXfjad3Qu3I2xTtVQGk2Wtj7x7E2I6PjIeE2GPQYv3uNDAKsepPGV98g7OSvBmkZ7XcoPJ/WV5hPo2+eVgHuXKcO6B47lbGjcEYafTvodOqeZ7prlNcP9N/Ve/XgmNrBEQDuzRXT6B8znS06/aX6avSeB7WLe7fWxDp4ggCC3i3B9YX2nskba1QZyXOlQuU25qFyTxDuTCObtUGrK/G+PC6Fgb9zhDQtDN/DvjnH0KwUz9WVU9/5uzQU1IaWhRH4NHqXmMhC2dJQK0x6jc1DbRhBrWdamFKqpXuEGfm8Ouc940bC5lzUkcKghs8xk8JoYnlsED83RfAuqOBhUBGSF5a78FKQ1pEZFzTHhCG48+Ft5Pmgbkj167ZVbsb3sdMXC7avBiFXsyTclll3O38ZhuDAgedVtTmn7wvezAy8kCzcRmXkdbjlZzg0A/ZMtRbnWtqchXZGRiebti/e4dv4HDLDAIbC5tyoE2Z0UFK/ymcIwY43pB56SAG3G4TbZhxua21mztKBfZG8sit/EDWEoDq6w5mNkQKm7V18uxJd5pzBZlFu/kA51w1gD28xJ0MQAn97H2lXC+Uyx8vArQwRFyfgeWr93P5x4gmcZ1vRw7L4IQtyMsY//wiA2e5iRZGLdOXFy9Tpi8tkj2fl0sfDyYjx21dIz8OsVGl+9S1Gdd7OSZk83Wn9uvxzfelxV5dvri9viC6a4dTpzjxMNph0ZawqZ1NAq47r86Z1Fp5P9SUh1IfakxdUtndBSmbnp7gXp6XK0N4HeX00el8JtZUa9tFThBCEowHB5Zn2XtHdH/NUFIAhXZ4QAtpb6gWI63PEdFIou7Sh5PgkBFII/G0VgdEIApyb80VkSj10lx1TF4Mdk86uCoITBDT7VxuEWkPN1JrLiGIPArXeZqB2IBwuRA2EoCE9jphiiuwzvkh/+thIGryPfNTWjZDnlkvlEz0fnHuCDzO1kKNrSb6uZz0fJMaDBx7jVqUvFmwl8H4c8n4cqltm3mkL1t2qj8mL1LXhZR0sQwVzeDUzmESbyvL0pDtM8gV7VsiR5SGQ9KTFh9BJzLLmyWbtY/G5gc8hUwxQHhOMRgJu17tRVD5DCLa9IfXARQqimdvKvKoJufvAbc0dgxAMam1mTv5mKd0glzeYGkJQG97iuFOkEEw6ewSWU6gvfyBO1TGy3+5dYcwmIAy8nQOktQyfWmx/dLwM3IYB4vIjBAFUarB3nHqYZG2Lf0/aU+YchKMh/sUpCIG1tYO1tZtbXrxMVafs+XhxugdhXC59XLpTRm9+IJxOMCyb5otvsBrNjF6d7rT+dK317ZA5lDso63TGU1nITZezqVfZtMrOonrmtaHu2qTzrroe2n5umjSef40T+YadfHyPd3ull0Hfr0r1zeh9JdTON1waBuFkjH9+ou9DWh3LcSz5PZsncd81Wmq2FhC3l4jxoLAvL8e3VePq8rgEgq0DwkoVEYbYN2cYkV/z4jW/q8bSxeDHuL1LYFcwwlCtqY3WRefJrgu1gWliBUFhmNzcMT4Paitt/AXU9nFKQm3Rs7cvHC6jvTEt6XKQEyK3mAGSx3rS5GPoECJoGSHPyvqojV6J84b6J+eDuwyPu+9Inq3aJKax67HTFwu2xw318+3VTPLjICRQ5AiQWXcbfdF2ICEEDRO+rUPVkHhS8HpmMNBsKpvrSR/TdaYtU/LU8jEEjKTJu8Bhvu2hbCdO3zB1AvUfHzAR0UL0gvyr9AoRwa0/oh64IODGaW0MbluzYQxuO7h2tZT8PGXORccNIagNrrG92QJuQyt/2UdctmjgnOsWqDCShjtLrENb5yYuBbe+2ulMGEKtATsHOQ8ykZFV37N50vVN2xAOevhX5yAE1s4+Zmc7li+ZP15mXGcpgNDIpY8T+IzeviIYDRGGSePZS+zOVkZvRk73PZk9ec/GbNVdQl3euc75Ky+tC7kPmeK2FM/u5dcpty1y2q1Ib1pX9nv0bjs0XnyDVW8gg4Dx21cEw562nDz9pfpktgp6eywH+/gFwjSRsyn+6QcEMiOjvx+S92bR/Zy436p12DlU3/u3yoNKLG3CA4IEgs4eQbWOkBLn9lz58yYfanXtlztmC5i0dwkcBc2N/hVm4C+eCTqZQm8vsXPhHGoNCzMM6E5uNwu1RhxqZUa++HmdteFOVLgyqghUiNy9nBC5eXp1565Di7Mo8ELXCHhq+RkftVpZXRmGwJfwZibo+YoHnlUlhxW1SUxrX/SKH5v/Uv7Y6YsF24OaxTctE1MIBr7k1/2AqZrCBLHepjIhBBVTeUxompIQwTvX4MYXpTwmzD+nj7VMtaDbEpIpZrQmppxsGkLnn2sEHDPBAmbC5NRo4pOuD6X0EjXXHG4bG4JbWD7kWrMhVXcCQtCvd0vDbd5P7fMSDCGoD66xfI/QMBh39pCmmasvLls0+M+TgVTrznwPaVpqPZooA/bkpvm5BNy6M7XmVkpodqC7o9W1fBDoHwxF9U3bF97dENxcgRBYe4eYrU7GxkRbpK5r+rzOzsxnjS0AQoZM3r/B692CENSPn1HZ3V/ozdOt/Z4qR5dHp7cob5HudCoLlptK65ZXVIc0dC6PZ9tKl3dVu2e/q3ejWqP11beYlSqh5zJ+8+NaIXKzn3PyxGQL17haNs6TFwjLQrou3sl7BNlNa/r7IHlP6u4h7fjhVGAvWo40GsDdVUpfzpizBtQChK0tgkZL/eN+d4npzVbbllPHzDkB0+Y2fqWGkJLG4AYzUBve8sZd3RivsyEUgn5jW0GtDNgabx5qrQ1A7ZwNbowqN4aKNNiVM3bWhFpdW52HNldSLWvcNX2OPtGd1yxUm8TGkeeDlzXYspd6MvpS5QixZKzCh94DpS8WbIUQdCsmv+hYVE2BG8Jv+wF97/6byixD8FUNtiKPCScztfZE1zmK9MS/1014YXkLX7fvggqze8LtvCNXCCO4lXjRzK23AbjdSsHt5J5wGx/8BdCeDah6UxCCQb2LZ+W7uYq/r4RboB7NCkjTUnBraK65RlY3aM/TfBAyCNX6syAgtB387UNkweCZOc7qMoQQiOkYcaP8vNLZgVY3oytPVn3P5knXN21fcHNJcHeDAKyDY8xGO5YvmT9epq6MtJ250JEjOw/k4F5dAFDdO1y4AyvSPf+eOaaxU3cNdG2bvpcz52OvVSkNnveB3k/VscreorZJH85ra117F39X73a7S+vFN8pH7XTC+M2PSG+mlcvrO6X6YEy2EGoNSy0/sG2k7+GdvEPIrHsxXVvmwZquzMT9FY8qNhkjrh8oqli9jd/aUvd77xprNl5tW06dM2OngFmji1drICTUBzdY/kx7nfLaKQ8WQwT9xg6+aWPIcMPLDzobhVoJXBtV7oSDQLAtp+wI75OgVgInUeAFgeTQ9Nm3wuj+LGYPNMeEIRhFng/cyPPBN3Voajwf5OkBPivUwhcMtqAaumYb/KJr07YNAgmvhiEXU7mIIrbOpjJQa0uexjwmXLpqDYqMOkVGD6s7ZyXydVsVEh/B+6DCRGZnlHWdSjdgCSFwCCOXISH+Am6NlA5K2TfXm4bb203C7bRPJVo60K9v4VvOysEU8jdJzXOYSBr9K4zAX0S3wcirY1JW+3BbDLzRe+hj35whwpCwUiXo7i/WSxfZvhzz9cfjSQiBGA0Q0UwNW3tQb+aWEbev6IFa/FCC4OqccNBDILAOn2DUmlrbMmXmnI/XLRc+cmQB3Ktzpqcfl+7AIujR6V4JT6mydHnmevPGZl05ujLuM7QXAeunzPoKVtuVHluS5/L7qK4snd48ubjuyt6BcudlGPjDAeO360UT0+leJVsMtSb2k+cYTgUZqOAmIszao7+XkvdgPBWCYzqq2NXpw0BttYHf2VFQO7jDjtwm3setl64st9bGrUch1Ue32N40Of6vGKvyYFEiGDS3F1C7NbnFCoMNQq2JJUP2vD52DGrzn73FUHtl1OgLBwHsMWVL+Jnndpnn/PwVAh8Ch4G0mPuo3U75qM2zD53NhqAXwJuU54Oaqbdhridto2Eai5t5EqCWgT5y+mLBVhhL0LQMwbcdi72q2nv5cRLyfiy1m8rUoeRFmx+bv+YeE55VVcjTni94M1NrUsq6A4uXI0Tk69ZyacwDOYQOozUCOSSPRTqRPGGCTUAQwa37E4bbzrSH48+QhqBX38IzrVLyK+FWhjT61xhhSGA7jNu7i5O5dWWZcgfF6N0MPJzbC4SUBLUGQWd3I3CbAZf52johVHSyyuajkyXlwL84JRypTSr20VOMan1xLq0jbrOu/YrkikAlfs7v3Sh3YL6PVavTfPkdZq2W0Z3WqfueLktXXtxuzeFCmXQ58ddjprLlFtUjr/46GV1Zumuh7ReGQf3pC6q7yiuHe3XB5P0bhCzvozb7OSdPTLYIahEC++gZRqWKDAL8j+/A9zI69WNG8t5LHtPf94sv+8fKK4r/gFHFnGoiVK41uiu0LW+c1I4pAtxqg1lTLWWqjXo4s3Fy3M9pp8yzOGWDBPqNLTzTwUDSndw9DNS6gwzU6tu1GGovjDoDYSOAA2a0yUJtvr7ssXnghTEmpoBna/qoTcMoInJrOlWeD9oazwc6mcz1m0Mt0PMkvx0EvB6FhDEf04+RvliwnTfuHDQNIXjeNHkebSq7diU/DILMprIyF29+fstWa09MA8ahweupgVvSHVi6HCEUgD+NBXL4GDr0ZXZdaLmbINKJ5AlTHAICYTwY3N53zW1ikAO6kx6O7yINg0FjB9/YENyGPo3+FSIMCZwqk9YOq+A2r/6J+kXvydC7bcJmt1Auc3wF3AoR5bi9hLFyN8aeevCtsi15LPld11bph4l/fkI4GSEMA/v4GYajd701T5uG2/S5cDJKekx4/g12u5vRPZdLlyFSmeZ9r0gubrvmcEJGJ5fJq3l9atLpXKV3lc159c1tn5wyir9H77ZN48U32K0OhCGTj+9xr87z+0uOzlJ9LSZbCLWAffgUo1YHGeKfvkd6bvZ+1tiSvueSx/T3++JY9I8rQYC42ExUsXSSlvMgoXLnMp5TY9ZUm0+rkwGV6bCwvXLH8NQzSgKDxpZasoakM77FDv2V9iTKKgu14tOgNkRB7UhYGMAhU5qfCLU+ykftFBNbSDUhZqKVLcMzCMGZJxaBqHYdyQuN54O0TPzYYpOYEEgpuZhKXg9DQqn60+/AdkNJxEbkBdwaBvt1i29bJpYhGPrwm37ArGBTWfQl00Hmn5sWfFMDW0hmspw7sIV9ZDvNPJBD11CBHE5Dh9tPhFsTyTETKgSEEdzOSsJtnl7dmtv7+rmND3YC6Ex62IHa9NVvbhOI/AAFcfkiuBVCYAYejeENQkr8ap1pc2sxwmrbk7xzqfpF79ZsjNVX61L99jZhrVkolzleEm7F9RnMJmCaalbHLBfAIa+d4ildZ3VM4p9+QM6m6ifZ4+cIK3mt0zIPDbf4HqO3r/AHfTXL9+Q5lb3Dhe501VbBla68eT5tXk0ZOrk8qNDKfOKrdDklbCuqX17b6a5X+tpmr4N6N2sNWl99h1WtIX2P0btXBKmd/3l9I7f/5PWxmOxKqD14gtlogZR4J+/VPVB0/2j0pc+tdM23vQ/1JshQBWAoEVWsTIrLSMPE2z5QUcXcGfbt5kLlCgG+XWHa3kEKqExHVMZ9rezKsTv1bJLAsN7FtaoLqHUKoFb3bCveKGaqNbUPBLUNgkT+cs/x5TEXwbvAwcXAEZLnlkfNyN7TOj2kz0fuvN67gutor9BRRXJ8D88Hc/0S+DCRfJwoN6t7VZNvWiZWtGTssdIXC7aQuhCxC9WpmPysbVEx1e6/3/YDhjmRyhYXNqfDCCGoWYJv61AzJP7cHVgEt2kZYjrzOqEQcGQF7JhqY8JF6HAdZt1Vlbsp1GcTOLoH3Bbpzc7c3j+IQ3zQM5B0x3dYgU8YhUYMCjwOJMrJqcP8s+XNqA9vERK8WhO33s6t99wefZuky1Xv9riPOeoruO3uIZ1aoVzmeBm4lRJxeQKeC5aj1uGJ5a2cZ1s8rRt6VyDxTt4hXRdhWThPniNM/frWZRnJB1lGZ45c2pZceRky+fB2ualsd5/606/URpuU/rTs/HvmWKq8orzzMmLDgzal7/fPkcraUFSX3DbIyVv8fVmO3d2i+eLrxSax0esfkNNJbrn5/alE34rJroJaa3fpEcQ7/4icTvRjT6qc5D2QPFe4jlcI6GxDqxtFFTtDzKYZWV1aZwnCPACDtGwVVez2HENo3JXl6cqp7/w9MG0m7V2kEDjulOroLjMWFLVR3tgtgVGtw8yuIYD25I7KPaB2qVO9z4MvxF16bQJqz4064xjU1j8RatPRxFTghRJ6olfifMydVz9y5/W8KtlzkmNFRg/J83GoDST8GAXGEkLwrGHyvGkm2vyx0oOV+Ed/9Ef8tb/216jX63S73VIyv/d7v5dp1P/kP/lP7lV+ZiAXSbitR5vKmv9/9v4kVpZdy+/GfmQ02Te7P/vs09x7bvveqyepoIln/mAPVJpImnyAJjZsaFSAJ4IgQJpI0EiQJ/bMNuCRJpoYFmxoZKCAkjURIAF+qubdvjnt7pvsM6OjB4zIjIaR3d7nVuGgeJBnR5Bci4uMIPlPJvlftiSIH8iNt4anMswP3rUEL9J0YDPJ3RJwm48rXsOhFXIYeym7Ug4XJeB2mZ6kOCE0uH3MhCohKga3U6xCufkylulNwG3ixOHWbTPbAtxm9MJ835QVhQu/30sGkkw5hjqkBz/Hm1CL95LNGh28anOlPeY2ydUv/usMbrAmIxBCr4oUHESs0LcOuI2i2IFDAG4VDo5ztpttW2dCMdUZQKhIg9vARzguzslzhHz/4HaVvHd1zuTtK4ginFZbeypzs1tj0rIF3flMcXnFWLN82paSpIJ8YXx6wLBpGYndZdnKdJjaaJ32FYuXi+qjE+rHmuHC798x/vmH0kNiSZmmtLXeqZTsSlC7e4jd3QUhCC5OUaOheYzIlbOsf5mZQ1J5Gm3oaqco4vYSMRmZ2z3fbzcBtUCwc0TkVpBRqCkLc17FsmXldJXFx3+VZc3ZZ2zfoza4LgW1QixhtsnNXQCTaoupW0cArckd1dDfCtSm05SQXLtZ5wvpPbWl7bBkLtKgtsFE2PGC0uagNt93xylvYrXYm5i7ruOFfLrULFE/5ei8uk65HRj0pw+JJaxTg0BhCcEnLYujup2Z83/J8N6Ared5/M//8//MH//xH28k90d/9Eecnp7OP//hP/yHrco3PWjih5psE3Ck4POuzW5FEgEvRxGnk2ieFwyHypa8SAkdWDemA3szlVwZuG7T+pe90ELAvh3xyAoQKG6Vw+maLnjzHSPpTBK9clslQAnJmawzeQBwuxuMqMXud2/cFp7lzNPT+cvArWkAtVQUcxKGhNKm39gjojigmGw17iVN5XVnI6pjffp31tzBd2vLB7KyeMPkJYi9k3lTlJRzBw7bhHw5WQcOgV653dKBg7mc8kkbgDDQ4DYMtPelk2cImWyVKerLlGsob5lcHiSVyQOEgx6jtBvejz/D6XTn+vNVNoEvY7sUYpbnT5e37nhe7Pf3+6xX5nIbl+kTFNvFlNccp/9Kx6Xx0adUdva0e9zLc6ZvX2NydJAu15S21ruUkl0GMAHsnX3s3X0QguDiTDODrBhP8mFjr2LVOsRurEX/FpFyQJGWL4zNG4LasHtAFDtgcG7OsR7Qq5hK8YXbYaC9iq2QXaZPiMX1pNJkXGmCgOa0Ty30HgTUZt3k3p/SKwLOZIOJsOa/ktaWgNriPF0sb6Qkb2JvYg0Z8czgTcykB5PdUjCN4KeZZKYEjlC8qJXTeaUrmY5LHxIbxVs6p5Fe4PuiY9OtpDCFiQ7kPYf3Bmz/zb/5N/zTf/pP+e1vf7uRXKVS4dGjR/PPzs7OdgaUvECkGlsIfajs45bNcV1PzmdTxc8jsxveRFcyI5heAksKnlZh39V0YGezxabsUltWdJ5dO+Jx7KWsr2zeRU7u1P16epJOZQnBMVNqMbg9fyBwu+cPY3AruHbbpeA2L1uqFw1utb/viMByGDR2C4wDZQOj0RVjqvzKpE9lOkIJmLb3CJzKUn3lA6mhfiicm4utHTiIUkiVA7fv0YGDuc6A7+uT4VGIrFRxHj9FiOLP/2k924LbMntM+dRM/4wdjIYIKak/fkb1+Emqn2WyZwfvZXG5clflz6YvPn/VYR1bltWnrB1M+YvtuijXbnVofpzspw0Yv/4Z//qi9B3Il2saR5IyyuSTsAxgAtidXew9zRIQXJ0T9W9L+ne5LRt7FUs7YBj2368DhnrsgOH2AivwcvqXjWdlZcwzM+nsE9kOMgyo9y7n4KJM1uga3fBMpm6dUbWFBrUD6sHU0J6pMTFnvxnUCq7dFr5lI5Vi3x/cG9SGaFA7TYHaKlEm//pztf47UJK3sTextox4YvlGb2KFtsilCyHmHLU/TSW+ElRjOq+6XQ6uScsn7ZkCtbfxIfxAQcMWfNl1qDupee6vANTCX8M9tn/6p3/K4eEhX3zxBX/8x3/M9fX10vyz2Yx+v5/5wOLh5h9K5qGnDpWdNGw+btpIIbj1FN9twZiw6EiCYxeOY67bK1/wNua6nduQt2XFi96xFCeWjxQwUHb8spd17NWd0RKCRylweyYbjNcEt6Y4IRbgtpoGt7IIbtMDTT7NBCbtSPv9lih822XQ2NkY3OZ16jRBdXSH60216932PqFVviKell02EJc7cDh6Pxy30zHiRu8zpbMHzc5SmU3BbTENlO/hxz//y2od5/ivDtxm8kYBk1c/Mbs8B6WodHdpfly+NWFVXTNxubLz+U0y2TzFz/sKm5a1zP6yeptkzHGLi+qjxzSeaHe04XjE6KfviMbDgo502aVpa7w7aflVoNZqd7EPHoEQhDeXRHc3hT6a1mmyZWMHDJa9cMAQO2IRGX0lY8WmoLbWyjpg8CarbSupYyFNwKS9R+hUkFFEY3CNlYDEEtl1QK0QgplbY1hrg4D6bETDn8z1ltqTLqcU1OqFF4niwB9QIeF/JZW/qL9szsqD2scpULvogyY95XE9ZXEag9qODDkpcZGbvi7FFFLQCxYctQ1L03lVNqDzyjMfnMeLgBGw40o+7zrz7RHJL+PvfaArCX+tgO0f/dEf8e///b/nT/7kT/h3/+7f8Z//83/m7//9v08YhqUy//bf/lvG9v/TAACmKklEQVQ6nc788/Tp03naUuAYf9LbBPZqFp+1NWNCsrzurcmYkI7X4E1wkOK6vQsEr2ba/d8yRw75lyt93bIUTywPS8BIWbwJXSKyncNY10KcNj0Bt3UCEELvC1oD3C4bUBbgNkAJwU2ljZ/bh6nbZzNw60QB7fEtAoVnVxnWuxmQaLJn6SCasrc2uMH2vfintP2NXe+mQ35C0g4czhFKEVVqhN2D98JxK0Z9RC/+Erh7CLVGaRlp+fyEvKy+eTuUN8N/9xqUQtYb2I9OUvmKMplyDTpNcqVAhmzI6/CvL2K+Wx+rUtNbE1KUYPlHly+rLC4pu2yoLkwOK0JqKDJ+tpVdr+zltpbVs7RdCu2Xevccl8bzT6js6D2k3tVFwelCXsfyZ1z+zpjkV4LaZhv78DEA4e014c2VsR1NfT/fh5b1s0xfFDLrgOHy/ThgUJU6QXdfg9phb2sHDKY0BEybO3NXufXBNVb8TPNttdZYk7LBdyoMah0Qgpo3pumN5npLx+bUWG8CtQgx3yongQPv4UDtTFjYEDMQRZly15+b9d9bZXEWg9pdK+TxChe5aTxSSJeC2wBeewuO2o9r4GxI55XW/2aieBdv2zyqWbxo21jJeCKzOtYdCx8ybARs/8W/+BeZwdD0+frrr7c25h//43/MP/gH/4Df/va3/KN/9I/4T//pP/Hf/tt/40//9E9LZf7lv/yX9Hq9+ef169cA2dXR3MPOvwhpcNtyLb5IMyYMQsYJrhab04HtOPBRTXfmYbjCkQOrX9ympcmYLQFjsuC2TGZZ58yD27N7gNu0zj1/QCUKiITgOnZNmC5XiHJwm9cLejCrRAHtyR0CmDk1xrX2HCSWDsoppWUDthRQH6Rc77b356Nv6QC6MLV0Ylg4cPBwbi8QQFhvETV3lsoV4tc4TAZA7waGPZ1h/xjcctfE6WCacAp1K6mvmk3wTzW4tRotnKOHBbfFtNR1ia1JiCYjRj+mtiacPKP66CTV18rrm48zxqc+pmAcbzYMydBg+mynb7U9ZXUqbQdDfPrWbrZoffwZdq2OCgPGr3428tOWPdtCWsm7Uia/CtTKehP76ET3z/4dYcm2iLI20WUU05Y6YAA41H2UeK/8e3HAYLv4iQOGyRB7eLvUtrJxzjyOgldv49eaKVe5nn5ehbzZdjLPIYu0wHbp13ZACKr+lNZsuOhvZWOySJVTBmqdFjPLRSjF/gOA2uSg2Cy1/eA+oFYIuFE2F5E+cLxnBRxZ24NahODSF7ydSUCw66zgqI0/6bg0qI3Q3lsT5oNnDYunTXsxruRAbbquv2TYCNj+s3/2z/jqq6+Wfl68ePFgxr148YL9/X2+//770jyVSoV2u535AHx76xEgEMlhJcMDSz/8NLitOZIvug4NW+BH8N0gpOeX04El8fm45Lplw4s62BImsSMH3+TIYYmN6QmpbsEz28MWigkWr0KXBfbeHNxKITjKrNyut+fWrFvns4TQ+5aikEgIrtw2Ye6QkRBmcFs6cAHV0Kc17YGAidtgWmkWyjbJr3a9i3a9G+ltA+t4JzOnZePnHLfeBKd3hQCC9g5RrbVUrhC/BrgVoLckTMb6p814NWiVbdm47L2prfJ2qMkY//ytbsdWB+fgOJWvKJOx26AzkSuTzQOYMh1AcWvCzp7emlBdeCvLi+SB1Kp4kx3GPKk+/EsN9puUuawO67ZHpj2lpHp8QuPpx3rrwWTM6MfvieJDm2W6lz3P/DtijE/lXwlqq3Wc4ycIIYiGfcLLM6Ne87uf7TPZOHN/ncftHUG1ATG7iQgDg6y5DdYNSlrxwVWJ9KY4vfs7YEjLeNUGs0biVewu4yrXpG/p2JJKC6RNr76DkgI38GhP+6X93DRv5OeUJMOt02Rqx6DWH1KNZ8102evMl0lcclAsvf3gviu1l6HNZXxA/MAKOLSied3y/biAYfL9XAjOfcF5fMbn0FWcrOKoJVtWGtQGCr7raywkheBF0+Kw/tcP1AJsxJp7cHDAwcHB+7KlEN68ecP19TXHx8erM+fCyIv4/fWUz3cq1GwJUYRSes+rAJRS80afxycwPwJXwuddhx/7AT0v4qdhxJO6ZL+iXwBpSaIwyjw4pZVl9CbX9XhPy0/jhSOHjyoRFSkgWuRdZmOSLoSgJjU58+vAYaYsXocVnlozLDCWn5dfxOlzR5YQHKkp51QZC5tzWecoGlMTYUpGoc0z6RGFfJYQHPgDLtwWvrS4ctvsz/pYKpyXK4QGt1EUpXQAiIJepfSXi1owI5oOGFZbjKothIqoemOAjN68vEQRmdLiZyejkEb/mmHngNCtMm3tUh3cgEFGW8h8xThbVtYGKQSRUtiTIcpyCJodgu4+ThggvEmpXCEegaIYn+gXScTVKeroiV4NOjyB89eI+P0vsw3ScWTaKZ2W1DkTJ0CNhgTn77CPHmN1dlBRSHB9kXkmaRlI2Z3qP+n0ZbKFfDm75v061uFfXxBOxtQeP8Wq1Gh99CnT6wtmVxdxn12UQ4meVfGJHUlY5SLdNOibdK4btplElkks02cGuotrq9GkdvwEy3FBKbyba2YXZwhhbkuTPe8d1FZq2tmIkETjEcH5O6Pe+4LaQh26eh+85qo9RfheQdYUNlmtnXPVWrbmqr25wMQ4UaqrpL6JTOBUM17F3NloaXsZKRgNNoRC0m/soqTECXw6k14G1JoBYjmoFUL/d+c0mNgVULAXjKj9dQS1kc2N0qD2yArYs6O15DGkIwTvfMFt7HjhcUWx75brwqA3fUhsFsH3A70105Gazqvp5pgPltTtlw7vbY/tq1ev+N3vfserV68Iw5Df/e53/O53v2M4XBwU+PLLL/mP//E/AjAcDvnn//yf81//63/l559/5k/+5E/4h//wH/Lpp5/y9/7e39u4fNcWzALF76+n9GfhYuUWCt9u5g8i9ZCE0OwBn7RtDqoSBbweR7ybLADyOly36euaJfikDhWp8JXgp6lksoEL3nS6EIKqhGe2jysUMySvwgoB5eXn5fOd1hJ65XZTtgSz7kSn3sfkqIhQWlxV2kSGQ0brrtwmIg1/Qn02AgHDWhvPqa4crKGcu1XE11bo0xhcawcO1QazeqegLy9n1JeTma/cDm+XctzmQ0HfOiu3KtI0YEGwOHFN2nazbemwzcptNOwTXJ6DEJoyaecgla8oky/bNHktk10Gikzp0XjI6Mdv8Xt3IATV/aOVq7cme1bFp+1JT8rrBNO4tO5n7TJW2LVMnykt025SUn10QvPZCyzHJfI8xi9/ZHZxyjJQm7cn/5zXeh9S8itBrVuNqeok0XRCcPbGqNf8rpvfhXS5JnuFENBs6wOegLi50Ac/jfrydiwf29LxCghTXLXuzTmSIldtqa6S+iZ/Q9th0tlHCXBn4629iuVtiITQfOUxXVh3qg8Mm3Qan2kJqO3bdcZ2dQ5q6yoolL3O/JjEvQ9Qex45c1D76J6gNvEmdutre55W7wdqR4HmqPUiqMZ0XmuD2rJB9T2H9wZs/9W/+lf84R/+If/6X/9rhsMhf/iHf8gf/uEf8t//+3+f5/nmm2/o9XoAWJbFn/3Zn/EP/sE/4PPPP+ef/JN/wt/9u3+X//Jf/guVSmXj8n+9X6PpSsIIvr6ZcTkJ5uC27GFm4lN0YM+aNicxHdj5VPFqrFbTgaV0p8uoWIIXtdhLGYKfp5LRmi54TS9lReptCa5QeEhehS7+PcHtoxy4XceJg1m3zmcL2PcG2DG4vXbbqBS4nXcmw09IRr1xWtMbUfMmIASDepfAdo2DUd7GdbyT1UZ6L5rXaBccOKw/EWTjsxy3M81xG7u1XJSflVknJFkz4DYMtAOHKNIcmftHuXoWbcuXu47r3bwdUf+W8CoGt3sH2DHhfLrMYjkpuzDnKZMtgJ6CTbmYKGT67jWTNy9RQTBfva0cHKX6rXksLnsmeRuMeVKfXzoI1it/WT3K0tJRVr1B8+PPNDct4N1cM/rxO6LpuPD81n1m+TJL34NUnvVA7XOEtFCzKcE7M3+u6V1c1j9WOmCoNWA35qrtXSNG/UzeB+Oq7ewTzrlqL5AlXLVZO1eNZfqvsiwmnQOUEDj+jNrwtpSr1tRGZfOIQtBv7BJKGythwVHrgVohyre0DewaQ0d/cd0NRjSUX5BdZ15M4t4HqD2LHO6UjUDx2PbZ3RLUCqm/HLyMvYlJAc9qsLOt4wWg5yu+H2o6r6att2hW7RydV1ndlrxv7zsIdZ/fvv4ahn6/T6fT4ef/x/+ZRqXCj3czrsc+CsXjpsuTpj3/zVEplblWpvhoEXc9CXk5ComUomULXrSk/mYQ543CKKsjTlOGMoJI8fMERqH+ifypG9Gys+WV6TDZ60WK14GrSZeJeGp5cw8q+bzLdekiQ6U4o8oEG6EiHkVj7bEsI8NSm/L5PASXTptQCNzQZ8/rI1LlJjJRFC0tY56G/rm3V+0wcyqIKKIzvMaOgkJ9TLZFJvtZxE1rLab1NkJBtX+J400zdhb+UtSXtyH52T9C4u0fa95Hb4Z9/Q5heA6lujDH63ql6lOtoQ7iA1O9G7i7Msos2iT3/pa001wuJ5/otXb2sPYOQSmCq3OCu+tMer7cdNlpvSbdpvgyu8ryAiAtKo8ez9kSwtmE8bvXRNNpTrYoWqpzjTRj/o1yl4dNp5CVgLwU6KZvJNXDR1R29ZeYyPOYnr4hHI8KXxAKQHVJeWVfbAppqfiVoNap4Dx5jrBszerx9iUi9rxVpndTUGv8YutW4Oip3vs+7L83Wq+w0SHo7Okv0LcX2LNxTn+5vpWgVkrG3UMi28EOfBr95Vy164NaGDR28ewKEu2Ux47ClXt85+WUgNqhVaXnNgDoBmPakVeQ3RTUnuecL1TvCWpPI4f+HNQGdCxlzFt4Bw2gNlDwciaYhAJLwvPqascLeb1pUHs1U7wZa07/rit50dZ0qEl5ZTpMoHb/H/4fMIUEr/V6vfn5qIcIf63ovh4yCASWJfl0p8JJ20UgeDf0+KHnEZU8gMI3mdQDFELTgX3SsrCEYBAovuvrbzKkXoqVL2B8bUvBxzVN4RUheOVJektc8K7qJK4UPLU9KkLhxyu3Hua863TmIs/t/VduXTQRtkThWQ43bivV/qnOZTjRappcRPzpTHs4gY+Skn5zl7DEEUKhE+d0JzqTuMpkQGU6jh047BMWXOPm/oIxPh3SHLfOzTkyiojcCmH38D1x3E4QN+c6orNbynFbnGDLJ/Flk3+iV1MmXYIQ2PtHWJ3dTHq+3HTZab0m3aZ4k115HYXnEYVM3+ZXbz+jcvhIAxBDmfnyTM84nVaWXsj/QJ+1ylrDtrL01JAJgNPu0Pzk8zmo9W+vNTftZDNQmy+v7JkX0lLxq0CtsGM30ClQS3R/UGuyLdN/01y1k9H746qtNgjbuwjA7t9sBGqL9ufSBEzaiQOGkHr/aqUDhqX64msFjOpdPLuCQNEZ3z0IqB1ZlTmo7QQTWuGsILvOPJjEvU9QKwX3BrV+7CJ3Ekns2EXuJqA2z1F7Ool4HYPag6rkkzVA7Vx/6lpIiZC/PMz8YIEtMG/Yp+0Kn+xWkUJwPQn45ma2NWNCp2LxecfCkYJxuNh7krzdmzhysKTgecoF7+uZ5DbgXuD2me1RFYoAyesHArdp97szZE6GpTYtnoX+WyFi3xsglGJmudw4zczsMx/sV4DbxeCvP93JHXYYEAlL79My1CevA0roZ+K82oHDrV6pFUL/BLcFx23e/jkNWIrjNqw1iFq7OZ1mm+fxK/bbzssfDRCxNyN2D6FaN7ZNEh7C9a4QEN5cEd7qcp2DR1itbqFN8nLbgNsyQJTXYUwXEA77eu9t/w6EoLp3SOuTL3F3smDc1FYmG8rSl+V532EdG5blydffqtZoPH9B/eR5Zi/t9OxdZgU0rXd+T/mzzd8vfdYpmdWg1sF98hxh29q5yDvtXCTfx9J6Te1wb67aq7P3AmqVUyHYOQAhsEYD7HF/tW2Z8lJtle/jAqatXUJX/yrWGFzd2wFDcj2ptpg6NQTQntzhRsHaoLZor76fSJc7R7PltMIprXBqnEfWKUMIDb4vZP39gVrLvxeo9fIucuvaC1iZrrwOE0ft2VTb87hu8WwNOi+TboTgdOQz8LPjwS8RPlxgKwUkh7KE4KDh8qv9GraUDGPGhGkQGQ+V6ctycNtwLL7opLhu+yGTkPnov64jB1i44N1zFKD55q4DsTW4deKV2wW4rdwL3ErgmKnehhB7KPNWgNtVOqtE7PtDhIKpXeHOacR1y8pKw6qZUS8gUXQnd1gqJJT2Vq53M2nxvRSC+vAGO/CJYl/oD8pxG8wWNGCtLlH94WnAAOjfLjhuDx6Ds5zj9r6udxO94fUlYU/vV7aPHmM1O5n0vM502Wm9Jt2UpmUTc1mzfSoJ8ert+NXPRLMp0rapPXpC88Vn2I1mpty86FK9JXnSn4cOm5axLE++vsK2qT1+ol3i1puoKGJ2ec7ox283XqU1ppc842V6VoJay9Yrtbaz8JgXhuZxy2hHtg8s6yeFZtyCq3bToKSl9+oLiZxNcAb3o/XKy3j1Nn61gVDQGN48iAMG0K5yx5UmCGhO+1RDv1SnyX4pi7/MzSyXW1e7322EMzrBJF5pLOpdVYYQC1A7FjYS4oWeqKSt1gO173Kgtr0OqI0/mXSp8cdPM4mnBJXYRW7NKrchryMNahXwU4qj9nnT4nHDnrfzpqD2577Pq77HdzczPM/jlwwfLLCdN3CKcaBddfiDgzqVFGPC0DMzJiQ6MvEpQFONN1LXbYGvNNftMJgXvhG4lVLwuAIHrmZbOJ1pN7wPA27FvcCtECLu0BMqhEQxuPXJ62FtnQA1QvaCISgY21X6dr2gR7eNeVtB/jkLwFIR3UlPu961XIb1rOvdvE2lunIDvgTqg2vNcWs7TB6a43Y6wh7caXDb2Ue5taVyhfg1wK2AHMft46Uct+mwzoSVbq/8RBFenRP2df3sR4+xGq1Mel5n2va0XpNuk53zOud05GtWBFUQjQeMfvye6dm7+faExrMX1J9+NHfLm+Q1NFWm7HWBSjr/ss+6eTct05yeq58QVJKV7Hhbid+7ZfTDN3hXWSqptP5MnMGGsvxl70X+Oa4EtVKDWum4qMDXK7VhYB5LSuzS5VAID8lVmw6brNYqIQj2ElovD+f2cq0v1vkxzjx+gVepp7hqb7H92dIxbl0HDJ5TnbvKbUyH1INpqc515wVf6u1tSkA98tkJxmuDWtMcpoBLWWOUArU1wky568+l+u+7yGEQg9qTTUBtXq8UTOPtB74SVKXiRW1zF7lJfKg0ndddiqP2oJaaH1LucU12puMjBN/deVyMfYQQnLRcXNfllwwfNLCdN3oK3NZci98c1Gm4kiBmTLidBivBbfKCJT6QhdA//X/ecWg5klDBD8P1HDmYdEspeOTCUQxuzzzBhZ99qct05NOFeHhwm/wE4xISCsmpbOjtHEsGhmU6AeoqYDfQbhKHTo2BVV17EDOWAdhRQHt8h0Axc6preydb5cAh4bgVShG4VabNHcrAbVpu2eAOKXA7ukvRgB2iLKegMx0K+tYFt1en4HlgOxrcluxHTstm40w2FG3MT5Dh5RnRsI9AYD96gqxnV0FNcuuC2zJ54/0SOxdxCv/2muEP3+JdX4FSOM02rRefUz16jLDtVN6iDXn9mb57j3BfHevYUqiLEDidHZqffEH18BFCSsLxiNFP3zN99yYDEsvsFBSfnwkcpW0wpeWtXg1qLZyTZ0i3ggoDDWqD+4HafN8offfj/ewmrlpTWIw35r5o6qOKmNbLSWi9Lh6M1ksICJwKs5ZmuNBcteOMbF5ubQcMtsug3gUhqHkTGv64VOe680EgLa4rbZQQVKOAXX+4NagFfZjzStYYCgcBsQOjhwW1rXuA2kmoQW2A5rR/UQPXWqIjF1dwvBAvzNlS8GnbYqe6nM5rXkZKt5CSQAm+vplxNw2xhODz3RrHrV8W1MIHDGzJP4AUnZZrW/xqv063ahMp+O7W43xcpAPLTwSZFy3WZ0vBZx2bHVcSKb2Uf+1tBm6Tv1IKjirwqKLB7YWnPYfkXypj/Si+0Am4rT0ouJ3iEBEKqwBuk7zr6gRoKp9uMAGg7zYYWZWCnoXu4iBpGqwrkU9r0geReCdrpPLndS30r8NxWx/caI7bWhOv1lpuZ8Fu86SV0IDZdwkN2MJjkKldV4V8OUWO27cQBuBW4eA4J1u0La93U9e7id7g/B3RaKDfzeOnDwZul8kb7w22m/QJFTK7OGX047cEgz4IQWV3n/anv6J2/ASZoyFMDQ/GkJ8U1nmW24ZNyyrYLiXu7gGtT76g/vip3kfre0zevmL88kfUbFKoq7EdDXYtvzenZUwTYk1Q+xxZqaLCkODtK/B9c381lWd41/N9omzco9GGmOZO3F4ipuNMHR/ssFh7773ReoWWzaSdcNVOjFy1pnZaNtYLIQilRb++gxKCij+jNRssDj+W2JIpxzAmRkJTSEZC4EYhe/6g5P1YD9QiBDeyymAOamc0/hqB2lGotx+ECOpS8XEdnGWgNhUvRBbUehF8E2+ldKXg87ZNexOO2rldkkmgt3iO/AhbCn61X2e37iwfFN9T+HCBLUD+QaR+2rctyed7VQ4aemXs596M1wM/+zKteqAprtsXKUcOr0YRF9P1wK3pxT504XEMbq98wekScGuyL3390ODWRvGYCTYRgbA4kw1C8vVgbZ2w2OAPcOc0mVpuQY+RfBtycYuBtxbOaE4HIGBUbTOLf97P683btIrj1vGnVMd3AMyaXXy3ttIWY7xhgpVC4dxeIMMAZTsEO0dbMSWYQpHj9p0+EV5rwN56HLfZuKL9yya+RG9w9pZoPNRt+QDg1mS3OS13n9OVLzOtU/kekzcvGb/8kXCsV9Xd7i6tF19Qf/oRVr1RkEkNE0tDegzIf96nbJmdwrapHD7S4P3oWP+E7/vMzk8Z/fAtQb9nrJex7VbkyT+7sueflsq/i8bxIAVqiUKCd69Qvmfsc6aWyr/j2TjzOzLPU63pLQiA6N8ghj2jfKEvbwpq622CZgcBOHdXWMEsp798nCkfk/RfJSWT9gFKSuzAoza82YqrNl9+FHsVi6TECf17ucpN9EZCclVpEUoLR0Xs+wMsg2z5XJSrjxDcyio9oZmUDpnRJDDas3p+03/vC2rnHykYhvByJokQNKwY1K7pIhdSdF5CMA2zjhc+79jUnc05aoWUDLyQr66nzEJFxZb85qBOq2oX3odfKnywwDb9omYeSOolkFLyolvhSYoO7Meeh1rxcmTiUyvBz5o2j2r61PzbScRpzktZWs8y3UII9l14UtWuPm987R7PlH+ZjuTaLmxL2J4tQYgsuPWFxZmsExrylunM6tfXnWBCI/RAwK3bwpv/FL/Iv653siTU/Qn12RgEDGodfHv5gan8hJZpg1SeynREZaI96E3bewQPSQOmwpgpISKq1Ai7B++HBsyb6W0JSumfTDu7RruWTehbg9vTN0SjBbi16tvvuTXpL0sz3ht0mdsBosmI8csfGf30PUG/N9+i0Hz+CY2PPsVpd4xyqa6+UchMaobPNqHMHulWqB4/of3pr6juHSIsi2g2ZfruNcPvv8G7uUKgjO1ratPlz6j8C0khb9pGw3uWl5/vqY1Xav23r1DezNzfDWWu2weM/dFxIeGMHg0g5m7Oyxf68IagVlXqc65ae3CHPRvl9C/XZy5jMZ9MOvtEto0MA+r961JQK8QmXLUGBwxreBWbt50B1CohuHZbBNLGVko7AVpUY2W9Te1zJyrcxaB2nxmte4La0wcAtQBCCgbBAtS2LMXHNb11YF0daY7acai3H/gK6rbg8y0dLwgpuZ0GfH0zI4ig4Up+c1Cj5qbYg0w/8b3n8MECW5bsmU2DWyElT9oVXuxoOrCrScC3tzMiVrxo6fgUuH3StHnS0A/1bKp4M8mu3G7ignfXgSdVneXWF7z1zPmX6Uius+BWU4Ft66FMCIGD4pgJFhEzYXEuG0SGvOvp14PyTjCiFvkoIbhx2wTSLujZxPWuAJrekIo/BSHo17sE0nxgKq9jFcdtddyb04BNH5oGLPTnh0DCeouo2S3U2VxWYqc5vkADNh0jbi/0TXcfGu2CjMm+dB22X7l9M9+WYB/fb8+tSX9ZmvG+RJ8Z5EA0nTB5+0rvwb29RkURdq1O/eQ5rc9/Q/XwGKtWM8qmP79EWFamsG3cnT0azz+h9ckXVLq7IATheMTk9c+MfvwOv3eHEEVAq3Ub2seQx/RupO0r05lOWg/Uxntqk+0H77KgtsxOEwDa2AFDmqt2OkZc34+rNl+/JF7ZLv7OIQiBNRlij+5y+leMEcvqLWJar9jZTaN/vZLWy1hGLk07YOgSWA5SRRt5FQOMHikRghu3hW85SKX50R2h5rKrQKepfXrC5VZWEAj21JQOfuk8s0o/ZCm97gtq+wG88vRXgbaleF7TjErr6kiD2kGg+H4QexNzJJ93HNwEw8RniBAlX6bT91JyPg747tZDKdip2fx6v45rW4v8fwWgFj5gYKsbdcme2Rwd2GHT5Yu9GpaU9GcRX93MCJQwct3mHzTJCxHHParbPI+5365mipejKDEKYCNwu+Not3hCwF0geOOJzIryYlAq15FcF6nAXII1wW36OunkLopjpljAVFicy3opuM3Kl4PbXX9IJQqIhODKbRMKq6BnHde7sAAsnWl/7sBh0NghMhyYMulYSQM2eH80YLY3we5p2p6gvUtUbSyVK8SvcZgMQAz72iMZxKe4a0vb5qHALcTbEu6557ZMf6pbzdPy9hVABMVgzJfoDjxmZ+8Yff81s8tzIs9DWhaVvQOaH31G89MvS0FuWk/6c5+wjr4FmH1B+7NfU3t0gl1vaA9xgz7jn39g/PJHguGgXEdJ2+WzFtut2I5lOtM51we16T21Lwugdnk/XP4+F/On7oXQBzFtBzxPHxZDGfpMud6yctJh4YJbIr0p9t37oPXSe3YbgxusaDWtV+lYF6cpYFxr49lVBIrOxOyAocx+4xY0IbhzGswsF6EU+/4QlyhTbt6m5fOZYCAcrmUVgWBHzeiK8pVak3w+/SxH6XUfUNsL4HUMaru24tk9QG3PV/w4jAgVdFzJZx0bOwVqkwqbbCR3/Wbo83NPb4E5bDp8vlvFSmGb9LmmXzp8sMBWqXhgSXcM08NKMSZ0aw6/3q9hS8HYj/j9zZTZlly3BzWLj5sWUghuPP0yqTgfbAZuOzY8j8FtL9Art/cFt2kPZQuWsnK5soGrQhSv3MJE2FzJWoqFoHxgKBtsLCHY94c4KiKSkutKCyVkQc/GDhymd1iR5rjtN3Y24rgtmyCkyNGAtfbmiaa6JcHUltky9V9nMsAa6X1owc4ByqkslSvErwtue9f6p1MhYo5btyCTDg8BbpNs9wW3ZfpNOszpRV2mYbhscBYCiEK8qwtGP37L5PVL/N4dKgqxHLcIchtNhLSMuhJ9237KFFrVGu7OHvVnL/Te2Ucn2HE7h+MR07N3DL//msmbl4STcam+skkqH2PKl30vyp9tXt9WoDa3pzYta34Xl7/HK7lq94/1QcwwQFy9RUTlXLXZeq7Zj4UGiMHOEcp2kGGg9+KLoiPmUl1L6iwE+BlarzvsYD1ar2V2A8wqDSZuAwS0J72NHDCU/TrXt2uM7Soo2AtGVAkL5a4zdyVxI+FwJWoIBB3lsSPKV2pNOvPp55FDL3aTe7wFpdc8Pga1b1Kg9ml1e1B76yl+GkZECnYq2puYJbYDtS8HPm8HHgLBSdvl404li5OkeX7/pYJQmzo1/2seEt/D/+Xf/5/4W093kUK7iEtcJyql5s7flVILn+7R4nrihXx1NcYLFY4l+GKnQt2RqCha5E/JZvQohYoW8XezkB8HIZFStGzBi5bU3ybi/FEYZfSYbEuu+wG8nOgsHVtx4ipEWnYNHcm1FyleBS6eErhEPLNmJNPtMjlVKE9fj7E4o0oEtJXPXjTJ2JHOW65LJSL4SnDptgmEwA199rx+qq4LmSj1XBePwFAGmhLmtr5DhKTiT2mObxFLZJO/UVlafB1aDsPOAUoI3PGA6uhupS3msrLxkVIowNs5IqzUEGGAc/kWEYWlMvl4XZ45LUrbhkAdnujDL4EHp69hSTl5eX2fKjOXlq63yRb70RNko4lSCv/0NdF4mMpblEuXv0y/SYcpvTSuEGPOVyhHCOxGC7vdwW61CmA29GaE0wnhZEI4HRNOJxn3rtsGWalgVetYtZr+W60iRHb9IpyMCfo9/H4PFfjz+LL5pxTUr5F34y8a6bqsC2ofP0NWaxAV99SmZR8a1AohYOcA2jugIsT5W4Q3LZHP27IZqA07+4SNNkIp3Kt3WKFfat+6oDb5Gzouk+6hpsqaDKmOexnZMlBbBhqTe8+p0o9pvZrTAQ1/stSWfFvkab2EEAyt6txV7q4/pqm8QrnLgWg2foI+AI0QtJTPgZhlntmmoPYisrlVDgK1vpvcNUDtjq14UgW5Jai9minexC5y9yqSj1rbeRNTQvBjz+N6ole0P+pUeNR0s8A3D2qFoP2//t9jCgle6/V6tNttY55twgcLbP+f/5d/x8lui88Pm9giNRkZwKkJ3M6CkK+vJkz8CEvC5zsVWq61FbjteyE/9ENCpWjY8EnTwtKIShe7Jbht24onDwRuK0Q8jcGtGXCWXTO/HmJzTgUFdJXHbjQtBcImXXmdHpILt0WEoBp47PqDuM3JyERRlNFfqhuYSZtefQeFoDYb0pgOjHXJ/10Fbn23xih2iVsd3OJOhyttMZe1iE+AW4TE2z/Wftq9Gfb1O0RG5wpdOWCbTsuAWylRR0/1IZjZBM7f5N5xCnoeFNzGe203AbdpG/L6y+pclm66N+lcljebHl/MQW4bq1bPOHpIh9CboQKfKAwhDFFhiIriv2GIUhFCWggr+diZa+m6SMNqsAoCDaJHQ/xBD+WvBrM6bXtAa4pbBmrz0r8EqE1frwNq0+ULIaDV1S6qQW8/iNk+ivJ5W9YHtQBhozM/LObcnGN7E6N9RnCXb4fcX2VZjHceEUmJ602pDcyHxcraKQ8akzjfcug39lBSUPPGtGbD+a8h24BagKlV4Sb2KtYJJrQNrnI3AbUzNB+7EpI6Po+YGZ/ZuqD2MrK5iUHtsR3Qvc+e2hBezx4G1F5MFW8n+kvzYdXiaXOxB3YTUBsh+PZuRn8WIoXg090qe/XUwekSh1LA3wDb+4akof5f/7f/I9VKhYZr8aujFq4lloJbfanmM7NSiiCM+Ppqor2TCfi067JTtbcCt0Mv1Bu2I0Xdgk9b9wO3rybaVBO4TdtQpiO5fmhw28fmkioKxW40o6tmpXlNuvL5plhcOk2UEDT8KZ1gdG9wO7Er9GsdUNCc9Kh646UgMQ/aMmks4ma1FpN6G6Gg1rvA9mcFIJ+3pazeizL131Da+PuPiaTEmgyxbi/mq81ldmfiS1Zt02UopVC2o8GtZcF4AJenRnCYty8bRyFuG3AbnL0hHA0KZef1FewgG4rgdXl6aVwhpjxvMU/qRlpY1SpWrY5VrSGrNeQDeeZRUUg0nRJOxvPV4DSQheVgVqevD2hN+c0gd0n+XN61QG3sJle6FYgi/A331Kavt+KqrTU1B7QQiLsrRP+2RD5vy2agNqrUCXaP9Jej/g3OuG+0r1SfsYw4sxSMukdEtoMd+DR6lwvgmm9DsT4DQigseq09ImnhBjO6k969Qa1nOVy72gFDM5zRNXgV2wTUejGojYSkRsAjphmaMJPO8mu4DG2ulWbyObZ9du6zUhvCmwcAtUopzqeK05h69Lhu8bi+OagVUuKFim9vZ4z9CCkFX+xW6dRSToRWeElt/a/+d5jC3wDbNUPSUN/9v/+vvOkHeEFIxZb86qiltxNsCG7DMOL72ym3E70T9eOuy0FtO3A79iO+6wf4kaJqwWctS9OTbAFuB/HK7UOA21kErwJHu+Yj5KnlIaE0v1kf8+tb5XAjKigUB9GUlvI2Ard5sDMSNte29ine9se0gokZBObA7TJAOXTqjKpNUIrO+BbHnxXKNdU7MqXpKCKlmDR38Cp1RBRRvztHBoHZBgO4LQOpc3DrVPH2HqEAu3+LNbzN6Sy2ayZ+xZaEuR2VKurwiR40+7dwe/nLgttHJ8hGC4UiOHtHGHOBpvPkZQt2UJ7PpMecxzw0LhswNwa5cRCWhaxUEbadW5W15vdIGa/eBotV3PR94BPNZkXdK4DsIl95RlOKGcDmQe6K9NR1Ye90Gai1nYWb3BL2g/cKaitVOHoCQsKgh4i/ZD40qFW2i7//GKTEGg9w+tsfFiuAWgGT9j5BpYaMQpq9SywVFeSSv+uC2ghBr7VHaDnYYcDO+PbetF6BtLmqdIiEoBb57K3pVczUPkIIAgTvZJNQSCqEPGayNagFuFE2l5EGeY+sgF07Wi23BNS+nklAsOMonlS2B7WnUw1sAU7qFseNBa/sJnRe0yDim9sZsyDemrlXo1lJcdSuALVISet/+t9iCn8DbNcMSUOd/n/+7zhuha/e9Rl7AbaUfHnUoF2xNwa3URTx092My5GPQvGs7XLccFC5fbvrgNtJDG69SFGR8FnbwnkAcNuyFU/vAW6nMbgNlKAWg1sBpfnN+phfXyuHO1EBpThUExrKvxe47UuXO7sOwI43oBYTkqf1pPfbJmlGm9HgpF9pMXVriCiiM7zGjoIHAbej9gGB4yKDgPrdOaJgVxHcloLRHHgMqk387j4KtLeh6XCp3Kbgdh5fb6L2Y69kt5fQvy3ImOwztZPJnnSbmeyxDx8jW9odcnBxShiviOXLz+vcZN/tKl3L4vK615Upz79R9qVhXSCr824GZstkzHHL82wFah0X9+Q5wnZQQYD/7mXGo1hB1qhvNahNx2UAlO3Ao2fxLxrDmAFhfVBrTDPIKCnx909QtoPlTXFvzu7FgJAHetNGF6/e0gwI/UvsQB+YMsklbWUCtYk+IfRe4H5jF9+uYKmInfENloruBWojIbmsdAilRSUK2ff78YGnZfUrB7UhgneyQSAsHEJO4oPPeYC+Lqi9VRYXkf615dAK2H8gULvrKE7uAWrfThSXM/2F4knD4qhuZ8paF9SO/SjmqFVUbMGX+3VqTpGj1ghqU8+z+b/832AK7wvYfrCsCEIIao7Fb590aNccgiji92dDrsf+4iEY6MASWZMjh8ctTdz8qu8ZvZQJw4fk29HcJsnnHZuKJZhFC88fia5N2BJaMVuCFDBYgwpsrtOgryrhqe1jCZhg8TZyc8wBq37qyQ4Mu8KnpTwQggtRY4JVmne5bTqtFc5S3snu58BBoAf+9myAG3goGXvEeTAasGtkGBDZNpN2OVNCWd3z9Ur0AtjTYYopYf/9MSWMh4jbS524cwD15tK2WeV611hnTOn6Prh4R9jTh/ucw2Ps7l4qL5mQ1rmKMUHk0w26inmKcYnuYmxWxiRnzv9wn9VlLbdtVb1WxZnsyD/3dPK6oFa6FdyTjzSo9T38tz//sqBWWpqr1rJgNkVcny0Ftaawsn8KAwPCzUXJinmJrkIdsu3pVRp4sVOU+vD2wUDtKHGCE9N65UEtBf2pMkodMLTnXsX2Ul7F8raU1TWdHgFnsk4gLGwiHsdUlfn5aLVefd1PgdqDvyagFuBNAmqFdhq1LagdeiFf3Uz19klHexNbCmrjj04zcA//guGDBbZJAzuW5DePO+w1KkRK8e3liNPBLM6SewCpAb/w4KTkWafCs44mcH439Hi5gQvehPhYCEHVlnzRtqla2lfzd4OHAbf9YLkTh1WAqibhqeVhCRgpi9PIKeRZpSOJlkJwIDwa6DY6l3VmSGPe1Xr1dSeYUA89lMDowAG24Lid9LDDkEhaG9GAmeKSFAtFY3CNiCJCt8q0uUMZuE3LLZvskjYFcAY3yNkEJRJey3L6qHSY61sT3DK4g/6dvt5/BG61IGOyLx3uA27Dq3PC2HuTvX+EvXOQqYvJBpMdeatMQCwfygCcMd5Qhknur2qQX9eGZfUwyZrjlsvl9Ze5yM3rkm4V5+QjhG2jPA//7UsIgtJ3IN+n0tdbgVohNFet42owfakPcC579xfjgrk/m8pRaAaEqFJDqAjn5hwZc7Sat0iYx6CycSuwXWatHQCq4wGON1mqbxNar6lb1wsGkx7OmrReYB6zEYkDBhtLLfcqZqprfm5RoOcgYWHFzoXsmGt4/XlokT5QkrN4ftyzQvate4DaQO+pBcGuvRmoTZw+JfEvRxFXMaj9qGlxULMyZRltyOuVkv4s5OubGWEETVfy64Oi44XMmJLWlXqek0Bz5v7S4YMFtkLohy2EwLYkXx63OO5UUUrx0/WYV3d6n2b+QRQefM6Rw+OWy8ddPcGfj3x+7K0PboE5uHVtyecpcPttP2R2T3ArhOa5fbMmuDUNCHULTixPrwIre955y+TMA4H+K4X2tV0lQAnJuWzgY568VunVj0KwG4zmDhyu3RbRPTluJYrO9A5JRGC5DOvdDLjNyyZ/S/ecxTJWGFAf3iIU+LUmfrVZsMUkt2zSm8sAzu0lMvBRlk2we4RClMrkwUc65GXSk6cAxN0ljEcg5JyE3jQ5JWEZx62p3HTdTfaE15eEN1cA2HsH2HuHOT1mnVKItT2VJXry9cn0nXXiU5+ykJ4MyvQ8RNikjGU2m+TL26Uomy8nHcoOieV1yUoN58lzhGWhvJkGtWFY+uzzfSl9vSmonYe9I6ho9gVx9Q4RhUvbYNGvl/fJfHzU6GhaL3QfX0brVSi7UIfsX2VZ2kuiELjehMqkXxh/su2SvS+z23cqDKuaraAxG1ANvbVArRDrOmBY7lWsWE42TgGXssZE2EjgERPcNUBt2Zw0UpLTyNXcsjLk0ArndpXOYSabY49iaUqvkxUHxdJ9WloyMR6An0cRN55CCsHHTYu96nag9nYa8M3tjEhBp2rzq/06tsHxgrFuqec58EL+4nTAt5ej+TbBXyp8sMAWIAG3oMHOi4Mmz3frCCF4czflx5s1wS1kwO1Ry+XTuQten+/vvMwWgJUvUArcftF1qNkCX8F3/ZDpA4Hbd35JPZZ1vjg0Le0tRaDoKZuLyM7kWdaBC0AJeMQUl5BQSM5kgxBhzLusjCRIIdiLHTiE0pqflE30zAdlKVM6KehJD+h2FNIe9xDAzKkxqTZTNhTtWthSniaEwPGnVCf6FPOsuUPgVErrmthSpi9df92u8WpOFBG5VcLuQWG12VhGEm+AMotXPfUMAHF9Ct40dhv6eL6Fx1ROXr6srQrXGTuyusPbK4Jr7frX3tnH3n9k3LOY15m2JSkjX84yQLUs37L4dFnmVLOess9DyWxi37I6F+OKz6DQrqnrwpeOJc9AVus4J88R0kLNphrURtuB2tX1KBmPunvQaINSiMtThO+VvO85PZseFqvUCdu7ekzq36xF61VW10KaEIzb+0RSYgc+tcGtkdZrUaeiPlP5gbTp17ogBDVvQt2flNpisj1fLyE0V23aAUMl5VXMpDt7XUy/lVWGwkGg56IqkTHvcr36eoLkXQxqOzLk2DaD2ry+gm4pGIRZj2Kr2A/S92lQq9Cg9jYFane3BLXXk6yL3C/2zN7ETPLprZ1304Dfnw3ww4ggUoRhyC8ZPmBgm7wMWXD7dK/BJ/sNhBCcD2Z8czkmUosHA4YHbnio+w2Xz3Zr2rPYNODb2xkRJS+M6UWIdTlS8HnHoR6D2+8HIdOQhc0bgNu2vXC/e+tvB26T67alufgAbpXDVWTPO/AyufwAKITAAo6ZYhMRLHG9axqUTYOWLWDfH2AphW/Z3DitzKiXyJhoY0wDkAAqkU9z2gcB40oLz6ml9GX1ZsowpaXyuJMB7myMEvoUciSLXxLythTLypep/1qR9kAkgLDeJGp2czrJ3efic1sS0iEDbpVCXL6DwAenor2TLVkhzssv4kx1K7Zb3lYhILq7Ibg6ByGwu7vYh4+3Arf5ckz5U91sab50fFlaUl556uqQ6E9/ttKzhi1l+k3xpnYq5MmVt2o/bTrZarRjUCuJphP8t68gikqftbnvLH//VjpgaLaho/d3i+tzxGwB3LLyWd0bg1rbxd85BCGwxkPsLWi98nVejPcwae0SOS4yivQZgEVSQWb5F/ZFWiS0i3IlJW7g0ZoNFu+YcSzP6jWNz2Pp0o8dMHTDMXUVFMotmx9M9e+JCndCn405ZEadsDTvqusZgrehS4SgKSMeLwG1S+dbKRiG8Cqm9OrEHsW2BrXDBah90bLY2RLUXowDfrjTDi/26w6f7VYzz8gEauc6U/muRh5fnw8JI0W37vKb4xaO4/BLhg8W2GY52mTmIT7q1vjisImUgpuxx+/PBwRpcJs8JNNLmnq4u3WHL/dqWELQn2lKjJCSF8f0QuXAbcMW+BF8P9we3HZseFrVWW59wek9wG3XUjyy9MByrRxuotTG8aSdVw4M+t5GccwUiWIqLC5kfS3Xu8UydJyDYs8fIpRiZrv07EZcp6yMafDM60xCPZhSn41BwKDewbeKP7ubBjGjJ55YpxSCWnxAQ0nJuLOf2btdZkvRzly94r+WP8XuaRqgsLVDVG0slSvEl+y3zdsgwlCD2yiCal3/NJvJky0nbeMqcGECJ8U8EPVuCc7f6Xq3OziPn2U8euWfr8kWUzmm/Im+fHuY8q2TlpSZ/7zPsG5Zid1l75853qwnX346rHtIDMDq7GIfP0EIQTQeErx7Ber9gtqCbdU67Mbv+d01YjzI5F+HAWGdoITU24mk1A5YetvTeuXrLgR49TZBtY5Qau4C3CRXNuYmf9PlK2DQ2CGUNlYU0pn2jL+IlOk1ctVKhztX/1qmDwvPMummsTdf13T6UDhcS30mZlfNaBGU5l117SF4HVYIEdRlxInlZ3QU22pudDZeCkYpUNu27g9q7/wFqO1W1ge1834vJaejgJ96ur2Pmg6f7FTWArXxw5xfn/ZnfHc1JlKKg2aFXz9uY9vrnQF5yPDBAlvil2h+nYDb+IHst6v8+lEb25L0pwF/edrHC1XxYZle1tRD7tQcfrVfx5KCoRdTY6jsC5CXz8THumwp+OyBwG3XgScxuL3xBef3ALe7dsRhDG4vIpe+soz5F81u0qfvXSKOmSCBsbC5krU5ZdI6A07q0QJQJWQ3GIGCkVNlZFULA3DRrpJBO87X9IZU/BlKCD1wPxRTQv8KGYZEtsOkVc6UkJYr2pmNnx8mmwywRgMQgqB7gLLdpXKF+BJwWwAivoe4OtXcVM02dPeMz2UVeLgXuB308E9fg1LIekOv6FlOJg8l8qZ9t7nsmfxlOpN8przptLL0TN6Sz7qhTH6VjlU2lqWlhp6lefOS6x4SEwjsvUOcg0f6y1r/juBUe8Az9b90WWXv01Zexdz4lwkhYNhH9G8y+ctAbaYNVvU7ETMg7GonCTIMcG7PkaJ42qZUF+b4RMav1Jk1OgDURnfYgWdsp/Q4Zhof0/kVMKx38S0XiaI7uUOqzblq0/UKpcVNRW8rq0U+nWBcGMuN43bJuD7B4lLUEAjayqMr/LXmGFOdA+BN6BIiqMmIJ5aPJVfPneTjY1D7ciaJELQsxbMaWCsOiiX3eVD7UwrUfrIFqE10vRn6vOrPEOgzRB91KggDqJ3rScvH+ZRSvLqb8NONdnb0uFPj80ctrLSeXzB80MAWYQC382tBt+HyBycdXNti5IX8xVmfaRAVHhqph5l/2ACtqs2vD2o4lmDsR3x1M8VXLF6OJS8YYAC3Ej9mS9gW3O44cFLVsle+4CJYtMXSzme43rMi9iz9Lf8schgquTS/eeDU11UijpgigIFwuJWVFXLlK8EADRXQDfXPgz2nwURuRwMGC0DQnvaxw4BIWAwau4WDWasG/szfOF6qSDMlKEVQqTFrdDI2FuTL9OVkFkwJ15opQSZMCet17bm+FeB2Hj8dI270flc6e9Ds5Owv1ilfN623vO7aHrOcEKDGI+1pKgyRlSru04+QTiWTp6zcdJ1MZSX58zK5eaaQt2zwXpVeFsSan410rmFLWbqp/sZ2ytm1yX5agcA+eoy9sw9AeHNFeHlWzGd4T8reo61ArW1rWi8pYTJG3Jxnfl5fRuu16EfZcsv6b9jeixkQlOalVuUMCPn6lY8RsW7bYZq4+Z4McWfjjGw+/7oMCNNKk5lT02Pl+A47Cpc+h/SYaab1kly5bSIhcKOQ3RIHDHm7ysbkGZJzWQchaCiffeFlntn6c5YgBN6EFXwkFaF4YvnYW4LaSQrUNi3F8zVAbRJvArW9FKjtbAlqXw8D3g48BIKnCetTCajN1ysNan+8mfDmTrs4fr7b4OODxuILzIZj30OEDxfYwnw0Tqi29EPJgttmxea3TzrUHIupH/EXpwNGflh4eGmZ/EMHaLg2v96v41qCaaD46maGF0Zbglubhi0J1P1WbncdOKkqEIJLT3DpbwduhYBDK6QrQxSC08iN113LO/ayQaNByAH6G+KdqNAXbk4Oo1xRr05rhlOa4QwE3Lot/C1owNID/mIVIiKwnHszJSTXVuhTi72FefU2fqWesbGgs7QsCkGQYkqwHc2DaZAx2bbQYS6nAG5HfYhpuNg9hFrDrC95Zw3tZspXuC7NQ3yQ6GeU72lPVE8+QlbrmTymtk2CCdzmLTMCN2Fu/7L8pvRV+R4qbFJeWZ6y+prfn2xYtvUg0b24ltiPn2K19OpicHFKeHtlyFd8P8ren61ArZQxV60N3qzUAYOpXpuC2qjWImx2dN+9u8QKPaONxvEwX3bur5KSSXsfJQSON6Uy7hXGlXT+dRkQPKeqPTYKaE77VCLfaItprCqj9bp2W4TSwlaRPjuxctw36xdCexU7lw2UkFQJOBSzUlC7qgwFvA1dZkhcoXhqezhbgtppBD/HoLbx1wTUvhr4nA41qP2oW+Gk5S7ypNigTPVKcFEEfHs15nwwQwjBJ/sNnu7VM6B2jrl+wfDBAts0gCX30PPgVjty6NKo2HhhxF+eDRl4q8Ft8gIkaTXX0nxvlmAWg9vZvcBtalvClmwJew4cVzS4PfcE11uu3AoBx3ZIS0ZEiLjDrxp08tfMr9sEdJUGt9eiylg4pXmXD0Z6IugGY6pREJN6b04DltEJWCqiM7lDoJg51XsxJaQHftebUJ3ovXrT1i6hXaRTy9uSLyNvb4Yp4fYCoRRRpUbY2S+0lbmsgupUGUm9cjL9Gxj2dIb9Y3ArRn0mQJCfTPP1M03gxTyA7+uV29kUYVk4J8+wYuL5vP2JfB7krFq9zZeb1lvWbpnxYUlI51sn/6qwqa5lecvqZ8ovKLbbJofEhLRxTp5j1bWLa//0DdGgN89r1FFSn0X5xXQzKE3LCr39wKlA4CMu3yJUVNo+6TI3BbXKqRJ09xGAPbjDno0zNq7qs+YykszxQVXLjmkHbx6MAWFQ64AQ1Lwx9WBaaktedhmtl2c5CKXPTKzLVZvXL4ReXT2TDUIhcQl5xHQOcEzv0bK5CuBt5DLBwhaKJ7aPuyWoncWgVu/PVXxUA3sD5wuJ3mRP7Sagdq4nZ+PLgc/ZyEcgeLFT5VEzB2qX1CvBQ6GCr8+HXI88pBR8cdjkUbeWk/mrgZgfLLBVAlaB2zTXrWtL/uCkQ7vqEIQRvz8b0JsGhYeZ6Mu8jKkXvupY/OagTsWWGtxez/T2hi23JdQTcHsPntsDF45cDW5PZ4K7gJXgdq43dS2EpgGry4gQwZvQxb8HuNXeyTQP8IWoZhw4JI9tlb4kX5oGLNqCBqygE3CjgOZ0ACJhSqgaZfPttYopoTLu43hTlBB6VaUw6BdtyZeRL39+mCz0cW4v9f7ERpsoBnqrJsp5fG7VNh0KNGA3FzAZLVa5bLugz2Sjqa0K7WVou2IeIAzx374kGo/Qq35PsNrdjN35quTrtu3qbaLbEF2QM8muyr/pZ1P95nRzfUrrn7s3bT0w9en5ve3Gq+01iCL8d69Q42Ehb1lfMgGerblq94/0gbEo0g4YwjCnt6QPrQlqk6Ckhb+rGRDkdIw9usvpX6GPYkjLzJo7hG4FkTAgJHkKeTdhQBA5BoThXKdp3Fo2Pibj8TJaL7M9Zv1CaNB3IRt4QmIRcbyhV7F8eaeRw0hZSAFPLJ+qzJdfvCYfLzVH/c8zqV3VS8VH9c1Abd75wt2GoDZvF0Lwc9/nfKT3HL/YqXLYcBZ51gS1gYKvzgfcTXwsKfnVUYv9dnVRDxGD2lUD5HsKHyyw/fasH1NKyUIDZ1+CBbh1LMlvTjp06y5hpPjqfMjNpOiCNxbMvpQpcFtxLH59UKNqS7xQ8fXN9uA2TQX23T3A7aEL+zG4feNJeilwO5dPXZd1YksK3dGFIkDGm+op1WPWp9O1d7IZNYMDh2UAqWxCs0SWBuzWaWYUzAeLNWnAIMeUUOsSyCJ4M8muPEw2vMEKAyLLZtLenyeaJglT/fPlJ3oBbG+MPdDuaIPOPsqtLZUrxJdsSUiXIUQMbq/OwJvFHLcnmT5ienbvBdwqRXD6mmjQRyBwDh9j7x3N65G3Ja8jsWvd1du8bKJ/1fhdmHB+gZAuc1m5y+w31pdi+2yy9QBA1hq4zz5Gui4qCPDf/IyaTgq2mN6DsvdkG1ArhMhy1V69Q/iesW6FvkNRX1kQQrs8D3YfoSwb4Xs4d5drfXHNjyHm8QG8agOv1kQo7S7XCoM15JaPOQoY1B+WAWEiHfpOOa1XXqdp/kjiFHAla0yElaKWXO6AYdlcchnZ9JWNQHFi+dStZbbMC8jGSw3+Xs4kvhJU4pVaZ0tQm+apfXEPUPtjz+dirDHNpztVDtddqU2xRfmR4vdnA/rTANuS/Oa4xU6zkqtHionK9PPJew4fLLC9Hkz5yze3BCrxWJICt/GLl38IQmgvZb8+bs9d8H5zMeJq5MX5xFrgVghBxY7BraPB7Vc3MyYPBG63cb8rpeDYhV1HARrcDsJFOavk09e2FDyxPVyh8GJwm/DSGusEhuv4L3CUcuBwLhuEBR2rB+QkekEDBlO7wsCuGQfDrDxmnXFc0xviBh5KCvqNXaINmBJKJ6aYeke73a0wa+4YbZzrLikjLzMHt6Me1mQEQujVISu/5WGFviXgNl1foSLE5duVHLcmG/NtlY8rXFOWR/8NLt4R3sYueHf2sB8/LdCB5e3Jt/U6q7dlsukyTO1lki9MRPcMm+hcZmuZDlN7GL8UFO7TOgRWZxfn5NnC8cKbeL/0kueT7wP5661BbbOz4Kq9OUdMJ0Ydy/pnsYyijALC7gGRW0FGEe7tBTLmhVm6dzc/dhTK0H8D22XW3AGgMunj+NPS8VKXudzu5Hpca+PbFcQDMSD40ubW1Z7KmuFMn4/ItdW6c4kQgjtZYRA7YDhiSsXggGH1fKSvb5TFjdJj5bEd0LLU0vyJ4Rl7pf6Z/ueZZKYErlB8XAPXKqmToa75ldo0qF3FfmDCJ0oIfuh5XE18pBB8tltlv5Fiz1kFauM0L1T8xemA4SzASX7lrru5esR4KnW26ZcOHyywtaTgbuzx569v8KLkJw6Z7j1GcAtgWZIvjlsctCoopfjuasz5cH1wm1y7tsWv92vUHIkf6m0JE3/7bQlzD2WD7cHtSQW6tkIheD2TjLYEt64UPLV9bKGYYsXeWCjNb77W98m3bIsIT0guZGMlx615oNJ/q4TsBCMABk6dseVm0nVbbMaU0Jn0sKKQSFr6J7lC2ebJxpgWX6fd7nq1Jl61kRkD1p/YsvFJXvvuCuF78U+fR/OtGavCXN+Kw2RJ2oLjNtQ/5e4fGeXS4X2B2/DmUnPdKoVVb+I8/TjDmGCyJw9UylZvTa23DEAmXWndcT09MW37WV3GcpuW1scQZwK0+eeSeacR2IfHMZ2XIBr2Yxe5gfHdz5dd9l5sDWprDX0AEjRX7Wg5V23WJnP/K+uXUXOHsNaMD3qeI6MgV8ayssrK0H+VZc0Pi2l3uYPCuJGtV/a+rPypW2fiNkBAe9K7NwNCJCQ3bgslBNUooBuMCwwIy8fQbN0HwuVWaK7agyUOGPJtZrruK4vLSM8VR1ZA11JL86fnyrT+UMHLmWAaCWyh+LgOlS1ArVKKV+Osm9ytQe2dx/UkiEFtjb365qB2GkT8xWmfiR9ScSx+e9KlWbFz9ViA2vkD+ysIHyyw/YNne7i2ZDgN+LNXN0yCmJR6XXArJZ8ftTjuVFFK8cPViHf95Jul2Bjc1h1JECm+upkyzoPb3EuZeVFyThyqlt63890gxNfoClgP3AJIKXhShZaliBC8nEkmW4LbitT7jywBI2VxFhUPQq2+1veJAwcLmAhrY47b/KDciDza8eGGO6eFl6MB022xBVMCCt9yGdU6KfBdlJ2XsSRNCO12t5J2u1vgoM39NdiZD/PDZELh3pwjo5DIcQm7hw/OlDDP53uIy5jjttGGmLJpUddsWXkd+Qk3nzdzTVke/TcBSyoIkI6L8/TjpYfKEj35+htX0XLlL5PPl5ebB3+xsE7ZqwBtPmXTVVoAYdk4T55jtTXLSHh9Mf8SIsqee6rsBwe1bkUffBQChr2VXLUZXZuC2mqDoL2jQW3vCsuf5cpY3SfLxgREvFffsrDD4OHc5douw1obBDSmQ6qhZxx/TO1rpvUSXLttQmnhqIi9e9J6TbC4ElUEgq6a0b6HA4aRkvP5a88K2bOjlbKmOVIJweuZYBwKrHiltrolqH0zUVzP9JaKj5qrPYqZ8IgSgu/vPG6mGtR+vldjt56ap/OgNv4kGCdJG8eMUdMgouba/PakQ921cvUwgNq/okHvgwW2rUaVv/3RAVXXYuKF/PmrG0Z+EG8XKAG3IpsmpeTFQZMn8Um/n2/GvL6bopSaP/j0C5F5aVMvjGNrtoSGKwki+DoPbhM7yl78MnDbDwk2ALdJmiUFz2vQiMHtzzPJLGIrcFu34MTykQL6yubyHq53KzmO2zuxnOM2fW3S1w4n1CIfJeCm0iIUViY9ecYL+SX6ATsKaU3uEOiVjFklSy9VZs/Kw2STAa43WRwms6yCrrwt+ZAvfw5uVYhzo5kSwlqDqLWT01m0Ox2fLSObVpiUZxPE9blObO9Cq5try2I7vC9wq3/e/oloOkFITSVld/cL+27z9cyDMxOAS8o3P4fVq6fp8f6hx/1NdS+z1VTHMkCb15FXKd0q7tOPNSWbighOXxPe3RTyrveM0+9PMc9a9HK2A4dP9OQ9GSFuLjIHoR6S1kvZLkH3AAFYoz72ZJgpY2VfNNkwzwzT5g6h4+rDYv2rxXhjkFn3sFgoJP16F4Sg6k9p+ONyG3KyZbRed04T37KRSsW0XuZ6lY3p6bxeiqu2qXx2t3DAkFzPEPEvjoKODDm0wpWyGOIRgreeYBgKLAkf1aBmsbZ8GtS+myiuUqB29x6g9nYaYAnBF3s1dmorQO08bfEMh17IX54N8MKIRkWD2qqzALWZg/g5UDtP+4XDBwtsEVCvufydjw5oVB1mQcSfv7qhP/bKwW1ynQO3z/cbPNupI4Tg9d2EVzlwq8VE5qXKvzi2JfnVfhbcTvLgliUdIAadriX4rG1TsTSNyPeDkHANcJvXbUmhO55UhDG49dcEt/O0ODQtxSPLB+BGOdwucb276rqe4ri9lRWG96QB2/WHuCrM/ASWpOfBbRJfpl8A1dCnMdNMCcNqm8B2M2WW2bPqMFltcIsV+PFPiuWeycx1NZc/Z0oIZjixm87gHm530yFJK0zO4wHE/KPsHEC9mbO52EYmEHFfcCsEEIYEb18S9u/0F5P9Q+yjx4WBNl+8CahtCnDTepaB3LzN9/2sE1bZVVanZWAvX4+FLoHVaOM8+QhhOyjfw3/9M2o8muc36Sp/tun3ptyOolwqTloxV60F3hRxdZYBtfn6pHWtArX5oMTCYYqcTbHjVeG8jaV9cGn9wK828WsNhILG8OYB3eXuEgkLJ/RpT/vzd2KVrKleQmgGhIld0QwI/hAHlUkvk8+3jRAJV219zlV7sISrdtW1j+BNWNFOE2TEYzuc69gU1J76gl6g2+N5FRpWcSxZBWoBzqaKi5nex/y8YbG3Jaj9IQVqP9+r0d0C1A68kN+fDfHDiFbViR1aLX5tzlCnGkCtrtyaA9MDhg8X2AIIQaXi8Lc/2qdTd/FDxV+8ueF2NNsY3D7dq/PRnga3b3tTXj4AuP3qZrs9txVb8lnbxpXam8n3g1ATpaQ6SWYgLOmkthR8XIOKVPhKxLQkZMAtKb0m25LrrqU4mLveXc87Wdng2CagozRx9KWoMcXK2JMf6IxtFgdLCPa84VZMCen0tM66P6HqT0EI+vXuRm53yyYuKVgcJnMqTB/6MNl0iDXSE9RDuN1NhwK4HdxC/04L7x9DtUbZ8yvTkbTJQqZk0sOcJ11OeHlGcHWOQmG1OhpkOW4hb75qy+qaD8nEXxY2AbnvI6xTflkdtl2lFQis/UOc4ycIKYkm4/khsXz+hwK1Kx0wCAlHJ+C44PuIi3cFrtr7MCCkZRQQ7Byi5u5yL+Z2P/Rhseq4h+3PjO2VHn/K0tI2D+tdAstBqojOpFd4L5YB0VUMCDvhmBphJj2vs2xeEEI7BLiQdQJh4RCt5Kpddq29irkECKpC8djy43FgiazJTqk9e9742t5nNWjaJfOTQT4Nas+nirOpBv1PGxb7tdXOF5LK50HtzT1BbX8W8tXZgCCK6NQcfvO4jWNtBmqTw/u/dPhggW36oTmOzW+f77HbqhJG8Ps3t1z1J1lwmzyQEnArhOBkp86LPe1l6V1vys+3k63B7WLP7XZsCdUY3DpSMA7hhxJwO3/5TZ0McCwNbh2hmCnBq5k+0ZnPVyafvt63InZS3smmLM+/bBDbEx51NMftuaxvRQOW5HHEdkwJpgklGeSzbnfvf5gMwIrC+WEyv9bEqzzcYTIAu3+D9KYLt7slPxGV6ivZbwtZQCEAcXcJo4HOdHACTiXXBkUb3ye4jXq3BO9eQxTFbnhfYLU6hdXonHhxAqF89TaxxZxS1GnS/RAhr39ZGYJym0tXqQ1tXGi3eG+z3dVsA2HvluDdK80Rm8u/zrNc551YCWoBDo7BrUIYagcMUZqscDWozdZ7eb+LWrtE1frCXS5md7mmx1Pet2PwYiWexcCdTXCnw8K4kM6f3oJQZjfArNJYuMud9LBUtPFhsbTO4B4MCPn2TGi9psJConjEZGuuWgW8C1282KvYE9tbz1VuPk1qp0eXnn6pT6rQKQO1Bvk0qL2cKd5N9DvypGFxWLcz5VBiG2n9QvBjL7undjtQG/DV+YAgUnRrLr9+3MFeBmrF4pOkzcKIP3t1w/dnfdQvDHA/WGBL7sFbts1vnu5y2KkRKfj6XY/zu/EC3CYyyYOK7/Pg9ninxif7Gtye9mf8eHN/cPv1luC25mhwa0vBMIAfB5H+gaekE+VtSq4rMbi1hWIcCt54IvWT/frgVgh4ZIc0Y+9k2sd2eec269HpUgiOmOGitxFsQwOWbgrNlKD3iQ2cOhO5mikhb+c8Lv50Jz0kEYHlMkq53c0PyKZJuczuzGGy1g7hgx4mQ68ahUHsdtd8mMwU5nVaAm7T9RCg99tOJ7pfHD4GyzbatwqcbANuTe+AmozxXv8433frHJ3orQkpSrCldcolJMBv2RaFJU1a0L3ss03e0vJW2LYM0Ob157MJBFarg/v0BbJShSgiOHtDeHVuzr/kGZqu7wVq9x5pFoRIU9SJwM+kr0PrVda38/FRtUnQ6urDYndXa7vLXTb2LMZhmLT0Xnwr0G66NzksVla+b1cYVjUIbcwGW7vLnfc3IbmOt39VYgaE/Pi4evxepN/FW9Mk8Igp7j24ak8jhzEWlmArr2Kg5+FeCKczAULwqKLYdVbLz9+3FKi99hRvxhrUPq5bPNoS1P7QW7AfbAtqe9OAr86HhJGiW3f51eP2alA7r59OmwYhf/76htEs4GY0w/OyvNDvO3y4wDb3MiAE0rL48mSH4x1NJ/XtWY93txuA2/iFeNSt8emB3jt4Ppjxw/Xm4NaxF+DW38KJQ3JfdySftiwsIRgEip+G0dzuxMd0WedMx1cteF7TJg4CwTvfbEOZ/GJi1YfJainvZHkHDqsHs/gRkpBtJzRg9XsyJSxWDG7dJoG0M+mw2WEyS4W0xz19mMypMas0CnUwya5zmCzxTDZu723kmays/MVhsmh+mCyq1onau4X2NJWR0V0Cbgs0YChNA+bN9GGdo9UOHNJ61gE0ZcComC++CAK97/bmCgUxCPsYWanlZLP2mXSmwzqruObU9cK6oLVUfg0bNgW0+axCSOzDxzhHJ3rrwXSiv0iMzJ7EfglQOw/dfWgmDhhOEd4sI/OQtF7KqRDsxIfFhj3s2choZ6m+ogkZmaxnsZsHOixmMUgOi3kT6v7EULZZtuyw2I3bJJQW9gMwIAyFk6H1qsW0Xsv0ma6F0A4YBspGCnhieVt7FRuE8GamscG+qzhYA9QmIQ1q7zzF65Get49qFsf1FPf2tqB2d7uDYreTBajdqbv86liD2kUdVoPasR9qJiovpOpa/O2P9qlUspSL7zt8sMBWII3gVlgWnx13eLLXBAQ/nPd4fT0yuuAtgNv5teCoU+WzGNxeDGd8fz3eEtymeG43ALdpl7hN1+KTtoUUgp6veDnaHNwKIWhYen+QEHDnC879bDllnTR/nXgnSxw4vA2357i1UfN9VBNhcy2rJQPtegNlNxhTjYKYeqZFJGQmHTY7TFaJ0ofJWprIPFVmmeyqw2SJZzJl2Q9/mCz0cO6u9H7bZpeotpnb3XRYBm6B2IHDu4UDh8OT3PtX1JXWsw24TVuQn4yT2/D2iiCmBBOOdutqd/eMWxPy9V4GMpcB3LR96c/7COuWsXTVuaSepupJt4rz7AVWW9PgJe1LUO5RKm2rKe0hQK0QAlpd6OgvcFyfI6bjjMxD0HolIc0ZLWcT7MGt0c5Sffnyc/UqeBaLtvMsli5fHxbbIRJSHxabDe59WKxn15lZLkLpbWC2qW2XjP3pvFMsLkUNgab1aqVovdbTt7i+iVIOGCyfhpUtaxUoFULPieMQXs8kCkHXVhy7IEtWffPyaVDbj+drBRxUJU8a1lx2s+0HfoandmcVpdc8bYEPbiY+31wMiZRir1HZHNRKwdAL+PNXN8yCiHrF5u98dECtmj3P8EuEDxbYAvPGJv9CWBYvjrt8dNgCBD9f9nl5NdwY3B52qnxx2EQKweXQ47urbcCtlQG3X9/MmG0BbtuuxYuWBrc38c8aSmkXuqvAbTqtbcOTqk6/8gVXQQm4NdiUvnak4EnswGGCxek9OG7TNGB94dITbi6/2Z60nYk+KYQeaFVEKC1u3FZmJJ1PdpseJvP0YbJBvbP2YTJT3HyCSjyTKUXoVpk1usYJZa6nTF9OZn6YbDbCHt7Fh8n2UU51qVwhHnP7psuYx4eBBrdhCJWaPlBmkMvXbVtwm24PY1p8q6YT/Nc/Eo00mb29f4Tz+Cki9tJmksnGrQa4y0Bu2tayz/uQS9tn1FtSr9RwlLJBYHf3YkcYLioMCN69Iry5Msqs+5zWeeZmMJ7LW29qdg6Auyvk2OyAIasj6YvmvmAKGiAKgt0jlGUjAx/n9nLpgfB1QW3yN3xAz2ILmx/+sNjIqjBy9C8ge8GICtE8fZmutI7kHfQRc1qvBvej9RoqyWU8Dx1aAR2DA4bCfV6X1GxEL2eSCEHLUjypalC7jnwyFwMMA/hpFBEBuxXJs6Y9l90E1P7U91MexdbgqZ2nLXDB9djn24sRkVLsNyt8cdzC2hDU9scef/7qBi+MaNXceKW2OJb+EuHDBbbzB5gCt6mHK4Tg+VGXTx51AMHr6yE/XgxKwW3yMPPgdr9d5YujFlIKrkYe316NiTYEt24MbhP3u1/fzPDCzcFtt2LxUVN/47ucLU5XIkrArUGnEIIdB44rGhSfzQR3sQOHtEyZTenrqlxw3A4MHLdzXWtcNwjZjZkSbkSVcYopYRm4NQ2kloB9f4AEPMuhZzcKOvJ2mAZlIcR8EmjPNj9MVvYzoYivtWcyTQ/k1Vv4lToplUY5c1nZ+PnK7eAOOR2jhHa7q2SeP3eFPuOBGjJlzGV8D3H1DlSkwUbs7SmvMx1n0qPjzHkL7zbmfJnyoojg7C3B5RlKKWS9ifv8BVZnd63VW1O5+bAJyC3oXvLZNKyyo6wepnoLBLJS0wfE9o8QQhCNh/ivfkJNxnO5vP58vYxpazzrtRwwVGqw/0gnDO4Q/duCnnQdM7oo6iwrLwGIYXefyK0iowjn5vxhD4tJqbclCYHrTR/Ms1j2sNhd4bCYqe/PyzD8suVJh57TBKATTKir8hX74lidLTcCzmWDSEhcQg7ZntZrij7QrBDsWCF71nIHDHmjE7DpR9pVboigLhXPapo6My2/EtQKzWb04zAkUtB1JR+1tgO1Lwc+l2MNaj+9D6i91KD2oFnh80ctLJkDtUnZJaD2bjTjL97cEkSKTqPC33q+h+s65YPmew4fLrC1Ug8jAbeweDHixn5y0Obzx12EELy7HekTfALy4BYoBbd7rQpfHmpwez3abuU2AbcVWzKLwa0fqoxscp3vfGlwu1u1eNbQZZ5NFZezJeB2yWBw4MK+q8Ht25lkuIV3MtBcfscpjtu7FMftegMT8+uu8GkpzZRwIev45DmA082yXJ+LYtcfgoKRU2VkVTI6hNjmMNnd4jBZrWOsQ1525WEyb0p1oleZpq1dQqu48p35u8TOfJACnLtLZOCjLFuvNpXmzutN6l5eTtGBg+YMRSn983B8Yv4hwW3+Pj/p59+X5Dbq3xG8+Rk1myKkhXPwCOfJR8hKbWOAuy7I3Qborhvy5SzdHlFic2k9pYW1f6RXaStVVBQSXJ4RnL7RbpUpypU9k0LaGs94ba9ihycgJIyHiNvLzE/raT2F/mn8wpbvb9l4VW8T1lsIwL69mG8ReKjDYtP2HsqysYKA2vBmo8Ni2TFwkRbYbu6wWGDUZ2rj5e5yoR75tMJpocx1xnnQDAgXso4nJBYRx/eg9QqAt6E756p9ZG3HVRsqeOlJfCWoSMVHNU2Zmc+XGFkGamcR/DDU/PMtR/Kibcf7j0VhAclkU6Ln9TDgfKRXsD/ZqbJ3D1CrlOKgtQTUQimovRnO+Ms3t3pfbrPCb5/tYjv2vA2WjYfvK3ywwFYIqcGtvmEZuD3ea/HFyQ5CCM56Y7497W0MbndbFb482h7cAlRi97uuJZgGim9uZ4SUdzaRfslSL/JBzeYk3oD+Zhxx6xXBbZnO9PWxC11boRC8mkkmGzpwSO47KY7b88hhvCXHrRSCfTGjSogS2vPMfZgS6iqgE+pDEj2nib/C7W5+8E1fC8BS0eIwmVtn5pZ7JktfrzxMNu7j+LPYM9leZtAy/qUY8uXPD5OhcG7OEVFE5FYJO/s5nUXbCjrJ27HIU5jYJyO4udCJnT1o7xh15stcB9yWPu+C3SJ3r/8qb4b/5mfNeRtFyKpekbT2jwrMCYlc2Zi9DshN6rUJCF1Xx6qwzL6yegm0swX32SfY3V0EsfviVz8S9e+MsoXnYrDDdH0vUJv2KjYdGx0wPCQDgnJrBJ09DWr7t9j+NFeGWW55f13IzOodAreqtycN9faktNw6IDlfft6z2MMcFmsRSYmjQnbWOCy2zOZbWWUs7DkDgr0lA0JEwlUrC1y1m4DaxFXuNNTsQR/XNFXmMvl5e6VwiK8077wfQd0WfGICtbm+WbBJSt6OAk6H+hfMF90q+40Ue84Ge2ozoPaotViFF+uB2uvBlK/e3hIp2G9X+YOne1j2AtRmXp5fMHywwNYLIjYBt0c7TX71ZBchBBf9CV+/6xEJ2AjcNhcrt1cbgtvkvuJY/OqgjmNp/8zf3M6ItgC3j+oWR7E/v5ejiL6fBbfrgFMpBU+q2rNYhODlTOItAbd5HenrfSuiE3PcvotcPMxlrgKjEjhKMSVc3pMpoRVO5253H+owWX02BAHDWhs/RXG1THbVYbLa4AYZhkS2w6S5O080TUIFPYbyE70AVhTg3OkVrbDRJqq3l8oZy9oA3MpRP+udrNE2Put8WavAbT4tD6hESb58mVHvVoO1oXZoYXd3cZ99gtVol26/WDZ2rwNw86EM8N4HBK8C22X1EAiE7WAfP9HOFmwbFfj4p68JzuO90xRlC21ssMWU916g1rLh6In2KjabIi5PETEoyuvJv9dJXU1pZX0BaePvHKKEwJqMsEa9XBkr9BXqk+0HvlvDa+j+WBveYoXlB6eStivanM2vgGFjh0hY2GFAa3r/w2J3TgPPcpAo9v0hVomNZWNxOn4oHO6Ei0AzIFSJCnas1qn/nkYuMywcA1etsU4GXQjNEpR2lVtZAWqT+DSoDWNQ60VQtQSfdZy5PZuA2tNRwNuBBrXPuxUOG9sdFPv2Iga1ze1A7WV/wlfv7ogUHHZq/OrJLtK25nWYP9xlG83fU/hgge2f/3DG1A/ZBNwedBv85ukeUkiuBhO+fndHBKR9Iecftmnl9ovDFlJocLsJW0JyX3P0tgRbCkZexLe3MyLDi57cl4HbJw2LvYpEoTepD4NF+6wCt0maJQXPa1CVikBpcBukHDikDFk62AgBx3ZIfU0asGUDYJopYSxsbjZgSkhf62bXbncdFRFJ+SCHyRr+mEq8wjqs7xLl6rBMtmzikyqar9YE1TperbV8winTl5OZHybz9AluAQSdvY0Pk6XDWmmDW4j3PLJ3BDWz6918/crA7baHyvJlzm/DgOD8Hf7pa1TgI2wb5/gJ9vFTpFu9F8DNl/u+wrrlldktEHrbwc5+DOxbKBTh7TX+qx/nbnETHfmys7qWpOWepTne3H8zcVJqSjnbAd9DXGqvYulwH1qvfFAIzYBgWUjfw+5dPexhMctm2tJsDpXJENebFGTT+ZcdFkvGToBxrY1vuUgUnWkPfba/XDZThmEcHFoVxnY1dpc7KnWXa9abLXeGXIsBYdW1EHAR2QyVhRT6rMdaXLX5NKm9it0lXsWqkLBxrQK16UpGaCdK0xBcKebOlUygNlOntE4pOR8HvOprl/NPOxWOm+5Cbm1Kr8VBsWRP7aag9qI34Zt3PZSCo26dL092kNZfD1ALHzCwHfsBv/vulIkXsAm43evU+c2zXaSUXA9m+hsJSdb1wO1eq6IPlAnNlvD9Bjy3yX3dtflyv4YlBX0v5PtbL+M0IS+bB7dJ3POWTdeVREpvVp/o3+6BcnCb12lLwUcp72SvZ5s5cEju5wOMUPj3pAGrEHGI7uA94TJYkynBNLhaQrDnD5Coex0mAxaHyaZ9rCgklBbD+urDZLB6v60d+NTiFSGv0SVwKoWJIfO3LD5XznzldthDTkfzw2TMeX6XT/jzeMztlC4jSROAuLuCYU9nOih3vVtsJ/M7tg24NaanbtV4hP/qR8Lba5RSWI0mzrMX2I9OVgJcUUwqlLsu+FwVNtW1zMYMoP3oU+y9gzkvbfD6Z8KbS71PmqKOQr+HUlC77vNbC9QKqffUOhUIAsTFwqtY/j039pkSUJtpl1Ta4rBYBRlFuLcXyBjQPcRhMYRg0tIc1rbvUR33jP16Ubei3abyZ26NidsAAa1JDzsKC7bkZedllBwW6yeHxcIJtSWHxfL1zI/RAYJz2QAhqBPciwHhNrK4VQ4Cvf2gbq2WJ//uSsFtQMarWCvnVWxeJ4O+hNZLAT8NI0ahnks/a9tU7NgzqAHUznWk76XkchLwc0/PeSdtl5PWNqA24JsU+8Fn64Da+JPgpvO7eLsm8Khb54vHXUQJqJ0vCv7C4YMFtvWKw9QP+P99e8po6rMJuN1t1/VekXhj9O/f3s5XFzcBt5/PqcA2c+KQ3DcrNl/u1bCE4G4W8MOdl31hl3XQWI8Ughdtm5YjCZX+1ujpZWggC24zbZHTWbE0uLWEYhQK3nrmzlwYHHL6HCl4mqIBO1tCA5aON103CdhRuqNfiSrTFFMCiyqW6k8Prvow2eheh8nSE49E0Z30ECg8u8Kk2iqUaZJdtd/WmY1wZ2OUgGl7n6jAZJD7a2i7sqAPk10hAw9l2XM+TlNYB9wu8ib6c+8FIG4uYDzUmQ5OwDW73s3XwQR2kjqY4k2Ay1SfdLnzKKUIby4JXv+kqcEAq9nGXQFw03rWaP6MnZt+1tO93JYFoN1LAVqLyPMIzt9p3l9vltGVtz2rrzw9n/deoBYBh8eaBSEMERdvEGGQkdmE1suYJ9cvo0ZnfljMub1AbnFYrFjGvBMxbe0QOS4yCqkPrjc+LLbQvUgLpM2w2kEfFhtRDb1UPtP4uLDxfR4WEyJhQKgTxgwIR0wzX0RWgdL09UhJLuJ55cAKaVuLI7GlY0JelxT0A3jn6fn+yF3iVcw0jqe4al/FWwEtIfi0ZVFzNge115OAn+709oNHTZcny0Btuq6p53Y3DeY8tfvL2A8gC2qBBC+d3Y357qyPAo53Gvrg/RJQW3iRfqHwwQLbv/XZY5q1Cl4Y8rvvTxlMPObgNn7p5uB2Dk4XD3OnXeMPnmlwezvy+P2bW8L5Tyzrgdv9dnUObi+GM34wuN9N59eXIgNuW1Wbz/dqSCG4mQb82FsT3MZ2CaHB7Sdtm7q92Lwe6CVEYAFuSzt5fF2z9E8xQkAv0D/RbMNxW0nRgPWVzVWUXRlcJZ8eFHeET4MFU0KAyOUvG/CLg/9DHyazo4DWpA8CxpUmXvzzflqnSXblftvhHXbgE0m5tvOGgr6cTPYw2QUyiojcCmHnYKXb3YJOTO29sD8jC5opYTLWfeLwCTiuUTavc1NwW7AJMuDLBBJT3RzlewRnb/FjgAvrA9y0rrTO9x3WKU+gxy5rZw/3+afYe4ca0PoxoH2t9xundRbLKT7XsvSHBbXAwSOornaVm5bPg1qTrWV9RVXqhO3d+LDYDdaWh8WM44YAv9rErza0E4bBLTLeTpGXM8ubx8kIoWkIpcANZjS80VznKkBcdljsesVhsdXjbtyewLWsMRMWMrXNLG3HKj3J/Sw+w6EQdOX6tF55UDsJ4Y2nN2ns2IpDd7mOMlD7dhxx4ym9wNSyaLrW8rJTnTUBtXfTeFELOGw4PO+4CypQ0/ybXOdA7dfnC+cL24Da07sx353pldqT3QafHXfWA7XWLw8zP1hg61Yc/s4XJ7QbVfww4n/8cEZvNFs0eBrcQhbcAghBt1Xjt8/3sC3B3djj92/utgK3nx3GHsoGM37KgdsyMJkGt92aw+e7GtxeTQJeDfx8jy/vHLEeWwo+7ThUrJhuZBDqLRYlndOkUwhBK+XA4dLTP9VsynELmgbsUUwDdq0c+mo7GjApBIfMcAkJY6aEqJA/P+CbrrW+7GGy5r0OkwHUwhk1bwwCBrUOobAKZaZl0uC2bEKUAu28IYoInYrReUMewJnS8jKZw2S3F/owWb1J1OgslUuHedoa4HZRL+3mlNlUH/o5PIHUobuytkrrKsab8xvvC3Uorxdo9oQ5wB1mAa5z8gyr0dJgcQnITXSmP/cNeX3LdCb2SbeKtX+I+9FnGtBaKUD7qgho8zoLEzzZ9jQBgCQs2xu9NqjdPYR6S7vKvXxX6io3LW8CtWX9p/CuWw7+ziEIgTUeYo/7mXI2BbX5dzywXWbNLgDVcQ87mBnbLz1OlKUl14kThlDaWFFIZ9ov3SKSB8TFdH3dsxv4Kw6LFfWax+O+cBkIB4FmQHC2YEAACFnQejVkxLG9Pq3XPE0KvEjTeiUOGE5iBwzGcnM2pEHtxVRxMdP7l583LTqV1NifwxumfiKkZOCFfB+D2v26w8fdysagtj8LMh7FvjjeAtTejvn+rAcInuw1+eRRDtQmH5nSJ8RfCaiFDxjYAjiuzd/+/IRuq04QRvzZj2fcDqdsAm47zRq/fbY/B7d/uQW4PWgv3O+eDWa8vJuuBLeJPcn9Tt3hkx29InQ28nk3ChYvuEHWBG6TTeu21C4Bfx6u73o3nbbjwFHMcfvOkwzW5LjN33ctxV6KBmxKUWbZxJhcJpQwEsVMWFzLWoEpYZ1r3S/Th8nu55ksiW7NhjiBjxJybecNpWlxvIxC6kN9+MrkvKEgX1pWrl7xX8ufYvduNLht76Iq9aVyRjBoALdJKAABpVfb8D19+OfoCcjVW0vSuorx2fxlz1/bmrM93xfJdHUgBrjnC4CrlELWGjjHT3E//hz74NGcB3cVyE3r3/azThAIhGVjdXdxnn6sV5u7ewjL0ivSF6cFQJvYVrR3dRuW3S9jsyh7noW4nQPNh6wUXJ4iZpMlMsv0ZdNM/RqI954foaREejPs3vUaT3WdPqj/RkL/AqOEwJ1NcKfDgmw6/7r7aqeVBp5TRaBoj++QSmVsWTbumMa5seUycvRhsd01D4uVjZUTLG6Entf21IwaIZuCWiE0eH8buvhIKkJxkqL1Spe3ao4KFbyaSQIlqOUcMOTzktOXBrW3nuLtRM+vJw2LvWoR1C7TKaRk7McHxxV0azYvdirZOb/MnhSoHXghX50PCSPFbsPli21Wam/HfH/eAwRP95u8OO4WQS1kQS2ApffX/s0e24cMcePajsXf+uyY3XadMFL8+Y/nXPcnbAJu283qHNz2tgS3h50qn+7rQ0nvelPe9FIrCwaAKjIvi77erzt81K0gELwZeJyPzeDW2HljPVVb8mnserfnK16tcr2bu0+uD13YiTluX88k0y1pwA6tiJaMiBC8DV1SxA0rbUgesxACBzV3uzsQzoMcJhNKHybr2/WCjryN+UF9nh5/OtMeUkUElvNwzhv8h3HeYKoXgDXuY8X7X/2dAyjoX65Pl1meVgC3UYS4eAuBD4774OA2n1Z4z2ElOEtsSEcvAO6PhL0bVBggLAurs4P79GOcZ59g7ewjbHdtkPtQISlPCInVbGMfP8H9+DPs/SPtXEEpotGA4OyNpjgb9JbWVccZQH++3Hx6yTPJ6yp7joV3tLu/4EC+PkdOR4Zyyt/vxXuZTTM/7+Sw2KHe9xqGel+tWH5YrEyXsTyRc8Iwut14X62p/MB2GcVOGJrTAa6632ExX9rcxYfF2uF0qWex4vUiTgjtLvcidpfbVD4dsR0DAuiFkQkWlkC7ci9bYU1kDGlzrlolcITi+TYOGIBhoHg10qD2qKZpN02gNtFpArXTIOLrmxlhBK2KxWc71cyXjAQXLAO1Iy/kqzMNart1ly8etYtucvN2zW1bbD9Ig9qPH3Xn7bcOqA3CaKXTn/cRPmxgG4NLy7b47afH7HebRErxlz9fcNUbcx9wq7clJMnrgdujbo2P9zRIen034W0v2Wwv1gO3It443tYT5Muex9VkfXCb3Dddixct3dmuZ4rzZa53jQOnQEp9SjTNcevnwG3aHpOOBNgdWz5VoQjuyZRQT7ndvX6Iw2SBdg06dGpMpJvRodug/DBZpgxi5w2xH3btvKFWsMsku+ow2UM4b8gHmSrb7l0jvRlKWsbDZHnbTQC20B6ptAIoCIMY3Abae9TRSbZvYH6OaV3FeLMdpfcGu9cBuPg+4dUF/s/f45++Jhr2USpCui723gGVjz7VLmgPHmG1OghnAXQfCuzOtUkLWW9i7R7gPH6G+/HnOI+ezLdJRNMJwdU5/s/fE5y9JRoNl9etpB0E2fYygYhloDYd1ga1nV39Abi+QI4HBZltaL0yeXJpUXOHsNZAKKVBrQpz5Zh1Lut3aRmv3n5wJwxR2gmDN6UWTNeSBfNZAjU/LCaoRT7tcJKRWz5WZ/NEaM9ikZBUCDkQ27vLvVUWPWUj0Cu1FblavnAvBGcxV61Eg9plXLVGUCsSV7kREbBTkTxpbAZqAbxQ8c3NjCBS1B3JF3s1LGszUDv2I35/PiSIIto1h18dt7HzoDZph8IKcnH7wTag1gsifvf9Kd++1Ywyv2T4cIHt/BuIrqK0LX7z4hGHuy0Nbl9ecHE3Yltwq/fcbs6W8HinzvMdDW5f3k44HWy4cisEJy2XR00NtH6887ibhmuB2/RBr25l4Xr3dKq4NrjeTcsm1+mBwZKCZzWoSIWvBK88QZTiuDV1WtPgYkvBie1hC8X0nkwJXeHTUA90mCzyaIX6+dy6TYI5A8E86+bOG7zYeUO1QyCLzhvy9YY1DpOlnDdMH9h5gxTxRB6FRI5L2D0sbKVYqZNiO2faMC8X+IiLNxAG4FbnrlHvC2433Xebr+HaABdNExacv8P/6XuCi1OiyQgFyEoVq7ODc3RC5fmnesvC8ROsnT1kraHBrrQygHfpPyERtous1LBaXezDY5xnL3BffIH7+Bn27j6y3kBIiQoCwjvNQRu8fUnUu527wF1WF1P7JG20tA1z98v205btqc2/l7R39GotwM0lMqa/WwVqF/2mmGYqN30fVRqErS4CcHrXWMEsV45ZLt9Xy8Bk4FSZxfvY13XCUJaWXCtgUO8unDDMtnfCkBh64zQJpYWtInb9UeGwmEnOdK2Aq/iwmLXBYTHTfDBSkst4vji0Qpo5BgTjHJKfT6TgOhTcJFy1tdVctcl9GtR68dmVxFXuxy17Lm8Ctem2Te5DBN/cTpmFioot+XK/hr0hqJ0EEb8/G+CHEc2Kw6+P24vtFCKHSdKgNkl7gJXaWRDyP74/ZTj1uelN8LwFA8cvEYT6paH0ew79fp9Op0Pvp/9Mu1mHSM05F1ERKoz46qdzzm90R//y2QFHOw1UQuQdRqDU4j6WnzeTUvSHU/7s5ZX2jdxw+dXJDonDTaW0PEqhooXMPB5QSvHyasTrW70i+Ol+g8OmuygjijLlqXT5UXwfRfxwO+NqrNkFvtit0HItVCKbKkvl7E/sUkpp13xj/fPUi6ak7Yh5vihc2JHoVDm9ANNQ8cMYggjatuKpWyzfVJf89SiE16FLpOBA+uyKwJiv/Dp+hErxlhoeFq4KOI5GyEJ+1tAJkVJcOi1m0saOAg5mPUSqrCRvFEWluud60YP6Xa2LZ7tYYUBncIWk3K7kb5Qrb/43vg5sl1H7ACWgOrjFnQ4zNprkjPry9Yr/hnYFb+8RSgjs/i1WvL+3TM6YRnlaZJJzXNRh4kVqAudvdR/O5KUgV6ZvkZa5LaQX7jGHsqGzdES1bGSthqjWEJUaolLNTnD5MsMQFYX6bxiCirRrX8tCWLb+WyIPmsUhmk5QySc+WGUKZWrWAbSmfJuAWlO8EeC0uvqwGMDtFXJwW6pvXVC76guesl38/ccgJdZogDu4NpRVBHirQO1cv2Ux2nmEkpLKdERtdGeUzYNa45dnsbgeV1uMK00Eit3xTYGvdplsfl+tEIK+XWPg1BFKcegPqBAV5MqAZD5PT1S4lhUE8Jjp1vtqPQSvwgohgh0Z8mjJYTETqE0AZz+AV54EBI8riv0yBoTcfd6r2Lf9kGnsKvfzvFexkjqk7YmE4JubGUMvwrEEvzmoU3VSfdyw1W+Rpp/ZLIz4i9MBsyCiUbH5g5MOTgKM1wS1ZzH7AeiDYi+ONwS1vga1Yy+g4jr87c+OaXzyP2EKc7zW69Fut415tgkf7ootQELnNX94EmFJfvXxEcf7bRTw9atLzm6GbLxy+3xBBfbV21sy/m2SlyD/LSn1Uj7bq3PS1T9H/3A95mrkFV7Shbriyq2Qkhc7Fbo1m0jBt7czxn60WLld1rFTK7eP6xb71YV3snFqAcfkwME0yFQkPK/pIvtb0oCBZko4ipkSLiOHoSru+V0mP28iHuYwmW5uwZ4/xFKKINlflhuE83L5gXyeHn86017svMFmVO88kPMGTeIOMGvuENguqSwFufIJNxs/P0wWzHDiwzJhq0u04jBZOszTDJBo8Vob6u978cptqDlKDx9n+2JKPl92gTPX0JYmOeM9lIK5svoaoiEMiIYDwqsLgrcv8X/6Fv/NS4LrC8JhH+X7qGhB7SQsC+m4yGoNq9HEaraR9QayUkXYi9V+pRQq8ImmY8K7G4KzN3g/f6cdS1ycEvXvjKA2sdNkq6lupnZY1r9hc+aDxK5CfLOzALV313NQmw7rgNq87dm/2XglJMHOYXxYbIrdN4PaslDex+Ydgkl7XzthCHyqJaB2UWYxLm87gOdUGVeaIKA16d/bCcNUOgxs3d93gvFaoDavI4nXh8X0OZH7HBZLGBBCBHUZLQW1aWPyoDah9QLBnqPY24CrNtGp0M6PphG4luDTll10lWtqo9S9EoLvbz2GXoQlBb/ar1F1rEU5a4BaL1T85dmQWRBRd21+83g7UPv9WR+2BLVTTzvGGnsB1YrDH35xQqNW4ZcOH/CK7f+XdquhI1VkXLn99tUl7y77CBSfP9nneK+50cptbzDhz19d6xOHzQq/etyNVwajeZ5lK7dRFPHDxZCz/hQhBF8cNtitOcWV2/xqYmrFNQwjvrqaMPRCHEvw690KFVuuvXKrVwMVP/QDel6EI+HzloUrWdgZr9zmV17zem99eD0VoBQnlYgdm3kZSd4ye9LXZ4HFTag5DZ9ZMyqsu2KbXfUcY3FKFQXsR1PayjOu8K6zCjzF4sLRhzA63ohGMJmXleSNYlCS113QC3jS5q6+iwKa0z7V2ci4+plfUY1MacSvi1JMmrt4lRoiDGncniFSNhn/UrQz3YaJ3iR4rT3CRguiCOfqHSLwCnImfZk0ytOMK7duRa/cSgmTEVy801o2XLktplGatjSuEFO+emuyb2UQQk9Wlh3/tUBauv75Vdww2Ej5EhwWp5szlAH7ZffbMB8YQW2jDfuP9HXvBpFiI8h/AUvrMIHaQloJGFZAuPuIsFpHhiHu1ds5n+w2WxBM5U2aO/i1JjKKaPYusJbw1ZZ9sc2DwlBY3LU0WK55Y9qz4VynGSQuZE37akNhcVntEglBM5yxE4w3AKLZPAGCt1JTKDaVz+EG+2rz9X4duYyVhSsUz21v7p62VCafJgV+BD/EDAgtS/FRjZW0XvP3LcWA8PMo4tZT2FLwedumXuKAocwehODHns/VxMcSgl/t12lVU9zua4BaP1L85dmAsRdSdSx+e9Khkqz2rglqz3tjvjvVzhdO9pp8sg2o/f6MqR9Qq7j8nc8fU63pLZM8+l9gCn+zYrtpyK3UmlZuP392wMlhG4XgmzdXvLsesMnKbae1cOJwM5zy9ekdkSDzElF4wRcvhJSSTw6bHLQqKKX49mJEbxoUXtp8p0wfELIsvQ+n7kj8UPHN7Qw/nrEzL2NaPrEl7jCaPDp24JDaJzS3c4kDh7TePA3YaAkNWN6e9PWRFdJMMSWEiewSmfxgLcR2h8nS1+nBuUpIN9RbR/pO497OG9wooDEboPfbtuIV1uJkkx/QV+63Hd5iBQHKspi2NnPekA8m0GD3r5HeFCUlwe4RSshM3ny9Te2dAA1TmnHl1pvBxVuIIqg1tPvdEvl8fMEhRCZt+Qn9fP55XCHGLJtNX3xWBqU0cPVmqOmEaDQkGvSIerf6QNp4hJpNNXvEGqB2nbLL7BcU67tOOz0YqK03Ye9IX/dvNwa1WRuyaeY8Oi5q7RJW6/FhsfN7gdq8biHAr9Txa02EgtrwBpm4/y3kNY9LpjQFDBpdlJA4oU+rBNSa2qPMCcON2yQSAjcK6d4D1KYPi7lbHBZL23YZ2YyVZkA4sX0jqM3IGNIiBa88QaAE1ZjWS66g9TKB2tOJBrVSCF40rVJQW2qPlLwZBlxNfKQQfLZX2xjUhgq+Oh8y9kIqtsVvtgC1l/3JHNQ+3m3wyVE7W95igMYEaidewO++P52D2j/84mQBav+G7usBgwHMmsDtZ08PeHLYAQTfvrneGNx2WzV+83QPKSXXgynfvOuhBGwCbj87arHXqBApxTcXQ4ZeWHh5C50zBW7tGNy6lmAaKL67nRGVdIZCx487jiUFn7YdrSPSvq1VYn+S19BJ83oPXejGNGCvZhJvS6aEx5aPKxQ+kneRO08vs6PsupvzTBauOEy2bAJohjPqsfOGmw2cN+RtT0Ldn1DxpyAEg5peFclPmGWypRMpi1PVQaWKV29nJpmCnjJ9OZk0U4Jze4kMAyLb0T/Vkg3LyluUW97OJuAjvaleqVWRBjsHj7UWg3xeb9nhpEV63n5RuC/EwVKAuy7ITc8ZDxXW1b3M1mX1M+lIwqovC5ut1LZg/1gnDnqIu6uNQe3iPTPbb0qLak2C5LDY3RVW/KvEQxwWAwgtm2lLszpUpgMcf1Zi16LP5eNM49e41iawXCSKTszAIgz68sCzmK6ve3ZdO2FQir3Ys1g+77rXN7LKdA3PYqsAbl9Z3Ci9qHBs+dS2ZEB46wkmocAWeqV2HVovyILaa09xFjMKPW9YtCubexU7Gwe8G+rFlxc7VXZqqYPTa4DaSMHXF0OGswDHlvz6pE1tQ1B7NZjyzWlv7ib3U5PzBVgKav/H96dM/ZB6VYPaStWJy5HZh/wLhQ8X2ErBuuD206f724NbYKdd4zdPdpFCcjWY8O3pZuDWkpIvHrXo1l2CSOlvX35UHCTy96kRz7UtvtyvY0vB0Iu0C76STlHoZHEHSvYHWUIwCBSvR0s4bksGECkFT6pQl4owBrehopjXMPCkr20peGL7WALGyuJyS7e7iWcyJ/ZMdiHra++3zQNgKQQ7/ghbRYTS4tZtFp9JQYd5gksmnfZ0EO+3tRjWug+y39YKA2qjOwC8eofAqRrHllUTcX7ym4NbFeLcXCCUIqrWidp7BTvK7M+M+wZwu6hjsQ2kN4GL0wW43WDPbZnORVrRbhOIK9QPjAAwrWMZyE3bveyzbr515pBlNpXVZ532WPUFYbM9tW3Ye6QTBz1E7Akvnec+oLbsHVdOhaB7gADsYQ97NmJZWBfUpse9SXsfJQSOP6My7htl86B2me2g99VO3AZ6X20PS0VLV43T10YnDNJl5OgzILvBCEeoefoqIJnPMxAufeEigKMVnsVMNib3UwTnMQPCvhXQ3pIB4TIQ9AJd/vMaetudQQe5+zRbUDI/AjyuW+wZuGpXgdrrScCrnga1TzsVDupZUJtpj/TDjp+XUorvrkb0Jj62Jfn1cZuGa6dsXw1qb4ZTvnl3h1Jw1K0X3eQmMmuC2r/z+V89qIUPGNheXveL4Fbk7oEMuD3aAtzGenY7dX79dBchBBf9CT+cDzZcuRV8edyiVXXww4ivzgfMwhjcpn8myne+1Le6umvxxV4NKeB2GvBzv9z1blqfbgadVnfkguPWU5zPFrKraMAS3ZYUPK+BIxTTCN54xbxpPWUDZVXqb+UAN2u43Z3btTBZty3wiBkSxURY3MpqTt5si0mnJWDPHyKUYma5DO1aQccyfttMGYCMvQEJFJ5TZVppFOw3TkbGiXwR587GVKYjlNDE75G0MvnXn5Dz5cbPOPRw7i4RQNDsENVaRrl02DTNCG5nY71ym2xLODwxvNdZvem0VYfKtlm9BZYC3LTcOiDXLH+/OWJV+WX2lwHaTUDtshXz/LMCoNVJgdq7BwG1JtsKctKeczXL6RgrdUCtbLXWFMpBrXakEtkOMgw1TV9J/9NlmvXlbQ+FxaDWAQH12Yhq6KXymcbWha2mX5gCaXHnxk4YAu1iPC+3asxN4mdIrmLPYjvKo05YkF0FlEG7y30Xu8ttyYgDKzLmKwO1GkwKeiFcxPPRSVUfWM73jTyQzIBaIZiGi1809yqS4/qaXsXmdkj6s5Afe/o5HTUdHjedhb351eO0XSlQ+8PNhOuRp7HDkcYOBRAsykHt3WjGV2/viBQcdmp88bibBbVJuA+oNQ2qv0D4YIHt1z+ccnZxlwW3EM8QJeD2SRbcnl6vyZYQ69nr1PnyRIPb07sRP18Ol4NbmL8wQghsKfnV4zZ112YWRPz+bIgfLVzv6vwi8+LlwW2ravPprgZbF+Ny17vLOnEnzXEb7yFKZE1MCWnZJM21NLiVAgaB4Nxf1NvUYcsGtLal2E+53Z2RLc9Udn4QF0LgEnHADIHgTriMhJPLv0rPIk+FiJ348FjfrjOT9rysJGy031aFNKd6v+3ogfbbCiGoju6wAo9Ialedq/bbmibXZcGejbEHdxrcdvdRTjWnd0m953N9eZquYzFdziaLPbfVuvZQtoTnNm/Dsn23Or0ouynAXdaC6Yl0W6C7LOT1rwKzptTS+hnaat2tB3l5IQzxrS7spvbU3l6uBWqz9Sq+R8V3PiujEPi7hyjLRgY+zt3lvF4P5YTBrzbxq3WEgvrwZr5vN18/c38xp+l9tTt6X23g0/RGc51mmYWs6Qu4EoIbRzthqEQB7XCy8fiYxIcw9yxWJ2BH+IVxOV9Pk17QoDZxl3uccpdbNm+QT5PajfybmZ5vD1zFrlOUM81LaVAbKPhhuOCqfd5KcZHLomxh3o1d5X53N0Mp2K3ZfNRJucpdA9QCvLqbcjHQW1i+OGzRbbi5/DGuKAG1/bHH72NQu9+u8sXJThHUxvaUHRT7H9+frQa1yf0vHD5YYAuCr3845fT8dnNwO9+WcMXpulRgsZ7DnQafP94BBG9uhry6Hi1ejnnZItcJFuDWtSS/edym4lhMfO3nOVCLF1vnF5kXUMxfQH2/W3f4uKO/Jb8ZeFys6Z0sDTwPajaPanqV79UoYpTydZsGt2l9iWxyXbfgSVWnX/mCu4AC/Ul+IEinJfcHObe7mx4mS+6bBHTiw2SXoorPeqT/pjz1aEYj9EDAjdNae7+tadAGqAVTqvF+2/6D7beFxuAGEUWEToVZo5uxI68nH8om8jSwsIZ3yOkYJTQwQNpLZbP6EztNdVnkK91ze/5GOxio1Eo9lJU903X23a5avU3itgGOJh1ln01lVoVlNpXpMMVvsvUgn258Lu2dBaVX78a4pzarr6hDGGpWBIfZNAWE3X0it4qMIpybc2S8YenB9tXaLrNmF4DquIcdeLn2yMpttq/WQRLRmfbuv6/WaRBYNtY999Uq4FLW8YXEJuKQ6daHxS4imzGLw2Jpd7kmHeTTYgaEV55EIWhbikdlXLUGnYnRCn2w2ougagk+advIpN8ZQG1aNrmfhRHf3C5c5X6yU83OzWn5dJ1Sed72prztaSalT/cb7LUqufwpUJuxQWOe4dTnL9/cxmxOVX51sovcBNT64Zz9YC1Qu8aY9NDhgwW2j493AcE3P57x9uxmM3D7dH/OlvDt66v1eW5jPY92m3x6rMHxq6sBb/LgNi6/DNxWHIvfPG7j2JLhLOCb8wFRDtzOdWQRwPz+qOlwErve/fnO43YalHegvE1xOGlY7FQkEZqnbxYxt3ddpoRuiinh7ZZMCULoLQmV5DBZuNlhsvSAvic8qgQoITmXdaJCmasHXd1vBd1ghKNCIqldTebrkb/OT6jz6/jTmg6ww5BIWgzrOw+y31ZGIfXYmYJXb+FX6sZxZtUEnZ8UM4fJ7i6Rvoey7Izb3VVgIJO2Abidx/kzOEvx3B49AVl0WlDW7nm964K3dYFfJh1WAtxS2Xk/2H6VV7Dchk0B7ab7aVeC2s4e7Bzo67trI/tBWq9JR/YdyqWV1A0ganQI6y19WOz2AisKcmUtf4/L+4z+q+JfTJQQuN4EdzosyKbz/1Xtqx1ZFcZ2FRTs+kPs9FS5xpiYjr8TFcbCnnOKW5Apy2SXSW9fWdymDotVSw6LzfUZ0vIMCE+3ZED4eah53h0p+LS9OVdtiHbA4IeK2jquchMdqTn/fOjx8lavoj/frXPUreXqnQO1cxu0jtHM5y9e3xBEim6jwq+f7iDtzUDt//juNEXptQao/ZutCA8XXnx8zJMn+4Dgu5/OeXO6Gbj97OkBjw+0E4dvXl9xfrvE/W6sK/2Cney3eXHUBgQ/XfY5vRsXX5bkBcy/lEJQd21+Hft37k0DvrvSPKfJi17WEefgVgietFwOGvql++HO02wLazpwSOI+btk0bal/gsnRgKXlTbYk14cudGKmhNeexN+AKSG5125348NkbH+YTABHzLCI8ITk6h7OGywh5vttPcth8BD7bSd3er+tXWFaaaabp1R21X5bx59SnQwAvccvtPKrqutO1Nn4ObhF4d5eIKOIyK0Qdg42YkpYPBsT+Fhcm0jxZeDpldvE/W4K3K4EUzm95embA9wy8CkMn/cR1i1jE0ALq9th1Uq48Tl09/QHtEex/s2DglpT+XPQWakTtnf1YbHeDZY/LcgsC+V9ZTHgTFu7RJatD3UOb9/Tvlo/lc80Bi5sNu+rtek5en9/J5xQi53Fl/WbZX1rjMVd7IThgBkVosK4uGysT+6niLl79YN1D4vl74Xg3QoGhPz8NW+nFKh9N4m48zWt1ycti6q9Hlft/D0Tgm9vZ0wDhWsJvtzb3FXu9djnx2tNOXnSqfJktz4vR+dZDmonQchfvr7FDxXtustvnu5i2Xa23kKUgtrETe4kRen11xHUwgcMbIUQfPLxMU+fanD7/c+bg9vPnx1wvK89Q339+pLL3hgjuM293Imep4cdnh+0dPlnPS56k43Abavq8OVRCykF1yOPn24nG4FbISUfdyt0qgvvZLNgsek+PSIVBodYhxSCTzo2FUswy9GAFZgSSnQlTAk1qQiU4JUn5uT4ywaW/ECRP0w2WOGZbF7P+bW+t2PKGQEMhcNAuDl5c/mmPC6K3UAPNgO7zvSe/LZOZr9ts3S/bV521X7byriP43soIWJ+W/NEvDW4jQKc+JBPWG8SNToFWwv2mdIopmXa0vA8ZODpldsgALcCj56AZfrik7XBBJrK0nWegrnGfOukZfKVfLaVWyW7DHwvA7T33XqQb39Ar9J2YlB7c5nxKPZQoLa0/1gO/s4BSgis8RBr3DeUZ5Zd570WArxai6BSQyhFfXCDiHmHy/qXWU82LcNX+1D7at0mSgiqUUArnBbkVo2DSXyA4DLeV9tSHi0CY92W6YXFYTGFPiy2v+FhMdBz2E0ouIsZEJ5VzQwIeVkhRAbU3niK86lCAM+bFk23nNZrXsdc+o89j4EXYknBl/s1KgavYstAbX8W8N2lXtw6ald5vt/Ilbkc1M7CiL94fatd7VYd/uDZHrbz/2/v/GObOO8//r7z7yQ4vxMnQEISIGkLhZIOlkwqIFiTtdpgMLYy1EHFoGV0KqXrRpE2xKSJlaIhDbFBNRU0aWs3JGjV7kdFA6Fql2ZtGr5AgIxASJoEJxBixz/iX3ef7x9nO7ZzdnLGiUN4XpJl3z0/7nMfP7573+Pn+TwxRG0Av6j1+AT83zUzhjz+ntrywrGJWo4HG2ObSPxfWOmsAhTNzAXiFLflxbkwZRtBBFzu6MOdQWXitjg/HdOz0wBw+J/Zin6ba1RxG1pPRqoWc3PTwHEczINudA+6/cmczJjCkT8wnucxJ0uPFA0PnwhpfE+oeJC7uAS2/T84Dc+hLCQMWLdTDNo41kgJal6aTKbmCEMChx7vyLxy5xGZZlQRsv2TycyiFh6Zv7Bj1SGZyEEPEVkkTSbr5/Rw39N4Ww9SBTfAAQOae49vGzre1mbIgAj5npcx3RQD+wEYbP3gRRGCRgtXWkbYTSlafUpQeV1QW6XeNsGYBYqy7K78MUPSxihuQ/PwglfqufV5AY0OMM2U3mPUE5kW2dsYmS7liV/gKvUrN8pLUV2j2KBU0CoVtSPSOE5aaMOYKS0ycbcPvN0iWz6WqA2vV+7YnGyaNCY8H8SroPK6obb2xz1ZLJotPrUWntQMAIDBYYFK8Eaxzd+GR/l9BD4Px6tN4LhaXhpXm+UfVxurXLTPhPBFGHI4j6z9ctf7yM+3RGmymPYeJovZBeCWPwJCgQ5IU4/8HUSK0KCo9ePwIRjWy5SiQrZeeVivbrsP/UM+8ByHuVl6pGjlF2CIPI9AHqdXwNVeB0QiZKfqMDsvbfh+wkVoiWFnI6BTvCLhUtcAXF4BBq0ajxZnQzOaqOW4oKj1CiL+r80Mp8cLvVYjrSimD1l8geOii1qADUVIKCGNrmSWCUVFw+L2K4XitmJWHvKzpkni9uZt3LUNYeQwBHlxy3EcyvKNMGWkgAi42mOBxeEeKW4R+kPhw+rJMepRmi09oXUODKHXPhzOZawLOJSHLuBgcYePg4z14/T/8FI0PEr8YcBuuwl33HFESuClp2aOAyxe6Wk6nslkeSoRqSGTyQLjZCPzjXYBzeB8SAlbvCGy/Oj1BvJk+JzB8baJiG87LSS+rSMlMfFteRKRYr8LjgCvIS1svK3szTnKsSLLhE0mcw5C5bRLwiEzD6SOHA894jCyaXGLW3MX4HEDao0kbvWGmPXInftYe2+VCtzQ9HiErhLGehwlgjaQPzzfyKEH0Xw9fG3ipTBtKdMkUXvHDN5ulT3GaKJ2uJ1EtzWyvRIAITMfokYLXpBiMvNcYiaLBd5FLjCuFtC6ndC4nSPKhuaPb1zt4L3Hq1VpZcfVRp5TrGtfYH+iFmG4I6rhIBV4DpgR52Qxjwh85eYBcMhUE7LjiIDgEYF2hwARQKaOR2EcYb1uD/nQ7V+AoSRDj3SFCzC4BSk6kk8UYTRoMNc0LaqoDdoUYoePCC1dA3C6fdBpVHi0OBtarSb8WEFb5EXthTYzHG4vdBo1Fs6dDr1ujD21AIbcXgiRa5dPAOMmbG/evInNmzejpKQEBoMBZWVl2LNnDzweT8xyLpcL27dvR3Z2NtLS0rB27Vr09vYqNyDoYL+4LTah2C9ur9/sRVePMnH7UEk+cjPTIBLhUnsfLHaX1BBUEY1MTtyqVJhbmIFcowEiAZe7LbANecPFbUTjjBS3BZkGzMiQbtI3+p24OxTy9D+KuAUAnVqF8hwDeJ7DoFtQFOM2sJ2hU2F6imRXl1OEzTfcYMcSKYHjOKSpgQKdlG72SE/V8UwmC6xM5gEfHIcV68IeXoffZk5avEENEV6Oxx0FizdEfg4db+tWaRMz3tYf39at0cOdoPi2aq8bOtfI8bZy9kSWDX+PPO7w8dXWO1D5l931ZuUDI2LoRrc/rAnFI25FnyRuXU6/gJohrWAlU0/kDTeUsfTeBs43lsAdTbxGClClgjee8rHyKRHso/lH1r8qNZA/UwrTJgpAbzf4IbtsHXITBkcTtdHaaSiiMTtiuVwh7Hj3KmqlcbXZIJUaKp8PBrslQeNq+ZBxtc7ExKvV+OPVCq57Glfr4DSwctJkZWlBnPgWYbATj/57nCwmEKSFgcAhhSdM10vD4WLVE3nvEiGF9fKKQKqaw6w4wnpZ3QLaLZKonW7UIi819gIMkfdzr3+xJo8gIkWrxkMFRqjC9EV0Uctx0qTvK90W2FxeaNQ85hdnSz2tEecaTdT6RMLFG72wuTzQatRYWD4dBr0mZIhByHnIiFqn24Pmlg5cvPoVBEHARDJuwvbq1asQRRFHjx5FS0sLDh48iCNHjmD37t0xy7388st4//33ceLECZw7dw49PT1Ys2aNcgM4v4NDxO2sEHHb1qF8WMLDJSbkZKRCJMLF9j4MOt1QIm4rpmciM00HQSS0dN2F0+3zZxtF3EJq/EXZKcibppdWHLntgC3G0ruBMqFPhalaNeZm6cFzHG4riHEbGgYs36BCtk4KhnPTLsYVKSFbA2QGJpMpXHY3sK3hORSqvOA5wEZq3B1l8YaRdUjvKiDYu+Dg1BjkdBFlMIZ6pTxaEDJDxtsmIr5tqtsOcIBdPw0+PuTiGsUuYKzjbaVe+yFjTthFWvY9si4ZG6TjDh9fc7cPvOADqTXwZuaPeGCIee6h9scjbiGC6+sBHDYpc47/L++IekYcK/IGB3nxpkQQhpZJhGBVImCj1SmHUkEb13hajVbqRdfqpPHQ5i5pNTmZOuJZgEFOGEamiSlG+NLSpfHsltsjlstVitxvwpNihE+nl8bV2vvBITHjau2BeLWCF2kee7DO0QTxWOPVRpYb7XoX2O+FFD6RA4d08iBVZlztWK7JXnAw+5dPz1IJSL+HyWIuUVogqNiAYTEokzd0OzICgksAtDyHMqMGqkDeMYpap1fEtQFp2GBOigYzpmmH72kRk9cibhDgOGkOSmufHU6PAJ1ahYcLjdCohu/xYdpARtQSB7TessDi9EDFc5hflI1Ugy78Wu+3RU7UCqKISzd6Meh0Q6NWYcGcQqTotYpE7fnLnfB4BXh9IkRRxETCEdGE9RO/8cYb+OMf/4gbN27IplutVuTm5uKvf/0rvve97wGQBPJDDz2EhoYGfP3rXx/1GIODg0hPT4f17nkYjf6/ukiUYn4QgYjQ3mFGZ+dtAIQ5JfmYbsrypw/nAyC7LfoEXGi7hYFBJ9QqHgvLTEgzaEEkAoL/yyOStkPKEkmffV4fLnT0wzbkgV7DY35RNvR+YUwk+u0lUKD7PlCXvx5BFHGlZxADTg80Kh7zCqbBoOal+v2NJ3AsCj22OLzda/egfcAFAqEsQ4ccgxokisFygTIUUkfAJiKCSIRrVh9sXhE6Hig3SjEGQQRREMPKR9YX+CyIhBtOwClKIVhKdCJ4mbyIsCPy84DA4ZZPAw6EGbwHKZwoa3/0z9K2FRrcgQ4gQoHogB6CbL6x1HVXnQqHSgteFJDntgYDsYfWIQb8LVN3sF5If5ta9elwa3RQCT6k2+6AR3S7Au/DzSciLZDO8bBn5EHkVdC4HNDb7gLRyoSUlU8P3y8G2qpKA09OAYjjoXLaoPKvVBZ6yYksK5cmHTt2uhi2P+RcM3KCohaDA8DA7RH1RNYllx55jFj5pLyyu8dcPhGMRfjGEuPy+aMLWmk7Sj16A5ArxRqGxw309Ui96zL1JErURpYlrQFe/4pmatsA1HZrME8iems5DvBpdBhKzwNxQIp9ANqIIQjRHkLlHlAl7SF9duqnwalLAw9CluMuVCSE2RKrbOQQBI7jYFGnwqHRQ0WEfI8Vak7+nOU/D2+LAG7xqfBwaughoBBDYcNHYtUVuk0AOgQd3OCRwosoVvvCjiNXDpFpPIfbXg69Hum7KE0B0tTyx48sGypqu4dE9LmkCAjlRhVS/ZPFxhoBwUscLve74BEI03QqPJRjGP4OoohaKW14VbH/3XGi3+GBWsVj/vR0pOpGWSo3QtS29Q7CbHGC56Se2oxphjGLWlEUcck/5FKtUmHB3EIYU/XKRa1HQGqaHgsemQVt+nzIEdRrViuMRqNsnnhQj54lcVitVmRlZUVNb2pqgtfrxcqVK4P7KioqUFRUFFXYut1uuN3u4LbVagUADNqdw5kCAssvNLMz02CzOdDVdQfnL7UDJGBaqiFc3Abv8iEC1X8TKs4zYtDmgNXmwH9bbmLR3OngOYwUt5ATt0BRlh6XOh3od/pw/oYXD0/PDN4JZcUtwsVtoVENq90Jy5AP5zvceNg0bVgwyIjb4M1TJBAIBo5gVIkw2z1ocbkxL0cPrYoLEbcI1hFN3OaqCQMOL5wC4X8+DjNTVJL4GFXcDt/Ms0CwuAGnCPBeQp56+JwlYRddGAdeagK0Pi8sogo3OMIs3j18/sGvPvzhIlI8AoCKPODJCwenQSfxKBSHgj5VKm617gFYtenwcjzMohqZXmfYsYgo+AQ7at0A1J5+2FIyIXAqCLwWKS57mD/D6xn2WVDcYuT5EgFcfy/cxhy4eA18pILa5w6rL15hG2wvXh+EvlvSzHO1DhpeKy2JG5pHrjxk0sL2jUXc+j/c6YU45JLCSenTAIMLsFkgV4GcxowUnnLiVi5feJmoSYrqiYWS3ttYcznGKmjl8o7IEtih4oGMPMAnAG47cOdW8CE2slxcojZGr/7wPh6ezAyQ1wv1kBNk7YcQTbzGIWoDGZxp2RC9HmhdTgjOQbiGk4J5A/bywzuH02RsEFRqWKABPB6kD1nhFjyytkQXteErnHl5Ne7wPOD2IMdrh5t8cEeUG03UBvZbOR0svA8q+JCDITgDQxAi/RNTIAP9ghoD5IWGIxjVHjiEkeJxhJAM+d453h+1xz+udrqOQB7A5uWCxwgrG0XUOn3ATZv00FA8TQ3RJ8Iu+EYRtSHnyvO4bvHA4hKgU/MoSDfA7nIPR+4IjYAgI2oBoM/hQWe/EzwPVOQZIfg8sAnecFGL8N7jYBrP4Y7Nheu3LOA4DhXTM8FzhEGHM/y7CAhs8GGiFgA6+qz4qs8KFc9j3mwTIApS+YiykpANF7XEAc2XO+FwuGFI1aFkZg5cbg9cg8MRR0IZ9O9P9AP+hAnbtrY2HDp0CAcOHIiax2w2Q6vVIiMjI2x/fn4+zGazbJl9+/Zh7969I/bPLKq+J3sZDAaDkSi+SLYBDAZjktLf34/09PSE1adY2O7atQuvv/56zDxXrlxBRUVFcLu7uxu1tbVYt24dtmzZotzKGLz22mvYuXNncNtisaC4uBidnZ0JddRUZ3BwEDNnzsRXX32V0L8EpjLMZ/HB/KYc5rP4YH5TDvNZfDC/KcdqtaKoqCjmP/nxoFjYvvLKK9i0aVPMPKWlpcHPPT09WL58Oaqrq/Hmm2/GLGcymeDxeGCxWMJ6bXt7e2EymWTL6HQ66HS6EfvT09NZ44oDo9HI/KYQ5rP4YH5TDvNZfDC/KYf5LD6Y35QTGrUjESgWtrm5ucjNzR1T3u7ubixfvhyVlZU4duzYqMZXVlZCo9Ggrq4Oa9euBQC0trais7MTVVVVSk1lMBgMBoPBYDxAjFu4r+7ubixbtgxFRUU4cOAAbt++DbPZHDZWtru7GxUVFfjvf/8LQOpl3bx5M3bu3ImzZ8+iqakJzz33HKqqqsYUEYHBYDAYDAaD8eAybpPHTp8+jba2NrS1tWHGjBlhaYEZcF6vF62trXA6hyMYHDx4EDzPY+3atXC73aipqcEf/vCHMR9Xp9Nhz549ssMTGNFhflMO81l8ML8ph/ksPpjflMN8Fh/Mb8oZL59NaBxbBoPBYDAYDAZjvBi3oQgMBoPBYDAYDMZEwoQtg8FgMBgMBmNKwIQtg8FgMBgMBmNKwIQtg8FgMBgMBmNKcN8L25s3b2Lz5s0oKSmBwWBAWVkZ9uzZA4/HE7Ocy+XC9u3bkZ2djbS0NKxduxa9vb0TZPXk4De/+Q2qq6uRkpIyYhnjaGzatCm41nXgVVtbO76GTiLi8RkR4Ve/+hUKCgpgMBiwcuVKXLt2bXwNnWTcvXsXGzZsgNFoREZGBjZv3gy73R6zzLJly0a0tRdeeGGCLJ54Dh8+jFmzZkGv12PJkiXBMIjROHHiBCoqKqDX6zF//nz885//nCBLJxdK/Hb8+PERbUqv10+gtcnn448/xre//W0UFhaC4zi8++67o5apr6/HokWLoNPpMHv2bBw/fnzc7ZxMKPVZfX39iHbGcVxYuNOpzr59+/C1r30N06ZNQ15eHlavXo3W1tZRyyXiunbfC9urV69CFEUcPXoULS0tOHjwII4cOYLdu3fHLPfyyy/j/fffx4kTJ3Du3Dn09PRgzZo1E2T15MDj8WDdunXYtm2bonK1tbW4detW8PX222+Pk4WTj3h8tn//fvz+97/HkSNH0NjYiNTUVNTU1MDlco2jpZOLDRs2oKWlBadPn8YHH3yAjz/+GFu3bh213JYtW8La2v79+yfA2onnb3/7G3bu3Ik9e/bgyy+/xIIFC1BTU4O+vj7Z/P/5z3+wfv16bN68Gc3NzVi9ejVWr16NS5cuTbDlyUWp3wBpZajQNtXR0TGBFicfh8OBBQsW4PDhw2PK397ejqeffhrLly/H+fPnsWPHDvz4xz/Ghx9+OM6WTh6U+ixAa2trWFvLy8sbJwsnH+fOncP27dvx2Wef4fTp0/B6vXjyySfhcDiilknYdY2mIPv376eSkpKo6RaLhTQaDZ04cSK478qVKwSAGhoaJsLEScWxY8coPT19THk3btxIq1atGld77gfG6jNRFMlkMtEbb7wR3GexWEin09Hbb789jhZOHi5fvkwA6PPPPw/u+9e//kUcx1F3d3fUckuXLqWXXnppAixMPosXL6bt27cHtwVBoMLCQtq3b59s/u9///v09NNPh+1bsmQJPf/88+Nq52RDqd+UXOseBADQqVOnYub5+c9/To888kjYvh/84AdUU1MzjpZNXsbis7NnzxIAGhgYmBCb7gf6+voIAJ07dy5qnkRd1+77Hls5rFYrsrKyoqY3NTXB6/Vi5cqVwX0VFRUoKipCQ0PDRJh4X1NfX4+8vDyUl5dj27Zt6O/vT7ZJk5b29naYzeawtpaeno4lS5Y8MG2toaEBGRkZePzxx4P7Vq5cCZ7n0djYGLPsX/7yF+Tk5GDevHl47bXXwhZzmSp4PB40NTWFtRGe57Fy5cqobaShoSEsPwDU1NQ8MG0KiM9vAGC321FcXIyZM2di1apVaGlpmQhz71tYW4ufhQsXoqCgAN/85jfx6aefJtucpGK1WgEgpjZLVFsbt5XHkkVbWxsOHTqEAwcORM1jNpuh1WpHjJHMz89/oMbAxENtbS3WrFmDkpISXL9+Hbt378a3vvUtNDQ0QKVSJdu8SUegPeXn54ftf5DamtlsHvEXnFqtRlZWVkwf/PCHP0RxcTEKCwtx4cIF/OIXv0BraytOnjw53iZPKHfu3IEgCLJt5OrVq7JlzGbzA92mgPj8Vl5ejrfeeguPPvoorFYrDhw4gOrqarS0tIxYIZMhEa2tDQ4OYmhoCAaDIUmWTV4KCgpw5MgRPP7443C73fjTn/6EZcuWobGxEYsWLUq2eROOKIrYsWMHvvGNb2DevHlR8yXqujZpe2x37dolO/g69BV58eru7kZtbS3WrVuHLVu2JMny5BKP35TwzDPP4Dvf+Q7mz5+P1atX44MPPsDnn3+O+vr6xJ3EBDPePpuqjLfftm7dipqaGsyfPx8bNmzAn//8Z5w6dQrXr19P4FkwHiSqqqrwox/9CAsXLsTSpUtx8uRJ5Obm4ujRo8k2jTGFKC8vx/PPP4/KykpUV1fjrbfeQnV1NQ4ePJhs05LC9u3bcenSJbzzzjsTcrxJ22P7yiuvYNOmTTHzlJaWBj/39PRg+fLlqK6uxptvvhmznMlkgsfjgcViCeu17e3thclkuhezk45Sv90rpaWlyMnJQVtbG1asWJGweieS8fRZoD319vaioKAguL+3txcLFy6Mq87Jwlj9ZjKZRkzm8fl8uHv3rqLf25IlSwBI/8qUlZUptneykpOTA5VKNSIqS6zrkclkUpR/KhKP3yLRaDR47LHH0NbWNh4mTgmitTWj0ch6axWwePFifPLJJ8k2Y8J58cUXgxOGR/tXJFHXtUkrbHNzc5GbmzumvN3d3Vi+fDkqKytx7Ngx8HzsjujKykpoNBrU1dVh7dq1AKTZi52dnaiqqrpn25OJEr8lgq6uLvT394eJtvuN8fRZSUkJTCYT6urqgkJ2cHAQjY2NiqNRTDbG6reqqipYLBY0NTWhsrISAHDmzBmIohgUq2Ph/PnzAHBftzU5tFotKisrUVdXh9WrVwOQ/rqrq6vDiy++KFumqqoKdXV12LFjR3Df6dOn7/vrlxLi8VskgiDg4sWLeOqpp8bR0vubqqqqESGXHrS2lgjOnz8/5a5dsSAi/PSnP8WpU6dQX1+PkpKSUcsk7LoWz+y2yURXVxfNnj2bVqxYQV1dXXTr1q3gKzRPeXk5NTY2Bve98MILVFRURGfOnKEvvviCqqqqqKqqKhmnkDQ6OjqoubmZ9u7dS2lpadTc3EzNzc1ks9mCecrLy+nkyZNERGSz2ehnP/sZNTQ0UHt7O3300Ue0aNEimjNnDrlcrmSdxoSi1GdERL/97W8pIyOD3nvvPbpw4QKtWrWKSkpKaGhoKBmnkBRqa2vpscceo8bGRvrkk09ozpw5tH79+mB65G+0ra2Nfv3rX9MXX3xB7e3t9N5771FpaSk98cQTyTqFceWdd94hnU5Hx48fp8uXL9PWrVspIyODzGYzERE9++yztGvXrmD+Tz/9lNRqNR04cICuXLlCe/bsIY1GQxcvXkzWKSQFpX7bu3cvffjhh3T9+nVqamqiZ555hvR6PbW0tCTrFCYcm80WvG4BoN/97nfU3NxMHR0dRES0a9cuevbZZ4P5b9y4QSkpKfTqq6/SlStX6PDhw6RSqejf//53sk5hwlHqs4MHD9K7775L165do4sXL9JLL71EPM/TRx99lKxTmHC2bdtG6enpVF9fH6bLnE5nMM94Xdfue2F77NgxAiD7CtDe3k4A6OzZs8F9Q0ND9JOf/IQyMzMpJSWFvvvd74aJ4QeBjRs3yvot1E8A6NixY0RE5HQ66cknn6Tc3FzSaDRUXFxMW7ZsCd5EHgSU+oxICvn1y1/+kvLz80mn09GKFSuotbV14o1PIv39/bR+/XpKS0sjo9FIzz33XNjDQORvtLOzk5544gnKysoinU5Hs2fPpldffZWsVmuSzmD8OXToEBUVFZFWq6XFixfTZ599FkxbunQpbdy4MSz/3//+d5o7dy5ptVp65JFH6B//+McEWzw5UOK3HTt2BPPm5+fTU089RV9++WUSrE4egVBUka+AnzZu3EhLly4dUWbhwoWk1WqptLQ07Pr2IKDUZ6+//jqVlZWRXq+nrKwsWrZsGZ05cyY5xieJaLostO2M13WN8xvAYDAYDAaDwWDc10zaqAgMBoPBYDAYDIYSmLBlMBgMBoPBYEwJmLBlMBgMBoPBYEwJmLBlMBgMBoPBYEwJmLBlMBgMBoPBYEwJmLBlMBgMBoPBYEwJmLBlMBgMBoPBYEwJmLBlMBgMBoPBYEwJmLBlMBgMBoPBYEwJmLBlMBgMBoPBYEwJmLBlMBgMBoPBYEwJmLBlMBgMBoPBYEwJ/h/CtDjCXTmDHgAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define pretty colormap\n", + "my_colormap_vals_hex =('2a0902', '2b0a03', '2c0b04', '2d0c05', '2e0c06', '2f0d07', '300d08', '310e09', '320f0a', '330f0b', '34100b', '35110c', '36110d', '37120e', '38120f', '39130f', '3a1410', '3b1411', '3c1511', '3d1612', '3e1613', '3f1713', '401714', '411814', '421915', '431915', '451a16', '461b16', '471b17', '481c17', '491d18', '4a1d18', '4b1e19', '4c1f19', '4d1f1a', '4e201b', '50211b', '51211c', '52221c', '53231d', '54231d', '55241e', '56251e', '57261f', '58261f', '592720', '5b2821', '5c2821', '5d2922', '5e2a22', '5f2b23', '602b23', '612c24', '622d25', '632e25', '652e26', '662f26', '673027', '683027', '693128', '6a3229', '6b3329', '6c342a', '6d342a', '6f352b', '70362c', '71372c', '72372d', '73382e', '74392e', '753a2f', '763a2f', '773b30', '783c31', '7a3d31', '7b3e32', '7c3e33', '7d3f33', '7e4034', '7f4134', '804235', '814236', '824336', '834437', '854538', '864638', '874739', '88473a', '89483a', '8a493b', '8b4a3c', '8c4b3c', '8d4c3d', '8e4c3e', '8f4d3f', '904e3f', '924f40', '935041', '945141', '955242', '965343', '975343', '985444', '995545', '9a5646', '9b5746', '9c5847', '9d5948', '9e5a49', '9f5a49', 'a05b4a', 'a15c4b', 'a35d4b', 'a45e4c', 'a55f4d', 'a6604e', 'a7614e', 'a8624f', 'a96350', 'aa6451', 'ab6552', 'ac6552', 'ad6653', 'ae6754', 'af6855', 'b06955', 'b16a56', 'b26b57', 'b36c58', 'b46d59', 'b56e59', 'b66f5a', 'b7705b', 'b8715c', 'b9725d', 'ba735d', 'bb745e', 'bc755f', 'bd7660', 'be7761', 'bf7862', 'c07962', 'c17a63', 'c27b64', 'c27c65', 'c37d66', 'c47e67', 'c57f68', 'c68068', 'c78169', 'c8826a', 'c9836b', 'ca846c', 'cb856d', 'cc866e', 'cd876f', 'ce886f', 'ce8970', 'cf8a71', 'd08b72', 'd18c73', 'd28d74', 'd38e75', 'd48f76', 'd59077', 'd59178', 'd69279', 'd7937a', 'd8957b', 'd9967b', 'da977c', 'da987d', 'db997e', 'dc9a7f', 'dd9b80', 'de9c81', 'de9d82', 'df9e83', 'e09f84', 'e1a185', 'e2a286', 'e2a387', 'e3a488', 'e4a589', 'e5a68a', 'e5a78b', 'e6a88c', 'e7aa8d', 'e7ab8e', 'e8ac8f', 'e9ad90', 'eaae91', 'eaaf92', 'ebb093', 'ecb295', 'ecb396', 'edb497', 'eeb598', 'eeb699', 'efb79a', 'efb99b', 'f0ba9c', 'f1bb9d', 'f1bc9e', 'f2bd9f', 'f2bfa1', 'f3c0a2', 'f3c1a3', 'f4c2a4', 'f5c3a5', 'f5c5a6', 'f6c6a7', 'f6c7a8', 'f7c8aa', 'f7c9ab', 'f8cbac', 'f8ccad', 'f8cdae', 'f9ceb0', 'f9d0b1', 'fad1b2', 'fad2b3', 'fbd3b4', 'fbd5b6', 'fbd6b7', 'fcd7b8', 'fcd8b9', 'fcdaba', 'fddbbc', 'fddcbd', 'fddebe', 'fddfbf', 'fee0c1', 'fee1c2', 'fee3c3', 'fee4c5', 'ffe5c6', 'ffe7c7', 'ffe8c9', 'ffe9ca', 'ffebcb', 'ffeccd', 'ffedce', 'ffefcf', 'fff0d1', 'fff2d2', 'fff3d3', 'fff4d5', 'fff6d6', 'fff7d8', 'fff8d9', 'fffada', 'fffbdc', 'fffcdd', 'fffedf', 'ffffe0')\n", + "my_colormap_vals_dec = np.array([int(element,base=16) for element in my_colormap_vals_hex])\n", + "r = np.floor(my_colormap_vals_dec/(256*256))\n", + "g = np.floor((my_colormap_vals_dec - r *256 *256)/256)\n", + "b = np.floor(my_colormap_vals_dec - r * 256 *256 - g * 256)\n", + "my_colormap = ListedColormap(np.vstack((r,g,b)).transpose()/255.0)\n", + "\n", + "# Make grid of intercept/slope values to plot\n", + "x1_mesh, x2_mesh = np.meshgrid(np.arange(-2,2,0.05), np.arange(-2,2, 0.05))\n", + "kernel_mesh = np.zeros_like(x1_mesh)\n", + "kernel_mesh_mag = np.zeros_like(x1_mesh)\n", + "kernel_mesh_norm = np.zeros_like(x1_mesh)\n", + "\n", + "for idx, x1 in np.ndenumerate(x1_mesh):\n", + " x2 = x2_mesh[idx]\n", + " predicted_mean_hidden, predicted_cov_hidden, predicted_second_mom_hidden = compute_hidden_mean_covariance(np.ones((1,1))*x1+1e-3,np.ones((1,1))*x2+1e-3, sigma_beta, sigma_omega)\n", + " predicted_cov_output = predicted_second_mom_hidden * sigma_omega * sigma_omega + sigma_beta * sigma_beta\n", + " kernel_mesh[idx] = predicted_cov_output[0,1]\n", + " kernel_mesh_mag[idx] = np.sqrt(predicted_cov_output[0,0] * predicted_cov_output[1,1])\n", + " kernel_mesh_norm[idx] = kernel_mesh[idx] / kernel_mesh_mag[idx]\n", + "\n", + "fig,ax = plt.subplots()\n", + "fig.set_size_inches(8,8)\n", + "ax.contour(x1_mesh,x2_mesh,kernel_mesh,20,colors=['#80808080'])\n", + "ax.contourf(x1_mesh,x2_mesh,kernel_mesh,256,cmap=my_colormap)\n", + "ax.set_ylim([-2,2])\n", + "ax.set_xlim([-2,2])\n", + "ax.set_xlabel('')\n", + "ax.set_ylabel('')\n", + "plt.show()\n", + "\n", + "fig,ax = plt.subplots()\n", + "fig.set_size_inches(8,8)\n", + "ax.contour(x1_mesh,x2_mesh,kernel_mesh_mag,20,colors=['#80808080'])\n", + "ax.contourf(x1_mesh,x2_mesh,kernel_mesh_mag,256,cmap=my_colormap)\n", + "ax.set_ylim([-2,2])\n", + "ax.set_xlim([-2,2])\n", + "ax.set_xlabel('')\n", + "ax.set_ylabel('')\n", + "plt.show()\n", + "\n", + "fig,ax = plt.subplots()\n", + "fig.set_size_inches(8,8)\n", + "ax.contour(x1_mesh,x2_mesh,kernel_mesh_norm,20,colors=['#80808080'])\n", + "ax.contourf(x1_mesh,x2_mesh,kernel_mesh_norm,256,cmap=my_colormap)\n", + "ax.set_ylim([-2,2])\n", + "ax.set_xlim([-2,2])\n", + "ax.set_xlabel('')\n", + "ax.set_ylabel('')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FC6aMMEyjMLb", + "outputId": "9b83f501-4277-4c31-f360-e1002cff88cd" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1.7763568394002505e-15" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x1_mesh[0,40]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 843 + }, + "id": "E-m34Sdq8G0P", + "outputId": "0b7b79a9-4075-4c59-d9ab-736e771596e3" + }, + "outputs": [ + { + "data": { + "image/png": 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KdEhxZmYmnTp1IikpicjIyLMe4/7fWiN33303jz/+OI0aNWL48OHcddddzJkz56zPSUhIID09Pfe2d+/eIjsHqypVMkv2g8ayiIgInDwJU6aY9rBhEBpqN08x8qgfKTIykuDgYPbv35/v/v3791OpUqUzjt+xYwe7d++mbdu2ufflFCghISGkpqYSHR1NSEgI9erVy/fcv/zlL6xdu/asOcLCwggLC/Mkuu8aOhTmzIG1a2HNGrj5ZtuJRETElldegZ9+gipVoFs322mKlUc9LKGhoTRu3Jjk5OTc+9xuN8nJyTRv3vyM4+vWrcvmzZtJSUnJvbVr147WrVuTkpJCdHQ0oaGhNG3alNTU1HzP3b59OzVq1CjgafmRKlWgRw/THj/ebhYREbHn1ClITDTtoUPNkIEA4vFInfj4eLp06UKTJk1o1qwZM2fO5OjRo3Tt2hWAzp07U7VqVRITEwkPD6d+/fr5nl++fHmAfPcPGTKEuLg4brrpJlq3bs3y5ct59913Wb16dcHPzJ8MG2a2DV+1Cj79FM4yNVxERPzcggWwezdUrAg9e9pOU+w8Llji4uI4ePAgY8aMIS0tjUaNGrF8+fLcgbh79uwhyMPV9jp06MCcOXNITEykf//+XHXVVbz11lvceOONnsbzT9HR0LWrKVomTIAPP7SdSEREitPvv8PkyaY9ZAiUKmU3jwUer8PijfxyHZY/2r0b6tQx/2g//xzOcglORET81IIF0KkTVKhgPg/KlLGdqFAU2TosYlHNmtCli2lrLIuISODIzoZJk0w7Pt5vihVPqWDxJSNGmOWXly+HC9y/SUREfNybb8J335nNcXO2bQlAKlh8Sa1apksQ1MsiIhII3G6YONG0Bw4Efx32cAFUsPiaESPMFuLvvw8bNthOIyIiRWnpUtiyxRQq/fvbTmOVChZfU6cOPPigaauXRUTEfzmOmRkK0K8fXHKJ3TyWqWDxRaNGgcsFy5bBN9/YTiMiIkXhvfcgJQVKlzaXgwKcChZfdNVVcP/9pp1zbVNERPzH6b0rvXvDOfbjCyQqWHxVTi/L22/Dpk2204iISGFasQK++gpKloTBg22n8QoqWHxVvXpw332mnVOFi4iI73McGDfOtB97zCzFLypYfNro0ebnW2/Bt9/azSIiIoVj5Ur44guzueGQIbbTeA0VLL6sfn2499781zpFRMR3nd678sgjUKmS3TxeRAWLrxszxvxcvBi2brWbRURELs7q1fDZZxAWBkOH2k7jVVSw+LoGDaBDB1OVa8aQiIhvy1lfq0cPqFLFbhYvo4LFH+T0sixcaPabEBER3/PJJ6aHpUQJGDbMdhqvo4LFHzRqBHffrV4WERFfljMWsVs3iI62m8ULqWDxFzkzhl5/HbZvt5tFREQ88/nnZnZQSAgMH247jVdSweIvGjeGu+7Kv7OniIj4hpzelYcfhpo1bSbxWipY/MnYsebna6/B99/bzSIiIhdm/XpYvhyCgyEhwXYar6WCxZ80aQJ33GF6WSZNsp1GREQuRM66K506Qa1adrN4MRUs/ianl2XBAtixw24WERE5v6+/hg8+gKAgGDnSdhqvpoLF3zRrBrfdBtnZ6mUREfF2OeuudOwIV1xhN4uXU8Hij3J6WV59FXbutJtFRETObuNGePdd07syapTtNF5PBYs/uv56aNNGvSwiIt4sp3flgQfgyivtZvEBKlj8VU4vyyuvqJdFRMTbpKTAO++Ay6XelQukgsVfNW+uXhYREW+V07sSFwd169rN4iNUsPgzjWUREfE+mzbBkiWmdyVnlXL5UypY/Fnz5nDrrfD77zB5su00IiICeava3ncf1KtnN4sPUcHi7zSWRUTEe2zZAm++adrqXfGIChZ/16KFellERLxFTu/KvfdC/fp2s/gYFSyB4PRell277GYREQlU334Lb7xh2upd8ZgKlkDQogX89a/qZRERsWnCBHAcuOceaNjQdhqfo4IlUOT0srz8snpZRESK29atsHixaY8ZYzeLj1LBEihuuEG9LCIituT0rnTooN6VAlLBEkjUyyIiUvy2boVFi0xbvSsFpoIlkJzey6LVb0VEisfEiaZ3pX17aNTIdhqfpYIl0DzxhPmpdVlERIretm2wcKFpq3floqhgCTSnr8uiXhYRkaJ1eu/KtdfaTuPTVLAEIvWyiIgUve++g9dfN231rlw0FSyBSDs5i4gUvZzelbvvVu9KIVDBEqhO72XZscNqFBERv5Oaqt6VQqaCJVBdfz3cdpt6WUREisKECeB2Q9u2cN11ttP4BRUsgSynl+XVV9XLIiJSWE4fu5Lzd1YumgqWQBYTA7ffbnpZJk60nUZExD/k9K60a6felUKkgiXQ5VT/8+fDDz9YjSIi4vPUu1JkVLAEumbN4I47TC/LhAm204iI+LacPYM0M6jQqWCRvG8BCxbA9u1Wo4iI+Kxt2/J6V3L2bpNCo4JFoGlTM5Ld7Ybx422nERHxTTm9K1rVtkioYBEjp5fl9dfNNVgREblwW7dqz6AipoJFjOuuM98K1MsiIuI59a4UORUskienl2XhQvj2W6tRRER8xtatsGiRaWvsSpFRwSJ5GjaEe+813xLUyyIicmHGjzd/Nzt0gEaNbKfxWypYJL+cbweLF8PmzXaziIh4u2+/NX8vQb0rRUwFi+R3zTVw332mPW6c3SwiIt5u3DjTu3LPPaaXWopMgQqW2bNnU7NmTcLDw4mJiWH9+vUX9LyFCxficrlo3779OY959NFHcblczJw5syDRpDCMHQsuF7z1FvznP7bTiIh4p82b4Y03TFu9K0XO44Jl0aJFxMfHM3bsWDZu3EjDhg1p06YNBw4cOO/zdu/ezeDBg2nZsuU5j1myZAlffPEFVapU8TSWFKarr4a4ONPW0tIiImeX0wt9333QoIHdLAHA44JlxowZ9OzZk65du1KvXj3mzJlDqVKlmDdv3jmfk52dTceOHRk3bhy1atU66zH79u2jX79+vPbaa5QoUcLTWFLYxo6FoCBYuhQ2brSdRkTEu6SkmF5ol0u9K8XEo4IlKyuLDRs2EBsbm/cCQUHExsaybt26cz5v/PjxVKxYke7du5/1cbfbTadOnRgyZAhXX331n+Y4efIkGRkZ+W5SyOrWhQcfNG39xygikl9O70pcnOmVliLnUcFy6NAhsrOziYqKynd/VFQUaWlpZ33O2rVrmTt3LklJSed83SeffJKQkBD69+9/QTkSExOJiIjIvUVHR1/4SciFGzMGgoPhvffgAscpiYj4vY0bTe+zy6VVbYtRkc4SyszMpFOnTiQlJREZGXnWYzZs2MAzzzzDyy+/jMvluqDXTUhIID09Pfe2d+/ewowtOerUgU6dTFv/UYqIGDlj+x54AP7yF6tRAkmIJwdHRkYSHBzM/v37892/f/9+KlWqdMbxO3bsYPfu3bRt2zb3PrfbbX5xSAipqal8+umnHDhwgOrVq+cek52dzaBBg5g5cya7d+8+43XDwsIICwvzJLoU1OjRZhfnFSvgs8/ghhtsJxIRsefrr+Hdd80YP32RK1Ye9bCEhobSuHFjkpOTc+9zu90kJyfTvHnzM46vW7cumzdvJiUlJffWrl07WrduTUpKCtHR0XTq1IlNmzblO6ZKlSoMGTKEFStWXPwZysWpVQu6djVtjWURkUCX07vSsSNcdZXVKIHGox4WgPj4eLp06UKTJk1o1qwZM2fO5OjRo3T934da586dqVq1KomJiYSHh1O/fv18zy9fvjxA7v0VKlSgQoUK+Y4pUaIElSpV4ir9Y/AOI0fCyy9DcjKsWQOtWtlOJCJS/Navh/ffN2P7Ro+2nSbgeFywxMXFcfDgQcaMGUNaWhqNGjVi+fLluQNx9+zZQ1CQFtD1KzVqQI8e8MILpgt09Woz2ExEJJDk9DJ36mTG+EmxcjmO49gOcbEyMjKIiIggPT2dcuXK2Y7jn376Ca64Ak6ehJUr4ZZbbCcSESk+69ZBixamdyU1FWrXtp3IL3jy+a2uELkw1arBI4+Y9ujRZu8MEZFAkTPAtmtXFSuWqGCRCzd8OISHm28ay5fbTiMiUjw++cT0LJcoAaNG2U4TsFSwyIWrXBl69zbtMWPUyyIi/s9x8gbY9uhhxvSJFSpYxDPDhkHp0mYtgmXLbKcRESlaq1aZHpbQUBgxwnaagKaCRTxTsSLkbKEwZgz8byFAERG/c3rvyiOPmLF8Yo0KFvHc4MFQrhxs2mR2KxUR8Ucffgiff27G7iUk2E4T8FSwiOcuvRTi40177FjIzrabR0SksJ3eu9K7txnDJ1apYJGCGTgQLrkEtm2D11+3nUZEpHC9/z589RWUKmXG7ol1KlikYCIiYMgQ037iCTh1ymocEZFC4zh5667062fG7ol1Klik4Pr1g8sugx074NVXbacRESkcS5fCN99AmTJmzJ54BRUsUnBlypjF5ADGjzfL9ouI+DK3O693ZcAAiIy0m0dyqWCRi/PYY2Yw2p49MHeu7TQiIhdn8WLYssVc9h40yHYaOY0KFrk4JUvCyJGmPWkSHD9uN4+ISEH9/rsZkwemWLnkEqtxJD8VLHLxevSA6tXh559hzhzbaURECua118xOzBUqmMtB4lVUsMjFCwvLu+abmAhHjtjNIyLiqVOnYNw40x461CyOKV5FBYsUjs6d4Yor4OBBeOYZ22lERDzz0kuwaxdERUGfPrbTyFmoYJHCUaJE3reTqVPht9/s5hERuVAnTsCECaadkGA2eBWvo4JFCk9cHFx9NaSnw/TpttOIiFyYpCT46SeoWtVsciheSQWLFJ7g4LxvKTNnmstDIiLe7NgxmDzZtEePNhsdildSwSKFq317aNwYjh6FKVNspxEROb/nn4e0NKhZE7p2tZ1GzkMFixQulwsmTjTt2bNh3z67eUREziUzM++L1dixEBpqN4+clwoWKXxt2sANN5il+idNsp1GROTsnnkG/vtfqFMHHnrIdhr5EypYpPC5XHmFSlKSmSooIuJNfvsNpk0z7XHjICTEbh75UypYpGi0agWxsWap65zpziIi3mLqVDOj8ZprzAxH8XoqWKTo5IxlmT8fvvvObhYRkRz79+ctcDlhAgTpo9AX6F2SohMTA+3a5d+uXUTEtsREM525WTPzN0p8ggoWKVoTJpgxLW+8ARs32k4jIoFu71544QXTnjjR/H0Sn6CCRYpWgwbwwAOmPWqU3SwiIhMmQFZW3jg78RkqWKTojRtnVsH997/h009tpxGRQPXDDzBvnmmrd8XnqGCRonfFFdC9u2mPGAGOYzePiASmceMgOxtuuw1uvNF2GvGQChYpHqNHQ1gYrF0LK1bYTiMigebbb+G110w7Zwaj+BQVLFI8qlWDPn1Me+RI9bKISPEaM8b83bnnHrPfmfgcFSxSfIYPhzJlzGyht9+2nUZEAsXXX5u/OS4XjB9vO40UkAoWKT6XXQbx8aY9apS5liwiUtRGjjQ/H3oIrr7abhYpMBUsUrzi4+HSS83Kt/Pn204jIv5u9Wr48EOzV9ATT9hOIxdBBYsUr4gIc2kIzB+PkyetxhERP+Y4eb0rvXpBrVp288hFUcEixa9PH6hcGX78Ef7xD9tpRMRfvf8+fP45lCyphSv9gAoWKX6lSsHYsaY9cSIcOWI3j4j4H7c7r3elXz/zJUl8mgoWsaNbN7Og3MGDMHOm7TQi4m8WL4ZNm6BcORg2zHYaKQQqWMSOEiXyphdOnQr//a/dPCLiP06dMotVAgwZYgb6i89TwSL2xMVBw4aQkQFTpthOIyL+4uWXzb5Bl10GAwbYTiOFRAWL2BMUBJMnm/asWfDTT3bziIjvO3HC7BkEZgxL2bJ280ihUcEidt1+O7RsaaY3awVKEblYL7wA+/ZBdDQ88ojtNFKIVLCIXS4XJCaa9rx5sH273Twi4rsyMvJ6bceOhfBwu3mkUKlgEftuuAHuusss1Z8zUE5ExFMzZsChQ3DVVdCli+00UshUsIh3mDTJ9LYsXmw2RxQR8cSBAzB9umlPmmSW4he/ooJFvEODBvDgg6adkGA3i4j4nsmTzSKUTZrAPffYTiNFQAWLeI/x4836LB9+CB9/bDuNiPiK3bvNYFswSyS4XFbjSNFQwSLeo1atvFH9w4ebjctERP7ME09AVhbExsItt9hOI0VEBYt4l1GjoHRp+OoreOst22lExNtt2QKvvmraOTOExC+pYBHvEhUFgwaZ9ogRZoltEZFzGTXK9Mbeey80bWo7jRQhFSzifQYNgshI+P57szaLiMjZrFsH77xjVs2eONF2GiliBSpYZs+eTc2aNQkPDycmJob169df0PMWLlyIy+Wiffv2ufedOnWKYcOGcc0111C6dGmqVKlC586d+fnnnwsSTfxBuXJ567GMGwfHjtnNIyLex3HMWDeArl2hbl27eaTIeVywLFq0iPj4eMaOHcvGjRtp2LAhbdq04cCBA+d93u7duxk8eDAtW7bMd/+xY8fYuHEjo0ePZuPGjbz99tukpqbSrl07T6OJP3nkEahZE375BZ55xnYaEfE2y5fDJ59AWJhZ1Vb8nstxPJuKERMTQ9OmTXnuuecAcLvdREdH069fP4bnVLt/kJ2dzU033US3bt349NNPOXz4MEuXLj3n7/jqq69o1qwZP/74I9WrV//TTBkZGURERJCenk65cuU8OR3xZgsWQKdOEBEBO3dqi3gRMdxuuPZa2LTJXEKeNs12IikgTz6/PephycrKYsOGDcTGxua9QFAQsbGxrFu37pzPGz9+PBUrVqR79+4X9HvS09NxuVyUL1/+rI+fPHmSjIyMfDfxQw8+aBaUS0/P229IRORf/zLFSkSEFpoMIB4VLIcOHSI7O5uoqKh890dFRZGWlnbW56xdu5a5c+eSlJR0Qb/jxIkTDBs2jAceeOCc1VZiYiIRERG5t+joaE9OQ3xFUFBeoTJrFuzdazePiNh38qSZGQRmDEuFCnbzSLEp0llCmZmZdOrUiaSkJCIjI//0+FOnTvH3v/8dx3F4IWfVwrNISEggPT0997ZXH2T+6/bboVUr80dqzBjbaUTEthdegB9/hCpVoH9/22mkGHm0O1RkZCTBwcHs378/3/379++nUqVKZxy/Y8cOdu/eTdu2bXPvc7vd5heHhJCamkrt2rWBvGLlxx9/5OOPPz7vtaywsDDCwsI8iS6+yuWCJ5+E66+HV16B+Hi45hrbqUTEhvT0vOnLTzwBpUpZjSPFy6MeltDQUBo3bkxycnLufW63m+TkZJo3b37G8XXr1mXz5s2kpKTk3tq1a0fr1q1JSUnJvZSTU6x8//33rFy5kgrq4pPTxcTA3/6WfxqjiASeqVPhv/+Fq64yU5kloHi8/3Z8fDxdunShSZMmNGvWjJkzZ3L06FG6/u8fT+fOnalatSqJiYmEh4dTv379fM/PGUibc/+pU6f429/+xsaNG3nvvffIzs7OHQ9z6aWXEhoaejHnJ/5i8mRYuhQ++ABWrYLWrW0nEpHi9Msv8PTTpp2YCCEef3yJj/P4HY+Li+PgwYOMGTOGtLQ0GjVqxPLly3MH4u7Zs4egoAvvuNm3bx/Lli0DoFGjRvkeW7VqFTfffLOnEcUf1alj1maZPRuGDoUvvzSDckUkMIwfbxaRvP56OG3xUQkcHq/D4o20DkuAOHAAateGI0dg4UKIi7OdSESKw/btUK8eZGfDmjVw0022E0khKbJ1WESsqlgRhgwx7REjzHbyIuL/Ro40xcpdd6lYCWAqWMS3xMebHZ137oR//MN2GhEpal9+CW++aWYMTp5sO41YpIJFfEuZMmY6I5hr2lrlWMR/OU5er2rnzlrSIMCpYBHf0707XHklHDpkpjmKiH9691349FMID4cJE2ynEctUsIjvKVEib8n+GTPg55/t5hGRwvf773nrLg0cCNqCJeCpYBHf1KEDtGhhpjlqyX4R//PSS7Btm9krSAtGCipYxFe5XHlbys+bB5s3280jIoXn6NG8LyKjR5tdmSXgqWAR39W8ed6S/UOH2k4jIoVlxgxIS4NateCxx2ynES+hgkV8W2KiGdOyfDmsXGk7jYhcrP374amnTHvyZND2LPI/KljEt11xRd43sCFD4H+7gYuIjxo/3qxm3bQp3Hef7TTiRVSwiO/LucadkgILFthOIyIFlZqatyDkU09pvzDJR/8axPdFRpql+sEs4X38uN08IlIwI0bkLcGvjW/lD1SwiH/o3x+qV4effoKZM22nERFPffopvP226VWZMsV2GvFCKljEP4SHw6RJpp2YCAcP2s0jIhfO7YZBg0y7Rw+4+mq7ecQrqWAR//Hgg3DddZCZmbffkIh4v0WL4KuvzF5h48fbTiNeSgWL+I+gIJg+3bT/8Q+zSqaIeLcTJyAhwbSHDze7sYuchQoW8S833wx3320G7mkxORHv9+yz8OOPULUqPP647TTixVSwiP956ikICYH33tNiciLe7ODBvLFnkydDqVJ284hXU8Ei/ufKK6F3b9MeNMj0toiI9xk/HjIy4Npr4aGHbKcRL6eCRfzTmDFQvjxs2gQvv2w7jYj8UWoqzJlj2tOmaZE4+VP6FyL+qUKFvN1eR40yS32LiPcYNgx+/90sEvd//2c7jfgAFSziv/r0gdq1za6vOZupiYh9a9bAO+9AcDBMnWo7jfgIFSziv0JD8wqVadNg7167eUTEjCnLmQ3UqxfUrWs3j/gMFSzi3zp0gJYtzf5CI0faTiMir74K33wD5crBuHG204gPUcEi/s3lghkzTHv+fPj6a7t5RALZkSN5G5WOHg2XXWY3j/gUFSzi/5o0gU6dTHvgQHAcq3FEAtaTT5oxZbVrQ79+ttOIj1HBIoEhMdEsSvXZZ2bfEhEpXnv2mLFkYAbahoXZzSM+RwWLBIaqVc0+JWCW7D9+3G4ekUCTkGD2DWrVCtq3t51GfJAKFgkcgwZBdLSZLZTzTU9Eit4XX8C//mXGlD39tPkp4iEVLBI4SpXKm+Y8ZQrs22c3j0ggcJy8acxdu5pl+EUKQAWLBJa4OGjRAo4dy9vSXkSKzsKFpoeldGmYONF2GvFhKlgksLhcMHOmac+fD19+aTWOiF87ftwswQ/mC0LlynbziE9TwSKBp2lT6NLFtDXNWaToTJ1qxoxVrw7x8bbTiI9TwSKBafJk00X9xRfw+uu204j4n717zVgxMIVLyZJ284jPU8EigalKlbwxLEOHwtGjdvOI+Juc5QNuugnuu892GvEDKlgkcMXHQ82aZrZQYqLtNCL+49NPzWDboCB45hlNY5ZCoYJFAlfJknn7DE2dCjt22M0j4g+ys6F/f9Pu2RMaNbIaR/yHChYJbO3bQ2wsZGWZheVE5OLMmwcpKVC+PEyYYDuN+BEVLBLYXC7TZR0cDO+8AytW2E4k4rsOH87bjfmJJ7QbsxQqFSwi9erl7Rw7YIDpbRERz40bB4cOmf+meve2nUb8jAoWEYCxY823wdRUeO4522lEfM+2bXn/7cycCSVKWI0j/kcFiwiY6+05M4WeeALS0mymEfEtOfsF/f473H03/PWvthOJH1LBIpKja1do0gQyM7XPkIgncsZ/hYbC9Om204ifUsEikiMoCGbNMu2XX9Y+QyIX4tgxs8UFwJAhULu21Tjiv1SwiJzu+uvz9hnq29esKSEi5/bkk/DjjxAdrZ5JKVIqWET+aMoUKFcOvv4aXnzRdhoR77VjhylYAJ5+2uzPJVJEVLCI/FGlSnkLXiUkmGmaInKmgQPh5Emz+OI999hOI35OBYvI2fTuDQ0awG+/qZtb5Gzee8/cQkLM2C/tFyRFTAWLyNmEhMDs2ab94ovwxRd284h4kxMnzCKLYKYz161rN48EBBUsIudy4415A3D79NEAXJEcU6fCzp1QpQqMHm07jQQIFSwi5/PkkxARARs3wj//aTuNiH27d8PkyaY9bRqULWs1jgQOFSwi5xMVBZMmmfaIEXDwoN08IrYNHGguCbVqBfffbzuNBBAVLCJ/5tFH4dprzU60w4fbTiNiz7vvmlVtQ0LMvkEaaCvFqEAFy+zZs6lZsybh4eHExMSwfv36C3rewoULcblctG/fPt/9juMwZswYKleuTMmSJYmNjeX7778vSDSRwhccnDcAd948+Pxzu3lEbDh6NG9X88cfh/r17eaRgONxwbJo0SLi4+MZO3YsGzdupGHDhrRp04YDBw6c93m7d+9m8ODBtGzZ8ozHnnrqKZ599lnmzJnDl19+SenSpWnTpg0nTpzwNJ5I0WjeHLp3N+1HHoFTp+zmESluEyfmrWg7ZoztNBKAPC5YZsyYQc+ePenatSv16tVjzpw5lCpVinnz5p3zOdnZ2XTs2JFx48ZRq1atfI85jsPMmTMZNWoUd999Nw0aNODVV1/l559/ZunSpR6fkEiRefJJqFABtmwxq3qKBIqtW80AWzBrrpQpYzePBCSPCpasrCw2bNhAbGxs3gsEBREbG8u6devO+bzx48dTsWJFuud8Qz3Nrl27SEtLy/eaERERxMTEnPM1T548SUZGRr6bSJGrUCHvj/YTT5jZEiL+znHgscfg99+hbVu4+27biSRAeVSwHDp0iOzsbKKiovLdHxUVRVpa2lmfs3btWubOnUtSUtJZH895nievmZiYSERERO4tOjrak9MQKbguXczsiOPHzeaIjmM7kUjRevVV+OQTKFkSnn3WdhoJYEU6SygzM5NOnTqRlJREZGRkob1uQkIC6enpube9e/cW2muLnJfLBXPmQIkS8P778PbbthOJFJ1ff4XBg0177FioWdNqHAlsIZ4cHBkZSXBwMPv37893//79+6lUqdIZx+/YsYPdu3fTtm3b3Pvcbrf5xSEhpKam5j5v//79VK5cOd9rNmrU6Kw5wsLCCAsL8yS6SOGpWxeGDTODEPv3h1tv1eJZ4p9yNv+sV8/MDBKxyKMeltDQUBo3bkxycnLufW63m+TkZJo3b37G8XXr1mXz5s2kpKTk3tq1a0fr1q1JSUkhOjqayy+/nEqVKuV7zYyMDL788suzvqaIVxgxAmrXhp9/1tLk4p/Wrctb3fmFFyA01G4eCXge9bAAxMfH06VLF5o0aUKzZs2YOXMmR48epWvXrgB07tyZqlWrkpiYSHh4OPX/MFe/fPnyAPnuHzhwIBMnTqROnTpcfvnljB49mipVqpyxXouI1yhZEp5/Htq0MbMmOneG666znUqkcGRlQc+epv3ww3DTTVbjiEABCpa4uDgOHjzImDFjSEtLo1GjRixfvjx30OyePXsICvJsaMzQoUM5evQovXr14vDhw9x4440sX76c8PBwT+OJFJ9bbzVLky9cCL16wZdfmkXmRHzdU0/Bt99CZGTezDgRy1yO4/vTHDIyMoiIiCA9PZ1y5crZjiOBJC3NjGlJT4fp0yE+3nYikYuTmgoNGphelgULoGNH24nEj3ny+a29hEQuRqVKed9AR42CnTvt5hG5GG636S3MyjKXOx980HYikVwqWEQuVvfucPPNZm2WRx7R2iziu+bNM2uulCplpu9rc0PxIipYRC6WywVJSRAeDitXwiuv2E4k4rm0NBgyxLQnTNCaK+J1VLCIFIYrroBx40w7Ph7+sFaRiNfr3x8OH4bGjU1bxMuoYBEpLPHxcO218Ntv+oMvvuXdd+GNN8wst6QkCPF4AqlIkVPBIlJYQkJg7lzzR3/xYli2zHYikT+XkQG9e5t2TtEt4oVUsIgUpmuvzdt75bHHzHRnEW82ZAj89BPUqmV2IRfxUipYRArb2LFmTMvPP8PQobbTiJzbypV5y+/PnWtmB4l4KRUsIoWtZEkzDgDMh8FHH9nNI3I2mZnQo4dp9+5tpuaLeDEVLCJF4eaboU8f0+7e3YwTEPEmw4bBjz+a6ctPPmk7jcifUsEiUlSmTIHLL4e9e/PGtYh4g48/NjswA7z4IpQpYzePyAVQwSJSVMqUgZdeMu2kJFixwm4eEYAjR/IuBT3yCNxyi908IhdIBYtIUWrVKm9Nlh49NGtI7EtIgF27oHp1syuziI9QwSJS1CZPhtq1zdRR7eYsNq1ZA889Z9pJSaDd7cWHqGARKWqlS5tLQy6X2Vzugw9sJ5JAlJkJ3bqZdo8ecOutdvOIeEgFi0hxaNkSBgww7Z49zfL9IsUpPh527jSXgqZNs51GxGMqWESKy6RJUKeOWVCuXz/baSSQLFtmZgO5XPDqqxARYTuRiMdUsIgUl1KlzIdFcDC89hq8/rrtRBIIDhzImxU0aJAZCC7ig1SwiBSn66+HUaNM+7HHYM8eu3nEvzmOuQR58CBccw1MnGg7kUiBqWARKW4jR0JMjJni3LkzZGfbTiT+6qWXzOWg0FBYsADCwmwnEikwFSwixa1ECfPhUbq0mWY6Y4btROKPdu7MG+g9cSI0aGA3j8hFUsEiYsMVV8Azz5j2yJGQkmI1jviZ7GzTe3fkCNx0k9b/Eb+ggkXElm7doH17OHUKOnaE48dtJxJ/MWUKfPYZlC0Lr7xiBnqL+DgVLCK2uFxmtdFKlWDrVrN7rsjF+uwzGDvWtGfNMrsxi/gBFSwiNkVG5m2QOGsWvPuu3Tzi2379FR54wFwSeughc1lIxE+oYBGx7bbb8gZHPvww7N1rNY74KMeB7t3Nv58rroDnnze9eCJ+QgWLiDd48klo3Nh8Q77/fjOuRcQTs2fD0qVmCvOiRWb8iogfUcEi4g3CwmDxYrN77uefw+jRthOJL0lJMavYAkydCtddZzWOSFFQwSLiLWrVgrlzTfvJJ+Hf/7abR3zDkSMQFwdZWdC2rfapEr+lgkXEm/ztb9C7t2l37gz79tnNI96vTx/Yvh2qVjUDuDVuRfyUChYRbzN9OjRqBIcOmRkfv/9uO5F4qxdfNBtqBgWZzTQrVLCdSKTIqGAR8Tbh4WY8S5ky8Omn8MQTthOJN1q/3vSuAEyYAC1b2s0jUsRUsIh4ozp1zKJyAJMmwTvv2M0j3uXgQXP5MCsL7r4bhg+3nUikyKlgEfFW998P/fubdqdO8N13dvOId/j9d/NvY+9euPJKs/R+kP6Ui//Tv3IRbzZtGrRqBZmZ5pt0errtRGLbiBHw8cdmt++334aICNuJRIqFChYRb1aihBnPEh1tZoJ06gRut+1UYsubb5p1VsDMCLr6art5RIqRChYRb1exovkmHRZm9hoaP952IrFh61bo2tW0Bw+G++6zm0ekmKlgEfEFTZrAP/5h2uPGaRBuoPn1V+jQwSwS17o1JCbaTiRS7FSwiPiKLl3yVjHt1Am2bbObR4pHVhbce6+5JBgdDQsXQkiI7VQixU4Fi4gvmT49bxDuXXfBgQO2E0lRchzo1QtWrzabGb7/vrlEKBKAVLCI+JISJeCNN8y+Qzt3Qrt2cOyY7VRSVBITzbTl4GAz+Pqaa2wnErFGBYuIr7nsMrMx4qWXwpdfwkMPQXa27VRS2BYvhpEjTXvWLLjtNrt5RCxTwSLii668EpYuhdBQWLIEhgyxnUgK0xdfmM0vAQYOhMcesxpHxBuoYBHxVS1bmssFAE8/bb6Fi+/btctc6jt50vycNs12IhGvoIJFxJfdf3/eFNcBAzTd2delpcGtt5q9gq69Fl57zYxfEREVLCI+b9gwM5PEceCBB+Czz2wnkoL49VdTrPzwA9SsaRYJLFPGdioRr6GCRcTXuVwwezbcfjscPw533AFff207lXgiM9O8b5s3Q+XKsHIlVK1qO5WIV1HBIuIPQkLMPjM33QQZGeab+qZNtlPJhThxwmxs+eWXZubXRx9B7dq2U4l4HRUsIv6iVCl47z24/nr47Tf461/hu+9sp5LzOXUK/v53WLXKLAy3fLk2NBQ5BxUsIv6kbFmzRsu115pVcG+5BXbssJ1KziY722y38O67EB5uis2mTW2nEvFaKlhE/E358vDhh+ab+s8/m6Jlzx7bqeR0p06ZBf9ef91cznvrLXM5T0TOSQWLiD+KjDQDN+vUgR9/NDv87tplO5WAGRjdoYPZxLBECfPzjjtspxLxegUqWGbPnk3NmjUJDw8nJiaG9evXn/PYt99+myZNmlC+fHlKly5No0aNmD9/fr5jjhw5Qt++falWrRolS5akXr16zJkzpyDRRCRHpUqQnJy371CLFhqIa1tGhpnN9f77ULIkLFtmdmIWkT/lccGyaNEi4uPjGTt2LBs3bqRhw4a0adOGA+fYNfbSSy9l5MiRrFu3jk2bNtG1a1e6du3KihUrco+Jj49n+fLlLFiwgG3btjFw4ED69u3LsmXLCn5mIgLR0bB2rdk0Ly3NXHZYu9Z2qsB06JC5PLdmDZQrBytWaH8gEQ+4HMdxPHlCTEwMTZs25bnnngPA7XYTHR1Nv379GD58+AW9xnXXXcedd97JhAkTAKhfvz5xcXGMHj0695jGjRtz++23M3HixD99vYyMDCIiIkhPT6dcuXKenI5IYPjtN2jb1iwqFx5udny+6y7bqQLHvn1mqvnWreZy3YoVcN11tlOJWOfJ57dHPSxZWVls2LCB2NjYvBcICiI2NpZ169b96fMdxyE5OZnU1FRuOm2AWYsWLVi2bBn79u3DcRxWrVrF9u3bufXWWz2JJyLncsklZiDunXeadT/at4dXX7WdKjBs2gQ33miKlapV4ZNPVKyIFECIJwcfOnSI7OxsoqKi8t0fFRXFd+dZ7yE9PZ2qVaty8uRJgoODef755/nrX/+a+/isWbPo1asX1apVIyQkhKCgIJKSkvIVNac7efIkJ0+ezP3fGRkZnpyGSGAqVcrs7NyjhylWunSBn36ChASzWq4UvjfegIcfhmPH4IorzKJwNWvaTiXik4plllDZsmVJSUnhq6++YtKkScTHx7N69ercx2fNmsUXX3zBsmXL2LBhA9OnT6dPnz6sXLnyrK+XmJhIRERE7i06Oro4TkPE95UoAS+9BPHx5n+PHGkGfaroL1xut/n/9u9/N8XKX/9qVrJVsSJSYB6NYcnKyqJUqVK8+eabtG/fPvf+Ll26cPjwYd65wJ1ie/Towd69e1mxYgXHjx8nIiKCJUuWcOedd+Y75qeffmL58uVnPP9sPSzR0dEawyJyoRwH/vlP6NfPrAly1VWm9+Uvf7GdzPelp5s1Vt57z/zvQYNgyhSz3oqI5FNkY1hCQ0Np3LgxycnJufe53W6Sk5Np3rz5Bb+O2+3OLThOnTrFqVOnCArKHyU4OBi3233W54eFhVGuXLl8NxHxgMsFjzwCn35qxlWkpkKzZmY/Iim4776DmBhTrISHw/z5MG2aihWRQuDxJaH4+HiSkpJ45ZVX2LZtG4899hhHjx6la9euAHTu3JmEhITc4xMTE/noo4/YuXMn27ZtY/r06cyfP5+HHnoIgHLlytGqVSuGDBnC6tWr2bVrFy+//DKvvvoqHTp0KKTTFJGziomBjRvNwnJHjsB998HQoabXRS5cdjY8/bTZEiE1FapVM9PH//d3TkQunsdlf1xcHAcPHmTMmDGkpaXRqFEjli9fnjsQd8+ePfl6S44ePUrv3r356aefKFmyJHXr1mXBggXExcXlHrNw4UISEhLo2LEjv/76KzVq1GDSpEk8+uijhXCKInJeFSuaGUQjRsDUqeb24Ycwdy40bmw7nff7/nvo2tVMGQczXmX+fPjD5AQRuTger8PijbQOi0gheest6NULfv0VgoPN4NwnnjAzjCQ/txtmzTKzrI4fhzJlYPp06NlTs65ELlCRjWERET93772wbRvExZnLHFOnQsOGcNqsPgE2bzaX0QYONMXKLbfAli2m2FOxIlIkVLCISH4VK5oN+ZYtMwNyf/jBfDh37w5799pOZ9eOHWZcSsOGZgG40qXhhRfM+io1athOJ+LXVLCIyNm1bQvffgs5Y8nmzTOLn/XpYxacCyS//AK9e0PduvDaa2Za+N//bnpaHn1UvSoixUAFi4icW0SE6UFYuxZuvhmysuD556F2bejb1/8Llx9+gCFDzPm+8AL8/rvZsHDDBli0CC6/3HZCkYChgkVE/twNN8CqVebWqpUpXGbPNh/kXbvCxx+bMS/+4NgxM8vn5puhTh2zjsrx49Cihdlp+d//1l5AIhZolpCIeG71ahg71ozjyFG1Kjz4IHTqBNdcYy1agZw8CevWmV6Tf/0rb6uCoCBo08ZcBrvjDl36ESlknnx+q2ARkYJxHPj8c7OR4uLFcPhw3mPXXGPWI7nhBtMzUamStZhndeoUfP216RlatcqsoXLiRN7jl18O3bqZjQurVbMWU8TfqWARkeJ18iR88AEsWGCWpc/Kyv94rVqmeGna1GwAWL26uZUvX3S9FqdOwW+/wa5dZnG302/btsHRo/mPj4qCW281RcrNN5veFREpUipYRMSeX381xctnn5kemM2bTW/M2ZQtawqXChWgZEmzQF3Oz/BwU8y43ebmOOZndrYpRrKy8v88etQUKIcPm59/LEj+6NJLzXTt//s/87NuXV3yESlmKlhExHukp8MXX5gCZvNms5bLnj1w8GDx/P4qVeDKK80A2pzbVVeZm3pRRKzy5PNbW4iKSNGKiDADV9u0yX//sWNmWvSPP5pekePHzX05P3PGlAQFmZ6PoKC8W4kSEBqa/2epUnDJJeYyU87PiAjtlCziJ/RfsojYUaqU6fm48krbSUTEB6g/VERERLyeChYRERHxeipYRERExOupYBERERGvp4JFREREvJ4KFhEREfF6KlhERETE66lgEREREa+ngkVERES8ngoWERER8XoqWERERMTrqWARERERr6eCRURERLyeX+zW7DgOABkZGZaTiIiIyIXK+dzO+Rw/H78oWDIzMwGIjo62nEREREQ8lZmZSURExHmPcTkXUtZ4Obfbzc8//0zZsmVxuVyF+toZGRlER0ezd+9eypUrV6iv7S10jv5B5+gfdI7+IxDO82LP0XEcMjMzqVKlCkFB5x+l4hc9LEFBQVSrVq1If0e5cuX89h9cDp2jf9A5+gedo/8IhPO8mHP8s56VHBp0KyIiIl5PBYuIiIh4PRUsfyIsLIyxY8cSFhZmO0qR0Tn6B52jf9A5+o9AOM/iPEe/GHQrIiIi/k09LCIiIuL1VLCIiIiI11PBIiIiIl5PBYuIiIh4PRUsf2L27NnUrFmT8PBwYmJiWL9+ve1IBfbJJ5/Qtm1bqlSpgsvlYunSpfkedxyHMWPGULlyZUqWLElsbCzff/+9nbAFkJiYSNOmTSlbtiwVK1akffv2pKam5jvmxIkT9OnThwoVKlCmTBnuvfde9u/fbylxwbzwwgs0aNAgd6Gm5s2b8+9//zv3cX84x9NNmTIFl8vFwIEDc+/zh3N84okncLlc+W5169bNfdwfzhFg3759PPTQQ1SoUIGSJUtyzTXX8PXXX+c+7ut/d2rWrHnG++hyuejTpw/gH+9jdnY2o0eP5vLLL6dkyZLUrl2bCRMm5Nv/p1jeR0fOaeHChU5oaKgzb94859tvv3V69uzplC9f3tm/f7/taAXywQcfOCNHjnTefvttB3CWLFmS7/EpU6Y4ERERztKlS53//Oc/Trt27ZzLL7/cOX78uJ3AHmrTpo3z0ksvOVu2bHFSUlKcO+64w6levbpz5MiR3GMeffRRJzo62klOTna+/vpr5/rrr3datGhhMbXnli1b5rz//vvO9u3bndTUVGfEiBFOiRIlnC1btjiO4x/nmGP9+vVOzZo1nQYNGjgDBgzIvd8fznHs2LHO1Vdf7fzyyy+5t4MHD+Y+7g/n+Ouvvzo1atRwHn74YefLL790du7c6axYscL54Ycfco/x9b87Bw4cyPcefvTRRw7grFq1ynEc/3gfJ02a5FSoUMF57733nF27djlvvPGGU6ZMGeeZZ57JPaY43kcVLOfRrFkzp0+fPrn/Ozs726lSpYqTmJhoMVXh+GPB4na7nUqVKjlTp07Nve/w4cNOWFiY8/rrr1tIePEOHDjgAM6aNWscxzHnU6JECeeNN97IPWbbtm0O4Kxbt85WzEJxySWXOC+++KJfnWNmZqZTp04d56OPPnJatWqVW7D4yzmOHTvWadiw4Vkf85dzHDZsmHPjjTee83F//LszYMAAp3bt2o7b7fab9/HOO+90unXrlu++e+65x+nYsaPjOMX3PuqS0DlkZWWxYcMGYmNjc+8LCgoiNjaWdevWWUxWNHbt2kVaWlq+842IiCAmJsZnzzc9PR2ASy+9FIANGzZw6tSpfOdYt25dqlev7rPnmJ2dzcKFCzl69CjNmzf3q3Ps06cPd955Z75zAf96H7///nuqVKlCrVq16NixI3v27AH85xyXLVtGkyZNuO+++6hYsSLXXnstSUlJuY/729+drKwsFixYQLdu3XC5XH7zPrZo0YLk5GS2b98OwH/+8x/Wrl3L7bffDhTf++gXmx8WhUOHDpGdnU1UVFS++6Oiovjuu+8spSo6aWlpAGc935zHfInb7WbgwIHccMMN1K9fHzDnGBoaSvny5fMd64vnuHnzZpo3b86JEycoU6YMS5YsoV69eqSkpPjFOS5cuJCNGzfy1VdfnfGYv7yPMTExvPzyy1x11VX88ssvjBs3jpYtW7Jlyxa/OcedO3fywgsvEB8fz4gRI/jqq6/o378/oaGhdOnSxe/+7ixdupTDhw/z8MMPA/7zb3X48OFkZGRQt25dgoODyc7OZtKkSXTs2BEovs8PFSzil/r06cOWLVtYu3at7ShF4qqrriIlJYX09HTefPNNunTpwpo1a2zHKhR79+5lwIABfPTRR4SHh9uOU2Ryvp0CNGjQgJiYGGrUqMHixYspWbKkxWSFx+1206RJEyZPngzAtddey5YtW5gzZw5dunSxnK7wzZ07l9tvv50qVarYjlKoFi9ezGuvvca//vUvrr76alJSUhg4cCBVqlQp1vdRl4TOITIykuDg4DNGc+/fv59KlSpZSlV0cs7JH863b9++vPfee6xatYpq1arl3l+pUiWysrI4fPhwvuN98RxDQ0O54ooraNy4MYmJiTRs2JBnnnnGL85xw4YNHDhwgOuuu46QkBBCQkJYs2YNzz77LCEhIURFRfn8OZ5N+fLlufLKK/nhhx/84n0EqFy5MvXq1ct331/+8pfcS1/+9Hfnxx9/ZOXKlfTo0SP3Pn95H4cMGcLw4cO5//77ueaaa+jUqROPP/44iYmJQPG9jypYziE0NJTGjRuTnJyce5/b7SY5OZnmzZtbTFY0Lr/8cipVqpTvfDMyMvjyyy995nwdx6Fv374sWbKEjz/+mMsvvzzf440bN6ZEiRL5zjE1NZU9e/b4zDmei9vt5uTJk35xjrfccgubN28mJSUl99akSRM6duyY2/b1czybI0eOsGPHDipXruwX7yPADTfccMbSAtu3b6dGjRqAf/zdyfHSSy9RsWJF7rzzztz7/OV9PHbsGEFB+cuF4OBg3G43UIzvY6EN3/VDCxcudMLCwpyXX37Z2bp1q9OrVy+nfPnyTlpamu1oBZKZmel88803zjfffOMAzowZM5xvvvnG+fHHHx3HMdPSypcv77zzzjvOpk2bnLvvvtunphc+9thjTkREhLN69ep80wyPHTuWe8yjjz7qVK9e3fn444+dr7/+2mnevLnTvHlzi6k9N3z4cGfNmjXOrl27nE2bNjnDhw93XC6X8+GHHzqO4x/n+EenzxJyHP84x0GDBjmrV692du3a5Xz22WdObGysExkZ6Rw4cMBxHP84x/Xr1zshISHOpEmTnO+//9557bXXnFKlSjkLFizIPcbX/+44jplBWr16dWfYsGFnPOYP72OXLl2cqlWr5k5rfvvtt53IyEhn6NChuccUx/uoguVPzJo1y6levboTGhrqNGvWzPniiy9sRyqwVatWOcAZty5dujiOY6amjR492omKinLCwsKcW265xUlNTbUb2gNnOzfAeemll3KPOX78uNO7d2/nkksucUqVKuV06NDB+eWXX+yFLoBu3bo5NWrUcEJDQ53LLrvMueWWW3KLFcfxj3P8oz8WLP5wjnFxcU7lypWd0NBQp2rVqk5cXFy+9Un84Rwdx3Heffddp379+k5YWJhTt25d55///Ge+x339747jOM6KFSsc4Ky5/eF9zMjIcAYMGOBUr17dCQ8Pd2rVquWMHDnSOXnyZO4xxfE+uhzntKXqRERERLyQxrCIiIiI11PBIiIiIl5PBYuIiIh4PRUsIiIi4vVUsIiIiIjXU8EiIiIiXk8Fi4iIiHg9FSwiIiLi9VSwiIiIiNdTwSIiIiJeTwWLiIiIeD0VLCIiIuL1/h8vKdHQV7l40AAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(kernel_mesh[40,:],'r-')\n", + "plt.show()\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(kernel_mesh[35,:],'r-')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "u5pyptKPuXNq" + }, + "outputs": [], + "source": [ + "def shallow_kernel(X1, X2, sigma_beta, sigma_omega):\n", + " K = np.zeros((X1.shape[1], X2.shape[1]))\n", + " for c1 in range (X1.shape[1]):\n", + " print(c1)\n", + " for c2 in range (X2.shape[1]):\n", + " predicted_mean_hidden, predicted_cov_hidden, predicted_second_mom_hidden = compute_hidden_mean_covariance(np.ones((1,1))*X1[0,c1]+1e-3,np.ones((1,1))*X1[0,c2]+1e-3, sigma_beta, sigma_omega)\n", + " predicted_cov_output = predicted_second_mom_hidden * sigma_omega * sigma_omega + sigma_beta * sigma_beta\n", + " K[c1,c2] = predicted_cov_output[0,1]\n", + " return K" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "seoiaLiR9uKV", + "outputId": "448540c0-ed70-4b74-c4c3-c23063b490b8" + }, + "outputs": [ + { + "data": { + "image/png": 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E1PXP/Jq2GTNc/ZoTltcID347A9UccQYKaJ64VBKatm51LWx6PVu2SDk5/q4mMFhewz/88f3t1SRyAGhO7Pbm8wXcnETinZImy2vwdza4+DFhAEBIisQ7JSMxNIYrAhQAICRlZ7suV9VMGL+WzSY5HK5+zUUkhsZwRYACAIQku91115lUO0TVPM/Pb15zgSIxNIYrnweoqKgo/fjHP9bOnTt9fWgAQISJtDslIzE0hiuf34W3evVqHTlyRBs2bNBnn33my0MHHXfhAUBwRNqdknWtA+VwuMJTcwuNgRBWC2k2RwQoAECgRFpo9KeQWcagpKREDodDtmvOL1qWpdLSUnXo0MEnxQEAEKlYXiO0eTUHqlOnTjp58mSt9jNnzqhTp05NLgoAACCUeRWgLMuqdfZJks6fP6+4uLgmFwUAABDKjC7hzZw5U5Jks9k0Z84ctWrVyr3N6XSqqKhIGRkZPi0QAAAg1BgFqN27d0tynYHau3evYmJi3NtiYmLUu3dvPfXUU76tEAAAIMQYBagtW7ZIkiZMmKClS5dyJxoAAIhIXt2Ft2rVKl/XAQAIMG6TB7znVYBasGBBg9vnzp3rVTEAgMCoa6HG9HTXKtgs1Ahcn1cLad5+++0ez69cuaLi4mJFR0erS5cu2rVrl88KDCUspAmgOSgokEaOlK79r3/NzdXN8SdSENlCZiHNmsnkV6uqqtL48eN1//33N7koAIB/OJ2uM091/dPZslwhasYMafhwLucBDfHZjwnHx8dr/vz5mjNnjq8OeV0rVqxQx44dFRcXp8zMTG3fvr3B/u+88466d++uuLg43Xbbbfr73/8eoEoBIDRs2+Z52e5aliWVlrr6AaifzwKUJFVWVqqystKXh6zX22+/rZkzZ2revHnatWuXevfurSFDhujEiRN19v/00081evRoTZw4Ubt379aIESM0YsQI7du3LyD1AkAoKC/3bT8gUnk1B+rFF1/0eG5ZlsrLy/XnP/9ZAwYM0JtvvumzAuuTmZmpO++8U8uXL5ckVVdXy+FwaNq0aZo1a1at/qNGjdKFCxf07rvvutvuuusuZWRkaOXKlY16TeZAAQh3W7dKAwdev9+WLfwOG5qPkJkDtWTJEo/nUVFRSk5O1rhx4zR79myfFNaQy5cva+fOnR6vFRUVpdzcXBUWFta5T2FhoXsl9RpDhgzR+vXr632dS5cu6dKlS+7nVVVVTSscAIIsO9t1t11ZWd3zoGw21/bs7MDXBoQTrwJUcXGx+3/XnMCq67fx/OXUqVNyOp1KSUnxaE9JSdHBgwfr3KeioqLO/hUVFfW+zsKFCzV//vymFwwAIcJudy1VMHKkKyxdHaJq/jOen88EcuB6vJ4D9eqrr6pnz56Ki4tTXFycevbsqVdeecWXtQXd7Nmz3fO6KisrVVpaGuySAKDJ8vJcSxW0b+/Znp7OEgZAY3l1Bmru3Ll64YUXNG3aNGVlZUlyXSJ74oknVFJSct2FNpsqKSlJdrtdx48f92g/fvy4UlNT69wnNTXVqL8kxcbGKjY2tukFA0CIyctzLVXASuSAd7yaRJ6cnKwXX3xRo0eP9mh/6623NG3aNJ06dcpnBdYnMzNT/fr107JlyyS5JpF36NBBU6dOrXcS+cWLF/W3v/3N3da/f3/16tWLSeQAADRjITOJ/MqVK+rbt2+t9j59+ui7775rclGNMXPmTI0bN059+/ZVv379lJ+frwsXLmjChAmSpLFjx6p9+/ZauHChJGn69OkaMGCAnn/+eQ0bNkxr1qzR559/rpdeeikg9QIAgObDqzlQDz/8sP74xz/Wan/ppZc0ZsyYJhfVGKNGjdLixYs1d+5cZWRkaM+ePdqwYYN7onhJSYnKr1rIpH///nrzzTf10ksvqXfv3lq7dq3Wr1+vnj17BqReAADQfHh1CW/atGl6/fXX5XA4dNddd0mSioqKVFJSorFjx6pFixbuvi+88ILvqg0yLuEBABB+QuYS3r59+3THHXdIkg4fPizJNbE7KSnJY2XvQC5tAAAAECheBagtW7b4ug4AAICw4dUcqJKSEtV35a+kpKRJBQEAAIQ6rwJUp06ddPLkyVrtp0+fVqdOnZpcFAAAQCjzKkBZllXn/Kbz588rLi6uyUUBAACEMqM5UDU/xmuz2TRnzhy1atXKvc3pdKqoqEgZGRk+LRAAACDUGAWo3bt3S3Kdgdq7d69iYmLc22JiYtS7d2899dRTvq0QAAAgxBgFqJq77yZMmKClS5eyFhIAAIhIXi1jsGrVKl/XAQAAEDa8ClALFixocPvcuXO9KgYAACAceBWg1q1b5/H8ypUrKi4uVnR0tLp06UKAAgAAzZpXAapmMvnVqqqqNH78eN1///1NLgoAACCUebUOVF3i4+M1f/58zZkzx1eHBAAACEk+C1CSVFlZqcrKSl8eEgAAIOR4dQnvxRdf9HhuWZbKy8v15z//Wffcc49PCgMAAAhVXgWoJUuWeDyPiopScnKyxo0bp9mzZ/ukMAAAgFDlVYAqLi6WJJ08eVI2m01JSUk+LQoAEFmcTmnbNqm8XEpLk7KzJbs92FUB9TOeA3X27FlNmTJFSUlJSk1NVUpKipKSkjR16lSdPXvWDyUCAJqzggKpY0dp4EDpoYdcf3bs6GoHQpXNsiyrsZ3PnDmjrKwslZWVacyYMbrlllskSV988YXefPNNORwOffrpp7rxxhv9VnAwVVVVKSEhQZWVlfyMDQD4QEGBNHKkdO03kc3m+nPtWikvL/B1oXnxx/e3UYCaMWOGNm3apA8++EApKSke2yoqKjR48GANGjSo1hyp5oIABQC+43S6zjQdPVr3dptNSk+Xiou5nIem8cf3t9ElvPXr12vx4sW1wpMkpaamatGiRbVWKQcAoC7bttUfniTXWanSUlc/INQYBajy8nLdeuut9W7v2bOnKioqmlwUAKD5Ky/3bT8gkIwCVFJSko4cOVLv9uLiYrVp06apNQEAIkBamm/7AYFkFKCGDBmi3/zmN7p8+XKtbZcuXdKcOXM0dOhQnxUHAGi+srNdc5xqJoxfy2aTHA5XPyDUGE0iP3r0qPr27avY2FhNmTJF3bt3l2VZOnDggP7zP/9Tly5d0ueffy6Hw+HPmoOGSeQA4Fs1d+FJnnficRcefCnod+FJrst0v/jFL/S///u/qtnVZrPp7rvv1vLly9W1a1efFBaKCFAA4OLLhS8LCqTp0z0nlDscUn4+4Qm+ERIBqsY///lPffnll5Kkrl27RsTcJwIUANQdeNLTpaVLvQ88rEQOfwqpABWJCFAAIh0LXyIcBX0dKABA5HI6XWee6vpnd03bjBmufkBzR4ACADQKC18C3yNAAQAahYUvge8RoAAAjcLCl8D3CFAAgEZh4UvgewQoAECj2O2upQqk2iGq5nl+PssPIDIQoAD4jdMpbd0qvfWW60/uzgp/eXmupQrat/dsT09nCQNEluhgFwCgefLHYosIDXl50vDhLHyJyMZCmgZYSBNoHBZbBBBKWEgTQMhjsUUAkYAABcCnWGwRQCQgQAHwKRZbBBAJCFAAfIrFFgFEAgIUAJ9isUUAkYAABcCnWGwRQCQgQAHwORZbBNDcsZAmAL9gsUUAzRkBCoDf2O1STk6wqwAA3+MSHgAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgKGwDFBnzpzRmDFjFB8fr8TERE2cOFHnz59vsP+0adPUrVs3tWzZUh06dNAvf/lLVVZWBrBqAADQXIRlgBozZoz279+vjRs36t1339VHH32kyZMn19v/2LFjOnbsmBYvXqx9+/Zp9erV2rBhgyZOnBjAqgEAQHNhsyzLCnYRJg4cOKAePXpox44d6tu3ryRpw4YNuvfee3X06FG1a9euUcd555139O///u+6cOGCoqOjG7VPVVWVEhISVFlZqfj4eK/HAAAAAscf399hdwaqsLBQiYmJ7vAkSbm5uYqKilJRUVGjj1Pzf2JD4enSpUuqqqryeAAAAIRdgKqoqFDbtm092qKjo9WmTRtVVFQ06hinTp3Sb3/72wYv+0nSwoULlZCQ4H44HA6v6wYAAM1HyASoWbNmyWazNfg4ePBgk1+nqqpKw4YNU48ePfTss8822Hf27NmqrKx0P0pLS5v8+gAAIPw1bvJPADz55JMaP358g306d+6s1NRUnThxwqP9u+++05kzZ5Samtrg/ufOndPQoUN1ww03aN26dWrRokWD/WNjYxUbG9uo+gEAQOQImQCVnJys5OTk6/bLysrS2bNntXPnTvXp00eStHnzZlVXVyszM7Pe/aqqqjRkyBDFxsbqr3/9q+Li4nxWOwAAiCwhcwmvsW655RYNHTpUkyZN0vbt2/XJJ59o6tSpevDBB9134JWVlal79+7avn27JFd4Gjx4sC5cuKBXX31VVVVVqqioUEVFhZxOZzCHAwAAwlDInIEy8cYbb2jq1KkaNGiQoqKi9MADD+jFF190b79y5YoOHTqkixcvSpJ27drlvkOva9euHscqLi5Wx44dA1Y7AAAIf2G3DlQwsQ4UAADhh3WgAAAAQgABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwBABCgAAwFB0sAsA0DROp7Rtm1ReLqWlSdnZkt0e7KoAoHkjQAFhrKBAmj5dOnr0+7b0dGnpUikvL3h1AUBzxyU8IEwVFEgjR3qGJ0kqK3O1FxQEpy4AiAQEKCAMOZ2uM0+WVXtbTduMGa5+AADfI0ABYWjbttpnnq5mWVJpqasfAMD3CFBAGCov920/AIAZAhQQhtLSfNsPAGCGAAWEoexs1912Nlvd2202yeFw9QMA+B4BCghDdrtrqQKpdoiqeZ6fz3pQAOAvBCggTOXlSWvXSu3be7anp7vaWQcKAPyHhTSBMJaXJw0fzkrkABBoBCggzNntUk5OsKsAgMjCJTwAAABDBCgAAABDBCgAAABDBCgAAABDBCgAAABDBCgAAABDBCgAAABDBCgAAABDBCgAAABDBCgAAABDBCgAAABDBCgAAABDBCgAAABDYRmgzpw5ozFjxig+Pl6JiYmaOHGizp8/36h9LcvSPffcI5vNpvXr1/u3UAAA0CyFZYAaM2aM9u/fr40bN+rdd9/VRx99pMmTJzdq3/z8fNlsNj9XCAAAmrPoYBdg6sCBA9qwYYN27Nihvn37SpKWLVume++9V4sXL1a7du3q3XfPnj16/vnn9fnnnystLS1QJQMAgGYm7M5AFRYWKjEx0R2eJCk3N1dRUVEqKiqqd7+LFy/qoYce0ooVK5Samtqo17p06ZKqqqo8HgAAAGEXoCoqKtS2bVuPtujoaLVp00YVFRX17vfEE0+of//+Gj58eKNfa+HChUpISHA/HA6H13UDAIDmI2QC1KxZs2Sz2Rp8HDx40Ktj//Wvf9XmzZuVn59vtN/s2bNVWVnpfpSWlnr1+gAAoHkJmTlQTz75pMaPH99gn86dOys1NVUnTpzwaP/uu+905syZei/Nbd68WYcPH1ZiYqJH+wMPPKDs7Gxt3bq1zv1iY2MVGxvb2CEAAIAIETIBKjk5WcnJydftl5WVpbNnz2rnzp3q06ePJFdAqq6uVmZmZp37zJo1S4888ohH22233aYlS5bovvvua3rxAAAgooRMgGqsW265RUOHDtWkSZO0cuVKXblyRVOnTtWDDz7ovgOvrKxMgwYN0uuvv65+/fopNTW1zrNTHTp0UKdOnQI9BAAAEOZCZg6UiTfeeEPdu3fXoEGDdO+99+rf/u3f9NJLL7m3X7lyRYcOHdLFixeDWCUAAGiubJZlWcEuIlxUVVUpISFBlZWVio+PD3Y5AACgEfzx/R2WZ6AAAACCiQAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgKDrYBYQTy7IkSVVVVUGuBAAANFbN93bN97gvEKAMnD59WpLkcDiCXAkAADB1+vRpJSQk+ORYBCgDbdq0kSSVlJT47A0IB1VVVXI4HCotLVV8fHywywkYxs24IwHjZtyRoLKyUh06dHB/j/sCAcpAVJRrylhCQkJE/cWrER8fz7gjCOOOLIw7skTquGu+x31yLJ8dCQAAIEIQoAAAAAwRoAzExsZq3rx5io2NDXYpAcW4GXckYNyMOxIwbt+N22b58p4+AACACMAZKAAAAEMEKAAAAEMEKAAAAEMEKAAAAEMEqHocOXJEEydOVKdOndSyZUt16dJF8+bN0+XLlxvc79tvv9WUKVP0L//yL2rdurUeeOABHT9+PEBV+8bvfvc79e/fX61atVJiYmKj9hk/frxsNpvHY+jQof4t1Me8GbdlWZo7d67S0tLUsmVL5ebm6ssvv/RvoT525swZjRkzRvHx8UpMTNTEiRN1/vz5BvfJycmp9X4/9thjAarYeytWrFDHjh0VFxenzMxMbd++vcH+77zzjrp37664uDjddttt+vvf/x6gSn3LZNyrV6+u9d7GxcUFsNqm++ijj3TfffepXbt2stlsWr9+/XX32bp1q+644w7Fxsaqa9euWr16td/r9DXTcW/durXWe22z2VRRURGYgn1k4cKFuvPOO3XDDTeobdu2GjFihA4dOnTd/Zr6+SZA1ePgwYOqrq7Wn/70J+3fv19LlizRypUr9cwzzzS43xNPPKG//e1veuedd/Thhx/q2LFjysvLC1DVvnH58mX97Gc/0+OPP26039ChQ1VeXu5+vPXWW36q0D+8GfeiRYv04osvauXKlSoqKtIPfvADDRkyRN9++60fK/WtMWPGaP/+/dq4caPeffddffTRR5o8efJ195s0aZLH+71o0aIAVOu9t99+WzNnztS8efO0a9cu9e7dW0OGDNGJEyfq7P/pp59q9OjRmjhxonbv3q0RI0ZoxIgR2rdvX4ArbxrTcUuuVaqvfm+//vrrAFbcdBcuXFDv3r21YsWKRvUvLi7WsGHDNHDgQO3Zs0czZszQI488ovfff9/PlfqW6bhrHDp0yOP9btu2rZ8q9I8PP/xQU6ZM0WeffaaNGzfqypUrGjx4sC5cuFDvPj75fFtotEWLFlmdOnWqd/vZs2etFi1aWO+884677cCBA5Ykq7CwMBAl+tSqVaushISERvUdN26cNXz4cL/WEyiNHXd1dbWVmppq/cd//Ie77ezZs1ZsbKz11ltv+bFC3/niiy8sSdaOHTvcbe+9955ls9mssrKyevcbMGCANX369ABU6Dv9+vWzpkyZ4n7udDqtdu3aWQsXLqyz/89//nNr2LBhHm2ZmZnWo48+6tc6fc103Caf+3AgyVq3bl2DfZ5++mnr1ltv9WgbNWqUNWTIED9W5l+NGfeWLVssSdY///nPgNQUKCdOnLAkWR9++GG9fXzx+eYMlIHKysoGf4hw586dunLlinJzc91t3bt3V4cOHVRYWBiIEoNq69atatu2rbp166bHH39cp0+fDnZJflVcXKyKigqP9zshIUGZmZlh834XFhYqMTFRffv2dbfl5uYqKipKRUVFDe77xhtvKCkpST179tTs2bN18eJFf5frtcuXL2vnzp0e71VUVJRyc3Prfa8KCws9+kvSkCFDwua9lbwbtySdP39eN910kxwOh4YPH679+/cHotygaQ7vdVNkZGQoLS1Nd999tz755JNgl9NklZWVktTg97Uv3nN+TLiRvvrqKy1btkyLFy+ut09FRYViYmJqzZ9JSUkJu2vKpoYOHaq8vDx16tRJhw8f1jPPPKN77rlHhYWFstvtwS7PL2re05SUFI/2cHq/Kyoqap2uj46OVps2bRocw0MPPaSbbrpJ7dq10z/+8Q/9+te/1qFDh1RQUODvkr1y6tQpOZ3OOt+rgwcP1rlPRUVFWL+3knfj7tatm1577TX16tVLlZWVWrx4sfr376/9+/crPT09EGUHXH3vdVVVlb755hu1bNkySJX5V1pamlauXKm+ffvq0qVLeuWVV5STk6OioiLdcccdwS7PK9XV1ZoxY4b+9V//VT179qy3ny8+3xF3BmrWrFl1Tpq7+nHtf1jKyso0dOhQ/exnP9OkSZOCVHnTeDNuEw8++KB++tOf6rbbbtOIESP07rvvaseOHdq6davvBuEFf487VPl73JMnT9aQIUN02223acyYMXr99de1bt06HT582IejQDBkZWVp7NixysjI0IABA1RQUKDk5GT96U9/CnZp8LFu3brp0UcfVZ8+fdS/f3+99tpr6t+/v5YsWRLs0rw2ZcoU7du3T2vWrPH7a0XcGagnn3xS48ePb7BP586d3f/72LFjGjhwoPr376+XXnqpwf1SU1N1+fJlnT171uMs1PHjx5WamtqUspvMdNxN1blzZyUlJemrr77SoEGDfHZcU/4cd817evz4caWlpbnbjx8/royMDK+O6SuNHXdqamqtycTfffedzpw5Y/R3NjMzU5LrTG2XLl2M6/W3pKQk2e32WnfENvTZTE1NNeofirwZ97VatGih22+/XV999ZU/SgwJ9b3X8fHxzfbsU3369eunjz/+ONhleGXq1KnuG2Gud7bUF5/viAtQycnJSk5OblTfsrIyDRw4UH369NGqVasUFdXwCbs+ffqoRYsW2rRpkx544AFJrrsbSkpKlJWV1eTam8Jk3L5w9OhRnT592iNYBIM/x92pUyelpqZq06ZN7sBUVVWloqIi4zsYfa2x487KytLZs2e1c+dO9enTR5K0efNmVVdXu0NRY+zZs0eSgv5+1ycmJkZ9+vTRpk2bNGLECEmuU/2bNm3S1KlT69wnKytLmzZt0owZM9xtGzduDPpn2YQ3476W0+nU3r17de+99/qx0uDKysqqdQt7uL3XvrJnz56Q/RzXx7IsTZs2TevWrdPWrVvVqVOn6+7jk8+3t7Pcm7ujR49aXbt2tQYNGmQdPXrUKi8vdz+u7tOtWzerqKjI3fbYY49ZHTp0sDZv3mx9/vnnVlZWlpWVlRWMIXjt66+/tnbv3m3Nnz/fat26tbV7925r9+7d1rlz59x9unXrZhUUFFiWZVnnzp2znnrqKauwsNAqLi62PvjgA+uOO+6wbr75Zuvbb78N1jCMmY7bsizrueeesxITE62//OUv1j/+8Q9r+PDhVqdOnaxvvvkmGEPwytChQ63bb7/dKioqsj7++GPr5ptvtkaPHu3efu3f86+++spasGCB9fnnn1vFxcXWX/7yF6tz587Wj370o2ANoVHWrFljxcbGWqtXr7a++OILa/LkyVZiYqJVUVFhWZZlPfzww9asWbPc/T/55BMrOjraWrx4sXXgwAFr3rx5VosWLay9e/cGawheMR33/Pnzrffff986fPiwtXPnTuvBBx+04uLirP379wdrCMbOnTvn/vxKsl544QVr9+7d1tdff21ZlmXNmjXLevjhh939/+///s9q1aqV9atf/co6cOCAtWLFCstut1sbNmwI1hC8YjruJUuWWOvXr7e+/PJLa+/evdb06dOtqKgo64MPPgjWELzy+OOPWwkJCdbWrVs9vqsvXrzo7uOPzzcBqh6rVq2yJNX5qFFcXGxJsrZs2eJu++abb6xf/OIX1o033mi1atXKuv/++z1CVzgYN25cneO+epySrFWrVlmWZVkXL160Bg8ebCUnJ1stWrSwbrrpJmvSpEnu/0CHC9NxW5ZrKYM5c+ZYKSkpVmxsrDVo0CDr0KFDgS++CU6fPm2NHj3aat26tRUfH29NmDDBIzRe+/e8pKTE+tGPfmS1adPGio2Ntbp27Wr96le/siorK4M0gsZbtmyZ1aFDBysmJsbq16+f9dlnn7m3DRgwwBo3bpxH///+7/+2fvjDH1oxMTHWrbfeav3P//xPgCv2DZNxz5gxw903JSXFuvfee61du3YFoWrv1dyef+2jZpzjxo2zBgwYUGufjIwMKyYmxurcubPH5zxcmI77D3/4g9WlSxcrLi7OatOmjZWTk2Nt3rw5OMU3QX3f1Ve/h/74fNv+/4sDAACgkSLuLjwAAICmIkABAAAYIkABAAAYIkABAAAYIkABAAAYIkABAAAYIkABAAAYIkABAAAYIkABAAAYIkABAAAYIkABCHnjx4/XiBEjAv66OTk5Hr/WDgA1CFAAAACGCFAAwk5OTo5++ctf6umnn1abNm2UmpqqZ5991mP71KlTNXXqVCUkJCgpKUlz5szR1b+d3rFjR+Xn53scNyMjw32c8ePH68MPP9TSpUtls9lks9l05MiRRtX31ltvqWXLliovL3e3TZgwQb169VJlZaW3wwYQQghQAMLSf/3Xf+kHP/iBioqKtGjRIi1YsEAbN2702B4dHa3t27dr6dKleuGFF/TKK680+vhLly5VVlaWJk2apPLycpWXl8vhcDRq3wcffFA//OEP9fvf/16SNG/ePH3wwQd67733lJCQYDZQACEpOtgFAIA3evXqpXnz5kmSbr75Zi1fvlybNm3S3XffLUlyOBxasmSJbDabunXrpr1792rJkiWaNGlSo46fkJCgmJgYtWrVSqmpqUa12Ww2/e53v9PIkSOVmpqqZcuWadu2bWrfvr3ZIAGELM5AAQhLvXr18nielpamEydOuJ/fddddstls7udZWVn68ssv5XQ6A1LfT37yE/Xo0UMLFizQunXrdOuttwbkdQEEBgEKQFhq0aKFx3Obzabq6upG7x8VFeUxJ0qSrly54pPaJGnDhg06ePCgnE6nUlJSfHZcAKGBAAWgWSoqKvJ4/tlnn+nmm2+W3W6XJCUnJ3tM8q6qqlJxcbHHPjExMV6dsdq1a5d+/vOf69VXX9WgQYM0Z84cL0YAIJQxBwpAs1RSUqKZM2fq0Ucf1a5du7Rs2TI9//zz7u0//vGPtXr1at13331KTEzU3Llz3eGqRseOHVVUVKQjR46odevWatOmjaKiGv5355EjRzRs2DA988wzGj16tDp37qysrCzt2rVLd9xxh1/GCiDwOAMFoFkaO3asvvnmG/Xr109TpkzR9OnTNXnyZPf22bNna8CAAfrJT36iYcOGacSIEerSpYvHMZ566inZ7Xb16NFDycnJKikp0erVqz3mVl3tzJkzGjp0qIYPH65Zs2ZJkjIzM3XPPffomWee8d9gAQSczbp2EgAAhLmcnBxlZGTUWufJF+bNm6cPP/xQW7du9fmxAYQPLuEBgIH33ntPy5cvD3YZAIKMAAUABrZv3x7sEgCEAC7hAQAAGGISOQAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgCECFAAAgKH/B051hlbElSkAAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(7)\n", + "I = 15\n", + "X = np.atleast_2d(np.random.uniform(-1.4, 1.4, I))\n", + "X = np.concatenate([X, np.ones_like(X)],axis=0)\n", + "y = np.cos(X[0,:]*4.5) * np.exp((-X[0,:]/2-0.5)*2) * 0.5 + np.random.normal(size=(I)) * 0.1\n", + "\n", + "fig,ax = plt.subplots()\n", + "ax.plot(X[0,:],y,'bo')\n", + "ax.set_xlim(-2.,2.)\n", + "ax.set_ylim(-.5,.5)\n", + "ax.set_xlabel('Input, $x$')\n", + "ax.set_ylabel('Output, $y$')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "background_save": true + }, + "id": "SxQtWhm59vai", + "outputId": "53c18fbe-9acd-42a0-89a3-b5e994833811" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n", + "9\n", + "10\n", + "11\n", + "12\n", + "13\n", + "14\n", + "15\n", + "16\n", + "17\n", + "18\n", + "19\n", + "20\n", + "21\n", + "22\n", + "23\n", + "24\n", + "25\n", + "26\n", + "27\n", + "28\n", + "29\n", + "30\n", + "31\n", + "32\n", + "33\n", + "34\n", + "35\n", + "36\n", + "37\n", + "38\n", + "39\n", + "40\n", + "41\n", + "42\n", + "43\n", + "44\n", + "45\n", + "46\n", + "47\n", + "48\n", + "49\n", + "50\n", + "51\n", + "52\n", + "53\n", + "54\n", + "55\n", + "56\n", + "57\n", + "58\n", + "59\n", + "60\n", + "61\n", + "62\n", + "63\n", + "64\n", + "65\n", + "66\n", + "67\n", + "68\n", + "69\n", + "70\n", + "71\n", + "72\n", + "73\n", + "74\n", + "75\n", + "76\n", + "77\n", + "78\n", + "79\n", + "80\n", + "81\n", + "82\n", + "83\n", + "84\n", + "85\n", + "86\n", + "87\n", + "88\n", + "89\n", + "90\n", + "91\n", + "92\n", + "93\n", + "94\n", + "95\n", + "96\n", + "97\n", + "98\n", + "99\n" + ] + } + ], + "source": [ + "# Define a prior over the parameters (2 dimensional as intercept + slope)\n", + "x_plot = np.atleast_2d(np.arange(-2,2,0.04))\n", + "sigma_sq_p = 0.4\n", + "sigma_sq_n = 0.005\n", + "\n", + "# Prior mean and covariance for function, f\n", + "prior_func_mean = np.zeros((x_plot.shape[1], 1))\n", + "prior_func_cov = sigma_sq_p * shallow_kernel(x_plot, x_plot, sigma_beta, sigma_omega)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "MHg4uhlWmKFF" + }, + "outputs": [], + "source": [ + "# Draw samples from the function prior and plot them\n", + "np.random.seed(5)\n", + "function_draws = np.random.multivariate_normal(np.squeeze(prior_func_mean), prior_func_cov, 5).T\n", + "\n", + "fig,ax = plt.subplots()\n", + "ax.plot(X[0,:],y,'bo')\n", + "for i in range(function_draws.shape[1]):\n", + " ax.plot(x_plot[0,:], function_draws[:,i].transpose(), 'r-')\n", + "\n", + "ax.set_xlim(-2,2)\n", + "ax.set_ylim(-0.5, 0.5)\n", + "ax.set_xlabel('Input, $x$')\n", + "ax.set_ylabel('Output, $y$')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Dhcn76tFmSwd" + }, + "outputs": [], + "source": [ + "# Posterior mean and covariance for function, f\n", + "inv_term = np.linalg.inv(gaussian_kernel(X[0:1,:], X[0:1,:]) + (sigma_sq_n/sigma_sq_p) * np.identity(X.shape[1]))\n", + "post_func_mean = gaussian_kernel(x_plot, X[0:1,:]) @ inv_term @ y\n", + "post_func_cov = sigma_sq_p * gaussian_kernel(x_plot, x_plot) - sigma_sq_p * gaussian_kernel(x_plot, X[0:1,:]) @ inv_term @ gaussian_kernel(X[0:1,:], x_plot)\n", + "\n", + "# Posterior mean and covariance for output, y\n", + "post_output_mean = gaussian_kernel(x_plot, X[0:1,:]) @ inv_term @ y\n", + "post_output_cov = sigma_sq_p * gaussian_kernel(x_plot, x_plot) - sigma_sq_p * gaussian_kernel(x_plot, X[0:1,:]) @ inv_term @ gaussian_kernel(X[0:1,:], x_plot) + sigma_sq_n * np.identity(n_data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "zyFbzwEfmU9t" + }, + "outputs": [], + "source": [ + "# Draw samples from the function posterior and plot them\n", + "np.random.seed(5)\n", + "function_draws = np.random.multivariate_normal(np.squeeze(post_func_mean), post_func_cov, 5).T\n", + "\n", + "fig,ax = plt.subplots()\n", + "ax.plot(X[0,:],y,'bo')\n", + "for i in range(function_draws.shape[1]):\n", + " ax.plot(x_plot[0,:], function_draws[:,i].transpose(), 'r-')\n", + "\n", + "ax.set_xlim(-2.,2.)\n", + "ax.set_ylim(-0.5, 0.5)\n", + "ax.set_xlabel('Input, $x$')\n", + "ax.set_ylabel('Output, $y$')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "_EzoHRVxmWwF" + }, + "outputs": [], + "source": [ + "fig,ax = plt.subplots()\n", + "ax.plot(X[0,:],y,'bo')\n", + "post_output_cov_diag = np.diag(post_output_cov)\n", + "ax.plot(x_plot[0,:], post_output_mean,'r-')\n", + "ax.fill_between(x_plot[0,:], post_output_mean-2*np.sqrt(post_output_cov_diag), post_output_mean+2*np.sqrt(post_output_cov_diag), color='lightgray')\n", + "ax.set_xlim(-2,2)\n", + "ax.set_ylim(-0.5, 0.5)\n", + "ax.set_xlabel('Input, $x$')\n", + "ax.set_ylabel('Output, $y$')\n", + "plt.show()" + ] + } + ], + "metadata": { + "colab": { + "provenance": [], + "authorship_tag": "ABX9TyPk26wspFvKRIWb9rvesS8t", + "include_colab_link": true + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/Notebooks/Chap02/2_1_Supervised_Learning.ipynb b/Notebooks/Chap02/2_1_Supervised_Learning.ipynb index 65f0007..c7be987 100644 --- a/Notebooks/Chap02/2_1_Supervised_Learning.ipynb +++ b/Notebooks/Chap02/2_1_Supervised_Learning.ipynb @@ -196,7 +196,7 @@ "source": [ "# Visualizing the loss function\n", "\n", - "The above process is equivalent to to descending coordinate wise on the loss function
\n", + "The above process is equivalent to descending coordinate wise on the loss function
\n", "\n", "Now let's plot that function" ], @@ -249,4 +249,4 @@ "outputs": [] } ] -} \ No newline at end of file +} diff --git a/Notebooks/Chap06/6_5_Adam.ipynb b/Notebooks/Chap06/6_5_Adam.ipynb index e946990..211fc58 100644 --- a/Notebooks/Chap06/6_5_Adam.ipynb +++ b/Notebooks/Chap06/6_5_Adam.ipynb @@ -221,7 +221,7 @@ { "cell_type": "markdown", "source": [ - "This moves towards the minimum at a sensible speed, but we never actually converge -- the solution just bounces back and forth between the last two points. To make it converge, we add momentum to both the estimates of the gradient and the pointwise squared gradient. We also modify the statistics by a factor that depends on the time to make sure the progress is now slow to start with." + "This moves towards the minimum at a sensible speed, but we never actually converge -- the solution just bounces back and forth between the last two points. To make it converge, we add momentum to both the estimates of the gradient and the pointwise squared gradient. We also modify the statistics by a factor that depends on the time to make sure the progress is not slow to start with." ], "metadata": { "id": "_6KoKBJdGGI4" @@ -284,4 +284,4 @@ "outputs": [] } ] -} \ No newline at end of file +} diff --git a/Notebooks/Chap07/7_2_Backpropagation.ipynb b/Notebooks/Chap07/7_2_Backpropagation.ipynb index cb55a05..e977edd 100644 --- a/Notebooks/Chap07/7_2_Backpropagation.ipynb +++ b/Notebooks/Chap07/7_2_Backpropagation.ipynb @@ -143,7 +143,7 @@ " # Run through the layers, calculating all_f[0...K-1] and all_h[1...K]\n", " for layer in range(K):\n", " # Update preactivations and activations at this layer according to eqn 7.16\n", - " # Remmember to use np.matmul for matrix multiplications\n", + " # Remember to use np.matmul for matrix multiplications\n", " # TODO -- Replace the lines below\n", " all_f[layer] = all_h[layer]\n", " all_h[layer+1] = all_f[layer]\n", @@ -353,4 +353,4 @@ "outputs": [] } ] -} \ No newline at end of file +} diff --git a/Notebooks/Chap07/7_3_Initialization.ipynb b/Notebooks/Chap07/7_3_Initialization.ipynb index 673d273..fca1bfe 100644 --- a/Notebooks/Chap07/7_3_Initialization.ipynb +++ b/Notebooks/Chap07/7_3_Initialization.ipynb @@ -4,7 +4,6 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyOaATWBrwVMylV1akcKtHjt", "include_colab_link": true }, "kernelspec": { @@ -250,7 +249,7 @@ "# Main backward pass routine\n", "def backward_pass(all_weights, all_biases, all_f, all_h, y):\n", " # Retrieve number of layers\n", - " K = all_weights\n", + " K = len(all_weights) - 1\n", "\n", " # We'll store the derivatives dl_dweights and dl_dbiases in lists as well\n", " all_dl_dweights = [None] * (K+1)\n", diff --git a/Notebooks/Chap08/8_1_MNIST_1D_Performance.ipynb b/Notebooks/Chap08/8_1_MNIST_1D_Performance.ipynb index 162b6ee..fedcf24 100644 --- a/Notebooks/Chap08/8_1_MNIST_1D_Performance.ipynb +++ b/Notebooks/Chap08/8_1_MNIST_1D_Performance.ipynb @@ -46,8 +46,8 @@ { "cell_type": "code", "source": [ - "# Run this if you're in a Colab to make a local copy of the MNIST 1D repository\n", - "!git clone https://github.com/greydanus/mnist1d" + "# Run this if you're in a Colab to install MNIST 1D repository\n", + "%pip install git+https://github.com/greydanus/mnist1d" ], "metadata": { "id": "ifVjS4cTOqKz" diff --git a/Notebooks/Chap08/8_3_Double_Descent.ipynb b/Notebooks/Chap08/8_3_Double_Descent.ipynb index cb380cc..f60f12f 100644 --- a/Notebooks/Chap08/8_3_Double_Descent.ipynb +++ b/Notebooks/Chap08/8_3_Double_Descent.ipynb @@ -5,7 +5,6 @@ "colab": { "provenance": [], "gpuType": "T4", - "authorship_tag": "ABX9TyN/KUpEObCKnHZ/4Onp5sHG", "include_colab_link": true }, "kernelspec": { @@ -48,8 +47,8 @@ { "cell_type": "code", "source": [ - "# Run this if you're in a Colab to make a local copy of the MNIST 1D repository\n", - "!git clone https://github.com/greydanus/mnist1d" + "# Run this if you're in a Colab to install MNIST 1D repository\n", + "!pip install git+https://github.com/greydanus/mnist1d" ], "metadata": { "id": "fn9BP5N5TguP" @@ -266,4 +265,4 @@ "outputs": [] } ] -} +} \ No newline at end of file diff --git a/Notebooks/Chap09/9_1_L2_Regularization.ipynb b/Notebooks/Chap09/9_1_L2_Regularization.ipynb index 4830640..dd3481f 100644 --- a/Notebooks/Chap09/9_1_L2_Regularization.ipynb +++ b/Notebooks/Chap09/9_1_L2_Regularization.ipynb @@ -178,7 +178,7 @@ "\n", "def draw_loss_function(compute_loss, data, model, my_colormap, phi_iters = None):\n", "\n", - " # Make grid of intercept/slope values to plot\n", + " # Make grid of offset/frequency values to plot\n", " offsets_mesh, freqs_mesh = np.meshgrid(np.arange(-10,10.0,0.1), np.arange(2.5,22.5,0.1))\n", " loss_mesh = np.zeros_like(freqs_mesh)\n", " # Compute loss for every set of parameters\n", @@ -304,7 +304,7 @@ "for c_step in range (n_steps):\n", " # Do gradient descent step\n", " phi_all[:,c_step+1:c_step+2] = gradient_descent_step(phi_all[:,c_step:c_step+1],data, model)\n", - " # Measure loss and draw model every 4th step\n", + " # Measure loss and draw model every 8th step\n", " if c_step % 8 == 0:\n", " loss = compute_loss(data[0,:], data[1,:], model, phi_all[:,c_step+1:c_step+2])\n", " draw_model(data,model,phi_all[:,c_step+1], \"Iteration %d, loss = %f\"%(c_step+1,loss))\n", @@ -369,7 +369,7 @@ "# Code to draw the regularization function\n", "def draw_reg_function():\n", "\n", - " # Make grid of intercept/slope values to plot\n", + " # Make grid of offset/frequency values to plot\n", " offsets_mesh, freqs_mesh = np.meshgrid(np.arange(-10,10.0,0.1), np.arange(2.5,22.5,0.1))\n", " loss_mesh = np.zeros_like(freqs_mesh)\n", " # Compute loss for every set of parameters\n", @@ -399,7 +399,7 @@ "# Code to draw loss function with regularization\n", "def draw_loss_function_reg(data, model, lambda_, my_colormap, phi_iters = None):\n", "\n", - " # Make grid of intercept/slope values to plot\n", + " # Make grid of offset/frequency values to plot\n", " offsets_mesh, freqs_mesh = np.meshgrid(np.arange(-10,10.0,0.1), np.arange(2.5,22.5,0.1))\n", " loss_mesh = np.zeros_like(freqs_mesh)\n", " # Compute loss for every set of parameters\n", @@ -512,7 +512,7 @@ "for c_step in range (n_steps):\n", " # Do gradient descent step\n", " phi_all[:,c_step+1:c_step+2] = gradient_descent_step2(phi_all[:,c_step:c_step+1],lambda_, data, model)\n", - " # Measure loss and draw model every 4th step\n", + " # Measure loss and draw model every 8th step\n", " if c_step % 8 == 0:\n", " loss = compute_loss2(data[0,:], data[1,:], model, phi_all[:,c_step+1:c_step+2], lambda_)\n", " draw_model(data,model,phi_all[:,c_step+1], \"Iteration %d, loss = %f\"%(c_step+1,loss))\n", @@ -528,7 +528,7 @@ { "cell_type": "markdown", "source": [ - "You should see that the gradient descent algorithm now finds the correct minimum. By applying a tiny bit of domain knowledge (the parameter phi0 tends to be near zero and the parameters phi1 tends to be near 12.5), we get a better solution. However, the cost is that this solution is slightly biased towards this prior knowledge." + "You should see that the gradient descent algorithm now finds the correct minimum. By applying a tiny bit of domain knowledge (the parameter phi0 tends to be near zero and the parameter phi1 tends to be near 12.5), we get a better solution. However, the cost is that this solution is slightly biased towards this prior knowledge." ], "metadata": { "id": "wrszSLrqZG4k" diff --git a/Notebooks/Chap09/9_3_Ensembling.ipynb b/Notebooks/Chap09/9_3_Ensembling.ipynb index 3335c06..be9b343 100644 --- a/Notebooks/Chap09/9_3_Ensembling.ipynb +++ b/Notebooks/Chap09/9_3_Ensembling.ipynb @@ -52,7 +52,7 @@ "# import libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "# Define seed so get same results each time\n", + "# Define seed to get same results each time\n", "np.random.seed(1)" ] }, @@ -80,7 +80,7 @@ " for i in range(n_data):\n", " x[i] = np.random.uniform(i/n_data, (i+1)/n_data, 1)\n", "\n", - " # y value from running through functoin and adding noise\n", + " # y value from running through function and adding noise\n", " y = np.ones(n_data)\n", " for i in range(n_data):\n", " y[i] = true_function(x[i])\n", @@ -96,7 +96,7 @@ { "cell_type": "code", "source": [ - "# Draw the fitted function, together win uncertainty used to generate points\n", + "# Draw the fitted function, together with uncertainty used to generate points\n", "def plot_function(x_func, y_func, x_data=None,y_data=None, x_model = None, y_model =None, sigma_func = None, sigma_model=None):\n", "\n", " fig,ax = plt.subplots()\n", @@ -137,7 +137,7 @@ "n_data = 15\n", "x_data,y_data = generate_data(n_data, sigma_func)\n", "\n", - "# Plot the functinon, data and uncertainty\n", + "# Plot the function, data and uncertainty\n", "plot_function(x_func, y_func, x_data, y_data, sigma_func=sigma_func)" ], "metadata": { @@ -216,7 +216,7 @@ "# Closed form solution\n", "beta, omega = fit_model_closed_form(x_data,y_data,n_hidden=14)\n", "\n", - "# Get prediction for model across graph grange\n", + "# Get prediction for model across graph range\n", "x_model = np.linspace(0,1,100);\n", "y_model = network(x_model, beta, omega)\n", "\n", @@ -297,7 +297,7 @@ { "cell_type": "code", "source": [ - "# Plot the median of the results\n", + "# Plot the mean of the results\n", "# TODO -- find the mean prediction\n", "# Replace this line\n", "y_model_mean = all_y_model[0,:]\n", @@ -325,4 +325,4 @@ } } ] -} \ No newline at end of file +} diff --git a/Notebooks/Chap09/9_4_Bayesian_Approach.ipynb b/Notebooks/Chap09/9_4_Bayesian_Approach.ipynb index b5d77f9..ef7c3b8 100644 --- a/Notebooks/Chap09/9_4_Bayesian_Approach.ipynb +++ b/Notebooks/Chap09/9_4_Bayesian_Approach.ipynb @@ -36,7 +36,7 @@ "# import libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "# Define seed so get same results each time\n", + "# Define seed to get same results each time\n", "np.random.seed(1)" ] }, @@ -85,7 +85,7 @@ }, "outputs": [], "source": [ - "# Draw the fitted function, together win uncertainty used to generate points\n", + "# Draw the fitted function, together with uncertainty used to generate points\n", "def plot_function(x_func, y_func, x_data=None,y_data=None, x_model = None, y_model =None, sigma_func = None, sigma_model=None):\n", "\n", " fig,ax = plt.subplots()\n", @@ -220,7 +220,7 @@ " &\\propto&\\text{Norm}_{\\boldsymbol\\phi}\\biggl[\\frac{1}{\\sigma^2}\\left(\\frac{1}{\\sigma^2}\\mathbf{H}\\mathbf{H}^T+\\frac{1}{\\sigma_p^2}\\mathbf{I}\\right)^{-1}\\mathbf{H}\\mathbf{y},\\left(\\frac{1}{\\sigma^2}\\mathbf{H}\\mathbf{H}^T+\\frac{1}{\\sigma_p^2}\\mathbf{I}\\right)^{-1}\\biggr].\n", "\\end{align}\n", "\n", - "In fact, since this already a normal distribution, the constant of proportionality must be one and we can write\n", + "In fact, since this is already a normal distribution, the constant of proportionality must be one and we can write\n", "\n", "\\begin{align}\n", " Pr(\\boldsymbol\\phi|\\{\\mathbf{x}_{i},\\mathbf{y}_{i}\\}) &=& \\text{Norm}_{\\boldsymbol\\phi}\\biggl[\\frac{1}{\\sigma^2}\\left(\\frac{1}{\\sigma^2}\\mathbf{H}\\mathbf{H}^T+\\frac{1}{\\sigma_p^2}\\mathbf{I}\\right)^{-1}\\mathbf{H}\\mathbf{y},\\left(\\frac{1}{\\sigma^2}\\mathbf{H}\\mathbf{H}^T+\\frac{1}{\\sigma_p^2}\\mathbf{I}\\right)^{-1}\\biggr].\n", @@ -423,4 +423,4 @@ }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} diff --git a/Notebooks/Chap09/9_5_Augmentation.ipynb b/Notebooks/Chap09/9_5_Augmentation.ipynb index 99a98c7..66819ed 100644 --- a/Notebooks/Chap09/9_5_Augmentation.ipynb +++ b/Notebooks/Chap09/9_5_Augmentation.ipynb @@ -4,7 +4,6 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyM38ZVBK4/xaHk5Ys5lF6dN", "include_colab_link": true }, "kernelspec": { @@ -44,8 +43,8 @@ { "cell_type": "code", "source": [ - "# Run this if you're in a Colab to make a local copy of the MNIST 1D repository\n", - "!git clone https://github.com/greydanus/mnist1d" + "# Run this if you're in a Colab to install MNIST 1D repository\n", + "!pip install git+https://github.com/greydanus/mnist1d" ], "metadata": { "id": "syvgxgRr3myY" @@ -95,7 +94,7 @@ "D_k = 200 # Hidden dimensions\n", "D_o = 10 # Output dimensions\n", "\n", - "# Define a model with two hidden layers of size 100\n", + "# Define a model with two hidden layers of size 200\n", "# And ReLU activations between them\n", "model = nn.Sequential(\n", "nn.Linear(D_i, D_k),\n", @@ -186,7 +185,7 @@ "ax.plot(errors_test,'b-',label='test')\n", "ax.set_ylim(0,100); ax.set_xlim(0,n_epoch)\n", "ax.set_xlabel('Epoch'); ax.set_ylabel('Error')\n", - "ax.set_title('TrainError %3.2f, Test Error %3.2f'%(errors_train[-1],errors_test[-1]))\n", + "ax.set_title('Train Error %3.2f, Test Error %3.2f'%(errors_train[-1],errors_test[-1]))\n", "ax.legend()\n", "plt.show()" ], @@ -233,7 +232,7 @@ "cell_type": "code", "source": [ "n_data_orig = data['x'].shape[0]\n", - "# We'll double the amount o fdata\n", + "# We'll double the amount of data\n", "n_data_augment = n_data_orig+4000\n", "augmented_x = np.zeros((n_data_augment, D_i))\n", "augmented_y = np.zeros(n_data_augment)\n", diff --git a/Notebooks/Chap10/10_2_Convolution_for_MNIST_1D.ipynb b/Notebooks/Chap10/10_2_Convolution_for_MNIST_1D.ipynb index 6084ad4..c9d02a6 100644 --- a/Notebooks/Chap10/10_2_Convolution_for_MNIST_1D.ipynb +++ b/Notebooks/Chap10/10_2_Convolution_for_MNIST_1D.ipynb @@ -4,7 +4,7 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyNJodaaCLMRWL9vTl8B/iLI", + "authorship_tag": "ABX9TyNb46PJB/CC1pcHGfjpUUZg", "include_colab_link": true }, "kernelspec": { @@ -45,8 +45,8 @@ { "cell_type": "code", "source": [ - "# Run this if you're in a Colab to make a local copy of the MNIST 1D repository\n", - "!git clone https://github.com/greydanus/mnist1d" + "# Run this if you're in a Colab to install MNIST 1D repository\n", + "!pip install git+https://github.com/greydanus/mnist1d" ], "metadata": { "id": "D5yLObtZCi9J" diff --git a/Notebooks/Chap11/11_2_Residual_Networks.ipynb b/Notebooks/Chap11/11_2_Residual_Networks.ipynb index 613920f..51a67f2 100644 --- a/Notebooks/Chap11/11_2_Residual_Networks.ipynb +++ b/Notebooks/Chap11/11_2_Residual_Networks.ipynb @@ -4,7 +4,7 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyMXS3SPB4cS/4qxix0lH/Hq", + "authorship_tag": "ABX9TyNIY8tswL9e48d5D53aSmHO", "include_colab_link": true }, "kernelspec": { @@ -45,8 +45,8 @@ { "cell_type": "code", "source": [ - "# Run this if you're in a Colab to make a local copy of the MNIST 1D repository\n", - "!git clone https://github.com/greydanus/mnist1d" + "# Run this if you're in a Colab to install MNIST 1D repository\n", + "!pip install git+https://github.com/greydanus/mnist1d" ], "metadata": { "id": "D5yLObtZCi9J" diff --git a/Notebooks/Chap11/11_3_Batch_Normalization.ipynb b/Notebooks/Chap11/11_3_Batch_Normalization.ipynb index 8efd2f5..0309676 100644 --- a/Notebooks/Chap11/11_3_Batch_Normalization.ipynb +++ b/Notebooks/Chap11/11_3_Batch_Normalization.ipynb @@ -4,7 +4,7 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyPVeAd3eDpEOCFh8CVyr1zz", + "authorship_tag": "ABX9TyPx2mM2zTHmDJeKeiE1RymT", "include_colab_link": true }, "kernelspec": { @@ -45,8 +45,8 @@ { "cell_type": "code", "source": [ - "# Run this if you're in a Colab to make a local copy of the MNIST 1D repository\n", - "!git clone https://github.com/greydanus/mnist1d" + "# Run this if you're in a Colab to install MNIST 1D repository\n", + "!pip install git+https://github.com/greydanus/mnist1d" ], "metadata": { "id": "D5yLObtZCi9J" diff --git a/Notebooks/Chap12/12_2_Multihead_Self_Attention.ipynb b/Notebooks/Chap12/12_2_Multihead_Self_Attention.ipynb index ebbeb68..681b78c 100644 --- a/Notebooks/Chap12/12_2_Multihead_Self_Attention.ipynb +++ b/Notebooks/Chap12/12_2_Multihead_Self_Attention.ipynb @@ -28,7 +28,7 @@ { "cell_type": "markdown", "source": [ - "# **Notebook 12.1: Multhead Self-Attention**\n", + "# **Notebook 12.1: Multihead Self-Attention**\n", "\n", "This notebook builds a multihead self-attention mechanism as in figure 12.6\n", "\n", @@ -206,4 +206,4 @@ "outputs": [] } ] -} \ No newline at end of file +} diff --git a/Notebooks/Chap13/13_2_Graph_Classification.ipynb b/Notebooks/Chap13/13_2_Graph_Classification.ipynb index b5d2fd9..ea0229f 100644 --- a/Notebooks/Chap13/13_2_Graph_Classification.ipynb +++ b/Notebooks/Chap13/13_2_Graph_Classification.ipynb @@ -4,7 +4,6 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyOMSGUFWT+YN0fwYHpMmHJM", "include_colab_link": true }, "kernelspec": { @@ -99,7 +98,7 @@ "\n", "# TODO -- Define node matrix\n", "# There will be 9 nodes and 118 possible chemical elements\n", - "# so we'll define a 9x118 matrix. Each column represents one\n", + "# so we'll define a 118x9 matrix. Each column represents one\n", "# node and is a one-hot vector (i.e. all zeros, except a single one at the\n", "# chemical number of the element).\n", "# Chemical numbers: Hydrogen-->1, Carbon-->6, Oxygen-->8\n", @@ -241,4 +240,4 @@ } } ] -} +} \ No newline at end of file diff --git a/Notebooks/Chap15/15_2_Wasserstein_Distance.ipynb b/Notebooks/Chap15/15_2_Wasserstein_Distance.ipynb index ff7724f..332b36f 100644 --- a/Notebooks/Chap15/15_2_Wasserstein_Distance.ipynb +++ b/Notebooks/Chap15/15_2_Wasserstein_Distance.ipynb @@ -218,7 +218,8 @@ "cell_type": "code", "source": [ "was = np.sum(TP * dist_mat)\n", - "print(\"Wasserstein distance = \", was)" + "print(\"Your Wasserstein distance = \", was)\n", + "print(\"Correct answer = 0.15148578811369506\")" ], "metadata": { "id": "yiQ_8j-Raq3c" diff --git a/Notebooks/Chap20/20_1_Random_Data.ipynb b/Notebooks/Chap20/20_1_Random_Data.ipynb index fa33990..d930a6d 100644 --- a/Notebooks/Chap20/20_1_Random_Data.ipynb +++ b/Notebooks/Chap20/20_1_Random_Data.ipynb @@ -4,7 +4,7 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyPkSYbEjOcEmLt8tU6HxNuR", + "authorship_tag": "ABX9TyNgBRvfIlngVobKuLE6leM+", "include_colab_link": true }, "kernelspec": { @@ -45,8 +45,8 @@ { "cell_type": "code", "source": [ - "# Run this if you're in a Colab to make a local copy of the MNIST 1D repository\n", - "!git clone https://github.com/greydanus/mnist1d" + "# Run this if you're in a Colab to install MNIST 1D repository\n", + "!pip install git+https://github.com/greydanus/mnist1d" ], "metadata": { "id": "D5yLObtZCi9J" diff --git a/Notebooks/Chap20/20_2_Full_Batch_Gradient_Descent.ipynb b/Notebooks/Chap20/20_2_Full_Batch_Gradient_Descent.ipynb index 3b1841a..72d8f7e 100644 --- a/Notebooks/Chap20/20_2_Full_Batch_Gradient_Descent.ipynb +++ b/Notebooks/Chap20/20_2_Full_Batch_Gradient_Descent.ipynb @@ -4,7 +4,7 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyOo4vm4MXcIvAzVlMCaLikH", + "authorship_tag": "ABX9TyO6xuszaG4nNAcWy/3juLkn", "include_colab_link": true }, "kernelspec": { @@ -44,8 +44,8 @@ { "cell_type": "code", "source": [ - "# Run this if you're in a Colab to make a local copy of the MNIST 1D repository\n", - "!git clone https://github.com/greydanus/mnist1d" + "# Run this if you're in a Colab to install MNIST 1D repository\n", + "!pip install git+https://github.com/greydanus/mnist1d" ], "metadata": { "id": "D5yLObtZCi9J" diff --git a/Notebooks/Chap20/20_2_Full_Batch_Gradient_Descent_GPU.ipynb b/Notebooks/Chap20/20_2_Full_Batch_Gradient_Descent_GPU.ipynb index 991ce29..a1f558d 100644 --- a/Notebooks/Chap20/20_2_Full_Batch_Gradient_Descent_GPU.ipynb +++ b/Notebooks/Chap20/20_2_Full_Batch_Gradient_Descent_GPU.ipynb @@ -5,7 +5,7 @@ "colab": { "provenance": [], "gpuType": "T4", - "authorship_tag": "ABX9TyMjPBfDONmjqTSyEQDP2gjY", + "authorship_tag": "ABX9TyOG/5A+P053/x1IfFg52z4V", "include_colab_link": true }, "kernelspec": { @@ -47,8 +47,8 @@ { "cell_type": "code", "source": [ - "# Run this if you're in a Colab to make a local copy of the MNIST 1D repository\n", - "!git clone https://github.com/greydanus/mnist1d" + "# Run this if you're in a Colab to install MNIST 1D repository\n", + "!pip install git+https://github.com/greydanus/mnist1d" ], "metadata": { "id": "D5yLObtZCi9J" diff --git a/Notebooks/Chap20/20_3_Lottery_Tickets.ipynb b/Notebooks/Chap20/20_3_Lottery_Tickets.ipynb index 41d5238..182cfa3 100644 --- a/Notebooks/Chap20/20_3_Lottery_Tickets.ipynb +++ b/Notebooks/Chap20/20_3_Lottery_Tickets.ipynb @@ -43,8 +43,8 @@ "id": "Sg2i1QmhKW5d" }, "source": [ - "# Run this if you're in a Colab\n", - "!git clone https://github.com/greydanus/mnist1d" + "# Run this if you're in a Colab to install MNIST 1D repository\n", + "!pip install git+https://github.com/greydanus/mnist1d" ], "execution_count": null, "outputs": [] diff --git a/Old/index_old.html b/Old/index_old.html deleted file mode 100644 index 88499c2..0000000 --- a/Old/index_old.html +++ /dev/null @@ -1,406 +0,0 @@ - - - - - udlbook - - - - - -
-

Resources for instructors

-

Instructor answer booklet available with proof of credentials via MIT Press.

-

Request an exam/desk copy via MIT Press.

-

Figures in PDF (vector) / SVG (vector) / Powerpoint (images): -

- - Instructions for editing figures / equations can be found here. - -

My slides for 20 lecture undergraduate deep learning course:

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Resources for students

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Answers to selected questions: PDF -

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Python notebooks: (Early ones more thoroughly tested than later ones!)

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Citation

- 

- @book{prince2023understanding,
- author = "Simon J.D. Prince",
- title = "Understanding Deep Learning",
- publisher = "MIT Press",
- year = 2023,
- url = "http://udlbook.com"
-}
-
-
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Please use @babel/plugin-transform-async-generator-functions instead.", + "node_modules/@babel/plugin-bugfix-v8-static-class-fields-redefine-readonly": { + "version": "7.24.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-bugfix-v8-static-class-fields-redefine-readonly/-/plugin-bugfix-v8-static-class-fields-redefine-readonly-7.24.6.tgz", + "integrity": "sha512-z8zEjYmwBUHN/pCF3NuWBhHQjJCrd33qAi8MgANfMrAvn72k2cImT8VjK9LJFu4ysOLJqhfkYYb3MvwANRUNZQ==", "dependencies": { - "@babel/helper-plugin-utils": "^7.14.5", - "@babel/helper-remap-async-to-generator": "^7.16.4", - "@babel/plugin-syntax-async-generators": "^7.8.4" + "@babel/helper-environment-visitor": "^7.24.6", + "@babel/helper-plugin-utils": "^7.24.6" }, "engines": { "node": ">=6.9.0" }, "peerDependencies": { - "@babel/core": "^7.0.0-0" + "@babel/core": "^7.0.0" } }, "node_modules/@babel/plugin-proposal-class-properties": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-class-properties/-/plugin-proposal-class-properties-7.16.0.tgz", - "integrity": "sha512-mCF3HcuZSY9Fcx56Lbn+CGdT44ioBMMvjNVldpKtj8tpniETdLjnxdHI1+sDWXIM1nNt+EanJOZ3IG9lzVjs7A==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-class-properties/-/plugin-proposal-class-properties-7.18.6.tgz", + "integrity": "sha512-cumfXOF0+nzZrrN8Rf0t7M+tF6sZc7vhQwYQck9q1/5w2OExlD+b4v4RpMJFaV1Z7WcDRgO6FqvxqxGlwo+RHQ==", "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-class-properties instead.", "dependencies": { - "@babel/helper-create-class-features-plugin": "^7.16.0", - "@babel/helper-plugin-utils": "^7.14.5" + "@babel/helper-create-class-features-plugin": "^7.18.6", + "@babel/helper-plugin-utils": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -532,92 +577,14 @@ "@babel/core": "^7.0.0-0" } }, - "node_modules/@babel/plugin-proposal-class-static-block": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-class-static-block/-/plugin-proposal-class-static-block-7.16.0.tgz", - "integrity": "sha512-mAy3sdcY9sKAkf3lQbDiv3olOfiLqI51c9DR9b19uMoR2Z6r5pmGl7dfNFqEvqOyqbf1ta4lknK4gc5PJn3mfA==", - "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-class-static-block instead.", - "dependencies": { - "@babel/helper-create-class-features-plugin": "^7.16.0", - "@babel/helper-plugin-utils": "^7.14.5", - "@babel/plugin-syntax-class-static-block": "^7.14.5" - }, - "engines": { - "node": ">=6.9.0" - }, - "peerDependencies": { - "@babel/core": "^7.12.0" - } - }, "node_modules/@babel/plugin-proposal-decorators": { - "version": "7.12.1", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-decorators/-/plugin-proposal-decorators-7.12.1.tgz", - "integrity": "sha512-knNIuusychgYN8fGJHONL0RbFxLGawhXOJNLBk75TniTsZZeA+wdkDuv6wp4lGwzQEKjZi6/WYtnb3udNPmQmQ==", + "version": "7.24.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-decorators/-/plugin-proposal-decorators-7.24.6.tgz", + "integrity": "sha512-8DjR0/DzlBhz2SVi9a19/N2U5+C3y3rseXuyoKL9SP8vnbewscj1eHZtL6kpEn4UCuUmqEo0mvqyDYRFoN2gpA==", "dependencies": { - "@babel/helper-create-class-features-plugin": "^7.12.1", - "@babel/helper-plugin-utils": "^7.10.4", - "@babel/plugin-syntax-decorators": "^7.12.1" - }, - "peerDependencies": { - "@babel/core": "^7.0.0-0" - } - }, - "node_modules/@babel/plugin-proposal-dynamic-import": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-dynamic-import/-/plugin-proposal-dynamic-import-7.16.0.tgz", - "integrity": "sha512-QGSA6ExWk95jFQgwz5GQ2Dr95cf7eI7TKutIXXTb7B1gCLTCz5hTjFTQGfLFBBiC5WSNi7udNwWsqbbMh1c4yQ==", - "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-dynamic-import instead.", - "dependencies": { - "@babel/helper-plugin-utils": "^7.14.5", - "@babel/plugin-syntax-dynamic-import": "^7.8.3" - }, - "engines": { - "node": ">=6.9.0" - }, - "peerDependencies": { - "@babel/core": "^7.0.0-0" - } - }, - "node_modules/@babel/plugin-proposal-export-namespace-from": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-export-namespace-from/-/plugin-proposal-export-namespace-from-7.16.0.tgz", - "integrity": "sha512-CjI4nxM/D+5wCnhD11MHB1AwRSAYeDT+h8gCdcVJZ/OK7+wRzFsf7PFPWVpVpNRkHMmMkQWAHpTq+15IXQ1diA==", - "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-export-namespace-from instead.", - "dependencies": { - "@babel/helper-plugin-utils": "^7.14.5", - "@babel/plugin-syntax-export-namespace-from": "^7.8.3" - }, - "engines": { - "node": ">=6.9.0" - }, - "peerDependencies": { - "@babel/core": "^7.0.0-0" - } - }, - "node_modules/@babel/plugin-proposal-json-strings": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-json-strings/-/plugin-proposal-json-strings-7.16.0.tgz", - "integrity": "sha512-kouIPuiv8mSi5JkEhzApg5Gn6hFyKPnlkO0a9YSzqRurH8wYzSlf6RJdzluAsbqecdW5pBvDJDfyDIUR/vLxvg==", - "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-json-strings instead.", - "dependencies": { - "@babel/helper-plugin-utils": "^7.14.5", - "@babel/plugin-syntax-json-strings": "^7.8.3" - }, - "engines": { - "node": ">=6.9.0" - }, - "peerDependencies": { - "@babel/core": "^7.0.0-0" - } - }, - "node_modules/@babel/plugin-proposal-logical-assignment-operators": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-logical-assignment-operators/-/plugin-proposal-logical-assignment-operators-7.16.0.tgz", - "integrity": "sha512-pbW0fE30sVTYXXm9lpVQQ/Vc+iTeQKiXlaNRZPPN2A2VdlWyAtsUrsQ3xydSlDW00TFMK7a8m3cDTkBF5WnV3Q==", - "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-logical-assignment-operators instead.", - "dependencies": { - "@babel/helper-plugin-utils": "^7.14.5", - "@babel/plugin-syntax-logical-assignment-operators": "^7.10.4" + "@babel/helper-create-class-features-plugin": "^7.24.6", + "@babel/helper-plugin-utils": "^7.24.6", + "@babel/plugin-syntax-decorators": "^7.24.6" }, "engines": { "node": ">=6.9.0" @@ -627,12 +594,12 @@ } }, "node_modules/@babel/plugin-proposal-nullish-coalescing-operator": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-nullish-coalescing-operator/-/plugin-proposal-nullish-coalescing-operator-7.16.0.tgz", - "integrity": "sha512-3bnHA8CAFm7cG93v8loghDYyQ8r97Qydf63BeYiGgYbjKKB/XP53W15wfRC7dvKfoiJ34f6Rbyyx2btExc8XsQ==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-nullish-coalescing-operator/-/plugin-proposal-nullish-coalescing-operator-7.18.6.tgz", + "integrity": "sha512-wQxQzxYeJqHcfppzBDnm1yAY0jSRkUXR2z8RePZYrKwMKgMlE8+Z6LUno+bd6LvbGh8Gltvy74+9pIYkr+XkKA==", "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-nullish-coalescing-operator instead.", "dependencies": { - "@babel/helper-plugin-utils": "^7.14.5", + "@babel/helper-plugin-utils": "^7.18.6", "@babel/plugin-syntax-nullish-coalescing-operator": "^7.8.3" }, "engines": { @@ -643,12 +610,12 @@ } }, "node_modules/@babel/plugin-proposal-numeric-separator": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-numeric-separator/-/plugin-proposal-numeric-separator-7.16.0.tgz", - "integrity": "sha512-FAhE2I6mjispy+vwwd6xWPyEx3NYFS13pikDBWUAFGZvq6POGs5eNchw8+1CYoEgBl9n11I3NkzD7ghn25PQ9Q==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-numeric-separator/-/plugin-proposal-numeric-separator-7.18.6.tgz", + "integrity": "sha512-ozlZFogPqoLm8WBr5Z8UckIoE4YQ5KESVcNudyXOR8uqIkliTEgJ3RoketfG6pmzLdeZF0H/wjE9/cCEitBl7Q==", "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-numeric-separator instead.", "dependencies": { - "@babel/helper-plugin-utils": "^7.14.5", + "@babel/helper-plugin-utils": "^7.18.6", "@babel/plugin-syntax-numeric-separator": "^7.10.4" }, "engines": { @@ -658,49 +625,14 @@ "@babel/core": "^7.0.0-0" } }, - "node_modules/@babel/plugin-proposal-object-rest-spread": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-object-rest-spread/-/plugin-proposal-object-rest-spread-7.16.0.tgz", - "integrity": "sha512-LU/+jp89efe5HuWJLmMmFG0+xbz+I2rSI7iLc1AlaeSMDMOGzWlc5yJrMN1d04osXN4sSfpo4O+azkBNBes0jg==", - "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-object-rest-spread instead.", - "dependencies": { - "@babel/compat-data": "^7.16.0", - "@babel/helper-compilation-targets": "^7.16.0", - "@babel/helper-plugin-utils": "^7.14.5", - "@babel/plugin-syntax-object-rest-spread": "^7.8.3", - "@babel/plugin-transform-parameters": "^7.16.0" - }, - "engines": { - "node": ">=6.9.0" - }, - "peerDependencies": { - "@babel/core": "^7.0.0-0" - } - }, - "node_modules/@babel/plugin-proposal-optional-catch-binding": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-optional-catch-binding/-/plugin-proposal-optional-catch-binding-7.16.0.tgz", - "integrity": "sha512-kicDo0A/5J0nrsCPbn89mTG3Bm4XgYi0CZtvex9Oyw7gGZE3HXGD0zpQNH+mo+tEfbo8wbmMvJftOwpmPy7aVw==", - "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-optional-catch-binding instead.", - "dependencies": { - "@babel/helper-plugin-utils": "^7.14.5", - "@babel/plugin-syntax-optional-catch-binding": "^7.8.3" - }, - "engines": { - "node": ">=6.9.0" - }, - "peerDependencies": { - "@babel/core": "^7.0.0-0" - } - }, "node_modules/@babel/plugin-proposal-optional-chaining": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-optional-chaining/-/plugin-proposal-optional-chaining-7.16.0.tgz", - "integrity": "sha512-Y4rFpkZODfHrVo70Uaj6cC1JJOt3Pp0MdWSwIKtb8z1/lsjl9AmnB7ErRFV+QNGIfcY1Eruc2UMx5KaRnXjMyg==", + "version": "7.21.0", + "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-optional-chaining/-/plugin-proposal-optional-chaining-7.21.0.tgz", + "integrity": "sha512-p4zeefM72gpmEe2fkUr/OnOXpWEf8nAgk7ZYVqqfFiyIG7oFfVZcCrU64hWn5xp4tQ9LkV4bTIa5rD0KANpKNA==", "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-optional-chaining instead.", "dependencies": { - "@babel/helper-plugin-utils": "^7.14.5", - "@babel/helper-skip-transparent-expression-wrappers": "^7.16.0", + "@babel/helper-plugin-utils": "^7.20.2", + "@babel/helper-skip-transparent-expression-wrappers": "^7.20.0", "@babel/plugin-syntax-optional-chaining": "^7.8.3" }, "engines": { @@ -711,13 +643,13 @@ } }, "node_modules/@babel/plugin-proposal-private-methods": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-private-methods/-/plugin-proposal-private-methods-7.16.0.tgz", - "integrity": "sha512-IvHmcTHDFztQGnn6aWq4t12QaBXTKr1whF/dgp9kz84X6GUcwq9utj7z2wFCUfeOup/QKnOlt2k0zxkGFx9ubg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-private-methods/-/plugin-proposal-private-methods-7.18.6.tgz", + "integrity": "sha512-nutsvktDItsNn4rpGItSNV2sz1XwS+nfU0Rg8aCx3W3NOKVzdMjJRu0O5OkgDp3ZGICSTbgRpxZoWsxoKRvbeA==", "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-private-methods instead.", "dependencies": { - "@babel/helper-create-class-features-plugin": "^7.16.0", - "@babel/helper-plugin-utils": "^7.14.5" + "@babel/helper-create-class-features-plugin": "^7.18.6", + "@babel/helper-plugin-utils": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -727,16 +659,9 @@ } }, "node_modules/@babel/plugin-proposal-private-property-in-object": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-private-property-in-object/-/plugin-proposal-private-property-in-object-7.16.0.tgz", - "integrity": "sha512-3jQUr/HBbMVZmi72LpjQwlZ55i1queL8KcDTQEkAHihttJnAPrcvG9ZNXIfsd2ugpizZo595egYV6xy+pv4Ofw==", - "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-private-property-in-object instead.", - "dependencies": { - "@babel/helper-annotate-as-pure": "^7.16.0", - "@babel/helper-create-class-features-plugin": "^7.16.0", - "@babel/helper-plugin-utils": "^7.14.5", - "@babel/plugin-syntax-private-property-in-object": "^7.14.5" - }, + "version": "7.21.0-placeholder-for-preset-env.2", + "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-private-property-in-object/-/plugin-proposal-private-property-in-object-7.21.0-placeholder-for-preset-env.2.tgz", + "integrity": "sha512-SOSkfJDddaM7mak6cPEpswyTRnuRltl429hMraQEglW+OkovnCzsiszTmsrlY//qLFjCpQDFRvjdm2wA5pPm9w==", "engines": { "node": ">=6.9.0" }, @@ -744,22 +669,6 @@ "@babel/core": "^7.0.0-0" } }, - "node_modules/@babel/plugin-proposal-unicode-property-regex": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-unicode-property-regex/-/plugin-proposal-unicode-property-regex-7.16.0.tgz", - "integrity": "sha512-ti7IdM54NXv29cA4+bNNKEMS4jLMCbJgl+Drv+FgYy0erJLAxNAIXcNjNjrRZEcWq0xJHsNVwQezskMFpF8N9g==", - "deprecated": "This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-unicode-property-regex instead.", - "dependencies": { - "@babel/helper-create-regexp-features-plugin": "^7.16.0", - "@babel/helper-plugin-utils": "^7.14.5" - }, - "engines": { - "node": ">=4" - }, - "peerDependencies": { - "@babel/core": "^7.0.0-0" - } - }, "node_modules/@babel/plugin-syntax-async-generators": { "version": "7.8.4", "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-async-generators/-/plugin-syntax-async-generators-7.8.4.tgz", @@ -808,11 +717,11 @@ } }, "node_modules/@babel/plugin-syntax-decorators": { - "version": "7.16.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-decorators/-/plugin-syntax-decorators-7.16.0.tgz", - "integrity": "sha512-nxnnngZClvlY13nHJAIDow0S7Qzhq64fQ/NlqS+VER3kjW/4F0jLhXjeL8jcwSwz6Ca3rotT5NJD2T9I7lcv7g==", + "version": "7.24.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-decorators/-/plugin-syntax-decorators-7.24.6.tgz", + "integrity": 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and leaks memory. 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"@testing-library/jest-dom": "^5.15.1", - "@testing-library/react": "^11.2.7", - "@testing-library/user-event": "^12.8.3", - "react": "^17.0.2", - "react-dom": "^17.0.2", + "react": "^18.0.2", + "react-dom": "^18.0.2", "react-icons": "^5.0.1", "react-router-dom": "^6.0.2", "react-scripts": "4.0.3", "react-scroll": "^1.8.4", - "styled-components": "^5.3.3", - "url-loader": "^4.1.1", - "web-vitals": "^1.1.2" + "styled-components": "^5.3.3" }, "scripts": { - "start": "react-scripts --openssl-legacy-provider start", - "build": "react-scripts --openssl-legacy-provider build", - "test": "react-scripts test", - "eject": "react-scripts eject", + "dev": "vite", + "build": "vite build", + "preview": "vite preview", + "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0", "predeploy": "npm run build", "deploy": "gh-pages -d build" }, - "eslintConfig": { - "extends": [ - "react-app", - "react-app/jest" - ] - }, - "browserslist": { - "production": [ - ">0.2%", - "not dead", - "not op_mini all" - ], - "development": [ - "last 1 chrome version", - "last 1 firefox version", - "last 1 safari version" - ] - }, "devDependencies": { - "gh-pages": "^6.1.1" + "@vitejs/plugin-react-swc": "^3.5.0", + "gh-pages": "^6.1.1", + "eslint": "^8.57.0", + "eslint-plugin-react": "^7.34.1", + "eslint-plugin-react-hooks": "^4.6.0", + "eslint-plugin-react-refresh": "^0.4.6", + "vite": "^5.2.0" } } diff --git a/public/NMI_Review.pdf b/public/NMI_Review.pdf new file mode 100644 index 0000000..8bde248 Binary files /dev/null and b/public/NMI_Review.pdf differ diff --git a/public/index.html b/public/index.html deleted file mode 100755 index a248cca..0000000 --- a/public/index.html +++ /dev/null @@ -1,46 +0,0 @@ - - - - - - - - - - - - - - - - Understanding Deep Learning - - - -
- - - diff --git a/public/logo192.png b/public/logo192.png deleted file mode 100755 index fc44b0a..0000000 Binary files a/public/logo192.png and /dev/null differ diff --git a/public/logo512.png b/public/logo512.png deleted file mode 100755 index a4e47a6..0000000 Binary files a/public/logo512.png and /dev/null differ diff --git a/public/manifest.json b/public/manifest.json deleted file mode 100755 index 080d6c7..0000000 --- a/public/manifest.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "short_name": "React App", - "name": "Create React App Sample", - "icons": [ - { - "src": "favicon.ico", - "sizes": "64x64 32x32 24x24 16x16", - "type": "image/x-icon" - }, - { - "src": "logo192.png", - "type": "image/png", - "sizes": "192x192" - }, - { - "src": "logo512.png", - "type": "image/png", - "sizes": "512x512" - } - ], - "start_url": ".", - "display": "standalone", - "theme_color": "#000000", - "background_color": "#ffffff" -} diff --git a/public/robots.txt b/public/robots.txt deleted file mode 100755 index e9e57dc..0000000 --- a/public/robots.txt +++ /dev/null @@ -1,3 +0,0 @@ -# https://www.robotstxt.org/robotstxt.html -User-agent: * -Disallow: diff --git a/src/App.js b/src/App.jsx similarity index 100% rename from src/App.js rename to src/App.jsx diff --git a/src/components/ButtonElement.js b/src/components/ButtonElement.jsx similarity index 96% rename from src/components/ButtonElement.js rename to src/components/ButtonElement.jsx index 6f68bea..3f3028e 100644 --- a/src/components/ButtonElement.js +++ b/src/components/ButtonElement.jsx @@ -1,23 +1,23 @@ -import styled from 'styled-components' -import {Link} from 'react-scroll' - - -export const Button= styled(Link)` - border-radius: 50px; - background: ${({primary}) => (primary ? '#01BF71' : '#010606')}; - white-space: nowrap; - padding: ${({big}) => (big? ' 14px 48px': '12px 30px')}; - color: ${({dark}) => (dark ? '#010106': '#fff')}; - font-size: $${({fontBig}) => (fontBig ? '20px' : '16px')}; - outline: none; - border: none; - cursor: pointer; - display: flex; - justify-content: center; - align-items: center; - transition: all 0.2s ease-in-out; - &:hover { - transition: all 0.2s ease-in-out; - background: ${({primary}) => (primary ? '#fff' : '#01BF71')} - } +import styled from 'styled-components' +import {Link} from 'react-scroll' + + +export const Button= styled(Link)` + border-radius: 50px; + background: ${({primary}) => (primary ? '#01BF71' : '#010606')}; + white-space: nowrap; + padding: ${({big}) => (big? ' 14px 48px': '12px 30px')}; + color: ${({dark}) => (dark ? '#010106': '#fff')}; + font-size: $${({fontBig}) => (fontBig ? '20px' : '16px')}; + outline: none; + border: none; + cursor: pointer; + display: flex; + justify-content: center; + align-items: center; + transition: all 0.2s ease-in-out; + &:hover { + transition: all 0.2s ease-in-out; + background: ${({primary}) => (primary ? '#fff' : '#01BF71')} + } ` \ No newline at end of file diff --git a/src/components/Footer/FooterElements.js b/src/components/Footer/FooterElements.jsx similarity index 95% rename from src/components/Footer/FooterElements.js rename to src/components/Footer/FooterElements.jsx index 4534fcb..1306c89 100755 --- a/src/components/Footer/FooterElements.js +++ b/src/components/Footer/FooterElements.jsx @@ -1,142 +1,142 @@ -import styled from 'styled-components' -import {Link} from 'react-router-dom' - -export const FooterContainer = styled.footer` - background-color: #101522; -` - -export const FooterWrap = styled.div` - padding: 48x 24px; - display: flex; - flex-direction: column; - justify-content: center; - align-items: center; - max-width: 1100px; - margin: 0 auto; -` - -export const FooterLinksContainer = styled.div` - display: flex; - justify-content: center; - - @media screen and (max-width: 820px){ - padding-top: 32px; - } -` - -export const FooterLinksWrapper = styled.div` - display: flex; - @media screen and (max-width: 820px){ - flex-direction: column; - } -` - -export const FooterLinkItems = styled.div` - display: flex; - flex-direction: column; - align-items: flex-start; - margin: 16px; - text-align: left; - width: 160px; - box-sizing: border-box; - color: #fff; - - @media screen and (max-width: 420px){ - margin: 0; - padding: 10px; - width: 100%; - } -` - -export const FooterLinkTitle = styled.h1` - font-size: 14px; - margin-bottom: 16px ; -` - -export const FooterLink = styled(Link)` - color: #ffffff; - text-decoration: none; - margin-bottom: 0.5rem; - font-size: 14px; - - &:hover{ - color: #01bf71; - transition: 0.3s ease-in-out; - } -` - -export const SocialMedia = styled.section` - max-width: 1000px; - width: 100%; -` - -export const SocialMediaWrap = styled.div` - display: flex; - justify-content: space-between; - align-items: center; - max-width: 1100px; - margin: 20px auto 0 auto ; - - @media screen and (max-width: 820px){ - flex-direction: column; - } -` - -export const SocialAttrWrap = styled.div` - color: #fff; - display: flex; - justify-content: center; - align-items: center; - max-width: 1100px; - margin: 10px auto 0 auto ; - - @media screen and (max-width: 820px){ - flex-direction: column; - } -` - -export const SocialLogo = styled(Link)` - color: #fff; - justify-self: start; - cursor: pointer; - text-decoration: none; - font-size: 1.5rem; - display: flex; - align-items: center; - margin-bottom: 16px; - font-weight: bold; - @media screen and (max-width: 768px) { - font-size: 20px; - } -` - -export const WebsiteRights = styled.small` - color: #fff ; - margin-bottom: 8px ; -` - -export const SocialIcons = styled.div` - display: flex; - justify-content: space-between; - align-items: center; - width: 60px; - margin-bottom: 8px ; -` - -export const SocialIconLink = styled.a` - color: #fff; - font-size: 24px; -` - -export const FooterImgWrap = styled.div` - max-width: 555px; - height: 100%; -` - -export const FooterImg = styled.img` - width: 100%; - margin-top: 0; - margin-right: 0; - margin-left: 10px; - padding-right: 0; -`; +import styled from 'styled-components' +import {Link} from 'react-router-dom' + +export const FooterContainer = styled.footer` + background-color: #101522; +` + +export const FooterWrap = styled.div` + padding: 48x 24px; + display: flex; + flex-direction: column; + justify-content: center; + align-items: center; + max-width: 1100px; + margin: 0 auto; +` + +export const FooterLinksContainer = styled.div` + display: flex; + justify-content: center; + + @media screen and (max-width: 820px){ + padding-top: 32px; + } +` + +export const FooterLinksWrapper = styled.div` + display: flex; + @media screen and (max-width: 820px){ + flex-direction: column; + } +` + +export const FooterLinkItems = styled.div` + display: flex; + flex-direction: column; + align-items: flex-start; + margin: 16px; + text-align: left; + width: 160px; + box-sizing: border-box; + color: #fff; + + @media screen and (max-width: 420px){ + margin: 0; + padding: 10px; + width: 100%; + } +` + +export const FooterLinkTitle = styled.h1` + font-size: 14px; + margin-bottom: 16px ; +` + +export const FooterLink = styled(Link)` + color: #ffffff; + text-decoration: none; + margin-bottom: 0.5rem; + font-size: 14px; + + &:hover{ + color: #01bf71; + transition: 0.3s ease-in-out; + } +` + +export const SocialMedia = styled.section` + max-width: 1000px; + width: 100%; +` + +export const SocialMediaWrap = styled.div` + display: flex; + justify-content: space-between; + align-items: center; + max-width: 1100px; + margin: 20px auto 0 auto ; + + @media screen and (max-width: 820px){ + flex-direction: column; + } +` + +export const SocialAttrWrap = styled.div` + color: #fff; + display: flex; + justify-content: center; + align-items: center; + max-width: 1100px; + margin: 10px auto 0 auto ; + + @media screen and (max-width: 820px){ + flex-direction: column; + } +` + +export const SocialLogo = styled(Link)` + color: #fff; + justify-self: start; + cursor: pointer; + text-decoration: none; + font-size: 1.5rem; + display: flex; + align-items: center; + margin-bottom: 16px; + font-weight: bold; + @media screen and (max-width: 768px) { + font-size: 20px; + } +` + +export const WebsiteRights = styled.small` + color: #fff ; + margin-bottom: 8px ; +` + +export const SocialIcons = styled.div` + display: flex; + justify-content: space-between; + align-items: center; + width: 60px; + margin-bottom: 8px ; +` + +export const SocialIconLink = styled.a` + color: #fff; + font-size: 24px; +` + +export const FooterImgWrap = styled.div` + max-width: 555px; + height: 100%; +` + +export const FooterImg = styled.img` + width: 100%; + margin-top: 0; + margin-right: 0; + margin-left: 10px; + padding-right: 0; +`; diff --git a/src/components/Footer/index.js b/src/components/Footer/index.jsx similarity index 98% rename from src/components/Footer/index.js rename to src/components/Footer/index.jsx index e8c8997..8629d5f 100755 --- a/src/components/Footer/index.js +++ b/src/components/Footer/index.jsx @@ -1,42 +1,42 @@ -import React from 'react' -import { FaLinkedin} from 'react-icons/fa' -import { FooterContainer, FooterWrap, FooterImg } from './FooterElements' -import { SocialMedia, SocialMediaWrap, SocialIcons, SocialIconLink, WebsiteRights, SocialLogo } from './FooterElements' -import { animateScroll as scroll } from 'react-scroll' -import twitterImg from '../../images/square-x-twitter.svg' - -const Footer = () => { - const toggleHome = () => { - scroll.scrollToTop(); - } - - return ( - <> - - - - - - Understanding Deep Learning - - ©{new Date().getFullYear()} Simon J.D. Prince - - Images by StorySet on FreePik: [1] [2] [3] [4] - - - - - - - - - - - - - - - ) -} - -export default Footer +import React from 'react' +import { FaLinkedin} from 'react-icons/fa' +import { FooterContainer, FooterWrap, FooterImg } from './FooterElements' +import { SocialMedia, SocialMediaWrap, SocialIcons, SocialIconLink, WebsiteRights, SocialLogo } from './FooterElements' +import { animateScroll as scroll } from 'react-scroll' +import twitterImg from '../../images/square-x-twitter.svg' + +const Footer = () => { + const toggleHome = () => { + scroll.scrollToTop(); + } + + return ( + <> + + + + + + Understanding Deep Learning + + ©{new Date().getFullYear()} Simon J.D. Prince + + Images by StorySet on FreePik: [1] [2] [3] [4] + + + + + + + + + + + + + + + ) +} + +export default Footer diff --git a/src/components/HeroSection/HeroElements.js b/src/components/HeroSection/HeroElements.jsx similarity index 94% rename from src/components/HeroSection/HeroElements.js rename to src/components/HeroSection/HeroElements.jsx index fbb2029..a8fab1b 100755 --- a/src/components/HeroSection/HeroElements.js +++ b/src/components/HeroSection/HeroElements.jsx @@ -1,304 +1,304 @@ -import styled from "styled-components"; - -export const HeroContainer = styled.div` - background: #57c6d1; - display: flex; - justify-content: center; - align-items: center; - padding: 0 0px; - position: static; - z-index: 1; - } -` - - - -export const HeroContent = styled.div` - z-index: 3; - width: 100% ; - max-width: 1100px; - position: static; - padding: 8px 24px; - margin: 80px 0px; - display: flex; - flex-direction: column; - align-items: center ; -` -export const HeroH1 = styled.h1` - color: #fff; - font-size: 48px; - text-align: center; - - @media screen and (max-width: 768px) { - font-size: 40px; - } - - @media screen and (max-width: 480px) { - font-size: 32px; - } - -` - -export const HeroP = styled.p` - margin-top: 24px; - color: #fff; - font-size: 24px ; - text-align: center ; - max-width: 600px ; - - - @media screen and (max-width: 768px) { - font-size: 24px; - } - - @media screen and (max-width: 480px) { - font-size: 18px; - } -` - -export const HeroBtnWrapper = styled.div` - margin-top: 32px ; - display: flex; - flex-direction: column ; - align-items: center ; -` - - -export const HeroRow = styled.div` - display: grid; - grid-auto-columns: minmax(auto, 1fr); - align-items: top; - grid-template-areas: 'col1 col2' }; - - @media screen and (max-width: 768px){ - grid-template-areas: 'col2' 'col1'; - } -` - - -export const HeroNewsItem = styled.div` - margin-left: 4px; - color: #000000; - font-size: 16px; - // line-height: 16px; - margin-bottom: 16px; - display: flex; - justify-content: start; - -` -export const HeroNewsItemDate = styled.div` - width: 20%; - margin-right: 20px ; - @media screen and (max-width: 768px) { - font-size: 12px; - } - @media screen and (max-width: 480px) { - font-size: 12px; - } -` - -export const HeroNewsItemContent = styled.div` - width: 80%; - color: #000000; - - @media screen and (max-width: 768px) { - font-size: 12px; - } - - @media screen and (max-width: 480px) { - font-size: 12px; - } -` - - - -export const HeroColumn1 = styled.div` - margin-bottom: 15px; - margin-left: 12px; - margin-top: 60px; - padding: 10px 15px; - padding: 0 15px; - grid-area: col1; - align-items:left; - display: flex; - flex-direction:column; - justify-content: space-between; -` - - -export const HeroColumn2 = styled.div` - margin-bottom: 15px; - padding: 0 15px; - grid-area: col2; - display: flex; - align-items:center; - flex-direction:column; -` - -export const TextWrapper = styled.div` - max-width: 540px ; - padding-top: 0; - padding-bottom: 0; -` -export const HeroImgWrap = styled.div` - max-width: 555px; - height: 100%; -` - -export const Img = styled.img` - width: 100%; - margin-top: 0; - margin-right: 0; - margin-left: 10px; - padding-right: 0; -`; - -export const HeroDownloadsImg = styled.img` - margin-top: 5px; - margin-right: 0; - margin-left: 0; - padding-right: 0; - margin-bottom: 10px; -` - -export const HeroLink = styled.a` - color: #fff; - text-decoration: none; - padding: 0.6rem 0rem 0rem 0rem; - cursor: pointer; - position:relative ; - - &:before{ - position: absolute; - margin: 0 auto; - top: 100%; - left: 0; - width: 100%; - height: 2px; - background-color: #fff; - content: ''; - opacity: .3; - -webkit-transform: scaleX(1); - transition-property: opacity, -webkit-transform; - transition-duration: .3s; -} - - &:hover:before { - opacity: 1; - -webkit-transform: scaleX(1.05); - } -`; - -// color: #fff; -// text-decoration: none; -// padding: 0.1rem 0rem; -// height: 100%; -// cursor: pointer; -// position:relative ; - -// &:before{ -// position: absolute; -// margin: 0 auto; -// top: 100%; -// left: 0; -// width: 100%; -// height: 2px; -// background-color: #000; -// content: ''; -// opacity: .3; -// -webkit-transform: scaleX(1); -// transition-property: opacity, -webkit-transform; -// transition-duration: .3s; -// } - -// &:hover:before { -// opacity: 1; -// -webkit-transform: scaleX(1.05); -// } -// `; - -export const UDLLink = styled.a` - text-decoration: none; - color: #000; - font-weight: 300; - margin: 0 2px; - position: relative; - - &:before{ - position: absolute; - margin: 0 auto; - top: 100%; - left: 0; - width: 100%; - height: 2px; - background-color: #000; - content: ''; - opacity: .3; - -webkit-transform: scaleX(1); - transition-property: opacity, -webkit-transform; - transition-duration: .3s; - } - - &:hover:before { - opacity: 1; - -webkit-transform: scaleX(1.05); - } -` - - - - -export const HeroNewsTitle = styled.div` - margin-left: 0px; - color: #000000; - font-size: 16px; - font-weight: bold; - line-height: 16px; - margin-bottom: 36px; - - @media screen and (max-width: 768px) { - font-size: 24px; - } - - @media screen and (max-width: 480px) { - font-size: 18px; - } -` - -export const HeroCitationTitle = styled.div` - margin-left: 0px; - color: #000000; - font-size: 16px; - font-weight: bold; - line-height: 16px; - margin-bottom: 10px; - margin-top:36px; - - @media screen and (max-width: 768px) { - font-size: 24px; - } - - @media screen and (max-width: 480px) { - font-size: 18px; - } -` - - -export const HeroNewsBlock = styled.div` - -` -export const HeroCitationBlock = styled.div` - font-size: 14px; - margin-bottom: 0px; - margin-top: 0px; - -` - - - - -export const HeroFollowBlock = styled.div` -@media screen and (max-width: 768px) { - font-size: 14px; -} -` +import styled from "styled-components"; + +export const HeroContainer = styled.div` + background: #57c6d1; + display: flex; + justify-content: center; + align-items: center; + padding: 0 0px; + position: static; + z-index: 1; + } +` + + + +export const HeroContent = styled.div` + z-index: 3; + width: 100% ; + max-width: 1100px; + position: static; + padding: 8px 24px; + margin: 80px 0px; + display: flex; + flex-direction: column; + align-items: center ; +` +export const HeroH1 = styled.h1` + color: #fff; + font-size: 48px; + text-align: center; + + @media screen and (max-width: 768px) { + font-size: 40px; + } + + @media screen and (max-width: 480px) { + font-size: 32px; + } + +` + +export const HeroP = styled.p` + margin-top: 24px; + color: #fff; + font-size: 24px ; + text-align: center ; + max-width: 600px ; + + + @media screen and (max-width: 768px) { + font-size: 24px; + } + + @media screen and (max-width: 480px) { + font-size: 18px; + } +` + +export const HeroBtnWrapper = styled.div` + margin-top: 32px ; + display: flex; + flex-direction: column ; + align-items: center ; +` + + +export const HeroRow = styled.div` + display: grid; + grid-auto-columns: minmax(auto, 1fr); + align-items: top; + grid-template-areas: 'col1 col2' }; + + @media screen and (max-width: 768px){ + grid-template-areas: 'col2' 'col1'; + } +` + + +export const HeroNewsItem = styled.div` + margin-left: 4px; + color: #000000; + font-size: 16px; + // line-height: 16px; + margin-bottom: 16px; + display: flex; + justify-content: start; + +` +export const HeroNewsItemDate = styled.div` + width: 20%; + margin-right: 20px ; + @media screen and (max-width: 768px) { + font-size: 12px; + } + @media screen and (max-width: 480px) { + font-size: 12px; + } +` + +export const HeroNewsItemContent = styled.div` + width: 80%; + color: #000000; + + @media screen and (max-width: 768px) { + font-size: 12px; + } + + @media screen and (max-width: 480px) { + font-size: 12px; + } +` + + + +export const HeroColumn1 = styled.div` + margin-bottom: 15px; + margin-left: 12px; + margin-top: 60px; + padding: 10px 15px; + padding: 0 15px; + grid-area: col1; + align-items:left; + display: flex; + flex-direction:column; + justify-content: space-between; +` + + +export const HeroColumn2 = styled.div` + margin-bottom: 15px; + padding: 0 15px; + grid-area: col2; + display: flex; + align-items:center; + flex-direction:column; +` + +export const TextWrapper = styled.div` + max-width: 540px ; + padding-top: 0; + padding-bottom: 0; +` +export const HeroImgWrap = styled.div` + max-width: 555px; + height: 100%; +` + +export const Img = styled.img` + width: 100%; + margin-top: 0; + margin-right: 0; + margin-left: 10px; + padding-right: 0; +`; + +export const HeroDownloadsImg = styled.img` + margin-top: 5px; + margin-right: 0; + margin-left: 0; + padding-right: 0; + margin-bottom: 10px; +` + +export const HeroLink = styled.a` + color: #fff; + text-decoration: none; + padding: 0.6rem 0rem 0rem 0rem; + cursor: pointer; + position:relative ; + + &:before{ + position: absolute; + margin: 0 auto; + top: 100%; + left: 0; + width: 100%; + height: 2px; + background-color: #fff; + content: ''; + opacity: .3; + -webkit-transform: scaleX(1); + transition-property: opacity, -webkit-transform; + transition-duration: .3s; +} + + &:hover:before { + opacity: 1; + -webkit-transform: scaleX(1.05); + } +`; + +// color: #fff; +// text-decoration: none; +// padding: 0.1rem 0rem; +// height: 100%; +// cursor: pointer; +// position:relative ; + +// &:before{ +// position: absolute; +// margin: 0 auto; +// top: 100%; +// left: 0; +// width: 100%; +// height: 2px; +// background-color: #000; +// content: ''; +// opacity: .3; +// -webkit-transform: scaleX(1); +// transition-property: opacity, -webkit-transform; +// transition-duration: .3s; +// } + +// &:hover:before { +// opacity: 1; +// -webkit-transform: scaleX(1.05); +// } +// `; + +export const UDLLink = styled.a` + text-decoration: none; + color: #000; + font-weight: 300; + margin: 0 2px; + position: relative; + + &:before{ + position: absolute; + margin: 0 auto; + top: 100%; + left: 0; + width: 100%; + height: 2px; + background-color: #000; + content: ''; + opacity: .3; + -webkit-transform: scaleX(1); + transition-property: opacity, -webkit-transform; + transition-duration: .3s; + } + + &:hover:before { + opacity: 1; + -webkit-transform: scaleX(1.05); + } +` + + + + +export const HeroNewsTitle = styled.div` + margin-left: 0px; + color: #000000; + font-size: 16px; + font-weight: bold; + line-height: 16px; + margin-bottom: 36px; + + @media screen and (max-width: 768px) { + font-size: 24px; + } + + @media screen and (max-width: 480px) { + font-size: 18px; + } +` + +export const HeroCitationTitle = styled.div` + margin-left: 0px; + color: #000000; + font-size: 16px; + font-weight: bold; + line-height: 16px; + margin-bottom: 10px; + margin-top:36px; + + @media screen and (max-width: 768px) { + font-size: 24px; + } + + @media screen and (max-width: 480px) { + font-size: 18px; + } +` + + +export const HeroNewsBlock = styled.div` + +` +export const HeroCitationBlock = styled.div` + font-size: 14px; + margin-bottom: 0px; + margin-top: 0px; + +` + + + + +export const HeroFollowBlock = styled.div` +@media screen and (max-width: 768px) { + font-size: 14px; +} +` diff --git a/src/components/HeroSection/index.js b/src/components/HeroSection/index.jsx similarity index 98% rename from src/components/HeroSection/index.js rename to src/components/HeroSection/index.jsx index 9abb9be..a323aba 100755 --- a/src/components/HeroSection/index.js +++ b/src/components/HeroSection/index.jsx @@ -1,104 +1,104 @@ -import React from 'react' -import { HeroContainer, HeroNewsBlock, HeroCitationBlock, HeroCitationTitle, HeroFollowBlock, HeroDownloadsImg, HeroLink, HeroRow, HeroColumn1, HeroColumn2, HeroContent, Img, HeroImgWrap, HeroNewsTitle, HeroNewsItem, HeroNewsItemDate, HeroNewsItemContent, UDLLink} from './HeroElements' -import img from '../../images/F23.prince.learning.turquoise.jpg' - -const HeroSection = () => { - - - const citation = ` -@book{prince2023understanding, - author = "Simon J.D. Prince", - title = "Understanding Deep Learning", - publisher = "The MIT Press", - year = 2023, - url = "http://udlbook.com"} - ` - - return ( - - - - - - RECENT NEWS: - - - 05/22/24 - New blog about the applications of the neural tangent kernel. - - - - 05/10/24 - Positive review in Nature Machine Intelligence. - - - {/* - 03/12/24 - Book now available again. - */} - - - 02/21/24 - New blog about the Neural Tangent Kernel. - - {/* - 02/15/24 - First printing of book has sold out in most places. Second printing available mid-March. - */} - - - - 01/29/24 - New blog about gradient flow published. - - - - 12/26/23 - Machine Learning Street Talk podcast discussing book. - - - - 12/19/23 - Deeper Insights podcast discussing book. - - - - 12/06/23 - Interview with Borealis AI. - - - - 12/05/23 - Book released by The MIT Press. - - - CITATION: - - 
-                                
-                                    {citation}
-                                
-
- - - Follow me on Twitter or LinkedIn for updates. - - - - - book cover - - Download full pdf (27 May 2024) - - Buy the book - Answers to selected questions - Errata - - - - - ) -} - -export default HeroSection +import React from 'react' +import { HeroContainer, HeroNewsBlock, HeroCitationBlock, HeroCitationTitle, HeroFollowBlock, HeroDownloadsImg, HeroLink, HeroRow, HeroColumn1, HeroColumn2, HeroContent, Img, HeroImgWrap, HeroNewsTitle, HeroNewsItem, HeroNewsItemDate, HeroNewsItemContent, UDLLink} from './HeroElements' +import img from '../../images/F23.prince.learning.turquoise.jpg' + +const HeroSection = () => { + + + const citation = ` +@book{prince2023understanding, + author = "Simon J.D. Prince", + title = "Understanding Deep Learning", + publisher = "The MIT Press", + year = 2023, + url = "http://udlbook.com"} + ` + + return ( + + + + + + RECENT NEWS: + + + 05/22/24 + New blog about the applications of the neural tangent kernel. + + + + 05/10/24 + Positive review in Nature Machine Intelligence. + + + {/* + 03/12/24 + Book now available again. + */} + + + 02/21/24 + New blog about the Neural Tangent Kernel. + + {/* + 02/15/24 + First printing of book has sold out in most places. Second printing available mid-March. + */} + + + + 01/29/24 + New blog about gradient flow published. + + + + 12/26/23 + Machine Learning Street Talk podcast discussing book. + + + + 12/19/23 + Deeper Insights podcast discussing book. + + + + 12/06/23 + Interview with Borealis AI. + + + + 12/05/23 + Book released by The MIT Press. + + + CITATION: + + 
+                                
+                                    {citation}
+                                
+
+ + + Follow me on Twitter or LinkedIn for updates. + + + + + book cover + + Download full pdf (27 May 2024) + + Buy the book + Answers to selected questions + Errata + + + + + ) +} + +export default HeroSection diff --git a/src/components/Instructors/InstructorsElements.js b/src/components/Instructors/InstructorsElements.jsx similarity index 100% rename from src/components/Instructors/InstructorsElements.js rename to src/components/Instructors/InstructorsElements.jsx diff --git a/src/components/Instructors/index.js b/src/components/Instructors/index.jsx similarity index 100% rename from src/components/Instructors/index.js rename to src/components/Instructors/index.jsx diff --git a/src/components/Media/MediaElements.js b/src/components/Media/MediaElements.jsx similarity index 100% rename from src/components/Media/MediaElements.js rename to src/components/Media/MediaElements.jsx diff --git a/src/components/Media/index.js b/src/components/Media/index.jsx similarity index 100% rename from src/components/Media/index.js rename to src/components/Media/index.jsx diff --git a/src/components/More/MoreElements.js b/src/components/More/MoreElements.jsx similarity index 100% rename from src/components/More/MoreElements.js rename to src/components/More/MoreElements.jsx diff --git a/src/components/More/index.js b/src/components/More/index.jsx similarity index 100% rename from src/components/More/index.js rename to src/components/More/index.jsx diff --git a/src/components/NavBar/NavbarElements.js b/src/components/NavBar/NavbarElements.jsx similarity index 94% rename from src/components/NavBar/NavbarElements.js rename to src/components/NavBar/NavbarElements.jsx index cb4af73..1915455 100755 --- a/src/components/NavBar/NavbarElements.js +++ b/src/components/NavBar/NavbarElements.jsx @@ -1,119 +1,119 @@ -import { Link as LinkS } from 'react-scroll'; -import { Link as LinkR } from 'react-router-dom'; -import styled from 'styled-components'; - -export const Nav = styled.nav` - background: ${({ scrollNav }) => (scrollNav ? '#000' : 'transparent')}; - height: 100px; - margin-top: -100px; - display: flex; - justify-content: center; - align-items: center; - font-size: 1rem; - position: sticky; - top: 0; - z-index: 10; - - @media screen and (max-width: 960px) { - transition: 0.8s all ease; - } -`; - -export const NavbarContainer = styled.div` - display: flex; - justify-content: space-between; - height: 100px; - z-index: 1; - width: 100%; - padding: 0 24px; - max-width: 1100px; -`; - -export const NavLogo = styled(LinkR)` - color: #fff; - justify-self: flex-start; - cursor: pointer; - font-size: 1.5rem; - display: flex; - align-items: center; - margin-left: 24px; - font-weight: bold; - text-decoration: none; - @media screen and (max-width: 768px) { - font-size: 1.0rem; - } - -`; - -export const MobileIcon = styled.div` - display: none; - - @media screen and (max-width: 768px) { - display: block; - position: absolute; - top: 0; - right: 0; - transform: translate(-100%, 60%); - font-size: 1.8rem; - cursor: pointer; - } -`; - -export const NavMenu = styled.ul` - display: flex; - align-items: center; - list-style: none; - text-align: center; - margin-right: -22px; - - @media screen and (max-width: 768px) { - display: none; - } -`; - -export const NavItem = styled.li` - height: 80px; -`; - -export const NavBtn = styled.nav` - display: flex; - align-items: center; - - @media screen and (max-width: 768px) { - display: none; - } -`; - -export const NavLinks = styled(LinkS)` - color: #fff; - display: flex; - align-items: center; - text-decoration: none; - padding: 0 1rem; - height: 100%; - cursor: pointer; - - &.active { - border-bottom: 3px solid #57c6d1 - } -`; - -export const NavBtnLink = styled(LinkR)` - border-radius: 50px; - background: #01bf71; - white-space: nowrap; - padding: 10px 22px; - color: #010606; - font-size: 16px; - outline: none; - border: none; - cursor: pointer; - transition: all 0.2s ease-in-out; - text-decoration: none; - - &:hover { - transition: all 0.2s ease-in-out; - background: #fff; - color: #010606; - } -`; +import { Link as LinkS } from 'react-scroll'; +import { Link as LinkR } from 'react-router-dom'; +import styled from 'styled-components'; + +export const Nav = styled.nav` + background: ${({ scrollNav }) => (scrollNav ? '#000' : 'transparent')}; + height: 100px; + margin-top: -100px; + display: flex; + justify-content: center; + align-items: center; + font-size: 1rem; + position: sticky; + top: 0; + z-index: 10; + + @media screen and (max-width: 960px) { + transition: 0.8s all ease; + } +`; + +export const NavbarContainer = styled.div` + display: flex; + justify-content: space-between; + height: 100px; + z-index: 1; + width: 100%; + padding: 0 24px; + max-width: 1100px; +`; + +export const NavLogo = styled(LinkR)` + color: #fff; + justify-self: flex-start; + cursor: pointer; + font-size: 1.5rem; + display: flex; + align-items: center; + margin-left: 24px; + font-weight: bold; + text-decoration: none; + @media screen and (max-width: 768px) { + font-size: 1.0rem; + } + +`; + +export const MobileIcon = styled.div` + display: none; + + @media screen and (max-width: 768px) { + display: block; + position: absolute; + top: 0; + right: 0; + transform: translate(-100%, 60%); + font-size: 1.8rem; + cursor: pointer; + } +`; + +export const NavMenu = styled.ul` + display: flex; + align-items: center; + list-style: none; + text-align: center; + margin-right: -22px; + + @media screen and (max-width: 768px) { + display: none; + } +`; + +export const NavItem = styled.li` + height: 80px; +`; + +export const NavBtn = styled.nav` + display: flex; + align-items: center; + + @media screen and (max-width: 768px) { + display: none; + } +`; + +export const NavLinks = styled(LinkS)` + color: #fff; + display: flex; + align-items: center; + text-decoration: none; + padding: 0 1rem; + height: 100%; + cursor: pointer; + + &.active { + border-bottom: 3px solid #57c6d1 + } +`; + +export const NavBtnLink = styled(LinkR)` + border-radius: 50px; + background: #01bf71; + white-space: nowrap; + padding: 10px 22px; + color: #010606; + font-size: 16px; + outline: none; + border: none; + cursor: pointer; + transition: all 0.2s ease-in-out; + text-decoration: none; + + &:hover { + transition: all 0.2s ease-in-out; + background: #fff; + color: #010606; + } +`; diff --git a/src/components/NavBar/index.js b/src/components/NavBar/index.jsx similarity index 97% rename from src/components/NavBar/index.js rename to src/components/NavBar/index.jsx index 12048a9..9edc9c3 100755 --- a/src/components/NavBar/index.js +++ b/src/components/NavBar/index.jsx @@ -1,59 +1,59 @@ -import React, {useState, useEffect} from 'react' -import {FaBars} from 'react-icons/fa' -import {IconContext} from 'react-icons/lib' -import {Nav, NavbarContainer, NavLogo, MobileIcon, NavMenu, NavItem, NavLinks} from './NavbarElements' -import { animateScroll as scroll } from 'react-scroll' - - -const Navbar = ( {toggle} ) => { - const [scrollNav, setScrollNav] = useState(false) - - const changeNav = () =>{ - if (window.scrollY >= 80){ - setScrollNav(true) - }else{ - setScrollNav(false) - } - } - - useEffect(() =>{ - window.addEventListener('scroll', changeNav) - }, []) - - const toggleHome = () => { - scroll.scrollToTop(); - } - - return ( - <> - - - - - ); -} - -export default Navbar +import React, {useState, useEffect} from 'react' +import {FaBars} from 'react-icons/fa' +import {IconContext} from 'react-icons/lib' +import {Nav, NavbarContainer, NavLogo, MobileIcon, NavMenu, NavItem, NavLinks} from './NavbarElements' +import { animateScroll as scroll } from 'react-scroll' + + +const Navbar = ( {toggle} ) => { + const [scrollNav, setScrollNav] = useState(false) + + const changeNav = () =>{ + if (window.scrollY >= 80){ + setScrollNav(true) + }else{ + setScrollNav(false) + } + } + + useEffect(() =>{ + window.addEventListener('scroll', changeNav) + }, []) + + const toggleHome = () => { + scroll.scrollToTop(); + } + + return ( + <> + + + + + ); +} + +export default Navbar diff --git a/src/components/Notebooks/NotebookElements.js b/src/components/Notebooks/NotebookElements.jsx similarity index 100% rename from src/components/Notebooks/NotebookElements.js rename to src/components/Notebooks/NotebookElements.jsx diff --git a/src/components/Notebooks/index.js b/src/components/Notebooks/index.jsx similarity index 100% rename from src/components/Notebooks/index.js rename to src/components/Notebooks/index.jsx diff --git a/src/components/ScrollToTop.js b/src/components/ScrollToTop.jsx similarity index 95% rename from src/components/ScrollToTop.js rename to src/components/ScrollToTop.jsx index ed4f59d..87d48dc 100755 --- a/src/components/ScrollToTop.js +++ b/src/components/ScrollToTop.jsx @@ -1,11 +1,11 @@ -import {useEffect} from 'react' -import { useLocation } from 'react-router-dom' - -export default function ScrollToTop() { - const {pathname} = useLocation() - useEffect(() => { - window.scrollTo(0,0) - }, [pathname]) - - return null; -} +import {useEffect} from 'react' +import { useLocation } from 'react-router-dom' + +export default function ScrollToTop() { + const {pathname} = useLocation() + useEffect(() => { + window.scrollTo(0,0) + }, [pathname]) + + return null; +} diff --git a/src/components/Sidebar/SidebarElements.js b/src/components/Sidebar/SidebarElements.jsx similarity index 95% rename from src/components/Sidebar/SidebarElements.js rename to src/components/Sidebar/SidebarElements.jsx index 1863411..2d36aa5 100755 --- a/src/components/Sidebar/SidebarElements.js +++ b/src/components/Sidebar/SidebarElements.jsx @@ -1,98 +1,98 @@ -import styled from 'styled-components' -import {Link as LinkS} from 'react-scroll' -import {Link as LinkR} from 'react-router-dom' -import {FaTimes} from 'react-icons/fa' - - - -export const SidebarContainer = styled.aside` - position:fixed ; - z-index: 999; - width: 100%; - height: 100%; - background: #0d0d0d; - display: grid; - align-items: center; - top: 0; - left: 0; - transition: 0.3s ease-in-out; - opacity: ${({ isOpen }) => (isOpen ? '100%' : '0')}; - top: ${({ isOpen }) => (isOpen ? '0' : '-100%')}; - -` - -export const CloseIcon = styled(FaTimes)` - color: #fff ; - &:hover { - color: #01bf71; - transition: 0.2s ease-in-out; - } -` - -export const Icon = styled.div` - position: absolute; - top: 1.2rem; - right: 1.5rem; - background: transparent; - font-size: 2rem; - cursor: pointer; - outline: none; -` - -export const SidebarWrapper = styled.div` - color: #ffffff; -` - -export const SidebarMenu = styled.ul` - display: grid; - grid-template-columns: 1fr; - grid-template-rows: repeat(6,80px); - text-align: center; - - @media screen and (max-width: 480px){ - grid-template-rows: repeat(6, 60px) ; - } -` - -export const SidebarLink = styled(LinkS)` - display: flex ; - align-items: center; - justify-content: center; - font-size: 1.5rem; - text-decoration: none; - list-style: none; - transition: 0.2s ease-in-out; - text-decoration: none; - color: #fff; - cursor: pointer; - - &:hover { - color: #01bf71; - transition: 0.2s ease-in-out; - } -` - -export const SideBtnWrap = styled.div` - display: flex; - justify-content: center; -` - -export const SidebarRoute = styled(LinkR)` - border-radius: 50px; - background: #01bf71; - white-space: nowrap; - padding: 16px 46px; - color: #010606; - font-size: 16px; - outline: none; - border: none; - cursor: pointer; - transition: all 0.2s ease-in-out; - text-decoration: none; - - &:hover { - transition: all 0.2s ease-in-out; - background: #fff; - color: #010606; - } +import styled from 'styled-components' +import {Link as LinkS} from 'react-scroll' +import {Link as LinkR} from 'react-router-dom' +import {FaTimes} from 'react-icons/fa' + + + +export const SidebarContainer = styled.aside` + position:fixed ; + z-index: 999; + width: 100%; + height: 100%; + background: #0d0d0d; + display: grid; + align-items: center; + top: 0; + left: 0; + transition: 0.3s ease-in-out; + opacity: ${({ isOpen }) => (isOpen ? '100%' : '0')}; + top: ${({ isOpen }) => (isOpen ? '0' : '-100%')}; + +` + +export const CloseIcon = styled(FaTimes)` + color: #fff ; + &:hover { + color: #01bf71; + transition: 0.2s ease-in-out; + } +` + +export const Icon = styled.div` + position: absolute; + top: 1.2rem; + right: 1.5rem; + background: transparent; + font-size: 2rem; + cursor: pointer; + outline: none; +` + +export const SidebarWrapper = styled.div` + color: #ffffff; +` + +export const SidebarMenu = styled.ul` + display: grid; + grid-template-columns: 1fr; + grid-template-rows: repeat(6,80px); + text-align: center; + + @media screen and (max-width: 480px){ + grid-template-rows: repeat(6, 60px) ; + } +` + +export const SidebarLink = styled(LinkS)` + display: flex ; + align-items: center; + justify-content: center; + font-size: 1.5rem; + text-decoration: none; + list-style: none; + transition: 0.2s ease-in-out; + text-decoration: none; + color: #fff; + cursor: pointer; + + &:hover { + color: #01bf71; + transition: 0.2s ease-in-out; + } +` + +export const SideBtnWrap = styled.div` + display: flex; + justify-content: center; +` + +export const SidebarRoute = styled(LinkR)` + border-radius: 50px; + background: #01bf71; + white-space: nowrap; + padding: 16px 46px; + color: #010606; + font-size: 16px; + outline: none; + border: none; + cursor: pointer; + transition: all 0.2s ease-in-out; + text-decoration: none; + + &:hover { + transition: all 0.2s ease-in-out; + background: #fff; + color: #010606; + } ` \ No newline at end of file diff --git a/src/components/Sidebar/index.js b/src/components/Sidebar/index.jsx similarity index 97% rename from src/components/Sidebar/index.js rename to src/components/Sidebar/index.jsx index 6e5c2f4..d5000b1 100755 --- a/src/components/Sidebar/index.js +++ b/src/components/Sidebar/index.jsx @@ -1,33 +1,33 @@ -import React from 'react' -import { SidebarContainer, Icon, CloseIcon, SidebarWrapper, SidebarMenu, SidebarLink} from './SidebarElements' - - -const Sidebar = ({isOpen, toggle}) => { - return ( - <> - - - - - - - - Notebooks - - - Instructors - - - Media - - - More - - - - - - ) -} - -export default Sidebar +import React from 'react' +import { SidebarContainer, Icon, CloseIcon, SidebarWrapper, SidebarMenu, SidebarLink} from './SidebarElements' + + +const Sidebar = ({isOpen, toggle}) => { + return ( + <> + + + + + + + + Notebooks + + + Instructors + + + Media + + + More + + + + + + ) +} + +export default Sidebar diff --git a/src/index.js b/src/index.jsx similarity index 58% rename from src/index.js rename to src/index.jsx index abefd0a..c41ee7e 100755 --- a/src/index.js +++ b/src/index.jsx @@ -2,10 +2,9 @@ import React from 'react'; import ReactDOM from 'react-dom'; import App from './App'; -ReactDOM.render( +ReactDOM.createRoot(document.getElementById('root')).render( - , - document.getElementById('root') -); + +) diff --git a/src/pages/index.js b/src/pages/index.jsx similarity index 96% rename from src/pages/index.js rename to src/pages/index.jsx index a5ab24b..f10e95b 100755 --- a/src/pages/index.js +++ b/src/pages/index.jsx @@ -1,34 +1,34 @@ -import React, {useState} from 'react' -import Sidebar from '../components/Sidebar' -import Navbar from '../components/NavBar' -import HeroSection from '../components/HeroSection'; -import NotebookSection from '../components/Notebooks' -import InstructorsSection from '../components/Instructors'; -import Footer from '../components/Footer'; -import MediaSection from '../components/Media'; -import MoreSection from '../components/More'; - -const Home = () => { - const [isOpen, setIsOpen] = useState(false) - - const toggle = () => { - setIsOpen(!isOpen) - }; - - return ( - <> - - - - - - - -