{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Minimizing Kullback-Leibler Divergence\n", "\n", "> In this post, we will see how the KL divergence can be computed between two distribution objects, in cases where an analytical expression for the KL divergence is known. This is the summary of lecture \"Probabilistic Deep Learning with Tensorflow 2\" from Imperial College London.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Coursera, Tensorflow_probability, ICL]\n", "- image: images/kl_pq.gif" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import tensorflow as tf\n", "import tensorflow_probability as tfp\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Ellipse\n", "from IPython.display import HTML, Image\n", "\n", "tfd = tfp.distributions\n", "tfpl = tfp.layers\n", "tfb = tfp.bijectors\n", "\n", "plt.rcParams['figure.figsize'] = (10, 6)\n", "plt.rcParams[\"animation.html\"] = \"jshtml\" \n", "plt.rcParams['animation.embed_limit'] = 2**128" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tensorflow Version: 2.5.0\n", "Tensorflow Probability Version: 0.13.0\n" ] } ], "source": [ "print(\"Tensorflow Version: \", tf.__version__)\n", "print(\"Tensorflow Probability Version: \", tfp.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### KL divergence" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# KL(q || p) = E_{z ~ q}[log q(z) - log p(z)]\n", "\n", "scale_tril = tfb.FillScaleTriL()([-0.5, 1.25, 1.])\n", "scale_tril" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = tfd.MultivariateNormalTriL(loc=0., scale_tril=scale_tril)\n", "p" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q = tfd.MultivariateNormalDiag(loc=[0., 0.])\n", "q" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tfd.kl_divergence(q, p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Another example" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q = tfd.MultivariateNormalDiag(\n", " loc=tf.Variable(tf.random.normal([2])),\n", " scale_diag=tfp.util.TransformedVariable(tf.random.uniform([2]), bijector=tfb.Exp())\n", ")\n", "q" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tfd.kl_divergence(q, p)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "@tf.function\n", "def loss_and_grads(q_dist):\n", " with tf.GradientTape() as tape:\n", " loss = tfd.kl_divergence(q_dist, p)\n", " return loss, tape.gradient(loss, q_dist.trainable_variables)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor(2.8571239, shape=(), dtype=float32)\n", "tf.Tensor(2.8537352, shape=(), dtype=float32)\n", "tf.Tensor(2.8503537, shape=(), dtype=float32)\n", "tf.Tensor(2.84698, shape=(), dtype=float32)\n", "tf.Tensor(2.8436131, shape=(), dtype=float32)\n", "tf.Tensor(2.840254, shape=(), dtype=float32)\n", "tf.Tensor(2.8369021, shape=(), dtype=float32)\n", "tf.Tensor(2.8335583, shape=(), dtype=float32)\n", "tf.Tensor(2.8302217, shape=(), dtype=float32)\n", "tf.Tensor(2.8268933, shape=(), dtype=float32)\n", "tf.Tensor(2.8235722, shape=(), dtype=float32)\n", "tf.Tensor(2.8202596, shape=(), dtype=float32)\n", "tf.Tensor(2.8169546, shape=(), dtype=float32)\n", "tf.Tensor(2.8136582, shape=(), dtype=float32)\n", "tf.Tensor(2.81037, shape=(), dtype=float32)\n", "tf.Tensor(2.8070896, shape=(), dtype=float32)\n", "tf.Tensor(2.8038177, shape=(), dtype=float32)\n", "tf.Tensor(2.8005545, shape=(), dtype=float32)\n", "tf.Tensor(2.7972991, shape=(), dtype=float32)\n", "tf.Tensor(2.7940533, shape=(), dtype=float32)\n" ] } ], "source": [ "optimizer = tf.keras.optimizers.Adam()\n", "\n", "for i in range(20):\n", " loss, grads = loss_and_grads(q)\n", " optimizer.apply_gradients(zip(grads, q.trainable_variables))\n", " print(loss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tutorial" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Define a target distribution, p\n", "\n", "tf.random.set_seed(41)\n", "\n", "p_mu = [0., 0.]\n", "p_L = tfb.Chain([tfb.TransformDiagonal(tfb.Softplus()),\n", " tfb.FillTriangular()])(tf.random.uniform([3]))\n", "\n", "p = tfd.MultivariateNormalTriL(loc=p_mu, scale_tril=p_L)\n", "p" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the target distribution's density contours\n", "\n", "def plot_density_contours(density, X1, X2, contour_kwargs, ax=None):\n", " '''\n", " Plots the contours of a bivariate TensorFlow density function (i.e. .prob()).\n", " X1 and X2 are numpy arrays of mesh coordinates.\n", " '''\n", " if ax==None:\n", " _, ax = plt.subplots(figsize=(7, 7))\n", " \n", " X = np.hstack([X1.flatten()[:, np.newaxis], X2.flatten()[:, np.newaxis]])\n", " density_values = np.reshape(density(X).numpy(), newshape=X1.shape)\n", " \n", " \n", " ax.contour(X1, X2, density_values, **contour_kwargs)\n", " return(ax)\n", "\n", "x1 = np.linspace(-5, 5, 1000)\n", "x2 = np.linspace(-5, 5, 1000)\n", "X1, X2 = np.meshgrid(x1, x2)\n", "f, ax = plt.subplots(1, 1, figsize=(7, 7))\n", "\n", "# Density contours are linearly spaced\n", "contour_levels = np.linspace(1e-4, 10**(-0.8), 20) # specific to this seed\n", "ax = plot_density_contours(p.prob, X1, X2, \n", " {'levels':contour_levels, \n", " 'cmap':'cividis'}, ax=ax)\n", "ax.set_xlim(-5, 5); ax.set_ylim(-5, 5); \n", "ax.set_title('Density contours of target distribution, $p$')\n", "ax.set_xlabel('$x_1$'); ax.set_ylabel('$x_2$')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Instantiate an approximating distribution, q, that has diagonal covariance\n", "\n", "tf.random.set_seed(41)\n", "\n", "q = tfd.MultivariateNormalDiag(loc=tf.Variable(tf.random.normal([2])),\n", " scale_diag=tfp.util.TransformedVariable(tf.random.uniform([2]),\n", " bijector=tfb.Exp()))\n", "q" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Define a function for the Kullback-Leibler divergence\n", "\n", "@tf.function\n", "def loss_and_grads(dist_a, dist_b):\n", " with tf.GradientTape() as tape:\n", " loss = tfd.kl_divergence(dist_a, dist_b)\n", " return loss, tape.gradient(loss, dist_a.trainable_variables) " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from matplotlib import animation" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Run a training loop that computes KL[q || p], updates q's parameters using its gradients\n", "\n", "fig, ax1 = plt.subplots(figsize=(7, 7))\n", "\n", "num_train_steps = 250\n", "opt = tf.keras.optimizers.Adam(learning_rate=.01)\n", "last_q_loss = 0\n", "\n", "def animate(i):\n", " ax1.clear()\n", " global last_q_loss\n", " # Compute the KL divergence and its gradients\n", " q_loss, grads = loss_and_grads(q, p)\n", " \n", " # Update the trainable variables using the gradients via the optimizer\n", " opt.apply_gradients(zip(grads, q.trainable_variables))\n", " \n", " X = np.hstack([X1.flatten()[:, np.newaxis], X2.flatten()[:, np.newaxis]])\n", " density_values = np.reshape(p.prob(X).numpy(), newshape=X1.shape)\n", " ax1.contour(X1, X2, density_values, levels=contour_levels, cmap='cividis', alpha=0.5)\n", "\n", " density_values = np.reshape(q.prob(X).numpy(), newshape=X2.shape)\n", " ax1.contour(X1, X2, density_values, levels=contour_levels, cmap='plasma')\n", " ax1.set_title('Density contours of $p$ and $q$\\n' +\n", " 'Iteration ' + str(i + 1) + '\\n' +\n", " '$D_{KL}[q \\ || \\ p] = ' + \n", " str(np.round(q_loss.numpy(), 4)) + '$',\n", " loc='left')\n", " last_q_loss = q_loss.numpy()\n", " \n", "ani = animation.FuncAnimation(fig, animate, frames=num_train_steps)\n", "plt.close()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "ani.save('./image/kl_qp.gif', writer='imagemagick', fps=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](image/kl_qp.gif)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Re-fit the distribution, this time fitting q_rev by minimizing KL[p || q_rev]\n", "tf.random.set_seed(41)\n", "\n", "q_rev = tfd.MultivariateNormalDiag(loc=tf.Variable(tf.random.normal([2])),\n", " scale_diag=tfp.util.TransformedVariable(tf.random.uniform([2]), bijector=tfb.Exp()))\n", "q_rev" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Edit loss_and_grads function\n", "\n", "@tf.function\n", "def loss_and_grads(dist_a, dist_b, reverse=False):\n", " with tf.GradientTape() as tape:\n", " if not reverse:\n", " loss = tfd.kl_divergence(dist_a, dist_b)\n", " else:\n", " loss = tfd.kl_divergence(dist_b, dist_a)\n", " return loss, tape.gradient(loss, dist_a.trainable_variables)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Run a training loop that computes KL[q || p], updates q's parameters using its gradients\n", "\n", "fig, ax1 = plt.subplots(figsize=(7, 7))\n", "\n", "\n", "num_train_steps = 250\n", "opt = tf.keras.optimizers.Adam(learning_rate=.01)\n", "last_q_rev_loss = 0\n", "\n", "def animate(i): \n", " ax1.clear()\n", " global last_q_rev_loss\n", " # Compute the KL divergence and its gradients\n", " q_rev_loss, grads = loss_and_grads(q_rev, p, reverse=True)\n", " \n", " # Update the trainable variables using the gradients via the optimizer\n", " opt.apply_gradients(zip(grads, q_rev.trainable_variables))\n", " \n", " X = np.hstack([X1.flatten()[:, np.newaxis], X2.flatten()[:, np.newaxis]])\n", " density_values = np.reshape(p.prob(X).numpy(), newshape=X1.shape)\n", " ax1.contour(X1, X2, density_values, levels=contour_levels, cmap='cividis', alpha=0.5)\n", "\n", " density_values = np.reshape(q_rev.prob(X).numpy(), newshape=X2.shape)\n", " ax1.contour(X1, X2, density_values, levels=contour_levels, cmap='plasma')\n", " ax1.set_title('Density contours of $p$ and $q_{rev}$\\n' +\n", " 'Iteration ' + str(i + 1) + '\\n' +\n", " '$D_{KL}[p \\ || \\ q_{rev}] = ' + \n", " str(np.round(q_rev_loss.numpy(), 4)) + '$',\n", " loc='left')\n", " last_q_rev_loss = q_rev_loss.numpy()\n", " \n", "ani = animation.FuncAnimation(fig, animate, frames=num_train_steps) \n", "plt.close()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "ani.save('./image/kl_pq.gif', writer='imagemagick', fps=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](image/kl_pq.gif)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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tjxnQvARxEVAMPErz605CkiRJ6ijhdGJ+pBNzWBtybxjws6IopS3fz6d5IY/dNM/TKgdSAc+W+W0RiqJsvda4WtFd8uqVnitJUi8luvMCQkKI12i+yUcBW4GJNE9IjmpZCvfCY+uBBuBDRVH+3cq5JgOfKIrif/FjLY+/CKAoyouX+1nLzz8DkhRFee8ysW8HhgJHFUWZcNkXKkmSJEntcC35sS057KLnvwhty4+tPPdPuVcI8QSQrSjKypbv3wHWtCyDjxBCpShKkxBiL80LbFz4mMyrkiT1GqorH6JT/YDvFEXJbxmf/j3NLXIThBCPtByzUFGUMkVRrrQiVTAdu2jIussdoCjKpA66liRJkiRd7Fry4xVzWAe6OPeGAhcuif8l8K0QQk1zIXkbUEDzKoh+5ws0kHlVkqTepVv3pHWklknKhYqivHCJx8cCKIqy53I/a/l5ORB+0epVkiRJktTttTeHtSc/tvLcy+ZeSZIkqXW9pkiTJEmSJEmSJEnqCXS9mbUkSZIkSZIkSZJ0AZ3MSbO3t1e8vLx0cWlJkiSpC8XExBQriuKg6zh6CpkfJUmSeo/L5UidFGleXl5ER0fr4tKSJElSFxJCZOg6hp5E5kdJkqTe43I5Ug53lCRJkiRJkiRJ6kZkkSZJkiRJkiRJktSNyCJNkiRJkiRJkiSpG5FFmiRJkiRJkiRJUjciizRJkiRJkiRJkqRuRBZpkiRJkiRJkiRJ3Ygs0iRJkiRJkiRJkroRWaRJkiRJkiRJkiR1IzrZzFqSpN5Do9FQU9tAdW0dtXWN1DU00NjYRJNGg0ajBUAIgUqlj4FKHyNDA0xNjDA3NcbS3BQDA3mbkiRJkq5PDQ1qqmrqqKmrp66+kfqGRtRNGpqaNCiKAoCenh4GKn0MDVWYGBlhamKIhZkJ5mYmCCF0/AqkziI//UiS1CGqa+ooKC6nsKSCotIKSsurKausprK67o9EczXMTIyws7HEwdYSZwcbXB1tcXawRl9fvwOjlyRJkqTOodFoKC6rorCknMLiCkrKqyitqKKsooaGRvVVn1dfTw8bK3PsrC1wsrfGxdEGNyc7LC1MOzB6SVdkkSZJUrtpNBpyC0rJzC0mO7+YnIJSKqtr/3jc1NgIOxsLvNwcsbY0w8LMBAtzE0yNjTA2MsTI0ACVSh99veYR1woKTU0a1E0a6hsaqa1roLq2noqqWsorqykuq+JMchYxp1MAUOnr08fFHh8PJ/y9XHGyt5atiZIkSd1YXZ2aivIGKisbqKlRU1+nRt2kRaNpbsTT1xcYqPQwMlZhZmaAhYUR1jbGmJioetz9vbqmjoycIrLymnNkflE5TRoNAHp6AhtLc+xsLPBwccDKwgwLcxPMTIwwNTHCyNAAQwMVKpU+gubXrVW0qNUaGtVN1NU3UFPXQFVNHeWVNZSWV1FcVsm5jFy02ub30trSDC83R3w9nfHzdMHE2Ehn74V09WSRJknSFSmKQlFJBckZeaRmFZCRU4i6qTnh2FqZ4+nm0NLDZYOjnRVmpsbtv8gVcoiiKFRU1fxRHKbnFLDzUBw7D8VhZWFKX38PQgM9cXaw6XEJXZIkqSdTFIXcnCqSkkpJTSkjPa2crMwKcnKqyM+rpqioltraq+sxMjFRYW9virOLOW5uFrj3scTL2xofXxv8A2zp08cKPT3d3vMbG9Wk5xSSnN6cI4vLKgEwUOnj6mTLoDA/XBxtcbK3xt7G4qpGgphcIa02NWkoKC4nO7+YjJwiEtNyOHE2DT09gZebI/0CPAnx74OxkeHVvERJB8S1DEO6WpGRkUp0dHSXX1eSpLbTarVk5BSRkJJNYloO5ZU1ANjbWOLTxwkvd0c83RyvriDrINU1dZxLz+NsShYpGflotFqcHayJ7OdHWJAXhoYGOotNaiaEiFEUJVLXcfQUMj9K3Z1GoyUxoYSY6FxiYws4dbKAs2eKqaxs+OMYIyN93NwtcXe3wNnFAkdHU+zsTbG2NsbCwhBzc0OMjFUYGur9MaJCo9WiVmupr2uipkZNVVUD5WX1lJbWUVhYQ35eNTk5VWRlVlJf3/THtczMDAgOcSA0zJHwCGcGRroQ0tcBlapz18arrqkjMTWHhNRs0rIKadJoMFDp4+nmiLe7E55uDrg42uhsaL5WqyW3oJSE1GzOnMuitKIalb4+ff37MCjMH3cXe53EJf3Z5XKkLNIkSfqDoihk5hZxKjGDs8lZ1NQ1oNLXx9fDmQBvV/y8XLCyMNN1mK2qq2/gdFImMaeTyS8qx9jIgMFhAQyNCMTURA710BVZpLWPzI9Sd9PUpOV4TB7792VyYH8mx6Jy/yjILCwM6RfqSN9QR4KD7QkItMXX1xZXN4tO691SFIX8vGpSUspISiwh4Wwx8aeLOBVXQHl5c1xmZgYMGuzK8JF9GD3ak8jBrhgaXnuxVFffQHxSJvHnskjPKURRFGwszQn0cSPA2xUPVwdUqu43X1pRFHILSok9k8qpxAwaGtX0cbFnZGQwAd5ucvSJDskiTZKkyyotr+LEmTTiEtMpr6zBQKVPgLcbff374Ofp0qN6pBRFITuvmEPHE0hIzcFApc/Q8ECGDwySwzx0QBZp7SPzo9QdFBbUsG1rCls3p7BndzoVFc3FT3CIPcOGuzN4qBuDBrni62er86GG5ymKQlpaOdFHczkalcORw9mciitEUcDc3JDRYz2YPMWXKVN9cXO3bPN5NRoNyRl5nDiTRlJaLhqtFnsbS/r69yHE3wNHO6seVeQ0NKg5cTaVw7GJlFfW4OJgw8QR/fH1dNF1aL2SLNIkSfoLjUZDQkoO0aeSScsuQAiBTx8n+gd7E+Tj1qMKs0spKqlg79HTnE7KxMzEiPHDwhjQz7dHJdSeThZp7SPzo6QrOdmVrFmdwO9rk4g6ko2igKurBRMnezN+gjejx3hi79CzVg0sK6vnwL4Mdu1KZ8fWVDIyKgAYMNCFOXMDmTs/CG9v61afW15ZTcypFGLPpFJdW4+ZiRFhQV6EBXldF3OfNRoNpxIz2BN1mvLKGvw8XZg6egD2tm0vYKVrJ4s0SZL+UF1TR/SpZKJPJVNdW4+1pRkD+voSHux93S7bm1tQwtb9sWTkFOHubMfsCYNxtLfWdVi9gizS2kfmR6krVVTUs3Z1Ist/Ps3BA1kAhIY5MnN2ADNm+hMa5tjji5HzFEUhMaGETRvO8fu6JI7H5AEQOciVG2/uy4JFIdjaGpOWVUDUiSSS0nMB8PdyYUBfX/y9XK7LrV+amjQcizvHnqjTNDVpGDUohJGRId1y2Ob1SBZpkiRRUFzO4eMJnErMQKPV4u/lwuCwAPy8XK6bJHw5iqJwKjGDLXuP09CoZtywUIYPCEJPr3Mnl/d2skhrH5kfpc6mKApHDmXz3bcnWLs6kfr6JvwDbFl0U1/mLQjG399W1yF2iYyMctasTOC3X+M5faoIlUqP4P4WBIQbEdzPisgwfwaG+nbbedgdrbqmjq37YzmVmIGTvTXzpgzDSTZmdjpZpElSL5aZW8T+Y/GcS8/DQKVPRIgPQ8IDsLPpnUMaausa2LDrGGeSs/Byc2T+1GFYmF+fPYjdgSzS2kfmR6mz1NaqWf7zab78/Dhn4ouwtDRiwaJgltwWxsDI3tFYd7GGBjUxp5NZs/4kRw+UkHiiltoaDb6+Ntxz/wCW3BaKlZXuVjDWhaS0HH7fcZT6BjWTR4UzKMy/V/7f6CqySJOkXkZRFNKzC9kTdYqMnCJMjY0YGhHIoDA/uaklze/PybNpbNwdjZGhAYtmjMTD1UHXYV2XZJHWPjI/Sh2tIL+aLz6L4euvYikvq6d/uBP33j+A+QuDMTPrnYsp1Tc0cvTkOQ7HJlBX34i3uxMjI4NxdbTn97VJfPXFcY5G5WBhYchtd/TnoUci6eNhpeuwu0xNbT1rtx/hXHoeoYGezJ4wGAMDubVyZ5BFmiT1Ihk5hew6HEdGThEWZiaMGBjMwH6+8gbbisLicn7deIDyyhpmTRhEeIiPrkO67sgirX1kfpQ6SmZGBe+9e4RlP8TR2Khh5qwAHnlsEEOHu/fanpHGRjVRJ5M4dLy5OAvwdmX0oL6t7hl2PCaPTz46xppVCQAsuimEv/9jGP4Bdl0dtk4oisL+Y2fYfeQULg423DxrlBx10glkkSZJvUBeYSk7D8WRnJGHhZkJowaFMKCvr5z8ewV19Q2s2HSQ1KwCxg0NZfTgvr32A0xnkEVa+8j8KF2rrMwK3nrzEMuWnkIIWHxrKI/9bQh+fr1jrllrmpo0xJxOZt/ReGrqGgjwdmXskH64Ol254MrKrOCjD47yw3cnaWjQsGBRCM88P6LXvJ+Jqdms2nIYE2NDbp07Tq7+2MFkkSZJ17Hyymp2HorjVGIGJsaGjIoMYVCYv+w5aweNRsP6ncc4cTaNoeGBTBkdIQu1DiKLtPaR+VG6WsVFtbz15iG++SoWgNvv7M+TTw1t155g1xtFUTidlMGuQ6coq6zG292JCcPDWu05u5Kiwho+fP8oX31xnIaGJpbcFsazz4/E1c2iEyLvXvIKS/lp3V60WoVbbxiLi2PvKFC7gizSJOk61NCgZn90PEdikwAYFhHIiMhguWHzVVIUha37YjlyIpHBYf5MGztQFmodQBZp7SPzo9RedXVqPv04mnffOkxNjZolt4Xy9LMjetUcqtZk5RaxZV8sOQUlODtYM3F4OL6eztd8Xy8sqOHt/x3i269PoK8vePixwfzt70OwsLi+53uXllfxw+pdNDSquX3eeFmodRBZpEnSdURRFE6cSWPHwRPU1DXQP8iLCcP7X7d7nHUlRVHYfuAEh44nMHxAEJNGhstC7RrJIq19ZH6U2kpRFNatSeRfz+4iM7OS6TP9eOm/YwkMan8v0fWksqqW7QdPcCoxAwszEyYMDyMsyKvDt1tJTy/n5f/sY+VvZ3ByNuPFl8dw8+JQ9PSu35xRXlnN96uaC7U750+Q+412AFmkSdJ1IreghI27Y8gpKKGPiz1TRw/Azbl3TGLuKoqisHlPDEfjzjFpRDgjIoN1HVKPJou09pH5UWqLc0klPPW37ezelU6/UAfeeGsio8d46josndJoNByOTWRv1GkUBYYPCGJkZDCGhgadet1jR3N5+qkdRB/LZfAQN979YDJh/Z069Zq6VFpexXcrdwJwz42Tes0+cp1FFmmS1MPVNzSy81Ac0aeSMTMxYtLIcMKCvGQvTydRFIVVWw5xOimTBVOH0y+wd3/4uRaySGsfmR+ly2loaOLt/x3mvbePYGKi4l//Gc3d90agUnVsL1FPk5ZVwMbd0RSXVRLk48aU0QOwsTLvsutrtQq//HSKfz+/h9KSOh56JJLn/j0Kc/Prc/pBQXE5363cgaW5KXcvnISRUecWwtezy+VIubKAJHVjiqIQn5TJln3HqalrYHCYP+OGhcp5Z51MCMHcSUOprK5j7fYobK3N27QKmCRJUmeJOpzNww9uJimxhIU3hvD6mxNwdOrdvRi1dQ1s2x/LibNp2Fias3j2GPy9Xbs8Dj09weJbw5g+M4CXXtjDxx8eY/26JD74ZCrjJ3h3eTydzcnemkXTR7Js3R5WbT3ETTNHdfhwUgnkOypJ3VRFVQ2/rN/Hyi2HsDQ35b6bJjNt7EBZoHURlUqfG2eMxNzMmF83HqCmtl7XIUmS1AvV1al5/pldTJ6wjLpaNavWLeKb72f36gJNURROJabz8dKNxCWmMyoyhIeWTNNJgXYhGxtj3v9oKlt3LMbQSJ+5M3/lsYc3U1XVoNO4OoOPhzPTxgwkKS2XvVGndR3OdUn2pElSN6MoCjGnktl+8CRarZYpoyIYEh4gW6l0wMzUmBtnjOSb33awZtsRFs8ZI4eYSpLUZU7E5nPvXetJTCjh7nsjePnVsdf9KoJXUllVy4bdx0hKy8Xd2Y7ZEwZ3uwUsho3ow8Gou3j15f189MFRdu9M54uvZzJ8ZB9dh9ahIkP9yMkvYd+xM3i4OuDr6aLrkK4r8lOfJHUj5ZXV/LhmNxt2R+PmZMtDS6YzbECQLNB0yMXRlimjI0jOyOPw8QRdhyNJUi+g1Sp88G4UE8YspbKigTXrb+S9D6f06gKteWXjVD79aRNpWQVMGRXBXQsndrsC7TxjYxX/fW0cW3csRugJpk3+iZdf3IdardF1aB1GCMGMcZE42FqyeuthOeKkg8lPfpLUDSiKQmx8Kp/9tIXs/BJmjovk1hvGdenEZ+nSIkP9CPJxY+ehOAqLy3UdjiRJ17HCghpumP0r/35+N9Nn+HM4+m4mTLz+5jW1R3VNHcvX72ft9iic7K15cPG0HtOAOWSYOwej7mTxraG8/eYhpk36mcyMCl2H1WEMDFQsmDqchsYmft9xFF0sSHi96v7/uyXpOldTW8/y9ftZtyMKFwcbHloyjcgwfzmsrhsRQjBrwmCMjQxYuz0KrVar65AkSboOHdifyYih33L4YDYffDyVpT/PxdbWRNdh6VRCSjafLttMSmY+U0ZFcMf8CdhaW+g6rHaxsDDi0y9m8N3SOZw9U8TIYd+xeVOyrsPqMI721owfFkpiWg6nEjN0Hc51o8OKNCGEvhAiVgixoaPOKUnXu3NpuXz202aSM/KYMiqC2+ePx9pS9p51R2amxkwfG0luYSlHYhN1HY7Uw8gcKV2Ooih8+F4UM6f+goWFEbv338add4f36sa6xkY163ceZfmG/VhZmHL/zVMYNiCoR78n8xcGs+/wnXh6WnHj/JW8/J+9aDTXR6Pf0IhA3J3t2LL3OLV1199CKbrQkT1pjwNnO/B8knTdamrSsGXvcX76fS+mJkbcdx0kn94gxL8Pgd5u7D5yioqqGl2HI/UsMkdKraqpaeTOW9fxr+d2M3tOAHsP3k7ffo66Dkun8gpL+eKXrRyPT2VkZDD33DgJBzsrXYfVIXx9bdi++1ZuuyOMt/93mIXzVlJW1vPncunp6TF7wmDqGxvZfuCErsO5LnRIkSaEcAdmAF93xPkk6XpWUlbJN79t58iJRIb0D+C+m6bg1E0nPkt/JoRg2tgBAGzbf0K3wUg9hsyR0qVkZlQwefwy1q5J5OVXxvLDT3N7/eIgR2IT+frX7aibNNx2wzgmjghHX19f16F1KGNjFR9/Np0PPp7K3t3pjBv1A0mJJboO65o52lszLCKI2DOp5OT3/Nejax21BP/7wD+BSw4SFkLcB9wH4OHh0UGXlSTdqatTk5ZaTkZ6OZmZleTlVlFYWENJSR1lpfVUVzdQW9tEY4OGpqbm4QwarYbGJjWGhno4OVoStyuFVT/k4uBgiouLOW7ulnh6WeHtY4OdXe+eh9BdWVuaM2JgMHuiTjMkNwAPVwddhyR1f+9zmRwp82PvFHUkh5sXrULdqGHFmoVMmuyj65B0qq6+gXXbo0hIzSHQ2405k4ZganJ9F6x33h1OcLA9i29ezYQxS/l+2dwev0jM6EF9OXk2jS37jnPXwolyhNA1uOYiTQgxEyhUFCVGCDH2UscpivIl8CVAZGSkXPpF6jEURSE7q5LjMXmcPFHAqVOFJJwpJjOzggsXMVKp9HBwMMXewRQbG2M8PK0wNTXEyEgfPT1Bdn4xhSUVmBha4mBjQ329hpLiWpKTSigsrKW2Vv2n69ramRAcbE/ffg70D3ciYoALwSH26OvL9X50bfiAIGJOp7D9wAmZhKTLakuOlPmx91m98iz337MBVzcLVqxeSECgna5D0qmc/BJWbD5IVXUdU0ZFMDQisNfcV4cOd2f3vtu5aeFKFsz9jXc/mMKdd4frOqyrZmRkwPhhYfy+8ygJKdkE+11fe8N1pY7oSRsBzBZCTAeMAUshxDJFUZZ0wLklqcspikJychl7d6dzYH8Whw9mkZdXDTQXYgGBdkQOdmXJ7WH4+trg6WWNp6cV9g6m6On9NamUVVSzYtNBHAoNGDFwFOOHhf5l6IaiKFRWNpCdVUlGegWpKWUkJZVw9kwxPy87zZefHwfA3NyQQUNcGTGyD2PGejEw0gWVShZtXc3Q0ICxQ/qxftcxktJyCPRx13VIUvclc6T0Jx+9H8Xzz+5m6DB3fvltHnb2proOSWcURSHmVDKb9x7H3MyYOxdMwN3FXtdhdTkPTyu27lzCHbeu4/FHtpCVWcG/XxzdYwvV8BBvDscmsOtwHIE+bj1iq4TuSHTkfgYtrYRPKYoy83LHRUZGKtHR0R12XUm6Vo2NGvbtzWDTxmS2b0kho2UPE1dXC4aP7MOQoW4MjHShX6gjxsZtb9tITs9j1dZDKIrCDZOHXtWHea1WISWljJjoXI5G5XL4YBbxp4sAsLIyYtx4L6bO8GPqNL9ev1RzV9JoNHzy4yaMDA247+YpPTaZdjYhRIyiKJG6jqM7aEuOlPnx+qXVKvzr2V18/OExbpgXxBffzGxXPrneqNVNbNh1jJMJ6fh7uXDD5GHX/fDGK2lq0vLk41v5/tuTLL41lI8+ndZjG2LjkzJZsfkg86cOIzTQS9fhdFuXy5G99+4g9XpqtYbdu9JZteIsmzaco6KiAVNTA8aM8+TxJ4cwdrwXvr42V/XhW1EU9h87w+4jp3C0s+LGGSOvel8XPT2Bv78t/v623HRzPwBKimvZtzeTnTtS2bYllbVrEtHXF4we68n8BcHMnhuItbXxVV1Paht9fX1GD+7L2u1RnEvPJcDbTdchSZLUTanVGh5+YBPLf47n/gcH8ubbE1sdedFblFdW8+uGA+QXlzN2SD/GDOknG7poHq3zwcdTcXYx541XD1JaWsf3P87BxMRA16G1W4h/HxyPWrHvaDz9Ajzl7/cqdGhPWlvJlkJJl86eKeLHH+L4dXk8RYW1WFsbMWNWALPnBjJ2nOc13wwbG9Ws2XaEsynZhAZ6MnvCYAwMOq89RKtViD2ez/p1iaxZnUBaajmGhvrMmOnPrXeEMW68l5zH1kk0Gg0f/rABKwsz7lo4UdfhdEuyJ619ZH68/tTXN3HnrevYuOEc//rPKP7x9PBe/YE1LauAFZsOolW0zJsyTDZwXcJXXxznqb9tY+QoD5avnN8jV/08lZjOqi2HuWnmKIJ85bSA1sieNKnXa2zUsG5NIl99cZwjh7MxMNBj2nQ/brqlH5Om+GBk1DF/CmUV1fyyfh9FpZVdNvlZT08wMNKFgZEu/OflMRyPyWf5z6dZ8dsZ1qxOwMPDkjvvieCOO/v36rkPnUFfX59hEUFs2Xec7LziXjmXQpKkS6utVXPLjavZtSONt9+bxH0PDNR1SDqjKArH4s6xZd9x7KwtuGnmKOxsLHUdVrd17/0DsLQ04oF7NzB35q+sWreox42Q6evvwc5DcRyOTZBF2lWQPWnSda2srJ5vv47li09jyM+vxtvHmrvvieCWJaHYO3RswZKRU8ivGw6gVbQsnDYCX0+XDj1/ezU0NLFx/Tm+/TqWfXszMTLS5+bF/Xj08cH4B/TulcQ6UkODmne/XUeAtyvzpw7XdTjdjuxJax+ZH68fNTWN3Dh/Jfv3ZfLJ59NZcluYrkPSGY1Gw6Y9McScTiHQ2415U4ZhZNTzhvDpwvp1idxx6zr6hTqydsNN2Nj0rELt8PEEtu6P5f6bp+DiaKvrcLqdy+VIOQZKui4VFdbwwvO76RvwKS+9sJfgvvasWLOQ2FP389jfhnR4gRYbn8rS1bsxNTHi3hsn67xAAzAyUjFvQTAbttzC0eP3cMuSUJb/HE9k+FcsuWk1J0/k6zrE64KRkQERIT6cOZdFdU2drsORJKkbqKlpZNG8lRzYn8UX38zs1QVaXX0Dy9buJeZ0CiMjg7lp1ihZoLXDrDmB/PTrPOJPFzF35nLKyup1HVK7RPT1wUClz9GT53QdSo8jizTpulJSUse/n9tNv6DP+PD9o0yZ5svBqDtZt+Empkz17fCJ2oqisP3ACdbtiMLL3ZF7bpzULYdvBAXb88HHU4lPfJCnnh7O3j0ZjBr2PTcvXMXpU4W6Dq/Hiwz1Q6PVcuJsmq5DkSRJx+rq1Ny8cBUHD2Txxdcz/1jwqTcqKavk61+3k5lbxLwpw5g4IrxXz8e7WlOn+f1RqM2b/SsVFT2nUDM2MiQsyIvTSRnUNzTqOpweRRZp0nWhtlbNW28eIiz4Mz58P4pZcwI5duJevls6h9Awp065plrdxIpNBzkYc5bIUD9umT0aYyPDTrlWR3FwNOPf/xnN6cQHee7fIzmwP5MRQ77lnjvXk9my7YDUfva2lni5OXL8dAq6GEIuSVL30Nio4dZb1rJ3TwaffjmdG2/uq+uQdCYjp5Cvf9tOXX0jt88fT1iQl65D6tGmTPXlx5/ncvJEAQtvWElNTc8peAb09UXdpOF0YoauQ+lRZJEm9WharcLyX04zIPRL/vviPkaP8SQq5h6+/m4W/v6dN/a5praeH1bv4mxKNlNGRTBjXORfNqjuzqysjHnmuZHEnX2QJ54cyu9rExnY/0te/PceqqoadB1ejxQe4k1pRTVZecW6DkWSJB3QaLTce+d6tm1J4f2PpnLL4lBdh6QzpxMzmqcAGBtxz42T8HB10HVI14VpM/z55vvZHI3K4ZYbV9PQ0KTrkNrE1ckWRzsrOdqknWSRJvVYcScLmDJhGffdtQEnZzO2bF/MLyvmExTcuSvslZZX8c1v28kvKmfR9BEMGxDUY4dv2NgY89IrYzkedx83zA/i3bePMDDsK1b8ekb2CLVTiF8fDFT6xCWk6zoUSZK6mKIoPPn4NtasTuDV18dx593hug5JJxRF4WD0WVZuOYS7ix333DjpqvcIlVp3w/wgPv5sGrt3pnPvnevRaLS6DumKhBD0D/ImO7+E0vIqXYfTY8giTepxqqsbefafOxk9/HtSUsr45PNp7N5/O8NH9un0a+fkl/DNb9upb1Bz+7xxBPt1/jW7gnsfS778ZhY79tyKi6s5d9/xO3NmLCclpUzXofUYhoYGBPm6c+ZcFhqNRtfhSJLUhV575QDffXOCv/9jGI8+MUTX4eiEoihs2Xuc7QdP0Nffg1vnjsPEuOft7dUTLLktjNfeGM/aNYk89eT2HtGo2i/QA4DTSZk6jqTnkEWa1KPs2pnG0IFf88lHx7jjrv7EnLyPW2/v3+ELgrQmOT2PH1bvwtDAgLsXTaTPdTh8Y/AQN3btu4133p/M8Zh8hkV+wwfvRtHU1P1b6rqDvv4e1NY3kJ4tF2ORpN7iu29O8OZrB7n19jBeeGm0rsPRiaYmDSs3HyLqZBLDIgJZMG04KlXPmQLQEz3y+GCeeHII33wZyztvHdZ1OFdkZWGGh6sD8edkkdZWskiTeoTq6kYef2QLc2f+ipGxiq07FvP+R1O7bL+QuIR0fl6/F1trc+5aOKFbruDYUfT19bj3/gEci72HiZO8+ffzu5k8fhnnkkp0HVq35+vhjKGBirMp2boORZKkLrB1Swp/e2wrk6f68sHHU3vs0Pdr0dCg5uff9xJ/LpPJI8OZMnpAr3wfdOHF/45l0U19efk/+/j1l3hdh3NFIX59KCgul0Me20gWaVK3F3Ukh+GDv+X7b0/w2BODORh1F8NGdN0ww6gTiazeehgPFwfumD8BC/OO3WOtu3JxteCnX+fxzfezSUkpZeTQ7/j6y+M9YliFrhgYqPDzdCExNUe+T5J0nTsVV8AdS9YS1t+R73+cg0rV+z5SnV9EKz2nkBsmD2X4wGBdh9Sr6OkJPv1iOqNGe/DQ/Rs5eKB791IF+boBkCAbMtuk991RpB5Do9Hy1puHmDpxGYpWYfO2xbzy+niMjVVdcn1FUdgbdZrNe48T5OPGkrlju/0S+x1NCMHCG0M4cuxuho/sw5OPb+PmRasoKZGbNl9KgLcrVTV15BWW6joUSZI6SX5eNYvmrcTKyphfVy7A3Lx35QaAyqpavlu5k8KSCm6aOYr+wd66DqlXMjTUZ9nyeXh5W7P4pjWkpnbfueTWluY42llxLj1P16H0CLJIk7qlosIa5s3+jf++uI8b5gdzIOrOLlkY5DxFUdi2P5bdR04RHuzNohkje/X4ehdXC1atXcTr/5vAjm1pjBzyLVFHcnQdVrfk7+UKQHJGvo4jkSSpM9TXN3HLjaspK6vnt9ULcHHtfasXlpZX8e3KHVTV1HHrDWMJ8HbTdUi9mo2NMb+tXoiiKNw4fyWVld13K50Ab1cycgtpaFDrOpRuTxZpUrcTdSSHkUO/4/ChbD76dBrffD8LK6uumXsGoNVq2bDrGIdjExnSP4A5k4agpyf/VPT0BA8/Oojtu2/FwFCfaZN+4rNPouWwvouYmRrj4mBDSqZsKZSk642iKDzx6Baij+Xy5TczCevvpOuQulxRSQXfrdxJY2MTt88bh6ebo65DkgBfXxt+/PkGks+Vcu9d69Fqu2du9vVwQatVSM8p0HUo3Z785Cl1K999c4Lpk3/CyFjFzr23cvud/bt0ArJWq2Xt9ihiTqcwKjKEqWPkBOiLRQxwZt+hO5g81Yenn9rBfXdvoK5OtohdyMfDmey8Ehob5fsiSdeTLz6L4edlp3nm+RHMnhuo63C6XH5RGd+t3ImiKNwxfzyuTna6Dkm6wOgxnrzx1kQ2b0zmtVf26zqcVvVxscdApU9qpizSrkQWaVK3oFZrePKJbTz+yBbGjPNi78E7CA3r2hZKjUbDqi2HiUtIZ8LwMCaM6NoCsSextjbm51/n8/wLo/j1l3imTfqZvFy5WtN53u5OaLRasvKKdR2KJEkd5NCBLJ57ehfTZ/rxzHMjdR1Ol8vJL+H7VTsxMNDnroUTcbS31nVIUivue2AAi28N5X+vH2LzxnO6DucvVCp9+rjYk54jt6q5ElmkSTpXUVHPghtW8PUXx3nsicGsWL2gy5bWP0+jad7j5fwSwqMG9e3S6/dEenqCp58dwS+/zSMxoZhxo5YSd1K2jAF4uNqjpyfIyCnSdSiSJHWAgvxqbr91LZ5eVnzx9cwu2ZuzO8nOK2bpmt2YGBlx54IJ2Fr3vnl4PYUQgvc+nELEAGfuu3tDt1xIxNPNkcKSCurqu+/cue5AFmmSTmVnVTJ5/DL2783k0y+m88rr49HX79r/lhqNht82HuRsSjbTxgyQSwi304xZAWzbtQQhYOrEn9i+LVXXIemcoaEBzvY2ZObKIk2SerqmJi133f47lRUNLPvlhi6dI90dZOUW8ePaPZiZGHHHgvFYW5rrOiTpCoyNVSz9eS5CT3D74rXU1zfpOqQ/8XB1QFEUOdrkCmSRJunM2TNFTBz7IznZVaz+fRFLbgvr8hjOF2iJaTlMHzuQIeG9b45BRwgNc2LXvtvw8bVm0bwV/LTslK5D0rk+LvbkFpai1Wp1HYokSdfgjdcOsH9fJu9+OIW+/XrXIhlZuUUsW7e3uUCbPwErCzNdhyS1kaenNV98PZOTJwp49umdug7nT9ycbNHTE2Tnleg6lG5NFmmSTkQdyWHKxJ/QahW27FjM2HFeXR6DRqNhxabmAm3GuEgG9w/o8hiuJy6uFmzatphRoz148N6NfPR+lK5D0ik3Zzsa1U0UlVbqOhRJkq7S3j3pvPXGIRbfGsriJaG6DqdLZecV/6lAs7Qw1XVIUjtNm+7HY08M5psvY1m7OkHX4fzB0NAARzsrcgpkkXY5skiTutzuXenMmbEcW1sTtu9ZQr/Qrm+Z1Gq1rNpymITU5h60QWH+XR7D9cjS0ogVaxZyw7wgnn92N/99aV+vXaLf1dEWgNwCuam1JPVEJcW13HvnBvz8bXn7vUm6DqdL5RaUsGzdHlmgXQdeeGkMAyNdeOzhzWRlVug6nD+4OtqSW1jaaz8jtIUs0qQutXVLCovmrcDbx5qtOxbj6Wnd5TFotVrWbDvCmeQspo4eIHvQOpiRkYpvl87mtjvCeOuNQ/zr2d298iZsZ2OBoYGKvEJZpElST6MoCo88uJnS0jq+WzoHMzNDXYfUZfKLyvhx7R6MjQy5ff54WaD1cIaG+nzzw2w0GoV771qPRtM9huC7ONpSV99IRVWNrkPptmSRJnWZzRvPccuiVYT0dWDj1ltwcu76yceKorB+5zFOJWYwcUR/hkbIOWidQV9fjw8/mcZ9Dwzgow+O8sw/dva6Qk0IgZO9NfnF5boORZKkdvrhu5Ns3HCOF18e06s2rC4qqWDp6t0YGqi4fd54OQftOuHjY8Nb703i0MFs3n+3e0xFcG7ZwqFA5shLkkWa1CW2bklhyc1r6BfqyLqNN2Fra9LlMSiKwuY9McSeSWXskH6MjAzp8hh6Ez09wVvvTuKhRyL57JNonnt6V68r1JzsrSksKe91r1uSerLU1DKe/edOxo7z5KFHB+k6nC5TWl7F0jW70dMT3HbDOGys5CqO15Obb+nHDfOCeO2/+7vFdjmOdtYAFBR3nyGY3Y0s0qROt2d3OktuWk3ffg6s3XAT1ta6Wb5416E4jsadY/iAIMYM6aeTGHobIQSv/28C9z84kE8+OsZ/X9yn65C6lKOdFfUNaqpr6nQdiiRJbaDRaHnw3o2oVHp8+sWMXrMfWmVVLUvX7Eaj0XLbDeOws7HUdUhSBxNC8O6HU7CzM+X+ezbQ0KDbZfmNjAywtjSjqFQWaZciizSpU0UdyeGmBavw87dlzfqbunyT6vMORp9lf/QZIkP9mDQyHCF6R+LtDoQQ/O+didxxV3/e/t9h3nv7iK5D6jIOtlYAcoVHSeohPv80hsOHsnnj7Ym49+kdhUpNbT1L1+ymrr6RJXPH4NgyDE26/tjZmfDhp1OJP13Em68f0nU42NtYyiLtMmSRJnWaM/FFLJy3AmcXc9auvxE7u64f4ggQcyqZ7QdP0C/Ag+ljB8oCTQeEELz34RQWLArhP//ew/ffntB1SF3CztoCgJLyKh1HIknSlaSklPHyf/YydbovtyzuHaMtGhrU/LRuL+WVNdwyezSuTna6DknqZFOn+bH41lDee/swJ2LzdRqLvY0lJWVVckrAJcgiTeoU2VmVzJv9G8ZGKtZuuFEni4QAnDmXyYbd0fh7uXDD5KHo6cn/8rqir6/HF1/PYOJkH554dCsb1yfpOqROZ2FugoFKn1JZpElSt6bVKjz64CYMDfV5/8OpvaIxr6lJw/IN+8kvLmPRjBF4uvWujbp7s9fenICDgxkPP7AJtVqjszhsrc1RN2nklIBLkJ9YpQ5XXl7P/Lm/UV3dyOrfF+HlZa2TONKyCli15TDuznYsmj4SfX19ncQh/T8DA31+/HkuEQOcufO23zkalaPrkDqVEAIbK3NKy6t1HYokSZex9PuTHNifxSuvj8fVzULX4XQ6rVbL6q2HScsuYO6koQR4u+k6JKkL2dgY8+4HkzkVV8iH7x/VWRy2Vs1/a6UVMke2RhZpUodSqzXcdssaks+V8tOvN+hko2qAvMJSlm/Yj52NBbfMHo2BgUoncUh/ZWZmyG+rFuDsYs5NC1eRllau65A6lbWlGeVyHxhJ6rYK8qv593O7GTXag9vuCNN1OJ1OURQ27YnhTHIWU0ZFEBbkpeuQJB2YOTuAOXMDefO1g6SklOkkBmvL5i0eyitljmyNLNKkDqMoCn9/Yht7dmfw4afTGDPWSydxlFVU89O6vRgbGbBkzlhMjI10Eod0aQ6OZqxau5CmJi2L5q2goqJe1yF1GmsLM7lZpyR1Y8/8cyd1dU28/3HvGOa472g80aeSGTEwmGEDgnQdjqRD/3tnIoaG+jz5+FadzAuzatkovaKqtsuv3RPI7gWpw3z2STTff3uSp/45jMVLQnUSQ21dA8vW7kGj1XL7vPFYttwApL9SFIXK6jpKymsoq6ylorqWmrpG6uobaVRr0Gi1AOjr6WFooI+piSEWpsbYWJphb2OOg435NfVQ+gfY8dPyG5gz41fuvO13VqxegL7+9dduZGlhSn2DmoYGNUZGBroOR5KkC+zelc6qFWd55vkR+Pvb6jqcThcbn8ruI6foH+TFxBH9dR1Ot6ZWN1FSUUNpRQ3lVbVU1dRTU9dIQ6MadZMGRQEhwEClj5GhAeamRliZm2BrZYajrQWW5ibdvuh3cbXg3y+O5h9Pbmf1ygTmLwzu0usbGKgwNTaisloWaa2RRZrUIfbsTue5p3cxc5Y///rPaJ3EoFY38cv6fVRU1XLbvHE42FnpJI7uqr5BTUZuCVn5peQUlpNXVEF9o/qPx4UAMxMjTIwMMTTQ/6Ngamhsoryqidr6RmrrG/84Xk8InO2t8HKzw9/DEQ8Xu3YXWaNGe/LO+5N5/JEtvPjvvfz3tXEd82K7EUvz5oaCqpo6WaRJUjfS2Kjhqb9tw9vHmiefGqbrcDpdcnoe63cdxdfDmdkTB3f7AqIrKYpCcVk1GXnNOTK3sILi8iou7FwyNNDH1NgIYyMVBip9hBAoikJtfSP1DVVU19bTpNH+cbyZiRF9nG3wcXcgwNMJa8vu2Wh8z30R/PRjHM89vZPJU32wsOja0UeWFiaySLsEWaRJ1ywjo5zbl6wlMMiOL76ZqZPNP89Pgs7OL2HhtOF4uDp0eQzdjaIoFJRUkpiWz7nMQnIKy1CU5p4xJztL+vm74mRnib21ObZWZliYGV9x9cumJg1llbUUlVWRV1RBZl4pUXFpHDqRgqmxIX39XBkQ7IGLg3Wb47zz7nDi4gr44L0owiOcu7wlr7OZmzbvDVhdW4e9be/Yd0mSeoJPPjzGuaRSVq5diLHx9f1xKK+wlN82HcDRzkoupNWioVFNSlYRSekFJGcVUl3bAIC5qRGuDtaE+LrgYGOBvY051hamGF+hkU1RFGrrGimpqKagpJKcgnLSc0tISMtn0/5TuDvZ0D/QnbAAd4wMu0+Dnb6+Hu+8P4UJY5by5msHeeX18V16fXNTE6prrt8pD9fi+r4rSZ2uvr6JW29eg1aj8NOv87q8Bea87QdOcDYlm6mjBxDi76GTGLqLwpJK4pKyiU/JpayyFiHA1cGa0QMD8Hazx83R+qqHKapU+jjYWuBga0GIrysAjeomUrKKiE/OJfZsJsdOp+PpYseogf749nFoU2vtm29NJP5UEQ8/sImQvvYEh1w/RfYfRZpMQpLUbeTlVvHWm4eYPtOPyVN8dR1Op6qoquHn3/dhYmzI4tljdNqj39igobSojoqSemqqG6mv06Bp0qIoCioDfYxN9DE1M8DK1hhbRxOMOrh4VqubSMoo4NS5HJIzC2nSaDExMsC3jyM+7vZ4udljY2l6Vb2MQgjMTI0wMzXCw8WOQS1b7ZWUV3M2NY9T53LYuO8UO46cZWCIJ8PDff/ID7o2aLArt94exqcfR3P7nf3xD+i6/fLMTY3lhtaXIIs06Zo8/dQOTsQW8OvK+fj56WY8/9GTSRyOTWRI/wCGRgTqJAZda2hUc+pcDsfPZJJbVI6eEPi4OzBqgD+BXs6YmXZe8WxooCLYx4VgHxfq6hs5kZDFkbhUlm04goeLLVOG98XNyeby5zDU54dlcxg1/HuW3LyGPQdu11nB39HMWpJwTZ0s0iSpu3jpP3tpbNTw2psTdB1Kp2poUPPz7/toVDdx18KJWJh3/pA7RVHISa/ibGwRyfElpCaUkZlSQV5mFWXF7bsPWtka4ephgbuPFd6BNvj3tSU4woE+vlbtGrWTX1xBzJkMTiXlUN+oxsLMmIEhngT7uODhYtupe6jaWZszcoA/IyL8yC0s50hcKkdOpnLsdDrD+vswcoA/ht1gBer/vDSGdWsSefbpXaxcs7DLrmtmakxNbQOKosghuBfR/f8Kqcf6bXk8331zgr/9fSjTZvjrJIZzabls3nucQG83poyO0EkMulRSXk1UXBonEjNpVGtwsrNk6oi+hPq7d2phdikmxoYMC/dlcKg3sQmZ7DmWyNer9zOorzcThwVfNhG5uFrw7Q+zmT19OU88upWvv5t1XdywTYwNAai7YD6fJEm6czwmj5+XneZvfx+Kj8/lG5B6Mq1Wy4rNBykqrWDx7DE42Vt3ynUURSHpVAlHdmUTvS+Hk0fy/yjGhABXL0s8/azoO9ARR1cz7JxMsbIxwtzSECMTFSoDPYSAJrWW+joNtVWNVJQ1UFJQS2FuDTkZlSTFFbNzbSpabfMkMQtrI/oPdSJylBtDJ7gTHO7wl6JNo9FyNjWPqFOpZOWXodLXI8TXlfDAPni52XVqYdYaIQRuTjbMnzSQcYOD2BWVwL6Yc5xMzGbW2P74eeh2M3FHJzP++cxw/vXcbnbuSGPCRO8uua6psRFNGg1qdROG3WgYaHcgizTpqiQnl/LEo1sZNtydf7+om4VCCorLWbH5IM721syfOqzLb7i6lJ1fyoHYZBLT89ETevTzd2VQXy/cnGy6RWGjr69HZF8vQv3d2BWVwNHTaZzLLGDBpIGX7VUbPcaTZ/81kldf3s/YcZ7cenvPX31MT08PYyMDWaRJUjegKArPPb0TB0dT/v7P63uxkC17j5Ockces8YPw9XTp0HOr1RqO7clhx9pU9m5MpzC3eZsRDz8rRk/3ImyIEyERDviG2GJi2jEfvBvqm0g9W8aZ2CJOHS0g9lAe7285DM+DraMJo6d5MnGuL5FjXDiVks3hk6lUVNdha2XG1BF96R/Y549GM12ztTJjweSBDA71Yv2eOJZtOMKgfl5MGd4XlUp38wXvf2ggX38Vy/PP7GJs1J1dsuLyHw2ZDY2ySLuILNKkdmts1HD37b+jMtDjm+9no1J1fXFUXVPHz7/vxcjQgJtnje41f9iZeSXsOZZIanYxJkYGjB4YwKB+Xt1mXPvFjAwNmDYqlBBfV1bvOM63aw4yY3QoA0I8L/mcp/45jAP7MvnHkzsYOsy9S8fGdxZjI0PqG2SRJkm6tnH9OQ4dzOa9D6dgaXl9DKluzdGTSRyNO8fwAUEMDPXrsPOeiS1i7Q9n2fLbOcqK6zExUzFysiejpnkwbKIHzu7mHXatixkZqwiOcCA4woH5d4UAUJxfw+Gd2ezfksGOtams/SEBQ1M9XPubMHSaKzctGkSgt3O3aLxsjYeLHfcvHM2uowkcOpFCTkE5N00bhKW5iU7iMTJS8fIrY7lt8VqWLT3F7Xd2fkPp+QVZ6hvUWFl0+uV6FFmkSe322n/3E3s8n5+W34B7n65fra6pScOvGw9QW9fAnQsm9Iq90PKKytl5JIHkrELMTIyYPDyEyL5e3WIce1t4utrxwKIxrNwew+97TlJaUcOEocGtJk59fT2++Homw4d8y913/M6OPbdhaNizVyIzMjSg4YLtDiRJ6npNTVpefGEvAYF2XfLhU1dSMvLYsq95GkBH7IVWX9fE5l+T+OWz05yNLcLQSJ+xM72YflMAIyZ7YGyiuzxk72zGtBv9cAw1wHa0lvSTFZQnakk5Vsnyw+c49ksxNz4QypxbAzE17x69aBdTqfSZPLwvni52rN55nK9W7WfxjCE42+tmG6E5NwQyaLArr768n4U3hmDaQT2hl3J+pUuZI/+q94wPkzrEoQNZvPfOEW6/sz+z5nT9Ih2KorB+51Gy8oq5YfJQXJ16fi/L5VRU1bJ6x3G+WLGPnMIyJg0L4fElExge7tdjCrTzTIwNWTxjCJF9PTkQm8yGvXEoF25CcwFXNws++mQqJ2ILeOPVA10cacczNFDR0Nik6zAkqVf76cdTJCWW8OLLY3QyAqQrFJdWsmLzQRxsrZg35dqmAVSU1vPZK8eY4reUF+7bjbpRw3MfjGZX5h2888tUJszx0WmBpigK8ck5fLJ8N5sPnMbF0ZLn/zWJ5dtvZm/2nbz0xTiMTQ147fF9TPT+gfefP0xxQffdjyvQ25m7bxiJAL5fe4icgjKdxCGE4JXXxpGfX81nn0R3+vXOf5ZplDnyL3rWpzxJp6qqGnjg3g14elnz+v90syLW4eMJnExIZ9zQ0Ot6qX21uokDsckcjE0GYGSEHyMH+F9xn5buTk9PjxmjwzAxMmT/8XPo6QmmjwpttUdt1pxAltwWyrtvH2HqdD8GD3HTQcQdw9BARX2DbCWUJF2pq1Pz+isHGDTYlRmzdLPQVWerb2jkl/X70BN63Dxr1FUvtV9RVs8P753gp4/jqK1WM3q6J7c/Ec6gMW7dZthgXlE5mw+cJjOvFCc7S5bMHPqnLV9MzQ2Zd2cI8+4M4cSRfJa+f4Lv3oll2UcnWXhfP+7+xwDsnbrfKBxHO0vuumEkP/x+iB/XH+H2OcPate9oRxk2og9Tp/vywbtHuOueCGxsOm9KxfnpKo1qmSMvdn02JUmd4oXn95CRUcEXX83AXAfDBpLT89h+8CQhfn0YPbhvl1+/qySm5fPJ8j3sjU4iyNuFR28Zz8RhIT2+QDtPCMH4IUGMCPfj2Ol09kUnXfLYN96aiJubBQ/et5G6up57AzdQ6dOk0eg6DEnqtb75Kpbc3Cpe/O+YblNodCStVsvKzYcoq6zmxpkjsbZs/9ywhvomvn37ONMCl/HVGzGMmurJqpib+GTtTAaPde8W71t9g5qN++L4cuU+SsprmDWmP/cvHI2fh+Ml4wsf6sy7y6fy+6lbmLLQn18+iWN60I988lIUtdXdb66wtaUpd8wZjpGhimUboiirqNFJHC+8OIaKigY+fC+qU69j0LJQirpJ5siLySJNapN9ezP45qtYHn50EMNG9Ony65eUVbJyy0Gc7K2YO2lIt0gWHa2yuo7lm4/yy+ajGBroc8ec4SyYPBCr63DOnRCCicOC6R/ozu5jicQn57R6nKWlER9/Pp1zSaW8+vL+Lo6y46hU+jTJBCRJOlFd3ci7bx9h7DhPRo2+9KJFPdnOQ3EkZ+QxY2wknm7tW8pdURR2rk1lTtjPvPfcYcKHObPy2I28/fMUAkK7x5QCRVE4fS6Hj3/ZRXR8OoP7efPoLeMZ2NezzUM6Pf2tefWbCaw9eQujpnry+avRzOz7E+uXJV5y6L2uWFmYcuusoWi1Wn7ZfFQn87X6hToyb0Ewn38aTVFh5xWKKv3mIk3myL+SRZp0RbW1ah55cDM+vjb86z9dv9x+Q4Oa5Rv2oyf0uGnmqOtuJUdFUYiOT+eT5btJySpi0rAQ7l84Bi83+06/tlarpaGxibr6Ruob1Gg02k6/5nlCCGaN6U8fZxvW7T5BUWlVq8eNG+/FHXf15+MPj3E8Jq/L4utI+np6sidNknTkq8+PU1xUy/Mv6Ga7mM52OjGDgzFniQz1a/dKjtlplTw8dyNPLNqMiZkBX22ZzafrZhLYv/PzT1tVVtfxy6ajrNweg6WZCfctGM20UaFXPbrEK8Cad36Zyo/75uPkZs5zd+3gjglrSD1b+qfjFEWhqUlDfYOauvpGGtVNXVrM2dtYsHByJEVlVfy++6ROCslnnx9JXV0TH3Rib9r5Zf412q77/NFTyDlp0hW9/soB0tPK2bj15k5f5ediiqKwdvsRSsqruHXuuKsawtGdlVfW8vueE6RmF+Pjbs+sMf2xsTLr0Gs0qpsoKKmioKSS4rJqyiprqayup7q2odXFLAwM9DE3McLa0gQ7K3Oc7S1xc7LG1sq0w3swVSp9Fk0ZxOe/7WXl9hjunT+q1T1i/vvaOLZuTuHRhzaz58DtGBj0rNUe9fX1/tiEVZKkrlNd3ciHH0QxYZI3Q4b23Hmtl5JfVMa6HVF4uDowbcyANj9Pq1X4+ZM4Pvz3EYSe4B9vjeCWh8O61YIqiqJwMjGLLQfi0Wi1TBnelyFh3h22J2r4UGeW7Z/Pz1/E8cl/jjI/cjljbu5D6FR7ahsaqK1r/EvhIETzIliWZsbYWJriYGuBq6MVbo7WGBl2/Edqnz4OTBgSzI4jZ/E963DZ7Ws6Q0CgHQsWhfD1l7E8/rchODh27OcTuKBI68JG4p5CFmnSZZ2KK+DjD49y+539dTJM5ED0Gc6mZDNlVATefZy6/Pqd5Xzy2XzgNIqiMGtMfwaEeHRIEdTUpCEzv4y07GIyckspLKlC29ICZ2SowtbKDAcbc7zd7DExNsBApY+enkCrbW41rGtQU1PXQGlFLScLsomOb+4BsjI3wc/TgRBfF9ydrDusYLMwM2bOuP78vOkoe44lMnFYyF+OsbIy5u33JrH4pjV8+lE0jz85pEOu3VX09PTQylZCSepy334VS0lxHc8+P1LXoXS4uvoGft1wAGMjQxZNH4G+ftsar3IzKnn+7p1E78tl1DRPXvh4DM59utcGVTW1Dazfe5KEtHw8XeyYMz4c2w5qwKyoriM1q5j0nBKy8suoVjUw+RlXYlaWsHNpJvEHi7np2RD6hrpgZKhCpa+PEM09PY2NGmrqGqisrievqIKzqfkA6AmBu7MNQT5OBPs4Y2bScXvwjYjwIzW7iC0HT+Pj7oC1ZddOgXj62eGs/O0MH31wlJdfHdfh5xc0f5bobkNOuwNZpEmXpNUqPPHoVmxsTXjplbFdfv3k9Dx2HT5FaKAnQyO6frn/9miobyIzuYLMlAryMqsozK2hrLiO6opGamvUNKm1KAqoDPQwMNSjrLaaOm0Dzu4WjBvtj0GNEVUVjVhaX92NXd2kITmjkIS0ApKzilCrNejr6eHqaMXQ/t64OlrjbG+JhZlRu4orRVEoLqsmK7+M1OxiTiZkExOfiZ21GZF9PQkLdPtj0u+1CPByJiLIg0MnUujn79bq/jCz5gQyfaYfr796gBvmB+HhqZs9ZK6GEAKZfySpa9XVqfnwg6OMG+/Vo1eHbY2iKKzacpjK6lruXDABc7O2bX68ZcU5Xn5oD1qtwstfjWfubUHdbo53cmYha3fFUlevZvLwEIb1973mGEsrajiTkk9iWj4FJc1D681NjfB0tcXNyRpXByscHrdg97o0/vvIXj5/9ARPvzuS+XcFXPba9Q1qcosqyMgp4VxGEdsOnmXn4UQCvR0ZEuaNi8O15ykhBHPGhfPJ8t1s2BvH4pldOy/fP8COG+YH8fWXsTzx96HY2nbsRtvnX4rMkX8lizTpkn78IY5jR3P5/OsZHf5HeSXlldWs2noIRzsrZo0f1K2SiKIopJwpJeZAHnFR+cTHFJKeVI5G8/93GANDPWwcTLC0MsLETIWBoT4IqKqqp7ComvqaJjT1kLyvmgM///88Kyd3c4LD7Qkb7MSAka6EDnLC0Kj1IkhRFHILKziRkM3Z1Hwa1U2YmhjS19cFf09HPF1tr3kvNSEEDrYWONhaMCDEg4bGJhLS8jl+JoutB89wMDaFUQP96B/ods1DUCYPDyEpo4CN++K464aRrf7O33pnEoMivuaZf+zg59/mX9P1JEm6vv34QxyFBTV8t3S2rkPpcHuOnCI5I4+Z4yJxd7ny/LHGBg1v/n0/v30ZT9gQJ95cOhl3b8suiLR1Go2Wuio19bUamhqbR2sIPYg6m0rMuXSc7C25deYwnOyvPsaGxibOpORxMjGH3MJyANycrBk3JAA/D0fsrc3+kmcmz/cjYrgLz921g5ce3MPRPTm8+NnYS26EbWxkgI+7PT7u9owbEkhRaRUnErI5mZjDmZR8/D0dGTs4AAeba5uqYWVhyvjBQWw5GE9CWj7BPi7XdL72euqfw1i14ixffBbT4b3S538HCrJKu5gs0qRWlZXV859/72HYcHduvqVfl167qUnDbxsPoigKN84Y2S0WCqmrVXNoWxa7N6RxcFsmxfnNG2LaOZnQb6ATE+b64htsg6e/Na6eFljbGf/p5q8oCodOpLDzyFmsLOxZMGkgbk421FY3kpdZTWZKBakJZSSdKubM8SL2bEgHwMRUReQYN8ZM92L8bG8cXMxoatIQn5JH9OkMCkqqMDDQJ8jbmX5+Lni62nbYeP3WGBmq6B/oTliAGxm5peyLSWbz/nhiz2YxY3S/a0qoJsaGTBwazLrdJ4hPzqWf/19bvvt4WPGPZ4bz0gt72bE9lYmTfK7l5XQZRVHoRu0MknTdU6s1fPheFIOHuDFy1PW1p+a5tFz2Ho0nPNi7TQuF5GdX8+SNmzl1rJA7n4zg0f8O6ZJ5vfW1TaSeLCX1VCmZCRXkplRRkFlNSW4tVaUNl+05MbepJsalHCcPM1x8LfEIssKnnw1+EXaYmF/+M0FxeTUx8ZnEJeWgVmtwsDFn3JAA+vq6Yml+5f2+HFzM+GLjbL5+M4ZPXjpKUlwxH6ycjqe/9ZWfa2vBpOHBjI7059jpDI6cTOOblQcZEubFqIF+rc65bqvBod4cP5vJtkPxBHg6/TGXqyv07efItBl+fP5pNI89MRgzs47bhun8MMfzwx6l/yeLNKlVr768j/Kyet5+b1KX92Jt2Xec3MJSbpo5Cltr3Y2T12i0HNmZze/LEtj9exp1tU1Y2hgxfGIfhk3sw6DRbrj7WF7x/alvULNm53ES0wsI8XFh9rjwP1alMjU3xDfEFt8QW8bN8v7jOeUl9Rw/mMuRXdkc2JrB/s0ZvPrYXvwibHAKM8a5nzFurlZMHRlCXz/XTpmwfDlCCLzc7PB0teVsSj7bDyfw3ZrDjBnsz9Aw76v+P9M/0J0jcansOppAsI9Lq0nokccG8eMPcTz91A4OH7sbQ8Puv4hIc5EmE5AkdZU1qxLIzKzkf+90fQ7rTOWV1azedhhnB2tmjIu84ms7GZXP4ws2UV/bxPu/TWPC3M5r2KqrUXNyTz6xu/I4dSCf5BOlaFtGmBibqXD1tcDZy5x+I5ywtjfGzNoQY1N9SipriDmTjlajEOzhirnKhIriekpyaynIrOb0wUJqq5qXoNfTE3j1syZ0pBMR412JGO+CmWVzwZBTUM7hk6kkpReir6dHsK8zA0M8cHW0avf/AT09wX3PRhI2xIl/LN7GzSNW8vbPUxg+sW1bEBkZqhg5wJeIYHd2RSVx+GQayZlFzJ0YftW9anp6ekwe3pdlG44QcyaDwaHeV35SB3ry70OZNH4ZS7+P48GHIzvsvOeL9evoz7TDyCJN+ouEs8V881Usd94TTmhY1y7WEZeQTvSpZEZGBhPk696l1z6vrLiOlV/Hs+LrePIyq7G0MWLGLQFMWeBH5Gi3dq1+VVhSyfItxyivrGXqiL4MCfNpU7KwtjNm/Gwfxs/2oa6+kd/Xn2HD8gRSjlZy7ngZxqYqZt5swpggsy4v0C4khCDEzwVvdzs2749nd1QSuQUVzBoXelVDLfX09Bg/OIhfNh/l1LlswoP+2gJuZKTi9f9N4Mb5K/nqi+M8/OigjngpnUqrVTq1h1OSpP+nKAofvh9FYJAdU6e3b0n67qypScOKTYfQahUWTR+JwRXusVt+O8fzd+/Eyd2Mb7bOxTfEtsNjqi5v4MDaTPatSid2Vx7qBg2GxvoED3Hgpn+EEjjYHt8wWxw9zNHT+3PuUxSFfdFJxETnEDzFjhunDmp1cRBFUSjOqSXlZCmJ0cWcOVzI1u+TWfdpAvoqQdAwe6z6GaDnrcHSzoiRA3wZEOKBuem1L94xdHwflh9eyKPzNvHQrPU89+FoFt3b9tFFZiZGzBobSrCPMxv2nuL7tYeZPS6MQK+r+2zl28cBTxc79h8/x4Bgj2vqmWuvIcPcGTbcnU8/Osa99w/osJVAtUrzoloyR/6VLNKkv3j+2V2Ymxvyr3+P6tLrFpVUsH7nUTzdHBg/LKxLrw2Qk17Jd+/EsvaHszTUaxgy3p2/vzGCcbO8Lzkv7HLOpOSydlcshgYq7pg7HA+X9m0K2tSkITo+k0MnUqlvUDP3/kCGf+5NYWo9K7+OZ/1Piaz85gwjJntw9z8HMGi07ibGmxgbcsPEcI6eymBXVAI/bajnxmkDMTVu/5CIAC8nnO0tOXA8mf6BfVotaqdO82X8RG/efO0AN93SDzu7rp0z2V5arfYvH1AkSeoc+/ZmEHeykI8/m3Zd/d1t2x9LTkEJN84YecVRJj+8F8vbTx9iwAgX3l8xDRv7jrtHarUKsTtz2fRtEod+z0LdoMHZy5xZ9wcyZHofQkc6Ymh8+Y+XDY1q1uyMJSEtn7AAd2aNCbtk0SmEwMHdDAd3M4bOaO7JUjdqOLw9g3VLz3Bufym1+zXo6QsGT3PDwNYIk4iOmybh5mXJj3vn8Y8l2/jvw3vJz6zm0Zfbt3iHn4cDd88bzsptsazeHsuk4cFE9m3/itlCCMZEBrB0/WFOJmYz8CrOcS0ee2IwNy9aze9rE5m3ILhDznl+6f2uHL7ZU8giTfqTXTvT2L41lVdeG4edfdct89rYqOa3TQcwNFCxYOrwLm1Ryc+u5vNXj7HuhwSEHsxaHMhtj4dfdaujoijsjU5iz7FE3J1suHHqICzMrjwO/sLnJ6TmsysqiYrqOnzc7Rk72P+PFQ9dHKD/EGf+/sYIVnx1mp8+ieOuiWuJHO3KYy8PJWL4pScUK4qCWq1B3dQ8UVtfX2BooOqQ91sIwZAwL2wsTVm78wQ/bzjGLTMHtbtQE0IwItyPVTuOcy6jgAAv51aPee2N8Qwf/C1vvXGQN96aeM3xd6YmjRZVG5fHliTp2nz84TEcHE1ZdFNfXYfSYc6cy+Ro3DmGRQQS7HfpIXeKovDes4f57t1YJs/35bXvJmJ0hYKprepq1Gz7IZnVH50h51wlFrZGzLg3gIm3+BI4yL7NRUtZRQ2/bD5KcVl1u0aYnFdT18DeY+c4mZuNy1Rjbnh6OPaKJft+y2D7shSObNiJk6c5cx4KYvo9gZhbtT0HNTU150ettnkesUqlj4FKHzMLQz5cNZ1XHt3LV2/GUFJYywufjm1XYWFhZsySWYNZt+sk2w6eRaNRGBLm1ebnn+ftbo+LvRVH4lI7bOuetpo63Q8fXxs+/vBYxxVpLdvT6MuetL+QRZr0B61W4YXnd+PpacX9Dw3s0mtv2hNDcVkVt84di4V51xSHNVWNfP1mDD9+eBKtVmHhfX2566kBOLtf/SpManUTa3edID4ll/DAPswcE9au4QhFpVVsPXiWzLxSHG0tuHl6JN7ura/cZW1nzL3PRHLr4+Gs+iaer/93nNvGrmbcLG8eeikSIysoLq2kpKyayqpaqmrqqatvfbK2iZEhFuYm2Fqb4WBnhYuTDQ62FldVvAV4ObJwygBWbD3O8k3RLJk1uN1DH0N8Xdl2+AxHT6W3WqQBhPR14Nbbw/jqi+Pc/1Ak3t7W7Y61qzQ1abrVJrGSdL06d66UrZtTeOb5ERh3UHGia6XlVazbcRR3Zzsmjuh/yeO0WoVXHt3Liq/iufH+fjz7/qgO6Z2orVKz9pOzrHr/NBXFDQQNsufZpaMZNd+r3aNMMvNKWL75GIqisGTmUHz6OLT5uVqtlpgzWeyLPodarWFgiCcjB/r+0RAYNNCRu14ZyKH1maz9+CxfPh3NT6/FMeehIBb8rR+WtkZ/nKe0vJrC4kpKyqooq6imoqqOmtr6PxowL6TS18PM1AgrCzPG3+GEMNSw8rOz1FSpef2Hie1ahMVApc8NE8JZt+skO48kYGSoT3hQ2+a5nSeEYGh/H9bsjCUtu7hd7+G10tfX48GHI/nHk9s5GpXTIVtbNLW85105dLOnuD7uYFKHWPnbGeJOFvLVt7MwMuq6/xonz6Zx4mwaYwb3xcej9Q/kHUlRFLb8lsxb/zxAUV4tM24O4LGXh+DqeW3LEdfUNvDL5qPkFJYxaVgIw8PbvreLuknD/phkjsalY2ioYurIEMKD3NtUJBmbqFj0QD8GTHJg6Qcn2LYsg72b0gibZM2AGdbY2pphbWmGva0FpiZGGBoaYNCSuDVahYZGNTW1DVRV15GVV0JCSi7QXLj5eDoS4OOKm7Ntu1rrvN3tuWFiOCu3HWfdrjgWTI5o1/P19fUYEOzBvpgkyitrL7l553P/Gslvy+N55aV9fPN9911mu0mjkT1pktQFvvg0GgMDPe6+J0LXoXSIpiYNKzcfQghYMG34JTes1moVXnxgN2u+P8vd/xjA468MveYeFnWjht8/S+Dn109SUdzA4Klu3PxMf0JHXt18qlNJ2azddQJrCxNumTEEO+u2N4jmFpaz5cAZ8osr8Xa3Y9LwYOxbeb7KQI/R87wYPc+LpJhifnkzjp9fj2Ptx2cZc7s73hNMKaqooFHdBDQXTdZWZtjbWODl7oCxsUHz6BIhUGh+/+vqG6murae8opb4xCxsw7UMmW/L1pXJFJdU8f6v07G2bnvjsr6+HnPG96dx63G27D+DlbnJJRtjL6WvrytbDpzm+NnMLi3SAG5Z0o//vriPzz+N6ZAi7XxhrJLDHf9CFmkS0Lxc8Ssv7yc0zJGFN4Z02XWLSyvZuDsaTzcHxgzp/KX+czMqefnhvRzclknIAAfeXzGNsMHXXhgWl1Xx08YoqmsbWDRlULv2MEnPKWHTvtOUV9URFujG+CGBbRoiqNFoycguIik1l/TsItRNGjyHqfj7mP7sW17AwY25FCVoePHzMIaOb3tLXXVNPTn5paRnF5KUmkd8UjZ21uZE9PMm0Ne1zb1r/p6OTBoezLaDZzlwvHk/tfaICPJgb3QSJxOzGDOo9c3MXVwtePDhSN575wh/+/tQ+oU6tusaXaVR3XTNe9ZJknR5VVUN/PLTaeYtCMbJ+dr2peoudhw8+cdqx9aWrb8mrVbhpQebC7QHno/koRcGX1OBpigKRzZk8fk/jpKTXEXEeBfufmUgQYOvrhhQFIUDx8+xMyoBL9fmBUJM2jgMXt2kYe+xcxw7nY6ZiRE3TOhPkI9zm16fc4ApM573xGGkwqEfCtj8cRqmP+sz6WFPJt4SjLODNdZWf90r7XI0Gi3FpZUMHVCMleVptn2Xw21Tf+Oh18MZEuGHTRsLT319PW6YGM7SdUdYs/Mkd88fjpV52+cNqlT6hAW4E3Mmg/oG9R8rRncFCwsjltwWypefH+e1N8bj7HJtf2vqloLZ0ED32y11N/JTgwTAsqWnSE8r57fVC7psonVTk4aVWw6i0tdn/pTOnYemKAprvj/Lm38/gKIoPPPeKG56oF+HDAXJyi/l541R6Onpccec4bg52bTpeY3qJnYeSST2bBa2VqYsnjkYT9crz4Mrq6jhdGImicm51DU0YmpsSKCvKz4eTrg526JS6XPLjXBsXw4vP7iHe6f+zo339+PJN4Zjanblm6C5mTGBvq4E+rqibtKQnJbHifh0dhw4RcypVEYNDsbTvW3JemCIB7mFFRw4noynqy0eLm2f52dtaYqnix2nk3MZHRlwyUT6+JND+earWF55eR/LVyxo8/m7UqO6CTOTa19pTJKkS1v+czxVVY3c90DXDtfvLElpORw5kciQ/gGXXO1YURTeeHI/q787y33PRvLwf4Zc0zULMqv5+LEjHN6QhUewFa9tmMTgqVe/0rJWq2XT/lNEx2cQFuDO7LH92zysLSu/jA17TlFWWUtEcB/GDQ64YjGi0WhJzSwgPjGLrLwSAFx8rfn7D8OoyxH8+O841v03lYz9tTzx6XBsrNv3eUdfXw8nB2ucHKwZ9IUfX/oe5aN/HePLF+JIujOXfoEeDBsY0KYi1MhQxbxJEXy35jDrdsWxZOagdn0OCgtwJ+pUGmdT84gI7tq9AO+5fwCffhzN99+d4Jnnrm1z6/O9moY6XKm6u5LviERDQxNvvXGIwUPcmDLVt8uuu/3ACfKLyrll9mgsLTpvHlpFaT3/uX83O9elMnisGy9/OR43r2sb2nheUno+K7bFYGFmzKIJkdQWaDhwOIPCzGrKC+upLGugvrqJxgYNKKBvoIexmQpFpSW7ohTFRMuAwe7MGtcXW8dLvweKopCTX0rs6TTSs4vQEwIfDyeCA9zwcLVv9cY+aLQbK6Jv5KP/HOHHD04StSub/y2bTHBE21tDDVT6BPu7E+TnRmpGAYdikvh9ezSBvq6MGRKC0RUSphCCqSNDyCkoZ/3uU9y7cES7epT6+buycd8pikqrcLRr/XdmY2PMo08M5pWX9nM8Jo8BA9vei9lVGhubusWm7JJ0vVIUhW++iiU8wonIQd3vHtBeVdW1rN0WhbODNZNGhl/yuE9fPsovn57itif688iLg6/6eoqisPGrRL745zEULdz3ZiTzHuuLyuDqGzKbmjSs2nGcM8m5hLt64K12ZPeXKZRk11JZUE9NeSP11U00NTYvHKEy1MPITIWJpQGVSi2F6ips3E2YNjuEiGHu6F2mUbWhQc3pxEzizmZSXVuPpbkJg8P9CPJzw+r854t+MGSiB5u+TuLr52K4N2Idd7wUwYK/9b3qBtv7/jkYPUWfD/59BBcXS/REFqkZBYwd3he/S8ynvpCdtRlTR4bw++44ok6lM6x/2/exc3W0xsbSlPjk3C4v0vz8bBk/0ZvvvznJU/8cfk1zrhsam/fAk6NN/kq+IxI//hBHdnYln3wxvctWCUpKyyHqZBJDwwMJ8O68peNPRxfw95u3Uphbw9/fGM5tT4R3SE+hoijs2JzIqmVxqHMFmsJ6Nty5Bq32/1fl0NMXWNoaYWyuap5cLaCpUUtlRQO1FY1om+9LxH9Xzo8PnsbO1RT/CDuChzgQNtqZoMH2qAz0SMsqJPpkCgXFFZgaGzI43I9+gR6YtWEPGGMTFf/430jGTPfi2Tt2sHjUSp55dxQL7+3brt+1EAJfL2c83R2IjkslJi6F/MIypo0bgMMliqfzDA1UzBwbyo+/R7EvOpmJw4LafN0gbxc27jtFQlr+JYs0gAceiuSTj47x+qsHWLF6YZvP31XqGxsxkkWaJHWaqMM5nIkv4qNPp/X4zau1Wi2rtx5B3dTEgqkjLtnz9OsXp/n81WhuuCOYp94ccdWvuzS/lrfuPsCxrTlEjHfhyS9G4OJ9+SX+L6e+ponTu/NY8/1J8uOqacqDczVngbMA6KsElo7GmNsaYmSmQmWoB0JQV6WmJKeWkoIaGss1KBrIo5Yzbx/AyFQfzwhb/IfYETTGkeAxTphaGlBX38iJ+DTizmbSqG6ij4sdY4aF4OXu0Grjpb6+HrPuD2L4bA8+fOQwXz0TzaHfM3l26Wicva7uNd/z9EAqyxr47t1YfAP64zBYj827YwkN8mDU4OArFoB9/VxISMtnf3QyQd7O2FxiDvbFhBAE+7gQFZdGQ6O6y3PMPfdGcMuNq9myKZmZswOu+jwNjc09aV05ZLOnkEVaL9fYqOHdt44wZKgbY8d1zX4b1TV1rNve3EJ4uZWqrtXq787wyqN7cXAxY+meeYQOuraNuTVNWmJ35XFgXQb716ZTUdAAgI2TMUGDHRi3yAePECvcfC1x9DDH0s7oTwVhZXU963adJCu/jL5+rozu709lQQN5qVVkJpaTGldGUkwxRzZmAWBspo9zPxNsQvQJHGXNuOH9CPJ1bfcKSBqNltChDny3ZzYvP7iP/z6yl9jDefzn07EYm7TvpqhS6TN0gD+e7vZs2X2CVZuOMGVsON59Lj8XrI+zDf0D3Yk+nUH/IHccbNo2ht3CzBg3R2uSMgoYHXnpJGBpacQjjw3mvy/uI/Z4PhEDOn8BmrZSlObFWYxlkSZJnebbb2KxsDBk/sKOWRZclw4dTyAtu4DZEwZjb9t649SeDWm89vg+xkz34oVPx151gRa9LYc37thHXZWaRz8cyuwHg67qXJVF9RxdlUX0umzO7C5o7h3TA5e+FvS7zRmP/ja4BVvi5GuOlbNJq42lp8/lsvlAPK56Jkwf3RcXUysKUqrJOVtJZlwZqdGlbP04iY3vNm9i7dzfHOMgLdYDVPQNd2VAmA+OdlZtitfOxZQXV45n+7IUPn78CPcPXMeDHw5i2Gx3VHp6GBkZtivX/u31YRQX1PLd/07y36/HE9HPltjTaZRV1DBj/IDLDuUTQjB5eAhfrNjPziMJLJg8oM3XDfRy5tCJFFKzi9s1F74jTJ3uh4uLOd99e+KairT6hkYAjI3av6/q9U4Wab3cLz+dJju7kg8+mdolrY+KorB2exSN6ibmTxneKUuuNjVpefufB/np4ziGTezD/36cjLVd2/cpu1h6fBmbvkli1/JUygvrMTDRw9JfxYgFLtz90FD6BFhd8b1Lyy5m3e441E0aZo0NJTSguffQxs4EzxBrhs78/4U90lOKWfPjSeL3FVF4uo70KA2nf64id6Zg6p2CyMlurSa4Jo2GktJKiorLKS2vory8msrqWurrG/84ZshNBiim1mz4KYmYIxnc9LQX7p7W2Nta4eJki6ODTZuGfbg42rBw1jA27jjOpp3HmTymP/7el08QYwf7czY1nz1Hk1g4pe1JyM/DkX0xSdTVN152nP/9Dw7ko/ejeOuNg/z82/w2n7+zNTY2odUqbZ4oL0lS+5SX17N2dSKLbw3F3Lxn/53lFpSw63AcIX59iOjb+tC3hBNF/PPWbQRHOPC/nyZf1VAzrVbhp1dPsvTlWDxDrHlnxzQ8Q6zbdQ5Nk5bj63PY820KJ7fkodUoOPqa4TjRBJWvwpL7B9Ev5MojZdRNGrYdPMvJxGz6ONswZ3x/LM2bc7aVkwkBw/9/iH59rZodv53h4Jo0CmNqqIvRIn6GhgkmWN5Zhs08cwwusS1ATW09RcXlFJVUUFZeRUVVDTWqesb/y4pDn5fz9u2HCJxsSv+F5uipBEZGBliYm2JnY4mjvTWuLnaX3CJICMFLX4yjMLealx7cw1db5jBpVBg7D5xizZajzJkSedkixNLcmOHhPuw9do7MvNI2z992d7LByFBFcmZhlxdpKpUeS24P4+03D5GdVYl7n6ubRlLf0IgQQo42aYUs0noxjUbLe+8cIWKAMxMneXfJNY+eTCI5I48Z4yJxaGOLV3vU1qj55+Jt7N2UzpLH+vP3N65urLRWq3BkYxar3o/n5N58VAZ6DJvVB6dBxuQYFBHe15254yOuWNAoisKhE6nsiz6HvbU5N0wKb3XZYGgeUx8Ve464hAzM/FU8vGAI/QL7cC6mlN2/prLrl1T2rUrHxceCuQ8HM/3uAJpQk5FVQFZOEQVFZX/sN2JiYoS1lTme7k6YmRpjZGyAgap5WeHRI7QcGJvFp8+d5IcX0rnpGQ+yLAs5Htc8cdezjxMBvn1wdrS5bPFpbmrMDVMHs357NNv2nsTAQB8v90v3qJmZGDG0vzf7os+RW1iOq6P1lX8RgI+7A3ujk8jILSHoMknI0tKI+x4cyP9eP0TC2WKCgtu3pHFnqa1v7nE1MZYLh0hSZ1jx6xnq65u47Y7OG5nRFRob1azachhzUxNmTRjU6v23uKCWR+dvwtLGmI9WT2/TYlAXq6tW88bt+zi4LpOJS3x54tPhGJu2/eNgTXkjO79IZtsnSZRm12LjasKMvwfTf64zO5JPU13XwM3TBuPdhgWmyqvqWL09lvziSoaH+zA60u+Si2dk55Ww78gZSpRqBj3gwohBQWhKBId+SWf/0jQ+XnwISwcjJj7gz+RHAjCzNSSvoISsnEKy84qpqKgBQOgJrC3NsLEyp4+rIyZhRkycosfat5LZsywLpdKIJW8Goqg0VFTVkJ6VT2Jy8wgXW1tLfL1cCfR1x/iihjcDQ33eWT6VJaNW8bdFm/nl0EKmTxjA5l2xrN8ew5wpgy4772pwqBcx8Znsi05myay2zS/U19fDy9WOtJziNh3f0W69PYy33jjET8tO8fSzI67qHLX1jRgbGfT4YcqdQSit7WzbySIjI5Xo6Oguv670Z6tXnuWOW9fx489zmXND2+cJXa3C4nK+XL4NHw8nbp41usP/IMtL6nl4zgZORxfy7PujuOmB0HafQ6tV2LsijWWvniTjTDmOHmbMeTCYybf7cTw1nf3HzxER5MGssWFXXIWpobGJDXtOkZheQF8/F6aN6tvqDVpRFJJS8zhwLIG6+gb6BXowJML/Lz0v6kYNB9ZmsOajM5w5XISRuR7+k0wInGSKvbMF7i72uDjZ4WBvjZnplXsO42MKeXjuBprUWt5fORV7TxUZWQWkZxagVjdhb2dFRKgfHu6Ol/1dNTY2sXpLFOUVNcyfPvSyc9QaGpv45Je9eLjYtHlIR1OThje+2cygfl5MGXH5bRpKimvpG/gZc24I5IuvZ7bp/J0tJ7+Er37dxs2zRhHoc/WrpPVUQogYRVEidR1HTyHzY/uNGfE9arWGg1F39egPeht2HSPmdAq33TAO7z5/HZ6vVmu4Z8o64qMLWbp3PiHtWATqvKLsGv41Zwdpp8p44O1B3PBoSJvfs+qyRja9c5atHyVSV9VE3wlOTHkkkIgZrlTX1fP9ukPU1jeyeMYQPFzsrni+9JwS1uw8gVarMGtsGAFerTfy1dY1cPBYAgkpuViamzByUBA+nk5/ilurVTi9I5+tHyUSuzEXlZHAfYIx7lMNMLFV4eJkh6uLHc4ONtjaWl5y38ptS8/x3gOHcPQw49X1k3D3t0JRFMorqsnOLSYtI4/C4nL09fUI9OtD/36+f8m3GefKuXnESlz6mPPjvvnkFZWweU8s3n2cmD7+8nuGHj2Vzo7DCdw6ewh9nNu2UvThEylsPRTP32+fjIXZ1Y8aulqzp/9Celo5J+IfuKo5/ys2HSS/qIxHb+8eOburXS5Hyp3jeilFUfjgvSj8/G2vaSxxWzU1aVi97TBGhipmT7i2PVxaU5RXw50T1pBwsph3f516VQVazPYcHhz0O68u3gvAsz+O5sekBSx6qt8fBdrAEE9mj+t/xQKtrLKWpeuOcC6jkAlDg5g9LqzVAq2quo4NO2LYtu9k8wqRs4YzdljfvxRoiqJQUl6B4lJB+AMqJv7LBpdgE06vqWHbvyrQT7cnsn8QXh7ObSrQAPoOdOTHvfOxtDHioZkbyUtSM2Z4f26ZP56RQ/vR2Khm+54YNu04SnlF9SXPY2ioYtbESIwMDdi06/gf48tbY2SoIrKvB+cyCikpr2lTnCqVPm6ONmTll13xWDt7U267I4wVv54hJ7uyTefvbLV1zT1pprInTZI63NkzRcQez2fJbWE9ukA7l5ZL9KlkhkUEtlqgAbz7zCGOH8jjpS/GX1WBlh5fxmMjN5CXWsUrv09k3mNtW0CqsV7D+v+d4Qmfdax9LZ6wqa68FjOV57dPIHKO+x8FWl29mltnDr1igaYoCtHxGSzfFI2ZsRF3zB3WaoGmKAqJKTn8tGY/59LyGdTfl1tuGIWv11/3SWtqakLfowHve/UY8roFDoMNydhax9FnajA768LYIeGEhfjg6GBzyQINYPJt/ry1fSpVZY08NnIjZ6OKEEJgY21BaIg3s6cNZ96sUfh5u3H2XCYr1u3l5OkUNBrtH+fw9Lfmfz9O4tzpEl5+aA8+nk6MHBRMamYB0XEpl31vIoL7YGxkwNG49Msed6HzxVxWfmmbn9ORFt8aRnp6BYcOZl3V82vrGjCVW9S0Sg537KUO7M8k9ng+7380pUP2CruSPVGnyC8q5+ZZozA3a/uGjW2Rn13NPZPXUphXw2frZzJ4bPt6K/LSqvj0b1Ec3pCFs7c5z/44mnE3+qCnJ1AUhd1HE9h//ByRfT2ZMfrKHwQSzxawYkUsjWUa+nv2oXxfA5u2J6Ao/7/EsJm1AWXqKhILszCwEoweEkxokMdfij9FUUjPzCfuTCpFxRUYGqoIDvRg7ow+2L5oQWJ0MV8/F82nTx5l/ReJPPL+EAZOavtqmX18rFi6ex73TV/PI3M38sHKaYyc4kmQvwf+Pu4kJmcRfSKRNRsPMGRgMMEBHq2+fjNTI6aPj2DlxiPsPhjP1HHhl3yfBoR4cPhEGsfPZDJpeNsm+bs5WRMVl4ZGo73i/9eHHxvEV18c5/NPY/jva+PadP7OVFNXD9Dm4lmSpLb7edlpVCo9Ft3YV9ehXLXaugbW7YjCyd6a8cPCWj1m26pkln0Ux+JHwphxc/sbVs9GFfHczG0YGuvz3p7p+PZv25yn2I05/PB4DIWp1YRPd+Wm1/rjEfb/PTyV1XX/X6DNGnrFfUJryhrYuO408bG5OJlYEuTpRPyyXAD0DQRGFgaY2RqistLjdF4G2RUlODtYM2FkKLatTBWorWvg9Nk0ziZlolY34WBvxdT54fg86UJxWi2//TuOta/Gs/e7VBa/HcGwGz2vmMP7jXDio4MzeWb6Nv4xaQsvrZ7AwImufzxua23BqGGhhPXz4WhMAsdiE0nPymfsyHCsLMwAGDnFk4deGMwnLx1lwAgXFt7bl4LicqJiz+HmbIurU+vvv4FKnwHBfTh8MpWK6ro2bXDt4mCNvp4eOQXlhPi6XvH4jjZrTgAWFob89OMpRo5q/1YANXX12FpdH5vPdzQ53LGXunHBSo5G5XAm6SFM2rnCX3tl5hbx3cqdRIR4M3vitW20ebHzPWjFBbV8vmEW4cPaPnFW06Rl5fvxLH0pFqEnuPVf4dzwWEjzcvkt9h5LZPexRAYEezBrbP+/3NwrCutJ2FfIucPFpB0vJf1kGXXl6na9BgMTfdyCLPEKt8F3iD1Box1wCbAgI6uA43HnKCuvxtLClH7B3vj7uGFwUY+coihEbcrms79HkZNcxbibvLnrtXBUpgqNjWqaNM3z1PT19TE0UGFqaoypifGfCsLyknrum7aOlLNlfLR6OsMn/f+Ntqa2nv2HT5GdW4Sfjxsjh/a7ZEtkTFwKh2KSmDKmPwE+l04Wa3acIC2nhMcWj23T4jGnz+WwcnsM9y8cjYuD9RWPv2PJWnbuSOPMuYewsNBtC92B6DPsOHiS5x5c0Cv3SpPDHdtH5se202i0hPh/SvgAZ35d2T03sr8SRVFYsekgiak53HfzFJzsrf9yTFZqBYsG/4ZPkA3f77oBA8P2LbgVty+f52dvx8bJhDe3TGnT8vrl+XV8/1g0R1dm4RZsyW3vDyR00p/za3VtPd+tOUh1XQO3zRr2lwKtMr+OlP3FpB8pJvt4OXnxFdQUNbQrdiMrfdzCbHCPsMFziB1+ox2wdjeltq6Bk/EpJCRlotVq8fZ0oV+wN46tvH9Jh4r4/rFo0o+XETbFhds/GoCJgx71DY2o1U1otVqEEKhU+hgbGTXP4zYypDS/lmembyMroYIXfh3HsFmtFyCp6XkciDoFwPhREbi7NvdyarUKD83ewLG9Ofx8YAHewdYs//0AILh57kgMLpH7yqvq+Gz5XkYO8GPUQL82vU9frtiHkaGK2+cMb9PxHe2h+zeybk0i59IfxdS0fXnuf1+sJsS/DzPHD+qk6Lq3y+XIa+5JE0L0AZYCToACfKkoygfXel6p86SklLFlUzL/eGZ4pxdojY1q1m47gpWFKVNGtX1Fv7YoK67j3qnrKMqv5YuN7SvQss9V8Mbt+0k4WsTw2R48+uFQHNzN/nTMoRPJ7D6WSP9A9z8KNEVRyDhZztFVmcRuzCXjRPMQPANjfWz9TTDup4ennx3jJgfg4m2Bhb0RJpYGqIz0EQIyMovYuTuemtJGfB1csMSc/HNVZMdXEP17Dnu+SwXAxE4fm376eI22YPKSMPx8XVsdYqkoChWV1dgEaLnzC1+2f53B3t/SOLwpg2F3W+AxsPXeG319PaytLHCwt8HVxQFnRzu+2jKHuyev5fEFm/lswywiRzUXWWamxkwZH0nsqWSOnzxHbV09k8YM/EuxCBDRz5uUjAL2R53F083hkptdhwW6cTY1n+SsYoK8r7w1grN98zy3gpLKNhVpDz06iNWrEvh52Wnuf3DgFY/vTNU19RgaqHplgSbJHNmZ9u/LJC+vmjduvvxc1e7sVGIGZ5KzmDiif6sFmlqt4ZnbtiME/G/Z5HYXaCf35vP8rO04epjx1vap2LlceQ+uqJWZfPPgMRqq1Sx6pT8znwpCddF1a+saWPr7Yapq61kys7kHTVEUMqNLiVudQ/zGXPJOVQDN+dGpnwWGYfroWRkzcJQHYZHumNkZYWzZsk8aUF/bxKFDiSSczsVMY4ynuRM1WQ3kna7gyNep7PvwHACWXkYYhYDlQH36T/EgPMzvjx6sv75/TZh5w4KvvTnwnYpjX+Xzz7CNBN9qgvtYw0v2qpmYGGFna8V9n4Xw9aNneWnRbl74bRzDWynUfLxcsLezYsfeGLbujmbsiP74ermipyd47buJLIhczj+WbOPXqIWMHxHKmi1HiYlLYeiA1ntErS1M8HS141RSDiMH+LZpSKqzvSUJafkoiqKTYb833dKPZUtPsWnDORYsCmnz8zQaDbX1DZjLkSat6ojhjk3A3xVFOS6EsABihBDbFUU50wHnljrBl5/FoFLpcc+9HVs0tWb7wZOUVdZwx/zxl/zAfjVqqxt5aPYGstMq+Wx9+wq0rT+c46NHj2BgpMfzP41h7CLvv9zUYuIz2HboDH19XZkzLpzKogb2fZ/K3u9TyU2oROgJAkfYc+Or/QkZ50hyfSGxSVmE+Howc0zoX3qHtFotR08kEx2Xgo2bOTfeMuQv+99UVNawfV0c8XvyqTyrpSS6idy9JcR9GsXwmzwZf68vHmE2aLVa8gtLyMzKJyeviNra5uF0xsaGTLjHjWFz+rDypVR2v1fBhNtsuPOVcIxM9dFotDQ0qqmtraeyqpqS0grOpWSSkJSOoaEBPl6uvLNiEo/O3sqjN2zkux1zCQpvbhEUQjAgzB8LcxP2HYpj2+5opkwY9JceNT09PcYM68uKDYeIjkthxKDWF6TxdrPD1MSQsyl5bSrSbK3MUOnrUVhadcVjAQYPcSNykCtffBbDvfcP6JANzK9WVU0dFh08xFfqUWSO7CS/LY/HwsKQqdN9dR3KVamsqmXTnmj6uNgzfEDr98ovXo0m7mgBb/00GTev9i1xfuZwIc/P3o6jpxnv7JiGjdPl70P1NU0sfSyaPd+l4jPIlge/H4Zb8F9XYW5oVLNsQxSlFTUsnjEES40JW16O59jSdIpTqtFTCXxHOTDrjTD8xzli7G3Aiu3HoUGPeRPD8e3z1/l0ZeXVbI89QXF9FcPn+jNsQMCfhrY3qTVEbT7H4VXJlMXWU7JdS9EmhZLvMqi8VTDsHh/sfZqHzNXW1ZOZnU9WdgGFRWXNPWV6Ap/pFviP9WPvG/mc/qoKvVwLFn8YjrmNIYrSPK+trr6B6uo6yiuqKC4pJ7uqkEH361P1jgEvLdrFS6vGM3T6Xws1SwtTZk4eyrY9Mew5cAKBwMfLBVsHE177biL3Tv2dd54+xL8+GkOAjwuxp9P+j72zjJKrytrwU67t7u4uSVri7kbw4A4Dg7u7uxOcIIEQEuKedDrW7u7u3tXl34+OkC8dAZoZZqaftViLdJ26datu1d3nPWfvdxMa4I6lxciiOdzflY378mhq6zkvJ2RHWwsyi2oZ0Px7BM/ESZ64ulrw45rC3yXS+o/NX8Zi5Mj8aZFmNpubgKZj/98nEAiKADdgLAD9Denv17H66zyWLg/G2eWvzQGurG0mLbeMxJggvNzO3uz496DXG7n7km0UZrbx1k/zGDfl/GqwtBoDb99+mG1flBE1xZmHvpqMvdvpq2/5ZQ1s3J9DgKcj45x8+ejaIxz6vgaDzkRgsgPXfTCOccs9sHSQYzSa+HVvLoUVzYyP8GZGQtBpgm9Qo2XbvhzqmzoIDXBnckLoKWkOBqOR3IJKcvIrEEgELLkrgvAQH8wGyN3eROq31exZNWx37BarxmO2COtwkEjFuLo44BrmgLOTHWqV4sRrz1kczWePZvLj6/lU5/byxJrpuPpan/ZeDQYjza0dVNU0UlpeR4m5hhue9eetOwu5ZfFGVqdcgKvXyYlBgK87AgTsO5jD3tQcZkw63anKyd6KYD83cotqiAr1Rj2C25RQKCTI24n8skb0BuMZ0z5+O97OWk1715kNTP4/N90Sxw3X/sruXVXMnDVyv6F/BWMi7X+bsRj516DVGvh1fSmLlgT+5RkhfwVms5lfdx/FaDSxdNaEETMlco8288mLGSxeGcTcCwN+1/Erczt5eNEO7FwUvLJ97jkFWlNpL29ckEJDYQ9LHw5j+RMRiCWnn5Neb+C7zUdpbu9hqnMQe+8qJXddAyajmYDpjsx6JITIpe4obYbNrxpbu/l2SxoCgYArFo3H2f500Vde3czOlFzEIhGLZsWd1sqls6uX1KMFtPR0EXiJLQmvhmApU5O/sZH0b2rY9VIxu14swnuaLc6LpOid+wEBVlZqggO9cHG2x8HO5kT2x5wlZja9WsSaR3N4dWYqd62djHf0yLV0/QOD1NQ1Y2lZw48P1vPkit3c+WUcc1aEnxb7pFIJc6bFs3V3GntTc1AoZLg42ZIw3YMr74ziqzdzmLrQm6TkICprWjiaXc7MSSPXIAZ4OSAUCCipajkvkeZgO5zC2t7V/28RaUKhgOUrgvnogww6OzXY2p5fzOvr1wBgcR61d/+LjKpjhEAg8AZigCMjPHajQCBIFwgE6W1tbaP5smP8Dn78oZDeXi033vTX7qJptXrW7zyCvY3lGQuh/whms5nn/7mf1O21PP7+VKYuPL/+bm31A9w1dTPbvihj5SNRvLx9zogCraKulXW7srDRWtC0SsvDsVs5+lMt02/w55WCBTyZMosZNwVg6SBHbzDy0/YsCiuamTYhkJmJwafdtFvae/hhw0GaW7uYkRzBjIkRpwiS5tZO1m06QGZOGZ7uTly4aDLR4f6IRSIkMhGxC91Y9moAF37vSfDlcjprBzn8Yg/ZzxrwIZjJSTEE+HlgoVae8toSqYibXh7Hs+tn0lrTz20TNpCxs/G09ysWi3B3dWRSYjTLF00jJMiHPl0ni/9px+DA8G5lX8+pNQT+vm6Miw2muqaZ7PyRnarGR/tjMpnJzKs84zUJ9HZEbzBS03h+jlR2Vio6us9fpC1dHoSDo5JVH2ee93P+Cnr7B8+4WjrG/xZnipFj8fH3s3N7JT09Wi648PxX7f9OZBVUUlbdxMzkKOxsTt8h0w4ZePS63Ti6qXjwjUm/69gtNf08tGA7cpWYl7edO8Uxe0sjj47fRk/LEA9uncZFz0aNKNBMJhM/7cig/EArsq8lrF2eRcnOFqbdE8TjlQv4x65pJFzje0KgVTd0sHpTGjKJmCsXTzhNoJlMJlLTitmyJws7GwsuXpx0ikAzGI3DxlWbU+npHWBSYgSL5ibi6GCD3FJC/GVeXP3zBC7cFor7hQrq0rs4dFczNS+aCVWEsHjeZOKiQ3B1djglPV8oFLDo/lAe2zcTo87EE0nbOfh99YifjVqlJCzYlxUrpvL0+mlYOIh5+7oMVn+6j57e0+ORRCJm1tQ4LCwU7NqfSf/AsAi54+kE/EJseOLmPZgNQsKDPCmpaKSnb3DE11XIpXi62lJWc373A1vL4flMZ8/5uSb/Fay4KBS93sTGDaXn/Zzj79/yDE3C/9cZNXdHgUCgBtYCd5rN5tO8r81m88fAxzBcGD1arzvG+WM2m/n0k0zCIxwYn3D+DoB/hO0Hsujt13Dtihkj1i79Ub5+O4efVhVy/f2xXHDt+QXnssx2Hl2yk8E+PU+vmzFiTjlAQ0sXX39/hJ7NBor3N6GwlLD88XDm3hGE2vZU8wmtzsCarRnUt3Qxb1IYUUHutJT00pjTTUtxH+0V/TSVd9FW14d5CCQCCd8KMhBJs5CpxShtJRgVBjQyDRZeMhIXBBE7wRvxMdMSk8lETV0zeYXl9PT0o1LJWf5wFD4fuJL1SzPrnivg7YtS8Z9QzMrXYwlMHE4fMZpMDA1phw1DDAb8Jqh4fvs0XrnqMA8t2M4d7ySw8MaR02oUChlx0SEEBXhxJL2ARbfp+PGVFu65dCvvb1h0SlPwiBAfOjt7ycwpxcXJFmfHU52qLC2UBPm5UlhWz7ho/9NaCgB4udgiEYuorGvH3/PcdtI2lipKqlvOO+deJhNz5VVRvPHaYerrenH3+H2pQqOByWSit38Qq7EA9D/P2WLkWHz8/fy8thgbWzlTp3n9u0/ld9PTN8C2lCy83RwZHzVyXdL7T6dRVdLFR5sXY2F1/uZH/d1aHl60g6FBI2/um4+T19kzZra9U8JXd2XiGWnN3esm4+A1cm2X2Wzmh2/SyXitFn2uCbOjgCWvRpF8kx8y9ek7mWU1razbmY2NpZJL5sef0r/LbDbT3TDAjm05NNR04uPqSLSFN72FgwypdSjtZQwIhth/KJfunn78fd1IiAs5pXn0wKCGwuJKyirqMBpNxN7mit+L7tRu6WPni8V8tfQoh2fWsPS1aNwirU88T6fTM6TVotcbsPEXcff2RD6/Lpt3LztIU2kfyx87fYcMhlP+g8PdeXvvYm5L+pWfHq1lyDzIjNnR+HidapIll0mZNSWOX7aksjc1h/kzxyOTi3n20xlcPnEtrz2Qyn1vJJFXXEt2QRVTEkZ2JvXzcGDX4eLzcnm0slAgFAjo6h1Z9P0riIl1xtvHmp/XFp93Y/ne/uHztRpbyByRUZk9CwQCCcPBZ7XZbP55NI45xuiTmdFMbk4rr781+y8tLK2sbSYjv4Kk2GA8XH9/L5czcWhXHa89cJAZS3y5/emE83pO+vYGnrxwN5Z2Mt4+sBCf8JFTGto6+njjzn00r9cgNAmYf3cISx4KPU2cAQxp9Xy/JYP6gk4CNI6kbahmTWo6g13D/cEEApA7SjCpTajdZHj62iNXSRAIwKAz0duhoamqC025HkMntOl1VL6fzveSTDzH2eAUr8LgMYDZVYuNjQXJCVF4ebicyM+fuNKHpEu92PN5BT8+lsuTyTsInm9J2BUKjGIdZk6f4027X8rut6S8eeshMo9UculDobi6OqFSnn7jV6uUTJ8cj5uLA91tR9j2aT2v3p/Cg69POTFGIBCQNH7YUnjfwVwuWDjptDq8mHAfisobKCqrJzbi9HRDsViEu7M1NY0dZ7mCJ7GyUGA0megf1J53w86rro3i9VcP8dWXOTz86O9bjR4N+geGMJnMYwHof5yxGDm6DA0Z2Lq5nGUXBCOR/D4jjX83ZrOZX3elYTKZWDJrwoixuDi7jS/fyGLZ1SEkzfQ472MbDSaevngvDWW9vLh59hnjHQw7D373QDabXisibok7t32ThFw18pRQpzHw8S0plH3TilgmZMGzEUy5MxDZGcYXV7WwflcODrZqliZG0ryvk8y0Dlpyu+ko6aW7ZgCj9mRfsXyqyKfq1IOIQOIgwinUGvM4ATUdrbgn2iOyFJJfWEFpeQ0msxlfbzfCgn2xshwWo163OpN4nS8HPihn6zMFvBKzjaCL7fC+TM6QSYNOf7r7cugdZnQyCWufzCPvSBWLn/HHxdUBRwdbRP+v7trFx5KXNs3hzqmb2ftGDyJZFn1xA0SE+p9yLa2t1CSPD2Nfai4FxTVEhPoQHu/EVXdF8/lrWSy4NJBAXxeKyhpIjA1CKj39s/RxG+43V9PQSWTQ2RfWhUIhlmoF3WfYmftXIBAIWLY8mHfeOkpHhwY7u3OnMPb0DSKViJHLTl/IHWN03B0FwKdAkdlsfv3Pn9IYfxVffJaNUinhokv+un4yOp2eDbuOYmdtwbSE399Q+kw01vRy3+Xb8A2x4fnPZ5yXEcS+n6p44Yr9eIVa89yvs7B3HXmiXJrexiuX7GGg0kDoTEdu+GACTn4jWxQ3V/Tw+ROHaN/Xj6HeSBt92PuribrAHa8EO1wiLSnoqKGyqZWwQA+mJISeEFdms5n8omrSskoIllsyOTESVyc7OqoGaMjppnhfE0U7G6h6pwPMoHSQEHeRM2IHBUKv4fer1eqob2ymobGFLrtOJr0ip3QtlGzspebQAHMe8SJ+mSsyqfSEaBo2DNERGanh2yeK2P9lC22NvSRfa4Gjox3+vp64uzmfUhMhEAgIDvTm3ifVtNduZfW7+YTE2rNk5cnvjlQqYXJCBJt2HCErr5xxMUGnfFZ2Nha4OtmQX1JHTPjp5iwAni627EsrY3BIh3KE3bbfcnwlsbdfc94izdvbmukzffjmyzweeCj5X9IT8Ld09w2nnpzJeWyM/37GYuTos2dXFX19OpYsGzkr4O9MTlEV5TVNzJsSi80IvaGMRhNP3boXKzs597z0++zUP7zvKJm7Grl31USip53ZTMtkNPHJDUfZ90Uls24N4Kq34hCe4d5YkdLG5ysP0lc7hPMsS279cgpWZ0mfLCxvZP3XWajKhBgr+3g/ayOYQSAUYBtggdpPwZCfAaGtkJgJPrh42iKSCkEAA71DZKWX09XQj6VJiUqroKu0n4OvFmE2Di8+Sj1FKCJFBCxyJWlFBJa/ubeazWY6O7upa2hmMKSV8Ndk1H0Pxd93UL1TRPLj7kTNckSukCGVSBCJhJhMZgwGA7FxQ2x7tZLDn7SwuqOAuDuVKJRSvDxdCfDzxuI3rxMQa8/D30zhyQt2k/e9ApGkFIPBSEzkqTXp/j5uVNY0k5FTio+XM2qVglsfH8/OXyp4+ta9fLBtHkXlDZRUNhIRfHqGj4OtGrlMQm3zuUUagKVaTt/A0DnH/ZUsWRbEG68dZsumMlZeee5Sl+7efqwslH/pxsF/MqOxk5YMXAHkCQSC7GN/e9hsNm8ehWOPMUoMDOhY+2MRyy4IxtLyr+sbtetgLj19g1wzimmOep2Rey7dhtFg5s0181Cqz73isuvbCl66OoWQBAee2zATtfXp79lsNrP5zSK+ezAbgUzAZR9EseDG0NNuFmazmfJ9bex+rZjCzU1gAuc4SxLv8SV8sdsJRynNkI5NuzJobusmeVwwMWHeJ441pNWx/2AutfWteHk4MSkh4kTqhqWHjMruHgzJ7YRPtyDIwwddiYjcnxs4tKqSlPfKcQxT47lEiTRSA2JQq1T4+Xrg5GjPhRfZ0FwywMfXHeaXeytpyzJxzXvjUFqenoIS+XMAqx5O54dX8rFQWpJ47RCHjmZjoVYRGR6Em6vTKe/f2cmeFz+dzzUz1vH0rfsJjnIgKOJkzYCLsx3+vm7kFVYRHDBcG/dbQgPc2XlguJG5i+Ppq7rux/rqNLR0E+B1dnMZtXL4GvYP/r4+O1ddHcWVl//C7l3VzJr9rzUQ6e4dFmnWlmMi7X+YsRg5ymxYX4qVlYwpU/+zUh37+gfZuj8TT1eHM6Y5/rSqkPz0Vl78chZWNudvALHjm3LWvVPE8jtCmXv1mU1GjAYT7195iEPf17D88XAueCJixAmyQWdk82P57HqlGKGtgOBnHbnpoSkjGpwADLQOsfPNXPK+qYZmE31CsJxgz+RHw/Gc7IBrvB21be3s2J+DvcqGRbPiTrkv1ta3kn2wDFOEiQXXjcPf96Qoqa9uYf/aXDoz+jGVCejbqiV9YzXlL7URdYUPQZe6067roKq6nv6BAYRCIY72tvgne7JwmR1dRTq+vy6NXbfXMHSLmKWvRiNVnj4/CfrIh8CwEr66M4OyT8TMeNKOiqo6yitq8fZyIyIsEIVi+JokL/bi6qdi+fzxTNxDPSgQVCKTSQkLPhljBAIBSeNC+WnDftKzSpg6MRq5Qsyjb0/hpgW/sumrSuxC1ZRUNIwo0gQCAe5O1jS0dJ/xev4WC6Wc5vae8xr7VxET64ynpyUb1pecn0jrGxhxsWKMYUbD3XG4M98Yf2t+WVdCf7+OK87jR/NHqW1s42huGeMjA/AcxTTHNx45RH56K2/8MBevAOtzjt/1XQUvXrWfqCnOPLN+JgrV6WJloFvHh1cfImNDA6pwETeuSmDc+FMDvtlspnBLE9ueKqDmaCciSyHqOXKWPRhN/ORTx/b1a1i/PY2+fg1zp8bg4+ZIb/0gA61aWuu6yMgoQzukJzjEg0C5G4P1WoQuAho72knLLESr1RIU4EVUeOBwP604iLrIneKcKlI/L6Pm1wHSn+9H4SBm8l3+zLwzDKni5M/XM8Kapw7O5pfnClj3bD7lR9r555pJpzlWCQQCbnhhHHKlhC+fysLayp9LnoqhsLic1MOZuLk4ER8bjlx+UtQ6O9vyyuo5XDv9V+64cCO/ZK5EoTwplMdFB1JV00RmbhlTkk7NQ/fzcmbvoQLKKptGFGkuDpYIBNDc3ntOkaZSDJ/TgOb3ibR5C/yxtVOw+qvcf7lI6+oZLiwfE2n/u4zFyNHFYDCxZXM5c+b5I/2dPcP+3Wzem4HBYGLJzPEjCqOudg1vPXaYCdPcmH/J+bs5VuZ18uYtB4mc7MxNL5+5IbDJaOKDq4YF2qUvRrPo/pHrujtrBvji4oPUHOlEMUmM1/W2XHfppBEFWlthD4deLyb/u2pMejOyYBmTHwwlfIUXKseTIjO3qIb9RwpxdrBmwYy4E3XKJpOJzNwysvMqsLW1ZMakGKyO3S+1Wh0Z2UVUVDWgDlKy9NJk3F0d0XTpKNlQT9ZXFex7Kp99z+SjHi/G7wpHxs2KwN3V+ZS+lNYJcG/GbDY9msee10qoTGnnmh+TcAo+vU557h1ByJQiPrnxKHK5lFu+nUxlTQ1lFTXUNzQTHRWCj5c7AoGAyx6KpCyzna3v1HHlW35k5RRjZanG3fVkLLNQKwkL9iavsJLIMF9sbSxJmuXJ7Av8WPVSBs+uSaasqZ7evpENplwdrKioa0OrMyAbISXyt6gUMgY0urOO+asRCAQsWBTIZ6uy6O/XoT7LorrZbKarZwBPl9GbL/63MXqODmP8rfnumzx8/WxITHb/S45vMBjZsPMoVhZKZiSNnhA8sK2Gr9/K4ZJbIpi57Ny9cFI31PDS1SlETHLm2Q2zkI+wWlZf2MNrS/bRWt2PwwVSLn44mnExp4qumqMd/HJPNpUH2rHxVuJ5sy26cCMXLIgl0PtUMdHS2MPPHxxiqESL3aCabS+k0109cCI947ccpJiDFJ/4t8hKgMJLil+iCyqhBTpXAwI7KCuvoaS8Cp1OT8AKG+Y/EE1/oYBdLxaz7eFijrxfw4LnIoi+xIOBgX76+gcYHNTgv0zEhR7ebHq4jscTt7LgKS/iLnDFQq3C2toK2bG87ysei8ZsNvPV09nIVWJuezOJsooa8gvK2L4rleSEGOzsToqq8Gh37n51HM/dfITHbtnGq18uOvGYSqUgONCTwpKaY73UTgYaqVSMp5sDFTUtTJoQcrplsUSMnZWa5vbTvIZOQ6kYPvfBod8XhGQyMRdeFMrnn2bT1TWEze9Ynf6zdPX0Y6FSjKp5zhhj/C9z+FA9nR0aFi76fZb0/24Ky2opqqg/o5sjwDtPHGGwT8dDb0w+7/QvTb+eZy7Zi8pKymPfTUUkHnmny2w2s+qmNA5+V8MlL5xZoJXubuGLiw5i0Juwv02FapyUlRckIv1/97D24l72PZVH0do6RAohJElxWmLHlTcmnSImzGYzR7LKScspx9fTidlTok44HGt1evYeyKauoY1Af3eSxoWdSNOvrW/mSHoBWp2O8FA/IkL9TzymQUOffyfKW/X4XWyF+bCE+vXd5NzWyMB8UD6pxjl6uLm2RjPcF3RgYICAaxWI/bzY/3A9L8dtY/Kz7gTOs0epVGBlaYGlpQVCoZBp1/sD8MmNR/n02nTu+GEifr6epGfkk5aRR1tbJ/Gx4YhEIu79dBK3TdjAxhcaWfGKM6mHc1g4d+Ip9d6RYb4UldaSnV/B9EkxANz3cjIpW2rY+EkNQQtFVNa2Eh3mfdr1cLK3xGyGlo5ePF1sT3v8tygVUoZ0ekwm0xl3PP8VLFwcwAfvpbNrR+VZU5I1Qzq0Oj221iOXl4wxJtL+J6it6WH/vloefmziX5b3m5JWQHtXLyuXTD1lBevP0NWu4bEbduMfZss9L547Nz93fzPPXrqPwFg7nl0/c0SBlrO1kbcvPoBAKsD9DgWTFvuSGH1S/A10aFl/fw5HPqvCwknOBe/GUOvWTV1bJ8tmRJ8QaAOtQxT9XEfeT9U0HOwYblcrAHmgBOdoG0JWeNAt6KOxvwN7NyvGTwhCLpdi0JporG4nP70CbasBC50aQ6OJgi/ryPmoGgC5twhlrAjfhU5MmheK/XGx5AHBs5xI/6Wc7U8Us/qqo/z6XAYBN8ux8B0OXhKJBLm7mAXv2LP32U7WP1hNaUYzYZfIEQgFWFla4OLihIe7K1c8Fs3QgIE1r+VjZS/nqidicHayJ/VQJnv2HyUpIQZXl5OC9OJr4kjdUcu272qZuaSIuctDTjwWGeJDYUkN+cXVJMafGvx9PByprG2hvbMPB7vTJyeOdmoaW8+doiERixAKBAxpTy/8PheXrYzgow8yWLe2iGuvj/ndz/+jdPb0Y2s9lsoxxhijxeaNZUilImbMOr/2K38HhrQ6Nu/NwNnB+oxNq0vzOlj7aSGX3hqBX+jZJ+O/5b27jlBf2nPOXmjfP5TD3s8qWPZoOIsfGFmgpX5Uzk+3ZeIQqMbiZjl9Cg2XLZhwSg3wYIeWfU/lkflJBRKFiPDbfCjx7sLBw5LLFow7TaDtP1JIblEtob5uRNq5Ub2+lp6qPjqreqgtacbQb0AtU9CuaGCTrBmxSkQfGvpFQ1h4q0icG4Z3sBsisYi+vgFy80uob2xGKpUQERqIv58X0hslDPXoSP+gjMOvF7NqwjZc51pif4kEo9Jw4nyEQiFSXwnJ79uS8VQXu++upTqrBY/lUgQCARKJGAd7O9zcXJh8jQ/aQSNf3ZnBpzenccMn45k6eTwFReUUFJUxMKhhUlIcaispj347lTsmbiLj6yHCrzRzOC2f6ZPjT8y35DIpIYGe5BVW0h8bjFqlwNnDgmvvi+W9p47iFutLdd3IIs3RbljAtHX2n1OkyY999lqdYURH5X8ViUkeWNvI2byp/KwirbO7DwAbq7FMkzMxJtL+B/hxzXDP1EsuC/9Ljt/a3s2B9CIig73x9z5zsfLv5dnb99HdMcSHvy5Crjj7V7WmqJvHl+/CxUfNcxtnobQ4XSju/byCVTcexSlIjepyM/5h9sybeDIfP3ttHT/eksFgl47p9wYx65EQNh8toLa6k0VTIwjydqJscyOZH5dTvq0Js9GMyFmIxWwlU6+KIHiGOzJLCXq9gb2pOXTW9RId6Edi/LB5iNFoJCO7mDJRDc5zrZk4IQrrYytIDXUtHPwll/a0fvQF0PWLlvSf66iL6iP6Gl9c51nR3N1CU1MLepGBiOdk9B1Vkf9hN5n3DTD5Lj8WPBWJ7DdpiAuWGPns1jT2flaJymzD3Cfc6ejqpKS0guKSclycHbnwwQB6OrR8/Uw2jh4q5l0byIypiaQcTCf1cCYTE2NxcR4WagKBgGc/mMvSw6t55rYUEqf5nKiZUKkU+Hg6U1ZRz7jooFOcHj3d7QGoa2wfUaTZWaspqmw+Z1NrgUCATCpGqzecccyZiI5xIijYjh++K/iXirSOrl6CfP/adhdjjPG/xJbN5Uya4omFxV9XWz3a7DiQzYBGy+VLzlzT9fpDB1FbSbnl0TOnK/5/UtZVs/XzMi57MPKsRiHb3yvl15cLmXGTPyueOt3Qy2w2s/HhPHa+WETofBcsr5NT2tLMJTNPNp82m83kfVPNjvuzGOrWE3uDH4G3ePLz4RxsVGoumR+PXHYy7hoNRrZ8nUb19nosG0VUlOdRosk+8bhALURgKcTa2QKFWoZAAEMDOlqq+zD2GDD3mekwD7Ltvb0IpUJUgUqMXiZkkXLC5wYSHOyDRDL8elqtjoaORoxJvXh7KmhbJ6BpUy8t+4TE3ONF3M3+WFiokcmkJ+L9vKUGvrsujcyva7GTODHpcU+6urtpam6lsakFmUyG31wvFj8UwoYXirDzUHLBExGEhwZgoVZxND2H/anpTJk4noBYe657Pp4P7z2K3/hAGo1t1NQ14+158pqEBnmRV1hJUWntCZOtq+6K5qdPCznwQxuWroIRY6ClSo5EIqL9PHqEyo4tkA9p9f9WkSYWC5k9x4/t2yowGk1nNOzqOCbS7Kz/9e1x/lMYE2n/A/z4QyETEtzw9rYe9WObzWZ+3Z2GTCphzqTRm/xuX1vO9rUV3PH0BIKi7M86trttiEcW70AiE/HCptlY2Z2ezrbptSJW35dFyHRHJMsNqKwkXDg7HpFIyFCfnp/+kUnaV9V4xNlw686puEZYsWl/PqXVrcwYF4ThwBAfLN1MZ3kfamc5YTd6Ue/ciVWgmmVzx6M+ttI4qNGyfU867e3dxPr646l0oPlQK72dAxQUVtA3NIhPkBtRAYFYKJQMDmrIyimivrEZi0AVySuScXF2YLBNS94PVWSsKmPbnZkIHwL7eXLCb/DEJ9YNB3t7xItFDN6j45d7stn3agXlOzq48rtEnEOGb3hiqYgbPpmAg7eaHx/PxagR8M81EzFioLqmjsqqGvbuP8S0m91ob3DhzVsP4uytJma6K1MmjmdvylEOHs5i+pQEbGyGA7WVtZIH30rgvov288QtO3jz+5NpjyEBnlRWN1Fd23xK0bdaKcfWWk1Dc+eIVvx2VirMZujqGTyxangmpBIxuj8g0gQCARdfGsbTT+yntqYHTy+rcz/pTzKk1TGg0Y4FoDHGGCXKyzupKO/i5lvj/92nct7UNLSeaEnj4jjyTsjh3XWkbq/l3peTsbI9v3TsrhYNb9x8kMB4e6584syxN3tLI1/+M4O4xW5c8278adk0JqOJNTdncGhVJUk3+eF4lZp9WaXMSgwlyMcZgL4mDZtuPkr5libcE+yY9+44RJ5ivt5wBJVcyqUL4k+483YUdlH8bTn5P5Rj7NAjFIAy0ha/KwNxjLWj31JHZmMl1nZqZk+Lx9JCidlspqS8hoysYuzkTkxMiMbO0oqeql7KUqsp3VOFpmQIwxYDg5sGSV+VTdeSLlwXONGl6qaxqQWTyYSVlSUR8UG4LHJC32xi6z8zSH+mita9/SxaNQG5z0lhL1WIuXJ1ArbeKna+UISux8SV3yYQFRlKW1sH5ZXVFBaVYjVZRnyFC2ufysPJX83Ey33w8nRFKBRw6Eg2h9OySU6IZfkdoRzdUs8vr1ZyyVtuZOYU4eHmeMLCX61S4O7qQHllA3FRAQiFQhRKCbc/OYFHr99FWZqClrnduLvYnXJ9BAIBdlYqunrOba0vPdaOQm8wnsc36K9l7jw/1nxfQHpaExPO0Je3o6sPoVAwtpN2FsZE2n85hQVtFBa08eobs/6S42fklVPX1M7SWRNQKUen1qena4jn/rmfkBgHrrk39qxjDXoTT1+0m84mDa/vnjdi485fnstnzWO5jF/hgXSpgZ5BHZfOH49CLqUxr5vPVxykrbyfOY+HMefRUEQSIXuOlJBTVE9Qhy1HL86np3oAlzhbln2ThEWCgs37srBRW7B0zngUMgltOR1U7q4jb3s5+lotgg4zh3VHODzCORfSSyFFIACRnQiRqwiXeCfC5vvjYGWLTqejur2Gdr96XJ+W4NXqQvcmAzW/tJGytQLt7WJs77NFbClCohay4I1gPKep2XRXMa/EbWP2C35EXuSKXC5DpVKz7NFwLB3lfHbLUV5ZvI97108hJDgAPz9vSksrKK+oJvkmKa11ap6+eA/vHV6Eq58lk5Lj2bk7ldTDmcyakYxMOhyEZy8KZ+MFxez6sZbUHbUkzxp2pXJ2skWtVlBR3XiKSANwcbShvLppxEbU1pbDKTrdfZpzijSJWITBYDrrmDOx4qJQnn5iPz//VMSd95xfn70/Q0fXsVVCm7F8+zHGGA22b60AYM68c9cn/x0wGo1s3J2GtaWKqRNGzmQxm828+chhXDzVXHrL+bWtMZvNvHXbQTT9Bh74fBJiycg7FQ3FPbxzaSqekdbctjr5NJt9o8HE6quOkPFtLbMfDcX3ajt+2JZOZKA7ScfKAMq3NLLhuiPoBgzMfj2WcbcG0Deo5asNhxEIBFwyPx6VXErFhhpyPiik+UgbiAWYAyX43RjAlGtjUNjJMZvN5BRUkJlViYu7HTOnxCKTDmeeHE7Pp7qmETdXR5ImRCKXSRkc1FDUVUmDTQvO1zoRFxOGWqykdmcDRT+VUfBVKfmrSpB4i/G+zIP4qyOxsf/N4psFXLpxCumrStn7UD4fx28h8Rl/vBfaIxSJkEmlyOVyFjwbjoWjjHV3ZfPp8lSu/SkZR0d7HB3t6ejoIievEK8VPbRUqPjk+iO4BFriN84OD3cXNENasnIKKSquIDTEn3tXJXN91C8cXtXP+FtFlFXUERzofeKUAnzd2Z2SRXNrJ67Ow4vPi1YG8eWbWaSt76T22o7TRBqAjaWSlo5z120f34X7O4i0GbN8EQoFbN9WcWaR1t2HtYXqtF50Y5xkTKT9l7P2pyKEQgFL/4J+Mv0DGnYezMHH3YmokNGrD3jj4UP0dAzx0cZFiM9QBH2cj+4/Sm5KCw99NZng8ac7BG14sYA1j+WSfLk3TpdLKahq5LL5E7C3sSD7pzpWX3UEuaWEf+yeiv+U4bS+tPwaDm4oQ7HBSHFJFc4xNsx7Ow6/OS40tnTx64501HI58WJ3Dt+XTs32eoY6hh0HBTZCnKMdcAqzw8JTTZuum5q2Zqzs1MREByETSulr76coo4Ku6h4k3WIELQJqv6in5rM6BBIBshApsjgpvgs9CE4KwMbaCm6AjpJedj2RTepLhaR9XILndWrUyYJh0WMH8W8oyHt5gM13lpG/p5bA6+QIRQKUSgUOCbZc+lYY3/2zgNeW7ufeDVOQyiWEhwXj6uJMWkY20+9U8tMDQzyxYjdvH1iAQiUjKSGW3XsPkZlVQOKE4dVagUDAnc8kk7P/V568eRe/5l+BXCFGIBDg4+lMQXENWp3+ROoFgIujNQWldXT1DJxWo2V5vP/ZgOac3w2RSIjR9MdEmre3NXHxLqz9F4m09q7hoGp/BpOAMcYY4/exY3slAYG2f0lWyF9BakYxbZ29XL54yhlrtXevr6Igo5WnP5mOVHZ+k9WUn2s48Est1z8fh1eI9YhjNH16Xl+WgkQm5J5fJp/WqNpkNPHtNUfJ+LaWhc9HEH2TB5+s3Y+rgzWLp0ZhNpnZ+1QeqS8W4hRpzbKvE7EPsWJIq2fN1gyGtAYuXxBP+44Wtr6cS3d5L5beauyudqHVR0fSlGDiIoeFntls5nB6IQXFNfj5uDI5MRKRSEj/wCB7D2TS3d1LdGQg4SF+CAQCamobycwuwGQyER0ZQoCfF0KhkM7ObpqdWjFebMRjhSvKUjnNv7RR9nwVzV+3EnNXOA5zbOjs6aK7q5ue3j6M7kb8X1VS88YA++8soXB7NW7XKBBKhhcLRSIhVglWTHvWiz2P1vDZilSu+zkZsVSEnZ0NUycnUlRchv6OcvY8IOSNC/bzXPo8rBzlBPh50dnZTUFRGU6Odjh62HDLq+N57cZUPMY5U6CuJMDP80S6n6e7I2KxiKqa5hMiTSgUcMfTCdy+fDNbvysnKf701gyWajllNa0jLnL+luOv80dj5GhiYyNn/AQ3dm6v5LEnJo84pq2zB3vbsfh4NsZE2n8xZrOZdWuLmTTZE0en0d9O3ro/E73eyMLpp6dQ/FGyDzez9tNCrrormuDos9uy7v2x6kRfmBmXnb6yuuP9Ur5/OIekS72IvtORHUcKmTEhGH9PR3a8UMjGh/PwTrTj2rXJWLkMC4X8wka235uJea8WgaOcxZ9OIOJybwRCAc2t3Wz44QiSI1p06V3saq9GZiXFcbIDrXb9KMKVLFiRhJWlCoPByMGjuTTUdhIQ601CfARisYj6hmYKOyoxxZiZdOV4/Hw9MZvNVBbVkL2xiIGsAQz5Rno+7yNndTF9CwcJWOmNzkVLc0sLqis1BCZa0PTZEOWv9uCYYsHUV8NwDLJBIpEwZylserCAg+9XIulXM+t1bwYNfTS3tCDwNTDxXmtSXmnmrYtSuPvnyYjEQmxtrZk6OZHDRzKZ8U89vz7Tydv/OMQDn0/Gztaa0BB/8gvL8PJ0O2Ek4uvjwrJ/ePDZY1WseimDfzw5AQBvT2fyCquob2zDz9v1xLU4XovW1tFzmkhTKaSIhEL6+s/dhFMoEGAyne6aeb5csCKEhx/cTUVFF35+p7cEGE3aOnsQCYVjqRxjjDEKaDR6UlPquOa66H/3qZwXnd197D9aQFiAJwE+riOOMZnMvP/MUbwDrFl0edB5Hbe/W8u7/zyMf4wtF9595t25j68/Qkt5Hw/vmI69p+q0x3+8LZP0b4ZdgiffE8AnP6UgEYu5eG48Ro2JtVccomxzI1FX+zD3rTgkCjFGo4m1O7Jo7+pnloMPKRcdoD23E9tQa2Z/Nplqm16KKhtIjD0p0EwmE/sP5VFeUU+grTM+/RaUfJRNe0U7jWUtoDFiI1fSLM2jRZLPgEmLRqRD6WpBWFIgziIbNINDFBaXUt/QhFwuIzIiBG8vD0QiEcb7jOT+WEju2yXsv/sIYlcRdistcZniiIeHGxZqNcrxSsRLxBx6tpSMdyuQ9aiZ80kkJoWR3t5eOju7kMT0EvIPBYXvNvHpRSncsHYyQpEQoVBIWGgQVlaWDD2Qya4Henn3sgM8tG06QpGQ2Ogw2to7ScvMZ9aMZOZeE8Du7ys58EUb1oHW1NY34+M1fP3FYhHurvbUNrSS9BvBNWWBN57BFuz8to7HXjAi+X+tJSxUcgxGExqt/kRa6UgIjx3vz8TI0WTmbB+efSqFttYBHBxP/Q6aTCY6uvoI8B75tzHGMGMi7b+YwoI2yss6ue328y9EPl8qaprIL61l6oTwM9oJ/16MRhPP37EPRzcVtz529nNurOjl9RtTCU1w4MaXTh975Kdavrg9nbjFbsx7LoDVW44Q4utCUrQ/a2/PJOW9cmIv9eSyz8YjkQ/fEHN21vDrNUegxUT09b7MfCEaudXwDbHiaAPbHzuIOUODXiDAe647wZf5IwyVsjs1Cyu1DfNmjEMmFNNwpJ60bdkM1vXiJLFEcKCV1FXb6O3pZ0CrQWYlxzPQFXN/P5XlpdToW+kx9uOYbEvEjUlYW1vRmtVO9ucFVP1SS/nP1cj8Jbhf4UzoomCcpjqguF1B1mcV7Hwgm3Vz05nzZixRV/oM1169Nw6PKFt+vDWDTdeauHnLZJTRUtra2nGwr0XTqyP9o0beuWof//xm6rAhh0xGUuI4EKTTXKJjx9cVxExzYfaVAQQH+VFb10RWThFOTvaIhEIEAgHzl4dxaFMrn72ayZIrgvHws8LBzgqZTEJDU/spIs3GSo1IKKSj6/TiZ4FAgFIhpf88+rsIBALM5j8egBYvDeLhB3ezYV0Jd9371+6mtXX0YmdjMZbKMcYYo8DB1HqGhgz/Ea6OZrOZTXvSEYmEzJ185nqxPRuqKM3r4PnPZ54za+Q4nz+eSXfrEM+un3lGu/1dH5Vz5MdaLnkhmtCpTqc9vuXJAg5+VMHMB0OY9VAIa7al09kzwJWLExH2C/hq8S5a83uY+1YccTf7n7jvbtqfT21ZOwEZYo5sPozaTcnMjybiv9yblLQiiooaGB/tT3zUsEDrb+xjz8cH6ElrxareQGNfHY3HPyOlEKGVBGtnK6QqKQa9ga6OHowDBsQaGDzSTOa65uHBCiFCXznOk9yJuigGK28bhoaGKK+opK6uHq2lDtenbRGXuVD3cRMtL3ehKrQg6qUIVC4nW8LMe30c7vEObLzpKL8sTufSjVNwDxmOUxqNhvqARgT6Ygo/auHDS7dzzZdTUCiGF3Dd3VyYe/E4uioOkfZuK+uey+eCxyORSiXERodx4FAGFZW1BPp7c+f7SVwftY7sHzT4BNWeEGkA7q4OVNe20N3Tj80x4zCBQMCFtwXz2u1p/PhpPpfdcmq/UfWJHqG6s4q046Lvz8TI0WTGTF+efSqFPburueiSsFMe6+rpx2gy4TC2k3ZWxkTafzEb1pciEDDq/WQMBiOb92Zga6VmYvzIVr5/hHVfFFGU3c7LX89GeZYGiAa9iedX7kMoEvDIt1NPy8cvPdTG+1ccJCDRnqtXxfP5xgPYWqlYNDmSb68+Svo3NUy/N4hFL0UhFA4HnwNvFbHv4VwEFkKWr08mZJ4HAIMtGlKeTKNiTTVIBYRcF0j87eFYuKupqWth155MrNoFePYLOLBqE91FHSf6owkFMGCrQ2spZciow2g0IhVJELbpqDxahFl/MiVB5qxEmiSjp6OV7oAuavrqMczT4j/fHUG2mPrvW6h4oo6BzUMkPxOPPFZO8GWu2I6Ts+uOPDbecJTCTVUkPx+I2kZJ9EoXLF2T+eLCQ7w9eTe37ZqGk6sjTk6OBAT4YR46xNEvm/jQdjc3vjkVkUiERCImcUIs2iEdjQV63r79MGFJTrj5WxIdGcL+1DQqq+oI8BvuKefj5cqMlfZU5tTx6gOpvPXTfIRCIS5OtjQ2d5xyTUQiIdaWSjrP4FClUkjR/M7+Z38ETy8rYmKdWf/LXy/SWjt6cHU6fyvtMcYY48zs2VWFVCoieaLHv/tUzklhWR0Vtc3MmxJ7St/I32I2m/nohXQ8/a3Ou3F1eXYHv35YwqJbggmMG9lQq76wh6/vziRyjgsL7ws57fHDn1ey7ekCJlzrw8LnIziYXUFRZRNzksKwHJLx5fydDLRqueSXyfjNOelOmJpZQfH6Kuw2DNLebyD27gji7o5AohRzOLOU3KJaYsJ9iA30ovLHYip/KqY9bVhkKRzkuM/2xS7GkU7lECU9TTh52DMlORaZTEplVR2Z2YXIZZYkjI/Gwd6W9qYOMrZn0VfShbxViLl8iMYPS2n8sBRFoAXmWBmSeBVOXk54eHjgYG+HcKYQ43VGct4vJO3lXOoT1xP9WAiu8xwxmUwIBAIcZyhYunYcm67M4ospO7ls01ScIq1RKBQEBPjh+5433xhTyFzVwpdWu1j+3AQcHYezepydHVl+bxwtuYf5+Zl8Ima5EJjogKuLI06O9hQWlePj7Y6bvyWXPhDJV09nk723maQJg6hVw9+D42mOjS0dJ0QawNT53nz1Wi6fv5rFRTdEnCLaFfLhVNlBjQ7+2gSQUSU6xgkbW/mIIq21Y7jtjoPtX2/i9Z/MmEj7L2bjhlISEt1xch7dPk0HM4vp6O7jiqVTT7Fa/zP09+p454kjxCS5MPci/7OOXf18DsVp7Tz2/VScPE99b201A7y+dD+2Hkru/HkS61Iy0eoMrJw3gR+vyyTz+1oWPBvB7EeGxaVBa2TjLUfJ/6YGYbiEK3+ahruvLSajifxVJRx5Lgu9xoBoqorFr0zDxXd40l2wo5jMVRkoCwfRDxipkgqxirDHPM0aobuMCQtjcQ93o7Onh9TDmYhMJhLjI3F3c6aru4f09Bz6GnpwFNhgPaikO6eN+p1VVP9cCiKQR1rid2EwIcsiEc8To7/bQNaqPHLfKGbt7C1YzVBid5kFIrUQj4dEiNYoqFzdRnNOJ4GPWSBzEiFRi5n5ris7/9nI21N3c8fe6Vi5KrCxseHOVXN4pWsnKe+1oHLZwyX3TkYqlSKVSklMiKXtzgG+u7OVF6/az5v75uPsZI+9nQ3FJRX4+nggEgqRSiUEh7mStGSA3d9XkbavgXFT3HB2tKW6toWBAQ0q1cm+PdZWqjOKNJlUjOY8+p+dKyf/fFi8NIinHt9HQ30vbu5/zSqeTqenq7ef6NC//6r/GGP8J7B3TzUTEtxQqf591uLng1arZ+v+TFwcbBgXeWbxdWhnHUVZbTz10bQzWpT/FrPZzHt3HsHCVsrVT468O2fQGXlv5UEUFmJu+SIBofDUe2X5/lZ+uDGdoFlOXPxhPDWNHew6XESYnysBcnu+nrEbg9bIFTum4Rp/0sAiv7CBtMezUB/SYBVuw4wPJmIfNqwWsguqScupINjRCfXubjbc8A36Xh1CJxnaaVZEXhxJ9KxQzGYz6VlFlJS14B3oTtL4CBAISM/Mp6KqFidHexLGRSGVSigqLqO0rAKps4yk2ZNxdXFiaGiI/H351G+tRJvej+n7PvQbuhFeZIH6Ojl6vZ729na6urrQjOvF/UVbWt7v5uh9uVhsUOB4vSVC+bHPWQCBzykoeayfL6bvYPnP4/Gf5IlAIEAkEnHFR1PQd6WQ92kTm12OMO26SLy8hg2yvDzdueCFID5aVsA7lx3glbyFyNUSIkID2Ln3EBWVtQQH+nLxfRFs/aKMo1/1MefCRqIihuc1FmoFKqWcltYuwoK8T3zGNtZqYuZZs/2DFrauKWPhZSfTX4+LtHPFyONpjv/ORta/RSQSMmWKF3t3V58Wu1s7ehAIBGM7aefg73Elxxh1amq6ycttZcHC0d1F6+rpP5Fn7+c1ej3Rvng9i85WDfe9knzWSXhZZjurn89h5uV+TFlx6gRYpzHwxgX70WtN3LthCukVVdQ0dbBociS7Hiwh8/taFr0YeUKgaTq1rJ67h/xvahDMk3PJL5Nx97Wlu7yXdfO2cuChNMzeEoQPObDs45k4e9tQt6WSjQt/IO+mvUiy+3Gf6sXED+eQtGUxnRerkC12Yu5ds3Dxc6B4Xx4pq3Ygy+shrNcKQ0oj6R/uIuXDrRgquhkfH0nyymTcLvZFcIUV8mfdsH/MD4+LA6DBQMHDR/l1ymr2Pr2VlN376Alsx/MNO5xW2NK7d5CG+7tw7nIjeVIyl7w/hxU/J2HsEFBy/yAOOg8cHZ1QBxkZ/5yS7voB3pi0jc6GYcdBkUjEPT/MxDveip3PtLL5+4PodMMBwMJCTdLUMCZdb0HRkTZ+fD0fgUBAaLAfg5oh6uubT3zmXu7ORM9U4eiq5NUHUjGZzDjaWwPD9We/xdJCSV+/ZsRUDLlUgk53bmt9o+nMPVfOl+M7y5s3lf+p45yN46uETsc+izHGGOOP09GhITenlSnTvP7dp3JO9h3Np29Aw4Jp8WedLH/2aiaOrqrzrkVLWVdD3oEWrnk6FgubkXvE/fJcATXZXVz/8QSs/l9j687aAT674CD2fmquXpOERq/jpx0Z2FgqmeTpxzdz9mAymLhix/RTBFpFXhN7Lt2P7JCGiJuCWbFj/gmBVlLRyIF9+bgd1dF9bwYln+TglOSG+v4gem9xZMKDycTMDsNkMpN6JJeSshpCg32YmBCFwWBk797DVBZUEujgynj/IDTt/ezfd4jiknLcXF2YMS0ZJ0d7yssr2Lf/AG3mLgKuj2DR9kuZtW45brO8Kfu6gF+nfsvmm9eSfziXzs4O1Go1IRODmLd2KpF3BtOfqqHjeQ1R7tEkJCQQHR1NxPRgkj7xRCg389PSw+xavZ/W1hbMZjNCoYArv07CI86GvNcGObwln+rqmhOfSez4UKY+ZE9HrYbV92cCYGdng5ODHWUVNZhMJmQKMTe/Op7uegNbPys98VyBQICDg/Vp8dFCJccnSoWLj4rPX8s6JU4eN+E6V4w0mY+LtNHxCBgNpkzzpqGhj4qKrlP+3tLejY2l6oyGOmMMM7aT9l/KlmMT0PmjnOq4dV8mQqFgVHuitTcP8NWb2cy90J+Icafnzx/HoDfx6g2p2DjKue3NCac9/sU/0qnO7OLeDVMYVAxxYHc58WFeVK7q4OgX1cx9MoyZDwynf/TWD/Lt/L10VPQhuFrJ3H9G4+vpQPG35ey//ygiqRDLW5zpDTCxaHY8+uwutr6yjZ7STky2YqQrXJj7wEzUdipq65o5+PMhLJq0OPSJSH/rK7TtAwAcD5OVVJ04z+O3pLwPS8mXizA5yRD5WOA3LYSASyIRSEU0XFdP6cZCera00vxFNaKfxHhfFUTkzeOQLZLTfkcnu29LJeXmdDqu7mXic/EEL/DE/oA13y/Zx7bL81ixZiLJs0LojejBxqqEzTdV89aM7Vy9YRzeAR5IZCLuWz+dh2I2seXhFmzcM5g0dTxCoRBvLw8mLG6g6qieL5/KInmJF+6BDqhVKiqqavHyHM6xd3VxQCoXsewmbz56opDta8uZucwXgVBAe2cP3p7OJ973ieLnIR1KxamTDIlEhE5/bttgo9GE6E+uEgYG2eHrZ8OWzeXccNPZWzz8UVrau4ExkTbGGKNBakotAJMn/71FWltHD4ezS4gN88Xd5cz9PYuy2jiyp4G7X0g8zSRiJPQ6I6seSsc73Jp5153u/gdQk9PF+hcKmHiFN/FL3E95zKA18sWFBzFojVy/fiJySzHfbDzMkFbPstho1ixKwaQ3c8WO6TiEnUw/qz7UyNZLdyPUmpn6STKhF5w06Kqtb+PAm6nY7+1GN2jEe2kgIbfFkFZXSXNtC8kTIggO8MRoNLI3JZOWnFr8zRZIimtIfSWN3ppOBAMGLIBmSmn+zfmqLGXo3NvJdq2kV61H6yLBKcaTkNAQVCol/f39NIvb0CwUYJXggWHnAAN7OzGkDeJ5RzxB14QjPNYzzOVxF7wmu7Pj+hR+XbCLuV9PxS3ZGQcHB3x8fAjaF8zX03eTcXcLgy9pcIt0ICQkBKVSyfW/TOSV2O3kvziE3L4IuVyOs7MTIpGIeSvjKNu9m10fVpB0sTchU5zw9/Mi9XAmTc1tuLk6MWmZF76xlqR82cYNjwxgaz9snmFva0l1TfMpLshCoRC1Ws6UC1z5/tUyDu2qJ2nmcGrvcWt9neHsIs1wzHpf/CcXMkeTyVOGdyD3763B3/9k+n9Le/dYfDwPxkTafylbt1QQEGh7yo/iz1JW1UhJVQMzk6OwtBg5z/6P8MlLGei0xhMOgWfipzfyqcjp5Km1009bSUz5uoq9n1ey9OEw/Kfa8uGafTjbW6LMlLH+tRwm/cOfuY8P50R3VfXzzZw9DLQNwS1K4pb6Eu3vxp47DlL0TTmuE50QX2VLVW87k718Kb//EC0HG1B4WqC7yAFVkgML5iSgq+7myFt7aNtbjlXf8M1T622Lyc+CoSgVTqHuhIwPZkhgILu4GL1eT7CfL86WdjSXN1CVWYapcQB5hwndgTaq97ZQ83wKwhBLzNHWWI93I/SCKCQtQgrfzqDivQKa1tcQfHc0FhNsiV8VQtE7VRR+UUrdwXriXg/Bxtua5b+OZ9PlWfywLIULvksiaLE7s66egLXSntWXpfPtFeks+KCL8MgwbFwU3PnjZJ6dvpOtT9fj4GxNaGgwAoGAqIgQ6q/toCFfxxs3p/La7nn4+riTm19C/8Bwjr1UKsHe1hobSxP+oba89+RRZi7zw9JCSdf/S21UH+ujNzCoPU2kiUVCDMZz2wbrDcYTAeuPIhAImDffn08+yqS/X4f6LPWPf5Tm9m5kUgnWlmPOjmOM8WdJ2V+LUikhbtzoZW+MNmazmc17M5BJJcxMjj7r2G/eyUGplnDBdWFnHXeczatKaazo47kNM0fMJDAZTXxy4xFUNlKueD3utMc3PJBDzdFOrl2bjFOQJfvTS6msb2debBg7r8xkqEvHFTtPFWhV2+vYctVezEohc36eRkDiyV5XNZn1pNy1E1XdEPbjXYh/YiJWwbbsS82huraFhPgQgnzcaNpbRs7qQxgLOrDRGOkG+q3laG3EEGKFR4gnlk5WtHR10trahlIqx9XaHkOnhvayJoaO1CDoMyAEuizqKRxXiyFERZ+bGbFMgouLC+7j3LG82JLeym6ynjtIzouHqVhbhP8DEUi9ZBiMRnAxE/9pCNn3lLJh+Q6mvD2B0IuHxa69nxVX7pjBl9N2UfG0BtkrXRzpPUJ4eDgObg5c/UMS783YQ/nHemQWuUy0SEKtUmFnZ8Ps+3xoPFrKJzce4cWcBbi4OCKXyaiuacDN1QmBQMDVz0Tx+IIUvnkxkztenQSArfVwil9Xdx/Ov2lwrlLKCUpUYOek4Ou3s08TaefqEXo8hor/RmZV/gG2ODurSdlfy7XXDy/u63R6Onv6iQz2/vee3H8Afx+5PcaoMTCg48D+WubMHb2GnwaDkS37MrCztiAx5vzSM86H5vp+fvykgKVXheAVYH3mcdV9fP1MNslLPElecupqaktFH5/flkbwZEeWPR7GzzszMRiNROHBhntziVjqxvI3YxAIBHTXDPDN7N0MdevgdhWekx2ZGODD+iXbKfqmnLh7InB81Iuq7jaCKyWU3LKPzvw2gu6Lo+dGexQT7IgX2ZF1w4+kXvIVHZtLEHlaEvr4LCZuvh7jnWF0zLIl5LpkYuZE0dbYQPa2A0hrO4mU22LVq6c8J5eKjmqUyc4kvXgBU7+/hpDvliG7KRBirDGV92P6oorBp3LQbKtD6CjE47Eg3B8PQGfWkXn3AY7csYvqonKsL5Li+7gTAw0aUi7LIntDDmWNefg/JcEqSMraS1Ip2VAHwLiL/FjxbhytR/XsfaaKzMzMYeE4yZEVT0VRs1/Hzk9K6OjoBMDGxhr/EBeSr7QgN6WFHV+X4+kxvINWV9904vN3dLChq7eXWx4bR3VZN5u+LcXGSk1376kiTaEYFkODGu1p1/d8+5/p9Eakkj8fgObM80OnM7J/b825B/8Bmtu6cHawHrXWFGOM8b9M6oFaJiS4IRmF3/5fRWFZHVX1LUxPjDxtEeq3tLcMsvmHMpZcGYyl9ZnHHWdo0MDq53OInOTE+HnuI47Z9VE5lWmdXPFGHBZ2px6zYFMj+94qY/IdAUQtd6e2qYM9acWE+7hS9ngNHWV9XPjTJFxiToqFivU1bFm5F4OtiEnfTTwh0MxmMwVf5HDw0k2I2nVEPTuRGd8txirYlkNphZRXNRLt6YF0Vz175n5E9l3rMea1YzXenchn5xP8+TJ6bvdHeFMIU964iJB/TKLRx0SThxHPFdFMe2gpTpdG0D5JwdBlrvh+Mp/JW24g5KlZSKPtaD9SQ/d7uZifL8Ep3Yy3lSsKhYLm5ibqh+qQXmeBzW3ODLb2k33TAYo/yaGtpYWOjnZ6hZ24P2mJIkDC3lsPs+nJLVRVlqPRaLALtOTSX6eg6zZS+7IemUBOTk429fX1BEx1ZN6T4dTuGKRpl57cnDxMx2JVRFQgcTeraC7rZ+PLhYiEQjzcXWhqbkOvHy4fmDDTF6/xcrZ9UklPx3CbGWur4Vr6np6BU66VUiFDbzRw8Y3hHNhaS3VpNwCiY+mL54qROv3wYvFoxMjRQiAQkDzJg4MH6k6kcLa0d2M2m3F2sP73ntx/AGM7af+F7N9Xi05nZPYoirTD2SV09vSzcsnUUbUU/+zVTMwmuOHB01f/fsuH9x5FIBCcluZoMpp4/8pDCMUCbv0qkYM5FVQ3djDdN5hfLs7BLcqKK75JQCgS0t8yxOp5exjq1iO9ywqhl5hZgf78Mn8bA02DzP5sMvowMbs3ZuGypZeO8j48FvgReE8s29OyUJb0Y59RT2F1OlIXCwZmOqOe7MWMuYkMdfRy9LsdmMpb8ekz0PVhGp3HVr2Or002UnTivI//rdQxDb2DAq2LEotoT/wvnoSV2pKGXcVUfpdO6dsp8MlBJNMcsVsUQOxnk+jc0ELlx4X0PNNCwqvTcLnTk64FPWy+dDe1T3Uy4bUoVOOkiF9qJvPuNn66NJX5X0cRvSyYiTf701rSx743S7Hyb0UgyCI2No7FD4SQu72RjI/b8UnIZcGFkxEKhQT4+9I4pYWqVCs+fiCdpMWe2NpY0dDYQkjQ8PfLwd4Gc1ElUVNtCI6y5+MX03n0i1hq69swmUwn6jIUsmGRNjRC8fP59D8zm83o9Aakkj9/20pK9kCtlrJjeyXzR7lu02Qy0dzWRWzY6P3+xhjjf5WuriEK8tt4+LHgf/epnBG93sD2A1k4O1gTF3723/3aTwsx6E1cekvEeR371w+L6WzW8Nh3U0dc9OltG+KHR3MIm+5E0qWnLmD2tw3x7bVHcY20YsnLUWiGdKzdkYm1hRL5ryaK97ayaNUEfKadLDMoX1fN9htTMLiLCXs9iqjxw8c0DOo5/MBe6jdVYPBTMPXdOXgEDaezZ+aWUZJejm+Jlva3d9BmMiMIsaF3mh1xFyXgH+hFdU0D6Rm5WFtbMSkpDr1ez779hxjUDBEbE4GHuytl5RVUVFSiVCpJTJiApaUFVVVV1KjaECx1JuAf41C3CGj6tZC6NdnUfp+FKM4WyWwn5G6WWNvY4HWJD9ILpRS9kEnDmmpUrUoS35iB1EqG0Wigd0Ifu65LpebtNvQ6PbWza3BycsYnzI/l3yTyw/IUbD60wPd+O4qKihAKhcx6OISSnS0UftCJRQjUudXj5eWJpYWa6Hlu1OyuYv2LhUy8wgd3NyfKKqppbmnHw90FkUjI9Otc+PzmKn58LZ/rn49HrZIjFArp6TtVpCnkElradVx4Qwwfv5jBDx/l8cBrk07UmJnPESO1uuMi7e81tZ84yZO1PxZRVdWNr68NTW3D9WnODv9BVpX/Jv5eV3KMUWHH9kqUSgmJSSOvuv1e+voH2X+0gCAfN/y9Ry/dpL15gLWfFrL4iiDcvM/s8JO5q5EDv9Ry7TOxOHqc6ua46bViyg61c9s3SWikWvallxLq7kLqvRWIJAKuWzcRmUqMtk/P94v20d+owfFxZ1otNSzx8WPr8t0YtUaW/DIbo6eIPe/uw25dO4iEJL45A8fZnmz6chcWm2qQ1A0g9LHF44FJZNOBg6UF4ToZhXd9Tn9BPQpAqJKhCnWn18+WHokJxwAPAiICae3poqKiCqlQRICbJ2KNkYa8MgYqmhE19CAraEG/s4oK11wEkU70B1rANe449Hij3dJI7+YGutL7cL5nKnF3J+O/MJRD/9zJvms2E3Z7HOH/jGf5tnlsvnQ3h+7IZtq7SUy8eBI+Pzfy0+IjbL0mlwFDDxOWxbLklSia8nrIe6cVS78O5PICwsMjuOXLJO6P2Mju51sJG1eLr683trbWWFtbMvVGOZ/dWsM3z+Yw8VpHCovK0ep0yKRSbG1Opm7c9HA8d128lfyDPQjsTGg02hMOj9ITxc/ndnEcCb3BiMlsRi7784XGUqmIyVM92bm9clQcI39LR1cfeoMRF8exADTGGH+Ww4fqMZshKXl04tlfwYH0Qnr6Blk+J/GsZiFGo4mfPi0gYYY7PkHnvj8MDRr44dU8Yme4EjHJecQxPz6Wi7bfwNXvxJ92H/vx1gw03Xpu2zkVkVTIuu1Z9A0MMUnnTeqqAhLvCSbqypMGXFVb6thxYwoGDzH2j/oybcqwMB5o6CPlxq10F3cwMM2aqY9NxcN7+HyK8qoofy8V58xOdAIBbkvDaQ2W02ToJ3F8JH4+7pRX1pKRlY+TvS3xPr40782j/Eg+on4dfmpLBtNSONzdg9ZkwMHeGucAT3r6SyjQd6NRCnBxdcXf3x+JREKzqhHdcjtkSWLMBzrRHWhDm9WF00XR+N/ij8RiOK1+4vtzKP+mgKxnD7J96VomfzofS19rbBxsWPbjPLZevY+aD+uxdbKjLaaF9vY2/OMCmfF8FLseysElNgLbGbYUFRWiVCpZ+dUEXozYSsl7eizdynB1dUUiEePr7Un4lU00pvfx7f1Z3P5DMlKJ5IRIAwiMccQnsZn17xdx4T3hWNnJUank9A9oTrle0mMGWvbOKmYt82P9V8Xc8UwCMvn5LYxrj+2kyaR/r6n98bnooYP1wyKttQuVQoblGdpTjHGSv9eVHGNU2L2ziklTPJHJRufy7kzNwWg0MecsTTn/CN+8k4tBb+Lae89s3mA0mvjwvqM4e6tZcdep+ftNpb389EQu45a5E3eBKx/9uB9LtQLtWiMthb3cvG0Ktl4qTEYT61YepCWvm/CX/SiQtTPZxYtDVx9CIBawbNNcRK4SfnlwC+pt7VgF2zLpg7lIHeRsf/hnlPvqEatlBD86C3GCCylbD+FW3I4iP5OaIT1GOyWaCR6ELEvGIdKXI2mZ9Da2Emhrj71YStW+VHrau3BQKnH1dEPX0UZlbydaLyluC2fh5x9AT00TVdvS0KRVI9hWjGQbWI7zw+OyyVh+MJmmg6WUvpFC9gMbkX93CMuV3tg96oDpUyMF72RQe6Qc/4dCmfBBKGl3FbP7tlQwmQm+zJ9rd9rwafI2Dt5Ri1GuJX5GHFd9l8DLMdvJeVGL4s1mbG3tcPNy44rX4lh101G2vFvAza94IBKJ8PR0o6e3mBkrffjlvSKSL56GGTNtbZ24uzmjVMiRSiV09/QxfUk4vsE2/PpZBYvutWFgcOiESDueqqQ3jGwQci6ddLyPmnyU3KBmzPRl88ZyKiq6RrV2s7F1OF3U1XGsR9oYY/xZjhyqRywWEhfveu7B/wa6e/tJzSgmPNATLzfHs45N3VZLc10/978y8byOveXTUrpbh7ji0agRH6/L72b3qgpm3xaAW8ip/aay19aR/VM9C1+IxDXCmuziWgoqGkmw8+Lw9UX4zHBi2rORJ8Y3HW5h+3X7MblLEP3DiaXzYxAKhXQVtbPvms1o+7V0X+LI+Etj8Dsm0Ao3ZFHx6n4s+vS4zAsm4LaJpFdX0ljXTMK4CPx83CnOLKJ80xHcW4aQNOSR270FACUglEsYVPeiMxsxY0YpEGGs7KFuXxkwXI9joZYhivSmOqiRTkchejlYWlrhkxSH/WIH9J0aSj5IoeaHbOo3F2J/dRDiaCsMeh2mQBOuj3rS9Fod25b+SPDzUbgn+WBpZcucz6ew+dLdFDxbyYxPk9B4dlNSXIjrIndCMjzY+3g+l8RPQiPTkJeXR0JCAstej+b7G9Kp/FWAr18t/n6+ODjYYeehJHalmCOf1FGW2o6Dgy2tbZ0nPlsbawsiFiupOtjBurcLufqpWFRKOQODQ6dcM4lYNLwYaTJx4Y1hbFlTxrafyk86gJ4jSGqGdMilkr+NBf9xgkPssbaWcfhgPZevjKCxtRMXR9uxcoDzYEyk/ZdRW9NDZUUXN948Oq519U3t5BRXMzE+BNvfNF78swz06VjzcT4zl/metRZt1+oKKnO7eOTbKUjlJ7+uZrOZT29JQyIXcfW749h6oIDuvkGShP5s/CqP2Y+EEjxrOJDsfiSX8i1NjHsmmEx5M8FqO8rvzUcgErB0wxwUHgp+vmEdsgOdOM3yYtKbM9G09rL74u8Q1fVhNc2H+Mfn09nRSc6LP+Fe2IpQKMBqSig1rjI0dnKSggMwFVaT98MmLBs7sNHo0AINgAA4/g5byQFAfew/rewwhW62DDqqMfm54PHYEhzk1rRvzaLplzQK7vwcgZ8NzPZC9k8vhCkWDK5voP3JXlxuiyLk0Wiaw+qo/bCSwnuycLzHBac7RWiGVOy+/SAiuYiA5T5cvnE6n0/eQfbD7QjfziB2QhxXfZfIO1P3ULZKisKqFHt7e6Zd78f+b8o5+nEXUy+rJizeDzdXF/Lyi5l+vSMH1tbx86vlhF0ior2jC3c3ZwQCAdZWanp6BxAKBVxzbwyPXb+b2gI5mmknG1QfL34eSaQZTaZz2gYPHhNpSsXoGH1Mnzm8grxnV/XoirSWTiRiEfZj/V/GGONPc+RwA5FRTiiVf0+r7h0HchAIYNbE6HOO/enTQuycFExd5H3OsQa9iTWv5xOe7HTGXbTvHsxGYSlm+eOnpk5qenSsvT0T9xhrpt8bRFfPAJtT8vC0taHy6XqUdjKWfpmI8JgJSXd5L5sv2wM2IgautmblwhiUcintmc3su2YzyEV0XOFIQKI3MWHeGDV6sp7fRtvGYoQOCuJfW4p9vCeH0vKorWsmLioIu9ZB0t9ehTa/HluTGYm9BeJQVzoVJpR+TsTPTqRD009+fiFyuYy42BjATF5eHpquXlyk1tjqJHRmV9CVVQUHS0AA1pGeuC1LwMLCktaWejraWxmcIcYiIIDB7+poeSsXVZITzjdGIrGQYbY3Y+1hR+mj+RTem0XbP5uwiLXC3t6ZaasS2HrRfvbeeoSlv85C7W5BfX0tgfc40ZKjZuO1aVy8J5H8ihzKy8tJuC6YjO9qKf+8HfdJlfj6eCMUCnFzdWZgVg2lmxWsvi+Ly770p6GxBc2QFoVchpWlGht3MbFznPjlvSIuujcCpUJGR2fvKdfthEGI0UT8JFe8A6z5+bMiFlw2bHJyPjHyeE+1vxNCoYBxE9w4eqQBvd5AW2cPQT5u537iGGPGIf9t7N1TDcC06d5/+lhms5mt+zNRK+VMij8/F6rzZd0XRfT16Lj67jPvzum0Rr54MovAeHumXnhqT7TUb6sp3NPCJS9E06zpJrukjnh3b3Y9WIzXBFvmPjl8vgVrajn8ejGR1/lQ5NqJrUDOwMt1mPQmFq+bhYWXio3XrEdwoBOXSwKY+sFcOo7Wknrp1xhbB7C7M4HEV5ZRv+ko5bd8irqwFft50YR+egtVkbaI29oI3ptHy/3v0vbFRkSt3ahjgrBdOZfupQm0XToJ+9f+ge+XjzN433Jab5iB9MFL8HrmZtSXz0Ib5oZ+QIPiSAWq1SkMPPsNDT9vpd3dgOmuGIQL/aF1EPMH2dge6CXh1oVM/OFq1O42NLyUjn5TG4l3zWTSR/MwNBroerUDF1tPgp50Qh0qZefNKZRtKccx3JrlXyfRV6an5I1ucnOycB9vyexHQ6nc1Ef9Xg1lZWUIBAJu+iQJk8HMmkfyAVAo5NhYW6Ex9bLirjBS1tYw1Cqhq+tkgLFQK+nrH86vX3BJIPbOCjK39zKkPSnSBALBsdqz04ufjUbzOa31j4s01SiJNF9fazw9Ldl37DczWjS0dODqZPu3W80cY4z/NAwGE1mZzYyf8PfcRatpaKWgrJbkuBCsLM7u5NreMkjKlhoWXx58XgYoe9dU0VY3wCX3j1y7VrS/lezNjSx5MOw0s5DNj+XT16Ll4o/HIRDCut1ZCAVCbHaJ6SzvY8kXCagch9MCh7q1bLp0F0azia6VFkyfGYKrozVt6U3svWoTEmsZ7SsdsA91YFpSOIO1XRxY+TVtG4sZSnRk8g9X4TDOi6zcEirK6wjpFzD0wiaKH/4WTXkzTPQj/IMbsXxuGdXj7bGaFU7iipnUtbeQm5uPjY01SYkJdHd3kZZ2FJPJSGzSBPwmx9DhJaF9oh3i+yfj/cZluF0+GV1jF6VPriHjsjeo+m4vBq0WN3cfIudNYtqaGwm4NZnBI600PnoUO70tvn4hhE8dx/z1l2DlZ0vbmy0Iy0W0tTZSWHqUqJd9kNvJ2LJyL85qd7y8fensa2HCSx4Mtms58EAp7u4eNDTU09/fz0UfxmMyQN77vbS0tALg7OyIUGJm1l1eVBztoOHwcKzq6hruhWZx7Lsx7Wo3+rt1bPmsFLlMekp8hJNNqE0mEwKBgGXXhJB1sInK4uFduXPFyAGNFtVZTGv+nYyf4EZxUTullS2YTGbcnMcyTc6HsVnEfxn79tbg6KQiOOTMPVrOl/zSGuqbO5iRFIVsFOqAjmMymfn2/VyiE53P2hdty6eltNYOcN0zsadsi2v69Hx7fza+8baMX+nOr3tzcLG3ov7DbgxaEyu/TkAkFtJR2summ4/inmBH72zQDxqwWt2HplXDgu+nY+1vydbrf0V/uB27lf5Mfm46VV+lkXnXOrSWYiwfn0TE9GBybvuE5lW70blaEvjutbhdOYn8z9bi8tV2HA8WIjAY6UkMofmSKXi/cy9WyyZS3dOIsqeNkN5ODOs2UPPy61hs2k5AQQlWObk0puyio6ceWXIQQa/dScCnj6C4fBpaKxmDOzIQv7cdu/3VRCyZwrjv7sb14mQ6d+WTfc27dJWUEfT6DBwXBFD5+VHS/rkWxwRnpnyxgKE2DQV3ZRDsE82ML5JQeEjYdcMhSlOKCVjgxqRHwmjepqHu1z6Ki/KZ/UgwHnE25L+joaa4gf7+flwCLZl8oztlOwbI3DbsfujoaE93dzdL7wjGwlbGodXddPf0nnBrUqmUDA1pMRpNSKQiLroxjNoCDRVFnadcU6FwZIMQg/Hc1vr9g8OukKMVhAQCAZOnepGSUntO05LzxWg00tzWPZbqOMYYo0BBfiuDg3rGjf/7rbqbzWa27svEUq0kOS7knOM3f1+KwWBiyZXnNkAxm8389GY+niFWIzo6ms1mfnw8F2sXBbP/cWrftIbcblLeKyf5Zj884205mF1BbVMncbhR8GUNiXcH4z11OO6aTWZ23nSA3pp+ei61IDDelbhQTzpzW9l37WbkDkp6rnJG7CBn/vRYutPrOLhyNQPNvXRd5M2U55ZiYaOmuLSaqm2Z+K0vQrf6MAYBtM/2R/DQHCY8fhkNDFJYVIq7uyvj4qIoyC+gKrsQD6OYAL2Ykh83U7NhD3atg0RYODFY30z6kUN0dXXi6xtAXPwElF529I23xHB7FOIrIpDaW2D+tQLDa0dRVA6htrDEZNbjdHEQoW/MxjCk59BVq6n+NQuDQY/cTsH0bxdjHWRLxTPFuOp9sLd3pnOokYDH7dF269h29T7cXTxxcXGjX93KuPt9KP6lnqGjEsRiCRUVFTgGWDDj/mCa9+nJ2DDcj9bO1gaxWIznVCkuQZZse6UCs8lMd/fwQqZMKkEsFmHvJyE82Yl17xQiFonQ6fSnNK0+vlN2PB4tujwIoVDAhm9KAJCIzyXSdKiVf0+RNm68K2Yz7NlTAYyVA5wvY+mO/0WYzWZSU+qYOMnzT+f66vUGdqbm4OJgQ3Soz7mf8Ds4sLWGuope7ngq4YxjdFoj372US3iyE7EzT11F/fWlQrqbNNy1diKb9uei0xsI7Hbil805LHsjGscACwxaI+tWHkIkE+L+sDtHa6rx3yOkPbeLuV9NxTHOnj13bKMvpRnZCg9mPDGdopd3U/N9FpogSxRXRRAoFJNzw4cYBGY6ZgWQdM0c9HsyaPh5N2qDEUV8KDYLkklvrEXZ3EpYdxs9TzyHuaeX42c8pFSik4gRy6QoVSoMXV3019QiHdRgZzbDgTRaftiAzsUerZcLFlfNwNHGhYF9OXRsTqXinrcQR3tjmBaA5B+R6H8so+7FzYgSXRAv9MHCwo2OH2rYd8WneD4yjri3E8m4/RD7rtrEjO8Xs3TtPH6atZn9N2Yg/N7MxIdDqTvYTsV7bViECLGzb+SyL8bzaux2Cj/U4B1SQ1hYGBc/FceRHxpZfW8W0bM8sbezpaS0Ap1xkIvuCefTRzIILhIxNEuLQiFHqZBhNsPQ0LBRyEU3RvDR8xls/66G+YtGrqc45Xqfh7V+38Bw/v5oBqGJkz355qs8CvJbiYg884LB+dLc1o3BaMTd+c8vkowxxv86GenDrT7ix//9dtJyiqpoauti+ZxEJOfhprdxdQlhcY74hZ57cpp/oIXyrE7u/CBpxBS3wj0tFO9v5aq345ApTy0DWHdXFgprCfOfCaelvZc9R0sIcnai8N4q7EMsmfLkyZ25jDfyqN3RgPkiW5ThFsyfHE5/dQ/7rt2MzFoOt/rQ29/N0qnj6d5VTv7T28BRResCD6YvScLWxpKq/Epq39iAS2UXcjdbVP+cQ46hGycnexISYigtraCkqAxvkxiH7GryP90MLZ24HnM/bjh2Lscr6mrZB4CFWIjcywVjQBtFDjn028uQqlX4+AfjkOSK4GoBLSm51H+6l9Kn1iAMtEG8zA+hrRxkYPWANz0fVFP0+C7q8oqwW+SNlbUDCR9N4+A1Ozl8225mfL8E21AnysX5eN9lS/nzbRx+KoukZ2Pp6+tlaOogbjtt2XlfDvM2hNLYVkd/fz+zHgzh4KoyDr/czKyrdMjkUmxtrenu6eaCJ8J597KDeGdZ0+s13IZGIBCgVMjRDGm54M5QnrpwD6WpvZhthtsbnen74+CiInGWB9vWlDPtfqdzujb2DQzh4fz3NKyKjRs2UUk72kD0RCUWY6Yh58WYSPsvoqqqm8bGPiZO8vjTxzqcXUJP3yDLZieMenHnDx/nY++sZMYy3zOO2fZFGe0Ng9z36aRTXr+jfpBNrxeTdJkXgzZDlGS2MDU8kB0XFuM13pbJtw/bqe9/Kp/m7C6mr4phf101XsUS2rc3MuHRGHwXeJL+/EFaN1VjnGXP/Kdmkf/0Nho2FKAZ74Bxtgf+JR1UrE/D5GVL3WQvErxcaX/iY/QtnQx4OeJ57WIsbdSUffsjflVViLU6tHIZvQ72EBGK76QkagcHaOrowNnBHn8vT6ory2nr6sTKzpHAwGD6a6ppzspEUNeIoqkd6f4MSM2mJzyIoQh/dLckITxcjeFoDRTUYbsoAevXLqfjhwzafslA1gmhDy6gM6SJ8ucOUPP4Uazv9MH9QVdqn6lj3/VbmL56EQu/ncm6hds4dHcu8s9kLPk8gU/itlL+igaVRwUJyUnMfCiUbU8XkLuplsDAQCxtVCTfYs+Op1tJXV1NwiUeCAQCOru6WXJrCD+8kkvW2n76rh1AoZAjlw8LpyGtDpVKgZ2jkqAJKg5sbmSgT4fKYjhF0WxmxO+TVndua/2+gSFkUjGyUTIOAZg0yROAAyl1oyLS6pvbAXB3sfvTxxpjjP91MtKbsLVT4O1tde7B/0J0Oj27Dubi5mRHRJDXOcdXFnVSlN3O/a+en2HIuveKsLCRMvPyke381z2bj7WLgmnX+5/y98LNTZTtbuWCt2OQW0n4Zu1h5DIJ6l0CKho0rEiZiFg2vBjWdLiVtBdykCdb0xor5ooZUQgGjey7djMADo9GkdZQx8Rxweh3V1H0yh6kYQ5UT7UlPjEMT3dHqrekU//2FlR6E+7XTkc6I5iUI1nY2duQlBhLyZ7DdG0/gm9tO4IhHR0iIXoHSywnRqHycaW2twODTEJgWAhCoZCqkmJMfYM4yi2R9WrpLixjaGcaAoMJlUyCZUIEsqk2NOk1dHU2o1doEd0WhiSjE82vpejfysHtpmk4zI4EgQBDbAKFT+2k88daJEYJQ3MGaKEa7yd8KL2nmH3XbWb2uuWERcRTLMyiL3+I3A+LcJ/iQlByKJkZR4l8xJHtK7operMdm+uF1NfXERwcwpyng1l7Qx57Pyhgzl0x2NpYU1JawcRlrrgGW1K0ZpCAGSd7hcrlMoaGtMxY5Imjp4rUHxqIu3m42fZxkXZ8V+23MXLhpYE8dPVO2iqHkM49c4w0GIwMDumwUMrP6zv2r8baWo5/gC1FBR0sXOH57z6d/xjG0h3/izh4YLhpcfLEPyfS+gc0pKQVEuzrhrf7n5+4/pam2j5SttSw/JrQM+blGw0mfng1j+DxDsTOONXyf+2TeZhNZhY8HMyWlHw8XWxp+6GfgXYdF30Uj1AkpP5IO4deLybyah+yJc1YtAroXd2EzwIPYu8Kp/z7QspX5aKNs2D2c7MofWk3DRsKMEx3pz/JgcCDtbStT0M4JZDq6T5EtPXQ9/YPaPV6ambH4Hb9IkSHD9L+xHPYlJSiDA1GcPlFFC2YCxPj8fa2o33LGlQ/f0749u9x+Pw1ep78JzZfvUPgr6tx+uYdOl96gL4NX6PUduI2ezKeLz6J/Par0Uf6oy0uQ/TNBmx2ZuA9O5mg9x/EMiaY/p9T6XzjZ7wuSSboqYsZqumg8v41uER4Me69FZg79Qy814ilnwVO/3CgM6eVg3ftxCnOgckvT6AvS0vaqzkY5APMf38cPSVaalb3UVtTzayHQrDzVZL3Tj8NtY0AJF3qja2fiDWP5YBJgEqlpKenF6WFhIW3BFKbqaM0qw3ghHD6bY599HRrtINGtqwZduoym81nNAjR6vTntA3uHRjC8phT5Gjh4WmFp6flid/On6W+uQMLleKc9SljjDHGucnKbCIm1vlv5wJ3KKuEvgENcybHnNe5bf6hDKFQwNwL/c85trN5kNRfaphzVQBy5en3xLLD7RTubWXBPcFIf2PNbjKa+PXBXOz91STf7M+BzDKa2ntItvUhZ1Ul424NwG388OKRrk/PzpsPIHWW0TxLzKRxAbjYWZL6j+0MNvUT8mIyGY31+Hk5YZ3dQdEre7BM8qR6ph2+wR5EBHlS9tZGGl/+FZOVnLAPrsdiUQwH03KwUCmJlikpvvsNjO+uw6KqFavxYQwuT6Lpmhl4PHUjtivnUGoJJl8XYubPQGcpo6i1FqGbPRHL52MzI46WKFsGVsRi9cI1eD52LeqkCHqO5FH31Gd0PPst0rJOvHzCiIybSvStFxPz+e1YBLpS/9Z2Gt7dhUwkw8LWlvGvr8B9aQRdP9egOCzFxc0PnXQAp3vt0PdrSblxK1KhnODQGNyvs0blJ2P37akINWJcXNwYkHcw4Z4AitfWI6hU0tzcjNFoJOnqIKwCxex7uQr9kBFra0vMZjN9AwMseSiMzkod5ft6TlwfmUyCVqdHJBay8MZgyo5009tkwGQ8WaNtPJbm+Nvas+mLfZDKRdRk9CM/i2N377FME0v16MbI0SQi0oG6ag0eLmOZJufLmEj7L+LQwXpsbOUEBf+5H8DeI/kYjMbzcqv6vfzy5XBD5+XXnDmHP2VdDc1V/Vxyf8QpAbCprJf9X1Yy82Z/DleXYzSZSHD0JfXDSibe6od7tA1GnZFNN6Vh4abAuFhKT/sAqu97ULuqmP5uMh2ZLaQ/noLOV0780xNp/yKT+vX5SOb70haiJGR/FQPZNaivnEiNu5zw1DxMB3MxJYZRNiuaYKkR01vvMXgknU5/f6yffBh9Ygx9eQeJPrge5y3fMrRxDeKWeuSOTgijxtMRFkd7dCLieSsQzVhIX0AoQ5Y2KPR6VLnpaL98j/ZHbkW7dyPSYHfsn3kAu5UXI+wdoPOND2j98gski0NRrkxisLqB4n++QmdXKQ4PTcSo15N/x6dIFBD3znK0zf10vV1F8KIYHK9woHF7DTlvHCL0ygD8V3jT9F0fOb9k4rfAkbBLvKj9VkP5oRrMQiMr3o1noN7EvreHRZWDgy3RVynpqB1k9yflWFqoT5iDXHBHOGKZgM0fDueXSyXDIk1/rE8LgFugAldfFT9/VgiczLMXiU6/7Wi0ehTysxuC9PRpsPoLAlBisgeHDtWfUhvwR6lrah8LQGOMMQpoNHqKCtuJiRnZ2fDfRf+AhtSMIkL9PfB0dTjneLPZzLafyomf7IqDy7kXb7Z+UY7RYGbhjUEjPr7x1SJUNlJm3Hiq4Mv8vpam/B4WPBtBe08/+zPKCPN1peSVGlSO8lPSHA8+nk5/fT/dy1V4+tiTGOVDzstHaD3USNSTyRzurMdCLSekXUDxa3uxneJLRbIVNg7WJEYEUPjAatp+SaMvwoXId25A4mZLSmo6qu4BfHdm0fDiV+g6utHPHU/AJw9TN96XbmdL4hLiMRoN5ORko1ariI2Noa6shJr8PBwUSiICgmhurKG0OBepVEZ45DicPDzpsNLTleSI+e6ZqC+bgkwsR/tNCh3PfUdXZh5tLZV0aOtQ3RaOar4frVuyyLjlPeoKMujqaiDw/ol4LI+k+vM0Bre3ERqZhEOEG063OdBV2E76o/tRKFUEhIbheZclul4d++85goenNwKBAJcLZNj4qyl8vQ3toJ7Ozk7EYhHj7nRioFlP6kcVWFoMu1/39fWTeIkXli5Sitb2YzQOuxlLJWL0+uEeofOuCUAoFlCxV4PpN3Hn+NjfxkilWkrsVGfqsgeQnqVuu6dvEOAviZGjhYePioFeI3LxWKrj+TKW7vhfxOFD9UxIcDunTevZaO/sJbOggvhwf+xsRtdC3GQys/7rYiZMdz9r8+qf3ijAzd+CpMWnbomvezYfsVRI4EW2bM3OZ3ZSKPseKENhJWHeU+EAHHq9mLbCHpI/iuBQYx3eqQJ6modYtmkuZr2R/TdvxWghwumeCJQZbRSvzsByXgAl3hCytxJDay/O9ywgu7KUoJQ8xCIRousWUtHSQPSRQ4i6u+n39aEhOIhxHnZov/8QRVMtcqEISUgkDSobem0cCYmKRNdUSUt5ASprMY42Fgz01dE3OIjIxRrHgEkYLeyob2mAumos2ttRVldi3rIB7cH9mGLiGLp8KmSVYT5SDCUVCKbHo757DoNfHUTzeQriuWEo/hHC4IeF5N/zBW4PzSDyhbnk3LeJ2pfTmfD8LPbXbKb4/VxsIuyZ+moCzUdbKX+5Ddf4Uma/FkPF9kZK3+glZHIDofN88JpiSe6nnXQ/2I+VoxWusVI849RseLGQG38NpnmgFZPJhI2DkpAZKjI2t9HRNIjUYjh4HA8yMJyykbzQmR/frqC8oAN3/+EgJhadGmjMZjODGh3Kc1gHd/UO4Oo4+mlPCYnu/PBdAVVV3fj6/vF8/t6+Qbp7B0iIHnlyNcYYY5w/BfltGI1moqJHN5vjz7LncB4Go5EZSZHnHgyUF3RSXdrNytvPXZtrMpnZ+nkpkZOdcQ88/V7XUtlP+ro6Fj0Qilx98n5pMprY9nQhrpFWRF7gxue/pCKXSfBtsWbL0XIWrRqP3Gp4EawhpZnCL8uQzLUBXxmLpkXQtKeWklU5+K8Mpcx+iMEGHTNsXSh+cgd2id7UT7NHoNUyJTyQ4ru/YKC6jfapPsTfMB+VlYo9Ow9gfSAP66JatBZK2pJDUE6MIiY2krT0DAYGB4iNjmKgpJS2tAw8+vqR9w3Q9MEXyE0mjtvCNAICoRBHa0vkHu60ZxfTYyXF7OqIi7sfjk6eEG+mZ3o07buPMLQpm6bnViOIdkW6KBqplRrrC8KRednQuSqThie2o7w5FJG9HOVFVth3e1P6dgpyezW+C6NQKNQMVWqpXluKwwQX/C4MwXOcJ72Xaan8opaAbT44BjnT2trCjBcj+WnFQdq3imjzbsPBwYHQ2a5kRLSw88VCEq73QSgU0t8/iFgiJPlaN7Y8V0XxoRbCJroiEokwHKvDs3FSEDndgaKDbeh1J2OmwWBEKBCcNoeLne7E4a0NlGZ24jxn5BjY3TfcGNva8u8rgGwdh8Vnc/0QjGxaOsb/Y2wn7b+Ejg4NZaWdTEg43Qnq97AzNRuJWMyUCeGjdGYnyTjQSEN1H0uuOLO7VfHRNoqPtrHs9tBTblQtlf0c/LaGKdf7sr+4FHcnG2xaVRRvb2b2Y6GobGV01wxw4IVC/Be7ki1qxqFRRPf2NmLvDMcp3p7Uu3ai7dFiutqTCKUlxa/vxWaiN2UBIvz3VEBrL96PXUBJWTF+u7KQ21ph9cBK2gpzCUk9gFQkpH3+HNp8XYmpSsPww8fouzvpHj8N1YMvUOfkiHKwlojyzUg+uQPVxjfxKt6BfeEuTKk/o8jdhWP5IeyytmBc8xJ8ej8uO1fhPtSE07g4xDffgWbuXHQKGYK9u7D8eR123m44PfkAisAABNsOozxcRNAz/8AqKQrDlgJsywwEvHARYis5DS/uon2oBO874mg/WE3NRxlMen0+Mk8ZR+/fh65fw6wPJ6FrNZLzcglCtZGZL8bQW2Ag68tyzGYzC18Ix6Axs+nJHEQiERYWFoy7xpquRg1Fm3oxmcwMDQ27LMYvtcZkNLPxo5ITK3/G36RumExmJsx2RiwWsuGbEvT6YyuK/y+tUac3YjCaztr/bEirR6PVY2M5+mmEx+29jx5pOMfIs1PbOJz66ek6tpM2xhh/lrzcYXvzyOi/z05aW0cPWYWVjIsIOO9FzJ2/VCIQwIwl5zbgyj/QQmNFH3OvCRjx8e3vliAUCZjz/xwds9bU0Vrax5zHwziaX0VDazezx4WS+kwhzjE2RK4cfm2j1sjeuw8hdZXTliRmTnIo0gETR+7fi02YPeIV7lTVtTLOwYmaF/ZgFeyI5iJfOnv7mRjsS83D3zFY30nTvCD8L5qMi7M9aRt2Y/ftLqyLalFOi6Nq6QQkSeHExEaSkZmFvraesOo6+p98AdMnX2KXnY+8t58BlYKBsEDki+chXbaAvslxaCbGoZw+GamnO4N1tRh2H0S9bi9Wn29EsHEPTYf2Upq/l6aGIgSRLjg+fRnWixIx5zZjej8VB509Xr6xBF+0iIg3r0OoF6D9oAQbnDCa9CguVaGMsCbv6W10Zdbj6u5P2O1xKMLkZDxxgN7Kbjy9AnBZYYVFoIKUh45ip3bEZDJiGS/EZ4YT9d8N0FI7XHtsaWmJ3+Vy+pq1HP2sCqVSwaBmWCwlXOaBSA7b3xnOTBGJRKcsYiZe4IK230zmtqYTf9PrjUgkotNSaP1irRFJBBzYcua0/K7eAYQCwd96J02kHC6HyM9r+zefyX8OYyLtv4SM9OE6onF/wgWrtrGN4soGkuNCUP0Fxaebvi1FqZYwfcmZDUN+eb8IpYWE2VeeGqQ2vlKIUCRAmmRCqzOwaEokmx/Nx8ZTyaRbh9M+dj+UDYBpiQx9vx7Jj93YBFkRf28kJV/k0pbawOAcW6ZODaHg0a2oAxyoTbLCY0854pZeAh5bQXFuHq57spD5uOJw72W0ff8D7kWFKONjaF88H1lVDmHp2zH391Adnkj7vItwtROg+/Q+fLPW4thSiFaqoskngZ5p18JVz1Ex61ZK5/4T4z8+wnzrO9TPupbGhKXokpYh84vBXFfM0C9vI/r8UVQtRaiXXID17Y8gdXLHsGkdQ2tWYXXhHCxXLGAwO4/GF17G8eIp2C+ZQueWgwxuTiPyzeuRWCgZ+LAAvXsPdos8qfkuk54D9SS8NR2T1kTKP7fgPMGRsOsDaNs0QOGWAqKu9MEh2oKSDzrpau7Gf4IbnrNlpH/eQFfdIGoLNTbBZvwT7DjwSQMmoxnN0HDuu4OXEv8JFmxaVYLJMJyyYTL/VqSZsLGXkzzbk03fl6I51ufs/xuE9A0OH+9sBc+dPcNplrZWoy/SQsMcUKulpB1p/FPHqWlsQyoR4+zw93TXGmOM/yRyc1uwtJT9rUxDdh3MQSIWM3n8+fcN3bOhkqgEZ+ydz33v2vFNOQq1mEnLTzcj0Q4a2PdFJeMu8MDG9eRuidlsZueLRTiHWuIx3WbYzdHbiaFdA/TWDjLjhSgExxY8s94toKeij+75CoKDnAn1c+bog3sxagyEPJ3IoewyvG2s6X/3KGILGTZ3J1BW10yUpytdL29E29VPw4JAnJKCCQ32IffLDahW70AmEuH00FUUBziitLEiPjaSwl83YbV2A97bdqE/mkG/gy3ahXOwfu4x6pfOpmf2ZLxuuIah6CDqHZTIEsfhd8VKtMkRtCYHo79uOY6vPIntTVdj9ndn4Ggmuk9+RP79flwGVPgFJeHsHYbHdcvxfv5GkIiofOQDGtdsQavtRx3iStib14AZGp/bibtFCG4+Edjf6onIXkLmvevRtPTh6uFH0COhIDJz6O4diERiXNw9cb1JxWCLhuL3K1EolLS3tTHjhWj0PSaqvulCq9WiVquxjRDjOs6CXa+UIBPL0GiO1YbZKfCcKiVzfSO9bUMIBIJTUuoDEqyRWwvZ80PNyWus049ojKU3G3ELU7F3Y9UZ0/I7ewaxslCMWE7wd0Cr1dMz2IuTi4K8nNZ/9+n8x/D3vJpj/G7S0xoRCgXExP6xVUez2cyOA9lYqBQkxox+upZeZ2T7zxVMX+yDUjVyWltvp5Z9P1Yzc6UfSouTY3rbhtj/ZRVRy50p62hhYqw/bYcHqE3rZM7jYYhlIuoPt1P4Ux2+V7tRrenCL1fKYJOGqW8mMlDfS85LR9AGKIi6Jpra5/cgEArQXeKPan8pirou/O5ZTFVVJbY70hD7e+B+98U0v/sBVk1NqFcspS/EF/vNX+PYXIUgcQaFcdNxFHXiv/8DTIc3MGjhiHnBbdTNvYMmt0AcnBXYtB3AvONZgrLfJfzoSyi+vRLJmpvxLPgG775clLTRbaeiecoSeudchTBiMrLGSoRrXka7/0v0k2PRzZyCrrWR3rdfYGCgAtPFSRj6+2h87hW0XlrUC2Po2pVG+8+7CH35SgQmAdrPK1HMUaIMsyb/uR2oVSr8/hFET0Y3BZ+lk/RYPHInKbnPVqDX6pjzRiz6TjMHXs5HKBQSe4sjmM3seKFwuP+ZdogF9wbTWTdEwyE92mPmIGKxiJhF1nQ2azi8sf6075PRaEIkErLg0kBaGwZITxkWQfL/13Ovf2B4Z+5s1vonRNpfsJMmEgmJiXUmPe1PirSGVjxc7MeaWI8xxihQkNdGWLjD38Y0pO4PLGI21/dTlN3O1IXn3kXTDRnYv7aGicu8UIwQIw99X8Ngt57Zt566i1a8rZnG3B6m3xfM5gN5CIUCZseFkvpyEd7TnfCZPjwn6G8cJPONPISxKsQRKuZOCqP651Ka9tURce84UmuqkIpFOG6vR9s+QMBTszhSWomLlQWSL1PRdfTRvDAYeaArE+LCKH77/9h77zBJzvJe+66qzjlOT855dnY256S0kpCQECJnkTFO2AdzHD4bH5wAGzAHTBIGgyREkBDKOWzOeSfnPJ1zrqrvj17tstpdrYQS4sx9XVzo6q7uqe16q57398SfId63E6GhgsZ//3OOxcJIksTKSh9T//QVHA8+hqlYhGuvZOztb0F699vxXbmF3rFhtFotS7qXMTM1gn9+hsrqempqGxgeOEI4NEd5ZQPNbStI5qPMmhNkr1mG+e/+COcH340kQ/T7P2Xy77/IxHP3Mdr3BH5lGM2nliJ1egne+STDX/keI6cfJyZOUvf316Lki/T+1R2YBQetKzZT/fkOitk8h//yXtSiQvOq5VR+opzIiRADPzxBeXkNlnY9NW/zcvIHA+gTZqLRCN5uKy1vK2f+/gzzowEMBj0ajcTS2zxEp9LMPZclnyvZM40kUr9dj5xXee5HoxdecAHq1ho4/Ngs8XDpM9lc4aIzaZPpHG1rXMxNJhk8Ebro+glFk6+JE/PVYmouiKKodHZ5OHVqUaS9VBZ3E38gHDk8T1u7G6v1d5shNTg2w9RckG1rl7ykmS8vl71PTpGI5rj+3RdP4wB48o5hCjmZGz5+vkh88jtDFLIyhZ4sbruZTcubefxLp3E3mFnzoXpUVeWpvzmOqUzPZEeKSsVE4N4ZOj7QTPlqL3s+/zSyBmwfbcb09DTxfj+uT68icmgQZ7+fqvduIqbJof31s6jVPpr+4j3MfOUb6GMxTLd9kLwcw/rAT5B0evQf+xxzuQjLT/0c99RRwr52eld/CMe2GykMPkzDnn+mffQXmPofohiaRLb4EFu3EqvbSLByDfn6DWiruimmowgDT+E+eS/1+75L2eQzSJVuUjd/jGT3WpT5cQz33445OY/hY59G09qBfu9hHFMLuD/3MSSbFfWuZ1ArFDTb6gk/vo/os3tp++K7yc/GUX/jx/ExH6JB5PhfP0jPbesw95jp/dpR8rEs6760jMx4gYPfOkr9xgoqrjJz+oezJOczVLS6qL3ewL4fjiFHRVQVOq/xUNZkZvCB7NniZ1EUaVhlwltj5rEfl4Z6CpQ2VMViKa1Do9Gw9cZ6DEYNz/xmHACD/vy0xnjyTCTNfOmNTzCaRBDAZX9t8u1Xrqrg1Ek/uVzx8gdfhHQmhz8Uo66q7FU+s0UW+X8PVVXpPR2gc8nlG3O8HqiqyhO7j2MxGVi3rPXyHzjDjkfGAdh2Q/1ljz342AypWJ4r33PxtvtP3z5MVYeNtk3n/ybPfn0QW4UB/SqJkakAV63tYPDOGdKBHFv/4Vzhz4F/PopcUIheZeD6zV2IKZlj/7IXz8pyAl06gpEEy8IawnsnaPuLrRwMzaERBGqeGSYzGSR+y1JyPitb1vUw8fW7KDx9mOyyZtr/+bMc7Osnn8mwdGGe8L99DSEYQnjLdqQ/+wwjXhe+ujp8vjJOnzqOJZehOR0jcOd3MDz0S+p3PInuf75N5Mt/g+M3v6LmwEF0zz3O1H0/IjZ0AoezipaOTbirGlG6q5Bv24py/XLkSAz5vx9Bt2MEr7uVypa1NPz1x3C+bQPyoVnknw+QTyWJa2exf6aNfDhB39/ciahItG7dSvknm0mcDtD3rWfQaLS0v3cl5pUmTn79ILmFLC5XGZ536dGaNIx9Zw5VVYjFYlzxxR6UHBz6v8MIgoDBYMCzSoOvw8bA3VFy+ZITU5QkbDUS9avtPPPDEVRVgd9yOBQLMnXrDBQLCrt+XYqmZXMFjPoL0/7jyQxLN5eu+3MPj1/wvqqqhGJJPA7LZdfZG8XEjB9RFFixooqR4QiZTOGNPqU3BYsi7Q8AVVU5emTu7LDAl4uiKDy15wRuh5XlXZdORXwlPHbPCFaHnvVXXXw8gKqqPPrjIVpXeWjqOTfss1hQePJ7w1Svs5K15rlx61LGdoaYOBDmqi+0I2lFRp+YZ2pXAMvb7ag6sD+eRWPSsO7vVzB8dy/RYwFy17lZXelj4s7D+N7WxUBwhor9kzjWNGPc0EDq+/chO6y0//UHmf7K1xFTKYQPvhdp4iSaZx4kVdmA/WN/TPqJ22kY24FU3crw+g+RdjlZNn8vuqf/DUN0lGLTNsJrP8OpZX9CYu2HMSy/gpCQQdHncdd40Ze7CFlMBFs2kn7bl9G88z8pLruFfCqEtO9/cDzzdWwWEePH/gn9upvQDB5Fc/9/4bjmOqw3vYfi6eMUf/NLqj73WXSVlQi/3o97dTuaNdWEfr2D9MwI9Z/ZTvLgBPohGedtFSSGgoz8YD89/7AWVVE58P89Q/vbW7GvMHL6WyNkIzmW/2Utcl5l95d7MZvNNL5DjyqrHPvRAgCFQo5rPttCeFBm7FAEAFEQQIDrPtzCsafnSQbls1Gk/JkujzqtBpNZy+br69j72AyKomIynu9IiCdLOfx2y6VFWiCcwGE1vSYOBIDlKyooFBR6Twd/p89PzJQ8g/XViyJtkUVeKTPTCeLxHF1dvx8ibWh8lsnZAFvXLkH3MuY07nxkgqp6K40dl0+BfvYXY9g9+gvGzgDM9MUY3hdi20ebzossLvTH6X98nnWfauSJg31UlTlY1lTN/m/0U3+lj5r1pfrYcF+U/rtHyK030rG2mrZ6H8e/vI9CskDt53o43jdOp9VB4CdHKdvWzFyTnnA4ztLROMlj44jvWMmCTcP61UsIf+/XZPaeJLamje6/vo0TvQOkJqdZsncfuaeeJVZfi/JHH0e/eT2DI8OUlZXhExUCd/+QhsfuofyBO8nfdyeGoV7Miopi0JMxm1G95Rg85RSjPAtmOgABAABJREFUIfJHD2LatQvHfQ8g/eA7BO/6NlN77iUSHEVvduC7/ibqvvLP2LZfRWHfCeJf+zGacA6T1UPNbbdS+am3kzsxifLLISqqV2Jpr8L24UZSg7MMf+U+RFFD1we2Y93qYfKnxwgdnsTtqaD60zUgqBz5P7txe3wIFoWOTzcy+4yfdF+eWCxKWacT7zYjg3f5yUTyGA0G8oU8W/+shVBfltDJUlRMPHOd1ryngvmhBFNHEki/VWefKxTwNuuparby7C/GgJKzz/iC2mxVVYkmM1RW2+lc4WXnoxO8kHgyQ74g43H+/oq08Rk/lWUuli4tR1FUBgcuHhFc5HwWRdofALMzCQL+NMt+x1bFJwcm8IdiXLl+6WuSqlUoyDz74BjbbqhHq7t4C9nRExFGT0S49sPntxU+dN800bkMLC/S01ZNQ7WXp7/aj9VnYM2HG1BVlR1fOoWxQk+gPccy0cPcs/Os/ItuRAmOfnkf+To9az+6kuGvPIOpxsFku46Kp4bQOc3U/sm1TH3lJ6iSSMP//iBz3/wOajxB8uYbsY8cQjm8C39zD77rriV/5z9gTPlRt3+c2co2GkfuomnmEXKCjqG6t5G5/ovkrVqM079i+fRXqTr1fzAc/jcq5h/CF3wS/dDP0Pf/hPKpX1E7ejvO5z5FYe/fkssNk1p5I8UbvoimaQPagafhnr9AtRZRb/0UilZD+o5/JJ8eRPvOWykuzBD54X9Q9skPoiv3kf6f+6m9ZTuatjKCP34MqUbEtaWTyC+OYym3Yr3Cw9hPDmGVzHjf6WHh2Vnmd0yz9K+aKSZlDn3tBJVLyvBdo+fI7SOocRFThUTXLT6O/HSGQkolny+w9cONaAxw4M65867R9g83o6owujtzNh8+ly95yZ5vEnLNLU3EQjn8o1mML+jiGElksJhKaSOXIhBJ4HVaX97Cexn0LC91kDt2dP53+vzY1AJajUSVz3X5gxdZZJEXpbe31Figo/ONb8KjqipP7TmBy25hxctwYhbyMgeenWHj9trLpmzms0X2PTTFxrfVIWkutME7/mcMURLY9IH6817f9Z1hJJ1IridPOpvjrdt6OPWzSZLzWTZ+ofPscfv/9SgYRLjOzjUbOggd9zP2qwGaP9zF3pkJbCYj+nuG0Fp0uD65kt7+CTozkHziJJbrljLoEGlvqUO4bweJPScIrGxhyWffw/TULLFDR2nfsQM1Fmdq83qEm2/AXVVJb28v5bkk5U/fh/y9r+AY6UVXVUNk9SYWbnwX5v/vP4jf8i7mN25C964P4froHxPeuoHIjdei+cu/xfnX/4zwlhsouKyox49huvcRHI/uxRUXMVm8FIUM+resxPKpmylmksz8n39l/rFfEQ8PYdnWStVn30nyyACB/3qYiuoVVF+3BcuNtYSeOc3MPbvRag0s+d/XInm0HP/7h1ByMtXdLbje7mD2qQkyJ9OIokj5zVZM5UaCd6dIxOMAtH20DDmtcPh7Q+j0OvL5PKs+UI/OKjH9UA5FOVeb3X1DGQaLhtP3hxHFczYuny9g0OvYcmsDx56dIxrIkM7kLnBiZnIFCgUZu9XIxu21nDywQDyaO++YQKQ0NPu1tJGvhHy+wMxCiPrqsrP3dF/f7+YQ/X+NRZH2B8CJ46VoR0/Py29VLMsyz+w7SYXXSWfLKxuCfSmO7p4jHslx1Ys0DHnyjmE0WpFt7zo/d/+p7w9h8Eo4e/RsX9/FfF+cvkfn2fzZZrQGifFn/czsD6FcpaWi3E7szjnMlSa6P9nBoa/sRU4WcN3WivjkBJnpGNr3daB5th9dPEPL39zK0Dd/hiaexvmZW0nd+2uUBT/z27ZSu9BP8eRhJttWUbukHvner5LTmZFv/SvyEzto6P8JOr2B2e7bmKhcS5O+F9eez+Ka/CVGSSZTfQ0TFe9kqvML5N7yC8ZX/Cv9nX9HaMt3ka//MdElnyFSsQ1Fa8EeOIj35Dcx9H6LfLmL6JYPk3OWIx76JZoDPya/aTPF5k7EwztQ+5+leONG5GSU8A/+DfuH3opktxH6zo9o+Mx7EJ1m/N/6DWUfWIbWbSX1035sN3vQOvWc/uenaPpAO9oKLUe/tJuqZVW4rjBy6gcDiEmJmveZUIoKp24vdTlc+fEK8kmZmcdzFAoFzA49tVt0nHokTCqaR1FVRFGgosFK+1o3o7uz50TamSYhz6c2br6+DkkjMHMqd4EjIBJP43yRtsGyrBCKpihzvXYGqKHBgd2uP3svvVzGZ/zUVnqRpEsLzUUWWeSlMXBmA9f+Cmd+vhqcGpxgIRjlivXdL+v+Pr5/gXSywIaray977JEn58gki2y+pf6C9xRFZfdd4yy9tgK771znvnymyMH/Gaf1hjJOzs2wtrsRn8vG/m8MUL7cSf22UlQ/eCrM2INTZDcY2H71Eox6LUf/eQ96t5HoWjOJVIaeoEii30/LX25jz+lBPKqIeN9RzJ3V9DVacDltVPdPEn3qIIGl9TR+6EYK+TxzDz9Gw959aDweRq/Zirarg/r6Wgb37qTp4FN4n7iHwvwM0eUbMPyvLzG5agOZ9i4a1m5idnqQZCJCTX0HBoOeiZFDCIJAffMajCYTs7FhEtUOdO9+P+4vfgPLLe9HTkSI/uBr+L/6eQLHHiEa7KVQJqL/9HbEShfpu54g/MCDBGb2kW2K4XzvOuL7TjJ3+2+wOapp+sTN6LqdTH73SRID0zjKK6j5425ysykGv7sLl7sc5w1ODJUGTvzbfswmG6l8ghV/voTEyQwLe0vrsqzbjnOlnkPfGUJSJYqFInqzhva3uQnsLRL3n5t/pjdrWP32GoafjiGq52xfqf5Mx+a316HIKjvvG6coK1heUO8YiZXmnzltJjZur0WWVQ48c34NuD9cEo+vpY18JUzMBFAUlYZqH03NTjQakYG+xUjaS2FRpP0BcPJkKdWqq/vlp4YcOT1KNJ7iqg09r1mB9rMPjaPTS6y/+uLjARRF5dlfjrH62irs7nMPKP9YktNPLWBeI3H1hg7MJj07vzWERi+y8dOlvP29/96HxqWhuErDSrz4DwdZ/fmlpGbjTP1ygOIqG+tWNzJ+x2Hc17YwMTmJq99PxTvWE+gbQBqYRL5mDZbpYQr9g0wtX0GHGqRw6jBjzStoqDQgPHcnIWcD6pXvwbTz37H4j5Nsvwn/0ndhDz1Id/DHSPFhZh1b8a/+D+IdHyBOEp/uBDXx76M/eAuNk39Kp/+v8fR9BOHIxzFGfo3ZpcW45jby279DovUdFIsZjKd/gmv4TnRLtyJu/wIaWcG2927sS9ej334b2qkJ7CNDGN/7XtRMluRd30f/zg0ohSKhH/6E+s9/CDVVYO72X1P/F9eTm4nA3gjO91WSGPCT2xPF+wE3ibEYgUfmqHivFVVR6fvuKMYKifob3Jz6n0mKCQVXu46GTW6mHsxTLBQRBIHG7XqKWYU9P5tAURREofQIWf+2SmKzMvPDpdTF5zs5Pj+g2mLTUd9tZfx46oLrH4mlcb5IrVkwkkRWFHzuV3du328jCAJLust+J5GWTGXwh2I01Px+zXNaZJE3K4ODYdweI27PGzvzSZZlnt13Cp/HwZLWCzsuvhj7n55CFAVWb6u67LG7H5jEZNOy7IoLs2EGdwcIT6fZ+L76814/fs80mViBzNI8ZqOeK9a0MfrkPKGBOGv/tO2sPd/31eOoeoHKd9fS0VTO7NMTBA/NU31bB71Tc3RXlLNwx1G8mxoZtOTIZfLU7h5HkET8VzejCLBC1BD4xZNEmyqw3rQFX5mbkbt+QfWRY+g72xjZuhHJ6aKzrYWZX/4PjU/fhzEaJNizjpmb3o/v5nczMj2OKEk0tXQxOXIS1T9Bo5xFPfgg6Sd/invkNJWBGZIHfkPoxBNoRC01TRtxlzWTzs8TqxHIv+dq1Ks2IMTTaH/xBLbeOJV1V1LZdT11f/8PmNeuRnm6H/2hOHqjG1YaMWyrI/TIHkIP78Zs9dD8V29DtGoZ+NLPkXMFGq5ZjXmTk4k7jpCZiOH0lOF5n4fYYITMvjTpdIK29zei92iZvTuELMvodDp8N+tIzmWZeypB8Uxr/c53l6EW4fCdkyhnXhNFkY3vqyefUggcO1fznM3mMBn0tKxw460xs/v+UhrjC2uzI/EzIs1uYulaH0azhn0vEGkLoThWs+GCKNzvC2PTC0iiSG2lF61WorHJyUD/YiTtpbAo0v4AOHXCT0Oj42U3DSkUiuw4cJq6Ki9Nda/dLJqdD0+welsVJsvF52D17vUTmE5fEEV79scjIEDz9U5WdtaRSxY4+NNxlr+7FovXgP9klNEn5pE3ali3soHh7w1jrTHT9t4mdv3jc6iSwIrPr2P823uQDBomOgxU7p1AX+HEcWU7qV89RabWR9OKOhJPPMNCQyOt5XqKR/YyVd9NtUdAd+xR5rydiJ3Lce39GkW5iH/NnyBpwtT0/wtWJUS4/n30ln8Ih0+Ld+qv8Y7/LZWZR9DLAZK4iFs3U6z7GMmyW4laNpM3d2LQ69H7H0I49ufoj3wYXfEk8sqPwdavIpm86I5+C2nmPrQ3fxGhuofiM99Eyk5gePvnUGaG0Rx+CudH/wwhkUZ+5gl0t6wkPz1DeudOyj54LXJ/gMTYSXw3rCT5xAiaMhX7ynImf3QEa5cZa7eNvm8fw1pppuJ6J/13DiMkJZo/5CafLBJ4LEehUGTjZ5rIzCuMPhtBVVUcjRJlbUZ2/M8oxaJ8NjWn5xovgggHHyylC6bPtCE2Gc8ZnPqlJkKzOSaHo2dfy+YKpDK5F+1KtRAqeQlfS5EGsKS7jN7TJY/fy2F0qiTsGhdF2iKLvCoMDoRobXW/0afB8b5xQtEEV67vftlOzAPPzdCx3IvN8eJ2WVFU9j80xartVRctB9j78wl0RomVN50v9g78eBxLtZ6oN821G7rQ67Qc+s4Q5jI9He8oZcXExuJMPjhFYYOJ66/rBhVOfu0g5jobfe4UDpsZ23MzqLKC+X1LGJ+cpzuUJzs4h+6dq5nPZVhZUUbwB/eR9TlJb1/Nsp5Oen/yM3xHj6NbtpSpDWvJAz1NdUS/8294Th9C6uxh8rp3kWjvobWji9Gh02jkLI2pWTJ3/CNVD3yTqh13w6O3oz/4KLaBQxhOPEfxmbvRP/drnE/9GtvP/pPsT/6B4MPfIDl7CoPJS1ndJsrf+hnK/u7rGNduIfP0I4S+8X8oBv0IWi1ln/4o1q2bSD66A2n/HOW1W7G9fTnaDjezP/wNqb4xHNX1lH96HfmZOOO3P4rBaKXqtk4EvUjfvz+NzeHBuFKHo8vF9E/GUQsqeSVLy0fqSZ3IM3NwDq1Wi225FmezhZGfB1AUBVVV8bQasTaLHPrJBMUzM0M1GomuK33o7SJTOzNnr186Xao/EwSBdTfUcOJZP3JBxfKCOWehaGn+mctmQquVWLm5kgPPnD/TcyEUx+d6be3jK2F0ap6aCs/ZmvK2NjeDg+E3+KzeHCyKtD8ATp8OsGTJy29YcOjkMIlUhivWvXwD9FKZGo0xPhRl87WXTvnYee8EWp3IuhvPpVuqqsrTPxrC2CJx69uXI4oiR+6eJJcosvFTpSja/m8NgE7Afp2dpryVhYMBlv1JF7On5onvnEd/dTm+okhg9xia6xrQnphEG83Q8Oc3MPrNn5Xq0D56A6Ef3UnS6cTW3Yi45wkClU1YPTpsA88x71uCVFlGRe9PiRvKWVj6Psrnf4Jt7lHi3m0Euv8XavYoPZmvYgndT0KoJFz1ZwS7/ptx+9vJ+VZjqqknKY+Ql+bR+zzomjYRr7yB2frPE675DHLZdozpYUx9fwtT3yLXcR2Z9ltQAydRnvo0mSoLuZaVyCcfQB6+D91Nn0CeGaJ44B7s7/sk4lwQYXwYzdYukrv2Yi6zoG+vInHvITxv7URjM5L79QTu99VQSObJPR7B8x432WCG5DNJyt9lRSmohB5KYaoXqdtWxsKDWQq5AktvqUZrFzj1cz+KoiAIAj03exk5ECI8nkGrKT10dRaB8k4dBx+aRVVV0pkckiSebSesKAplLSWRvuvxybPXORQtRdZerCvVXDCKRhJf86LoJd1lpFIFxsejL+tzo5PzGA26xfloiyzyKjE8HKal9Y2t75RlmecOnKLK56a14fLRsN8mmyly8sACq7defm7pyLEQ4fkM6264sNxAUVQO/nqanusrMVjO1fJGp9MMPb2AsALqKz0saakiPp1m+JE5ej7SiEZfEnvPffUIqggrP7sEu8XIzJPjRPtC6G6oJJbOss5bzvwj/VS9ZxmHpiYo1+goPnICy5pmevUFass9qD97AlmSmNm6lPXrVzD0wMM49+5H7GwndtVWwvEE3WUOMt/9N3TBBYS3vpepFZvIa7S0trYxfWI3Zccfpf7JHyA8cxeaTAKx5wriG97KwlXvQfnkV1E++1UC7/gk0Xd9Fu3H/hXprZ8g39GNnI5hOLIP66/vxrjzKYTQAtnkOMlUL8WtDYg3baTonyb41f9NYN9PiQcPYL51I+aNa4jc9yCZPUfx1W7E88mrEB06xr/yY4rJNDVXb8G4sZyFew+TGp7D01CP7aYygnsnyJ9OIAgCdR9rIjuXJrkrTjaTov0DjYhGgZPf7Uej0SCIAj0frSN0LEVmXEZVVRRVpfxKHbMnYsydjAKlDseSRqRqnYGp/SnyWRlFUUhnc2edmOveUk0+IxMazGO3vlCkJXHYzs0/W7W5irGBCMGFUoStWJTxhxKUe34/RVoqnWU+EKWx9lwgoLnFxdhohGJReZFPLgKLIu1NTzZbZGQ4QkfXy8vdz+cL7DrUS2ONj/rq1y4CsPfJKQA2XHNxkaaqKrt/M8GKqysx285F2o4+M018Ok/XW8uoLi8Z633/PYavw0b9ejfZaJ6Td03AKi3XX7eEU9/tx+DW0/beJvZ+eRfoBLb+9RYGv7ULbZmZSWeBspNzuDZ3sDA4hHYmiO7mLeQffhhZlomuXo5736OknWVkK8qoGHmOsK8D2WmhZvIhwvY2wvXraJr6FmomzET9HyGVOSmf/AJu+ThJ5/X0Ov4KufZKjOJz2AO30aB+GXfm22gC38aafxK7shND/A7EmS9hDX+J8tQXcWieRfTVkFzy9yQrbkZNT2Mc+Be0hdNk1/0ZqrUG68CD6B0G8suuRZw6SbH/l6hbr0YeO4k6eRDTNTch9o4gOhWkOh+hO+6m6iM3gqIyf+eD1H3iGoqjMTLjM1Td2En08WlEZ5Gy9ZUE7pkDS4HGt9bifzBKNp5l9R+1kgsozDwbRaMTqbxSx/jTMWLzJaPQc5MXQYCRp1NotaWNQyabo3aVnpnhBJN9MZKpDGaT4az4jyczWL0afDVm9jw+dfY6ByIJADzOS0fS5gIxfG7baz5/7GxB8+nAS/6MqqqMTi3QUO1bnI+2yCKvArFYloA/TXPzGyvSjpweJZZI/05RtJMHFijkFVZtvry4O/hYKSqyevuFx44cCBGdy7D6lvNLBY7cPYmqgrgCrt+8BEEQOP6TMVRFZflHS07MRDjD1H1TSKssbNzWUhpr8F9HMFZbGHKl6W6vJXLXcbQOI7MdJopFmdojswiSyNRKH3qDjoa+SXJTC0xvaKd7/TISA0PoH3wUpaoCzXtuZXx6hhY9iHd+B1mWKb7v0wR81aRSSVpqqsg88G1qnv0x1oVhknVLmL3ig2g/8WUWWpaSLK+nculV5JQUIf8wFkcllc0bSEtJIjYFZe1VmD/9H5j/+FtIq64gP3yYzO1/Q+beb5IPT6DRWDAu34j5Ux9HMJmRf/kk+b5ekpHjCNd40HU2EPzJz8j0DuBpWI3r45uRoymmvn03kqSl5uPbEMwahr/2GyxWD7arveh8Rsa+dwBJ0mBcqsfZ7SX2YJRMKo3ZbcZxlYnJh+fIh0uNsdrfVYWoFQg9WWrkIcsyZZu0iJLAyXtKDbaejx55V0oUMyqnnpwnncmhKioWc0mQ9WyrQNIJhPoKF4yoCUSS5zkoV20pCf+ju0vf7w8nUFSVCu/vz9D332Z0qpRd03SeSHNSKChMTsbeqNN607C4q3iTMzQYQlFUOjpeXj3agRNDpDI5rljXffmDXwF7n5yiotZCfavjou+PnYowP55kw03ni7h7v30CQYL3//lKAPxDCcb3hlh7WwOCIHDgR0MoOYXGd1fikQ2MPzpN10da6T0yhnwoguet9cijYWKn50ms81LR60dQVdzvWE3m/h3kq7xUlZvIDw4z1dVF2/RxFEFksr6NlolnybjriDqcNC48RdTVRcxTS8vCT0hJbsZqP0q1cj+2hZ+SMq0g2PQVEmKWVv3XcCa+ipjrJ2/YRsbz10xr/5o523codu4i5rudWcuXibj/HaXum+D9CHI+gjD/DYyzf4pWP4O8/MvQ9Gl08VOYR/8T7eqPIzTfjHb0MSyaFNK2P0K7MIkUPE1x2XIKJ55F59Cga+lEs+sYwuZa1GKR5KOPY7lhObnjU+jdGgwNHjIPjVP+7jZQIfWon4aPtlKI5Ik/F6Prky3IKYWFxyK03liJzi0y9qvS2qq6RodSVDl8VykC5qo00b6ljMkdGfRnDEomk6V5fcmQ7HlgkkQyfV7aRjReipit2lrBoZ0zFAqlfP1AOIlWI+F4gffweVRVZS4Yo7Ls4uvn1aS94+V3nQqEYsST6fMM0CKLLPK7MzoSBaCx6Y2LTBeLMjsP9lJb6T0vAvBSObqntIFetv7ynz385CxNy1w4fRc+Aw/fP40oCSx7y/kC7uBd40i1Imu2NVDusaOqKifuGKNuaxnOxtJz+PGvH0TIqmz8XCkTJXBgjvCJAJn1NkxmA+2CmdD+CRxv62AyEGKp1kzy0AjiNZ2ElSKrHA6ij+4l0lGDY2Un5WYjqf/+CYrJiOePPsnpgUEqCylsD99NTm8g9fbbKDg9hEIBWsQU2rv+AcvkSdSeK5jd/jFC3duoXLqZheleFLlITcNSouFhkrE53GWt2J1VBKZ3k037sXs68FavRynEiGZPk+6qRn7vBxHWXIk0NY323nsxzqSwOLuxNm3E+5f/gqaiFvk3z2GOeNCby9G+rQnRa8X/7e9TDEUoX3sVpmubSew5TXTvcZw1TVhvriXVN0f4mT7MDheuW6uI9/tRTufIZlN0fno5xYUCC8/MIEkaXNeZUYsqE78qCWuDS0flFQ4iO/IoRZVisYjJraP1ah8DDwRRVRW9Tke+UMDRLqIzSxz+zTSJM2NnnreRBpOGik4Twb7zZ4cVizKRWPq8ro2dy70YjBqOnFljs4EoAJVex2XX2hvByEQp06Si7Nz9/Py9PToSeaNO603Dokh7kzPQX+qQ097x0vP3c7kCew7301xXQU3lazeHRlFUDu6YYc226kt6Ivc9VCqA/e1Uj5FJP5M74tSss+OrKoXwD981gSDAyveVxNz+7w0i1Ejc+MFlnP7vAQRRoOl9DZz47hEEAdZ/bgPDt+9D9BhJuAUsffP4blrN8D1PIOUL1N32FsK/+DUxj4dGrw51dpLR5mV0B/ahGixMeJtpDzxF2tVGyFZGa/TXJEzNzJRdSVvm2wjpCaadn0KpWoUj9nnKpYcoatuYFD5L1PtVZGcz+eJjuO0/xaP/Cwiswyx/CI/xb7Fov04h9yOSygwJ+y1kK7+F4Hkf2uxhNBMfRzGEUdZ8F1XvgqN/Ch4HwtJPoo49ihQ/jGbjx9HODKIzyMh1deSeugPLlVchaHVoD51Gs62L9LGTOJoqEdwm5n78ALWfuBo1nCN2qI+KG9rJ7A6jq5SwdTiIPxrFscSCtd2E/4EogiRQfr2Zhb1JYlNJLHUSZV1mjt5dioBptRpW3FxJYkYhPlUqhE6ns5RVW2he7mL/wyUjZLWcK/qPnElr3HhNHalEgdOHS9EqfziBx2m5ZBQqGEmSyxepeh1Ems2mp6rKevaeeimMTJa8hM31v9uMwkUWWeR8nt+4vZEi7cjpEeLJNNvWLvmdSgGO7ZunqcOJ3XXp2Y8A2XSR3r1+Vlx58bTIow/N0r7Zi8V5LroSGk8yezSGaZWWK9e0AzBzIERkOMnSD9YDpejL7K+n0dYbWXJN6bWB/z6BZNMSaJLYsraTyR8fROcy0e8t4nHakB45gdZnZ9Cnpbm2kuzPn6BoMxFb28GKZZ1M/t/vIuVyuD/zCU6NjWNKRKjY9TA5o5nANbfiqK1lenKUlpnDmJ76b/IGC/l3/m/mWlaTl7TUNXSwMNuHkI1RkwtSePzL2J79NlW7bsdw9x/Df38Qx2PfxrP/N+j23kly9zdITu1AkgzYy9bjqr8B21v+FMsffROpvJ7Mb/4v6Xu+ipyNIZgtuD7712ir6kjc8d8Y43bs1Rswvnc5SjGP/7++j4BIxXtuRKo0M/O9eyCn4L56CZpaCxO3P4lBa0W70oip1kH0vkmymTRV2+vR+nTM3ztdSt+v1OBZ52T8nhnUM7XLtW91UoyrjD0xT6FQRKvRsOydNSSmc2TGS/YyncoiagRat7g49sgs8UTJHtp+y0Z62rWEJ3NEFs7VrQWjSRRVpcx1LpKm1Ul0rSrj+N6SSJtZiGIy6HC8SIfkNwpVVRmZnKexpvw8G9/YWLq3x0ajb9CZvXlYFGlvcgYGQggCNL2M1JCDJ4dIZ3NsW7vkNTwzGDoVIhbOsXrLpVM+Dj02TfNyF+6K0gNGURTuvfs4xZDK1R9sAc4M6757kqYtXhxVJg49MUZuNEfLu6sw67T0/2yEhutrODYyhuZwjPJr68nPRYmdnCPc46BxPIqo1ZDv9GI8MYxmTReFwwdR8nnyK5diOLKTcGUTlcVpNOkYQzWr6Qo+gWytZNpWR1viQZLWLubtHbTnbieHhRHXn+C17MYa+xpFTTUR93/gF3vweHbg4BPoi9/GoB1H0tWSkdeSlm8A06cQDO+iIPtQi7MYxMcwC19Ho/47ss1FofarFC3rUQM/RZn8LOmq1RQcSxCG/4tifg9y562oE08hFEaQum9EO7AXTVszqsVM9tHvY735PQjzAQRtEk2Vj8R9j2G4rpXCbBghEUPb7CB83wkaPrgKZJX5e3qpe38rxfkCCzunqb6ljOxkgfn9AXzbjaDAqZ+VOk51vM3LzJEYmXkFnU5H5/aSU2D42VK6QjKdwWw2sua6anr3+YmHs9is51IYI7EkJoOOjVeXOqQd2jGDqqoshBL43JduGzzjL23Yqspenw1ba7v7ZQ3ZHJ6Yw+uyYbdeOl1zkUUWeelMnKkJrW9wvCF///koWl2V93fq2KqqKif2z7N07eWjaKf3+CnkFZZfcaGTJzyTZupklJ7rzxdwz/xoAIAtH2o5283v9M8nkfQi7W+rQVVVHrnrCNJskRWf6EAQBFIzCWaemiDVY6a+wYcnBaH9E6hbqsipMj2ylvSYn/CaaowWE/XTAfIzAWZXt7Jy7TJm738Yw9Q00vXXMC9AJrBAy5FnKGo0TG28jvquJYz2naSt91HMQ3sJ1S6jcMv/IiqK5LIpamtbSRy7D+/hn1K961tIu3+AbmEIrcVLsbKdTH0PhdZNSC1bUHQ6lMkj6I48hvWJn2LaeS/SxAkK6REykb2ki4eQt3fDqm6Kp/aQ/O+/IDF+N9nsMawf+RCSy0vkh19Hk5JwdlyD4aZuciPjRB54BJO9Cvt7VyJHUyzc/TgWRzmWm2vI+2NkdkwiiFDz/qVkx+JkToRRUfDc4CPVmyDWV7JFtbeUk57NkjmVRxAEPGtNaKwCp34+Sb5QQKfX0n1zFYIIscOlOu5UuiS8uq8rJzKbYfRIEEEUzqY7ZnN5bI2lOsJjz56bQ7oQKpUDlL2gadbSNT76jgXJZYvM+CNUlTles74CrwR/KEYilaG57vz17Su3YDBoGBtdjKRdjkWR9iZneChMXZ0dg0Hzko7P589F0aorXtsZNEfO5Eyv3HxxL2E6UeD0Xj+rrjkn4o71TzG5MwYCrL65FF2b742z0J9g+btrkWWF575zGkS4/k+XMf7oNNlQDt9N5YzdN4SYV1ny8eWM3XEI1aRBaLEiHp/CdV0PCw/tRBAEat+ylszeAwSammlY6EPWaomXuXH7+5ivX0tDfB+SKDDiXkFH8n7ythbmTI20Fe4mrW1g0nozTbpvI2WP49d8mJznQ2iVr1FuvR2JBWLZt5CS/i+y5XYi+WUUzXUYKpvJaxMk1RQFwzo0vu+jq9iNYP4LFFlESXwTNfVXyLYqipVfRBCNGCI/Qaheg1x9M9rgfigco1C/DkYeQHRbESqXoDv2OMra1SiJMCycQtfZg3TgNLorOpFDYQz5AmKtA//Pn8B2YztyJEu6dxLjSifBR8co31yBaJeY+MUwvqtdiEaBvjuG0JeLuHpM9P2iFD3rvLm0WQnsKc120TsFHE0S/U+FUVWVZCqDxWxi9fYqFFlloTeP/bc8e8FwApfTistrpLHdyeFds8SSWbK5wosWPE8vRDDotK9505DnaW52MTJc6mR5OfL5AuPT/gsM0CKLLPK7Mz4exe0xYrlEN+DXmiOnR0ikMmxb+7s11JoejRML5+hec3mBd3LnPKIo0LXxwsZfJx4v2c+ea889XxRF4fA9E2grJa66sQMAVVHpv3eK5msr0Nu0DIwtEHx0AUEj0PWekqNz5O4+UFWyK61sWdfJ+B2HEE1aJqpElrTVEb3nAEKlA3+FmdWtDQTveZpEjQfv+qWYclnUx58iV1ONcctGJsbG6Ozfh5rNMLrqSpqWrWRi4BRNx36NITzBbNdVFDfeSlHJkYxHqNPm0d7/BbwnfoUhnyLZvAn/ho8ifPB2EuveQbR9HZqNH8Ow9Y9IdnSTXHM1yrv+Ce0HfoC07gOoKT/Fx7+KfPcXkEf2oNG4MdiXYbrqY+hu+TiEY6gPPEkxMkE2fxjDuzcCELn9a2gEC86t16LpriD6m4coTM/i7FmObnU5wQd3IsVB12bH1FVO4N6jqAUF+5ZytG4j6ScCFAt5PNt9CDqB0bv7ACi/woPGqiG+I4MoisgouDcZGXpwhkw8i16nx+LR41qiJ3SwlL6YSJXquVfeUKot7H82iM1iOtsMJBRJYq/VYLBoOLHz3BiYuUAMnVaD6wUjapau8VEsKJw8tEAgkqDa9/vZtGpofBaA5hd0DxdFgbp6OxPjizVpl2NRpL3JGR2J0NTyMqJoJ4ZflygalApby6rMVNVfPFJyYsc8clFl5dUlEZcvFHn6QD+FQWha7T47uPPEvaWUyO63VXHg5DiZvWkqNrmxlpsY+PkIJp+Rfk0Q87EU9nYXpjID/udGSC5x0BbIIQgC8z4djtFZbFevIfDAQ8haLeU9jSjjw0zWdtHqP0TBUYlKDGtmjqnaq2lJPoBqcDNuWkKr/AuyhnZmjGtp1v0XRUViQvorLJ4FTMrfoJHyZKXPMZf6IzQeFxrn15FNN2Mu/yY6+w8p8B+ohp+gddyDZP8mWeEGEoXryUq7KBrfgWD7OqK+G7HwcwR+idDyLQT7FYj+/0J0mFCbPoM2cgLJVKBY1op68nY0y68FSYdp4iRyZweFo09hXrsWQVFRhk5hXNZNcecxtJurKQSjaNNZpBoLs7/Yg/XaSpRUkdBzE1i32PDvmkVOFXBuMjPymwkK6Tz1N7gJ9SXJTMqUNdkoW2ImuL+IXq8nnc5QvlLL5JEYC5Mx5KKM1WKiY10ZepPEQm8ep7103RVFIRxN4jmTV798YwXH984zuxAFeFGRNjkXptrnfN28hM0tLuLxHAF/+rLHjk0vICsKLfWX7+C2yCKLvDQmJmLU1TnekL9dLMrsOtRHbaWX+uqX3zEZ4PThM3NLV17+8yd3LdC0zHVe06znOfXUPHafgZpux9nX9h8aI91foPOGirMb/JkDIRKzGdrfXkOxKPPUnn4Mp/LUba/G4NSjyArDv+gj12Rg5dY29FmF+ScGyS51YfFYaYjJZKaCzC8po76+CvG5oyj5ArH1XSztbmPmhz9BEATKP/FhTp3upWH8NJqFGSaXbqCsaykR/zSV+3+OIRlidvmNFFvXYDEbiS2M0zT9NKZnvw5ygcLmT7Ow+RMkmjbg6biKePg0+VwUd/lKtFot0YWdpTEvvs2Y7C0UNCEytSby192CesX7EXR2NLsfRdr1CDrBh9ZYj7HnRswf/EdIphAe3o1e2w4WBf3NK5D9c8R/+WMMlnrMt2xCMGoI/OinGEw+TNc3IUgigbufQqM1Yr+pmWIkRf6AH1nNU35zO/m+JPHRIFqbDtsGB5MPjqDmFDQGiYqrPSQPZFFzKoV8Ht8VVvLJIv59CfRnZoO6VmmJjxSITqdJJFJoNBIVDQ6qOu1M7Itjt53LvghFEoiSQMdaDyd3zZ99fT5YyjR5of1bsqq0tvY8N4GqQk35G9tk51IMjc9S7nWcV/rwPLV19sXGIS+BRZH2JkZVVUaGI2fzey9HoVBkz5E+mmrLX/MoGsCJA/MsW1d+yQ32sWfm0OolOtefeeAcGyHmz5IYztNz3Tnv4cn7Z6hf50bjENl13wCEFFZ9qIlsJMfkEzM4r3QT6Q8hzuZoencHY788igqYN9eQ2zOIcW0TxcO9CKKAfXk9DI8QX9qN6egO0lYnXmMSMZNg3NtKXfQQycq1ONP70ZFjzHkVrcVfUDQ0MKXvoUn/I3JCFZPibVR6/gdN8TGSxbeSNfwLWe0e3A1fRGP+MXIxh5p9BzrlPykE/4H8wpfRF5/ALDyBlP4bSL0VlCowHEKx/gsF012I7j9D4/o6qjxNIfgBFN9bELwfQPX/CFXvR639ABr/DoTqdhSLG/XIf6DddBsEx9E6jKhWG/ndv0S/YTPiwDjGNW2o2RxSOIy+sYLMUyfRbS0nOx1CKxfQ11mYv78Py1YrKBB6ch73VTYKqSKJQ1nq3+IBAaJ78uh0Omq2WYkPyOQiMslUmvKVelQVDj9UirbZrGY0WpG6Hiv+/jzWM0XRsXiaQlHG4yqJtGXry0nE8hw7NIskipS5Li7iM9k8/nCCmvLXz0vY1PzSC5qHxufQaTXUvoZ1nYss8v8a01NxamvfmHbix3pHiSfTbF3T9Ts7hnqPBNDqRFq6XnzjLBcVBg4GWXKRKJqqqvQ+46fzCt/Z88gXijx5Rx/IsOm9zWePHbx/BlEj0PKWSvafHCd5Kg4xmZa31wMwt3OafCCDuM7N8q4Gpn99ElVWCHdYWL+qg7lf7kFxmci3eFlWU0H4sb1EmyrouWItk0/twDQ1jfaaKxgJhjDMT+EcOk6ksQO1rRuzQYf1uTswJQMEVt9M2teEr7yS6NA+mk/9FN30EcJ1Gync/K+EbV4URcZX1U0seJpiMYO7YhVydpbk3E706HB61oISIxV8hHx6FJ2pCUvZWzEu/Qj69/8AzeZPo0weIXfXp5CnjwGgqevC/L6/Q4ksUPjNzzA5tqBprEK7sZ3swV3kjh/EWtWD7ppWciNjpPcfweirxLitgdiuY4jhImKDHktHNflnZynkM1Tc1A6SwMy9pwCwX+GimCyQPZpCFEV817hRcyqzz/nJ5fP41trQ27SE9qQxGgzIioKlu5SN0ffoHPFEGpvVjCAIdG4rI9ibw2Y+J9ICoThGvY6lmyuYOB0lGc0hywoLwTiVZRd2bfRVW3B6DJw4NI8gQJXP8ZLX5+tFJptjai5IS93FnZi1tYsi7aWwKNLexITDWeLxHA2Njpd0/OFTI6QyOba+DlG04EKamfEES18k5ePErgU61njQGzUk01n2HBvGFbOiqrB0e0mkxeczTB2K0HVjJTsPD5M/nEOQBFpuqGL0wUmUospCdQ7PiIygEal9SyNT950k12ChXdKiZPLMVOhxjc3h2LqS+Ucep6jT0dBajhoO4q9rxTNzjFB5F/Wpw6hGOyGNiCs/wkLFTdQU7gWthTH9Bhr1PyUvNTItvIVa97dR5RiBzOfRuCuQbJ/CYNsPhWtJzvwtpL+OUfOnJBdUBLUSh+9aREQyoWOoWRdG3R9jM/0aq3Yfev4URekjLb+LDD9E1b0bBDdy5C8p6KLgehsE70S1a6BsG9qpX6B0XAPFLMw9iti0Ce3AHuSl7SiBKQw+J6peR/7oHowrliIcGcVyVRdyIIbGoKB1mcntnMR2VSWpoRBCvohzmYfIM37sS80Yywwk9mSxV1nwLLcQ219ArzdQtrbkIex7dJ5kKk3VEgsWl45TT5c8f3Z7KSXR16kjPicTC5baEvvPDKP2nsmrX7qmlPpwbN88ZW4rGs2FA1wBpuZLwy7rKl+/obYNZxweo2MvLtJUVWVwbJam2vJLnv8iiyzy8lBVlempONU1r79Ik2WZXYf7qC53/04dHZ+n/0SQ5k7XRQdT/zajJyNk00U61l4o0uaHE0TnMnRuPffe3mMjJI5n0ZokGjeec7IOPTxL7WYvRZ3KnmOjlE2KSAaJ+u2l1LrjPz2GohfY8KFVSKLI5H0nyNWZqV5aizOWJzUwS6izjBXLOwje9yyqqqLbvhaLUY/8yOPIDjvi+rUEZmZo7D9I0eZkrn0VDQ315J6+A1t4guTqtxKyV1BT20j8xKPUn7oLEZhZ9l406z5AKrVAMZ+hrHIJibn96Gd24Rt/DM3DH8b02J/gOvBfWHb+H/jV9QgPfgL9sfswh1LoNdUIgoScG6aY2oXSAFx/LUgKhV9/gdyRf6WQ3IlY5cH09s8hT/WTe/RODM4taDe2IVZ6iP3yR0hFPYbVHUg1bsK/ug+taEW7qQzRqCf35ADFYpaKd65DCWZJHZ1G5zKhX24n8PgwSr6IucuKsdxEZl8CSZKwdpuQbCJjD06Sy+UwWQzUXeUlcbiA0WAgncpgqBYwl2kZeGKBWDyJzVayj7WrbSh5SJ+bREMgFMPrttG51ouqQv+BIAuhOLKiUHmR1vqCINC+zMtYb5QKjwO9TnvBMW80IxPzKIpKa8PFRVp1jY1IOEsqlX+dz+zNxaJIexMzPhYFoOElFFgXizK7D/dRX1X2unj+Tx8qpXwsWX1xkZZJFhg+GqJ7c8kY7jg0RLGooJ/XY7RqaFpT2pgPPFHKzy7faOdY3zSGIajd5MXk1jP64CTacj15n4L2ZJKKLTVMHRpFjeXwbG8l8dRphConUiCIWJRR2ysxTEyirlpJftcTxO1eGqQgqiCRthiwZOaZ9q6hIf0cWVcPmsIxDGqUKcvN1OvuRNFUMq1eRa37doqKlbnUn2CveRzB8F/I+S6E9A9JzG3HaFqJ0eQkHjyIpLPh8G2gmO4nGzuAqHVh9l6L1tSEkh+lGN+BkHChS/4xmsK1KJqTFGy/QHB+BkG3ATX/IAV9CMWyEha+i1qzAYxV6GcfoNC8CeYPIzW0IYhadOFxqKqnsO9+hBWdKENDWNcsQ8gVIRVGcttQD07h3t5NoTeAsdOGoJXI7w9T+ZY6clMZlPkiNddWkD6WRZQlfFusZMZk0nM5dNUyBo9E36NzJBIpHA4rnVf4GN0TRauVMBr0qKqK9cw0hVO7S9fOH4yhkURcZwZW17c6MFu1jJyKvGjXxonZMJIovi6dHZ+nttaGIJy7ty7FQjBKPJl+2UNuF1lkkUsTDmfJZIpUVb/+Iu3kwATReIotryCKBjB4Mkjr0stnqgwcLHW4bV9zoT0e2FV6r21zSaSl0jl2HxtGHBNp3lqG5owAjE2lCPTGaL6ukh2HhpALMsLxDDVXVKC1aEnE0sT2zKFd6aKxqZzwkSlycwmy3S7Wrepg5t59KFoJw4Zm6twO4s8cJtFcydJNKxm8534MiQT2W2+mf3CI+tkhxHiEia41NLW3Ez74BN7JIxQ6NzFtr6Giso5M3xNU9f0K1V7B5LL3YKhbSTEfI5eJUWaxIuz7RzwHv4x97GGIDlGwV1Nsfwes+CPyHdeRb9oE5SuQclk49j3kX7+N4lO3UZz5DWrRj6DxoqnYiubWvwFfA+rOp5H7nqEQfxxqc+i23Erh2NMopw5icCxHd10XajpF8sFfYrDWoLu6CTkSpbC/H9GkxXH1CjKHxpCDCRwbWhAdehJPjSIAxo0uiok8yUN+JI1ExbW15E6nUVMqBbmAfa2ZicdnyKZyGAwGKrc4KEZVsuMyiWQKQRBo3OZh8Bk/yUQaxxknprOjJKiCp7MAFIoyoUiSMo+NtjNrYeBQkBl/KcpUdYl6s5YlLoJTmd/berTB8VlMBj1V5Rd3slZVlzJoZmcSr+dpvelYFGlvYp7vglVX77jsscf7xkikMmxe3fnantQZeo8GEAToWHZxY9V/IIAiq3StLyMSS3G4d4LlHbWM7o3QtrkMSVNamv2Pz2Px6unPzCPFITOapfn6SvKJAtPPzZFvE2kRneT8aWpuaGTgl4dRDBJd6xpIj8wTaLBRPunH2FFPYP8+FEnC1+xDSETJNLVhmDzOTFkHDYkjZByN2Iq9iKLIrLaSMuU4Yefb8Ej3IUoaJpQbqHb9GFn1MJ96H57G21HFY6RDH0Gr/DvxYBSTpRKDyU4ifBSd3oPNs4psdA+FzBh6Sxcm11aQoxRi91NM7gEENOb16J0fwGz+Dmbtr0DQk9X8fwiedyKZ3g7FnSiOahR9Per0P6G2fxryIXSaBLK9AvX0j9CsuAXt/Bhqcy1qKobWLIJeR7H/MNR4ye85iuWKHhiLYO2pBBWKJ+dxrKsifzhK5VW1IEByfwzflR7UPIQPxHCsKUXPhh+dJZXKUL3eyuBTCyTiSaxWM53bfCTmC2gypjNdrLKYK0CjE+ndUxLqC8Eo3t8aRi2KAk1LXIQmslS/SJrG+GyQKp/j7DDQ1wO9XkNFhZXJiRdPwxgYnUEQBFoWW+8vssirxuxMKepeVXXpjq+vBYqisOtQH+VexyuqMQ3504QWMrR2Xz76P3A4hNWlp6LhwqZIQ3uCmJ06KttLYnXnkSFyoSKZqQIt286JutEnS1kMzrU2jg9M02Xykp7LUH9dqenW7jsOIeRUlr53KYIgMPyroyhakZablmJUBcI7ekm0elizvoexXzyBUJQpu+UKFmbnsRw5BpUVTJmNSMkozsFjRGuaMbR0UoyHKDv+EIqnmrHqHqw2B1r/KcpO/gLFVc/Ukrejd1ah10lkotNUhfZh3PG/0IX6UBpvJLn2c0RWfRJx4xcRu24l5TIg16xCt+pv0Gz6Z9SrPk9xy/tRm1YghOfQ7PkVUl8/Gl0PGlMPGvtK9G//T8TaFbB3N8KCBiU/g7jMjFTfSebhHyBlTWgqq9GuaSez71nEUB6p3oW+vYHUk3tQCzLWqztBFCjunUIVZEybasmd9pPzx9C1W9B5TCR3zyFJEp4rK0GG8O4Fcrks7o0O8okC2f48RpMR15pS3dXC3gTxeBKA9qvKSQVyZGcUHGdqtHNCBpNPZOpIaa0Hw3EUVcXncWCx66hutTF4OMj0fASbxYDNcvExDu4aA0oRdLk3psHOi6EoCkPjs7Q2VF5yvM7z9/jMokh7URZF2puYqcnSTV5zmfz95w1Qle+VpXG8HPqPBahrcWC6RIeuvgOlgcHta708e2gAQYAV9XXM9sdpP+M9VFWVoWf8VK5zMDwVoD5RCvs3bS9n+rk5lLyCtNSIa0pB1IqkaySE02HsG2qJ7R5AFQVEtw4xHCfTVo19fBzd8h4SO58gbXZQq4kgS1r0VglNPsGspQZvrp8F1xbqlEfJG1vJM4VJnGVOeC8VjrtBsDKXvhVv4+2oaoL4/P/CarqNWKAXg8mLyeImGT6OzuDF6uoiG3kWpRjH6NyEztxCMbmbQuIpADTWrWjtNyIZWhDE0u+kEXuwaO9DErrJyH+G6liDaLwaNXc/qvcKVFGHGvhP1IYPI/p3INe2Qz6BIEVQjXY0M8eQGpYi9R5G6Wwke/wgYncNajSBwWcCUSB7egSpyUl2/zSOLTWoiSL52QT6dhOJfRGsS4yIRoH55wII3iKGcg1Dj85SLBZp3OImFcyTnJCx26y0bSqJ8NRo6boGQzEkrUDDUge9+wPIskIgFMf3gkGbvgYT0dk8FRdJ5QDI5grMBqI0VL32tZMvpKbWdvbeuhQDozNU+VxnWygvssgir5y5udLmtqLi9enm+jz9I9MEI3E2r3plUbSR3lKKdnPn5Rs5DB8N0bLcfdG/N7w/SPNaN6IoEEukOXhqnOpM6TubfisFcvzpBSzlBo7H59BqNJTNlxxadVdXEY4mmX96EsEo0XxNM8VcgdCOUYrtDnqWtzLx4EEoKrivWYpJryP17GHytWVUL29n+sln0KdS6K7cyvxCgJbZIRQEAp0rqaqqRNrxMyS5wMLyt4CkxatXsB/4IYrFy/zSdyDozNidXjLT+6kZ+m+0k0+Q9q0gv/07pBo2ktPpsXlWIahxMtH9SFovZs/VCGqaQux+5GwfomsFmjVfRrrlAYSuD8LYYygPfRDVfxwAQaNHe+M/IvjaUJ65CynXDGTQXrUcBIHsg99Fa2xCs64WwWgi8+hDCKKE4eplKIkkyrFJsEqYV7dSPDyHnM5g3FANKkSeLtWwe69oJHMijJAHQ5MJ0akhsGOWbDZL2XoXolYgeyKP2WSkaCygr5GY2RkiFk9gNBhov6ok+BP9Mi5HaZ8WCMUpW2Ji5EAIVVWZ90cBKDtjC1uWuxk6GmJqPvKi9dhaZ6nmLRO8fCfi15vJ2QCZbP6SqY4AFZVnImmziyLtxVgUaW9ipqZi2Gx67PYXH5h5emiSSDzJ5tWdr1uXvIGTIdpeJOVj8FCAqmYrOfKcGJxmTXcD8ydKBrp1Q+lzwZEksZkMmaoCFpMecUjGUmHA22Wn74FRVL3AypvbCOyYxrO6nNNPnkDMK7TcvAz/kydI19ipT+UQDDpCoTkkWcbQUoM24kdZ0oMwfJB5TxtVsaNEbU3UKMcp6j0gLKBR08zqluPT7iCuuwGz+Wk0Upr51Dvx1P4EVJno9J/jdFxPLHgarc6MxV5FInwcnd6DxdFGOrIDVZUxua9AkrQUYg+i5MeRjD1o7W9F0pVmhqlKBLUwgJo7iJrbh1CYxMS/IglryMhfAMdbEbRtKPl7kD03QG4C1ZgEUy26yCHkik4Yug9hyTY0oTk0rW0ImRSivXStNZk4WIzkj5+GZjeJXSfQLPcizyfQuiXQCgSeGUHfYyI7kSI+FcXcY2D66blSF8f1diZ3BlBllbarz9QKnpZx2K1YazVoTBAeKA219gejCKJA59oyRo6FmV+IUpQVKl4w58zsk5ALKpG53EXXx8RsCFXlDRJpdqamLi3S4ok0s/4w7U3Vr+NZLbLIHz7zZ0RaeeXrJ9JUVWXnwV7cDisdza/snh7tPzOIu+PFRVqxoDB+KkJTz4XHZVNFpnvjNK0uReOeOzQIgDWoR2uQqF7uOHveEzv8eNY4GJ4MsH5ZA/O7FnB1OjBXmNh1oA/dcIaKLTVIOokTDxxFyMg03NiNJInMPHKEgstEz3Vr6H3gWTSpLBU3beXUqX5c/YOIZR4GRPCoBTSDpwjWt1PT2U3g0NM4A0Pkeq4iio6qikr0z30DRInYuo+SVVTKyhvIDj1ExdCPEZQ8oY73w6rPUZCjFHJhrO6VIAfIJU6iNdZhdG5AzpwsOTAFLVrbdWgtGxAkM2h1CN03IVz9BRBVlCc+izL0I1QlgaA1oHvrP4LBhvzYt5E0S8GUQb9tO8XR4zAyjWDQYdiylvzAKYT5NFKtFX1zI8qBceRCDvvVKyBbJL7vNJLbgK7VTfTZAVRVpezqZiiqZI+HyefzGJaZ8e+dI5vMYnFZcCyzkzmVx2QykUgkca0wMr03SDgUw2G34m40Y3BJZEZUTCYDsqwQCseoW+YgOp8lPJNh3h/FZjFiMZX2cU09LvyTKSLBF09lTGsyIMD0yO+fyOkfmUEjSS86nuZ5R8zCXOr1Oq03JYsi7U3MzHTibF7vpVBVld2H+/A4bbQ1vj71M+lknpmxOC1LLp3yMXgkROtKD88c6Eerkdi0vJmhfUEkjUDjqpLhGt1ViralfXk2r2xickeAuq2lGrepZ2aR2g20OD3ER6Ko7WbE3jCiUYvOAnIkhdJZDqfHyDVW4p6ZRqrwETl1CFmjxWOWQVWx+ByI+SRRWznm3DQz5mVUKPuIWrZQpnsUWaogIQiY9UOEs+/CVnk/gpQiMv0Z7M7NJKNDIIjY3S0kw0fR6OyYnW1kortAEDG5rwA5VMqZR0Brvx6NqQcoouaPQ+ZXkL4HcjuhcAKK/ZA/hJB7FlN+OyKNZJTPI7r+ApBB6ke29EDgp6hN70XMzqM6jYCKpARR9EaYPQyeSnQTw+g6liINDKLpaabQO4jQ7qEYTiDYBRAEUkfG0XXaCewcRbe0FBUK7Z3DudpKai5DfrpA7RYP+ViR7IRCTYcXc4WWRL+C1WomEo3jaNIwd7L0oA0Eo3hcNtpXe8mmixw/UJqTUv5bdWWqqiKbS6Ju6NTFB0ePTAXQaqQ3JN++utrK7EzikrPS+kdLIyHaGxdF2iKLvJrMz5dEms/3+om00cl55gIRNq7suGRq1ktlbCCCyaLFV/Xiw+1nhuIU8spFRdrEsQiqotKwykU4luJY/xSruuqYOxKnZpXzbD1aZDRJci5LzFdyYq5oqWF+v5+abZVMz4WYPjyLmJCpvqqefL7AxCO9qFqRzpuWMXpsCM1UBPuWdrLZHOldx1FNBjRLGgif6sMUiZDt6SaXz1M3O4QqSRRXbqCYy+LtewrF6mHC3YTLXYb28B3o0wGy6z9GNJ/H460jP/IgZaN3o1qr8Hd+CG31ZpCj5DMLWJw9CEqQQvQQhnQI/cJe1OOfhf5voJk/jTalIhQLqLIfNfsMpO6E7KMI5gWELTeCuwx1//dR+76Emn0SDDp0b/k71IQfZc8DiFofQpsJsbyB3NM/QxTMSMtrES02lL0nkYtp7NuvhEiKfP8ohrZqBLeR+HPHURQZ89oa8rNR1Pk09iWVCDYN6UMBstkslhV25HSR/FAGk8mEtcdEYbKIklCJxxP41joopGUCx2M4HDYEQcDapiU9oiIIAuFoAllWaDvT0Xr0UIhZf4SK37JzjUtLayI5U6C28uJiP5cvsBCJ4fQZGB/8/RoIraoq/aPTNNb60L1IQxOzWYfFomNhIfk6nt2bj0WR9iZmdjZxNmR8KUYm5pkPRNm0quN1i6KN9JUeGs2XaEEcD+fwT6YoazbROzrHuqWNmIx6Rg+Fqel2oDOWUjbG9gQRzQLeNgvVop3UQpa6LV5O7hlDCRZpurqa4N7SwM9pawrzVAbv+npGHzuCKgq0dFajpDKEnXos4RBKWyuWmRHoXIZ8eicRZx3uyDHixkqqxWHyWjcW7RSqoCUhaTAIC8xxFV7rY+TUtQi2YbSGceJzH8ZgWI2cCyEXMzi9XaQixxElAzbXErLRPSBImJxbUfPDFFN7EbXlaO03IEhO1PwJSP8c8gdBMIJ+I5jeCebbEMwfAfOHwHA1guDAlL8OQdWR5Z+QHJ9HLRxHtdWiigbU1OMojh604UMotRsRJ5+mUNcK0ycR2rqRohF0LQ0I6QxarxkUBS05BJ0WcSyAod1H5sgUphUe8v4UkqJgqrYQOxymbH1JYGd78zReWUpZKAyDXq/D0aklOaQgiiLBUBRni5bZvgSZZJ5AKEaZx0HzstLnT++fx241nfUSAvhDCQwuAUE4lx70QkanA9RVuN+QzokVlVbyeZlQMHPR9/tHpvE4bXhcb0yb8EUW+UPFv5DC4dBjMLx+dai7DvVhNRtZ2l7/ir9rYjhGXbP9srZ27HTJRtZ3OS78jmNn3lvu4rlDA0iSyIalTUwfjVC75pxNnd5bcmJGPXk2Lm8ifDyMnFOo3FjGnkMDWKdLjrCKzTWc6B1FMxzDsaoaQSsy9MB+AJpvXsexg8cxTwdxbFnOyb5BfNPToNMxbrNQ77Kjnj5CuK6VysYW0kefwpgKE27fhKQzYs/OYp3cS675CvySGZPZiRQ6inv4Zyj2JgIt70Rrr0en15JNTmK2t6EJP4N0/O+w9H4T7dB3Yex/EMKnEGNTiNNPwMm/h+eug33vh7nHQGoEw3Vg/iCi61MIV98FFStRj+1CndoFmfsQfOVo1n4AZeAZhPkCkEN3xfWosQD0jaOSwLT1WpTRCeSFBcwrl4PFQH5/L6CiWV5BpncCOZTAvKYGBJBPBVFR0HbZSB7zk0kkcSz3IGgECr0lkaZrL63TieemyWZz1J0Zp5AeLOJ02MgXCujqFFLTBdKRPP5A6dp2b6pCEGDggJ90JndepknDktJ/F4PgcVxc7I/PhFBUlbpmOxNDv19t7OcDEaLx1EtyYnrLTMzPL0bSXoxFkfYmZn4uSeVl0kJ2H+7DZjHR3Vb3Op0VjD2f8tF+8SjI6InSxjymS2LQaVnf04SqqowfCdOw4pwRGti5gKZOYuvqVmb3lyIuVevcHLq3H4BlN7eysHcG0aVDQIZoDseaGhKHR1FqXWgn5lC0ElapZKyC6TCSIqMtc6LJpzA2tSIlF0i4GzCmRpg3d+GRjxLQraNc/ywZaSlm82EQtIQLLZidO8nGrkMtrMVoMJJN+7G72sgmBlBVBat7GdnYPgCMzi2ouV7kzCkkfQsa65WgJiDzG8gfANEHxrchGG9E0HYgiHYEoXQ7CoIOQVMPxpsQtasxFt+CwhgFQz+ifh1q8Wlk+xpI7kWo3oZYTKHa9KAUkfR5VFFCkiOoGg3EplENeoT5GQSvC2lsHlN3I8KAH8vKOuTZOJamUi68PJDAu76SXG8KZ4MDfZmObH+eilYPujKJ3FCpvtFQr5INykRn0gRDUWp67CiyysldMxSLMj6vi5o2O1qdyPjpCNUV54v1sZkQGp1IRZ31bHrQbxONpwlGkzTXvjHzx55Pw5ibuzCNJJ3JMT7jp2Mx1XGRRV51goE0Hu+LR6FeTWYXQoxNL7BuWdur4hCaHI5S2+y47HETvVEEAWraLqzJnTgeweLSoZplTgxOs3pJPcnxHMWcQs3Kc8/SmQMhBIOAo9XMsvZq5vaVGjVlKwUWgjFcQbA1OVCsEn27+tHEC1Rf2Ub/4ASaQT/aSicxHaSPDiDKCtnWKpKRKPapadINdWjMZlzj/aCCYdM1zEyPUz55CNlVScBeRUV5JfqDP6FocBBu2IggCDi0MrbT30cx+Qi3vQtBb8ViryQd7cckqhhO/x3a/m8gFjOojR+jsOTjFFZ9Hrb8BuGKZ2Dr92H5B6BhC8gSDDwMh78BiSCCoAdA1BgQt/47uDpQDz+HGg9D5jHElbcguOsp7robFA1ipQGpoRv54F6UQgbDuo2g0aAcGQBJQtNTT7F/kmI8jrS0VKtfODGF3mVD1+xB7YuQz2XRdtqQUwUSfQHMbivmdjuFwZJIk8sLiDqByZ0zAFS0ejBV6MgOy7hcDsLhGKaG0rqaPhphzh/GbDbgLrNS3mJl+FBJaFf/1jBqd6URjUFAiEuXFPvPZ5q0dnqYHPn9Emn9I9MIgvCSMrd8PgvBwKJIezEWRdqbFEVR8ftTlJdfWqSdM0CtSNLrF5EYH4yi0YhUN1480jDRGwUgJMRY19OI0aAjNJUmGc5Tv7wk7LKpAuHBFPZ2Ix1N5czsD6G3a/FLCdJ9STRWDe4OJwv7ZsjXaKnNlhpvLEhpdKE05Zs7ie4/RbLCRXksglzmxRKeAbuT9MRJCloThuw0BclAmSWFLOixmJOARNEEGpIE1TYs+j4i2e3YK+5HKdaQCFyP01NLIjqM0VKJUgxTLMSxepZTSB5DVXIYnZsg14ucG0QyLkEyrS2lMWbuBzULhmsQjNciSC9ebyUIIug2ohE3opPXUFDuQHDcCmoWVZ8ArRc19QSyuRYptBMq16MP9KJWL0EcP0ChuhZ54CDFhmoYGUFsr0OcDqLvrEZIZLHUlaJdUjCDtsqCOpzCsdyNmlUQFmTMXUbyw0UURcXYIpLoyxGLJzE2lAzH2P4AkWicljNtg3v3ljqNlftcaLQiFc1WIpN5qsrPF2njMyHcDjON7c6LpmoMT5U2G821F84Pej14XqRdzMM3MDqDoqivuHZlkUUWuZBAII3HY3rd/t6eI/3odVpWdTdf/uDLIMsKcxNJai5h936b6cEYvnoLeuOFEcPp0zFquh3sPDKERpLYsKyJmWNRAKqXn3N8ju5ZQK0W2bK6BUkSWTgYwNlq58joOC6bmWxfFO+aSo6eHEYzVnI4WVdUcvr4AMb5BO6N7Rw/2Y9rNoLksjGUTVKTTkMuR6DCR0tjPcUje0hX1KL1eJDGT6BPR5iv6cHpLkPtfwxDOkBu2a2k81k8nmp0R7+GgEqi+2MUEHC420hFTmBKnMbU90+QnSPf+CGETT+n6K0EcwVax1sQJAtkH4HiMbCvhJavwOaHYdm/QzEF+z+COvrDsynogsaAuPXLoDGhHtyBWowjyCfQbPtjSCzAwARqcQHDlndBOgmDYwhGCU13F/RPoeTSiEtrQVHJHjmJ6DGhr/Wh9M2j0ejQdHlRZpIk5wJo2iwgQK43jMlkwtBhQZ7MkYokkVFwLLHhPxxCEATsNhuWNj35UQWT0YA/GMHcUNpmTx+JML8QpqKsZA+rlziY709gMupx2M85JoKRFEafhoxfvujaUVWVockFGqo81DY7SERzxMLZyy/Q14ne4SnqKr2YTS/eKwHA4zESvETGyiIlFkXam5RQMI0sq5T5Lu113H24ZIBWLnnlBujlMDEcpbLeilZ7cWE40RdFZxaxenWs7W4AYOpkFICapQ4Adj8yAgqsuKYWQRCYPRSmfIWTQydG0M4oVKwuIzWVIB/KotYbMM/n0Zdb8feNAeBo9KDGUohNFaiTU4ScDhyRefJ1LdjCY9C8HN3sURKeTgzB/QRMXbgKBwlqeijT7SNBF07HIWTVi2xOImnCxObehcPdTDI6gkZrwmi0kkvPYLK3o+TGkQtRDPb1UBhFzg0hGbuRDD1Q2A25PSBVgentCJqXHtUUBAH069HLWxBwkxN+iGC+BeRjKI6tkDqC7GlHzAURypsQCykErxchl0JwmiGbQnDooVAAs4igqqiUHoqyPwRWHcWBIJoWK/JoEm1T6cGa7U8iNQgUQzIzfXMYmiQyCwVmBhYw14sIAgzunkdVoXmpD5Ndy8SxMHa7GZOx5PF01epJzslUVZyrTSwWZabmIzRUeahvcTA5Erug9mtoYgGH1YTb8fp2eHse75l7yn+RXPm+kSkcNvNZQ7vIIou8eoRCGTye16djaiSW5PTQFKu6m9HrX/kwYP9MimJRoarhJYi0oTjVLRdG0VRVZaYvhqfJxInBaVZ11WExGZg9GUNrkPC2lJ6JckEm0pfA2Gygq7kCVVXxHwmhbzURjibpdvgoJAuYlzgZGJ7CE1UxlFsZiQWRJiMIskq22kYylsA4E0RurqQoy5QFAhQNBrTNjYjjQ2iyaQzrtjI1OUHFQi9Fk4NURQsWkw7byFMUXQ0s6N1YbWVIQ7/AkJomv+Q20qqM3dVCJtGP2f8E5plfIFsbyC75AtrGj1NMPguAxrYdQVBKGSZyAPRbEQxXIYgmBEFEKN8Om+6F8u0w+J9w+kuoqgKAYPIgbvwHiE+jDoxBoR+xqhWxfi3qqX0o2RhibRNieS2cGkSRc2hXLINCkdzxQ+AxIZY5yR3tBUHAvLIVJqOIeRWaS2UkscPjaG0GTM1ulOEkZrMF6jWgwPTeSQB8q7wkBlJYDGa0Wg1SjUp+QSEXK7DgD+OpsWMrNzB+OEg2m6fCV7KH1Z024jN5Kj3O8yJmo9NBTGUSkamLC69QNEkknqalrozq+tJam5n4/WgeEgjFCITjdLbUvKTj3R4ToVD6NT6rNzeLIu1NSiBQWtjeS6SGRGJJeodfPQP0cpgajVPTePHW6gAjJ0PoPCLrlpaiaABTp0oh+5olDhRFYf/jJbG1+uo65LyM/1QMTZ1EMpJBnsnjW+FhfGfpmMZtjcRPzqHUWjDMxZEsBuYGhgGoqy8DVUWwaBBkmWgxjaQUKeglRLWIudyLqBYwlLkRlSxFmwdJjRGXmtFLY4SzG7G6nyGXXINGWAFKGrmYw+ZqJBXrQ2cqRyPJFLPT6G09CISRs31IhnYkwxLIPQmFAdAuBcN2BOHy3qUXIogOBKkBffFKZPUUgrUNUFF0QZDsCEyham2QPo2iNSNlJlH1ZjS5COiNaDJR0OsRon4wGShOTqF6LaRPjUCDnWz/PEqtDjUrk/CHEZ0awseDSLWlx8Pk3llMTWfqBPfNY3EY8bRYmT4WQRAFyjwuKjts+IdSVPrOCTK9G9JhGa1wzls8OR+hUJRprPFQ3WgnkyoS8p/zpBUKRUang7TW+V63GsoXUlZWuqcC/vONRzaXZ2Rino6m6jfs3BZZ5A+ZUCiN+3WKpO07OoAoCKztaX1Vvm92srRRrqy9fDOv2ZEEVc0XHhf3Z0lHCySNGSRRZOPykoN17lQMX4f17PzQQ0+PQQE6t1YjiiLJmTSZYJawNYvXbcO0UErxn9WlkAQBYTyBbWkFA0MTVCQVBK3EkJykIqdArsC83UB9VQX53n4SVRW0tLaQPrwbRW8g7vahTQQxBCcIVXVSXlFL4dSjaPMJYo1bECUJs5jGMvUYBd8qIkYPBpMX1AT6uQcwBp+l4FlDtvGDGNzbKCafRVWLaKxXI5CG7IOlf7zxrQjalgt+E0Fjhp4vQ+PHYfpX0Pdv5yJqFWsQmm+GoZ2osSAUR9Gs+xDk0jA0CEoS7corIRJDmRpCqqkCm4nskX2oqoy+pxV5bAYpD7olNaBCrm8G2a1FtOhJn5rGaDJjbHehTKbRihrkMw0LA0fm0GgkKlf5UIsqhpiedDqDUFGKgM0djxAIRSkvc1G+xM7MGUd0xZnhzpZqHahgyp+/3keng7hrTIRm0uRzF0bThiZKmSYttT4q6kpraO73RKT1Dk8hCMJLLgdwuYyEQ5lLNulaZFGkvWkJBs+ItLKLG7T9xwYRBF41A/RymBmPU/0i3sSJgShmn8S6pY1nX5sdiOOoMGJ26Dg1NEdiJIvGKOJutBAaSKAUFELGFJ6cERTwLnMxvGMUVSfQ2V1LPpQm4lCxhTKYO6tJnh5BcVhQ52aRtRrK9SqKVoexEEHVm5DDIxR1NtTIKbIaN+ZiH2nRh9MwSFb1YXdMISt2NI4EUCAVugGrw0smOYvV2Ug2MYwo6TBZqsknT6M11qHRGJDTRxB1dUjG5SWBJk+DfgOCfs0r29hr6tAqzYg0keMu0K5Aze8F1w2ImeMUXd0Q2kPO3YQYOEmxogV9YByhrgP9/BSaxlakqSk0TbUooxNIjT5yQ9MItVaKkRSCoxT1jJ2cw9RqJXwigLZWgyAJ+I8H8S4pXc+F41G8HieV3XaCAyk8rtKwaXejkeSsTOUZA1QoyqjmPKgw+1stgkcmA2gkkbpK1zkv4Pi5dvfjsyEKRZnWet/v/lu9QsxmLQaD5qwj5HkGRmeQFYWulto36MwWWeQPF1VViYSzOJ0v35H1cslkcxztHWVJay0266sjCuenzowPqH7xDIBEJE8qlqei4UKRNjdUelYG1DgrOurONlxa6Ivj6yg9L1VV5cATJQdlzxWlZ1HwZKnOO+NWWbOsmfCpIFq7jol0iDZPGYVwmoSn9Iw3LSQR69xklSJVmQKqKJCv8lBVyCMUCmi7OogE/VjmJhHauvGHAtSmplEFgXzTSor5FI7ZA8iOaqImDy5PDZrT/4MgCCTqr0UQREwWL+rsQ5iDz1L0rCNbtR2jcyNKZj+qnERrvQJByELmMRBMJYEmXbobtCAI0PInUP9hmLy79L/n31v+GdCaUU8fgeIMoq8VobobBgZQikk0HatBo6F4ci+qWkRoqyM/2AvZHIYlbaCqSBMhqLSDQUP61BiCKGDuqqQwHMRssiLWm6CgEu6dRzRLmGotxHrD2O12TE1nIr9zAv5gGF1t6XcePzCHXJTxlbkp77QRGUljNhvOrjfFWgBAjJ9zoucLRabmIjR0uFBV8E9cmM0xOLFAmcuKw2Y6u9bmp38/RNrpoUlqKjxYLS/tnnK5jBQKCslk/jU+szcviyLtTcrznefc7gtTQ7K5PEdOj7Ckte5VM0AvlVQiTzySo+IS3kS/P04yWKCp0302LQ5gbiBORasVRVHYc2wEMSRQ0WlHFAX8p0tRtqJXoUY9E6Gr0pAeimFqtJEdKRkoocyA6k+Q9hgwLESxdjWR6usn4y3DsDBFwu7BnZoj7a7FkRqnWLkEc2qIoq8HfWaAjK0HXbGPhLQCvXiEWG41RvtOcskVWK2rSEZH0ekdiEIOuZDA6lxCLnEEUWNFZ2qimNqNoPGgMW+A3DMgz4B+E4K285X/sKIPAQE970BRh1BNdUAO1exAQEE1axFUGUwiglIAsw6hmAOHFTGXQarwIKVS6GrKERJpDDVuyBfRu0rrR0pk0DqNZIcj2DtcZGdSaAUBR4uN+EASX50HS6WB1FiesjI33jYL6dkiXmepRkJfBoW4it1Quu4z8yEMZzYFs6PnRNjwZIDaChdajUTlRbyA/WPz6LQS9ZWXNtivNYIg4LlIGsbpoUnsVhNV5W/cuS2yyB8qmUyRfF7G4XjtRdqRU6PkC0XWr2h/1b5zYebM+IDLiLSFMxtvX/2Fx/lHSu/pvCIblzcBkM8UiU6lKWsribTBCT+xoSQI4O0o2cPgqZIN9Ha5aKgpI3o6CFUGJK2GqkLJzs7pcrTUVZAeWSDm0FJdWU5+YJKc20ZTRzPhg4dRRJHydauJHj+MVCwQ8ZSj0+owTBwn5arFXdNIbuIwhnSQSHkPJosLJdyLOXKKfN01ZFGxuVrIBndjnb8fxdZOpnIbBttyKI6iFBbQWDYgiAJq6teo8V6UhT0ow59CHnwfythfoPh/iloIXPDbCIIAbZ8D71bo/ypqvK/0ut6O0PUh8E+gBk4CIPXcAOk06sRR0OmgoZri4DGUfBqxrR4UGWFiDn1TIxh1MO4nX8gg1rvJ9E0AYOqohHAWfVGi4CvZsuCxSQQBnF0ecmNpnE4HOUsOdFCYLhAIhDH5dOisGmaOhxAE8HldeFssyFkVt8Zx9t+T1JRqnuMz52aFjs2ESo7AnpKTcn78fJGWyeaZmA3RVl9qdOL0GNDpJRam3/jmG4FQDH8oRtdLTHUEcJxxyEQjvz81db9vLIq0NynhcEmkuVwXirQjp0ZKBmh52+t9Wpf1Jj72RB+osGrd+dGIhZEk5c1W+kcXCMfSCCGBsrbSJt7fGwUBqrrdKLMFtBYt/YEpxIUCFSsq8R+bQhWhvqq0eQ7KaTTZPGKlE20sjqW5FjXkJ+9wIGXiJDRaNEqepFpAREHRlnLcdVYBVRUwuAyoqoDW6UIQ0hRTNyCQQZELWBzVZBNjGKyNyLlxVLWAwb4KOb0bQdCitWyF/D6QJ0sRNO2rdA3EkoHWsAKBMoraXhArkAu7ULRViIUhVEMl2uI8qs6KUAigCiKq/Hznp5IhkM447fT6ktExqoBWQrOQwdjkQp3N4O0p5XOYYjosTWYKUwU8HheWBj35WZkyrxtdOaCCPl1yAsjm0vdHp0r/PzEdwF5e+mPzY6U1ETyTS99cV2o0Ul7zvBew9L6qqgxOLNBcU/aGtN7/bVxuw9l7DEqe95GJebpaahdTHRdZ5DUgFi1t1OyvsUiTZZn9xwdpqPZR7n315jAG5lKYLFrMVt2LHuc/YyO91ReWKswMxkCAFetqsZ9xsIZGU6gqeJotpbmnR0bQRUQcdWa0ZxqPTB6ZR3WKrFnfgqqoRAfDpOwqS9rryYyEQBRQfUYaNBaQFbJlZrqa68mNzVKodFNRXoY8MoZaVcFcMIA1OIsqaQia7dQYQUxGkJuWE43M4wr1oWj0JLzN2GxODBOPgqgl4upAbypDzi1gmbkHBC3p6u1ojLWIkoicHUAydCKIRpTJz6OOfAt1/j5IHjzzrxdRk4dRp7+EcmobyuQXUYvR834fQRCh+0ugc8DJf0BVSmmdQtutoLegDh5AVYuIdSvBaETp342q5KGpFrLpUspjdTWCyYw4OYeo0aHWeFDGZsllEuiaK5AXIkg5GU1DaT8hT8TImWQkq454vx+LxYq+3owaLmLXWQlGIuirdSRHUiz4g/jKPHjabIQGE7hcdvR6HRpvyWaYsqVrms8XCaZi6K0S/rFzQmx4IoBOq6FraUmkBV4gvoYm/CiqStuZTBNBEPBWmPD/HgyEPj00iSAIdDa/DJHmKDkQYrHcZY78f5dFkfYmJRIpbSCdLxBpiqJw4MQQdVXeN6S5wcJs6WFxMW9iMp3l6MFSq9q6lnPGMZsqEvdn8Taa2XNsFJfZTHImi+dMzv74UT+iR2Td6hYigzGsTRZm+xcQcgrOdg/zx6dQ3Aa8cmljLwmlB3cgWvLGmRyl38jpLZ2TXiejIiDKYRSNGTLD5LWViLmjZMUmNOo+ssUWNOb9FLI1mM2bSCdmsDrqySaGkbQW9HoTxdwsButS1Hw/qpxAY9kC8ggUB0Db8+pE0M4gCBoQtAhqEZ34LhTxFOi6UPMnKBobEXMjyI4utJlxKFuKLj6K6q5HDI+jWB2o4WkUnQ4lFkTVahCiMVSTDimQAJ8ZKZBBrDKCP4eztWSctGERqUJEDik4jDYkHxTmVSxmE0Vr6aEqh0Qy2RwFY2mD5R9LlcYpTAVobPFiMGvOeo7P5tLXlbo2Wmw6TBbtWQ/09EKERCpLe0PFq/a7/a44HAaikXOGo294GllRWNK6mOq4yCKvBfF46X6z2/WXOfKV0Tc8TTyZZt3yV7cUIDifxlt++cyV4HQpQl9Wc6FIGzixgMYmsGXNuWZfobGSTfU0mhmbCTEfjGNMSDibS/ZMURQC/RG0lXoaakoNtZScjFChZ0lHA5G+eYpuHW3t9WRGSh14vT2NpMdmEGQF9/I2xgYG0UejGNpa8Pv9OKIBst5yTHYH4tgxVEBqXU42GcUa7CfpbsHubSAZ7McSOUWufDWqzozZ4gb/0+jSY+SrrgW9F72lDTm9H1FThogetf/tENkLjmsR2+9DXLITqfVOpNY7kLqfQ+x4GMH9TtTgz1H63oqaOn7ebyToHNDxvyHRD9P3ll7TGKHpSpifRE2MgwDUN6BO9aJkwlDlA60edWwAjdaM2FCHMOVHLsqoNW6USJxcwI+prfR81wfzFD16ECA5NIcgCJib3OQmYjidDhTvma1zQCYYDGNtMBMeipFKZ/CVubE3mMhM56gsLzkkM4bSNRdipT3KxEwARVVx1ZgITpaur6qqDE8GaK71UFZburYvFGl9Y3NYzQaqfmv4tdtnIrjwxjbfUFWVU4OT1FV6X3KqI4DNXnLIxBdF2iVZFGlvUmLRHHq9dMHQz/6RaaLxFOuWvf5RNIDAGZF2MWN14OQYmUhJQHl/y0AFJ0qfUSwK/nCCLndFyXPYaC4ZoIEYxmod1RVuosNxCg4FfbRUaCqW6yhMxzE3uUmPziObtZRJWhAFiokoAHH/LKogYFQyFDQGnEKSjLEMZ3GGtLkBqzxK3tqKkUkUSzcacQ6MyxE1I6iFq8gmp9BoTEiSilxIYra3kU+eRNKVIUoalNwYknEpgiiXBlRr6kG36jX4dTVAEa30NhBUFGPJO6foSsXFsgEEVUax2JEKKYSyGjSxOfDVICxMoPp8KNMTyF4nxelZlDIb8kwYxWtCnUtQdAogqySiUdAJEJAp2ougQmo6TdFRQMmoJBeyJDSlFMbIRJqpmQB6l3D2WoYiCeLJDA21PrzVZoIzJQMyOO6n3GPDbimJZkEQ8JabCMyV3u8bnUMSxTe0Hu157HYD0ei5FIxTgxO47JbFro6LLPIa8bw33XKZSNQrZd+xAVx2C60Nl5/j9HIIBzK4LlEj/tuE5tKIkoDde37EMF8oMjsax1quw+M8Vy4QHi/ZR1e9mb3HRrGY9OTm8jgbS8cMj88jLxSo6PIgCAJzJ+cAqFtRg0GvIzroRykz0NnWyNyxYWS9hs51S5jafwIAd3cL0d4BBBXCJiMGFKSQn6TLS0VFJcJkL7K7mnAiiisXRChmyZZ3opFUjP7DCGqRuLsDq6OBTKwfS+hZFGM1eUcbettK5PRBQEQSPahDHwQli9D0TaSGryOYOi/ITBCMzYi1X0Rs/xUIWpShD6EmDp53DL5rwLkcRr6HKpfWjdB0JSCgjj4CagHq6kCRUccPIWi0SHWdCNOTSBozanU5QjpDbn4KKkvPdGEuhKm5DhXQBNKk8knEMgup4XlEUcJY70Cdz+JwOMicqScL9C5QKBRwtzlJzaRRCyrl5V4kr0gxpFLuKTk8w3IUhHOpjeNTfgx6LeUNVsLTJYf7zEKUVCZHS10ZWp2Ew2sgPH9+U63hST/tDeXn/WbuMhPh32q+9UYwH4gQjMRfthPTYind6/HEoki7FIsi7U1KPJ7DdhGP4/7jgzhs5pc0SPC1IHym2YLnBSItXyhy8NQ4NqEkzjyV5yKAoamSEZpKhbFZDHjOHOOqNzM0Nk/RL1PZ4ULOKaRm06RNBSo1pfS/yWQAMVagYkk10aFZCi4T1kwe2WHBnMkgul2ogXkUt4/i3AhZmw9tdIyUyY2uECQlGZAokD6TNpGjFNWRdaVz0nIlhXwCq7OeTGIEg6UWpTAJqBisXcjpAwgaL5K+CbLPlNIS9Vtfo5Q4FRCRhEYEpRJZMwKaJgRhDlXjBnkOFRGVUoqjoBcRVAXJ4UDMppDKyiAURCz3IM8ugNdKYTaA6jWiJHNkdCXDE+ybQSrTkZ1Jk7WUHp7TJ+cR3SVhPHXST17KoTGKRCZSTE4vYPcYMVg1hKZSjE76EQRoqCnDU2kiNJsmkcoy64/SWnf+7DN3uYmQP42qqvSNztFY7cHwOncjvRg2u57EGc9+IplmbNpPd1vdYqrjIou8RqRSpeePzfraRdJm5kNMz4dYu6z1Vb+Xw4EMTs/lUzUjCxmcZQYk6fzt19G+SfIRmaomx3mvR6fTSLr/n70/D7Iky877wN/19fnb34sX+x6Re2btW29AA2gABEkQJDgUKJIaSTZmQ4oiRZpGsqFsVsokjplmaBzTSKQoSrLBUCTBgYziCARAgAQaDXQ3urrW3DMjY99fvH333e/84S8iKzuzKqurMrOqgPj+iUx3f/7cr/u7555zvvMdhS4O2wcNXl6axWl45OdTSCl553urCEcy81w8t669vQXA8z9+gVatjWw45M+MoSgCe6uKOp3H8zy83SNImuy2GyTbsc2oGRrzWjzPq7NL9JtlrM4R4fRZfN8j39shUjQSZ75Mt7VPtrOCn5pE5JcROGjt66huBXfsdfTkIgoNZFBDM84iN/99UFTEmb+DkvuZx46TSF5GOf/LYEwRbfx7SGfr/j4h4My/D24VDv7F8PgCjE7C1u8gowGMjICVQ+7cQFEtlPnzKJ0OihsRjMYOrrd+F3V6DFQF5agFpgnFJLLcYtDvkZgdwdtrkM3lkCUDvAitD33DAUVQvVtBCMHExVGQYDkJ0qkkXjoWzTJsg053QLvfxxrRae0NCMOIrb0qCzOjFKaSNIdBzJWtI1RFYXk2zr4VJqwHnLTVnQp+EHJp6UGmSXHUovkZ9xq7eW8HRRFc+iFFtTLDgEyveyoc8mE4ddK+oOh0XLLZB41Zudpke7/K68+fRVE+m0fbqNqYCZVk+sGF9tW7u9iuT15Lkc4bGB/IADYP4gmmGfZ57coCncNhbcK0xTtvrSEHkpnLJXrD1L86ppFxNZSESnmvjADM6SzhUYfkbAl3r4KdSZAZDLCzGZL9Fur4JEavhjk2iRI46JmYTqAZQ4OkdYhEGkXZI2QGqd1ABsv0W30SyVEC9wghVEyrQODsY6QvEbm3gBA99RXwvgvSg8Q3EOLJOxlSyjg6iI6UEiU4SyRWQbuEYAeZehHVXyVKzSPsbSI1gQxiw6socc2dnkogZIRZzCJ8H3M0B36INpwoFeLj2htVrOkUne0Wail+jw5vVzDH4vvavlFGUQSF2SSNnT57BzXmZ8cpTidpHths7BwxMZonlTQpTFjUywPubVWQEs4vPpglK5YsmlWbw2qbZmfApeWpJz52nwSZjEF3aDhure4ipeS58wuf7UWd4hR/gNEfKryl0k8vSPP9a/cwDZ0XLy49/uAfEu2GQ37k8U5aq+KQH3u4TOHN6xtEPcHkwoPKyO19m9xkgrdubmMaGkvpOPOTnbHYPahT34jn+excml7fpr5WR1gquYkst757G4C5lxe5t7aF2rApnJ1iZWWdRHuAOTPO4VGFEd8nTKfQc1mUygESyF24grN1GyElrUSWbL6EcngTr7BAGLlofhe9u4VdOE86N4fT2yLVvU5kFAgLz2EkFwkH11H0eTj4f0LYR8z9dUTyxz72mAq9hLL83wEq0db/DimD+zuLr0PmAuz8f4cS7j5iehF6h9C8ixACZe5lOFxHUbPIiaFtOdglzBqgGwR721jpERgtoNV7OHYfRjN4ezUAErMlZH1AIVPATsWMlerKIUIVWJNJOtstCoU8mWF9dS5MEYYRPTVeq/QObLZ3jwAozCZp79scHDVwXJ+luXHyEwm6NZfAD1nZPGJ+qngSpMyPJmh9IEN2e/2QlGUy/wOiWrliglbd+cxk7KWU3FjZ5sz85ANicB8HqVR8r8cBmlM8jFMn7QuKXs87SRUf461r99A1lZcuP3kD9HHRrDnkS9YDUcpjAzQzXsDvSfJjDxqydjl2ylKjBi9emKG9H09MbdmnOpRnz04nqazVAZi/MolXsVGKBmp3OHH2WyheyNiFOYJKAwoZaDTp6yq6M6AnAxQZxTQ+IJlUkAjSCQdXKZLSythiHkvfwpNL6IktZPACUeRjpUfx7COS2TP4/TsoWhZNt4i8XVTrBZBlCHfBfB2hPC06nAeEIBIQ9VCDRRCS0FARhEhrFCVqIzMLqPYWYWYG0d0hNJJEbusD5wDdGEoxZ+KFQnpIPzS8EDVjElZtsvN5nMMBZt5AS6o0NltMX4iNQ3m1QWmkQH46SXWrSxCEzM/GBqe+36da77A0P1SfGrNoVRzubpYZyacYLT6o+pkvJWjWHW6tHaAIwYXFiac0fj8cMlmTbtdFSsn1u1tMjhYoFR/fpPYUpzjFJ8NgEC/UkqmnQ3fs9W1u3dvhxYuLT6V3aLvhkvsY7QPaNYfsyIOL2ZWtIxrNPkEvIvcD9rFTdrBGDe5ulnn54ixuLZ7H01MW793YIGHH83l6OsXNO1uIVkB6OoPjeBzc2gUgM1tg/dY6qhugjeeo1uqYXRs7baJpGlqjiZtJMzc3i7uzSZjN03V6pHqxszLIlcjoEr1fQ0xfod+tUAhiexxNvE7gHqKGfbTObfzCcxiZ54ns90FoqF4Vem8hRn8akfuFHzqDKcwZlLn/FAY3kdV/cn+7EDD7p6G7At17IG2YmAdAHr4DwkBMv4BwByh9jzCXRCoK/v4aKArKxCSiVsO08oSFNKLeodOpo00WCastVKEgRtMICYYdYSdiB7G+eohpGiSnMrhHNhPjo9hGzLqwXJNKtYHMxAHP7oHD1m6ZYiFDYTpFp+ywvn2ErqnMzYySG08gJayv1Gh1bS4s3Q9i5koJ2vX4vL4fcG+7zMWliYcC8NmCSeBH2IOAzwLb+xU6vQHPnZ//oT+bGq5h+/3TTNqH4dRJ+4Ki3/NOohAQq89dv7vN8xcWsBJPt/D6o9BuOOQKD37/6naFRrvPl19YolNzyP0AJaS630Mx4ZUX5jANje6Rg5XTubWxi+nEGbf0pMXq+3sAXH5jkd5+Fz8pGddjamS5EkerMEFEkuLMKIQhylD9ygvjSWAwaAIQ2RU8vYjm7mBrk+jRHq4ooAgbFw0hQpzOGMnMNF5/G1VPoaohUdjDzDxHOHgPoeZRjXnwvg/qJGhPTijkIURDmXolgwxbiHAG0AmVoaEUsWMrE0mUyIXsGGr/AJmdgM4hUSJF2G/Fx3rxsSpx5C1lxBNl0lVQiyZ0fIqLI0gvYixTxBpL4FY95s5OoiYUugc2szPjZCYSdA5tTFNncnyE7FiCxrC+7Mx8bGxyJROnH7C5U+fi0sMOWK6QoNNwubG6x/Ls6Elz888aqaSOlLB30OCg0uD5Cwuf9SWd4hR/oHHspFk/UGf9pPDerQ3CKOK15x9umPxp4bkhnhuSzj1+/uo2PTLFB23km9c2SBHbxUzpwX29ikOQiBAIXrk8T28Y1PQTIbuHdaatWIZfH9G5u7ZDwlFIT2e4u7oFrdjuld0OUWOoshvamAB9h44O83MzhNUaYTGPogi0VgN1fIpWs07W6xFYGbLjc3g77wPgZEqoqoHeukOopzAnruDZFdJeLAwVjX4ZVRVEQQXNehFZ/i/jHi3jfx0hPqFyZ/5nIPMlZPnvIaMPUPsmfhpQ4OhfQ9RFWKOQW4LKHYSaQ4zFSoOiWSMI2lAcJTraRAgVMTqG0mgjFJ2okIJOj0GrgTU9DpEkI00cK7aRvd0aMhevt7q7DcbGRiGnIFsBk5Pj1IcqlEpfYWevjDESv8ON3S6VapOFuQnSYya9SuykzU+PomvqybO+cf0QRYgH6rEzRZNuI3bS7m0f4fkhlx/BNMnk43eu2/ps6rqu393C0DUuLH28BtYfRDIZj6ltfzYO5hcBp07aFxSDQYCVvO+kvX9rgyAMef0zaF79QXTbHpn8Dxig6xvk0hYXlybptjyyP2CgtjeaqGmFVy7HfOZe1cUa0dk5qDEzpHYYBY2D1VitsTRfoHvYQWYUiqoFAqQfG6NqPY78pbNxTVy+ODRgxzz7YEBoFVDtI2RmGs0/Qs2UEEQoVvwZMby80FvATKQJvPYwi3YPzZxCyAYy6qGlXgf/HZBh3A/tadYrRa34r8gRBXUEOgoXkco2iBHCKHZSpXCG95BAiTzIjqD2a5AbRbaryGQKv9OMI4rdNlII6NnIpI7pScKUgtaXyHQ8NRS1LCKnEHUk01PjGAWNsCOZm5kgVTKwmz5zM2OoqkJmxKTX8Bgv5U768x0vRvxe9EgnLZM3CYKIRmPAlbOfTR3lo5AcBkDeubaBEOITRQlPcYpTfHwcL9Qs68k7aVEU8c6NNZbnJp5KRrzXGWa3PoaT1mt5pPP3jzusttg+rHN5Ol6Ap4oPnqNXd+nicHF5kmw6waAWL8bXqmV0TaWgxnPtdqtK4Ieo/QhjxOLe2g55YSJUwWatzIgSz8W10GEhG6sDRrkkBcNA+AGZ2RkOdncw+l3cdBpN01HbR7jpAslkEqUVZ+V6eoJMYRqlsUKYP4s32EXVU2it9wjNEfTSjxPZ7yO0EmJwB7wjxOjPo+gLn3h8hRAok/8BBA1k/X+5v90oQuEFqH4ntpFKDkafg+YuiponTBpIVYNGmcDroIxOQ/0I0yoSZpMI18VpNpC5mK6otPsY4zFjJBUIukr8XFvbh1hpCy2fIGp7jI+P45kBdCOshEm5XkNNKdhVh529I2aWRxGKoLzRQEpYmJsgNWLSq3sMbJczQ8ZIamgf792tsDA9QvIDQcpM3qDX8mI64eo+mVTiIaojxKwPgH7n2WejfD/g1uoul87Mous//O/2uBWQbZ/SHT8Mp07aFxSOE5xEHKWUvHNjjbmpUcZL+c/0ugZd7wF1rkq9w+Z+jdeuLKAoCv2WR+oDBsrzA2oHPVIF40T1b9DwiMwIXVMpDZsjH3TrhJ0Q1VQQCUHQ9EhPZJAdF5nSKKjxRNVpt4Z/4+aeyeEkkE3qhJpJEgffzGEGTSIziUCiGPGC3LAEUioYSY8oKJBMXcDtb6EZOZAdpPQxUucI7VsoxixCAYJ1MJ5HKLmnOq5EDUABJYcMqgg1j8IyqIdIbQmiXSK1RBTETmo07IuGYaD6NmTyqIM2IlcgajcR2TRurQ6ZBPZRHZkxkB2XwBKIfkAnijn1VmASmCGqLUgkTERKojoqmXSSQPeJbJifiqN/akrg9yKWF+47Y8eLkYyeeIjqCLEMPwDB54fqCGBZ8Ttx7c42y3MTpFMP9yM8xSlO8eTguTF13XwKmbSVjX06vcFTyaIB9If1qz9Yi/0oDDoeqex9G/j965sYusp8sQTwgH0E6Nc9sOD15+JAkd3wQMBGtcLFs9MEbR8jZ3B3bYeJ8SJ+y8XWfDzPJycM1FyCgesykYwdEZFNUNTi6ywuzFJdWwNAK40QthsIGdFTNEZHJxDtKsrIFN12GcvtEFp5lEQa1W+iuS3EyPk4iJleRHTuIHOXEbKGjGy05KvI+v8IWgZG/refcoSB1KuQOI+s/7MHtxffgM4d8MqgjEBhHhF4CEcSBnXIFZH1uEG1MjKNGPQwtAyuGS9/7YNNjLFYrMOwPYJkvJYImwPCZLx+6JebjI6OQUZH9AMy6TS25kMgOdg6wg8CEiMJWgddHMdlcX4Kq2hQ22tTyKcp5jMkiwahG6GGCvMzo8NnHT+HTt3h0vKDgiDJrE4USloNm9XtCpeXpx6pNXD8zvV7z97RWdnYx/X8T8w0EUJgmiquEz7ZC/sDhFMn7QsK1w1OjNn6dplGu8drz595zKeePgY9/wFD9dbNTTRV4eWLcZas3/FJZu7vv3HvAH8QPSBd3G+4+FrA+eUpgm7M7V4r72FFOomiyfrKLgSSicUxOoctIkullIg/rw2LZ7vtmNbYb7eIFAXNt/GMFGbQxVYMVOlhB7Fh9cO47i2K6oSyhFB3ifxxDDNB6PdIZpcIBuvo1hwEOyADVOslcL8PIgX6C09rOO8jOgIlNuJRUEHRxyEogWIj9AkUWUUa0xAcIRWL0I+LycMovsdIU9HcPjKVQbUHKNksstdDy2VwGm20XBKn1oGkStj1aDjx5ztHHUIzRA6g0+0TmRGqHxuubhBTGwtDuk0/sEHC/Ojo/cvW4uc3W3p0rZ6V0ob7RzCNz17V8RhmIr7HZmvACxcXPtuLOcUp/hDA9eJM2nF0/Uni7eur5DJJzi0+HWEiZ1gP9EF2y6MQhhGuHWKl43lvYLvcXNvnhfOzhG5su6zs/XMEXkjoRORKFpOj8TzrtDy0tEqE5PmLCzgtDzWj0h84XJqfIfIjGm6fkZEcihMRmIJsJo3hxXPx9Ll5GjuxTP/o0iydvbh3ad2zycj4mCiTQQsGKGGAVhzHcweYThvfypHNT+NV4t5lnmGi6hmUwV1E5KGUvnoSxER2oX8Hcl9HUT999lIIgSj+cRhcQ3rl+zsKLwISemVQRyE9DAb2OoRuBXITyNYBQjWI0sNgardHOHTG/EaF5GTM4khKjU4U27X+UQ3VNBCWAT2XUqlEaILuKVQqNbDi5fPOvX0MQyc5YtGp9FA1lempMYysRr/usLQQv3NmJn7m08URjGHW6eRZew+LalnDddK1W/uEUcTz5x5NJzy2oc5nUJN27e4m2XSShZmxxx/8ITBNDc87ddI+DKdO2hcUnhueGLN3bqySskwuLn/8Tu9PC/YgIJEcThquz7WVPZ47O3Oi+uP0/JNJRUrJu7d2UAJB/gNNuTt1G0x4/uI8bsdHNRX6jkNaTWBkDe7e2ACgMJmnW+ugpHSMQBLpCgVr2IMrCEAIvF4brBR+p460MginA8dpeSUcXkefSMkhZBWhToE4RBELuP0dNCOHjFpIGaInlwjdeyjmMoIWRFUwXo4bTT9FSBlAWAV1HBlUQIYo+iSRF0dcA0AID6kVUaMmkVmCIK5h84M4I+aGHiKK8FWB6rlECRPF8VAzSWTfIVHM4HcGWMU00o/wiSf8yk4VJakQ9kO2dw5RLIHwFHw/oOPGNQ7BIERKSWMQf6ca3V9kHTZjZ2+ykH/kvTX78fUtTpSe7KB9SphG/ExVoX4irv0pTnGKHw7HCzVNe7LLknqzw8buEa9cOfPUVI9dJ54vE4+harqD+B4TQxv43p0dgjDitcsLuL3hOdL3z3F3JaaxLyzep7m5HR9pyFjCPZfC6/gEakQ2k2R86IQ4SsDFc4vY9R6BDufOLtDYrxIZKovL87T2Yyen49uoThzI68uIohnb6czkDN2D9fhcqoJhphD9OmEyhyJCVCeuhfZ0k2Rmkaj5LgDSysRBzMQL0P5nIENE/k99kiF9JET2R+Pv6X7//sbMsCdsvwbKOFEidnZlZwcpPURuFgZtTKOENyx78JplSMX17IrtIDJ5ADQ3ZOA7oCkMak1GSiVIaqhuRBRJooRA9SR7+4ckCvFa42irwszUBGbOYNCwmZ0aQ9c1pCmRNiwtxBmynh87f7Ol+7ZOt2JbWUplTmzOMY7XUTdu71PKp0+c9B/EyXrrGdd1dXsD1rbLvHBh4VP9rnRDwfNPnbQPw6mT9gWF70foukqnO2Bl84CXLi+haU8+AvnDwnUCzKGhurayix+EvHZlAYijiL4XYQ4nlZ3DJrVWD11qmEPDFEURg45HppBgpJDB7wcIE1LJBHqkggndauwcuMIn7HukRjJ0Kk2kqZE1TKSmktI1ZMJE9VyUZArhDtDSOZTQw0zGk/NxNEtTAyKRQxEdIpFFqAM0dZLQ72JlFu9n0fwdkBFa4jJ478X8d+3p0GceQHgARKBOE3l7IFSkkiPy4ucdDiN/oRAoskekZlGiAVLREXKYSZMxFcKLfBTPxRWgBSGBJlC8ACOTRNo++Yk443WsAFk/bJAZSRE6Iesbe1h5k2AQsrVbBj02eG4/oFJr4w7FWY4XIlJKdiqxMTd49OJlrxrTUsfyT5ku+kMjjigvzkx8Iq79KU5xih8OgR+h68oTr+199+Y6iiJ46dLiEz3vB3FM1zISH22DveFxpqXFdXK3tlmYGmFsJItnx/uOF+4A712N68BmZgsn25rVHtKA54bsFLvlEGghF8/NEwzFV/S0wdzMBINmH5HUmJ2epFttoVg6vV6PqB/3+TqoVckNhaPUTAbZj4NqiXzh5N82kly2hOL10XJTDLp7JIYZN5EaRwgX4VaQCELRQjHmEGIAgzuAQKRf/uQD+4OwzoOShMH1+9uMImgJcOy4+bXoILUEUXcThALJIkJG6MLCFUP2TOMAayTOcBmhZOAOkJpK0O2BIhDJBAxcisUSoSYwUTk8LKNYGpEdUKs3GBv2MwsGPnOzUwRqSORELMxPIaXEFwGaVMll4vVGpROPZyl1P6u432wBMJp9uBTAGL4Hu/sNXjg/86G/C2Noq71nTBm8fncbKSUvfsrfla6pBH70hK7qDx6eiJMmhPgZIcSKEGJNCPGfPIlznuKj4Qchmq7w3q11pJS8cuWzpzpCnOEzTCWuk7u1zfRYnqmxPAC+O+zXNcwAvnd7h4SpIyKBPuSHb+1VCV3J6Hg8kQ06LpEmuXBujtAO8QjQiT9faTURfkS6kKbb7KAkdPz+gEhXSWs6oapiKgJfUVEDD6HFk5x2XINmqkRoGFqALw1UpU8QxUYu8EDVkghspAzQrcU4i2YsAJ24Rkx/ASGeQZwj3AGhxVFCbxdFmyR0jyCKJ/9Qxk6aH7oIQgJUNFwi1UIRw8lvOL9LIRBRhEeEEgTYYYAaSuwoQPghuWFN4/hoHO3zeh7F8XiB0Kn3yI9kCOyQ1Y19ktlYqcu3Q+6s7aMNn6E/NBYHlTY9N66NO643+SAGtsthvQVAEHw2PV4+DPtD53J5bvIxR57iFI/HqY18PMJQPtTg+dMiCEKu3t7kwtIMmXTy8R/4hPCHWcDj4NaHwRtm3DRDYX23Sqs7OAli+j/g6LW6Nts7cY2xmbofKGrV+6imwvx07CR0WwOEoXB2eZrOUMFxen4Mz/MIbI9UPk21WiNyPPRUgq3tHQwhEKZBEIYkNRUpBOMzMwwa8fe13R6Joc0QiTRi2MZFsbJEkYcuPSItQSJ3Fn+whhr6YORBRKjWFfCvIb0WGDMINf3JB/YHIIQKiWWks/aBrS4YafB8Im8/zt5ZReTgCM0YJ1Bj2xL2O8ih7Y/sHmZmFKmqGKi0W1WEaeJ02mSzBaSuogQRnucjdRUtEpSPjkjm0wT9WMxjcjamJ5pCZ2y0iB164MPUxCj1RodAhBhK/H2O61FpD8sqPmDrVrbjjGbOelj18vhdkhEfSnX84HH+M6QMSil5//YGc1OjjBQ+HZVVVQVheOqkfRg+9YwohFCBvwv8UeAS8OeEEE9Ri/wUEBs0RRG8f3uD5bkJCrknNxF+GoRBbGh3DhtUm11evbxwsu84WqIbCr2By8rmEc+fmybyI1Q9fhVvrexCCPli7IA0al2EJjh/ZhbfCXBCj5mx2IGotVtoKAQyJHJ9jGSCXqsNuob0PSJVwRDgRRJVhjjecc+RoVx96BIpJiLqE2Ei8IiG3kzohiTSCwT2Oqoxjojqw1q0S+Bfj2vRtOWnPp5SRhBsgTqLDJvIqIdizuE7OyjqkMM+bFYth5L6oYxQ8AmFhqHFxt00YyOgDSkVQlXADwgVgRJG9BwbEUp6XqwOOTk+BgIUKSgOaRaKVMiPpAmckMNyndnZ+Dm4/YDVzUMmJ2NnLhjWPlxb2TsxII+KlN1Y3Ucqcrj/80V32NqPaUYj+dPeaKf4dDi1kR8PYRihqk82i3ZnfZeB4/LKlac7V4fDhbemffT1nxynK7xza4uUZXJhMQ4EBf5QgXhoC6/eiW3hB7c1Wj2cvk8qm0AIgef5OH2PVCZBwjTY3jgAYHp2jI2tXfAjssUsG1s7aFKgmDrtdoeMmSBUBdlsBr8fZ5ESCQPpuUgEA2dAakh9TJdmGDRj4Q0vcjDMPNJpIjULTVORkY0iAc1A0ScQQkJ4CGEAxpNX7BXGTCwScoxgG3QLAo/I20IoFlJPg99HM2fwwyHzpnuAauUBUMIA3w+QmgZ+SBSGCNMgclwKxRKhAqaqcXR0hGLqhK5PEIRkClkiL6BYyKMlYgdsNF/A83wGnoMqFVRVYXVjD6GLk4Dy6sbhia0Lh/Zx4HhsHAyFvh4RpFSH79LUSJ5c5sMDDOqQHhwEz87R2TusUWt2eOnSp+/JGztpn68g7ecJTyJs9TqwJqXckFJ6wD8F/uQTOO8pPgIyknR7A9rdwVM3QD8MolCiqoJ3b29jGhqXz0w9sA9AUQXX7+0TScmLF2dix05T6PZstverCCnQdIUgDOm2BxgJjaRlYvddEDAzERepRkKiCoWeY6MgUA0Nz3bRTB2n30doGjIIkIqCiEKioaiIHxw7a32EYiJDG1VLDq/tWFkrga4bROEAPblM6K6gaGMIRYkNkH4pjuo9bYT7IB3Qlom8TRAqiAKhV0NLxM9d0YY9A4a88EgIRBQghXpCkdD12KBYyeTJXxmGKLoKYUQgQ4gk9caxKqYJCmRTKZThwmlqbBTdVAn9CClhZkj32D+s47g+czNDYZNQ4gcht9fLLM/d3/ZBSCl5/+4Oo4X0I/d/lqjW29SacdSTz89lneKLi1Mb+TEQRXHg8Uni3RvrFLJpluaernJsFN23bR953HCec32fe9tHvHRh9iR7GA2zCcows3BtZZ+Z0TjwpQwX7LdWdiGCVCqe89c2DyCUZHJJwjDiYD/uVWYlE2xs7aEgUFRBrdbAMkz8KETTVDShIAVMTU0z6HYRmkazUUVTBKgKiqYhwiF10jSRQ5sZSJ9kZgrpdxB6ksDZQlHTiNBGKhpK4gL4t2PmR+iBln9SQ3wfWh7C9v3/B2ugJSH0iLw9FGMeKSQiDImkRiSGdn9Qx8rFGSlDS9BpVxCahmf3MUwrtptSEoYCKQSaUGk2mySSCTzbJZm0UDQVGUrm5qYpV2MHa6xYZHPnAIbrkSAMWd86JJlKHLPmub26Ty4X295o6EzdXD0gHB7wKPtXacY13mdnxx/a90EcBzaepQ1979YGhq5x6cyn10FQFHHy+znFw3gSTto0sPuB/+8Nt53iKaPaaJOyTM4vfX6GW0pJJCW31w94/tzMSd3X8T6IVZqu3d1jdqJAKZ9Gypg6fns1blatCBCKYGvniDCMME0dKSWu65GwzJNm3dlcGiHBdhws08QPAgSgahq+56MbBr7voZsGyAhFHTpVJ9xuCYoKRKhDR0czYm64bo4RuLsIxUJVFWTYRUmcA/8uoID+jPrRBSsgEqBMErqbKPocvrsPCISSQ0qBMnQwtWFjb02zkFGAUDTCoYJlGA5DskORk4SVABmRSqeJwgh1mHHr9OKoY/moBkKQy2RoDGkai0PqXxRFTE2OkErF2bmt3SrZtMVYKc46SSm5s17G8wMunZk82fZBHFbblGsdzg9l9+XnaI5+79b6yWLx83Rdp/jC4tRGfkw8yXq0RqvL1n6Fly4vPd0eljxo2z7OcbvluH/Wy5c+0H9xONcIRbC2W6Vvu5wftjMRiiAIQu6u72OZ+kn2ZGVtF1VRSCQM9g6O8NyYTtnstBkMbFRVpTsYoCgC0zDwA5/JyQkc2wYlzvrIKESoKt1OCyuRRCIoFMdxBi0AbLuFoQ0FuVQdIQKIIoRqEHo19OQyhF1QdBRtDIKNIcskRIjH9437oSEMGKoWy6gTB03VLDJygAhhLCCljxAa7uAAMWzPEy80TCSgKjqe20eoGoHnUCiOE0Yhhm5QqRyhaCqB7yMEaIZB4AfMzkzT7g7ppFMT7B3GbIuEabC2sYeZMBAIdnYrOI5HJmMhJVTrHSr1NotzoyeXIaXk2t29k1KQRwUD13fjvrBzkw/3RntwPD7NYP7wcF2fW6s7XDk3h2k+AUXmp/zb/KLjmQmHCCH+ohDiHSHEO9Vq9Vl97R9YSClptnu8cHERVX0GGZ2PCSEER7UOQRjx0oW5h/YB1Ft9mp0BL16YGW6PM4N3VveYnSwhhEBGknvru+i6iqoolI/qRDIiaSXoDifKybFRwihCSknCMvE8j0TCJBwqOyrE42ToOhKBOaRvGHrsXKiqAVEAKMihsIYYRt00M0vgltGTC0TeBggDRZ+O+6Jpcwjx9PtmyagfUzm0s0T+LkgPxVzCH2yimVO49iFCSORx2dnQAVM0HQkoioLvx/flODHF07aH9Wt+CAishIVEkk0Pe+gMZ/z9g9gAWZZJpRq3MxgtFej04vOcPzOLHEa/qo0OF88+yJm/urJHMZdkovRouuC7t7fRNZWlYV3F52WeDoKQa3e2mB42NP28XNcp/mDj1D7G+MFgzqfB+7fiRvQvXnx6giHHOLZtj7v+4+M29+ssTpco5lIf2Bn/kVG8gE8nTeamCifbNnaOcFyfVCqBjCT1Rod6ozMMYnLiKAAcHlQxDQNVUeh1+4yPjxEEPjKSTE5MYDsOqqJQrR7FAbooihtGqwpCRlhW8iSw59pNrEzMiDDNAt5gL3Z8Ig9Q0MxRJAECA8JtIADtPKCBfAq9u6R/EmyMg6YCSIIMENoIod+L69LUBK5dxkjE124k8vQ7FQTgBz6qqiOjCClEfD4p0XSDbreNruq4nsfISAnPjRk8ExPjdDtdhBC02l36/diWdvs2zWaHbDqNUAR313ZIpy0ShoEQcOveLpqqMDNx36bsH7WoNnu8cH76gWd/jIHtsnMY10U/Vu30GQcSb97bxvMDXr78hBhcp5HQj8STcNL2gQ/mPGeG2x6AlPIfSClflVK+OvqBPkqn+GSIpCSKeHI/lCcEocBhrcNEKXs/SjTEsUrr/lELQ9e4sBRHCRVV0Ok6dPsOF89OI1SB63gcHNbJZJPIENa39hCqIKHpHA5pBqV8jlBGJHSTSIAMIqx0isDzMawEgeeDop5QHtXhBRh6bMg0PQGRh1AtIj+Wgo+GkvVCtgCJlpgh8nZRjXmIKkPq4TMSaQnuxH+1C4TOXYSaIww8ZOSgJmZw+3GdQODFxiLw43qyyPeRQoMoQB7X2A2pNK4TH9Pv9kBRcPoDpCLIpFJIAYVcXH/W7vUgAi8M6LbjMVF1lUatA6pgfnb8hF4hFLh0dubk/52ezV65yYsXZk8cyA/SgFzP58bqHpeXp04UScUTpjl9Utxd32PguJyZH9J0T720U3x6PNZGntrHJ0t7iqKIq3c2ObswSfYj6nmeFI4z74+jnB3Pc/2B+1AQ8/gcna7D+m6V585OoenHVEjJ3bV9MqkElmUgwziIqSgKpmUQeAGH5SrTwybJtWqT+bkppIDQD5ifm8bxPVQEnucgFYEiodVsYqUzyCAgXxjB8z2IIly7jdBiOymiCHWoAKmrGoHXQTFzyGCAZk5AcASKjpDEQUwlC8ooaFlk2Hoi4/sAwhZouTiwGqyANo8MukhFQTHP4Q9WEZEkOi5HGLaEUa0idi9eOzi+QzY/jgx8DCtFo15FkeBHUSwnH0WESCYnJ3EGNrppUKs1iYIQoSqsb+ygK7GjWK7WUTWVdNJCCjg4rMdBzFCCIlhZP2B5YQJNPa4HF7x/dw9dV7k4ZJL8IM336srufQrtY2zj8XHPyoa+e3OdsZEc0xOPyfB9TDwNmvMfJDwJJ+1t4KwQYlHEue1/E/iVJ3DeU3wIpJRIGZGyEpSKny9hg7i2zOHF8w9zlbWhiES50uHi0gT6cIGu6gqNeg/T0FiaG0czFBq1OFuWL6YI3JCdvSMSKZPQj6g0h42qOzaRAknDxAk8lFCiGHEhcCKVIvJcNMsicAag6gRD4ZAoGsoHCw0hPYSaREgHiY4cOmlhsI+qFxBRF2SAYi5AuBVH3NSn3zdLSg/8O7EBigbIoIFiXsAfrKFoWXx3ACJ2zqJhxDNwneHfPqhJpD9ANeIFiqo+SEsIPB9h6HRbHRRdx+nZoCqU8sc1ECpEkmaviwjjCdQJPDqtAZqpoKkq3rAvy9TUCOlU4kQw5N5eBVVReP789IlgyPFiA2LBEM8PefXy/CP3f5Z49+Y6+WyK8ZE8wBMXMjjFH0qc2siPAVVVnpiAwPp2mW7ffiLCBh8HxyIPj1Op1fT4OFUoXFx6sE5OM+I58PbqIVLCc+enUYfb+l2XnYMaF85Mo5oKgRexvnXI/Ow4mqnRaw/iOuFh7V3khyzMzxAqEjUSpFMpPBmhoXB4WEZNGEjPByR6MgF+QDZXwI3ikoFes0wiG2egLD2NO7SL0mmBUBBmBuE76NYcobcVKzv6rSH1cDHOGOoT4B1+6rH9QUjvEPRJ8FdAuqA/B+4R6CkkaUK/hQhDQiSmNYHXjUVGvEhBGdpKqWooanzfmpWm3+ughBG27zM2NkFguyiGThCERF5IIpNkY3MbU9FRTJW9gyMmh/3OjppNluankIEkFBFCEZxbniH0I3wZ4PkBV87PngiGhDLizvohV85MoQ6X4OoH7F/cP3abkWz6oX2PQjiscdOfgQ09rDQ4qDR45cryE6MQR9HjHdE/zPjUT1VKGQB/FfhN4A7wy1LKW5/2vKf4cOyX6yCgkP18KDp+EEIFGUieO/uwI3Mssx94Ec+fn35ge7s54MzCJJqmolsqjVqPyfEiVsbEHfiEQUgqb2G3HXwRT7SVgyrCUNAiBScMUCOwwwAlCME0EJ6PlkyB4yDMJP4gNjSeM8w8BQGK9IkwUaQNIgvDYukoOoqzaP4OCAOhjkGwC+rMU29eDcQOmnRBf57QvhkrVokMod9At5ZxelsYyZi2qUhj+DdCoqBEDlLLoIQO6rBOLZGI/1q6hRQKmpRgmkjHQ0slaFWbYKgYMnacp6fiYuVmr0du2FdudW8f6UnMVPx9e7sxHePC+bju7FhCeu2gyoWlCZIJA38ovX/cdkFKyds3t5goZZkeL3xs6epngXqzw+beES9fXj7JPD7pxrqn+MOHUxv58fAkpbjfv71BMmFybnHq8Qc/AWj6x5RBHyr8jedzD/Vf1IZz5J17ZabG8pTyafShHP/+blzDdn55Gi2hYnddHMfj7NI0mqUyaNuMlgrkRuKa6pSeIJWyCBSJpRqUy0dgKChBRKvVJJXPETke2Uwu1jSWksgbEA0FpqRjow8bPFuqiRPGNPewV8ZIjA5VEW0UNY0MamDNglsDGYIW19mJxDK4O8jI/pSjex9SRuCsQWIhVllWJ5BSB7cB1lycRVMS4LaJ9ASaOUbYi+nDPbdL2oiZInpmhFb9CCUMcIWIKZ+uR6Rr5PJFIscjVcyxs7OLGkiEqdPudEmbFugKURQxWRyKYimSc2fm8QcBgQhZmJ0glUwQ2CF24FEqZJgcK5zYx82jOkEY8fLF2fttiT7QX29jr0q93WdhPD6/bny0DfK9ZxfofOfGGrqm8sITpBAHQXRqZz8CT2RkpJS/LqU8J6VcllL+rSdxzlN8OK7e2URRIZ18+jSOHwZRFIEiSScSpJLmQ/tVVUHRBDoaM+P5+zs0SeBKLgyVIBVT4HZ9zixOY6Q1/F5AOp08cdIS2fjcjcMGeiaB2xkQGSrCDRiEPsILsKMQxfcJNR3F9yCRRPE8pKIR+XEGyB/KvgeBgkofSQZVuCCToLRRjSki7wDFmAY6IAegfno1o8dBSndogGK6YOQfoiQu4vXvIZQEQSiIQhfVPHYkYmddV1VC0hi4eJGBKn2Gt3pCOzRVjVDXSak6vqKgBRGKlcDrDtDSCar7sUGbnYud6FCT5BNpVFPh3uY+CcXATMeGfGM9VhKbWxxK8Q+bWIci4pVLs8Nt8QUcNzjfLTc4qnd47XIcbXWHDVwTj2kC+yzwzo01FEXw8uUlvKHhMz4HzuMpvvg4tZGPh6opT0RGfGC7rGzs8/yFhWdWr20O5y//Ef0gP4jNcky3G39Ea4/j5sX1Wp/nzsa2UE/G2w72mkyM5inkUugpDafjkUgYTE+WwAC/H7A4P4Ur4vm2mMxyeBg7ZnqkcHB4iJFNEfQcpIREIYuIJCO5Av0o/kzn8AAjFzMp9FASDXuKCacDioI00zBoYViThNqwerm7Eh+TvhAbGceOqY6ASD4HRNC/8UmG9NFw1iHsIsyR2B4bLxN2vocIbEguE7iH6PoMwh8gk+PY/Qaq5yCFINQSKF4chNVy4zjDnnD9IKBUHAXfR89laTQaKK6PnknTbLXRQ7CjAMPQMaVGoEomx0fRwnj5XJjIUSxk6dR6SB0unYtprP2WS6BGXLkwhxACf2gLV/aPmB7PM16638Dc+EAD87dvbpFMGIzlssN9Hx0UdodiMY9rpP5p4bo+N1a2uXJunoT55ARhjnv+nuLROB2ZLxiCIOTmvW2SlvG5awC8uV9D0QUp4+HGjADdvoNiQC5hPZAqD9UQEQgmx2IDgSGJXFiYn0CxFCJXMj89gZ7R8Do+M8uxA+F3PJLFNE6zj5ZJEA08gmFE0/Z9RCRxZITqugS6iRa4RIlMnGkDRHRc7K0iojZhlEIVHYhGQOvEKlbSjQVDwiFtQ326Us4AeNeGWbSXCe2rCCWBVEYIvSOM1Dns7jp6YgTfHzb09Fyk1FDDHj55tLCFFwybaNqxCtag00MKBa/TJTASKK6Lp2kkJDiqQHUjzHya+l4NFEFSj4VR0qNpVF9BTak4joeFiZnVOKq2aFbijGQiO/yuXmwAJ6eyTA+dcLsXGxBr2Iz1rRtbJAyd587Fz9AexJ9JJJ+AStSngO8HXL2zycXlWdIpC+9zlOE7xSn+MMAwVKS8Hzz7pLh5b5swinjx0tMXDDmGmYjnN2dIAf8w3NmJ+5gl1IcXuYn0cDHuCS4ux3YmkYnnxW7T4fxy7LhpSQWvF7I4N4GqKrhKgHQk83OTHHXjUoCMarG3f4iS1gm7Hr1en8xYAWn7ZFIp/OGiWHN9gqEz5jXqWKMxKyKFyYB4bg6a+2haElJ5lEEX3UgRJmL7ELVuIxQLkX0xvnbbv2/b068CKrLzex97HB8H2fl2/A9TBXUKKQ1k+30AfM2M1SR78Rio+bPY/TKG7xOaaZK5CexqLLLaQ8Hwh8rHloU2zGhlxsc53N5FhBHdKEDXNeTAo0/Awvws/VqH0FQ4e2aeym7s5C1fnEdKSbc2QM9oTIwX4+9o2qhJ5eS5Od2hM+w7vHY5zjYe28zjZuWtzoCVrTIvX5zDG2beEsmPtkEngc7HOHOfFtfubuL5Aa8+92Rr8gM/Qj/NpH0oTkfmC4aVjX0c1yedNk/kdj8vuH5vDyOhoMpHTyq318uoCQXrAwZqYLuEaogWarGqo5QEWoAWaJiGzoCYKjGZKeFrIVE/Yv7sNEITKA4kRzOEHZfsUKZWGRY4h8NX249AhAGuUNFcm8BIY4SxsIZy7KRFOgKJjJIIWYGgAGoNgjhTpGjjEFZjKXzxdGsAZdQG/yZoZ5CRS+SXURJX8HqxMQxCjSiw0a1pgmgNKS0i94BITCD8AyJ1FCXsIZWh+uRwvRM5DjKZI2i3ULN5/GaLyLIQfZeBkCRCCC2doOuiZU0ONuJ7n78wg9v0CE3I59JIGxIFg2t3thFOPH5WPjbyB7tx75o3Xl04MdSDoRFKZnW6fYfb6we8eGH2pDXDoD/cn/5snbRbqzvYjsdrz8cG6Dg6mTBPnbRTnOJZwBwGRLzHUQYfg2t3thgv5ZkY9hh7FrCS8Xxm9z/cJnf7DtvlOpohcHoPH2cOnbSxTIbkUKVR1RVUUyBtyZmhHL+r+MiBZGl+EikltnARdiwFv18/AhWCrk+tVic1msVt9hEC0kPnoZTI0R2qLvbLR4hMTGcXfRu9GNtRw3HxFJCqTtQok0iNEaayKP0OMuwQpeJz0VpDaOOQmY3b2XSPTu5HaFnIvIFs/suYpvgEIJu/Bok5hGaB/jrh4D1EP7ZVnmagp87iVd4DwNbzCKEgujUCK49u5JCt+Nh2GJFTYkZOamKG+tYWAI5hoPTjNUc7cJmZmCTqu8ikzuLCHP1qFy1rMjE+yt5aXOu2cHGag3IdvxuQn8wihKDbs/HaAcXJzImtc9rxmGeKCc4vxuUEdmcYxBwGOt+5FV/Ha1cWTt4R6zG20e4fBzqfnpMmpeSdG2tMjRWfmGDIMVw3xDSfQQnJFxSnTtoXDNfubpJNJ8lmEtjO58dJ8/2Au5tlsvnEhxqq2+uHWBmNwL6fAVzfKqMmBUPKO+VKE2FJpD1UugpjARE9MLAVBzzImClIqyQCnTABsheQn4knvXQ2D9xvSh0RG/5AGChuH1+z0JwuvplHH9Y/qMSTtYhMwIMgA8oRYbCLUFIINQVRHZTSU+23I6UE981YLlF/hWDwLkLNEJGJ+9GkzmN31tATJexeHc04QIZz6EqZiDk0WUNVh3LDeuxMJlSDUE1gBh5BModm99FHRhG9HtbYKGGrS5g0Ufo+PUIMB6zRDJu3dgCYPT9F+7BLlJBcubiAXXfRsxqrG4fk9RRGSjsRhNnebKAmBZfPTp7cU68VRytTOYO3b24ikbz+3P0Id78z3J/5bJ20t66tMlrMMj8dN0q3hxFxy/psr+sUp/jDgpNslPPJnbRao8P+UZ0XLiw8oav6eEgO56/joNOjcGttHynjufB43vsgukFsBMfT9wOBUkqUpCAhTZJWbKd60gYJeTNNo9khMOLgZbvZpd3poedMWntNokiSmykStl3yuTxeYhhUCwS2Ftvg7n6Z9HTMajDdCM9QkUIgm3GfTJEvITotzOQIQSqN6LcJ+/sIqwTJUWjto+ijILuQmYTmvQfuSYz8afB2ofOdTzq098eifwMGNxCZs6CfR0Y2kV9G7VWJrEmEUSCSCZT2NlI16UcBycw0onWIzE/TaVcw7D5RIo1iJpGtOOOWmJzDGypGVxybohYzgaKMxZgVP4vc9Cjd3oCo45GdKtBoduiVewhNYOYS3LyzCb2I0kxc83bt1hayL5leLJ5cf/2wDyq88tLcSQNzux2/B8mcju8HvHt7mwuLk+QySfodD0URJFIf7cAcB0JT6afQk26I7f0KlXqb154/+0TPK6XEcYITuvApHsapk/YFQn/gsLZ9yHPn50km9ROq2OcBqzsVXC9gbCxFt+U+tL/ZGXBYbZMvJeg27u9f2z4iVTSwm/G9bO0comcVvFaI47j0iSl17cM+fSVWLyyvVyGjoA0Eth4iIpBDpcikFddnWUOhjOMm1VLERjRQLcSgjm8U0Zw6gZZHH9IflSg+RgniSTGU1xBaKXaeog4o+Sc3YI9CsA7hLuivEnm7yLCNar2E17uBomUJ/IgodNATUziDAxRzD68/iqbUcB0TQYQ3zG5JLyASGpprYxt5Em6XrjDR3QF9qaCEEZnRUQgj0lNjBM0+AwNMT6DkTdrDrFhqPE17v4da0DizOE2/4jJQXSSSpDRJj8bjW2v1qB8OSBWNE1l94ORZW1mNd25tc25+/IHeQN2Wh6qKzzSTtl+uc1Bp8NrzZ0+c8OPflvUUo5OnOMUp7sOyjimDn9yuXb+7hRCC587PP/7gJ4h0Nl4gP8r5OsbNtQMmSlnSeZN+++F73B06DRnlfrlApd5BJMEY0tc9z6cTxTbRrnls7x6iZFWQsHl7DwBrPEX3oEPSskiMZiCUjFp5uiL+zsFBnSg7pCvWu6SnppGqgjnw6Q2akMsRVA7RzRQUSqjtJoqAKDuCQBJWV9D0ERg5g2gegjICsgWFeehtIu2Dk+sX+Z8BfZyo/Pc+dQ+86PC/BiUBuVdBf4mg/zZCGtC+i59eQE9dYNBZxegeEmTnEaqO7LRQQg9RWsaxu5i9Nm4qR7E0hbO/S2SYVLt9EoN4bWEnTPLEz7K0PMfhShysnL60yN07a4h+QGlpjNt3N1D7EYnRJK12j53tCgwkqfEknhdw8+oORFCYvi/utr1WR0kLXr50v66914jfl3TR4Nq9PWzX50vPx4qk/bZHKm88NjDc6w4Dndmn56S9dW0VK2Fw5dzc4w/+IeC6xzXpp3b2w3DqpH2BcGt1hyiSPH9hgWRKp/8RUbtnjZur+6Qsk4nJDO2m89D+u5sxNWB8KkO7Hu8f2C775TqT81kGbR/PCdjaOaI4k2bQ8NjaLKPkhs2V71YgDlKxd/sAkdcIGh59PR6DdjvOuEVu3JzSCLX47zBLpqux4ROqhZCSUE0j+of4xjiqfUColNCCHhID4QeAIBJ3EWoepA0EoGSe0ugNG1d7b8ZF18o8gX0VRZ/G92yioIuevIDdXcNITjLoltETFYRwiJzY4Qnd2AAGgx5S6ITtCr41iWjv41sllH4LT0kgpKTVjx2nVi9+DmNTkyAlSjFF1HDoGxFqN0LRFfqKj1/zKS3kCe0Ivx/QiPosz03gNAIy4/H4vnV9i7AnKU2lHrivTt3FtFTu7ZUZON6JATrZ33LJ5M2nmqF8HL5/7R6mofPChfsZvl7fQ4jTTNopTvGscFxT80kZIlJKrq9ssTQ7Tib9bEW1DFNFNxQ6jwhQQlxrtHfU5MqZaTIF84FAJcSiW9vNBgCD5n27vr5VRs0KZGze2NmvIoZmqHdks7t/RGEuzvbs3TmkWMiRmkjjVGwmJ8dwEzFbJOlrtJX4O9vbZRKFHCJpIlp9dE0lymdQmh18z0YZnUDWKiRTIwT5PEqvS9CrEBZilgHVHRS9iBxZRDh9hN2FqAcj5+L9h79xcv1CMRCTfxX67yEbn7zrhGz/HnR+B1F8HZH8MULnHjLqofYGCBkSjbxC4AdIu4HSK2OnJkhl5vB2YupjS89i6haicYiXG0NGAq3VQJTGaXdaZPyQ0LIojI/T3TlECph97iLlO1sAqKUMR2uHCAlKwWJ79xDL00hOpLl+ewN1ENuv1LjFrXu7OPVhdms8Xnf0bZf6fp9kySBl3RdV69biZ5IeMXjz2gaTpRxzk3H2rdPwyBQe73gdB8UzuafjpHW6A+5u7PHSpaWHFEk/LU4ZK4/HqZP2BcKNlW3GS3nGS3kyaYNe78Ojds8Snh+wulPh0vIk+ZJFq/4IJ23jiIlSltGpFK1KvH9zt4KUsHAupuht3q3SHzhMn4trCdZuHJCdiY3t4WodcyyehCqrNZJTaQYHPYJM/Aq3yi0wVAZ7NaKsRVhrE2ZSqD2b0EygeSARaHJIbVQzCBkRijzC3iNQp1DddVDmUOUhChcI1XWEmo0bWAOIp2P4Y5rjt0H6YP4oweBtQKIknsPv30Yzp3DtBlJGqHoJ12mQyMVOr6UYSKlgRi4haRJ+E8+cJ+kcEqZm0b0OZjamgpqJ2JjLoSpVrRpny44VICfOzuE3bdpaQCYwSU6lufrOGriS2UvjdPeGfdkykpefW6S9b5OdtOjbLjdXD1BtheLUg2PUrNjkRhN879oGE6UsC9OlB/fXbPIjjxaaeRbo9W1u3dvhxYuLmOZ9Q9HreqRSxmn/llOc4hkhlXw8ZfCjsHtYo9Xp8/wzpjoCCCHIFswPddJurcfZpcvLU+RK5kmg8hh7Ry1s38PMaHQq8TmklKxvH5EdT9AfbtvePSI5Eduwo7UmnU6f6YvDdinbbaYmxxBFDdnwmZgYo6vHa4Tudp3IVFGSBs5+g+JICTmSRm+7OE6PsJglLMf1WurUNKLVwVAtvFzsEYZ7d1Ey45AdQ6keouoF5OgwW7n/VhzITE5C/iXY++cP1KCJkT8DqReRe/8Z0t35ocdW+jWi7f8EjBEo/RmkLBDaN1HMJdj/VUJzBHX0p7A76yT7TQQSv3gRP5AYjW2kkaSvJcmEEhEG6DPnOTrax+w0sTN5DMNElqu4uQyzs7P0tw4gn6HWaiNrPVAEG60aRie+p3LQj2vdWiHGmMX65iEzybhOy5pMcu32FkURByszU3HG8t1bO4StiLH5BwO97aMhO6jfptbq8eUX7vcf69Qcsh/DNrYbLpqmPDU2ytvXV5GSJ051BOgP17Cp1KmT9mE4ddK+IGi2e+we1k5oHJmsSafzaIPwrLG6fYQfhFxenqI4amH3gweomO2ezWG1zYWlCUYmknTqLr4XsrF9RC5jMXMmD8DKtQOEIli8HBud/ZU682fHMdIa9Y0O05fjwun+3oDCcpFwEKAkY8fNPeyiT+Rw9uooY3m8/SphMUtUrhDk84hGnSCdQx04RIqG6sevviCFQBJFWUTYIIrGENEuqnwOqe4hRQAcO8NPaSLxr0O4B+YbRH6dyN9DtV7C7cX8fsWcx+ntYGWW6LW20Y0skfI9AncOLVrHDeZIyk160SKpYJdOMIIe9ek6cdTLH95rykwigbSaQKoqUc8DVWF/I1aunJiMx1cWTdR2RGIqxcb7+wAUlnI0tuJw7vjZPOOjeVp7NvkZi3du7hBGEX4rojBpPXBrzbJNsqBRbXYfMEDHaFRtiqMPfuZZ4t2b64RRxOsvPGiAej2PTObp0UdOcYpTPIjjmpr+Jww+3ljZRlNVLiw93KPzWaAwYj3kfB3j9voBU0MJ/fyYdRKoPMbdjSM0VaEwadE6imvTmu0+rU6fscUs7QMbPwjYO6iycCW2j3t34jqqpRfj+w1rEVMTY/gZCY7Eigw6Wvw9rbUymq5hTBWg1ieXyxEULES1Q6fdQJuaQDbbaAEwPo6QElE5IhgZASGI9tbQjDxMnUNUDhHCAstEZseRO98EfBAGzP0CDLah+u2TexNCRVn42wBEa38R6dc+9pjKsEu0/hchbCMmfwGR+FGC/ncRiokYBCjdNaKJn8TpH4EAvXKL0MhgTL5Bt7mH1dzHzs2RSObxNm8D4JcWUFp1hOfRTmaYmpgmqlRRJsdpNltojS7WwiSra5ukBhH6WJa9oxrjw1Y3e06bpYVpnHKfvhUikUzoMc2nTp9u32EqEQeaM9MWnh/wzq0dRBdKcw/2tm2VbdIjJm/f2SKbSnD5zP2+fq2qQ2HsYzhpTYds8emwUYIg5N2b65xfnKKQe/J9efv9Yyft1NZ+GE6dtC8Ibt7bBjjhBGezJp3258NJu7NRJmWZzE0WGRmPMyn1o/sNLO9txRG6cwtjjAwzLeWdLnuHdRZnxynNxVGnzTs1xkcLjJ+JMz52JWRmepzMnIVbDpheGMcY0QkqEROXYnGKdJhEG7GQVRdrrkRY7mDOjRNVWijjY0S1OkGhiKwc4uVKiOoufnYctV0j1DOotocUKooXT3DCE4BEdRIgJKH4fWDIpRdP/ucigz3w3gFtCcQMweBtFG2MSKYI3H2M9CUG7VUULUkYqgTBgETGQDVWEMFrqHKVkIuoYZmQSYT0CMLY6QkGARJBv1on1C3sgyPcVI7kwMbJZsjaPtrECP3dGiR0epW42ff087P0tzvYaaAWc8ZzixnuvRM7bK98fZlBy8Pp+GSnLd65tc3S+CiDls/I7IOZtPrhgNAMyKYSXDkzzQ+ifmQzMvbZ9PsLgpC3r69ydmGSkcKDqp2dtks293Cvv1Oc4hRPB8cLte4ncNKiKOL26g7nl6YfyIg/S+RLCRq1hxs3t7sD9istLi3HNqswlqB5ZBNFsV2RUnJv+4jFmRLF6STN/fgcmzuxUuLcxRECN2Lj9hG+H7B8YQozp1Nda5HPZxiZy6NYCkpTkMtlGFjx+B3dPiTSBXopSW+rQaFQQIynEZUBiiKIRjPInoNTrZFYWgDAbHkEpTwAwdY66AZifAH2d9D0LEwtIwIfDleRkY2ceRlqN5GdCiBg4qfBmoK1v/9ADZow51CW/hvwD4nu/ZtIe+Wx4ymdbaKVPw+D24jJn0Pk/zyhfQcZNlGTb8Da30WqFtHUz+MODrGMMZTqddyxl+kPeui9GordoleYJ50poRzcI0oXKA9sik68doomZwkOyyhhSO7iebbWNtFaA4JSDtd1MZsufsFC1VQyAwUMhTCrsZQdI/Ij6sLmzOIU3mE85nebZUqFDHpXBQG52SRX7+5hDzz8ZkjhB+xj69AmM2awuV/jSy8snQiKADTKNoWJxwcwm1WHYunpBDpvrGwzcFzeePH8Uzl/d1hPlz4NiH4oTp20Lwhu3tthdrJEPhtHM3J5E9sOPrVc8adFEITc2y5zYXECRVEoDZ20Wrl/cszqdoWRfIpSPk1pOt5/+9ohQRixODdGaT520mrbfeZmxiguxP/3azA+WsSYUPHLEZPjoxiTOrIqyS3nATA6GupEElFx0WcKiJaLNTMBYYSeL0IkUVIFCAIiKwf9Nl6yhGjs4GZm0NsbhMlF9MEhGHOo9iEoY0h7BRGN4Mtfg6FCJPLJqmnKqAnuN0EpgPEV/P53AIFivYLbfQ9VL+L7EYHXwcqcodfexEpP4QQxtz/qGwgh0cJ4vCyRRKKQkgqBYpF0e/jpSZLdCmJyCeVoHyZn8Ld3GeRyGPUug2wSs+GQXhpn+50NpICzl5fxux5Nw2UkjN+3zEKa9XePEIbg/EtT1DfirFpbt3G9gLPDeoWRuQdr0o52egSJkC+/sPyAATpGrdynNPnZOGm3VnfoDRzeeOFhA9Ruu+Rynx0N8xSn+MOG3DAo0v0I8Y0Pw+buEX3bfeLCBj8MiqMWjaOHnbTjeuyLS7GTNjKVJAwk7Vqc5arUu3R6ThzEnE3SGNLKN3crjI3kmDyXB2D1/QNUVWFqYoTcQorujs3M1FisAFmKnbTBwMbLx85R+eYhqqqQXhrB3+tTKBQJSglE36e3XyWaiLM/4qCDdfYMEtDKLTw1RBYKBBv3EEJFXbqMqFZRQoVoYgapakRrMT1fzL0OQkVuvgcECEWHM38ZOrfg8NceGAeReQ3lzC9CaBPd/dNEe/8F0jt8aLykXyM6+C+J7v4c+HuI6f8VYuR/jQwDQucWqnmWsPJd1M4K4dwv0OvuoBk5xNbvImSEXPhj2L0auXYZiUAsvE69ViZZ38edWEbKCPPokMAwGb/0PM0bNwHoZDOolRZCSspqxFg+j3fQpJNSObs8T2+9TlA0WFqcITyIn11QVHjh8jKtjQ7mmElzMOCV55dobvTiUg1V8P3rW4xrGWQEhfkH7WN9d0CUDkkYOq9cui92E/gRrYrNyMTjbWO9MqA49uSdNCklb15dYbyUZ2Fm7ImfHzgp2ck+RdGTLzpOnbQvAKr1Nke11gMGKJ+PF5CtR4h0PEts7tfw/JALizFVbmwoHFHeixfxjuuzc9Dg3Hz8Ix8fpvvv3TjCNDQmxwokcwaJnIZTjZiZGsVIahhFBdHSUVUVMRrhVyJUoSBHITgIsK0AdIE89AlHdaKyQ1A6FgeJI6nasIZMZbh9yBOPSCBkSKDmEG6bQJ9Es/eQ1kuo3haK8SPgX0XxLhPyDiFDQyKf3FjLqA/2bwAqJH6K0L6GDGpoqS/j9m6DjNCSFxh01jBTM/S7RwihIpQkevKbyOAyqvcugZxBdN/HFTOorVv01EWszj1axiKp3h4NbQxr0KSjF9Bdm9T0PMJxMKamCJtdmkkdo25jLIzSvVdFG08RlodNPsc0kh2N1GSSrWoNe9clt5hEURVqa/Hz3XTqLEyPQDueSkYX7xuhXsvF7gakSzovX3p48TToeXTb3sk78ywhpeTN91cYLWZZnn+4QXmzaZMvnDpppzjFs8Ixvbjd/uHn2Zv3djANnbMLU48/+CmhNJGkdjR4aPudjUNGCxlG8rHtOw5U1vbiQObqdgUh4MzcaOyk7dt0uw7laouF2VGKwzl152adqYkRNE3FmtbxyxFTE6M0m22UCYXgIKBaqyNGNBRdobVSJ5/Poc+m4cghk8pgF2IKfPvuDomFSVAUxH4LLZVElrLInUM8r4+6tEy0s4MmEiiL5xFSwvYqUomQs+cIV3+PKPDAKiDmfgI230N6nfiGp/4E5K7A3f8H0ms8MBYi/RLKxX+BKPwssvL/Jrr5dcLbf5xw4z8g3PhrhHd+nujG15DlvwvpFxFz/zYi/8dBmcPvfScW8hITqKt/nygxjl34GlHoYCZm0Ld/i6B4gaYfoRtJtO23sAvzqJlJxO4KSuBRS48zNjZFtHkPb3KW/sDGOKwgshm22x3GhuSkXj7JgpmHSBJOZDh3ZoHWyhHBaIIrF5ep3akCMPfqHPlcmtZqm7CkkM+mOLMwQXO9R2E5zY3Vfbp9hzPpUQBGFh+0dZWtHo7p8erleUzjfga4fjhASijNPN5Jqx0NThhMTxKbu0cc1Vp86cXzT03Y65gNls2eslY+DKdO2hcAt1Z3EEJw+ez9hW6xGEdOGo2HI3fPEnc3yxi6yuJQEGJiNjZER0MnbXOvRiQlZ46dtIV4/+ZKk7mp0kl2JT2h4dagkEvT7Q0wJwReWeIHAVHRRwawc/0IdVIQdEIqG1XUaYPeWptowgA/oj9UwOgddZCmRnDYIkonEdUOYSqF2hogTQtl4CNVHQYREnGijIhvIYhQggIQotoqoOPJ/wkQELWfyJjJqA/OrwMeJP4IkXdI6KygJi4R+AMCt4yReY5+axVFMRBaHteuk8ot0Xd+Hc2oMmi+gKVv4Iavk2KdwHydhL8LmcuoXhOZmEaEHh7x5N0aToaNVrwAKo3GixmZzoDj00gKtCOH4pUpKtfjyO/iGwt0VrsUL+Z4+9o6VCSTV2LlqcpKNx6ybMhXXlziaC3+/8SZ+4XRd67FNNfnXp58wAAdo7wbvyMTM0+e6/44bO9XOKw2P9QANeo2xeKpk3aKUzwrHAdF2h8ivvFhCMOQO+u7XFiafqD9x7PG6GSKXsd7QPjEdjx2DhsnQUyAsaGNrOwOnbSdKpOjeVKWydhiGhlJbr2zF4tqzYxSWo6Pb23ZzEzFi31lDIJqRD6d4ajaQJ3UGBzYlHdrJNMWmTN57M0exWIROWlCKLG36sjJFAjBYKVMulhEmSqg7LcJfJtoZhR/Ywf8AP38FfADlKMmcnwSaVmEK+/F4lbLL4PbhZ24BENc+gsQOLD2HlI6CKHAlb8Jfg+u/58eamQt9CLKwn+BcvlfI6b+QzCmwVkD+x5oOcTEX0ac/XsoEz+CsJ4D/RX83reACC35ZeSt/yvCaxOc/Q9xBgdYmWX8lf8Z1e8xmPuj+J5NdtBBHTSJznydamWPfH2XSDNwx5dQqnU0e4B16UX2dndIVet4U5MgBFalQ5CxGFuewx42q5594yKDow6y41G4NEE2k2LnrR2irMrLb5xHRpL63RZeEV4b1l3X73Upns3wvaubTJSyaO34vSyduW/rBh2fQdPHLKl86YUHVY8rO/G7MTrz0QFMKSXVg/5TCXS+eXWFlGU+1XYWxwGZU9bKh+PUSfucQ0rJrdUd5qdGSafup7RHSsPar/rDkbtnhWMu/ZnZsRPjmM2bpDI6Bzvxon11p0rC1Jkei6kViaRGfixB68Blbjo2OFEUoZckzpFECEH5qEZiWqG14VCrNdBn4td06/uHaLNxJLB8rUryTJb2nQbMxD/w3k4bZSTFYOUQZkdw7u0QTJUINrbxJ8Zhdwd/fBa9vE80fhajto8oXUZv7BMl5xH1W0TaGKL1PYR2EeHfRBc/ix/9MyJFhaj66ccs6sUOmuxD4o8gI5+g/30UfQqpzeJ2b6InZnEdm8Brk8ydp9NYw7RK9HtNkvnfQIajqIN9JBpeo41EMGgM6Re9CImCJXVCoZFFJdQSmD0HUml6mwdEiQT2QYNIEUzkYlWqPcdB6fiMPD/N5vd2iHIqL712jsZKGzGt06z2CCoho5fj53h4u41WUpidLzI/VeTwXpdkXidTuh8R+9Y3VwH4kR9b4lE4HDppk3NPr7XBh+H337tLMmF+qBJcvW4zMvLZ0DBPcYo/jEgmdXRdodX64TJp6ztlHNfn8mdIdQQYH/bEquw/SPWPpOT8wvjJtolhoLK81aM3cDmstjkzF9vC8aFDdve9IyzTYKyUw0xppMYN3MOI6ck4GBoUfYigvd6nUq2TPZcGCUfXK4yMFEkuZYh2XQr5PN5obJvr1/bBUEkslIi2mqTSWeR8EfaaOJ02cnEKfB/26pjnnot7j65tIyOfcHGBcO0qkT1ATC0jclOwchspfcTIeZh+Hbl2A9mP53yROQcX//dQ+w6s/J1HjpcwZ1Em/jLqmX+Aeulfol7+DdSzv4gY/UmE2AJ1FowfJej/PjJooqV+hGD1v0JrXCWa/wt0I9CMHIHrktz5LcLCOeoiQzo3Bbd+g1BP0i1dQnou1t4K3dFFxmcW6V/9PlII6sVxzGYH0R9Qy2aYm53FvrOJPZHn0oWzlL+/Qpg2uPD6ZW7+5jUAzv34JQa2S+duE2spQyGfobPdJRyEWIsW55Ym6ZUdnKaHPyJpdgZ89eVlqve66JZK/gOZsfVr8XriwkvjpJMPOilH20ORrvmPDmC2Gy6uEz5xJ63W6HBv84DXnj/7VAMfzeG65ZS18uE4ddI+56jW21QbnYcMUGlYKFqtfHZO2mG1TbfvcP4DUUIhBNMLWfY3u0gp2dyrszQzgqLcf9UKMya9o4C5Yfat1uiQGBf0jnycnk+50iC7aOB2AjZvHpGYVRGq4PBqg9zFWOChfbtD8blRgq4P6GgZk2CzS/LCJN5qFe3MNMFhg3B8BNnrE2TzYA/wkjmE3SPITKIO2sjiFbR+hTD7Ekp3lUC/CPYtFO3LIJtozjkgwFXfhLCM/BSURxnWwP6VWK448TNIqeN3v4VQcyjWKzitN1G0NEKfxelukMgs0msfIhDoZolQ/h66tU6n9nUy5jv0vC9REO/iai+S61/DTT2HWb2Knb2AsneVTmaJRHmVRnaaXOuI/tgs6WoN69J52tdW8cYLWDUHaekow9dIXy7Qv9skdS6Pv+cReRFH5oBs1wQJ48/nAdh8t4YyqfC1l+PI4cHdNtMXcydZqUa7z8r12AgtXy49YjRgbzOmx0wvZB+5/2nh2AC9/sLZR/Z9sW2fft+nNHrqpJ3iFM8KQggKRYtm84djh9xe3SVh6izNPkxbfpY4ZgQc7nZPtt3bPiKdNJkeL5xsy46YWGmN8laXzb1Y6fDM3JCJcjYOWG3dajA7PXIyn1ozKn4ZctkU/YFNMBJn68o3mtTrTSZfip3A3uqA0kgBbT6B7EWoHUHfClAyBu3rhxiGiXVxEna7GJpJMJeFMMK+s4V+ZgE0FbFeRkulkfOTRHdXiAIPefY8hAFyZRWEivriz0P1CHkQKxCLl/86hCHy/f/2/oDM/gLM/TnY+ofIe//VY5tZSymR7lvgfg+0eTB/gnDwHpG3i5Z6lWjrn6Lv/v8IR79KL/8lpAxIpJdRbv0jVL9PffqPoGomolPHqt7DP/fjNFt1xgcthGfjLL1ErzsgvbsBs4sctntMdPtIwJ2bpuRKGLgkr5xhYDvIjRrWpRkc16P23i5ogvEX53j/7buIms/sl+I12c1vbgLw3DeWURSFys0WADuizfhIhnPzYxzd6TB2PvNAS5dv//Y6AF/7xvJDY1HeHDJTFj7aSSsP37UnzUb53vt30VT1qcjufxDNpoOmKadKyh+BUyftc47ba7sIIbi4/KCs8NhYHDmpVj87J211+yjm0s8+WFQ6s5hld6PNUb1D33ZZmhl9YL81qtA/Ckmn4ujJYblOejp+Ffdutzmq1Jl9KabVbb1dpTiWp3QhS/1Wj7GZETKLKdyNgInXYrVA7RCSF0aINvrkXliAroc5PrymYV1aZAOKQtSPkIpC2PORQhD1QyQCbJBCQ+l7oKQQ3R0QRaLeP0dX/iy++G1CKuA/XpXqUZD+Kti/CghI/CxSmvid30IIAy39dZz2WyBDzPSLdJvX0YwckUzgOg3S+TM0a+ukx36F0B/HcHoI4WG3R9BpUe/OkpB1msESibBJkLmI7nUwxi8i7C5eegJhD6hgods27tg4WqVF7sXztN7fZDCeZtw2UAyVlVoNpRGw8LUFjt6NFxCD0YgJLw/AxIsFnL5Ha8OmcC7J4vQIUkp2b8ZO2jG+894qdiWkOGmRzDxabW1vs41hqs+8Ju1xBug48DF66qSd4hTPFMWiRaP+8Z20MAy5u7HH+cXPluoI9xkBh0MWSRRFrO1UODM79gClWgjB1HKW/bUuG3s1kpbB+EgcqMpPWphpjc6Ox+wwayalRB2XOPshUkKl2kSfVFAMwc7bFYIwZObKOHpWw98OKBYKRDPxWFTejRV5M1fGGNypk05n0M6OgB/h3DtCzhZB13Bv7WJkcmhn5+HeIUQR0bl56PcJ1jegNIY6fRZ56zZRFKBe/hlIpIje/z0AlNwSnP9R2H6XaO93T+6Ti38DZn4eNv47uPF/RAaPXq9I6YDzr+J2NPoFMH6C0L5O6N5DNc/D6j9C2/yHhMWXsef/PTy3TjJ3if7mb5Mqv4U79XX6eoFsYR716v+MVA3KhcsYZgL9zvfwrBzpi1+itXITo9emMTFHImGi3lvHHimy9Pxz7H7rbQCWf/qr3Pid91AHPtNfu8T711fQdwdkL04w8D1Wv7WBkDD9xgxRFHH3d7ZAhRd/8kw85tdbAHRzPl99+QxCCA5vdZi4fN8+dvsOK+9WQMC5l0Z/cDjYW+swOpPEtD66efQxY2lq/smxUXp9m2t3tnjx0iKp5NPNcDUaNoVi4qnVvP1BwKmT9jnH7bVd5qZKD1AdIaY7CgGVSv9DPvn0sbpTYWo0Tyr5YNHn3Jkcuxtt1rbjRf7izMjJvjCM0AoRbjeiVY2zUodHDaYux0Zq9e0Ktu1y5o0JhIDy9S6lkTyjL2Tp3/PJ53NkLiZxV30mnp9GJBXCdQ/jfB5ZcTEX4glP9oCkgTjookyOouzU0BbOoO4cImYvoGytEYydIVp/C7+4jLL3FrL0NfTGLcj/MUTrm6C8AsEGhnsBQRpH/22k/35cU/YxIaWDdH4H3N8FtQTWn0RKQdD91wihoGW+gdO5Ruh3SORep9u8A1Jips/Qba6RTE/R7dRI5P8Vqr5P++inySV+j67zGqPiHVwxQ9beJVRz0CgTqUn6e/uEikHQ7BIqGkU9jRQKahD/3HcOWghg9Mo5/KM2/nwRsdkldXGM3Td3AZj68gyHb1cgrTB2voC34ZMcNcnOJvnWr65CCK/85BxCCFplh27NZW6YZWu2+1y9uwstlfmL+Q8dm617LWaXss+0YfTHMUBHR8N6gLFnL2hyilP8YcbIiEWt9vEDj5u7FRzX59LZ2ad4VR8PE7NpVFWcMAT2jpo4ns+5D1AdjzF9NsveapvN/TqL06WTRaoQguJigsFByOxUbDeb7R7apCR0JLX1HkfVBoalM3Y5z8G7dQBGS0VS55MEGwHpdBI77yNMhaO34ibaI6/OEVUdDFtBLuZAEXTeXQddJXl5kfD2IZpuolxZQnRt3I1N5MIkwkoSvH8DAOONn4Vmi2jzHkJPoLz0U1DeJ9z8bnztz/91yBaQ3/vPkYPK8H4UuPw34cxfgYNfg9//N5DVbz+QVZPBLgz+OYT7YH4F9K8Q2u/HSo4OKO//31D2/wX++NcJLv1N7N4GifQcTmuP7L1fRlolDktfIp2borfxDunqCoPlH2cQwqgM0avb+Je/xmH5iOLeBlLVKBcmWczmkYdl3DOLpJIpwpubiNkxGr6Hd3MvvrYzY+yu7aOVHUZfn+Pda6uoOy4IGHlpnHsbhzj3BmTOZjCGzdgP3m2gjKhMLuQ5vzDGoOnR2h0w/fx9J+2776/hHIaU5pMYj3DE9lc7TJ95PMNkf+vYSXtybJS3rq0SRhFffunpyO5/EPXagFLpNBj6UTh10j7HqDc7VOptLi4/bIA0TWF0LEX5sPcZXBkMbJf9SpOz8w8boIVzBXwv4trVA0YLaTKp+4vho1qL1OSwxuxmkyiKKFcbLD83SiKtce+teHKfWSxRPJOis+ZTGimQu5Qg7EjUtk7inEnUiWhvtNHOJBjcbKOcHRZXrzWgkMC5sU+0XCK8c4A4t4A4qKOeOY/S6iCmLyJ6bYL8HPTr+IkphNsG8ywi8pBOAoSB0quBMkvQ+vuYyn9EKNbxxJvg/OvH0h6lDJDeTRj8TxBsgPEyJP4YMuzid34TUNAyP43bWyFwDzGzLzHoHRD4HdKF52jX7qLpKaRI4gc3SRZ/DbvzMnllE6TE7c1hyH0q9mvkgjuUxWuU7Dt0Cq9TaK0Qzn8JdfMa/fFzyJWbtIoTlBotoskJ1N06Im1xuDrsw/PlS3RXKnTHDfQdHzWhUnxujJ1vHyLnNb7y6nn2v19n+vURgjDi7d+IC8Zf/qmY7rF9tQnA/Isxpefb760igNauy+KVwkNjc4ytey0Wzn34/qeB71+991gDdFQeCppMPHtBk1Oc4g8zRkeT1B7Ra+zDcGd9F0PXWJ6bfIpX9fGgaQoTc5kTJ21tp4IixENMEoDZcznKmz16HZfF6ZEH9llTKs5BRCYdB2bLRw2suTgztv9+k2qtSWkkz+QrRRo3e1iJBJaVQF/S8PcDevU+fhSQvVKg+X4VTdPIvxKzToKVDp4I0JaKdN+JaXqZ1y9Cy4aDDsr5GdBUBt97F1QV/eVXCVfWiLp99MtfhUyW6O3vx9m95/8UZDL4v/vfIAMPxZhAfPkvQugSfeuvI4P4OQohEGf+Erz23wMKvPtX4M2/gNz+RWTrl8H5TRA6WD8H2gXC1m8i934ZfeV/Qb3xt5FeA2f530Zc/D/TbdxAMwtAEuvaf4vq9agu/hk0q0AUqeRu/ypRIste/iKFkQmiN3+VUE/gnf8qg2adzM4anakF8uMTOG+9hwSmf+ob3H7zPRK1DsUfeYnrN1fIHvSw5ke5cXBAsuxDJNEvlljf3CdTgfyFEZSkxvffvYfYDZj/6n1V0e03q0QzCj/ySpxF23s/to/TQ/vY7Tu8c2sLUVeYe+5h+yelZHelzcz53EP7fhB7m21SGZ1C6clkvDzP5+0bq1xYmn6od+jTQLV66qQ9DqdO2ucYd9bjaM7FMzOP3D85mebwM3LSNvZqSAnLsw8boKUL8cSzcqMWy7N/APvlBtnpOHK0fr1Bo9kl8EMmJkZYeKnA9tUWuq6Ry6YZvWLRW4so5LMkz8dGqnXDRhlSuLd/bx/9vIWzP8AmRMnotN7eg/NFejd2iRZLyL5DkMkgAN8VSCEIWg5SN5DVNqSKKOUKUXoatt4kyCyh7P0GjP5bqL33gRcgqiK6q2jiJ3G1bxLImzD450h/BSnvK5FJGSLDI6T7fRj8U/DeBGUEkj+PMF4m8jbxO/8aoSTQMn8Et7+Kb29hpq/gex5uf59U/hLd1h5RFJDMLdFu3iE//YvIMIVXfxlLfZNa7xuMi99lIOcoeIeEwiLqSwSSektDjXyafhY9cEgtvIDotnEnF2H/kMPCCNmDBrnXr1D59m3CvEU+sEBCpShI7gWUXp2kc9TH2bPJvZijqKep3+sy8+USb9/cprfiYBV1SkuxE7PxThzNnX+xQGOYRVvOT+AOQhYfYYQAfC9kb6PD4vn8J30Ff2i4bmyALi7PfKQBOv5NTU6eOmmnOMWzRGks9bHZIVEUcXd9j7MLU5851fEYc8s5dtZiFeC1nSozEwUSj2iuPX8pTxRKBpXgARsppUQZDfE6Ea1y7OQcVZsUzlmousLWW3Xa7S6jpQLTb4wQ9CKsrkUURch5CRFsfTteN4y+MYWz2ceKDJQpC5HV6L9/hOvYWC/N4O00kS2X9GsXQBE476whdRXl4jyDt68i/RDjS18FGRFdXQFFQXvjx+Cogr/6Noo5iXj9a9A+InjrHwMgSn8C8dqfgcY20e/8JSJv7yRrJkZeg6/+Yzj/l8CvwJ2/A2/+5/Dm/wDv/RP43l9EfvNrqG/9DbTN3wC/jzv9Rxlc+mtos/8O7dr7CEUjkVxEeetvY3a26Jz9c9iJcTL5OaLrv0KiW6a29FMoVga9cUSyvEb4/DfYPTxisnqI8DxqCxeYm50lfO8qwfwsjm4QXV0DoD5ZwGn1ULebqM/NUKk2GW8KVEvnbtDBECrevS7jX57m1r1dOitdcCWTX4rLK9qHAwZ7Drnn0idiMLvvxk7azEt5IC4FCNyI3p5/wj75IBplm17LY/7Cw/t+ENtrbeaWc0+MLvjerQ1sx+Orr1x8Iud7HCqV/mlZwWNw6qR9jnF3fY+psSK5zKNpV5NTaQ4Puo/c97SxsVclYehMj+Uf2rd0MV6YN/Yd5qaKD+w7KDeZns9RGLdYu1rnqBZPYOOjeZZeHaFyd0A+k0VRFLLnNfyWxC5HRKM+Wlqw+50aQcHHGNE5/M4R+qX4B959v0n6pXE67xyiXBpFugFhpCEMHW+9DuNFnKt3Ceem8a+9R7R8CWXrHsr5n0ar7hFMvA6tDQLrEiLoIgYaaKNozXcR5k8S9X4JM/hTCCax9V8hEja434b+/4js/xKy/0vQ/0Ww/wX4N0EdB+uPI6w/BiJH0P8+Qe+7KPro0EFbwR+sY6QuEkQJBu0VEukFHHuA6zTIjlykUblHbuofItQjmvt/llLyV3D8aaxAR42qVJ2vkXWusi++zGT/Ks3084w17xKMnEFs3SVIFemsbBCoOmNW/EwcNYVwfTqTIxjbTfJfPkftO5vIpIZZyuDu9Jn42gy//0sxxeXVP3OJ3e/EAiDjrxf43tUNxC4sf3X0xDBsvNNg6kKWZFbnd99ZQVEEBT92gs688ODzP8bWvRZBELF86dH7nwbevbmG4/qPNUCHB11UVTA6dmo8TnGKZ4mxsSStpoPnhY89dq9cp2+7D9Vrf5aYO5Nje7VFf+BwWGux/IgsGsDCpTwAoq2QTd/PgtSbXYxhUmZrmIE5qjaZmCoy9UKOje9V4v5ZI3nGXo4zLf6GoNcfoC6pCE1w8O2hdPyPLwIQ3vVwXQflYpbW2/t4tkPmjbh+ilstRMqEMyP037xLFIaor15A2g7y1j5KsYh24SJcXScYtNFf+gZk0zj/6hchkqhLPwZLy4Tv/BLRwc24l+fSX0W8+ufhaBX5zb+GbP8DZP+fIvv/COxfhlETXv7fwOv/GVz4j2DyjyOtCSJdI8otES3/O0Sv/ff0z/9l/LGvkBj5cbqNG8jII5W+gPzu38Rq3MY+92dppJbIjyzS2nibkc1v445fppZdYnRsDvW7/4zQTHE4+RxCRqTuvE+/OMb4i6+w/63voA9sCt/4MW7dvkt+q4p5ZoZ79QazbQmRZCsryOfSeFcrJF+YYL9S54wsEnkhxTcmePvqOvlK7IBPfSVmFP3uL98B4I2fWz6xjztv1SkupEiPJmh3B7xza5t5fZQolCy8+HAQc+tm/NwXLucf+75tr7aYO/P44z4OwjDk99+7y/z0KDOTjxb7etKoVganZQWPwamT9jlFtzdgr1znwkcYoOnpLPv7z95Jk1KysVdjcab0gGrjMXKFBPlRk/aBx9zE/Ukopja2mBwvcPblEVbfq1OttrAsk3TKYum1ApEPYS2e+BLLcQRu4zs1er0+xZdTbP5OGQmMfblE9c0m5oyFNZnCudan8JU5wq6PUBKomQTh7SbJl8/iX9tFXDlLsL2PPzWF7HUJk+OIMCTydKSqEx2WITOLtnsXP38FsfVLiLG/jPAOoechtGWCxn9KUvwtJC4D7R8TJb4S0xjVaVCnQH8eEj8Bqb+ASPwUQp0kCmr47V8b9kG7iJr+cdzO1dhBS19Eijz91g3M5CQoGQbdXdL5ZTqtA1Kl/wHduk7r8N+gZL6NkF0a3T9KPvh1asEbTPvX8UQOwzcQkUvNmyThtdjVlsh1DxGXv46xeQf37BXcd6/SKZUYb7soaYuNe4eISDL30y9z9O11BgspFuzYscq9Ps72b++jZFTO/8gcW79bQU+qbGkt7LqHveez9LX7Re1rb9Y488YI1UaX6/f2eP25RXZvddANhYUPoTuu3oyzb2cvjzxy/5NGEIR87/0VFmfGmZ746O/c3e0wNZU56eF3ilOc4tngmGJcOXp8Nu3u+h6qonymDax/EIvnC/Q6HteuHyAlLD2CaQIwfS6DUCGqPzjHHB41Sc3FTJONd+oMbJdez2a8VGDhSyMcvN9BhpKRYg5lTKJmBZ3rDp1OF8UUlF4sUnmzTiJhUrxSQqQVBlc7OI6D8XyRsO8R3OuRnBlBm88TvH9EFAYoL00TNrv4d8uI+Qn06QnCtzaJQh/rJ34aXJ/Bt/4lmjUBX3oJWTvAe+vXUBMX4bUvQzqH9+t/C9lvIISCcuGvIr7yf4B6Bfm7vx7XiGsLYLwe0xpTfw5R/JMw/28RLv0c/sKXCc/9AsoLfwfm/10GwUGssZX/Gr3GbQK/S9qYQHzrP8Zs3MW99O9STp0nlZ2g16hQuvbPkEaSrZkfY2Rshv67v0WydYj76s/S7PVY7NQRnRbtK69hWSnUt9+DbIb9TBal3ECttWktTSIUQXq9iRhJ005rXM6M4Rx1qU1oZDNJ9HUXxVDZTTrYrkdyT5A/myM1mcRxfW7/5h5CF7z8M4snz3TrzToLX4ptzu+9G7coGHFjW7v4ysNByo0bsZO2+NxHBzBdJ+Bgq8vCufxj38uPg+t3t+n0BnztlUtP5HyPw2Dg0+m4TJwyVj4Sp6uQzynubcYFv+eXpj/0mJnZLI26Tb/vPavLAqDZGdDqDk4aWD8KxdkEvXKAlbgvrdpo9fD8gKnxAudfLbFzp83BXpOxUh4hBGNXYg5+ayUkiiKigoOZV7n3O0cMbJuprxbpbNu45ZDZb0zitwLYVxj70Sm82wMKr8widAXvWpvMl5aIbtdJv3EFBh6RmQFVJToaoBRGiFa2CKbn8N79bcLl11B2bsKZP43SPSQUU7Hi4953IfdTqK3vAG+A9Ajr/3eS6n9NxBGD6K8g9RIi8aOIxNcR5msIbQkhEsjIJui9id/+lyBd9MxPoFjPYze/i+/sYGaeB2WEbuN9dHMELTFFu34HKz2J5w7Qs38HM/MWndrPk46aGOI65fafZprfxJcZZHQWw1ljV/lxRttvcpR4ganWXbz0FPrRIdKwONhtokQR+XMvIBtNOguLiLvbOOfnSK7W0UsZ+k2PqO9jvjKJ+36T1GyGG80y3HWZ+4kphCLY/K0yk18e4b2VXcY7sXFZ/npM7yivdelUXc5+eZTfeesuuqby1RfPsPJOjcXni+jGo2lIK9fraLpyknV92rh2Z5Nu3+ZHXnu8Adrb7TAz+2zbApziFKfgZMF28BiGiJSSlY19FmfHMR9BJ/yscEz1f/vNXQxdZWo0/8jjWj2b1IRGdy94YHu52iJbTDB1IcvGOw2qtRYAo6Uci18pEdgRsqKTMA06nS7WRZWjt9p0Ol2EEMz/5DT9VRvDN3A8F/1KkvbbNZyBTfKFUVRLx3u/ha4bmK9NEe52sLdrcG4UNZvC/f0NQJL96W9ApYt76x6JxUuwPIn9u78NAw/13AswP4fzzX+CbHfQ81+BH/kquG28f/F/QfoxTVNZ+hMoP/n/Aj9E/vbfQ66sgHIOoca2I/L28Nu/Sji4imLMo+f+BGHoMWh8CyF0koWv02/ewber5Bp76N/8j1HtBu7rf4NychnDTCOEQebt/w+602L/3J9Ez48j+wPy13+LcGyBdXOCfDqD+P1v/v/ZO8sAueorbj/jPjs76+6ezWazcVcSQoK7U6RIgVIolNLSQoW21KC0FCjFJViABIu7J5tk3d13Zsd97n0/TIQUQpAAed93n2+ZuXN3JvfOnP/v/H/nHNzRcaTMmEfLth3oBodQzpxOe1cPKd02UCroNGspTEzCeaCdkUwTaWmJBPcNglSCNUnBxPIC+jZ0EjMpkaqWLvJSE7HssZA2N1IPueNAK6H6AIkTo5GrI3HP2uHG1u0la1oMFpuLyrpOKooz6DvkxBCrIjbjs7tILQetxCRrMcV9cZ1Ze6MNQRDJKfrmbhRBENi2r47EOBO5md9NfWf/0drv0Z20L2JUpJ2mNLT1EG3UEx9z4uLRtMMLya5Ox3f1tgBo7znctfEEIk0QBHQJMqy9fvy+Y0Gofyji1U+IM1E0KQ5BEGk7ZCf28GcUNUE0cVJ6D7hxuT0ICKRNMdG4dgBRFMlZGJmD49gfJHdxJkjBtc+HeWYCYkDEVe1AVWrCu2cIw/QcCAgEXSISoxp/ZRfq8hKo6UI+cRpidw+BhHREjx1RFg9yOaHmaogrRdFeSTDpDCTD25AopiFRxCAb+giJYhlisAlh+Cm0smcQseEKnkdQ2HLss4dGCLl3EbC9Q9jfhExdgCLqHESJDs/wWsLBYTSmyYjocQzvRaEyo9blMjJYhUoTg1QRRGa4F7WhErflcuQuAb1iHRbXPGLpRRbupjd4AXGOVVgl+SQEhhBECW5SUXmHaFMVETvShi9vGsbmaoSMPEZ2VBJUKkmJTkQMhOjUa9F224lfWEbdW/sRlFLGL5vAwLZuomck07ixC1wiuWdlYGt3YWl0EsqVIIqg7pajMshJq4gsRuo3R6yQ0UUqalv7mFqWg1qpoGHvMEWTTizi6w8OkVMUfUIRdyoRBIGte+tISYghK+2zjW7+l+4uB2npJy/aHmWUUU4tR+pAT9YQyzLixGJzfmES8/sg97B9u+7gEBlJMSfcje8aGEGfpqCv3nlcp8P+IXtkoTw5huadwwxZbEgkEBNtJGdmZFcu2Bb5zbQ7XBjGqnB2exmss6HVashYkAoi+KuCkd2zMh0hRxD7AQsqnZro6WkED9qRClIUFYkglTCytg6JXIpxXjnBml5CQ3YM06aAUYN79VYkMg2ymeMhEMD10dsotdkwfRxIwLPi70gUWciTp8P0aYiDjRGhForUaksSxiNd+hKStNmIh/6D8O4FhA8+RnDwDYLO9YCAwjAPuX4GAXcT3pFtSOVRqKNn4ezfibT1I8z7n0de8zJ+Yzr+OX9mWGpGggSDMRX55ifRjrRjKT4PtyGVGHMy8k2vIAuH6CtZhEQqJb61DqnHhThnCQMDQ0QdqAa1mgajEb1EiuRQK87cJPQxJgxNVhBEXIVxVJQV0vtJPYEMPQlZCZg8CtydDlzZkcRzpt9EyBsmfX4KdpeX3TvboCdM/sJjO7stWyLxMXtmHBt2NyCTSZk1IY/mXRH3yefVkjVVWsgrP7nDpKXWCnBKSgbqmrsZHnEwc0LJd9YO/0ipTlLyqRsf8P8ioyLtNCQQCNLaOUB+VvIXfmEyMiILyY4O+3f11gBo77Wg06iIjf78bepBq5OoZAVCWKSxynLs8WEbapWCKIOWwsmRgDPcFCDWHBGbNruD2BIFTdst2O2RIF2wMAFHrw9Pj0ByaSy6NCXO/WEMCXq0RSpGtjkxlEYh1UvpX9uFalIMYVuAgAckZjXWtdXIJ2YSqu9BXV6OxB8i4JeCRovYPIA0swShcgf+7DLE9l2QthRCPsSBXkRTGZKGfyBJfABJ2IXMshsUZyEG9hAefAR16HdIxCg8oWtwe2/Bb3udoH0lYV8TUmUmStM5yLQTCXrbcVvWISKgM88jGAzjGN6LUhWDxpCPZaASuVKHKuoQEt0NyFUDeKz3InHYiNZ8gN03FUXAhDa4hZ7AWaQF9iAIEpyKKWhHDtCumUHq8D6c+nSirINIlCq6hwIoAz5U46cjaWrGN6aE0M5a/HEmtCOhSLeqiix8e3tRViQRqHYgBAT6EsMo60NI5BLSF6TQ/FEfAP0JHiaMSadtwzB5c+KRySM/HXWbBjDGqaiydqJVK5k2LofWqhF87hDFU4+fn3cEURSp3T9E8fjPf/5UU93YyYjDxcyJxScNQKGQQHe3g/SMUZE2yijfNcmHF2wns/E3tEbmf+VnnT5WR4DYRC1RZhU9LS4yv8Bp0jNgIy5Xg33Iz1B3xNrp8wewOdwkxEaRNzUOx5CftioLpig9CoUcfaIKVbwEW1VkkLXD6SJphilyvi1W9DodMaUmZFFS7Ltc+P1+lCVaZBo59q0WFAol5rmZiJ4wtt09oFeiGpfEyIZ6xECYqAUVIJXi3diIVKlEOauEUFsfvpo6lKk5SMbl4dm2DoYFpFGxSGfPINxZR2Dj68i0E1AUnAdTpiJ2HcD/zm0E7XsI+9sQJBaEigsRpt+IoNNB1etI1/wd+a7VyJraENu24av5J6HWd1EN9qFuryL88U3oNz+MrnU9YaURS8GlhKf9GrsvSCjgxWzOQFjzKPqhBlwl5zJozCExJQfnlncwDLXhqTiLYVFBlikKcccGnOm56AvHMnSoGkNPL6GJ43H4A2QPehCDIQZzkxlfVkT/+3vxJhkomjqGYKMVX58Dd5GRqROL6fqoFaQSumKClI/JZnDTIHKtnJQZCWzc3YRQFwQRshce24lq2jCINlqJJBGqm3uYWpYNPgk9dQ7ypn7WCut1Bemss5E3/uQirbHKglwu/cbNt0RRZMveGmJMhhM2qfs26OmOfMdTUkZF2hcxKtJOQ9q6BwiFwyfNEmZmmQBob7N9+2/qU3T0WshIMp9wwdszYMecEZmdVrVn4Ojjg8N24mMinYiMZhWJuTqGGoOYo4+INBdpE/S4LAGa90Za8Zcti4wfsO4PodPpiJ2qxXEwgNfuRzdRhbvVi63NhXqCnv4N3chz9Ej1CoZXtyGblICrqgtpTjJIJHjq+hFTzPg270YzYy7Sjj6E3PHgdSF4FYj6aEJ730VSeCmK/jp86gKQKpE0PI0k9SEkvlYUziEk6qsg1Ihg/S1yx2JkgUmEpKvxaR5B0HWhMC1CoZ+OIILHuhGfoxK5Mh6teT5eVy8u6yFU2iTUxnyG+/ei1Nehif8DqP6EEMogYPsbctdGorWrcfjnEHBmEBN+h+HQZEwiKDyNtMrPIWVoNU5FMsawFInfRaeqhGhrK0NpE4lvb0Cank3vtgOIUimJY8vxdw0wkJVEdKMFQ2k6B9bWIg0IjLlyMp3vN6FM0NCv9aOoDZE6Kwm1SUXjyh7kSQrUaSry9fFY2twULo7saIqiSM36AdInm2jrsTCrIg+VUkH11sg1HzP983etetqd2Cw+xkz49kWaKIps2VNDfEzUl8q6d3U5CIdFsrJGRdooo3zXxMZpUalk9HR/sTuksb2HxDjTCZtqfV9IJBJS8wzYe4NkJJ14h6NnwEb+hMhCvH53xJkyZIl85vjYKApmRBbwrTutRzvROpxuDGPkDOxzEQ4JOJ1u4gtMmHMNDO9wo9Vp8AX8aMarGN5hw+v0IVFJSZ6bjmuXDRlSDOUJSIxyBj5oAEA7J4ew00ewchhplBbt5FyCuzoJjNjRTBsPJi3W5W+jVCXAlAIkegOO1/+LSluMmB2HrHQC/i1vEazZhkxTgqriHqSzL4L+LsIr/kiwZxUh13bC3oOI0WYkM38CZz6OtPR6kGoRm9+DPX9HeeBV1FUfIK9ajtjwNgh+hPzzcEz+OYOFl6LKPhOP24HXM0KMLhbJB79BO9yEb/zldBrziYlLxl27m9j6zYSzymjWpREfl0B41RuIUimm86+kpqaOpOpaJDodDWYzaXFxeNfvw5UaS0pZAdLGIUJDDoIV6RQXZtH8xn4EhZTMJSVER+npXNkMOTp08TrKSzJp+7CT9HnJDLnc1DT3Yu5WoolRknTYZSKKIk3rBsidE8e63XWHk5i5NBxuxHXkGn+ahr2RrtmFE0/euKOhapjsU+BGaWrvpX/IxsyJxZ/bY+DbovdwIiZ5VKR9IaMi7TSksa0XpUJORsrnFx0fIT5Bh1aroK115Dt6Z2B3erC7vGQknzjT0zNoIy5ZR2yilqrdkQV7KBTGMuIiLuZYrU9qqZbh5iBKeaSmwO5wkT8zct66DcOoVSoS8kyYslWM7BOQy2VET1UhBqHxw270k9Ugge4P+9FMNRD2hnDtdxE1K4WRbV1IimORyGX49g0iK0vDtnYvTMhHGHEgKuMQNSp8u/aiGDsbWU0NnpwKxJEuBK8K0ZSNsmEdvpRl4G5H0rEeScrPwbkDuaMHecxTIAki8b+KWlyGVv4OMmkpAemzOMNzcHqvxuV4hHC4CVVUOSrjZJyWA3gcTaijopHrenF6foYu+UFU5n8SDlvxDN+EzHM7at/D6JWV2IOX47OZSeZ1bMJYwqF8jPa1dMnmkOZrQwz56NXOwtS7k25TOWlDjQg6E1ZrGKXfg7dkCpqmZhg/Dse6fQQ1SvQx8YQHHUim5RHY0o08QUdUdjx9W7pxF2kwOzX4enzknpuBdyRA28YBQiWHLRqrI8GleEkke91Ta2ek14s/2Ue0UcuEkkwADm7uJyFDT0L65++0Hrknxkw8ufXwm1Lb1MWQ1cGsiV/OxnHku3QkATLKKKN8d0gkElJSjXR3nVikeX1+uvqGyc88vayORzCnqXD0BYk7wZgPt9ePzemldEoSCpWM2h2RhOQRkRYXYyS50Ig+VsnAIS/Rh89jd7gwlsoIOMO0bBvEHwig1+nIXpyIqyqIUlDi9/nRTlIR9oQZ2BqZkZZ5bj6CM4zrgAOkoJoSg2VnJ4LFjyLfjCYzFv+mPkKhAKazp0JYYPDNtaj0scjmFRLo6iGwpxWpVofizNmEejrxbdyHQp1OeHIO0pQsvCseI9RejURmQDnuJhTn/RH8Inz0CbIuNYroS1GazkWun4LUPAGhcCm+CRfimX0zvjn3weJ/E5r3F2yTfoRt5s+QLHoaZ9o8XIDRXIDf58dl7yPOPYJy1a+Ru4fxz76Tdk0GOn0UkuEBore/gRidRHP2bFRqDVFN1Sj6OgnOPpMehwdlSxvqvgGGS0uQaXUktQ8juL3YK/IpG1tIy4sbCOmUlF06m5DTz/CGFgJjoqmYWITlwCCuDgfOQhXTJhRgrRzB3ecla2kaa3bUo1EqcO51k7MoCelhi+tQkwtrhwdzhY7W7mFmVeShVimo2zSIQiUlZ9Jn11C1OyMx9ojT6IuoPzBMYdk368IoiiKbdtVgMuooLcj4Ruf6qnR2OTCZVBgMqu/07/7fxqhIO80QRZGm9j5y0hORyb44QyKRSMjOMdH6HYq0rv7I30r/gixh35Cd5PgoyiYncnBXpB2w1e5CEMXjRFpcgYKQX6Rpn4VgMITX6ycpx0RaqYmWLTZ0ukgjkaTpGkaqg3hGAmgKJCjNMurf7kZulhE3KZrej4ZQ5mkwZEbh2GDDtDADMSjgO+DENLsQz7YuJBVpCD4/Qn8YSUoc9o/WIp06GbGzC1LKQK5E2tBOOHsC4f1vIyn4AYgSZI3b8KecBcNbkfTXI0n9JdjXI+n6J8qY55AqxxKyPYQw/AiqwE0ofH8AXxmCpBL0yxFNf8AnOwtnqAKMN6NKuh9R9wNCintQGLYiowTnwA9x996LQTKAyv9jZNIQDvEhRGsvKdJ3sDMBu6eCJMebDEnHohGjUdmqadadQebALnzKaALEoLL30xQ7npTOemQFpQxtPwASCXGTp+KtasFSmEF0/TCKGAPVwzZUPR6yLx1P+4omEEScxWpi2xTIVFKyl2VQ924XYkgkemYU44vSqHqvh6TSKGIyI9nrA4etkKG0IPMnFyGXywiHBQ5u6mfcnMQT3h8Hdvah0crJL/12OzuKosjmPTXERhspzvvsQPjPo7Ulcn9nZ3+3Q7ZHGWWUCGlpRrq+QKS1dPQjCCJ531GDg6+KOk5COCjS0fj5ZQi9g5HH01Oiya+IoeaISLM6MOjUaNRKpFIJOVPNjNSFiI6K/N46nG6iSuVIpFC1MjILTafTkL4gBjEI1j1eAoEA6iIlqmglfZ8MI5fLSZiZitQgY3h1HyBBOSPyu+tcP4AgCiRdNBWhz4Ntdwu6jDRk5UmMrN6FzC1HUpSEIjedkbffR0U8oVQVqknT8KxbhaRfg0KbjLCgHKKicL/6W0IdNQDI0sahuuIppMklhDY9Q3D5XYTbdxNwt+GxrMVj3YQo+NFET0OTvAyvVIY9MIBEn0xUwkzslmY8rl6iYooIBIL42neTdGglqh3PEdCa8Z31MN2SKGRyOSYhjG7106DW0Tf5EnwCZKqUSDZ+hCc1C3n5NPraO0k+VIMQH0d3YiJjc7KwvLcJZ2osY86YhuVAG0LzILLZBSSlJFD5321IggL5V0xEpVTQvLwWUSEhelYy+dlJNK9oQ6aW4S9Q0t0/QqksAZ81QMGyY3bB2sPxsdNoPS6JWbNhgLypsSjVn13f1WwfIK0giqiYL24aMtjrZrjfQ1H5ycXcF9HS0U/PgIWZE4pPut481XR12kdrv78EoyLtNGPQYsfh8nzptsI5OWaam75LkWZFqZCREPP5WcJAMITV7iYpLoryaYl0tTgY6nNjsUa2tmOjI1vboihiyBSQSGDf2l6cLg8ABr2O8iXJ9Ff5kIcjBbqxUxSIYahe2UNICJG6MJq2NQOEPSKZ56Xh6fLhawyTfWkRvgYvYUFCVHkSno3DmM8aixgI4621Yphcgm9zC+FJeYStIxAyIpqjcH64AtWcy5H29eGV6cEQR3Dzs0gn3IvUMYi0twd/4mzo+xChcxtC8gOInnqEhhsQxTMR1TciBBoJW28Ax7Mo/ZPQSj9GJ38fif9OQq55iP6JyKVnQPBcvNYLCIw8gCKwGkfXZHShWmLVv0IW/Ah3aAEeye/RDD9PnHQjNtlZjDgKyfS8jk1WgFsci3lwNd2aCST6HUg8FhpNM0jp2osjLhdN/zAyMUynOYfojg60c2bSs2IzIaWchIpS3Ac7CEzKRL57EIlSRsqyMTS9WkMwQ0V+RQY9H/aSuSgNVZSSHf9tgBgpi68sxTUUoHXLEGPPOxaE9q3qRpMqI7PATElu5H5tOWDFafUzfv6J79/KbX2UTkpALv92f37qW7oZGLYxa1LJl7ZxNDdZ0WoVo8XMo4zyPZGRGfWFddZN7b1o1MqTjtL4PggEQ8iiIzPeavYNfO4xA8MOJBJIiDFSOiOBxn3DeN1BLFYnMdHHfndSJ+jwW0V8h0/jdLkxxmvJmhZL/ceRB3U6LeZyLTKjhO41VgKBABK5hKyz07BssyEJSJApZWimGbBtHyJg9SMzK4mdkYljQz9Bt5+4heOQmlVY3qpEqdKjWJiDCAy9tgGV2oR8SRmCP4DnvX0gkSPOyEeemIL9xX+jCOejihkLS2aAVon7pV/hPfQ+IX8fYUUYFt0Gs69EcPUTfO8BQm/fDw17USly0cUtAWkUtv5NeBxNaAxZGGInYuk/gM9jIdqYTbhuI8pP/kT83teR2PsZyltAcPGDDHpChIJBkiUiinf/DnIFrjNuYcgbJCshgeAbzxJUa4m6/CZq6xtIq29E4nLRWlJMWnoqwTV7EP0BpIsmk5wUT9Mzqwmr5Yy7YREuh4fh92sRs4wUzysh6ArQ8X4z/mItc+aWIoREmld0kH5GCpuqW0iMNRLc40OulpGz6FhysmZVL1HZakZkbhZMiSQx7YM+Og6MMGb+Z5OYgiBSs32QMTNO7jCp2RcR9iUVX79kQBRFNu2uJsqgZVxx1slfcIrp7LCTPirSTsqoSDvNaG6PZF9yM75cljA3z0x7m41g8OTDP08FXf0jJMeZTrjoHbA4EcVIABo/I7JQ37e1F4vNhVwmJcoYGRDs9QWQqkRSiw3sXd2Dy31EpGkpX5qMGIbefZEOUdps0CUqqFzeRSgUJmtZpBWxdZuf9DOTkWmlWFe7yLqgAIlcQv+7PaRfWoZgDWJvGsEwIYPA5j6MZ05G9AUItNhRlRbiWb2D8ORxiLYR/H12ZFmlyPdX4imYDF4boYPrkJbfhmywHplTTyBlCbLh7dD8Fl7TlYgSOfKeXyEd3ouovB+J9gak0gAS378ID5yBv+eniNYDqIIZ6KRnERrOIDAoQxuWohe3Ihk5l1jNY6jlB3D6p9Hnfhi1mI1p8A40kj6sunvwWKRk+97CqSihPzyNtKH3sKryECWpaPsraTZPJ2uoEVEqp02ZTVx/K6GKWch27weNBmVeMaHaNtwVBSh3diDVqWjWytDVOUhdNgbLwSG8PS5CU0wkD+nwWfwUXpFLb9MII7sdxCwwkZMWx6F3uhFFGHdhRKQ5LX4atw2hKZayaPoxK+He1ZGC/hOJNKfdT8MhC+Onf7tZ8CMBKMZkYEx++pd+XXPzCDm50Uil302Hq1FGGeV4MjJNDA648XiCn3lOFEWaO/rIzUj6Tutnviy9gza0sTK0BgWHdn++SOu3ODBH6VAp5YydmUg4JFK9bYARu5tY8zGRFlcWsYG1bI0kYV0uL3qdhjFnpzBY48I3JKDRqAmGQxgnK+hYM4TPEYmZhZfmIvhF7NsiTUm0s42IYZG+9zsBSLmkFMEZxLGhB5lCjn5JHv4WC/bdrWgSE1DPycO2uRJpn4yQUcS4dAGevQeQN0sJiU4UFywCwPb0X1HKctBnnIfikush2kRgxXO41/0bt2UDPvsOAglqwsuuhannI5Voke1dj/jKz/C9cA2+VT9Hfmgdxn4riuaDONf+Cc2ed4jd8Tay1+9Cs3c5CiGEe+x5tE/6Acpx5+NwOvC47aQ5BpC9+xhhtY7QBffRNuIiPtqM5K3nkfp9KC69gcbOXjTdfWhrG7AVFSAkJ5FrMOFYvRtnQRrjzphO9Sd7UDQPY1o6Hl20ge3/3YTMHqTwB1ORSCQcevkQoi9M6gV5xJqNdK7pxjvsI1Shwen2MX9yIfUrusldnIRSHynd8NgCNG8cRCgQSUuMpjgnEg+r1kTWd6VnfDb+tR6y4rIFGDvz5CKtas8AMpmEwnFf3+7Y2tlPV9/w97KLJooiHe12MjJHRdrJOP1+5f4/p7mjj4RYE0aD9ksdn1dgJhQSaGu1fbtvjEhd2YDFQWrCia1gA4d99YmxRgrHxaLVK9i7uZcRm4voKN3RwOpwRoLHuHkJ1O0aYrAn8jqdTkP6+ChUURJaN7kQRZFgMEjOmSYa1vQTcAjET4giKlvL0Fo/KoOCpEWx2La6QSbFODMay5oBzOUZyJJU9LxWRcqVsxA9ISw7W4iaNY7Q9i4kU0oRQyGocxIek4t38ycoxi9FolAj2VOJb+xchO4DhHt6oeQapB0bUbgMiMUPInN3o+tYiyTxYYi/AbmvGlXvb5B7Aki0f8Yvuxe/MA0QUEn3Ig8+j2D7OWrhHxgUb6EQ3iPka8YvlBPSPEz3yK8Q3UmkBR5HY38Kj6wEW/RfkXWuIzWwBptuDj3+cvIsb+FSZzAgryCxay2DxmJ0flBau2lImkp2axWS2ARahkMYLRZiLjyHzhc+IKhRkTNrMiPbG7CNTcFY5wJBJOuqCVT+cy9hg4wJV46n6dVWDGk60uYl8cGf94MIi+8aB8D+1zpJKDKSNCbyo7rtrTbEMIxdkkR60rGM9q6PuskbH0N0guZz74/9W/sQBJGJs7/depL6lm76h77aLhpAY/0wefmnX4Z+lFH+fyEz0wRAR7vtM8/1D43g9vq/dBLzu6Zn0IZEKmHMhHgO7TrRTpqThJiIGBszIwGpTMKuTzoRRBGz6Vgdr8QYRp8i58BHkZmpLrcHvU5D6bmR386R3SHUKiWBQICo6QqC7jCday1IJJA4MQ51uorhj+1IJBLkiSqiJsTQ/U47YkhEVxyLrsiM46M+Qv4A0XMLkcZp6Hh6DVpNDJLpSShiTVhf2opEkCNMSESdn4t9+ccofbH4FTZUF51F2DrMyL8fRRJSoE2ajeGGfyAvmgy7DyJdfRCNogJDwvnoE5ehnnQLisufJHz2/fhLphNSq5HbLCgb98Ku12Hny2iadqKyDRBUqHFkT8W76GfYFvyc/ugcohPz8Hh9uAY6yazbinzzctwxaUgu+QXN/RZ0KhWmde8jG+rHc8b5ODRGHD19pOzZRzg2hq78fMaXldL5xHLCSjlp1y0jEAhieXkrol5F0XXzaevow/dBM7JkPVlLxhAOh2l6oQohWcXMiyoAqH2pGXWcmlqljZLcZMJ1AdwDPkouOVbTVbOqFyEkQgksmnYsiXngo16McarPHWJ9YENEwI2bc/J7+9CufvJLY9Bov96MQFEU2bjryC5a9tc6xzdhaNCDxxMcrf3+EoyKtNOIQCBIZ+8QOeknruf5XwoKIpmUhvrhb+ttHaV/2E5YEEj5ApE2aHGiVikw6FQoFDLGz0hi1/puRuwuTFHHAtARe+O0pRkIgsiB9QPI5DJUSgXBUJCkSQqaNo3gcQYQBIGCs+MIB0UGtgSRy+UUXpKMszrESIubzEuSEQNQ91ITCeclI/gF2t5oxLg0BV+7g8CwgKIsFsv7B4k9ex5IJNg+qsS0dBGBAw2EE1PBaMD+9mtolt6GdGQEsa0ff8FEwnWrCdtDUPoDxJZViC07kVT8GwlSZJV3I3XLIec1wvoZiEMvI2+9DJXlLdTkojb9nqDmNSz+3zAS/CVi1Mt4VS/SY/8jrtBdqOSzCHW9S2boQWLDr+MNG+iU3o1EvYyoxl8QFW5iJOEmLCNRFFjfwaPNpU06lZzuj3DqM7DIs4np2k9/8niMA0PIfW468ieTVF2NPCuDweEA8n4riqXTsb61B3Qq+lOMaPdbSFpYgMPixVU5jGJOHMlSIz2b+ym+Np/2XgsDqywYy/RkjY/H0u6mZcsQFZenHw02q59vQGGWcNE15Uevqd3io27nEJPPPHEb310bu1GqZJRN+fL3+FflSACKMRm+UjG0xxOko8NOQeGoSBtllO+LrGwTcKw+9NM0d0QWsl8lRn6X9AyMEG3UUjE9meYaKy5H4Ljnff4gdpeXuMM7ZlqDgqJJcVRuiNRufzpGOpxuMqYaqNs4iNvux+fzo9VqiM8zYMpTYd0ZRiKREAyG0BbJMKZqaX/fgkwmQyqVkrAkGne9j+FqKzKZjPhzU/EPeXHvdBIKBUm9KuI26Xj7ANqoaNRnpeNtH8K7YwiJUobpihn4uwYRttrw+4YxXLUUiUKB84V1qFWZBMwhZOfMItjdjvVff0BwO5GqNGgvug/10lsQelrxPPUL/FtX4Hd047BUYu1ZjVtiRxy7CPX5f0Zx9X9xnPdLhs+4Gfd5v0Zy0xsMzf0Rg2Vno55+PV5dEiPWbsyxGQR9QYS9n5Cx5XWkHTUM5E1DceFPaesbQBoKkbZrPXQ0Y526AEP5FFoam8neWwnBEE3jxpGTn4t3wz7oGCC8aBJp+Vnsfn416j4nadfOJSyXsfel7SiG/RTdPAOJVMK2F/fCgJ+cq0tQqRQ4u910rumBqXpkShnzJudz6OU2VFEK8s465h7Z82o7UpOE8oVppCZGBFk4JHDwoz7Kzkz+XKfG/vV9pOYbiUv94o6loZDAod0DlE39+omKlo5ju2hy+Xe7iwbHvttZo7XfJ2VUpJ1GdPQMERaErybSDi8o6+q+fZHWNxypE0iOO/EW9dCIi7ho/dHF/JR5abQ32ejtdB4tgAZwOr0AlM1KJjpBQ9X6YbQaFRKJBL8/QPI0BUGvwP7DBdJJpQYSSgz0rA0glUgovDQFiQyqn+/CXGRCW6Kk6pl6DDkmtOP0ND5XRdSUVBSJGpqe3Ib5wjLEQJi+9/YRfe40QtX9BE0mlKkpCKvrCM4sR7BbcW/fgWrBVUjbWsAfhT97LMLB9/D2dBAovgyxdwehrX/Em/kjAjHToO15xN234HMZccY+TCjmWhQyBXLLs9B0GdrO84l3PUqc92WkbT9D230nmYGfEe/4GarBR9CILYSNS2nhfiyhc0l1rsPQ/ieC8jhseX8m0HqILMda3LFTaBYmUNjzIX5dEs3qCrLaNuOJy8YSNGLua8U7YQ6y/TXIwmEM552L650N+JNiSMrIwlHZRv/YJFJaQwiBMDk3TmH7H7YiqCTMunsmVU/VI1PLKLg8m1XPHIAhgVm3FwOw58V2JBKYeFUmAPW1ffTvdVO4OO64a7rrgy4EQWTqshPbC3es7aJ8ehIqtfyr34BfktqmLgaGbcyZMuar7aI1WCLtjwu/WcesUUYZ5euTkxtZ1H6eSGvp6CcxzoRe9/k79d83vUN2kuNMjJuWhCCIHNzZf9zzwyOR+Z9xn6o9G78gmc5qOwGXQLQx8nsqiiJOt5eC+WZCAYG9K7sQRdBqIg0lUufqsNeFsHa4CYXCyBVySq/MZGCHk6BFiPyNRdFIlBKq/9OATCZDNz4KY3409lU2/D4fCbPyUGRraXtuD2q5EflYM5riRHpf2IoirCWQJsU0twLbqv3QK+AIdhJz41UE+wdwv7oVY+wkpDmpSJZOJtTTztBffo6zdTteZxvh/BykV/wIMSUV//pX8f7rHoJb30cpGIhOnktU3GR8bgv9HZsIBlxEJ09EYy6gr3MfwYCXpNRynE4bI5YuYvSxSA9sQvfmH4mt20rQnEzrlEvRz7mEvv5BAlYLWTvXILQ30T9hNsmLzubQwSrSKw8h6+una0IF2ow00tUaRt5Yiyc9nrFXLqX6QAPKNXXI08yknTuZHbuqUW3oRZ1uInVJMXanh84X65BEK6i4ZjwANc81ICIyUCQya0IuipCU+hXdlFycjvxwIxCPLUDjmgFUFXIWTis+ep0btg7hHglQseyzLpKAP8yhTf1ULDh5L4KGQ8N43SHGT/t6Ik0URTbsrMJk1FFe8t3vogG0tEQGcWfnjIq0kzEq0k4jWjr7kctkZKR8+WJQvV5JZmYUtdVD3+I7i9A7aEerVmLUf36AFEWR4REXceZj2cBpCyJd9bpqPJiMxyycbo8PjUaFUiFn6rI0mnY6UEgjW/fBYIjYIjlRiSq2v94BgFwhZ8LV6Tgawww1uDEkaYiepqTu9R7EoJSYZXpc3R4sm10Yl0Xht/pwrHOgPTseV4uFcKcE5YxEBj/YR1R5OdIEA4PPr8Z85aUIHh/i/mFC08vwV+8nYAujrFgElTtQGCcgFM1G3rSLUFsDjqLzwW9Due0PBAJmXLl3gyYVw8CHmJqeQO4Cl/pa+rUPMqK9gaD5OkTjfLzhGPxiDIJuPAHjJfRJrqRH/TsCyc9i7VeSZn2NTOs/EbwDdOqvJJR8K+rdjxLrrcGVeyWd9iSKulcSikqnRjuVwrYNCFEJ1KsLyWrejzS3mPZ+H9H9/ZgvPJfmV9YgDYbIuPlCOp9cTcisw58Vj7C1m5SziunqGSG410r00gyMKi0Ny1souDSHA919OD50oIxWMObiDISwwK7/tpI3LwFzhg5BEHjt75UQhgvuKDvu+m9Z0UFcqpb8is/fiRrsddNcYz16T3wbCILAhp1VxJmNlOR9+Vo0gNrawyMGSkZF2iijfF9ER6sxx2hobj5epAUCQbr6hslOOz130by+ADanh6S4KMZNSUAmk7B3c89xxwwdEWmfipETF6UgCmBvFlAqI8krfyBIKBgmd2oshlgVe1ZEkpVqdaSZVtKcSAze91on4XAYmUxK2TVZIMDwmkhdmsqkxDzXQMMbreCREgoGKbq5nGBPgL51nWg0egwXpBAc9tL7Vi1qjQHdxfmE3X7cK7oJBjwYL56MItaE66VDCN4gLqOF6CsuwHuoGsdra4hOnEvUlHNRXn4eotuN+9/P4Nz3MS5rFT7JCMIZS5BccB2ypGzklZXw/GN4X/gtwysfxVm9FjUa4lJnEggE6e3ci1QqJzGugJHqrYR3f0jynrWoX/kd6r0fgSke58IbaRmzmNiCchwOF/7mWrK3fIAwNEDnxHmkLzmfmpo6zPsOoG1pwzZhPM60VCrGFNH6yAsIChmZd16Gy+2l54VNKFwBCn56Ll19w/S+X4vC6qfojlkglbDu+R3IO3wU3VSOXCUn6AlR83wjwhgN8bkmJpSkU/N6ByFvmHHXHRM7a56uRQzB1Kuzjlsr7XmnC4VaxthFnxVXVVsG8HlCTDzj5MOk922J2F/Hz/h6Iq2xrYeeAQuzJpZ857VoR2hpHkEmk5A5WpN2UkZF2mlEa1c/6cmxX3n7uagkjpqab1+k9Q/bSYw1nnDelMvjxx8IEfMpX31uiZnYRA2d1Z7j6uzcHh86bSQrOPO8TAJege6DkeASDIaQyCRMuiiVqk8G8NsFpBIp4y9LQyKHgy/3I5fLSTxbTcAeou3dYQwTVETl6Wl5rhdVrpq4aUl0v9aJvNCAviiO7ueqUc1LQ2ZU0/b4xyTetBTR7qVv5SZiLjmfUG070qAJoSgLz5r3CMfkoSiZQXDDcqTqQuTTrkfR3YiuoRXp7L8jSZmGtnUt2rrVSNN/RKjsMQK6PCRdb2JsfIjErn9hdraCzY99SIU3OA6l8QKCwbE4+52Y3J2kDDyL/sCVJLneRa4y0aG7kmbNLSR4+9HvewikCtyTf8dIUwe5/WsIJ4+jWjWRouZ1SHQmDsZMJr9+N7KYeGqickirrkJVUkSvC1QNnSgWTsK3rwt/3wjdk9JIr/KCRELmjVOo/NMuRLWU2ffN5MC/ahGCIplXZ7F1TRNUBZl4Ux5ytYz61QNYOzxMuykShPbXddK13kFMjpa8Tw3c9DiD7F3dy4zzMk54f2z9JCK4p5/x1cTTV6GqoYPhEQdzp5R+5cYCtdVDqFSyo5n8UUYZ5fshN9dMU6PluMc6e4e/stPku6T/sNMkKS4KrV5JSUU8ew8vqI9gsblRyGWYDMcW7wUTY1EbZAzVHLNGeryRWGgwaphwTio1qwcIB0TUqohIU8ZLiClVs+fFdsLhMFKpFHOOgfgpBgY+9iKEBORyOealBsK+MJYPnQQCfjKW5qJMVtH1fCsSJESPT0Ez3kzLf3ehCUcRjAqRePFkbBsbERoDjDg7SP3JJYRGnATe7CIcDuLJCqM/azaurTuwvPg6Kk0S5gnnEfvTR5DHJCG+ux3VnhHM8QswJ8/DWHoOuqseRnrdLwmOm0TIY0W5fwe6dR+hePkxPH+8Cp55gNj3XsD0+j8IPnEHhtUvYarZiei2Y8seh+u8u/CceRvdqEhISiPkCxJev4q0rZ8gyBQ0TzuT1Dln0N3Vg3LrDqLrG/GXl9GRlkZ5WQnd/3wTyZANxaULic1MYefbmzBW9RF71nhU+Uls21SJaccQpnHJJMzLo6axC9fbncijVdRPI/cAAQAASURBVBRfMxaA+leb8Y8E8ExTcebMSJ3ZvqeaSRwXTdLhGrNwWGD7f1tQJMlYclnp0espCCK73+mibHESav1n68h2fdiFQiWjbO7J7+09m3pIyzGSkPL5c0i/iCO7aOYo/ffS0fEIzU1WMrNMKBTfj0j8v4lRkXaa4HJ7GbTYyf4aAWhMaTzNTVa83s92wzpVCILA0IiTxNgTZz6s9kidWYzpmAVOIpEwdnocPbVe1Erl0cc9Xh9aTaR7Vfm8JNQGKfWbIs1DwuFIp8rpV2YihEQ6NgdAAoZ4NYkzFdS+PUTYB/oiObFleg4+1Qki5N+Yib3RhW2Hj4wbcwnaAtg+sJNwXQH+YTf+zT7U52XhbuzF1+RDc0YJ7m31+KUqdBMr8H2yB3nxVIS0BJxvvIA3IQtZ8RT8618maHEjX/Igoq2b4IpfIsbNIzTlAYSgC3HTvYR2PI5LyMVR8hhCyUOIcbMJOTtQ9r9H7Mi7xA29jKrx9xi6nyTOtRZNoAOnGEO/8SKcZS/RJixGb2mioONxpIP76TKdQbD8AcLrnyHRWklozDk0CLkUNnyEzGCmJn0+OVXbkSsVdI2bT+L2HciMBhSLFhN4cx3BRDPp86bS/dpWbLmxJCYk4tjSTvY1E9mxrg5ZrYusq0tAlFL9bAO552ewtasDcb0fqVzChFvyANjyzyYMCWpKz03B4/Xz4bvV+FoFFt6Yd5wY2/5+J0F/mNkXnviHf9MH7SSk6r+1+WjhcJiNO6tJioumKPer79ZVVQ1SWBT7rY8GGGWUUb6Y/AIzTU3W4x5r7epHJpWSnvzNZkN9WxxpmnVkPM2kOSlU7xnE7Twmvqx2N9FG7XG/nTKZlORxGrr2uQmHIlZFj8cHROyNUy5Ox+8OM3QgiFIZWeCHw2GylkYxUOdgqMoLRM6XfWkswWGBhvd7UCjkyJMlZC5Ope8dC+4RD1K5lLRrs/F1eGl/txGjMQbt+fGIIYGBF1uQSCSoFqaizU7A9lI9QZsbl85B0g3n4D7QDBvdyBVafOP0KGaPwblxCwNPPYsYCiGPTSDmJ79GO3sR3m0bsDxyL7YtKxnu209v2xpsgV5C5dNQ/eA36O95DvGcm3GPn4kvvwxp4UQkBZNx5ZRhHzsTybl3MHLBvbRPuwjFnMsQo9Po6W4jLi4RRXsr8hceJ6axinBxOfVTF5M0thy/10dw5UfE1jUinVhBfWYmeXnZhDceILi3Hs+0EkrOmcuenYfQr6pGEWMg6+Yz2LarBvm6HiSeEMX3zsft8bPr1UqUnX7G3jEBuVpOOCiw9+9VhNLljF2SQ3K8ic4tQwxW26m4Offo9VyzqhZfQ4iKq9JRKI5Z+hu2DjHS62XKxZ9NUIqiyI5VXZTPTUSj++JGIKGQwL4tvUyac/Idt8+jprGT/iEbc75GEvNU0thoJb9gtPb7yzC6GjlNaOuOdILKTjt5+9X/pbQ0nnBYpLbm26tLs9jchMLCCeejAYw4Ih0bzVHHF74WTYkm6Bep2XXs/Xl9ATTqiEiTK6RkTlZTv8WO1xUkLEQCVXqpicwKE21r/IiCiFwuJ22pioArTOWrPUilEgp/kIC9zcPwlgAxsw2Y8oz0veKCRMg4O5eRVTZcuEk5ZwzD73UQjlajm5BG13PriZ83D1lGNP1PvY9mwRyUaSm4X/kE45JrkCQlEFjxLja9gUDhGAI7V+LYvALH9KsI6U2E1v4F/853GMo4G1f+RcilMkyt76Pf+iCB2jVY7BqGoi7FVbEc7+R36Uh+kJa4e7GV/hfL2DdpUP4Al2Ia0aEwyk33ktP1DCZ/OwPmeRxM+BGxyihUHz2IPOQmOP9n9PT6yan7EGl8Bq35Z5G6ez1KRNyLL0e5ZiPKUIi4W2+i4x9vggg591xN8x/fI6yS45qVh+y9VjTJRuQLsxn8Tz3SaCUT7phE5d+rCfvC6M5PoKNhGHFHgNIrMjEkaxhsclL3YR/TfpiDXCljzY46Bjd5kcokzLr6eC/7uldbiE/XUTz18626Pm+IHWu7mHNW5gl32r4plTWtjDhczJs69iv/DVEUqTo0SOnYrz93ZpRRRjk15OfHMNDvZmTEd/Sxtq4B0pJij1v8nk4MWJzoNCr0hx0ik+elHl1UH8Fqd2OOOr5zsyiKxI1R4HOGqdoaWQf4fBFhp1ErKZ6bgC5WQe+2/xFpZxhR6uQ0vTMCiACkzYtBGS9l12MNKJVKQqEwZXcUE3SEGVw5QjAYJP2sXJSZKg79ZTcGjRl5nIqEiwoYWN2EtE2BzdFP1k/PIuwK4Fveh8vejzjORMyS6VhXbkd6QMCcUIZsbjHSuYV4du6l4+Ff01+/lqGBvXgnZBC+aBFhpQTfW8sJPv0sqhYLcQkTiE+biUSiomeghmGlCGWzMJ93D/6p59CdXYxv/HxiF91Av9qI1esmOS0PQZTS3d5Eom0E7VsvIX//VaQKJeKlN1GXVUpcSip6pQrnsy9ibm5FNXcWhzIyiI2LIb7Pju2Ntbhykhj7o0vp6hnA8cIWFM4Ahb+8iI5BK907W9EfsJJ+8TiMhfGs23wI9WoLmlQ9OZdFasrqX2vG2+tFcmY0cycVALDrsQY0MUrGXBppTmV3etj0r0aQwpI7S/k0215pR6WVMX7ZZ8VVW/UIfa1Opp19codJ7f5BnPYAU+Z+dZF2pBQgPibqK42lOdWEQgLNTVbyR7sofylGRdppQlvXAGqVgsS4r15IWVYe2X07dPDzW/6eCgatkSxhvPnEQ35H7B5kUilGneq4x9OKtchVEjasbAMiQcnvD6JSKY7+O3OqiqBPYMuKDsTDIk0ilTDrB5k4ugRad9silo5iJQllWjY/1oRCpiR2hobYQiPdr/lweVxMfqAcX1eQ5jc7KP3pJCQSKb3P9pLyg1IURhWOlwaRLk1EplfT9qcPSPvxlUiUMjoefQn9lRcg1Wqw/PslTJf8CEVaNvLVO5GYCgjPWIy0px3l6vfxFy0lOPFCFE4L5q3L0Vi8MPFXOCfcj8s8Fqm9ldiuj0is+ze6T65B/tEPSKz7D5ntb6Lf+nOi119LQfvjJHW8jLR7I251Ot7ye6lJvgu/Q86YxheR1X3MQHQpgYUP4dr0AYktWxDyJtNfeBYx699FiYDssptxvPcJWrudhFtvpOHl1aiGbJhuOBvrR1V424fomZFFbq8MT/sI+T+dy5andqHoDTD+/ml4hv1UPdtA9oUZ7OjvwrBTghgUmXZPEQAb/9aAVCFlxi05dPZZ2FfVgXuvQMXZKZgSj9l1Rga87Fvby7xLs084X2znui68nhBzl307FotgMMSm3TWkJ8eRm/nVvfp9vS6GhzyMLfvqSZJRRhnl1FJQFLFSNx7uWuz1+ekftpH1NZKY3xWDVsdx8bF8WhJqjZxtayKzyQRBwO70HVebDeDxBogtUSBXSdmyImIJ9wcirhi1SolMLqX4zBgGK4P4HBGXiSiKKPVyKi5Pp/UTO357CACVWkHcMhXdO4Zx1EaEXtQYPYkz4xh+142tf4SoaDPRl8fg7XPT9nIzWp0R5fwodFlmev/dgOAJ41CPkHXbIlyVPQhbPNitnUjPzMQ4uYS+Z98nsLufpMx5JF1yLforlyD0WPH+60PCHYNIZSo0uWPR3fpjdJddi0JlJPzBx9h+90v6n/k9AxveRnS7SEwrJyahmJ7OaoYGWjCZk0lKG0NbSzVul4305BwCtVX4VrxCxgdvoV79HkGXE8fMRShvvZ9aT4DoaBNJUjn2Rx9D3zeA4eLzqU5OQaVSURiS0/fEm7gTo8n6yRWIQNV/V2NotpB6zWzIimPb9iri1vWjitOT/6OZVDd0MbiqHdlAJEbKlDLCgTDb/1BJKEXOoh+OR6WUY2lw0Liqh4qbclFoI0mDDzdU4d0epGhJIlHJx+JjwBdm55sdTDgvDbXuswmGrSs6kEj4UiJt2+ouJJJIAuCrcqC2DYvNybypY7/XXbS21hECgTCFRaMi7cswKtJOE9q7B8lIjv9aX57MzChMJhUHD/Sf/OCvydCIC4kEYk0n9kHbnF6MevVnPkMwHCJvfBTr3mslHBYIhcIIgoDqsL8+HBaIz1cQk6pm9QtNx7122qUZKHQSdrzQg0QiQalUMObqGCytbgZ3CPj8XmY+UIKrLUjL+4NkLU3DXGak63krIUWY4tvKce1207apgeL7F+BtduDaYkd/VRGetkEG3qwk9adXII546X7yHZRXLEIUBAb+/iSGC69HWTiW0EefIHfq0V/3CDKlDvmql5FbBBQXPYFQupRw63bCb/0E6Y43EBU5MOsxgoueZzD3OgYTFuBNmIoseQoubRZWbSHOtGV4x95FXfod1GfdhyrjbDz715O3/zGSBrbjisqhMvtqdEkVyN78PSpLJ+6pl+BNLEf//kvIFEp0N9xD72vvYRwawnztFXTvbUFxqAVhbgUGtYn+FbuwlCSSnp/N4JuHSFlWQpXbjvzDQaLGxpJzQQE7H96PRCphZJaS8EgYzxonJZemE5NvxDnoY/dz7Uy4MgNdnIpVmw4RrpXit4VZcEv+cddo7SstCGGRhVflnvDeWLOiFUOUkklzvp35aLsONuJ0e1kwvexr7dQdqIx8d8rLT896l1FG+f+JouKISKutjYi0jp6hSDIv9fTc6RZFkaER53EiTaWWM2F2Mts+iYg0p8dPWBCOq0eDSP2ZXCVlzOw4tr7TjiBEkpjA0UYiJcvMiCHY82b3ca+dcWsuYZ9I9+rIjqNCqSRmgQp1tIJDT0aO9Xq9TH6gnLBT4OC/6lCrNUSPjyVqupm6f+1HFzLjC3rI+ek0/ENuPO/YcdgGUE5PJm7hWCxvVqHs0OB2DiCem466NIPuJ97A+vEOVJpo4heeQ8ov7kOm1OB95mOk23owRRdiNOegrpiO9PobCJy3lGBaEpLmVjRrt6B69mVcj/6GwcceQvbJR8RXt6DcvJWBZ/+G/qOVJK9aSejRB1G+vxx9Vxtk5dM1bSEjF19PzNwlVNfUolOrSW3rxvGXfyANhTHfeQu1xij8gQBjRCV9f38db6wR4y3nE58Uz/bX1hG9uQ3DhGxSrpjFxm0H0W/uRzLopfTBRbiFENs31mDYZCd+SjKpiyMJxV3/qiLY7yfh2jTyMyNJgu1/rkOukjHh1kgsbGjr59DbPYgumHtnwXHXaN973XhsQWZd/fkJys1vtzNmegLmxJPPxt22upOSiniiY79ad9NgMMTGXdWkJsZQkP3tzig9GfWHO5EXFp2etuXTjVGRdhrgcHqw2l1fOwBJJBLGlSeyf1/fKX5nxxgecWEyaL/QamJ3+YgyfPbHw+sLMG52HJYBL/u39REIRrJ+ysPnEgQBiUTClPMSObCxn+GeSNG0KIhoDWqyFiip/ngYS5cblUpF/DQl8QUGal9w4HK6KLowjehCLS3P2nE7Pcz4/SSCVoFdf9xP0U3laDN1tP+jFU1pNEmLC7Gt6McnhDCeXcDQxwfwtblJvf0ShLYRrCt2EzxvAuGAj94//g3JjPmops3Gs/FjRt56FeGsmxHKZuHfvxrnU/cwYnUxMPUGfOXno1Tq0FStQlz+I0Jv3YequRIDJuSaYvpc0ViFNNTR45EG9TgPbiWtYSX5u/+KfPPjqB3dhIvOpH3ST+mQ5lPYshXltuU4NLEMLbgducWN7P2XCUTFEH3rz+j+zyvo+/vRXnoRbluYwAfb8BSkk3PWHJr/uAJvggFxThGB56tQxelRXlxM31N1SAMiU/84j76dgzS/007KFem0umzE71EiBEVm/WIMABv+2kDIH2b+vYVsP9DMgMWBbzukFBkZM/9YNlsURT56rpGiyXFkFJk+974IBsJsWNnG3GVZKJSnvlDY6/OzdW8t+VnJX7teZf/+PqRSCaWjO2mjjPK9k54ehU6noPZwQ6z27kHkMhkpCadn9t3h8hIIhomNPj6JOWNRBh3NdjqbbThcESH1vzHySJOQaeemYunzUrVlgEAwhFwhO5rwjMtXY8yQsem5ViAS80VRJHVcNIkVerpW+ggGQqhVKmQaCWOuT6P9kyHcLSHcbjcpkxKJnqmn+cUu3H0ezDHxGC82IpFJaPlbA3KFEleUg5zrJ2NZ20moMkh/Tx2JN81AX5hC7+NbMfkzkKs0SC7MRlYUT8+/36bzuTfxuC2QZCbugTvRTBmP/YNP6Lj3Adrff5mOhg1YBxuRZmQQdeXNxP/+STQ33EFgyhT8sdHIwgLqISuhqkqCB/eg6u9DI5Hii45hZEw54UuuQ7z9VzQWjkdZWEp6RjZVhw5iHBgi6f1P8Kz6GFdqMvEP3keLAFbrCMW2IJYn38YTayR0xRkUlxWx9+NdaN6qRJFoouhXl7C/qhn77i60e4ZJv3gcMVMzWLvlEJpPLEgCIhUPz0QikeAZ8XHgr9UIeSqW3joJAFu7i6pX2im/Pht9gppAMMQHmw8R3iySUGQgf/7xMWTjf1uITddSMu+zsaW9ZoT2GhuzL8o86T1ms/io2j3AjEVf3aq4+2ATDpfnaycxTyU1NUNIJIzupH1JRkXaaUBH7yDAN8oSjq9IoqZ6CJ8vdKre1nEM25xfuIsGkUBl0Kk/87jXH6B8VjwarZyP32giFIpYNhSHu1iKYsRPP/ncRKRSCdvfjHj4w4KATCalYJkWRPj48Ua0Gg3+gI8zHijG2uijc6OHQDDAnIdL8fUK7HyihtSpySSeGU3rSz3YWh1M+dN8QtYQu3+9kaKfzUOTaGDk6T7CFUbU4xJpe+IjJDoTST84m3D1IOy0Ib1yAYJUxPr3/2BRyfDNm0aopwPPk3/HHpLjXHIlYlIm+urdRH/yJkqXFFfZ5XRPuZmhvAWEEwrRiiFk9euQ7XmR+MZVJDd/jGrfKyhrVqL39KOISacvdR51BdcSWvYnLE415k0vk9fwCYgidbmLcBQvIXrDKoRdGxnOKiH26tvp+cu/UA4MIr3oAqQyHZbnVuJKiaPwtktp+MXrBOVS+hcWkLh9BG+vg/xfLmTH65Woq90U31qOIdvE5nt2oUvR0pDnJT6kpWfFIOU35GDONeAa9rP1n82UX5KOIlHGpr2NxLtN9NU4WXxn4XE/8tVbB+iss7PkhnxOxLbVnThtfhZdeOKdtm/C1r11+AMh5k8rO/nBJ2Df3j6KimPRar+4cHuUUUb59pFKJRQVxx0VaR09g6QlffXOx98VFlukHvt/Y+SsMyP1Sps+7MDhiswG/d8RNj5/xJY49ax01Fo5619vIRgKoZB/OiEqIXWekvbKEVr2WJBKpQiHywIqrk/GNyhS+WYnmsNz1PKuiEcVpaDvdT9OpxOAojuyEIMCOx7eT2xcIjKznPQb8+jf3A0HVbhddswXZBJdnsLAMy2IQ9DdW0XqfQtRxOhpfeh9zJJcknMmYb55AfKKFGzv7qTtkWfprNtET+8+3DPTEC6ZjigH4e0tKF7eTqxFR0rqBOQKHd2d1XSHR/CVjSX6mtsx/fhXWC++gr4LLiZ02z1E/fxRehcspX/SdGLOvgwhNZemtmbM5hjSUzNofG8ViR+uw/zxevweLz2zp5H649voc7jo6ugmr7YXz5vrcacnMHLeDCbPqKBpXwP+J9cjUyoY++dr6Hc4qdlRT+zqPgx5sRTeNZu9h1qxbOtFedBF8S3lROVGyk5W3bcV0S0w+Vfl6A43Otvy+xokMglT746UBazfVY9lvxt/e4g5dxUcFx8HWpxUrelnzg9ykMo+u9xe/1orUqnkCxtuHWHLxx0IgsisJZknPfbTeH1+tu6rJS8ziczU7z8JWVs9RGaWCZ1OefKDRxkVaacDHT1DqJQKEmJNX/scFROSCAYFDh449XVpoihitbuPa63/vwiCgNvrx/g/Ik0URXy+IMYoNXOWZrH67Ra8nkhQ+t+AG52oZsrSNLa91Uc4KBIOh5FIJJhTNeQviGL9001Iw0o8Hi/jLkklJldL44tebCM2is/JxFyhYv/fO/Ba/Uz99Xikagnrbt9C3Pgksq7Kw7raSsOHBxj3p2UER/y4XhhBcWEG8mQ9Db9ajjo/h8SrluDd3QybLaQ8cB/K5CSkK3ahdhrQ3fZTFGlZqLfuRrv5IPpZ16K85mFCqXkE9n6C4q2/Yd66ClNQiyx9Lt2551BXcTsDi34Pl/+Hrhn3U1V2O/1L/opw1iM0SwsJuSCrfT/S/95LdNXHyI3RBBbcyP70BcQOW4n76DV8TgdNFQtInDiXwT/8DdHpwn/xhRgkWvr/+RauRDPpd15G+2/eIWBz0zEvj0K3DsuGFvJunc7Ozl5U7w5iKDQz5kcVHPhHDdY6G9JLYhDkEpSrQih18qO7aOv+WEfAE+aMXxSxcuNBZDIptnUhjHEqZh4eaH2E959qQBelZM7FJw4yH77eRJRZxdRvYT6a3elm14FGxhZkfO3vjyiK7Nvbx4SJJx8kOsooo3w3jCmNo6pq8Gg9WkbK6WuPstgj88/+N0amZUeRW2xmw8o2nO7DbfW1x9ds+w5bG6PMGqafm86mN9vxu4OfiY8pM1WodHLWPNmEXC4/muwsOisBTbKU9Y82oFKpkEqlBGR+ptxViGW7j84dkSRwalkqMWfraVzeiv2QB2NUNLKpEmInJND0t1qUXi09PU0UP7QAmVbB8OMdyENq+myNxP1kGhK5jNp7XkAyDEmZFRT+4k7iLl9IuHqQ0NMHiRZSSM6cRPqCC8j84x+Iu+k6pEixPvsKbbffTfdTT+GrayQ+Pofs/Kl4vB4aancTCHjJzh2LwRhLbc0+wqEQhcXlOJ0uWpsbiPeHMe+rYuiB3xC3YSvqsIBz9gyaF80n76zFuNweWnYfJHv1QYSdtTjH59E/bxwzZk7C0tpP38PvIAtD6V+uJRylYePGSmJX9SBHQvmjZzPocLF3ewOmj2xE5ZspvjUyuLpxZxdD7/SimxvNxCWRJKSlwcGhl9qpuCkXY6qWnoERdlW1otqhwJCgZuL/xMd1TzUjlUmYc33OZ+4ZQRBZ91or4xckE51wcvvihpVtxCZqKan4asn8rXvr8PmD3yiJeSqprh6itPT0tC2fjoyKtNOAzt4h0pJiv1Ex58RJEZ/xnt09Jznyq+P2+gkEw0QbT+yZdnsDiCLo/ycAhcMCYUFApVRw1mX52Cw+dq6LvMcjn1dyuNmEIIqcc0shTkuA1h0+godtkWqNmrJLjXidIQ6+aUMQBHx+H2f9phRne5hdL7RG7JK/yiXoFFj7wAESc5PJvjWB4X02Dj1Tx4T756DL01P/SDVuvJTcvwDH/gGEDWC8tQx0UqrveR4hO57E65bi2FFFz+PvkHjn7Rhmz8CzZivOl1aiv+B61BddTXBkGOs/fsfw6y9gNWXguuinyBddhzIhk3DVFsKrniTuk/+Qs/opTO/+Hdd/f4lp7fPk7XqT6Nd+Bf+5m4wD7xLfvpuA30dP2kTs595PcNZ1DO7YQ8nWlei7mrDkj6e64kyy3GEcTz+HR6XCcuH5RA/56H16BfaUWEw3nMvIP9bgaR+kY24O6VGxDL5QScL8PCzjzLifbkIWhpn/WIit2cmePx3EPDeOrng/Jb5YOtcOMvOBEnTxaka6PGz+RxMTr8qgT2KnrWeYscZ0atYMsPjOQpSaY9ldS5+HLW+3s+ia3BO2DnY5AmxY2cbii/K+Favj+u2HAJg3bezXPkdzkxXbiI+Jk0ZF2iijnC6Ujk3ANuJjz74ORFE8bVvvA4w4PMhl0s91ksw9O4v9W3vp73WikMtQKY8vGThi/1cpFSy8MheXLUD9NvtxTZgkEglyNcy4MpMdr7UTdksIhiKv0+o1pJ+npO+gg8Y1g+h0WlwuN5PvyEcdq6D5yRG8Xg9ms5mEi02oEhRsunsniQnpBIMBcu4tQhRE+p4YQAyL9NibKfvjWXj7nVif7CHalI5TZkN7SxGCKFD142dx1nUjlcpIumQxWQ/dhOgN0vvrl3Gu3AchcDqGcKTpcV8+G/950xHSE5DXdKJ4cyPOB/9G+y8fZuSlN4iq7SLNLsG2cy/tH3yAvrWH9H4nA8+9iv/pF0h99T1Ur76Db/N2gvExRP3wBwxdegHdifGMHTcWMSTS+vIHpL23G5nTg/vcGfSWZjBt2nhCfTaa7nkJWSBM4R+uRJudwIbNlejebUfW76HskbOQJxpYvfEApg9HkHjCTPnbPGQqGcFAiHV37AC1lHMem330Oqx/4CAKrYzp9xUTDgu8t+EAyn45lj1u5tyVj0J9LMb5PSE2PNvChPNSMad8du10aFM/Ax0uFl71WQH3v/h9Ibat7mTO0swTNuf6PD6dxPw6TelONS5XgJZmK2NGuyh/aUZF2veM1+dn0GL/xgEoMUlPerqR3TtPvUgbcUTmn/1va/1P4/FGdsd0muO3sI/WnynlTDsjDXO8hk/eaAHgiCtAdlisCWGB8QuSSck3UPWBB78/knnUajVoUsKUL01my396CHoEHE4n5RdnEFOsYsffegl4QhTOyiH5HDUH/9tGz24LFTeVY6xQsfOh/TjaXcx6cgkIsOfHm1BPjibzigp6365F2RRFxq+XIVFJafvlu/RJrSgvm4i7oZ2Gn/4Nd0Ea0gvm4+vppefB3zJwqBrLWYsITJ+Bwu3FsHY9ytdfw9nWR2dsAa3zr8O57HaUZ9+Gf/wiRmKz8cWkoswcQzBtDIOp4xgqXYzssl/Qsuge6tLnEhWdifLj9+CZR4nua0M1eTbtZ17FIEYKN28jsGsPA3n59C88g4Q9rQy/s4Hh3BSkF8wj/Px2nPU99M7LRxcTg+8/hzDmxxF3+xRq/74PZbufiQ/PQpdmZN2tW1Ho5XTNlpAeE03L37qILTIy8UeRTOEHD0REz8x7c1m9vZbM5BjqXrGgNSk447a8467t+0/WEw4JnHNr0Qnvi0/easbnDbHsyoITHvN16R8a4VBDB5PH5RNlOPG9eTJ274p8ZyZN/n4LqkcZZZRjHOm0unVbO1KphNTE07eGZcThIdqo+9x6n/nnZhMOi+zf2I9WrfzMMYFACLlMikwmpXx+EnGpWg5+NIz007PUDsfIhbfmEvQLNH7gwn/YJqnVaEiYo8CQrOSjX1djMOhxOBwo9Qqm3V+AsybE/pcbI6IqI4nE66Ow1tloeb4XY1Q0lvAA4x6cimXfIMHVUnw+N8PqfoofmId1bxeD/24hO3cyxtw0tLcVIchFqn78LHVvrqSr/SCO6AC6e85ENiaFgdc+of62P9D10WoctgEMUfGkzVtCzv0/J+HPDyFefCa+4ixEiYi6rQ/W7WDkuVcRlr9P1NodqD7ejPPt95FW16NRqlBNnsjgnGkMXH0xWT+7mzaVksFhCyUlRdDSS88vniRmVyP6sjx8Ny6j06hifHkJyi4HtXf+F8ICWb+7lJiyTPZU1uN9vRZ1k4PCu+cSNyOb9duqCa0fRFrrouy+KUQf7ir63sPbEJt9jLm3mOiUyNih9k0DNLzfw7R7itDFq9m6v4lBqxPVFgVas5IZtx5v59/yYhvukQCLb//82Pfx803oopTMODfjpPfX9jVdeFxBFp53ckH3aU5FEvNUUn1oEFGEstHa7y/NqEj7nunqi3S6SU+O/cbnmjQllZ07eo7WeJ0qbIdFmslw4p00j+9IwDhepB2xZMhlMhQKGcuuKGDHmh48h1sJQ2RHTSKVEDpsbzzntgIs7SEObIx03NPrtHi9Ps59oASPLUjD+wFsIzakUgkLH8rDOxjm499VodVqKbsjFVWsjA9u3o1RZ6bsV7lIlPDJDRvRp0Qx5c/z8LX42fPzjejOTyJhfh4Nf9tMuAXKnvghCoMWz5O1SLXRqG+ahRAM4fjrB/iGfchuvQj5mHwUuxrQvbaVKFM+pp8+gnjOJXj1OsTd2zB/tIrkd95CtWUbfXsOMGwJQOIYoirOZtCYT6cYg8yQgVmiZ/C994h753kKNr6LfNOHeNwuhsqmE/Xzv9Ahi0G/ajUZu/cgNxpomTcfZ3ImKe/txFXZQO/EQvxTx6J9eS/upj6sS0oImgxoXmlCGa2h5NFlbHh6J5ptdjIvLiT7okJ2/baSoYNWxMtikEUpMG2SYu/wsOSfE5AppLTvsrDnpQ5m/zifrW3NhAWBsqgM9q/sYcldhWijjl1bnyfE+/+uZ+qydFJyTzw7b8XzdWQVRDN20qn9URZFkdVbKlGrFMycWPyNzrVjezemaPXocM1RRjmNGFMah1Qq4UBlP4mx0UdnhJ2O2Byez3RtPEJxeRwpWUYObhr8THwECIXDR62NMpmURdfk0bbXhXMwePSYI88n5OspW5xE1ds2PM5IElOtVqHUKBh7Qxwdu6yM7BPx+fyRro43F6HLlrPzt80EPSGSU1LRT1CSvCiOfX+uwuhLICyECJcGybq4kJZn69F1x+H1unBkOsj84QT6Pqmn5W+7SE0fS9HsxeT96SKUqSZGntyL5e0DuOwWArIgmiunYrhlIXKVCmH5QWTPHUTbEUQIibQ2H6ShqRJXUhTmSy8g++FfofrFXVh+cD62K5ZhuPtWjPfewdAly+i76gJMf/gVqltvoD4rFYoKGDd5MrV19Qz0DZAvqPD94x2sf30dWUgg+e7L8V00lxaLhcL8bDT7e6i790WCajkJvz6flIo8mtt66Hx6F/qDI2RdPYGsKyqoru+kY3M7unU2Us7IJP+6yGyzmp2dDPynE02ZgVm3lwMghARW37WfqAwtk39cwMCwg837msgIxdCxwcrcuwtQG47dn0JY4MO/1ZM9wUzBjM8m4J0jfja/3c68y7JRaU4+92/1280Yo1VM/ArdkfsGrackiXkqOXC4A/noqJsvz6hI+57p6h1GKpWckq5V06an0t/voq3N9s3f2KewHy54/rzOjUc44qvXqI4PpOFwpLhZdrho9vxriwiHROq2OzmiJSUSCQq5/Ki9cfE1+WiipHz470gnK6NBHxn4WaBk4nmp1L3jpac1Im7HL8slebaSjX9pwtLmIrs4m9w7dAzVONjyuxoKJ5WSc3cc1mo7W36+i/TFuZTcMR7HZhcNzxxCcWk0xopEqh76BMvePsY+cSOalFiGH9uJwRNP0eP3YSjLJ/DeQcJvVpN4yZUk/vxupLFmLK8sp/veXzByqJHgtAXof/4HDFffRrh4LB67FXVjLeYDe1CvWYn7+ScwfPwWKbs3otu6Gv/m1cjsIyjzihEXnU/NrPPom3MeyUm59PzuL0St+giNIGC6+nJqp0xFVd9H4vvbQQJdS6YQiIsj5rVKAoM2vJdNwiKTEftWOzKFjAn/upCNqw6ieLOfqLI4Jj40k/ZPujnwRC3RZyUwmBZmoiaFA0+1UPHDXNJnxCOEBd760T6MSWqSL4qisWOA+ZML+fD3DehjVCy+s/C46/rRs404rX4uvnvMCe+JpmoLB3f2c8EPik55R6nm9j5auwaYPWkMatU3K0Desb2byVNSvpKNZJRRRvl20emU5OebaWqwkZb0zZOY3yZ2l/eE8VEikXDG+Tm0H7Qj+j/7fDgsHI2PAGf+IB+JBGrWOI4+dqSrcjAUYuk9RXisIZrXuAiFIolNg15H0nwFsTl6dv6tFzEsYrGOIFPImPjLLLx9ITb9tgq93kC0OYboq1SoopVsvWM/KQnZjFiGSL4hFXNpHId+uZdEWR4gwTs+SMwF2XS9c4jq365GJlUQm5NH+b9uJW5BGZ5VrYSebyc9dixZeZPIWryYon/eT+It5xF0uen6yyu0/ehvuN/eRmxAS/GYaegMZmpr9tPZ3oQxPoGS2QvwmqKoHe5HEmOmbMo0HA4nNTU1REdHM3bsWGrWbMW3cjvpb+3E+8xKPH1D2GeXkv/EvTjTE6iubSTdHIPqjUran/gYd1oUhvvOIn9SMRarnQN/WINhj4XU88dS8OPZDAzb2fZJFaZ3LBgyopj8p7lIJBJcLh8bb9uORArnPjf/aNza888mBqvtLPxTOVKllHfXV6JSyrG/5UUfr2L2Hce7TPas6Ka/ycnSnxZ/buxb/WIzAV+Ys76g4dYRfN4QG1a2Mf+cbBSKL1cyEEliHkCjUn7jJOap5EBlP3HxWpJTTjxvd5TjObmEH+VbpatvmMTY6C9sbf9lmTY90phhx7YusrNPnf/Y7vKiUSmOtsz/PHyBY776TyMcVmJHFsDZRWbGTomnapP16C4bgEqlOGbf0KsYd7aBHS/ZaNw3TFJ+5Attdzi5+Ldl7H2vmx3/GWLmAh8ajZrpP0tmxfkdvHnrPm76YCbZixOxbA2y/U+15C1JZtI1k7EdXE/tc83Elccw5s6JuDqcdCxvQpugQ31tHH6vm6pff0z6bRVk//4Cuv76MW2Pf4ijppOkW89DsWU/I69voOH2PyFOyiQ8eyzK8TnoqjtQH2yGykaGE+PxJsfiS4gh6rwZJBaUYOnqoLO+BoUokpmZjSCVUd/RiajTUVYyFltjE3279pA8ZEHVN4BdEAiYTLBsCRmL57P7ufeJ31aN3OvHtGgK1akxCPs6idveiSzWgHjjHLqqOklc2YNMpWDS0xdzsKoTzz8aUcdrmPfsEpzdbtb+cAvGIiPtUwVKUpM4eFcTpkwd8x+JFBNv+3cLXXtHuPDZ8aytrCM9yYy6V03NugGu+ut4tMZj1zXgD/PGX6oYMz2BMdNPnBF78z81KJRSzr6q8ITHfB0EQWD11krMUXomjv1mHSMHB9w0NVq56urTww4yyiijHKOg2Mya1S2ntdUxGAzh8QWI0p84ibnkkjye+0slzbttcOnxz4XDwlE7I0BChp7cKUbq1zgI+MMoVbKju4h+f5DiuQmklhloWuHG8TsX5pgooqKM9Pb1s+S3Y3jxsp0MbTEwlDZMakoy484poHp+J7v+3sjYy7PIysphxLqHogcy2X9nPc1PDJB6cyI9A+0U/KaUAz/cyZ4fbWbeG8uwC4MMLupE54mne0UVzmErRb+Yi9qgJ/3uJejGpND5rzVUXvcP4q6YjHxyMm63DZ/ZCzdMRt3jQX6wF/+edmw7WrFpPyCUYkKSYia1pAB9tIH6nXuwe53ExMSTkZJO6/a92Np7SAxJ0Nm6afzLO6jcPlRSCaqSbHom5uHPSWTmzKnY7E727jtE0kAA2cubsLq8WKamYzizjPGTS3G7vGz56Qp0+4dJOm8MYx5YiD8Q5ONVezG+NohCKmXm04tRGlWIoshbP96ApC3AxL9UEJ0ZcYjYOtxs/HUVuWcmUXBuKpv3NtI3bGeKMpuPttRw4RPjUemPxUdRFHnvkRoS8wxMOv+zQ6cFQeT9f9dTNDmO3HEnv683f9iO2xnkzEvyTnrsERrbemjrHuDM2eO/cRLzVFK5v5/y8Unf+xiA/5sYFWnfI4Ig0DtoZVzRyduvfhkKi2Ixx2jYuqWLK646dYtOp9v3uQXRn8Z/WKSpVcffUoJwWKR96kt53nWFPPTDzezd1Ed2ZtLh16mOtiIGmHphPJUrnLz02wM8/M58FAoFVquN8nGpzLwmgy0vdlC9o52J8wopqMgm/5pBav/dT+XyLgrPzsdyixVHVYgVV+3gxj2LmPPIDD5s3sDmu3ejS1cz6Y9z8Fu9dD/RTdnvJ2H6RQKdf9pL5xP7GG7qRHd2InJDEMu6aqwHmlFcnI/05ukoNrfCzlYUB3owL5lOzA3XM2IbxrppM9KmdlQH6lALIny0hS6thqBOg9lgwBAbg72hG7fNRlwojCYYYvi55UhEkXhAnpSIc/w4Oo1GMivKie62UvujR4kacSHPTCLthxewp7UbxVt7MXXYiJqch+qq6Wx/azfxH/aiitUx8cmL6O6z0/7zPciVMha+fDbIZHx4+WokMgnWi3WYzErCr3mwd3i4esN8lHoFI10eVt5/iIKFCbTHDhPuF1g2q4xH52wmPlvPgluODw6rX2hiqNvDT56accL7we0MsPLlBs64IPcrD948GfuqWxiyOrjkrBnIZN+sGcm2rV0ATJtx6jtPjjLKKN+M9GwtHpeAVFCd/ODvCafncNfGL4iRBWWxmJKVVG20fOY5kWP12UeYfEECTdsdbHqzjYVX5qJWRz6/z+dHIpFw1r35PHXFPja/2Mq5d5UTbYqivaOL/LNiyJhspuF5BwnTBygbK6DX6xl7dxJb9nay8qbdXLd5AUnJKfTRQ9GNOdQ+00jSlOlEj42jz9JJ3m9KqL3rAFuu/5h5r51DwrgMLKm9tEfvw/pqG/tuW4Hp5kykBjkkgvyOsQTfamLg6S1IPzZgvLiMlIp8TKY4VJO1+M700NPcyMiuQ8jaLCgHnAhNdVg31mEFJIAJCAOthz+/6fD/i92oxZ8cTcLUcRgnlbCruhaJVMrM6ZNwuT3sXbmVxJ3dyNqtyLLj6ViUgz4niRlTy/E7fGy6+VVU9SMkXlpG2b0LAFi9uhLZfzuR2UPMfHEpxmwTAOueO4B7xRCxZyYw8bqSyLURRT68dQ8Aix+roH/Yzqa9jZRkJrPvrk7iCwxMu+n4OrH9q3porxzhh/+d8rlt9/d+0kNPk4OrX5p1wvvl06x6tZHYRC2TvqTVMRwOs3rLAWKjjUwo/XbG3nwdXK4ADfUWzjnv1Nen/7/MqN3xe2TI6iAQDJF6iqwcUqmEGTPS2LKp45Sc7whfRqQdaRCi+BJzbBacl402SsaqF1uOPqbRqPB4fUf/HZ8URdnZenas7KJxn4WYmGiGLVYALv39eBRqCW8/UIcoisTGxjLmCjPmYiVv376fsEtO3pg88u7T4ujxsPKGXZhj41j8wlyUsTJWX7OF5j0NTH1iAbEViRx8YDfyJh2znr6O5HOL8XwyRPBlK2mXzSH1waXIpQoC/z6E8YBI4V03kPf3e9CNzWX4nfXU3/h7ev/9LiGNibg7byHjn39B/oMrsE8ahzc1CU1UFJpQGFdjC8G2DjQeH3q9Hl9sDMPFBXiXnUnKX35P//nn0KkykjbgR3jkFfqefJugRILmhmUU/PnHVK09iOIfG9D1OMm8bTExPzmLfc9sI+a9LgzZMUx5/nJsdh/7frgGqQjzXl6GNsnAx9dsxNHuRHVbMl6dSNFADLXLO5n1yxLSpsYiiiKv37gHMSxS9JNEWrqHWDi1mP2v9tJdY+eKR8tRqI5d04AvxCuPHKJochwTzjhxN8T3XqrH5Qhw2a2lJ70fvgo+f4ANO6rITImnMOezWcqvyubNHej1SsrHJ56CdzfKKKOcSswJkSVKQ53t+30jX4DTHYlbXxQjJRIJWZOMtFfb6Wqxn/ScBdPMRCXLeefxWkRRRHt4RteRwddTL8giKlvGJ39tJRQIExMTcc5YLCOc//dyvEMhGl52MzgUmTOXV5ZDxs1a+vZa2f5oHdnZuajVatRLBRKnxLHprp2YAykkJKXi0IyQel8GznY7G6/5AMEjkpCUyeSfXsDY359JuNOH/Y9tRPviSMsoJGvSBIr/eg2Zd5+FzA22P29l+M8bGdrVQH1tJQcqtzPsshAzdxLFD95Czj/ugQcuwXH5NMIXzyDuxnMwXjof9+wS3AtKMd1yLom/uoHhmxczeNUccu+/DtO8CeysrkEqkzJj2kSsB9uouf8V4l4/hNLqJemHC2hZko8iLYa5MyvwtFvZeMlz0DBC/A8nUn7fQiQSCTt2NmD7ay3y3gDTH1tI/OGOvs37e2n4ZTXyNBXnPT3v6HXY/58WWtf0M//3ZehTNbyzthKdVoXxoIbBRifn/nUcMsWxZbQgiLz1qyoScvTMuDLzc6/t24/VEJOkYdYFn//8pxkZ9rLl4w6WXJp3nCX2i9hzqBmLzckZM8d94yTmqaRyfx+CIFIxYbSL8ldhVKR9j/T0R7JqKQnmU3bOWXMy6Ox0nNK6NLc3cHSQ44kIhQXkMulntrGln2qvfwS9Xs3YOQYqtwzSWj8CgE6rwe32Hm16YooyUrhQhcGs5L+/2EdcbAwulxu3x4MpQcP8O9Pp3OVly2tNSCQS8vJzKf2JBp8ryPIb95CSmkbWzGSyrtfS8H4P2/9UR1xGPGe/dQYSJGy5sZL927aT81Ah5vI4dty1jtbl9Yx98EyK7p2HfXcvjT/eQFRcGuOfv53E8yYxuGof+674O7XvbmJgagreG2chm16IcsAFy3fQ86PHqL7/Cfq21yCLSyXjiisw/vB62s+YQ+fZZ6C578ekPfJruufPpi03F+OY8cTKoqj+88so/vIGKR/sRdxdhy81lo4zxhP9i2uJiUli9zWPw4pKFBmxlD97K5qpBey8/S0Mm/qJn5fLlP9eir3bxZYrVkEYZjx/JjGFsay9ZSs9m/tJuyeXTr2HCkMyOx6oJXthItN/FvGpb/t3C/Wf9DP/14Vs72whJy2OvNgE3vjlIUoXJjLh3OOF0MqnGhjqcnPtQ+NPaFkQBJFXnzhE6cR4yiafWvGzaVc1Xn+ARbPKT4llYvPGDqZOT/3SXv9RRhnlu0OmDSBXSNi7u/f7fisnxH1YOOk1JxZpoiiSMUGHRBJJYH0aqURy1HFyBJVKQd5CDU37LRzc2I9GrUYiAbcn0sRLqVQy/too7D1+1j/Tgl6vQ6NRMzg0TOaUWCZdk0nHu36qN0f2pmJjY8leFkfcHDWbf1PN4EEHxSWlhMQQST82oopW8dEVG4nXppNfOBZlgYrY2xOw1Q+z5tJ3cA9G5sClnFnClOcuQyaX03D3epwf92GOTiTKFEv8onKyHr8Mw4Vl2Bu66fz1u4w8tAbDIQ/FaaWkZeTS29PNnt07cfg9ZE2fROklS3HmJ9AUq0AyrZiy6y9GWZ5P5XAPqJVMnTIJUYCt2/eg9AsUWuU03vk83b94E2Wvg8QrZ1L07M1U6oJIZBLmzpzA4Kp6tl/xMiGnH9O9U6m4OdJCv6mum+b7d6Ds9DPlL3NJXRRxMNkH3ay+chNIJJy7fCHKw+NkLI0O1v60kqz5CVT8MJd1u+oYGnEyr6CQtb+rp2RpMiVLjhccu97spOPACOc/WIpM/tnldeshK/vW9nLOrUVfaiTNh683EgoKnHPViTsofxqP18/GXVXkpCeSl3l6iaE9uyLf4dF5pF+NUbvj90jPgAW1SoHZdOqKKOfMzQRg4/p2sq4fd0rO6fb6P9Na/38JhYTPzfQcmYUmCMLRx+RyGeULTOz7yMGLjx3g10/OxaDXEg4LeLw+dFoN0dFRKLVSzro1i9d/28DZdRHLXX//IDnZmVxw/3h2vt7NKz85yISlWcTFxZMxLg7rDWGq/tnLtn+3MO2HJQSvC+Bs6GbDg4eIK44if1kKZ7+1iPfO+YTGnw8R+m0Q3S16fP/0sO/BLfTWtJN1UwFZv51J5593s/2aVzAuS0c+34wkuRzh41b879UhXa8m/pwJpFx3CV5piI6NO/EdakbZPYJmVzPsbKb9lY0AGJVy5Fo1TslWrF4fGn8QrQhBYACQ6FSoS3NJmDGOWjFE7+AwRQE17kc+Yqiln6BRhfLKKUy6bhG96xo59PAnKDwhMm6bRtH1U+lZ187W29cQVkuo+Nd8UstT2HDHdlre7aDoniJ2mazk6M1U39uMIUXDuS9ORSqT0l9r5927D1CwMIHODAtyp5Rz5o7j+Rv3EfSFufYfE44TQi57gFcfOUj5vCQqFpz4h3bDyjY6mu08+vIZX/IO+3JYRhzsOthIeXEWSfHfPLHR0+2gqdHKtdedHkM+RxlllGP4/AFsThd5BSZ27zr9RZpOe+IYKQgiGpOcosmxvPtiPbf8cuLReCmVSgn/j0hTq5RkTdfQ9GGQ1/50iHFzF6HTaXE6PUePKV4QT/UbLt75TTUzr84iIT6Ont4+wuEw5zxaxsH3utjyUA+TF7sxGHQUFBRivcWGqz7Miiu3c/3OMyguKaWm+hBZD8RRf083H162nnPeX0TZ+Kn0J3WjUCnofbSLj89bTuav84nKiEahVZH56Cx6/rmfhr9vpv3DgxiuzCRsjsQKaUU0sbPPQl5nx7WhEfvyfVQt3wdJesKZUUSNSSdr6jjQa9i7dy9Op4u0tDRyc3NpbWunqakFk9HImLRsBjZW07G1iugeJ9I+B70iBON0BM7IZ8pNS1Ho1KzesItAIMTMgiIa7vsIy84OfBk6jDeUM/WsyQD0Ng+y68bVKPsDTP7LPDLPiTTsCPlCvHnBx4hDQaY9O5WEAvPhx8O8c8V25BoZy/4zmbaeYXYcbGViSSb7/tCJKIhc8Hj5cdcsFAjzxi8OklZqYvrln99Wf/mfq1Dr5Cy7+eR12qIo8s5zdRSPjyO/9MvVZG7YWUUgGGLRzFOTxDyV7N7dQ26emZiYU1v+8P86oyLte6R3wEpyvPmUfpny8s0kJxvYsK6N606BSAsGQwRDYbTqLxZpgih8bne8I/bHYEg47nFzvJbJi+J5/6V6bntwElHGSItYh8ONTqvBZDIil8kYu8TIxpf1vPDgIS76Uww9vf3kZGei1WlY9lAWL13TzMt37+WmZ6ZSVFSE7VwblkqBd39ygKypsZSOLUf8jZTN17fx9pXbuGrNXFInxXHW6/P54JJ1dD3sZdozpcT+Jom2x+vpW96Frd5C7C0JGO7Px/tmL453O1DutZD5o0mk/XMxvoZ+ul/ZQt/LW+l7dRtCTjTSsYmkXLSItMIcbANDNG7dQ7BvmGiZCpNCjdvmwGodQaqIISEjFWVsNE0jFlw6JeUzJhJrimbXG+vw7m0jrc2G0xNAlmRicE42MfPGUJqZzf6732NoYwuhOBXFf1hGztQ8av+1n6q/7iGYqKTg91PJn5jJ+tu30/BaC2PvKmF/ugNDUIXtzxYCzhCXr5qDNkaF3x3iuYu3o9LLyfyxmd3t7Vx0RgVNGyzsXN7JhQ+VkpR/fGv91/5wCPuwnxsfmXDC+0AURf775/2kZBlZcP5Xm+lyMj7ZUolCLmfe1FNTb7lhfTsAc+ZlnpLzjTLKKKeOvsGIy2LCpGSWv1yPzxdCrT79lixHZoRqvqBBwxEnyYxzUnn6/gNs+6STWUsyAZDLpITD4eOO16iVyBQSzrwph9d/V0PjvmGMBh12p/voMXEx0RRdrmTzz128/4da5tyRTHtHFwODwyQnJXD2n8by5k2VfPCHvVz6u9lERUWRXZKF5+5m6n7mZNWNu7lg+XTGlJZRK60i7acxtP9uiI+v3sCS1+aTkppJ8vXpdOQ0s+fOzbTd10jyT9OQZcoQBRHpFXEYClW43uhi+KFDxC7NIfv6KUSnxCOVSgnk++mdmIbrUCPhQ30o2p1I9vTj3tFD9TM7EKUSMKowm40EtB3sca8m6PVhDgIOHzXByP+JRipBX5iCakYxDSo/ipRo5sychFwuZ82GXbgsTor6lFQ/+jZIwT4/Cf2CbGYvnIhEImGgaoBN165C5gox8R/zyTozkvAVQgJvXLqaQI2bzJ8XUH72sdrrT+7ax8BBG5esmIncLGPFG5XEmvTEdxtY/V4dZ/+pjJgs/XHXbM2/mhhocXHvB3M+txatt8XBhuVtXHBHMYbok9dYVu8dpLHKwi+fmH3SYwEGhm3srWpmYmku8bGmL/Wa7wpRFNm1s4fFZ54+NXL/tzBqd/yeCIXCDFrsJJ9CqyNEvO/zFmSycWPH0fb334QjXRs1JxFposjnis2jIu1wzdoRdFo1U86OJRwSefGxA5iiIruJI3YnEBneGRsTjcVm5frfV9B6aISuXRIslhFcrkigmnXeGArPUbPx2Taq1vaj1WopKi6i5MdKVCYZ/71wG35HmPJJ5Zzxn2LkRnhl6QZqtzaSODWOs5bPx9XjYes1B0lQZ3LGvy6k4qEZ+Gt9WH4zRG70WOb++1oqHj8fmSij8Wfr2X/Hu/T0D+E4J5PgjybAjAwUFj+8XUvPj15h9zWPU/Xndwl1u8gcN57MsxdiGZdFc3Ei4tnTGHvPdahnTaDKOoLf6ienHyyPfsSec/6A7IVdGJqtxEwrJOruJTQuy8c4IRfzDjtbL3ieoe1t2GfEU/jEOaTmp7L5+g+p+ssefCU6En49jvJJeaz+wWYaXmthwn1jaSsL4XMH0bwUZLjWwQWvTSe+1IQoiiz/4V4Gah0seryYPR3tlBemk2GO5dmb95BWauLs+45v29vb4uCdx2pYeFUO+RUnrqHcs6mHQ7sGuPauccg/x+7xdWlq66WxrZfZk0rQ605NJm7d2jYSEnWMKY0/JecbZZRRTh29A5Ea5HlzswkEwhzY3/89v6PPxxcIolTIvrBm6IiNf9zsBGISNLzxdM3R55RKOYFg6Lj5pjptxDo589IU9CYlL/32AKYoPXa762hcj4+PITpPTtnZcXz41zpElwqVSkVnVw8A02/II3Want1/7af94AAAOTk5pE6NIeMHOurf7Wb7o3WYzTGUj59A3HQTybdG0b2pnw+uWkvYH0YikZI5N58z3j4flVFD90PtxHYmM2nqPKZMW8CMOy5g7vs3kXr2GIbfb2b/ZW9Q9be1HNqxl507ttLR3oohK5Gxt5/H5GduJ/v5GxF+OAn/klzU8wuInZCHPEqL3ekkGA6hi4/GXJaFbGYujnlZyG6dyYT3fkbcL86hOlGKMtXM3FmTkSvkrPt4B76P24h9ppX+Vw8SPT2DoR/kIZ+VxoK5FchlMtreb2TDRe8hBgUqnlpAzhGBFhZYef0GbJuH0V+VxJK7Jx39v6/8bwuVz7Yy7adF5C5J5v2NB/F4AywuK2HFnQdIn2hmzl3Ht853DPl4++EqSs9IZNyZn+8yee2Ph5DJpVz4kxOPrfk0bzxdjUYnZ8mlJ2/TL4oiH2/aj1qlYM6UU1sHfipobrJiGfYyecqXn/M2SoTTLy31/wmDFhthQSAp7tSKNIAFC7N5+cUq9u7p+8ZfiiPzz9Rfc5CoQiFDIjnW/fEIBp0Gt9HHmZfksfzf1Vx393g0GhXWkWNF1YmJcRw4VMfMJQmUzkhg1eOdXPI3E23tnZSOKUKr1XL2A4X07DnEk9du509VS0lOTsY9zo3n583suMfJC5ft4IcfzKJ4SjG6d6NYfuY2Prj0AH1/7yK1NJlZz01g2w/38/aiD1ny8jzyrhqDuTSO7XeuZd3F75FzXTHJV2WT9Idp9K+oZeTjbkZ2daEqjib1kjJyfnEmgijSuqWSgS01SNpHUNYOI+7vo+v9eroOf5YjAxEq+TDy+Q//2yqTEo7T4S2OJ33+OPIWTaCtp59Dq/YQX+8luK+RrrCAfEoKncUaxs8ag7opwEe/eoOgO4j7rBiMi1KYWlrAyvPX0L9riOm/m8BgmYTOg30kvCund6uFs5+dTM6iSCfNjX9rZN8rHSz8VRF7/e2YjToWzyjhqat34Rzyce+q2cg/5ZcXRZF//WQ3cqWU63934l00gH//bi+xiVrOu/bLeei/DKFQmI837yfGZGDyuJMHrC9DOCywfl0bi8/MPe1sIaOMMgr0DVmJMmiZPTtSO7R9WxdTpn3zZkGnGp8/9KXjo1wh5fzrivnPH/fR0+4gJdOIUiFHFCEYDKNURpZker0WgJA0yAV3lvDCQ5XMvyEVQRCwO1yYo41EGQ1o1GrKf6Cjfq2VV+45wKLfptDS2obH40Wr1XD1i9P5U9lqXrpqB/fvW4ZcIWPs2DJ8l+zG3RRiwy8PEVcUKQMYXzGJ+IROCFXT8+QAy895l6mPjyMmMRZ9dhRnrDif7XeuZc/9mxjc0UPFwzORaKR4pX5M1xUSnKhj+PV6el8+BMslGGemkX3JBBLHZOF0Otm/fz9WqxVdejRlZ0zFZDL9H/bOMjyq+2nD90p2s7txd3cjIY4T3CktUIG6u7tSd1da6qWCuxM8JMTd3d1td8/7IUCbkkBog/T9576ufmj22ApnzjO/mWfIyyugPD8fhcKVoMBRKBQKTsQnUVNbj7ubC74+HhSXVhB3IgUjIwPGjwmhPa+O2M/3oz1Rg7JHi/EYJ2xuCCa6pACJSMTMKaFItSLinj1I/i8Z9NrJCXx7Ah7hfZUdWrWWHXccpHxzOaL5Rix5a9LpGFB8qIbt98XjMs2KSSv8OZFeRFZhFdMjfdj7RDbdbWqu+z78jH6zX59KprtNzfXvBw/4vVcUtLLrhzzm3emFqbXynL+T5oYutv+Wy/zlXugZnNtCPzOvlMKyauZMDjltMnM5cfRIGfDnmKgRhs6ISLtEVNU2AWBtMXzzzE4xeYozYrGIXTvz/7VI6+7pE2mycxgriMVnNj/3/V2MXKZDd09Pv78b6KvIL6rglifC2PZrDt+9m8jouUbU1jWd3sbGyoKklEzKK2u476MI7gzdRPI6DSqjMjw9XJHJZPj4ezDpqXK23F/LyttiePCP8bi5uaGdoaG1KI+U96tZe388iz8NwTHYluU7p/LT9H0kP9qE9m0BmTnYrzCi5NUG1s/djtP9lphNN8DkOVu0P1SQ9006hZtzMFpmieV8N1yuDqEzupKyP1LIfyGa4g9jwN8QwUcPi/mjcPf0RC6TkxObQnlKHjpdWmyMTNEVS6murqWhpQU9M0Pcg7wRmekRW1hIl7qHiLBAjHp1iP80mupd2RhVd4Fcgu08X9rDzEitrsLLyJLmd7PIOlCKoa8pjVNV6NgqibB0YcOMHXTUdjH9mwl0+cmI3Z2M0VqoOlTPzI+CCVje96CTtqWCjY8lM+pKO1pDO2kv7eGWReM49nMJMb+XsPTVUTgF9U8cHN1cQszWUm5/MwQzm8EDTNyBcuIOlPP4O+OQD2NZUkxSNvVNrSxbMGnY3KpOxFXS2NDFtOkuw3K8EUYYYXipqm3C2twYM3Mlnl6mHDlSysOPRV7qyzqD7p7eM+aD/p1TI2i0WoElt/my6u0EfvsijYffGHN6jlVXd89pkabQlSHVkdDS0s6iB3xY93EG2z4pwv8GqK1rxMTYAJFIhI21BcWlFSx4xpffn0kh8jpbkEN+QRH+ft5Yuhox/XU3tt2fy++PHuPaD8ehq6tLcHAw2sdO0FlRy7plR7h+31Rsgk1wcHDC5iU7YsxPkPJyDgduicPhSRMkKgk6Ojqo7jbBxEZN8Zo8yg4XYXC9OboBfa0KChMlzs+OR9EqpXFLHpXbM0natw6JuQKtpwodH2PcJvvi6OFCW1sbR48dp7m5BTtbG3x8vGlvbyf64FG6uroZHeSPg70t2TmFJCdmYNamg3VRD8c/+omO4kYEiQjj8U743jYWqZMRW3bFoNVqmTU9go70Jg48GU1rUTMdkQb4PhiCf2ifQOvtULPzlgOU7CynZ7Y+170fha6877ury2phzeLDGDurWPTzGGob29h5JB03ewt6DmrI2FrJlR8FYeXdvw0g52gt0avymfOIN7behgN+/z+sSEQiFXPNE0Mr1V+7KoPuLg1X33nuVbHeXjU7DyViZW5EsN/wthgMF0cOl2BmrsTdY/gXJf6/MyLSLhFVtY3IZToYG+qde+PzxNhYl/AIW3btyOe5F4Y2i2Mwek8OnD7bIGvoK0/UaAcur1Toyujo+JtIM1AhCGBqLWPONR6s/jyV8LkTaGurpr2jE5VSgb6+CmMjQ0pKK5gW5cyi+3xY80E6tiEm5DkX4ePtgY6OlKmLR1N64hBx35ax5/Ncpt3tgYeHJ/L7dWkrTebI5wUoLCXMe2E01kEmXLcjil9mR5PxeDvzfw9GNknAzrOF5KdzKHyvms6sXjwfccL2JXs60trIfy+N+vfKkMYI2D5qg8m1o9COMaZsTybq2DqEIzVwoJpavTI6fHLoMIFuEzGW3nb4RPij1RVzIiGFRiN93Fz98XRypia/ivhdCYhrurDrVZD71UY6K1sA0LHXx+ORcOzm+ZFZVkladBoWKVrK98cj0ZXg90QYSSatqHt68Ks2Ydt9e9A11WXhlhlo7XVY+0cMut/30JjYyfT3RhNyZ1+JR3FcPd8vPYpdkBGej1qwOyGTGWN80daJ+P6+E/hMtmTe4/1XwDpae/nk/hic/IxYdL/voN+/IAh8/MJxLGxULL5t8O3Ol5bWDg7GpuPlYovbyZl6w8HOHfmIxSKipg7PjMIRRhhh+Ojp6aW+qRU/DwcAxo6z54/fMlCrtcNaRj0c9Ko15xw9c9rlWCtgZa9P1AIX1qzK4M7nQlGcNOXq6OzBQL8vCSYSiTDUV9HU3I7KQMbVj/mz8qkT2I23oMahAU/3PmMKeztr8gtLCFpixNFfDFn9SCrX/uxIYVEpbm7OKHR1mX5vEFk7qzj+cTmek/MIXuiGSqUiYnw44rfiOX5HOT/P3svyfVFY+ZoilUoZ92AElvaW7L37CBUr2gh+3wuJqYhedS/KZSpMwy0p/TCXxg8qsZhiy+inx2DkbHryPWrRsVXRGWVA46EShNRmON5Az+E6sr7OI99Gj15jMWILBQ6eDpggISsrjqLiMqSI8bCwpmtzIfvTDtBR2IBBbQ89WoESiRitsz4dM20Yff1YXLwd6ezqZuuu43R2dTMlMIDcV09QuDYbmaWCpuWWuE5xISykL/511HSy7br91CTU0bFAj7nPj8HcuO/5q6Wsg1/mRiOWirh600TEKjF//HECXbkOocZOfPn4IXzn2jD+3v4zQ9U9Gr6+IxZTeyVXvjBwGWNBagN7f85n8cN+Q1pFU6u1rP48ldCJtkMyDDkUl0FzaweLZkSeNmq7nBAEgSOHShk71n6kauUfMCLSLhFVdU1YmhldsB/tzFluvPBcNOVlLdjaGZx7h0E4JdLOFYSkEjEa9cAiTaXUpf0vM9AATIz7Cv4aGlu569lQdvyex/YfyvCMgqrqelyd+8panBxsSEzJpLGphRteDOLQ+mIOr2zH2r0QR0c7VEolZmamLHjSn+qUBH54KB7nYBPcws1wcnJi2RcGrKo/zJ4Xc+kUWoi61w+rIBOW75rML3MPsG5eLIvXjsdnrD1e272JeyOZ+PdS6czqJeqTsTjNc8Vzhh8Z3yaS/UUyuxetR8dLgWK6EXaT3HC6aSoKkZyKAzkU7k6jKbMWUVw3YgFqKeEARwEQdEQoJRLKezMo0/StOJ4qYmg310PsZECbnxLTcc5MnBOBRCIhfmcqGV8no0ppp1MAl8XeeN0bxM6ENFoK2rGKlnBifxL2UTZM/WIcagWs+uEI2o/a6CrqZc4XoQTd3JdZq8ps4ctZB9G31GXetwH8fuQEnk6WBDjb83zELuR6Otzz05gzGp5XPnWCuvIOnvt1MlKdwQPAoe3FJB6t5NmPJ6KrGL7bys5DiWi1AjMmjB62YwLs3J5HRKQtJiYjTlMjjHC5UVPfjCAIWJn3VZqMG+/Aqq+TSE6qJjhk+JI1w8HQRJoYiViM+mQ8vf6BUexel8+G7zOZurRPcLV39I+Rxkb6lFfWAbDwXm/Wf5LBidVtWHnVIQgCIpEIczNjlEoFpRUV3PpVGC+N203qj11YzhXIyMwhOCgAkUjELT9O5o2gbfx6YwKWMYbYeZmjq6vL2BkR6K1KZ9e1mfw4fS/TfvHFK9wVXV1d3K90RmGuy47ro4m5MY3pqyZgO+7kSBU/CJwdRuZXSWR+nsiuWeuwu8oVvTmmNPY00tPTi0Khi9e14dja2kGPlvx9aRQfyqKnuBVpVQ/ajBbK9lZRdvL9nooaRRSCCLQGOigdjLCd44LSx5yklkpa1d1MGDsaOxsLurp72L43jtbaVjwr9Dj+yla0vVpsrvEg1bELWwczosb6IxKJqEmsY8f10bTXddG+zJDw5T54OVsC0Fbdxc+zoulq7GH5niiMnFVs2JdIfXMbi8cG8+v8OPQtdbnuu7Azntc2vJpOWXozj22eiK7ewKupK588gcpQxtVDXEXbvTafqtI2nv7g3An2+sYWjsRnEuDlhKPt5dlbXVzcTGlpC/c/FH6pL+U/yYhIuwQIgkB1XRMBXk4X7Byz5vSJtO3b8rj19n/+gKs+2aQsPUeZmY6OBK0goFZrkP4tYOkp5ZRVNvT7m5GBColETF1DCxEhtlx5qw9rv87ALtCRsoqa0yLN0dGW1PQc8vKLCQ325+Evx/LEzJ0c+6UFK9sMIsOD++akubmw+L02vl6SydsL9/N6/BxMbJSYmppw/5aZfDpzL0derqajpw2XmQaYmZkx63c/9tycyc8z9jPz02BGLXcm+Al/zCNMOPhgLOvn7MBmoTnGS1T0uHRjsMIOIaabtl31tHxUSdGaVjTz2hD85VRL6xHNNsPt3lAcrWxpLagn+1gG9UXVKNDBytgUiURKfUszde0t6FsZ4TfODyMPS9JKSsjMLsTZyYZARzcKfskk89c0OjKb0NER4XKlFz53BqG002PL7niqNlYi29lFba/A2FdCCLjTG7VWy4+fHKb1zXok7XDVb+PwXND3GdbktvLZ1GjEUjE3bR7D2oQE9JRy5k8K5IvrYqjOa+Xp3VEYW/cXLAl7K9j8RRZXPuCLT8TgAUCt1vL+08dwcDNk0c3D14tWUFJFem4JkyP8h3XFuaS4mdSUGl55bfKwHXOEEUYYPqpPlr1bnnSpGz+hb0XtYHTxZSfS1Botctm5H6V0dCT0nBRpgZHWBIRb8sOHycxd3rc6c2oo9inMTAzIKyinvaMLlVKXm18ezVs3HyZzv5S6CU2YmxkjFotxdbInNSOHoOk+zLzfk+0fZnNdhDsl2nIc7GwxNzdFz1jBLevH8cm4A3y14CD3H4jCzMoYiUTC6GkBGG0y5Y+5R9i9LJ2y10ux9DTFxMQEA28DZm+aTPRtMWy6YjehTwbgf48XPb09dHR0oJhthIOnL5U/FlKyOgfWiDCeYoHXjaOwD3ZCJBJRX99Adk4uTeJmDOY54evjjYmJMdVVNSQeSaa7uR1nW3scHWzpVPeQmJ1DGz0EB/vj4mxPS2s7e6Jj6db0EDUhBCtLM7q6e9j262Had1ehl9RBSYca+9ku2Nzkzc6MTEwNDJgdNRqxWETaN1kcfuYEMlMZLXcY4j7WjvHBfS6DbdVd/DxjPy2l7VyzZSLWQSbEpxeTnF3GhCAP9j2UQ0tVF/cfikJl2r/XqzChgY2vpzP2OieC5gzcVhK3s5y4neXc8VYoBibn7hUTBIFv30vEyd2IiXOczrnt9gMJSKUSpo29fMfIHIwuBmDCRIdLfCX/TUZE2iWgubWd7p5eLE0Hrl8eDjy9THFxNWbL5tx/JdJO9ZkNZK//V04Fqe5e9RkizUBfSXtBRT8BJxaLMTUxpOZkML7zmVA2/5TN4TUtGFhITm8rl8lwdLClsLgMX283gqfaMPcOT7Z+lY3j6DKsrSxwdnJAJBIRNi6Atk/VfHddNq/M3MGKQ7PRM9RFrpRxz/ZpfDHrAElv1WGgb4A2spreXjWur8rIfa2brbfFcWJjCg63qhDriLB+1YD630RUbKylZm8Dnnc5M/p2f/Tn6aN9UUPBlhyyfk4h+6sUEEBqLsdmvD3ScDUl1qXkNZfSY6vFY1IEnh6u9PaqiYlNoqqmE1fn0QQF+iBotBzaGkf5iXLM2uS0/5LHlrQYADQWOugttmPao1EozZVotVo2f3qMsi+LEVeosRhnyaT3IjFyM0AQBH564TA1H1aiayTj2n0TsQnpK5Oozmrh0ynRqHu03Lt/EtFF2bS2d3HzFWPZ/HIm8RvLuP6DYHwmWfb7zlobu3n71sPYeRhw08tn//2s/y6TvIwG3vt15rANhVarNWyLjsfEUI+xwcMn/AC2bskFYPY893NsOcIII1wKquuakMt0MDo5msXSSg9vHzOio4t46NGIS3x1/dFqhdM9Z2dDriPtZ6B18yOjeXDJdg5tLUVHKqHlLzPQAMxPCtTauiZUDlZMXebGuo8ziP+tibxrKzA361tldHG2JzM7n6zsApa8Ooqk7RVsf6GMmR8Zk5CYyuRJY5DJZDgHWXL1t8H8dPUJVi6JZvkv4djZ9TkRukTacv3uqfw0cz85T7ejfEdJc3MBpwwnTZ9RoP6yh9hXk0ldn4nlXYboWEgRiUDPQA+vZ0ajaJdR+VsRJZvyOLZ9FxkBpkiClXS7g8pSjwB/X2xtbVBrNCQlp1NYVIK+sR7hUaEYGxtRVl5F7IksJLoSJoVHYG5uQm1dI/sPxSMSwfSoCPREcrJ/TiPpx0SEnHZ0JCJsZ7vic2cQWms567YdR6mQMW9aKL0NPex5OIaiHWVYTbSkIArMbfWZO6lvda25pJ2fZ0XTWt7B0g0TcBhnQWVtE9sPp+JiZ0bNd63k7qvhuu/CcAztX3bY06nms+VHMbDQ5YYPBzYLUfdq+fzR49i46rPgnqHFsGN7y8hMrOWFzyed85krM6+UvOJKZk4Yjb7eucsoLxXR+4uxsFTh5T24K/QIgzMi0i4BNfV9DoYXcpaFSCRi3nwPPvskjqamLoyMdP/RcYYq0hQnm287u3tR/c1dyOhk/1lzawemxn8O7rayMCYtswi1WoOZpZLbngjmw+di8ByjQ2loNc6OfQHEy9OFwqJSMrLyCRntxx1vhZK4r5J9n7Zh7pyOgYE+pibGfeMHrhhN5/sifrkni9fmbePunyOwtbNGrpJy57YJrJx/mIPPVHLlJ6MJvcGG9vZ2fP7oIu6NArK+raK3QMKkj3ywHG2MarqK1tx2jj4bT/qbeRT/XIn7LU5Iw8TU6dYivsUIN6UrikIJjTE1VO4poWRd3skvAHQtlJTZdFKmSKepow2tVouhSo9mTT7ba1JoK2+FXgEp0CoTYzrKEvPlbhTrt2EXbMeUCX2ZwOI9Zex/KZaO9DbklnImfh2J2xV9Wcru1l6+X76fmm0NGAXpc8OGKPRProiVJjTwxcyDIIJ7908ir6uGnOJqZo/3J2dzPZvezGDK7W7MuK+/Y6IgCLx/11EaKjv48NAcdJWD3yZamrr55IXjjB5nzdQrhs+E42hCFnWNLSxbMOkM0f9v2bIpBy9vM9zcRpqYRxjhcqSmvhlzE4N+5WUTJzny3arky25e2mAzQv+Orlx62i0ZYPJ8Z1y8jPn6zXiWPG9HU0t7v+1NTQyQSMRU1TTi5GCFWCzi3g8ieHDiNtZ/kEV4uDdisRhdXTkuzvbk5Rfj5enC3T+O4cWxu8j8XsD9pm7i4pOJDA9GLBYTusSVxoJOtj6Vzu8PxDLpGSe8vDxRKhVYjzbh+t1R/DInmsQH6rhq7VgMfWR0dHTS29uL20dqKrbUkPF2AaVPNBD4iDej7/ZHR/5nmZ+1vx0mV9uR+3s6rQcb0H5bDyKQ+ZpRHymjwamaMqGeHqUGNzcnvL08EIlFJKVkkp1biImxEWMiglApFRSXVnJkZwKyOgFHrREJP+2jPqkGtAJaYymON3sTdGswSis9mls72LAtBpFYxLypIRSvLeHYC/GouzSEvBhIrEk9MuCq6aOR6UipSW1i9YID9LSouXbbJOzHmNPZ1cPvO0+g1JVhlqzPzq8ymPKEF2E3nNm3/POjiZRntvDkjsnoDbJCtuGTDEoym3l5/RRk8qHFsJVvnMDCRsX8ZWcfdt3d3cuOg31mIWGjLt9ko1YrcCC6iMlRziP9aP+Qy+dO9z9EbX2fQYTFBVxJA5i3wIMP3z/O9m15XHPt0GZz/FNOzVHr7Oo94zVjo75saENTWz+RZm1pQkp6AVU1DdjZmLP8gVGsXZXB/l8aCJlQfFqk6amUuLo4kF9QgpurA0aGBjz940QeGL+V6M9b0DOKZ/y4cAwM9BGJRMy9czQ9jWLWPJPByruPMeVxK1xcnLG2suT2reP5bskx1tyTQEtFF7NW+CG2EOH4pQM5c8vZfPtxNs1NZOKL/oTfb4ypr4xxq0LI2pxLzpdFJL6UjlglwmaeJcG3BmA72hr1WA35Y4qozwJJbS+WaiNU7TLay1upL6ynraQNsQaUurqg1qBRQKexgNZeH9dQJ9zGuWLoZUJKdhEJKbk4OzoS7ulJ2ldZpH+XQ1NuC4KhGJu7HZj37DikJx9QCvZUsf7WY3RWdmN1nTk3fTUJycmVrMwdlXy7+ChKExl3755Eq6KT/Yey8He3RZQv5es7Yxg105obPg454+a59escDq4p4pZXg/EKNT/r9/75y7E01nXy+ZZ5w3YTbmxu42BsOj5u9sNqFgJQW9POkcOlPPL45ecSN8III/RRU9+Ml2v/ErLJU5z54rN4Yo6VMWmy06W5sH+BUiGj4y/xUSwWcesTwTx90x7KMywwc+8/pkYqkWBhbkxFVd3pv/mNtSRykQ3HN1QQf7iI0Al9iTFvT1cKi8r6RtaMCWHxigB+fToZxzA3anzqSExKY3RQ3wrStCd8aS7t4vBn+Rw3LaF6US12tjY4OtpjEWDEDdFTWT3vAKtnHmTe1+H4LvmzTM31AVcCr/TnwMPHiX85jcI1ZYQ+Pwq5r5Sq6mpqa+vRarUYz7dm1L1hKFvlVO4tpmx/EVnfpoD6ZNJXLqHUvoVKoyzaNJ30oEZfT4WuQszxb3bTXNFMV2UH4h4BNVAgKcfQ1xTRVFO6XGVEXRuB/ckerLb2LjbsiEWj0TLe3JW9Vx2kJqEOmzGWjHk7lC2ZWXQ2q1k+LwwDPV3yd1ay7rqjyPSkXL83CstRxmi1WtbtSaClrYuQLkd2PJ/B6KsdmPvamX1kx9eUsPvzXOY87EXA9IHjU21ZO9+/lEjYLDsi5g7Ndj7+cAUnDlbw+Dvjzinqoo+n0tLWweJZYy5Ls5BTpKfVUFvTweQox0t9Kf9ZRkTaJaC2oRl9leK09e6FIiTUBltbfTauz/rHIu3Uc/dfB20OhOqkSGvv6D7jNRNDPcQiEfWNrbg7/3lTs7IwQSIRU1pRi52NOXJdKU++N557r9jK1h8LiQz3Oz3k2tfbnZLSSk4kpBE1MQLPEDNueyOEzx+JJX6DHJEolsiIYIyNjQBY9FQgnQ1atr6bhcqwkZZrWkmTSjEzMyHqXVt0jGDXqxlUZTVzzapQZEoJDtNMuTp6LHsfSWHvk0nEfpOJ7W0KFB4ixFZifD90RbdGScWaGorWlFL2axX6biokARIk3mIcI23xn+KNSqWkta2d2BMptNd342TvwehAX2QyHcorazl8LBGx2ICpY0djYW6CIAgci0sn/VAhZvVK2tfX8eOhNASNgMpLD+01+ngvdiVqYl+QbSnvYO9TyaT/WgwWYmxft+X6B8YikYgRBIGDH+ey4eEkrP0MuWPbBLQqLWvWxGNhYoCLxooPrjmES4gJD/w+7gwzkJz4Oj598DjB02xY+tjZ7X+zkmr55dNUFt/mi0/Q2cXcUBEEga37TyAWi5g5zGYhAJs35aDVCiy8wnPYjz3CCCP8e9o7uujo6sbcpH8Sc/wEB3R0xOzdXXhZiTQRIs4RHgFQ6sppaGrs97dZS9358tU49v1SzsyHzeju7kX+l5UpO2sz4hKzaW/vRKXqq5B48MOxXL9rLZ89EMc38X3jdnR15fh4u5GcmkVZeRVzH/ch40ANW1cUcMPP3pSUlqMVBEYH+iGRSLjyo9G01faQtLIUUytjysdWUFJahkqlxNzMjJm/+RF9dzbrlx2lMrGeiS/6gbjPdbNb0Y3fW26otsrJ+6SEndccQO6jg8VSE1ymOGBvZ4eBQV/cbmtrp2uMDp0OKvTQx0FiiaJJQmthM7W5NTSWNUOnBl2JDKGhm1adXrpEarpUWvQnW+IR4YqJjxkiewW7jybQ06NmRlQIVhZ9VRBtHV2s3xFLZ3Y7FglS9kUfQmmlIOqzsbhd5cTa3UlU17dw1fTRWJoYcOStDKKfT8XCz5Al68djaN+XQI6Oyya3pAb/Llt2PpaJ5zRLrvsu7IwV0sqcFr66JQa3cFOWvjZwH5ggCHx8fwxajcB9H0UMOXn52YpYTC0VXHWrz1m3q6pt5HhyDsF+rtjbDE/cvVDs3V0IQNSUERflf8qISLsE1Da0YG7yzx0Xh4pYLGLBFZ58/VUizc1dGBqef8njX62Dz4a+Xt+xW/7W/AwglUowMdKjpq653991dKTYWJlSUlZDRLA3IpGIiXOcmDjHkSPrSzh4ZSbzF4YBIJfLCBrlQ0xcElnZBfh4u7Hofh/Sj9Zw+LtirNzkHNLEMirABwd7W0QiEde+FURXq5q9X+VhaeXK6Bv1qKurp7q6FvOrBdxluqR8W05BfCWjnlahsu3LXpncJSAJVFH+bRdZjzfhNMuMKa8EYX3SDtdnpid5KYWk/JRJ85FWejeoYR00q9qoDKhFai+lSd6K1FyKb7g7Tla29Db1kpqbR3paHvpSFf6OLjTsbSQ/t5DcwyW0ZbdBi0AljRi66hN4ny89ARJSGivwdrMlapw/XU29xLyfxfEPsxG0ApLZCiyuNuPaReFIJGK629X8cdcJ4n4sxn+BLct/CkckF/HNusMIAgQqnfjwysNYexrwxLZJZ7hRNdd18dKS/RhZ6PLUDxPPWsKj0WhZcU80Rqa63P/y8PWIZOT+WWd/yo56OFm/Ngs3dxP8/C9PJ6wRRvhfp66xr9Lk7yJNT09G5Bg79uwu4OXLyPRHJBp4RujfMVDJaevoPu3MCCCVirnz2VCeunEPhYkKame3YGf9Z/+Tg50FcYnZFJfV4OPZtxphaq3Hgkdd+P3FPP74IJmlDwcC4OHmRGlZJScS0zA1MeLuHyN5JngHGx4u5MZfvSkuK6Cjo5PQ4FEolQqW/xROT4eaIy9XcNVnQTjM1qW6ppbSsnI0Gg0Wjwn0rJQR8242aTvycXxIhczsz6SejocU/5VutB/oofiHckpfqKZ7oxrJrTLUURoKy0soK6tAJBLj5uqMh7szMpmM9vYOTiSk0eQtx9LCh7Bgf5RKBW3tHRw4nEB7YwuB/h74+bj2OTPWNrIz+gQAc6aFY3ayAqm5qZ11bx2kc3cT5PfSaCwj/LkgAm73QqqUsvVgGvmltcwa74uN0oDfFx0id1sFPosdmPtVGDJV3+NvZkElB+Nzsa025vCr+TiPMeWW9eOQ/m01q7O1l/cWHUIik3D/b+OQygZe7Tq4toijm0q47fUQrJ31B9zm78RGlxEb3TdjVKEcfOaeVqtl8944FHIZUy9js5BT7NldgK+fOdY2Q/scRjiTEZF2kREEgbrGFkZdQGfHv7LoKm8+++QEWzbnct2ycw9G/DuSk0vpg81AO4VCrtPX/Nx2pkgDsDQ3JL+4ul+AAnBysOLQsVRq65tP9+g9+9FE5vr/zMoVaUyM8sHQoM/Zz8HemsqqGtIycjE2NsTaypxHvx5HcWYT299p4MZPHEhITKWyshp/f29USiU3fRaKRi2w8718dMTeXPPmeHp6emhraydwVCe5E2vZ8WA+sQ+1M+VlFwKvtkWlUqKaqULzlEDM+1nEvJfFNyG7cZ9vjc1ifVr0G+jp6cVyoRkTHg/HUMeA8kNVFEWXUnKsgq74bjg5Fu4wsRz+22fRRiOVp4yHxYC5BPMIM7ynu2A/yRpDFwNik/JISczFy9WGUGdX9j+bQvyXeXS39OJ2hQ3lYV0obOQsnR+CXCalLKmRH645Rk12K7Ne8mP6sz6IRPDHzhPUNLQQqnTji6XHsXLT4+ndUWfU0ff2aHhpyX4aqjr54MBsjMzPLuhXf5ZKalwNb3w/DUPjf9bv+He6unvYfiAeGwuTC1JnX13VxqGDJTz6RORIffwII1ym1DX0iTQzkzMf7KZNd+W5Z/b/69Eyw4lUOviM0L+ir6eLRqulraMbfdWf98xZS91Z+WY8cRsbKb+poZ9IMzLUw9BQRUFx5WmRBrD80TAOry3h+xeSmbjIFSsnfcRiMeGho9i97yhHjycyeUI4D62bwEvjd7PliRJu+DaAlMwM9kUfwdfHA0cHO25eM5ZVVx5hzd2JLPowiIn3B6PVamlv76C9o52AwG5y11Rx4uUich9pI+IlN7wX26Onp0JXV7fvPjoO1A+ryfw5j8TP09l39xFEChGKUF2c5toRsjgAPUMVGq2WrJwC0jNyQSQiONAXV5c+06+yihqOxCQDApMnhGBn05dEKy6tZv/hJBQKOTOnhKKnq6DsYCXZ6wvIWVuI0KZFaasg8OVR+Fzvjky/T+DsP55NSnY540a7olcgZuWMHXQ29DDjg9GE3OV++v5fXdfC+r0JqLLkZHxWiWOEKXdsm4Bc1f/RWKvR8umyo1Rmt/DUzsmYOagG/I6barv4+L4YPIJNueqhoc0LFQSBD5+NwdJOjyW3n32fE6l5lFfXs2hGJArdc7tFXkpaW7s5drSMu+8NvdSX8p9mRKRdZNraO+nu6e3Xm3UhCQ2zwdHRkD9+y/hHIu2UacOpeWmDIRKJMNRT0PQ3h6pTWJkbk55TdkZfmpODFUdj08krKD8t0qzs9bl/RRhvP3qMz944xFOvzTp9juDRfjS3tHLseCKTJoRjYmzIy+uncE/kFta/WMOD3/tRUl3Mnr2HcHS0w9XZkVu/CkNHLmbLO5m0NfRwyxehmJr2lUvYXW9L4GQPfrwuhh0P51FxqJPFnwUjMZAgUUHIw66YzZIT91Ee+Rsqyd1YiYG3LoE3uxA6wROFsZzu7h6aHdtpGN+G6VQzAvw8MZMa0VbWTmVeHRnJBfS09+Jga4m1rRkyfRlaJSSWFtAu72Hi+ADcXPr6LwRBICYhh9iEPKybDGne2cqnm7YgaMHrCjtGPeDKjoIsJBopV88OQaGjw85X0tm5IgOVmYy7dk/Cc0qfU2N0XDYZBZU4Nlmw+oFk7AOMeHLHZAzM+osqQRD44O5jpBys4qkfJuAZcnYXptL8Zj56LobxsxyZffXwiandh5No7+zmugUTL0id/bq1WWi1AouXnL2cZIQRRrh01DW2IJVIMNQ/80F4+kwXnntmP7t2FnDTLYEX/+IGQCoRnzM+AhidrAxoau3sJ9IkEjEPvBzBA1dtZ/NPOYQH/3lPFYlEuDrZkJCcS2tbx2kXP4WunBvf8OftKxN4dfl+PjwwD7FYhIG+HuEhARyJSSAmNpnI8EDu+CacT647yrYVJSz7OJLklAySktPJLyjG3c2ZG36P4Oflsax7IJG2mm5mv+yHvr4e+vp9yVHHRxwYPd+bjTfHcPDBbCp3tzLjg2AUjiK0Wi31DY1UVFRTbleF3nMK9AuVCPFQf7CRjIO55LxYiMloI3pt1aittdiNtiJ0cgB6KiUajYbElBwyswsxNjZgwpggDPRVCIJAWmYhxw9kYNAux1FkxJHfj1N+uJretl7QEYGfnMg7Axi1yKPffM+Y5EKOJRfiZ2lF/Ue1HPy1BAs/Q67ZMgnLAKPT27V3dLN6eyzd+zVUr27DPcqC2zaOQz7AvLOfH0skYXM5N34cgm+U1YDfb18cPUp7cw+PfTMTyRCHru9ZX0BKbDUvfTkZ+VkMcVpaO9h7NAVXByv8PS//Hq/9e4vo7dUyfebwGYr9LzIi0i4y9U2tAJgZX5wsoEgkYvFSH957J4bqqjYsrc5v3pRMZ2giDcDESElD08Aizc66TxSVVdb3E2lymQ5ODlbkFZYTNtrrtChcdm8QW1ZnseaTQmZcUcToUCcAdKRSxo8JYd+BGA4cjmXCmBBsXI1ZsTaKx2fs5LtH83lx/QQKS4ooLi6jsLAEY2MjIu4zQ6RwYdd7+TRWdnDf6nEoDfpuxsb2Su7dP4m9b2ex48V0XvHcRvB9FphMFGjr6HPcsrtRn5AH3WiK7iH1u2IOPpbB4aczMQ83QOylRtdHhNdYZ/x83ZHLZGg0WvIby8nQKUZvkj7jI4MwPVm+U1ndwN6DCQhGArMnhGFt1Zc5bavpZOc3SeTtqEBI15Ld0oLCVEbYfR6Mvt0NuY2MHzcdp6u7rwm6MaWDr+4+RGVaM0FL7Vn8afDpWS4Z+RXsj81Cnqhk96oCfCZZ8PD6CSgNz+yD/GFFEju/y2X5c4FMudb1rN+xRqPlmVv2ItUR8/ynk4ZtRaq4vIb4tHwigzyxtrgwrou//5pOwCgLPL1GrIBHGOFypb6pFVNj/QHvLV7eZjg4GLBje95lI9JkOlLaO3vOuZ2JYZ/Aamhux97KuN9rk+c54+JvwK4fS3n8hS4M/uLG7OFqR2JKLtl5pYQE/tlLOz7Kh6O3FBL9aT2/v5PK1Y/3mVzY2VoRFOBNYkomMXHJhC8JoCrXnzUvpmJqp2Txy6FUVlaTlZ1HQmIqOjpS/J4wRyuzYNerGdQXtXHtN2H9yv1M3PW5fn8Uxz7I5PDLGXzuvxWHa4zQmy5CK1UjkUiwsjTH3t4Gy/nmiMVi1F0asrfnk7oum/qERjSH+54hMmkhT68AhZWCblkvGh0t+kYqdEw0HPk5ju7mHhpKm+iq7oZOgTqgjkoMXfVxmGdHqWELGjcpC+aGY2Vh1O9zTMoqZe/hLCzSZGT/kY+6S8P4Z30Z96QPkr+UJ2o0Wn7bFkfVt8107lcTeJUdy36MQEf3zBLG7R9msf2DbGbc68H0ezzOeP0UO7/P4/D6Ym57IwRnP+NBt/srvT0aPnj2GK7exsxfPrijoyAIbIs+gUajZW5U6H+iEmTH9jwMDeVERNpd6kv5TzMi0i4yDU1tAJgYXbwa3aXX+PLOW8f44/cM7r0/7Lz2lev0CZm/zncZDFNDFXnFtWg0WiSS/lkkA30lhvpKSsrrGOXj1O81L3cH8gsryC0ox9ujz0lKLBbxzs+zWBT0K8/ftp8/jl2L4qS1v1KpYNKEcA4ciiX6UCxhIQH4j7fm8e/G89p1B3j3lhhe/CMKby93SkvLKT8ZkAzHQ3CnkoQvK3k0cD0zX7XCwFYHjUZDT08PXd7djH5PQc4XXRx9tQKj32VMeMqZ0CtdTzdCEwSh93pwYnMmKb8U0hDTQu/hvn6EGosccoPrMHBTUCdupEvejZOPJaN9vFBodWmv6yI7u4y4Y1noquX4WDmSt6qKYxnZVCU20pDbJ+ClehK85tnhfaU9bjOtkcgkdHb18POWOFrbu5nh7cP2e9JI/L0UI3slt24ch//8P53QyqsbWbs9gdY1ArkHaxlzrSN3fBOBzgCOURs/y+THl5OYcaM71z8feM7v+Nt3E0k8Wslrq6ZiZTc8A6bVag2b98ZhZKBicsT5r/YOhdyceuJPVPLq65dPL8sII4xwJg1NbYP2bItEImbMcuOnH1Lo7OxFoRi8f+diIZdJhxQfjfQVSCVi6hrbznhNJBJx5/PBPL54Px+9dIxn3//zPqWnUmBva0FWbimBfm6nE5k6OlKWPRJKYWw0q55PIHCy9Wk3Xg93Z7SCQHJqFl1d3cx8LJD60g42vJaOvrmcWQ94YW1tSV19A6WlFVRV12J6dRdOEjnxP5eQn1BJ2AozVBY6CIIWda+aru4e1O5qnN9VUf1jF4XfNiDfKCXwXifG3e+HwuBPYdnY2Exmdj6l2irkS3SZ+JwvDmbWNKQ1UZ/ZSFFCOTV5DQitAopeGdo2NXVlDYh0xHRou+nV12I+yhz3MAdMvYwwCzChjR427YoDQZcrZoSc4Y6dmlHG1rcSkOzupbq2GbdZ1kx7OwhTj/6/JUEQWL85kfTnK1Fnapn0sAcL3hrVbzXuFId/KuTHhxIIXWTP8vcHN7IqzW7mk/tjCJxkNeQyR4DVn6dSktfMZ5vmIj3LyltmXilZBeVMGxuIseHwxN0LiVYrsHNHPlOmuQzb7NT/VUZE2kWmobkViViM4QUwRRgMTy8zgkZb8esvaect0nTlfT+Rgaz1/46FqT5aQaC+qR0L0zNFqLO9BWnZJfT0qpHp/PnTs7IwxtzMkNSMAjzd7E6Xujm4GPPgG+G8+cAxVjy0k9c+/9PmXU+lJGpSJEdjEjh6PBGX6jrGLvTi3g8j+Pj+GN686RBPfDced3cX3N1d6O7uobGpGT+fVtxG1bDx8SLW3VHBtGetcJtkgMzYCIVCF1WwkrnX6ZG3vZEtT6Wy6eZs0r9tYPpzPtiNMaCgsJT8whJ6hF68HrDG53NXpE0yig5UU3q0lqJj1eTtqoSTC481FBJL4QCfVhul1ANg4KAEGxFyPzkBc5yYek3AaSt9gK7uXlZvO0F1dgvmaXp8e8cRpDIxM573ZcrjXv3q55tbO/j2u2MUf95BZ6maxSsCWPiM74CZt10/5PLx/TFEzrPn4S/GnDM7lxpXzacvxjL9SlfmXjd4RvF8ORibTl1jC8sXTkImuzAPXat/TkMsFrF46dAD6AgjjHBx0Wq1NDa34eliO+g2s+e6s/LLBKL3FTFrzqWfEaUr0+k3/2wwxGIxpkYqahpaB3x9ymwP3MPjWLsyixvvD8bO+U9x4e/tzNbdx8nOL8XX0+n0350cbFj6kgefXp/OS0v38VX8QvSN+5KZXh4uKHR1iYtPZfe+I8x4zoe2hm5+fCgBXZWUybe6YW5mirmZKYIg0NraRuPoZlJCytn/dDEH76gh4iVLrEKVSPWkyOUyVEoF+np6GC7Xpzaxlf3PpXB8RR6pn5cSfIcbtvONKG+tpKqmDh2pFF8vt5OGISeTvQG9pHQX0GLYi/tyN8KD/U4nX2tqG9l7MBFJt5xJEf6nWwCgrwJn694EZDpSFs4IxdjoT6HSUd/N7neTSf26EJoEzENMiPoxAOdByhI3/ZjEkYfzoQWu/jqUyFsGLseLXVvCFzfF4DPZknt+GjOgiAPo7lTz8jX7kSkkPPn9hDMS1INRX9PBF6/EMXa6A+NmOAy6XWdXN9ui47E2NyZy9H/DlTgutoLamg5mz3G71Jfyn2dEpF1kGpvbMTJQXfTZFtcu8+exh3eTklxNwCjLIe+nPDX/rPvc5RwWpn1BpaquZUCR5uJoSVJGEUWlNXi42Jz+u0gkYpSfK3uiE8jNL8fT/c+5ItfdGcSh7UVs/a6UoLFxLFn+p8hU6MqZNCGc9IxcsrILqKiswWeGGze/EsSqZxMRi0U8tmocEokYuVyGlaU5VpbmuLu7EDnNjw8WH2LrkxXMuFePa970Qqb4859D8NUGjLrCjsNf5LH79Qw+n34ApaMY65kyAhbb4j/GFVPTkyUN5tCp10WpdTkm02UE2TniYeZEd00v7dVdNNa0kZleQnt7J/YOFrh52aAy10XfRoGutYxdMclU1TYxMzwAf+/+teadXb2sfP0w5Rsb6UrppUHWxri73Jj6lDeGJ4dW/7ltD+8/tZ+8Vc3o6urw6OaJBM0e+GFn1495vH3LYUZPseG51ZPOWT/f0tTNY8t2YW6j5PnPhq/Msaq2kcPxGYzycsLVcXhnop1Co9Gy+uc0oqY6Y2V9+WchRxjhf5XW9k40Wi0mZ1ktGD/BAQMDOVs2514WIk2hK6Orp3fACpK/Y2lmQF5J7RkGWtBXNrnobnfeuz2JNx85xMfr5px+zcrSBEsLY5LT8vF0tT+9mgYwafIoCh+vZ+1TFby2PJpXN00/7czr6GCDoaEex+OSORaXSOC9prS3mPP1HbEgEjH5lr7ydpFIhIGBPgYG+jg+ZEfIdC++veoIB+6vYOpT3sx8wfcMN0O7CDnLd0eRtbOEQ2+lc+iVdHgdDEJkeC+1Z8xyf1QnHaV7entJTc8jM6cIuUyHcZGBODlYIxKJEASBjOxijsdnoVLpMm9G5GkHR4Dcwkp2H0zB0EDJ/Gkh6OspUHdrKNxTReovxWRtLEPbo0Xup8u870LwnGU7YHzSarT88mQcce8VITeTcvehiTiFD1z6HruulI+vOYJrmCmPbpyAbIAySOhblfvo3mMUpDTy2uZpmNkObCgyEB8+G0Nnu5rH3x571ni682AiHV0Xrlf7QrB1cw5SqZjpM8/ePjHCuRkRaReZxuY2jAyG/g95uFi81IdnntzHj9+n8PZ704a8n46OFJmOhPbOM+ef/R1TQyU6OhIqapsI8DxTHFhbGKGn1CWnoLKfSANwtLPEwsyI+JQcXJys0Tm50iYSiXjnxzksDPqJ9x9NwMHNkIjIP7NJErGYAD9P7G2tSEzJJCEpHZWfnFn3OLD903x6ezQ8+f0EdP4WYCyc9XjpyHRWP5HEjo+ySdtbxe3fROAeYUZ7ewfVtfVUVdVS71SH3wcymmNkVG1Tk/9lF6U/FVN6hZrAxfZYh+uRmpNLWXkNBvoqpkwKxcbq5OwSL8grrCDveBnySRKmjxmLg92f1u+Nze1s2B1He0cXsyYF4erUl/nTagVKTzQQ/3sJR7/Pp7dOg8JUh+nP+DD+HjcMrPqLM4CGig5eXryL6mMdOIYa8cgfEwd1oNqyMpsP7z5K4GRrVqyfguwszcrQF4ieu3Uv1aVtfLvvimFzc9RoNGzcfRyFXMaMCzAT7RT79xVRXt7Ka29OuWDnGGGEEf49jc19pYBni5EymYTpM13ZtjUXtVp71jKxi4FK0ZfI7Ojq6WcIMhDWZoakZJfT3NaFkf6Z9/HQMEeC5hQTva6I6C2FTJrbN19KJBIREujJ1l0xpGQUMDrgT3Eq09Hh6lvHUpa5m2PfVvDtiye4ZcWfjnpGhgZMjRpLbl4RmVn5uNzcQ0uLgpW3HaezrYfZD3ifeZ2+hjwSN421DySy+7VMMrZVcu2qMOyCjNFoNDQ0NFNVU0dFZTVNba0Y3i3C7lZ7ug4LFG2q4/jD+SQ8W4TzFEv0g3SpN2xEMFPj5upA0CjP0zNiu7p6OBSTSnFpNfZ2FkwcE3D6NUEQSEwr5MiJbKzNjRjj5EHubxUU7qmiYHcV3S29yIykMEYHy7mmLL8jEl35wJUY1dktfLf8KBVxzRhGKnh04zQMzM/8/AEO/1zIFzfG4BpmyhPbJ58xquavbPoii53f57H82UDCZg299yrxaCXrv8vkpoeDcPEevAc7r6iSpMxCxof4XLBe7eFGEAQ2b8ph/EQHjIyG51nhf5l/JdJEItHbwDz6DMfzgZsEQWgahuv6f0tTSzs2lhf/H5uJiYK58z347dd0Xn5tMrrneDD/K3pKXVrbzy3SxGIxthZGlFc3Dfq6h4s1SelFtHV0oaf88x+wSCQiPMSbzTuOkZCSS3jwn4FD31DOx2vnsWz8GlbccZjXf5IQ4O/aL/tkbGzI5Anh1NQ2kJtXRPeEGsKb9TjwUxHlJfXc8XEAZhb66MrlSKSSvtk2Gg3TnrTHcrQO65/M5oWxu3Cfo8T9Kik6KjEKXV0c7W2wt7PGfIkxovdFFB2r5/h3hSStKeXET8WIdMDAV4rHJEu85rpipNuXAezu6eVYbDp5hRVYWhgzeVwgeqo/g0JZZT3b9yciQsTcySGI6sQc3pFHwaFacvbW0FrdBRKQe0uZ9rwPM2/3OWNuC/RlB/d/k88Pj8Wj7tQy8WEnbnszYsDSDEEQWP1mKquejSdslh0v/D4ZueLcv4Nv3kpg36ZCHn9nHIERA5eQ/BOOJmRRWdvIktljUSounJ3wD98mY2KqYPbckdKLES4uIzHy/Ghs7jNqOlffzfwFHqz5PYOjR0qZMPHSOt3pn4xjre1d5xRpdpZGAJRVNQ4o0pwdLAmeaUpJQhevPXiQsEm2KPX6RIu1pQlOjlakpBfg5mzbb46koYEe9702kdq8Xax+LQ17bwOmX9M/menl4YKLkz35hSWoninmwKu9/PRQIulJhUTd74ihoT4qpS4yHR3EEgmCIDDtDTesxyjY+WQu74TuwnmRHpYLJIh0tYgQYWpqRGCAN/a2ViiVCrgGtB9qKYquJv6XXAp2VdO7ua/2X6YvRTuqhkbvLoyc9VCrNORWldErUePn54SbiQ31Ka30tPbSVtNF0rFCKjMakTdJKSqpIKuxuO/ztlHgfaU9qnAVMd2l2FgbcfWs4AEFWk+nmr1vZrH79Uy0Ui2Wd+rz4HtTBo03Oz/O5vsH4vGZZMEjGyei0B9coCXtr+Szh44TPtuO5UPo5z5Fb4+GFfdEY2Wvx53Phgy6XXd3L5v3xWJmbMDEcL8hH/9Sk5FeS35e43m31owwMP92JW038JQgCGqRSPQm8BTwxL+/rP+f9PT00tHVfUlW0gBuuGkU69ZksnF9NkuvGXpvjr5Sl5b2ziFt62BlzKGEPDq7elDonukk6ONhT0JaIRk5ZYQF9n9otjQ3xtPdnrTMQpwcrLA0/9MhySfIghe/iOKZm/fy3pPHuOOFdsKC/fqVfYhEIiwtTLG0MKWzq5vg0dVY2eWw6a1S3rz6ODMeN0JpPEDZggomvKUid00v2ZvbKT8iZf4zXsy61/eMFTizACXOtyvonaSgNV0HChQ0JvcQ90E5cR+UA6BnJUdkrEViLGDtbILEVY9jiUWIRKDp0VJW3EBRTi20itFpk/Je4V60mj7zEQMrXZwnmtFo2UGvq4YrF4zGw2ngwcsZ0dX89GgCRQmNKNzELHrNlwVXDTzgUqPW8vEDMWz5Mpuoa1x47JtxZ7y3gTi4rYiPno9h1lJ3lt0XcM7th0ptfTPRMWn4uNnj4z54Pf6/Pk9NO1u35HL7ncHI5SOFAyNcdEZi5HnQ3NreN87lHD3b02a4oFBI2bA++9KLNNWfIu1cmJvoIZdJKa5owM/d5ozXZTpSvD1sqFrawfo3y/n4xVieeGfc6dcjg71ZU1HHoWMpzJ4W3i9RaWFuwvM/TePRqTt479ZjKE3EjJvRvxxUJtPB29MVLw8XIsIbWHXnCRK/r6exrBP/W3QR6wxQdmcE/u/IKf1FTMGaNir3SRn/mDOT7/NBqewvSrVaLaWV1WRq8uma3obnInNcDRzQFELliQaqU5rIWFtKV0P/9olo0ogm7YxTS/Uk6PvoYbnICptQU+zHmGPqqU96XiVbolOxtTVm6cxg5LK/zTXTCiSsLmbL06k0lnSgipBheLUut984YUCBptVoWf1EElvfyyJkoR33/jymX/vD3ynNbualJfuwdTfgqR8nni4vHQrfvptIXnoDH62dfVqAD8TuI0m0tHVy81VT+j3nXO5sWJ+NSATz5g9f3/r/Mv/qqUUQhF1/+d8Y4Kp/dzn/v2k+OUPsYpqG/JWJkxxxdjFi1deJ5yXSDPUVFFfUD2lbR1tTDsbnUVzRgJfLmasuxoYqnOzMSc0qYbSf8xk3n/DRXpRX1rH/cBILZ489XfoAMH+ZF9nJdfzwYTJr7DKprW8iMiwAC7Mz7W4VunJcnR247xUHQiNLeeXaaHasaOehVSHY++gjCAISiRgdHR10deUoFLpIlokpTGjgx4cT+PXRNPZ/UcQVz/ox5hpH6hubyc4rpqS0EpFIjLu7HX4LXNFT9X2XbXXd5B2tJm57HmWpjWgbRVCuQ0FKA5ltNf2uTSQFmaEEcycVZoF6jF7igE2AEQ4hJuhYSPhtezzaVoEl04NxtTc/473lHK1l7YpUUndVoWcpw+oGOVE3ujFnwsAiqqWhm1evjSZ+TwVLH/XjltdChhRUclLreXz5LrwCzXnpy8nD1oem1WrZsPs4cpkOcyYPnkkcDn78PoXeXu1lY9c9wv8WIzHy/Ghu7UBPqYtEcvaHUpVKxoyZrmzakM3b704dslnDhcDw5IrYYDNC/4pYLMbRxoSi8voB+9IAArwdScsuZfKV9vz8cTIzrnQlMLKvX1elUhAR4s2hY6kkpeUT5N8/0Wlja8rrm2fw4ITtvHHtUe77rpXJM/2R6fRfERKJRFhamvLkuumseSGV9a+kIe/R54avApAbitFotIhEIqRSCTKZDKVSF/kNMorj6ln/UBK7nswl8ZtKpj/rQ/A1jmgEDQVF5WTlFtHa2oG+vpLIMH9cnGz7+qgmQOANLpRX1nH4eBrNNe24mFjjam6Dul2Lprtvta2tp4v47EJ6dNRMmuGD/2inMz6fhIwSdh7JwMHahMUzRvczIdNqtCSvK2fny+lUpjZjE2iI6gYj1A4ablg4BmPDMxPkHS29fLb8KAmby5l2tzs3fBg8qEkIQGN1J0/P241EKuaVjdPQG2CszWDkZzTwxatxTL/SlcnznAfdrrC0mhOpeUQGeWJvc+YzwOWKIAhsWJfF2HH2WFhemsWI/28MZ2r5ZuC3YTze/ztOiTQDvUsj0sRiETffEsRzz+wnI70WH9+h/eM3NlCSmluGWq05Z0bHxtwQmY6U/NK6AUUaQJCfM+t3xJKRW0bA34wyZDIdosYFsmXXcfYfSmJGVEi/ZtmH3xhDUW4Te38swdJWSUvLMZwcbQjwdcPQYOASmYg59nxwYDbPXbGXFQuP8sCnkcy4YeCGc+fRJjy3fwoJW8r57dlkvrgxhh8ej8Nhug4u05R4+7vg5eGISvlnqYogCFS21JLWnYN4XC9zbvNl9Ch3pCcfNLRageaGDnZGJ1HT1EzwKBcigz3OaAKub2rnp82xdHb3snRWCI42f5bFatRaEjaXs/2DLLIO1aJvJmfSo06U2dTi52XD7PH+Awb8vKR6Xlqyn7qydh5ZOZZZNw0tu1VT0c49C7eg1NPho7WzUSiHz3XxSHwm5dX1LJ41FpXywtWsazRavv0mifETHPDwNL1g5xlhhCEyEiPPQXNr+5Dj48JFXmxYn82Rw5e25FGlkKMjldDYcm6RBuBsa0ZOUQ31ze2YGZ0Zs0yN9XGyM0cytYGsOD2eu3Ufv8ctOX0P9nC1o6KqnoTkHEyNDfr1OQM4upnxzs7ZPDhxK1/elUb1q3WEj/HEzcXuDPErEolYvCIAaw99Vt52nPdmxPDAH+NxDR24esMx1JQHDkWRtqmCbS+k8vMNsax/IgGzaVJMxkuxcjImcIwnDnaW/eJbR2c3sfGZ5BVWYGigYt6CSKz/1vaRmVtG3LECdD1lLJwSjqVZf4t9QRA4mlTAgbhc3BzMuWJqIDonn0e6WnqJ/aGIgx/lUJvbhoWnPtf+EEaKbilV9S0smxmO1d+OB1CW0cwHVx2iKreVGz4KZvo9HmdNRra39PDU3F00VnXy9u6Z2LgMfZSSWq3l2Vv3otKX8fSHEwbdrru7l417jmNqpE9U5PBVr1wMMtJryc6q5/Y7gy/1pfy/4ZzpJ5FItEckEqUN8N+Cv2zzDKAGfj7LcW4XiUQnRCLRidra2uG5+v8YLW2XdiUNYNkNAcjlElZ+mTDkfUwN9RAEhhSEJBIxbg5m5JbUoNVqB9zG1soEGwtjTqTkDzgk28LcmLFhvpRX1nEoJhVBEPod/+2fpuPpb8raDypRaM0oLa9m8/aD7DsQR1FJJb29Z86scQs05fPY+fhEmPP2LYd5+5ZDdLb1t03WaLTU1jWSmpFHtW4xfk/A6EdU6FlIyfqpiz13NnP8/QYKjjajUfe9t9r6ZrbsiuHAkRQM9JQsnDW2byj3X4JhaUUda3fF0NTZzqwpQYwN9TpDoFXWNvPj5uP0qNVcNzf0tEArS2/i16eTuN9pI+9feYi6kg6Wvzeae/aGUeVcj5uLOYumjj7jeIIgsPnLLO4bu5WeLg3v7p01ZIHW2tzNXfM209LYzacb5g7bPDSA6rqm02WOvh4XrswRYNeOfIqLm7n19gtnSjLCCMMRI0fiYx8tbZ1Djo8zZ7uhUumw9o/MC3xVZ0ckEmFqpKK+6cz5ZwPh5tiXHM0pqhl0m9BRbmjEGq57woui3CY+eOZYv/ONC/fDxNiAfYcSqaltPGN/V39T3tgyg65m2PFaHYcOprJu834SkrNoaGzpF1MBxi1z5oVDfYZiL47bzfYPss7YBqCrq5vi0iparepwel6C22MKpCZQ8mMXqfd1UP0NtKUIaHv79tVotKRkFPDHxgMUFFcRFODGFXPH9RNovWoNew+nsudwKlYWxiydP2ZAgbbnWBYH4nLxdbPhymlBiBGRtbuKn288znPWG1l7XwJKYxk3/j6Gx5Knk2NURUVdE1dND8bZzvyM40V/m89zYTtoa+jh6d1RzLjX86wCratDzXML9lCY2sjzv03GO/z8VrhWvhFP2okanv14IqYWg//Gdx1OpLm1g4XTwk8bqP1XWPtHJmKxiIVX/DdGBfwXEA30D/G8DiAS3QjcAUwRBGFIqaSQkBDhxIkT/+q8/0UOHE9jf0wqz96z5JLWGN91+1Y2rMsiM++eIbnvVNQ08dWagyydGYq3y7lt0jPzK1m/N5nr5ob1Ww3qd8zqBtZuO05YoBvhQQOvaiUk55KQkouHmx3jwv36CZG6qnaWTVxHe0sPX26fQ6+0ldz8Ejo7uxGLxZibGWFmaoShgR76ekrkchlSqQStRmD166n88XYGFo5Klr3mjZmbhIbGVuobm9GoNYhEYGJiiIOdFY721ujrKSlKbGDPF3kc+62YzpZe9Exl2IQp0HHuxSpQybiJ3ni42fW7yWs0WmISckhIK8TUSI9Zk4P6zXc5RV5JLev3JqGUy1g0OYj6jA5Sd1USv7mciqwWRGIRo2ZaM/lWV0bPtaWoso5ftsZibW7I9fMj+5V7ADRUdfD+nUc5tqWUkOm2PPHdeIwtBnay+judHb3cOXczKcer+XTDHMZMGz4hpdFoWPnbLlrbOrl72ewLuooGsGDur2Rl1JGWfdfIQM1LiEgkihcE4cLWtV7GnG+M/F+NjwCvf76GQG9nZk0aWib+5hs2sXdPAbmF9yEbQo/theKPnSeoqG3igWVTh7T9qnVHAbh50ZhBt9m6N4HSijpqY3X4/csMPt88l3Ez/lwx7OjsZsvOY3R29TAjKgSrAdz/4naW8/wVe3DwNWDhChvqWxsQtAJKpS4W5iaYGBtgoK9CqdBFLtehs1HNqjtPkLytCq/JZix43QOxnpqm5jYaGpppae0zdpHJdLCxNsfR3gpba3OqM1o5+lU+8b+U0NHQg66BDvbjDdE69SB10eAyyoLIUF8M/9aPX9fQwq4DyTQ0txES4EpYoNsZCUe1WsPm6FQyC6rwM7fGqtWArF3VZG6vPH2uoCX2RN7ugmOoKRqNlj92nSCrsIqFUYEEevWPYS11Xay6K47YtaV9M9B+jMTY5uyJge5ONc8t3EvS/kqe+mkCk5cMPFttMFJiq7h+4jpmLHbjzR+mD7pdbmEFP286wNhgb6aNCzyvc1xqBEFglM8XuLiZsGHz0kt9Of8pzhYj/62740zgcWDiUAXa/zKt7Z0odeWXvAn0zruD+fnHVH78Lpn7Hgw/5/ZmxnqIRFBT3zIkkebqYI6OjoS03IpBRZqNpQnuTlYkpBbg6WozoJlKUIAbAgKJKX1GJJPHjjo9FNPMSsXKbfO5fvI67l2wnW/3XMGiea7U1DVSXlFDdU0DmdlFA67mKQJg+tPGHP6ymXevi8d3loqoW21wd7HD3MwEKwsTdHX7Nxc7BZlw65dhLHrVh83fJJO0qZKCAy2otwuk00G6exIuISU4+Bth7WWArpmYxMICmnpa8fNyYHy49+nSDEEQ6Gzppamqi5hDRRzdV4CoQYJOvZrHb9qGpleLREeM1wRzpt/jQfhV9hha9omsovI6ft0eh7mJHtfNCe8n0ARBYPdP+Xz+SCxd7WruejeMK+7zGXJTc3eXmgcXbyfxSCVv/Th9WAUawIHj6VTVNnH13PEXXKBlZdaxf28Rz704YUSgjXDJGImRQ6enp5funl709YaWUAJYcrUPa37PYM+uAmbPvXQz0yxM9MkoqKCnV31G0mwgfFyt2Xc8m7qmtgFLHgHGhHiyekMtQfMMSDhswrO37mVN3FLMrPpipVIhZ/a0cLbviWX7nlgmjhmFi1P/+Bw6w5bnfpvMS4v3seUlKS+tn0RjRxOV1XXU1DZQVFxxxnmtrxPotVSQ/Usd70bV4XWtAs85BpiaGuHqYoeluQmmJob9xJSNvxFXfRzMgndGcXh1NjGrCyg8XI96a98iQKVVJcXBXdj4G2HuoYeJo4rKjgZSiovQNZAxb2oIDrZmaHq1dLZ2097QQ0tlJ1W5LRzamUdjTjuSKjF7q7MAUJnJ8ZltTcAiO3xmWaOje6q1QMuGfYlkFVYxa5xfP4EmCALHfivmhwfiaW/q5erXRjH3Me+z9p8BdLb38vwVfQLtsW/GnbdAa23u5onrd2Npp8czH00c/Dxd3WzaG4uFqSGTI/zP6xyXA7Ex5RQVNfPEM+POvfEIQ+bfrqV+AsiB3SdXEGIEQbjzX1/V/1Pa2jvRO4dF78VgVKAVY8fZ88Vn8dx1b+g558zIdKSYGKioqm8Z0vFlOlI8nSzJLKhi2hivQYPWuHBvisvr2Hs4lStmhp2RQROJRASP8kChK+fYiQw2bj/KpHGBmJ8cdGnvasjK7fO5edoGbp6+gVW7FuLoboqVRV//kUajpa29g7b2Trq7e1CfLK0Ui0XojJWy+AYxa97MYcc3edSkVnDXO3Y4BlkNWPLQ0NhCamYheYUViOxEXPmeFwFeztRkdZIRXUNuTB3Zh2s5urr4jH2T9Nr4Vd7neKTp1dLVpj7t5ngKpZEOToHGzH7IC68J5niNtzjD/reksp5fth3HSF/J8rmR/dwzC9Ma+eSBGJIPVOEbacEjK8fi4GV0jm/qT7q71Dy4ZDtHd5eyYmUUM5cM7wNPWWUdh070Da32ch36PJl/yuefnkBXV8pNNwde8HONMMJZGImRQ6Sto88dUe88EjhTpjpjaqbgt9Xpl1SkWZkZIghQXd+CvdW5R+z4ulkTHZtDanY5k8MHLg0zNlQRHOBCbFIe978VzGNX7uPJG/fw5dZ5p41S9FQK5s6IYHd0AvsOJVJd20BokFe/RPCYeQ688EcULy/dzzNz9/HGtum4u9oD0NXdQ2trO51d3fScHMgtEokYFymh9eZe1j2VTdrX9fRkqLjhI2ecB5nppdZoKCiqJDWjgEZJG6536XPVZ0Eo21UUHK6jOKae0oRGsndVo+k9M3Gaxr7BPywxGDkrcIkyxzHcFLcJ5tiMMjoj+SgIApv2J5OaW87UCG/CA/4UU+WZzfzwYDypu6twCTXh6a8jcPA3GvycJ2lr6ubZBXvJOFbDY6vGM335+Y1xEQSBl+6KprK4le/2XYGB0eCjZrbuP0F7ZxfXzp9wyRP5/4Rff01HoZCOuDoOM//W3XFk8NB58PfZYJeSe+4L5dql69i0IZtFV505zPLvWJsbUVrVMOTjB3rZkZZbQUZ+JYFe9gNuo6fUZUK4N3sOpxKfWkDoqIF/Tj6ejhgb6RN9OIlNO47i5+VEoL8bcpkObr6mfL1zIbfO2MBNU9ezcvsCXH36AolEIsbQQG9QQxGAR7+0ZOb1Hnx03zFWLN2P/zhLbns9BJ9IC9QaDcWl1WTllFBZ3YBUKsHHwwF/H5fTM88MwlW4hZsB0NjUxs5dKRSm12Mg6GFnYE5vm5bOll7U3VoEASQ6InQUEgrr62jWduA72pq5C3wxsVWetR6+tKqBn7ceR1+py/XzI1Ep+272dRUd/PhyItu/yUVlqMODn0Uy+1bP87IE7mjv5YGrtnF8XxkvfjGZK2449+/hfOjp6WX9rhgM9BRDLmP6N9TWtLP65zSuvtYXM/NL1/85wggjMXLo/CnShr6SpqMj4arFPny3KonGxi6MjS9NfLU270scVtQ0DUmk6at0cXUwJzmnnPHBboM+lIcEuFJYWkN+bSkPvxXJ6/cf5otX4rjnhT8rYBS6cmZPCyMuIYv0rGLKKuqICPXp5wo4Zp4DK9ZP5cWr9vLAhK28sW06Nq4G6Mpl/RyU++EEAQccOfh9IaufSOTZ0B2Mv96Zq14KwMyhbzWvpbWD7LxSsvNK6erqwcRYn0lj+1b0TiVdbQOMGX+3O4IgkJxaxMFdWfTWaXExtcZYpqKnXYO6u0+4SWViZHpS2ukmsawUmbmUpVcH4+hwduOnUwItKbuUyaGejBvdJ9ibqjpZ/0oae7/MQ1dPyg0fBjPtbvdzrp5BX2x9Zt5uijOaeOaXiUy8anA3xsFY/XkqO9fk8eCrkacdOgciNbuItJwSoiID/jNDq/9Kd7eatX9kMmeeBwYGF27m6f8i/62uxP847R3dGFsPnwnDv2HWHDdc3Yz58P3jXHGl1znt1W0tjEjLKx+y0LS3MsbCRJ+41GJGedoNenwvN1tKKuo4npiLhakhjnYDN+NaW5pwxdxxxCVkk5pRSE5+GX7ezni7O+Dhb8qq3Qu5bdYmbpyyns82zcU/1PLcH8JJ/MZa8nnsfLavyuG7FxO5f/xW3McY4j5DhoGDGD09BaFBnni62w8Y0NRqDfGpBcSnFKCjI2HhsiC83GwHfM/1Te2s3ZWIpFnLkjGBhPie25WstKqBn7bEoFLIuWHBGPRVutSVt/P7u2ls+SobrUZgwT1eLHs2EEPT83tIaW7o4p6FW0mNrebllVNYcL3Xee0/FHYdTqKhuY0bFk0e/IFgGPnqywS6utQjwzRHGOE/RPtJkXYqATVUrrnOjy8/j2f92kxuvjXoQlzaOdFX6aKnlFNe0zTkfYJ9HcgtriEjv4oAT9sBt5FIxMyYMIrfNh9FatvOvGUefPnaCfxDLZkw2+n0dlKJhMhQXxzsLDlyPI2de+OwtjRhlJ8rttZmiEQiQmfY8vaumTyzYA/3j9vKivVT8IkY2MXxFCKRiIk3uhB6hR3rX0ln1yfZHF1dzKgrLbCdoUObqBWRCOxtLfDxdDx9rr9T19BC9LF0KmuacPQ3Y/IY337DuE8hCAKxqcUcO16AVbghV80YPeDQ77+i1WrZHJ1CYlYJE0M8mBjqSWNlJ9vezWTPF7n0dmuJus2NK1/0x9BiaPGxMK2RZ+bvpqW+m1c2TiVk+sDfz9lIPFrJ248eYeJsJ256ZPDfZXNrO1v3n8De2oxxIcObIL1YbN+aR1NjF9dc998Zuv1f4dINF/kfpKOrG6Xu5ZFlkEjE3P9gOIkJVRyIPrNE7+/YW/XNIiupHNpqmkgkIszfidrGNvJKBncrE4lETB7jh5mxPjuik6ipbx50W125jPGR/iycPRYLMyPik3JYvW4few8mIlb1sHLnPFQGMm6ZtoGD24qGdJ2CINDY1EpuYRkKr05mvW6M/5V6FKe0sO2FWhI+68Va44Svp/MZAkMQBApLa/hlw2Fik/JwcbTk2oXj8XYfWJTmFtfw3YZjtHd1c/XskCEJtOKKen7cfAw9hZwbF4yhMqudN248yDK3NWz4NJPJS51Zlb6Ie96POG+BVlHcwvWT1pGRUMO7q2dcEIGWU1h+et6Lk93QhfM/pa2th6++iGfOXPcR2/0RRvgP0dHZDYBKcX73saDRVvj4mvPTD6kX4rKGhEgkwt7KZMjxEcDZ1hQLE31ikgsHdFI8hbGRHtPGB1Bd10zEYmM8R5nx5A27Kcw+09XR1tqMRfPGExnqQ3NrOzv2xvHHxgPEJ+dQW9+MV7gZHx2ag0Jfh0em7GDvL/nnvM6enl4aO1rwvE7JzC+tsRgjJeH3KjbfXErFajEh1gFMmxSMnY35GXGvu7uXQ8cz+W3TUZqaO5g2PoD500MGFGg9vWo27U9hb0wWHo6WXL8gfEgCbeP+pNMCzUlqzpc3x/CA80a2fZBN6CJ73s6Yw82fhQ5ZoMVsKeWB8VvR9Gp5f/+sfyTQqsraePjqHdg46fPad1MHrWwRBIENu46j1QpcMT3ijJaP/wo//ZiKjY0+UVOcLvWl/L9jZCXtIqHRaOju6R1w2v2l4prr/HjtlUO89/YxJk12Ouu21uZG6EglFJXX4+NqM6Tj+7pZcyg+j0Pxebg5nHkDP4VMR8rcqSGs2XqMzbtOsHBmGKbGg88fMTM1ZEZUKA1NrWTllFBQXElhcSUiEVz9jA2/v1nKvYu2ctOTfiy8yQOpjhQEAY1GS3d3Lx1d3bS2ddDc0k5DY+tpy36lUo67hw1TJltg+qURu77PZ/3HGbx8dTQmVgqmXufK1OtccfY3pq6hlaMnsimpqMPYUMXCGaHY25gNeL1arZaDJ/I4mlSAlZkBi6YFnTP4AOSX1vDr9jjkahmmlWY8PnkXeYkNKPSkzL3Dkysf8MXaeehzWv5KSmwV91+5jZ4uDV9unU/oxPMPROeirb2TjbuPY2lmdNHmvXy3KonGhi4efCTiopxvhBFGGB46uvpE2l97bYeCSCRi2XJ/nn5yH5kZtXj7XJrhv47WJmQWVNLc2jGkMQIikYgxgS5s2JdMZn4VPm6Dl8O5OlkxLtSLw3FZLH7cmU/uT+X+Rdv46dCVGJr0Fx9SiQRfLyc83e0pKq4iO7+MpNQ8ElPykMmkmJkacsOnbvzxXAGvX3+Q+AOlLH7aG4lERE+vmu7uHto7umhpbaexqY2W1nYEAURiEeYWRlz3YSAGYgOOfVvG/q/zeXPHQez9DJlwowuRSx0xsVWi0WhJzyklNjGPrp4efD3siQz2GLSSoq6pjfW7k6hramNiqDtjAl3OWd2j0WhZtyeB5KQybBrM2PtdEQUnEpArJUy62ZU5j3hh6Tr0+KjVCvz8ajI/rEjELciUFeumYG53/gOZOzv62gc62npZuX3+WfvQjiVkUVhWzfwpYZgY/bNYfqmpKG9lz64CHnok4pIOlf//yr+24P8n/C9aDLe1d/LO1xuYMzmE0IBL1+D8dz56/zjPPr2fvQeuJzTs7OLrp80xNLd1cs81k4d8/OTsMrYeSOOKKaPwdj27M2RjczvrdxxHo9EyZ8pobCyHVput1WqpqWuioqqe2romqiqbWfdhKQVJHfhN0GfitaZIdfrf8BUKOYYGKowN9TAzNcTKwgQD/TP7wjQaLbHbyti2KofY7WVo1ALGdnJMfSXYBaqYscib0YHOg96cWtq62LgvmdKqRkZ52jFjrPc5m4K1WoF923P4bVUyrVlq6nO6EQRwH23KzBvdmXKdK3qG/7xscOMPWay4JxpzGxWfbZiDyyDN4P8GQRD4ZdMBCktruP3q6ViYGQ37Of5OV5eaUT5f4OZuwtad117w840wNP7XLfjPl//F+Aiw61AicSm5PHPPkvPet662A0/XT7jtjtG88fbQbPCHm+q6Fj7/PZoFkwMJ8h6aM65Wq+WbtUdRa7TcvnjcOR9yY5PyOJ6Yi6RVyddPZxA0xpovtsxD5xzjBzq7uimvqKOypoH6hhaaWtro6VST+GsruXs7MXPXIfIOQ1SmfccRi8Xo6yswNtTDxNgAczMjLM2MTrsrn6KrrZcjvxQTvSqf/Nh6AOyCDFB6g66bgEeYBePDvTE3NRj02tJyK9h+OB2pRMyCqFG42A2c7DyFIAgUJTfw86cnKDzYRFe+BkELjqOMmHiTK+Ovd0ZldH7xsbGmkzdvPMSJXeVMvc6VBz8fg67y/NcwNBotj1y9k32bCvh43RwmznEadNvKmga+/m03Hs42LJkz7pyi9HLl7TeP8vKLB0lMuwNXV+NLfTn/SS6YBf8IQ6ezqwcAXbnOOba8uNx8WxDvvnOMt944wh/rFp91Wxd7M3YdzaCppQMjg6EZMvi72xCXWsy+4zm4OVqctqEfCGNDFVfOjmDTrhNs2BHHxEgffAYpHfwrYrEYKwuTfnNirl7cy0fPxfDD+ymoW2U8/8U4bBwNkMmkKBTyfsOmz4ZEIiZyngOe4004dDCLQ+uLqUzopnBvJ3k7Ozjyfj0ewVl4hZnjOsoYB28jbN0M0DeWk1NUw9aDqag1WuZN8sff48zVqu5ONVWFbZRkN1GQ0kj2iTpSj1TR2dK3uufsb8ysZ72ZtNgZRx+jIV3zYHR3qXn7sSP89mUaYZNseeeXGRibDb1J/3yITc4ht6iS2ZOCL4pAA/jx+xQqK9v48pu5F+V8I4wwwvDR2dWD4h+2A5iZK5k7z4PVv6Tx4suT0NW9+I82Fqb66Kt0ySupGbJIE4vFTA735Pcd8cSlFRMx6uzmFGGBbuhIJRyOy2L2nfZs/KiY52/fx2vfTj1rnFToynFzscXNpS8GCYJAd3cvi6/o5sCaYr5+JJF9rzRz+zujibraFV25bEiiQVdPhym3uzHpFhdi9uWza1U2FcfaKfulz0k537ibvMhOXEJMcBxljI23ARbOeujIJXT3qNl5JIO03ArsrYxZEDUKA73+q4LqXi21RW1UZLZQktJEQXwDOUdraa3tW3U1dVMy4ylnIpY4DsmtcSBid5Tx9i2HaWvq4cHPIplz29mHWg+GIAi88/gR9m4s4Il3x51VoPX09LJ2xzGUCjnzpoT9ZwWaVivw43fJTJjoMCLQLhAjIu0i0dV9UqTJLrxxwvmgpyfj3vvDePnFgyTEVzI6ePDVLg9HS3YdzSCnuJow/6E5HYnFYqaN8ebnLbEcjs8b1G74FIb6Sq6aE8GuA8nsO5JGaXkdEyJ8zrtMVC7T4bE3xxMUYcNzt+3jjhk7WPHlZKZe4TrkYwiCQFllPUnpRRSV1aIjlbDgLh9G+7kg1opJPlBF8oEqMo7VsOWrLLo7Naf3lSnFSPREKA10sLYxYPW6DH4VZaDu1dLVrqatqYemmk6a67r/8lmJMHVSYOAjYXSoGbffPwZbZ8Pzet+DUZjdyBPLd5GZVMdNDwdx/ysR5xy98E+pqm1k16EkPJxtLtqqcXe3mvfePkZ4hC0TJ52712+EEUa4vOjq7kEu++ePJDfeEsj6dVlsXJ/N0mt8h/HKhoZIJMLdwYL0/Ao0Gu2QS7/cHMxxd7TgUEIeXi5W5yyFD/JzxlBfyW6dFCIWmbLllxxMLZU8+ubY87pWXV0ZuroyFt7qR+gkB15ffoD3bz1O0u4a7vkgAiPzc/dwdXX3kJFTRkpmMa3tXXgtNWL56yGYyAxI31tN5oG+8TTJOyoRtMLJc4PKTIagEEAhYGauos68m29+iEPTq6W7XU1bQw/N1V00V3ed3g/A0l0PpbcE1XRdFt0SwLhJ/9w8ta25h6+eiGPb1zk4+Rrx5vbpuAT886qSVe8k8tPHKSy7fxTL7ht11m13HEygvqmV66+YfFm1wJwve/cUUlTUzPMvDT7/bYR/x4hIu0h09/StjFxuK2kAd9wVzCcfxfLaK4dZs37w1TQzY33MjPTILKgcskgDcLQxIcDTluMpRXg4WWJraXTW7RW6MuZNCyYhtZDYpDxKK+sJC3TD18P+vOeHTL3CFc8AMx5btouHlu5g4Q1ePPHuePQMBhfL7R3dZBdUkJFTSmNzO0pdGWGBbgR4O/brl4iYY0/EnL7xAhq1lor8VuKPlnFgXx5NVV3oiRUoRDK62tQ0tXf2WfBLxegqJdh7GuI/zhIzWyXWzvrYuhuQ31pJXFYRPi7WLJo6elhmpWi1Ar99mcZ7Tx5FVynl43WzmTT3/K2Eh0pPTy9rth9FqZCzYGr4RcsQfv9tMuXlrXz65ez/bFZyhBH+l+nu6f1X7q8TJzni4mrMNysTL4lIA/BytiIhs4SCslrcHYdulDRtjDcr1xxm64FUrp0Tes57mIujJUuNx2BilExLQy/fv5+EVBcefGnoQu2v2LoZ8OGhOax+M4WfXkkmfk8Fd74dyrTlbmdciyAIlFc1kJlbRl5RFWqNFlsrEyZG+uJk92fv+fjlzoxf3hdrujvUlKU3U5beRNzREgqzGhB1iDGQKhDaoKKhFeiz4JerpJjYKXAOMsbYVomFix42Xgao7KT8EX2Cto5ulswIOa/P9+/Xf2h9MZ8+eJzGqk6WPOLHjS8FIfsXq69/fJ3OB88cY9YSdx576+zfQXpOCQnpBYwP8cHZ/sKbaV1IVq1MxMxcybwFI7PRLhQjIu0i0dPbC3BGTfflgIGBnAceDOfF5w9w/FgZ4ZGDDxv2cbXmUELuec98mxrhRVF5PRv3JXPzojHnFKtisZiQUa64OFpyMCaDg8czSUgtJNDXCW932/MK5vauhvx4YBGfvxzHN28nELOvjOc+ntjPwri9o7tvHk1RFaWVdQgCWFsYMW18AG5OVucUTGqtloy6cjLVpbjPNmLuJH8crIeWlVOrNWzYl0RaXjlhfs7MHOc7LC5PxblNvHR3NHEHyhk73YEVX0VhYXP+jdDnw/YDf2YIVRdpJmBHRy/vvHmMMWPtmBzldFHOOcIIIwwv3T3qf5XEFItF3HJrIM88tZ/UlGr8Ay7+A7CLnTm6Mh3S8yrOS0QY6SuYFunFtoPpHEsuZEygy7n3MehrD3B3tuGVuw7yzetJVNc3cs8zkdhamZx3skoiFbPsmUDGLnDkg7uO8tbNh9m6Moe73gvDI9iU6rpm8ourySuspLW9C5mOFC83W/y9HDAzGbznDECulCKzF5NVWEFPSDdzlnkyJcJryCunZVUN/LQtBoAb5kdiN4RZdANRlN7I54/EEr+nAtdRJry0Ngqv0H9nNLP5p2xevieacTMdeHXVlLPOKG1sbmPT3ljsrEyZFPHftqsvLWlm+7Y8Hnw4HLl8REpcKEY+2YvEqZU0mc7l+ZHfcXcwn34Sx4oXD7JlxzWD3uD93e04GJ9Lak45kYFDLx3UleuwMGoUP22OZdP+FK6aHjQkIWJipMeCGaGUVtQTl5zH4bgsjsXn4GhnjouDBfY2Zuipzi0GdGQS7n85gknznHjh9v3cs3ArkTNsmXu7Ex1CO7X1LUBfuWVIgCueLjYYG517pp0gCOQU17DrSCZtHV0E+zgyKcx9yN9zR2c3v+04QXFlPVMjvBkbdGbm8nzp6lTz7TsJfP1WAjK5hBe/mMyim7wv+ApTanYRiRkFTAj1vagZwpVfJFBV1ca3P84fWUUbYYT/KD29vUNyRTwb110fwCsrDrHyywQ++nTWMF3Z0JFKJXi7WJNRUMHsXv/zivejPO0oLKvnQFwOVmYG5zTQgL5kZqCvE99vs+buRZvY8lUxDS1tjJ1vhaujFY525liZG51XVYaznzHv7p/Jus/T+eXlFO6N3IJDhBL3eUoMrWTY25gSGeyBi6PVWXvMT9HZ1UN0XC6JmaUY6im4enbIkN7bKTILKlm7Ox59lS7L5kZgOoS4/HdqStv48eUkdn6Xh9JAh3veD2f+XV5I/mXJ/5Zfsnn21r2ETbLl/d9mndXARaPRsGb7UUQiuHLmGCRD7Iu/XFn1dRLAJZtN+L/C5akY/h/Sq768RZpKJeOxJ8bw+CN72LO7kGnTB87kmZvoY2thRGJWCRGjzm2T+1fsrIyZNsabnUcy2HMsm2ljzj1EG/rq5x1szXCwNaO2voWsvHJyiyopKKkG+gaJmhrrY2SgQqXSRVemg1QqRiQSodVq6enV0NnVQ1t7F82tHcx61IJjGwVit1UQt7+CsVdYsfQuX7y9rDE11h/ye6pvamfPsSzyS2uxMNFn0dTAc5Zy9t+/jV+2HqeptZOrpgXj5/7vbPC1WoGdf+TxwbPHqChuZeZiNx5/Zxzm1hd29QygvrGFzXvjcLAxv6gZwqamLt595xhTp7swdtzQmvVHGGGEy49etWZID/1nw8REwZKrffltdTovvjwJE5MLY4x0NkZ52pGYVUJGfgWBXkO/J4lEIuZM9KO+qZ31e5JYPi8cC9Oh2bKr9OR8vWURj1yzg/2/FmGoUtIa3kVCWiESsRhTY31MjFTo6ylRKWTIZNLTSVK1WkNXdy8dnd20tnXS1NJOY3M7aj0tE140pnhvF9k7WimL62TyUmfmPOWGo6vROa9JEARScsrZH5tDZ1cPYf5OTAhxG/IzkCAIHE3KZ09MBrYWxlwzK+y8B51XFrby2zup7Pw2F4CF93pz3TOjznum6EBs+CGT52/bR+hEWz5aNwddxdnf196jKZRX17Nk9liMDc9faF5OdHb28t23Scye44aD4/D0zY8wMJenYvh/SG9vn6nEvw1CF5Kbbw3is4/jeOHZ/URNcRq08Xm0tyObDyRTWtWAg/X5DQwO9nWgsaWD2NQidOVSJoScn7GEuakB5qYGjAvzoq6hlfKqBqrrmmhobKO8qoFetWbQfZW6Mgz0lbg4mhP6ggs8KeWnd9PZ9Vs+qfuauOXx0Sy+zReF8uwlN13dvRxJzOdEWgliiYgpEV6E+Dqc14yQ/NIa/tgZj1gs4oYFkef9Of4VQRA4uK2YT1fEkplYi2eAKd/sWkDYpMHLVocTtVrDH9uPIJGIuXJm5EUdyPn+OzE0N3Xx4oqRxuURRvgv09urRmcYkph33BXM998m8/2qZB569OLPS3S0McXUUMWJ9OLzEmnQl8RdPHM032+IYfW2EyybF4ap0dCSbDoyCe/+OpMnr9/N9m/yuc18NHNudqaqtona+hbKqxpo66hgsKlLErEYPZUuRgZK7GzMMDcxwMrCCIO7FDRWd/LrW6lsXZnN3l8KCJ9txxX3+jB6qs2A5X0llQ3sOZZFVV0LtpZGXDMrBEuzs5dE/hW1WsOWAykkZZfi52bLgsmjhvzbEASB1EPVbPgsk8PripFIRUy/wY1rnxqFpcPwiKOfP0nmjYcPEznVng/XzDrnM0N2QRlHE7IIDXDHx/2/n0z847cM6us6ufOekckqF5oRkXaRUGv6xMNwmEFcKGQyCc+/NJGbb9jEr7+kcd3ygQcQ+3vYsvtYBjHJBf9IXEyJ8KSrp5fDCfmoNVomh3mcd5maSCQ6LdhOIQgCPT1qunp6Uas1CIKARCxGRyY9ubp25mcf9Is9qQ9V8+FzMbz92BG+eTuBZfcGsOR2vzOGhPaqNcSnl3A0qYDunl78PWyZFOqB3nlk9wRB4HhKATuPpmNurM+1s8OHPM7g76jVWnavzefbdxPITKrD1tmA11ZNZfY17hd1qOSOgwlU1TZx7fwJGOpf+FW7U5SWNPPZJ3EsvcaXgFH/7QbsEUb4X0et0Q55NMrZ8PO3YOIkR776Ip57HwhFR+fixlyRSESYvzPbD6dRXt2IreX5WZMb6im4Zk4oP2+J5afNsVwzO2TIK2o6OhLe/HE6Sr39rHwjgeaGbp7+cMLpeKDVauns6qWnV41WqwX6nknkMilymc6gcdjESsnd74Vz7VOj2PhZJpu/zOLJ2buwdtFnxvVuRF3rio2LPrUNrUTH5ZJbXIO+Spf5kwPwdbM+r/je2t7FbzviKKtuZFKoJxNDhvZ8UFvWzr5fC9j5fS4lmc3oGclY/LAvV9zng5nt8MQlQRD4+PnjrHwznikLXHjrp+nI5Gf/fTW1tLFh93GszY2ZMf6/XxooCAKffXICP39zxk/47wvOy50RkXaR0Gi0iESii7rK8E9YdJU3n34cx4oXDrJwkRcq1ZkGHTIdKSG+jhxJyqOhuR0Tw/O7AYpEIuZM8EMiFhOTXEhrexezJ/j961VGkUiEXK6D/Dybz/1DLfl6xwLiD1ew8o14Pnr+OCvfiGf2NR4svs0Xd38TkrPLOZZUQFtHNy52ZkwO8zivzCD0ZYo3H0ghJacMbxdrFkYFIv8HRjI1Fe1s+D6T31emU13WhpO7EStWRjH3Wo+L/kCSklXEidQ8xgZ74+H878o1z5cXnz+ASCTiuRcmXNTzjjDCCMPP+djWn4u77wtl6ZVrWL82iyVXX3ynx0Ave/bHZnMkMY8lM0PPe39zYz2umxvGr9tO8MOm4yycMgo3h6EZXEilYlZ8FYWJuZJV7yRQU97Omz9OQ6knQywWo1LKUfHPbN+NzHW54YUgrnkygEPritj+TQ7fvZjIdy8mYuGhRN9LgmWgkulzPQgPcD7vmF5SWc8fu+Lp7ullyYwQfFxtBt1WEARKMps5vr2UIxtLSD9aA4BPhDmPrBzL5KUu/2gg9WD0dGt44Y59bPklhytv8eHZjyeec4yNRqPhj21H0WoFFs8ee1kn6YfKvr1FZKTX8vlXI07KF4MRkXaR0Gi1SC5zgQZ9DllvvDWFaVE/8f67MTz7/MAPwBGjXIhJKeBQfC4LogLP+zwikYiZ43ww1FdwIC6H2oY2FkwZhbnxpavVDh5nQ/AWG7JT6vjl0xS2/JLN2m8yMLaT4xCsIny6LdfNDcPR5vydpRqa2/ltRxw1DS1MDvVkwhCzg6dobe4menMRW3/L4djuUrRagYgpdjzz4QQmznE6q6PUhaK2vpkt++JwtDVnypiBV10vFMdjyvnjtwwefWIM9g4jNfEjjPBfZzhj5IyZrnh4mvLxh7EsXupz0R8m5TIdwvydOJSQS019Cxam55fQgz6hdv2CcNbuSuSPnfFEjnJhfLDbkISsSCTiodcisXbQ4/UHD3HD5PV8tHY21g5DW5E7FzK5hKirXfCcbMLu3dnEbCyjLrmLmk0d5G9qJeOLZgImlOIbaYFXqBkuASYo9AZPSAqCQGxqITuPpGNkoGTZnIgzkqBdHWoKUxvJia8j/VgNKQerqCvvAMB1lAk3vhTEpCXO2LkPfzyor+ng4aU7SDhSyb0vhnP7U8FD+k3tOpR0ug/NxGh4PvtLzUcfHMfKSo+rlvhc6kv5n2BEpF0ktFrtJXmQ/ieER9px1RIfPno/luU3BODoaHTGNnpKXUJ8nYhNLWRskCtmxud/AxKJRIwJdMHSVJ/N0al8u+4oY0e7Eu7vdEkzTsa2ciKWWSLz7yEvppmKpE6SNzaQvLGB6C8qmDjbicip9gSEWyIfwmyVjPwKNu5PQiwScd2cCNwcLM65j1YrkJfeQMy+Ug7vLCHuQDnqXi3WDnrc/GgQV9zojYOb0TC8239Gd3cvv209jI5UwlUzx1zUFWKtVuDxR3Zjba3Hw5eg52SEEUYYXgRBQBCEYYuRYrGI+x4I4767txO9v/iSjOaICHDheGoh+2KzuHpW2D86hqGeguXzw9l1JJOjSQXkl9Yya7wvNhZGQ9r/6jv9sXUy4PFlu7g68g/eWT2D0An/ruKhV60hq6CKE+klVNY2oyvX4bonRxHi50hno5oTu8pJ2FtByqFqDq4pOr2fhYMKWzcDLB31MLNRYmShi8pQhkQmIiG7mJLKBqxNDHFX2hPzezlNtfnUV3ZQXdxGeV4L1UVtp/vpTK0V+I2zJCjKhtAZtsPWazYQ6Qk1PLh4O421nbz903RmLhlaH31adjHHk3OIDPL8f9GHBpCcVMX+vUW8uGLiiO3+RUIkDNZFegEJCQkRTpw4cdHPeynZcSCBxIwCnrrrqkt9KUOivKyF4FEriZrixC+/XzngNu0d3Xz0y16cbEy5Znb4vzpfW0c3u45kkFVYjbGBkgkhbni7WF20h/+Orh4y86tIySmnsrYZqUSMj5s1YX5OWJjqU1bYwp71+URvLSLpaCUajYCOTIzPaAv8QizwDDDF1ccERzcjDIzliEQienvV7DqWQVxaEbYWRiyeHjJg/1lXp5rS/GYKshrJSa0nI7GGlOPVtDR2A+DsaczEOY5MWehKQJjlJRf7giCwZvtRMvJKuf6KyRd9IOf33yZz393bWblq3iUbWjvC0BGJRPGCIIx0mA+R/8X4qNVqWfHxb0yO8Gdi+PC4w3Z3q/H3+gIvb1M2bbtmWI55vhw8kcO+2CxuWjgWR5t/bg4FkF1Uzc7DGbR3duPjasP4YNchtxoUZDXywFXbKM1v5oFXIrjhoaDziiOCIFBR00xaXgVpuRV096gxNVIR7OtAgIftoI6NdRUd5MTXUZDSQElWMxV5LdSUttNY3TmogclfMTLXxcJRDxsXfRy8DHH2N8Yj2AwLe9UFXx0VBIE132TwxkOHMLVU8P7vs/Adfe4EK/RVmaz8bRdW5sbcsGjyf95u/xQ3Lt/I7p35pOfcjZHRxZmD+r/A2WLkiBS+iPyXyndt7Qx47MkxvPT8AXbtzGf6jDNnoqmUcsaPdmdPTCa5xdXnNbzz7+gp5SyaFkR+aS37j+ewcV8KB0/kEezrgJ+7DUrdoQ+vHirNbZ3kFdeSU1xNcXkDWkHAwkSfqZFeZ5zTztmAGx8O4saHg2ht7ib+UAXxhytIjqlm3aoMOjvUp7dV6etgaqmgV6wGHS2Wlvp0W3fz9vZjaNRaujrUtLV001TfRW1lBw21naf3FYtFuHgbM3WhC0FjrQmfZDdsJSrDRUxiNum5JUwdO+qiC7T6+k5eeC6aMWPtWHL1SLnFCCP8f+BUsng4H7zlcin33BfKc8/s50RcBSGhg/c3XSgiR7kQn1HM9sOp3H7VhH+VdPR0ssTJxvSks3AxGfkVeDpZMtrHAUebsw+vdvEyZvXRxTx/+z7ee+oYcQcreHllFKYWg5tWaTRayqqbyC2uIbuwmua2TqQSMZ7OlozytDvnOQHMbJSY2TgwZl7/lSR1r4a9B7OJPpyDrkSHScGeWJoZItURo6uUojKUoW8iR6pzaVpEWpq6efmeaHb8kceYafa88f00jM2GNs7hr1Umi2f99+ehnSIvr4EN67K4/8GwEYF2ERlZSbtI/NdW0qAvEzkmbBW9vVqOx9+CQnFmTblareGL3w+g0Wq5a+mkYZkDJwgC2YXVHE8tory6CbFIhJOtKW6O5jham2BmrHfewVwQBOqb26mqbaG0qpGSygbqm9oBMDZQ4uVsiY+rNRamQ5+TdgqNRktZQQv5mQ2U5jeTkFBGTnYdvR1aFGI5WjWoe7V9bpNSMbq6UvQMZRiZ6GJqpcTaXh97FwOcPI1x8TI+57yVS0lRWTU/rN+Pp7MtS+aMu+i9HvfdvZ2ffkjhcMxN+PoNLas5wqVlZCXt/PhfjI8ajYaXP/mdqMgAJoQN3+p4a2s3vp6fM2asHb/+cWlib2ZBJb/tiGNapA9jg9yG5Zit7V3EpRWTlFVGV3cv+ipdPJwscLY1w97KCMUgSU1BEPj1izTeefwI+kYyXvx8MpPmOgPQ3aOmur6F8pomSisbKalspKdXjUQsxsnWFG8XKzycLNA9T2Ouv9PU0sGGfYkUVdTj42LNvEmjBr3eS0HcgXKeuWUPNeXt3PNCGLc8HjzkVUdBEPh962GyC8u5/orJONn9/3EdvufObfzxWwapmXdiafXfnvN2uTGykjbCP0Iul/L+RzOYO3M1b79xlOdfOnMWlVQqYd6kUXy38Qi7j2UwZ8K/N5AQiUR4uVjh5WJFTX0raXkVZBdWs+tIJtDnLmluooeJoQoDlS5KhQyZjgSJWIwgCPSqNXT1qOno7KG1vYvGlg7qm9pPz1CT6UixtzIm0MseF3szzIz+XemERCLG0d0IAwsdSrSVGMsFrr/Gh/mTAs97+OblTHNrO39sO4KJoT4Lp0VcdIF29HAp33+bzP0Pho0ItBFG+H/EqXvJcCeN9fXl3HVPCK+/cpjUlGr8Ay7+Q7OXsxVezlbsj83Cw9ESc5N/Xxmhr9IlKtyT8cFu5BbVkFFQSUp2OfHpJQAY6SswM9bDSF+JSilDIddBRypBJBLhE2XMsz+M5ctnErhv0Tb8J5sRfKUZ3fSePr6JoRJfN2uc7cxwtjVFLhue5GtiZgk7j6YjCAILJgcS6GV/2TgEtrf28MGzMfz6eSoObob8cGARAWFW53WMwycyyMwvY8b4oP9XAq24uInVP6dx862BIwLtIjMi0i4SYrHo9FyS/xITJjpy7TI/PnjvOIuu8sbP/8yHY0cbUyICXDiWXICrnTleLtbDdn4LU32iTD2JCveksaWD0spGKmqbqG1oo7CsjvbO7kFr23WkEvRVcoz0ldh7GWNhqo+1mSFmxqph7XXTarXEpRWxJyYTsVh02QWf4UCt1vD71iOoNVqWzhl33mMO/i1dXWruv3cHDg4GPPXsuIt67hFGGOHCcupeeSFi5J13h/DpR3G8+doRfvp10bAf/1yIRCLmTgzg898OsGZ3PLcuGjcsQ7uhL8b5uFnj42aNWq2hvKaZsupGaupbqW9qP70aNhDj7rUga7eclO11FCQ2s+RBb+Ze64GtpREqxfAmF5taOth8IJn80lqcbExZGBX0j+eDDjeCILB/cyGvP3SI6rI2rrs3gPtfjkCpOr8Yl1tYwb5jqfh7OhIR5HmBrvbS8N7bMYjFIh56ZMSo62IzItIuEhKxGM1/UKQBvPrGFHbtLOCeO7ex98D1A84GmRLuTXFFAxv2JXGbiT6mRsOfbTE2UGJsoCTA8093Kq1WS1ePmu4eNVqtgEgEUokEXbl0WEovz0V1XQubDyRTVt2Im70F8yYFYKh/eQSf4UIQBLbsi6O8up6r547n/9q77/gq6/P/46/7ZO+9d1ghbAh7772HLFEUtY5abW1r6+iy1ta9rQsVUKaC7D0DASFhj4SQQUjI3uPkjPv3R9Rf2y8IkeTcJznX8y8Nybnf3I/DuXLdnxXgZ/kt71/+52FSLxWzbsOcG57dJ4RouRRFwU6nw2xu+uUXPj7OPPxYAv98MZHTp/I1Ofje3dWZ6SN7sHxTEpsOnGbaiB5N/hDP3t6OqFDf/3NEjMFoorbOgNFkQlUbHhg7Odrj7GiP7hEdl04V8ZdH9rL0z6c5tauQp18dTMcet3cm262YzWaOnm7Y4VJRYMLgLvTuHG01DzCvXCzl5d8d4tC2bNp28uXl/TPp3q9xo2cAxaUVrNt+mCB/L6aM7GM1f7+mkJVVxvIvTnPPfd0JC2/8URLizlj/wV2thJ1dQwHSYg3gnfLzc+HlV0eTknydd948dsPvsbe3Y87YBHQ6hS83H6WmVm+RbDqdDldnR3w8XfHzdmuYAunu3OwNmr7ewPbEs/x7zX5KyquZMbInCyb1bXUNGsDRk6mcvJDBsL6diWsTbvHrnzp5nddfSWLegs6MHhNr8esLIZqfnZ0Oo8nULK/9yGO98fJy4sUXDjbL69+OtpGBDOvdgVOXcjh8Mt1i13Wwt8PT3RlfLzf8vN3w8XTF1dnxx9kkHbr5s+zATJ5/bxgZF0u5q99qnrl/N7lZFXd03avXS/hw7QG2Hz5HTJg/j84dTp8uMVbRwBRdr+aFx/czo8dXnDx8naf+NZDVx+b8rAZNrzewctNBdIqOuZMGN9koqbV4+aXD6HQKv5HjbjQhTZqF/HDul9HYPEWouc2YFcfkKe35+98OcvFC0Q2/x9vTlbnje1NeVctXW4/ddJpFS6aqKicvZvP2l3tIOn2FHh0jeWzecLp2CLeK4tPUrmRfZ8ehFOJiw5psa+zG0OuN/OKBzfj5u/CPf420+PWFEJZhb2eH0dQ8s018fJx57Fd92LLpMse/y22Wa9yOoQnt6dw2jJ1HznPyYrZmOf6XnZ2O2Us6sen8Qu55sjvbVqcxqdMK/v6rA1y/Wtmo16qoquWb3cl88vUhamrrmTM2gXkT+ljFA8yi/BpefTqR8R2Ws+7j88xa0olN5xdwzxPdcXBo/C6MZrOZddsPU1xWyewJA/H2bF3rtdLSSlix7Az3Lekho2gakSbNQuy/34bV0EKbNEVReP2tsbh7OPLQkk0YDDf+e0SG+DFzdC9y8kv5cvPRVtWoZeQU8uGaA6zfcxJvD1eWzBjM5GHdcG3i+fvWori0gjVbE/H38WT6mP6aNKEv/T2Rc2cLeeudcfj63t4WyEKIlsfe3q5ZH2I+8lgCfv4u/PVP+5vtGreiKArTRnQnNtyfDXtPcvpSjmZZbsTT24nfvDSQzecXMHVRHGs/Osf4uOU8u2Q3qWeKf/Jn9fUG9h67yNtf7uFsWi6De7bjsfkjiG8TqvkDzKy0Ml745X7GtfuCL944xchpsWw4PY9n3x76k8cQ3MqeI6dJzchl3JCeFj+OxhL+/teDODnZ85vf9tc6is2SJs1Cfph+ZzC23KYlMMiNN98eR0rydV56MfGm39cxNoSZo3qRnVfC5xsOU11jmamPzSW3oIzlG5P4/Nsj1NTVM2NkT+6fMYiwIB+tozWbOn09X208iILCvMlDLL5RCEDS4RxefzWJu+/pyviJ7Sx+fSGE5Tg62DfrQz0PDyee+t0A9u3NYs/ujGa7zq3Y29sxd3wfokP9+WZPMsfOaJflZoIjPPjTe8PZfGEBsx/oxI61l5nZayX3j1nPtjVp1Ov/fzNtNJo4evoKb63Yw/7jqbSPCuKxecMZ2a+jRdaF34zRaGbvxgwenrKRSZ1W8PXS80yc154Np+fz0uejiWzrfUevf/piJoeOX6BX5zb07tr66tPJlOt8vfYCj/yyN4FBt3doumh6ck6ahZy9lMXabYd5ZMF4Av29tY5zRx5+cDNfrTjL1h3z6T8w4qbfdynjOmt2HMfDzZm54/oQ5N+yhstzC8rYf/wSlzLzcXFyYHCvdvTpHPPj1NXWymw2s2LDfjJy8jU766W8vI5BfZei6BQSjy7Gw6N1jlbaAjknrXFssT4CfPjVdlxdnFg4bVizXUOvN9Kr64f4+LqwP/He2z7/qjkYDEbW7UrmYsZ1+nSOYezATtjZWedz8/KSOtZ+cp7VH54lN6sSbz9nxsxqQ2wfD64bi6is1RMT5s/IvnGEB/ve+gWbiaqqnE8uZMuqVLasTKPoeg0BIa7Mur8Tcx7shH9w0zQbV3ML+WzdHiJC/Ll7+rBWc2D1D1RVZdqkVZw6lc+pcw/h5SWHVzcnOSfNCjg7NexIp6833OI7rd8/XxlF4qGrLFm8kUNH78PH58b/gDvEBLN42kBWbvuOj9YdYPygLvSMj9R86sNPUVWVKzmFHD6ZTvrVQlycHBjeuwP9usXi5Gj50SQtbNufTHr2daaM7KNJg6aqKk8+voOcnAq27VooDZoQNsDJ0aHZ66OTkz3P/XkoD9y3kdWrzjF3nuXX2f7AwcGeOWMT2HnkPEdOXSG3sIyZo3ri42V9oxZevs7c/9ue3Pvr7uzfmsEX76Ww7tPzmP6t4uZjz+DxUUTNCsHHzfJrsmprDCQfyuPgtiz2bswgN6sSewcdg8dFMe2eOAaPj/pZ681upqyiipWbDuLl4cqciYNaXYMGsGtnBnv3ZPLSyyOlQdOYNGkW8sNhkHX6lt+keXo68ennUxgzYjm/fHgLy76aftPGKyzIh4dmD+HrXcls3H+KC1fymDiki9UVonqDkTOp1zh65goFJZW4uzoxql9HeneOtpnmDODoyUscO53GgJ5x9OzcRpMMyz4/zdrV53nuz0Po2y/s1j8ghGjxnJ0cKCqtbfbrzL4rnvfe+Y6/Pn+AqdM64OKi3ee7Tqdj7MDOhAf58O2+U7y/eh+j+sWT0CmqSc/ybAr5RRV8dy6DU7k5RE9yZPC93bArdOLU/kL2b8hi25fp2Nvr6JQQSM8BIXTtG0THHgGERnk02YNZVVXJv1bNhZRCzhzL50RiLmeO5WOoN+PkbEe/ERH84pkERkyNxesmD4/vRJ2+ni+/PYDJbGb+lKGtcj260Wjm2T/sISbWmyUP9tQ6js2TJs1CXJwb/jHX6us1TtI0EnqH8ue/DuXZP+7l3++f4BeP3Hw2k7urM3dP7s+xMxnsPnqBd1fupX+3Ngzs0RZnDdY6/UBVVXLySzl58SpnL19DX28k2N+TaSO607ltWKuf1vi/UjOuse1Aw06OowZ20yTDubMF/PbXOxk2PIpfy5a/QtgMF2dHauuavz7qdAp/f2kEE8Z8ydtvHuN3Tw9s9mveSqe2YT82alsOniH5Qhaj+8cTGx6g6cyTOr2B8+m5pFzM5ur1UuztdHRpF06/rrH/f/nCo1CvN5GcmEvS7hyOH8xl2dunML7WsFOnu6cjsXE+RLTxIjTKg+Bwd/wCXfH0dcLdwxEnF3scHHSggNFgRl9rpLrKQHlJHcUFtRRcqyI3q5Ls9HKuXCylorRhjbudnULHHgHMf7Qr/UaE02twKC6uzff7hMlkYs2WRIpKK1g4dRj+vi1r+cbt+nzpKS6cL2L5V9NxdLSt34GskTRpFvLDExdLnR9mCY/9qg+JiVd55uk99EoIpXef0Jt+r6Io9O0aS1xMMLuSLnAwOY3vzmbSu3M0vTtH4+lumZ37VFUlr7CcC1fyOJeeS0l5NQ72dsS3CSGhUzThQT5WPR2zueQVlLB262FCAnyYMba/Jk9xKyr03D1/PZ5eTny8dIrVrs8QQjQ9VxcnauvqUVW12T+DBw2OZMrU9rz2chIL7+5KaJhHs17vdnh5uLJwUj/Op+ey88gFlm1MIiLYhwHd29IhOshin8n6egNpWQWcS88lLSsfo8lMgI8HYwd0oluH8BuOHjk6NYxi9RvRsEa9Xm/i0ukiLqQUknq2mMxLpSQn5rJ1VXWjDyxXFAgIdSOyjRdjZ7WlbSdf4nsE0KGbf7M2Zf9JVVW27DtBevZ1po7qS2xk489TawlKS+t44a8HGDgogslT22sdRyBNmsW4ODui0ymtqknT6RQ++GgSQwcsZdH8bzhw+F4CAn96GqOXhyszR/diYI+27D+eyqGUNBJTLtM2MpAu7cJoFxXU5KNr1TV6MnOLSL9ayOXsAiqq69ApCjHh/gzu2Y74NiE2NaXxf5VXVvPltwdwcXZk3uTBOGpwL1RV5eEHNpNxpZRN2+bJblJC2Bg3F2dMZjP6esOPa7ib0wsvjWD7to947pm9fPLZlGa/3u1QFIVObcPoEB1MysVsElPSWbXtOzzcnOnaLpz4NiGEBno3aRNrNpvJL64g41oRl7MLyMotwWQ24+7qRK/4KLq2D2/0NR2d7OjSO4guvf97TbPRaKY4v4aSglrKS+uorjSgrzViqG8YdbN30OHsYo+rhwOePk74BbjgF+zapGvKfo7EExc4cTadwQnx9OgUq2mW5vSPFw5SWlLHP18ZZZMPq62RNGkWoigKrs5OVNU0/5x7S/LxcWbZV9MZPXw59yxcz4bNc2/rAzXY34u7xvWmtLyaE+ezOJ2aQ2pWPjpFITzYh6gQP0IDvQny88Tbw+W2niKazWYqquooLq+ioLiSvKJyruWXUlxeDTSsC4wND2B4VBAdooNa5XzyxqrT17Niw34MRiP3zRqFh7s2B46++vIRNn6byosvjWDgoEhNMgghtOPm2rCGqKq6ziJNWnS0N48/2ZeXXzrMfUu6W9Xnjr29Hb07x9ArPorUzHySL2Rz5FQ6iScv4+7qREyYP+FBPoQEeBHg44GL8+3dL329gZLyaopKq8gvriC3sIxrBWXo6xuOPgjw8aBv1xjiYoIJD/Jp8tE7e3sdQWHuBIW1nEOfz1zKZFfiKbp0iGLEgK5ax2k2584W8NG/k1l8f3e6dmt9Z761VNKkWZC7mzNVNXVax2hy3boH89Z743jwvk08/dvdvPrGmNv+WR8vN0b1j2dkv47k5JeSmpnPlZxCElMuY/7+eAidouDp7oKbiyPOTg7Y2+nQ6XSYTGYMRhN1egPVtXqqavQ//gyAh5szYYHe9IyPIirEl9BAb6tbjK0lo9HEyo0HKS6tZOG0YZodDbF1y2X+9ucDzL4rnkcf761JBiGEttx/aNJqai223uc3v+3PyhVneerJnRw4fK/mIzb/S6fTERcbQlxsCDW1etKyC7icXUBmbjFn0q79+H3Ojg54uDnj6uyIo4Pdj1PFTSYzeoOR2joDldV11P3H7pl2Oh2Bvh50aRdGZLAfMeH+eLjJTn7/KeNqPut3HCU6LJCpo/q22tElVVX5zRM78PJ25tk/DdE6jvgP0qRZkKe7KxVVNVrHaBZz53Xm7OkC3nrjGPGdArj/gR6N+nlFUYgI9iUi2JeRdMRgMJJfXEFhaRUl5dWUV9VSU1tPXb2BapMJs1lFp1NwsLfD3dWJID9PPNyc8fZwxc/bjQAfD9xcZaTsZlRVZf3OJDKvFTBjbH9iIrR5cnb+XCFL7v2Wbt2DePu98a22CAohfprn96P4FVWWm23i6urAP18Zxfy7vuaDd4/zyyf6WuzajeXq4kS3DhF06xCBqqpUVtdxvaicorIqyipqqaypo7au/r8eVtrpdDg52uPv405MmD+e7s74ernh5+WOv4+7rPv9CflFZazcdBBfb3fumjSoVW8k9tWXZzmcmMPb743Hz88y+wOI2yNNmgV5uruSk1esdYxm85cXhnHpUjFPPbmD6BhvRo6K+dmv5eBgT3iwr6YHY7ZWqqqy/UAKZ1OzGT2wO13jojXJUZBfzZwZa3Bzc+Sr1TNxtdAicCGE9flh8yhLP8icOLkd4ya04cUXDjFtRhwRkV4Wvf7PoXw/u8TT3QXZ3qHplVVUsXz9PpwcHVg4bdiPu3O3RsXFtTzz9B769A3j7nta73TOlkoeo1iQl4crNXV66lvBgdY3Ymen49PPp9Ax3p97Fqzn3NkCrSOJG0g8cYGkk5fo170DA3rFaZKhpsbAXbPWUlRUy8q1MwkLb53bGQshbo+jowMuzo6UV1q2SVMUhZdfG42qwm+e3IGqNm73QdG61NTqWb6+YZ32wqlD8fJo3ZtYPfuHPZSX6Xnj7bHodDKTxdpIk2ZB3p4N/9jLKqo1TtJ8PDycWL1uNm5uDsyatoacqxVaRxL/Ifls+o+LoMcO6aHJ9EKj0cziRRtISb7OJ59NpmevEItnEEJYH28PN0rLqyx+3agob559fjDbtqTzzbqLFr++sA56vYEVG/ZTVlHN/ClDNVunbSn79mayYtkZHn+iD527BGodR9yANGkW5OPZsKNRaYXli5AlhUd4snb9bCor65kxdTUlJa1rR8uW6sLlq2zc8x1to0KYNlqbRdCqqvLEL7exdfNlXn5tNBMny2QdIUQDHy93TZo0gF88mkCPnsE89eudFBdLzbI1RqOJVZsPkldYwuwJA4gMDdA6UrOqrq7n8Ue20qatD7//o/YHuosbkybNgvx8Gg7MLC6t1DhJ8+vSNYgvV8/gSnops6evoaqqXutINu1K9nXWbj1MWJAvcyYMxM5Om0XQf35uP198dprfPj2ABx7qqUkGIYR18vP2oLSiCrPZbPFr29vrePeDCZSV1vG73+y0+PWFdsxmM+u2HebK1XymjOxDh9hwrSM1u788v5/MzHLeeX88Li6yHtxaSZNmQS7OTrg6O1Fc1vqbNIAhQ6P4bNlUkk/kMX/OOurqjFpHskk5eUWs3HQQPx8PFkwdqslh1dBwFtrrryZx/wM9ePb5wZpkEEJYLz8fD8xmVbPRtM5dAvnt0wNYs+o8Gzdc0iSDsCxVVfl21zEupOcwbkhPuse33sOqf3DoYDYfvHeCB3/R06rOBxT/lzRpFubv60lhie2s05o0pT3v/nsC+/dlsXDeN+j10qhZ0vXCUpZv2Ie7qzN3a7hL1TtvHeMvz+9nztxOvPrGGNlqXwjxf/j7NGwgpGWNfOp3/enWPYhf/XI7hQWtd/24aGjQtu1P5uSFDIb17Uy/Hh20jtTsKiv1PPLgZmJivfnLC8O0jiNuQZo0Cwvw9aSwpNymdpCav6ALb7w9jh3b0lm0YL00ahZSWFzOsm/24ujgwKIZw/H4/hwiS3v/3eP88fd7mDqtAx98NFF2kBJC3FCAb8P294Ul5ZplcHCw498fT6KiXM+vHttmU7Xalqiqyu7Dpzh6KpX+PTowtG9nrSNZxB9+t5vs7Ao++HAibm6OWscRtyBNmoUF+XtTW1dPpQUP7LQGi+/vzmtvjmHr5sssnPeNTH1sZiVllXzxzV4UReGeGcPx/n7TGkt7561j/P6pXUye0p5Pv5iCvb185AghbszJyQFvTzfyi8o0zRHfKYA//WUImzamsezz05pmEc3jwLFzHDp+gYQubRkzWJudji1t88ZUvvjsNE/8ui/9B0ZoHUfcBvmNycKCvt/S9XpRqbZBNLDkwZ688fZYtm9N565Za6muls1EmkNZRRWff70Hk8nMounD8fOx/Blkqqryyr8O88ff72Ha9A58tnwqDg7abFYihGg5gvy8uV5YpnUMHn28D0OHRfH7p3aRllaidRzRhBKPX2Bv0hm6xUUzcXiCTTRoebmVPPrwVrp1D+KPz8ma8JZCmjQLC/b3QVEU8gpsr0kDuG9JD97/cAL792YxbdIqSkvrtI7UqpRXVvPZuj3UG4wsmjFck3NeVFXl+Wf28dc/HeCueZ349Atp0IQQtyck0Ifiskrq6w2a5tDpFD74aCKOTnbcf88GmabfShxJvsjOxJN0bh/JVI2OorE0k8nMg/dvoq7WyCefTcHRUepxSyFNmoU5OTng5+1Bbr7tPplbcHdXPl8+lZTk64wfvYLca7ax22VzK6+s5rO1e6jT13P3tGEEB/hYPIPBYOKRh7bw5utHWfJQT/798SSZ4iiEuG2hQb6oqkpeofYPMsPCPXnvgwmcTMnn+Wf2aR1H3KGklEtsP5hCfNsIZoztj05nG7Xp1ZePsH9fFi+/Nor2Hfy0jiMawTbeoVYmLMiXa/nFNr0geer0ONaun83V7HJGDVvGhfOFWkdq0X5o0Grq9Nw9bTihQZb/IK6qqmfu7HWsWHaGp58ZyKuvj5ZNQoQQjRL2/WdXTl6xxkkaTJzcnoce7sX77x5n07epWscRP1NSyiW2HUimY5twZo6znQbt0MFsXvzbIWbNiWfhoq5axxGNZBvvUisTHuJPVU0dZRW2vb3vsOHRbNkxH4PRxJgRy9m3N1PrSC1SWUUVn63dQ61ez6LpwwkLtnyDlnutkvGjV7B7ZwZvvjOOPz472CamkQghmpabqzM+nu7kXC/SOsqPXvjHcHr0DObhBzdz5Yr2I3yicY4kX2TbgWTi20Ywa/wA7OxsY7pf/vUqFi/aQGwbH958Z6zU5BZImjQNRIYGAJCdK6NH3boHs3vfIsLCPZk+eRWffJSidaQWpbS8iqVrd1OrbxhB06JBSz6Rx/DBn5N+uZTVX89i8f3dLZ5BCNF6RIb6k51baDWzTZyc7Pl8xTQUncKi+d9QU6Ptejlx+w4dP8/2gyl0ahfJzHH9baZBMxrNLF60gYpyPcu+nIaHhzZnpIo7I02aBgL9vHBxdiQzp0DrKFYhMsqLHXsWMmpMLE8+vp0nH99Ofb1J61hWr6ikgqVrd1NvMHLPjBGaNGirvjrHuFErcHDQsXPvQsaMbWPxDEKI1iUqLJDqWj1FGh5q/b+io7356NPJnDldwJOPb7eaBlLcmKqq7Es6w67EU3TpEGVTDRrA88/s5dDBq7z57jg6dQ7UOo74maRJ04CiKESFBkiT9h88PZ1YuWYmT/y6L598lMLEsV+SlysbitxMflEZn63bjclk4t6ZIwkJ9LXo9Q0GE79/ahcP3LeRhN4h7Dt0rxQCIUSTiA5v+CzJvGZdNXLsuDY8/cwgvlpxlg/eO6F1HHETqqqyK/EU+46epXvHGKaP6Wcza9Cg4eHpO299x4O/6MncebZxSHdrZTvvWisTExFEaUUVpeVVWkexGnZ2Ov769+F8tmwqZ88UMLDfUvbuydQ6ltW5dr2Yz9btRqfTsXjWqB/P3rOUnKsVTBjzJe+/e5yHH01gw+a5+Ae4WjSDEKL18vFyx8vDlSvZ17WO8n/8/g8DmTipHX/8/W5ZR22FVFVly74TJJ64QO+u7Zg6uq9NNWjJJ/L45SNbGTgogn/8a6TWccQdsp13rpVpExkCwOWsPI2TWJ8Zszqy79A9+Pu7Mm3SSv765wMYjWatY1mFzJx8Pv96D86OjiyeNRJ/X8seVL1lUxoD+33KubOFLP1iKv98ZZScgSaEaFKKotAmMpiMnHxMJuua+q7TKXz46STad/Bj0YL1XL5su8fpWBuTycQ3O5L47nQaA3t1ZMKwXja1WUbutUrmzV5HYKAry76cLrW5FZAmTSN+Ph74eLqTlpmrdRSr1CHOn70HF7FwUVde+edhxoxYTnq6be+qdelKDsvX78fLw5X7Zo/Ex8vdYteurq7nyce3M3f2OqKivDhw5F5mzu5osesLIWxL26gQ6vQGruZZzy6PP/DwcGLl2lnodApzZqylpKRW60g2z2AwsnpzIqcvZjKif1dGDexmUw1adXU98+aso7KynpVrZ8nsllZCmjSNKIpCu+gQMq7mYzAYtY5jldzcHHn3gwks/WIql9OKGdT3Uz75KMUmF2yfPH+FVZsPEeTvzeJZo/Bwt9wH8NGkawzqt5RPPkrh8Sf6sHPv3bRta9k1cEII29ImMgQ7nY7UDOt8kBkT481Xq2aQnVXOwrlfo9dLHddKnb6e5Rv2kZqZy8ThCQzp08mmGjSTycySezdy6mQ+n3w+hc5dZH14ayFNmobi2oRjMJpIt8J599Zk5uyOHPnufvr0C+PJx7czZcJKMjLKtI5lEaqqcuj4edbvPEpMeBD3zBiOq4tlttKtqTHwx9/vZsyIZRjqTWzaNo8X/jECJyd7i1xfCGG7nJwciIkI4mJ6jtU+mOs/MIL3/j2BQwev8shDWzCbrTNna1ZZVcPStbvJyStm5tj+9O7aTutIFqWqKr9/ahebN6Xx0ssjGT+hrdaRRBOSJk1DUWEBuDg7cv7yVa2jWL2wcE/Wb7yLN98ZR/KJPPr1+pg3Xk3CYLCu9QpNyWw2s21/MrsST9G5fSTzpwzB0dHBItfeueMK/Xp9zDtvfcfi+7tz5Pj9DBkaZZFrCyEEQFxsGCXlVeQXlWkd5abmzO3En/46lDWrzvP8M3u1jmNTikoq+GTNLkrLq5g/ZQidO9hejXrj1aN8+EEyjz3em188kqB1HNHEpEnTkJ2dHXGx4Vy6ck2mPN4GRVFYfH93jiUvYcTIGJ5/dh+D+i3l4IEsraM1OaPRxNqthzl6KpV+3Tswc9wAi5zxcjW7nLvnfcPMqatxcLRj6875vPH2ODkIUwhhcR3bRqDTKZxLzdY6yk/69VP9eOChnrz1xjHefuOo1nFswtXcQj5ZsxODwci9M0fQJipE60gWt2LZaf703D5mzu7IC/8YoXUc0QykSdNYlw5R6OsNsoFII4SFe/LVmpmsXDOT6qp6Jo79ikXzvyEzs0zraE2iplbPF9/s5fzlq4wZ1J1xQ3s2+/z66up6XnzhIAndP2LH9nSe/dNgDh+7j4GDIpv1ukIIcTNurs7EhAdxJjXLaqc8QsMDxH+9OorpM+J45g97Wf7Faa0jtWrn07L5/Ou9uDo7cf+c0YQG+WkdyeI2fZvKYw9vZfiIaD74aCI6ne2swbMl0qRpLDo8EA83F05dyNQ6SoszYVI7vjv5AH98bhA7tl8hodtH/OF3uykuqtE62s9WUlbJJ6t3kptfwuzxAxnQq3l3UDQazSz95CQ9On/IS39PZPyEthw/+QC/e3qgrD0TQmiua1w0ZRXVZOcWah3lJ9nZ6fjw00kMHxnNYw9v5Zt1F7WO1OqoqsrhExdYs/UwIYE+3D9nNL7eHlrHsrg9uzO49+4N9OgZwopVM6RWt2LSpGlMp9PRNS6atKxcqqplG9/GcnFx4Ok/DiL59IPcNa8T7797nK7xH/D3vx2ktLRO63iNkp1byMerdlJbV8+iGcPp1L75RrFMJjOrvjpH7x4f8avHthEZ5cXOPQv5bPk0IiK9mu26QgjRGB3bhOPoYE/KuStaR7klJyd7vlw1gz59w7j/3m/ZujlN60ithslkYvPe4+w4dJL4thEsmm65TbSsSeKhbObNXkf7Dr6sXT8bd3dHrSOJZiRNmhXoER+L2axy8kKG1lFarNAwD979YAJJx+9nxMgY/vliIl3i3uevfz5AUaH1j6ydupDB5+v24OLsyJK7RhMZGtAs16mvN7H8i9MkdP+IB+7biIuLPSvXzGTn3oX07R/eLNcUQoify9HRgc7tIzmXlk2dvl7rOLfk5ubImm9m0bVbEHfPX8/2belaR2rxauv0rNiwn+NnLjMooSOzxg/AwcH2Ro+SDucwa9oaIqO82LBpLr6+LlpHEs1MmjQr4O/rSXRYIMfPXMZsNmsdp0WL6+jPsq+mk3h0MSNGRvPqvw4T3/49nvjlNi5dtL5DUc1mM7sST/LNjiQiQwNYclfzTN8oKanl9VeS6NrxAx55aAtubg4s+3Iah5LuY8KkdjZ1powQomVJ6NIWg9HEqRbyINPLy5lvNt5FfCd/Ftz1tTRqd6C4tIJPVu8i61oh00b3ZdTA7jZZr44kXmXG1NWEhHqwccs8AgLdtI4kLECaNCvRu2s7yiqqrfbgzpamS9cgvvhyOsdPPsBd8zqxYtkZevf4mKmTVvLt+ktWsXW/Xm9g5aaDHDp+gYQubVk4bSguzk03fUNVVZJP5PHYw1vo2PZd/vTcPtq192XdhjkcPLKYqdPjZLGxEMLqhQb5ERbkx7FTaVa9gch/8vFxZv2mucR38mf+nHVs3piqdaQWJz0rj49W7aCmVs+iGcPpHh+rdSRNHDyQ9X2D5s7mbfMIDnHXOpKwEGnSrETHtuF4ebiSlHJJ6yitSrv2frz93ngupD3Kc38eQurFYhbO+4aO7d7j2T/s4dzZAk1yFZdW8PHqHVzOymPCsF5MGtG7ybbYL8iv5t23v2NQv6UMG/Q5a1dfYM7cThw+dh8bt85j9JhYm3wSKYRoufr1aE9xWWWL2gnZ19eFb7fMo1v3YBbO+4a1q89rHalF+GGDkOUb9uPl4caD88YQFRaodSxN7NiezsypDVMct2yfT0io7W2UYssULZ5KJSQkqMePH7f4da3dkeSLbD+YwgN3jSEs2Pa2lLUEo9HMzu3pfPHZabZvS8doNBPfKYDpM+OYOq0DHeL8mr2BSc24xtfbj6BTdMyeMJCYiKA7fs3Cgmq2bL7M1+sucGBfFiaTSo+ewSxc1JU5c+Px8nJuguRCNJ6iKCdUVZVTVm+T1McbM5lMvPX5Jrw93Vg8a5TWcRqlslLPXTPXknjoKq+/NZb7lvTQOpLVMhiMfLv7GGcuZRHfNoJpo/vi6OigdSxNfL32AksWb6RT5wDWb7wLP39XrSOJZvBTNVKaNCui1xt447NviQwJYN6UIVrHafWKCmtYt/YC69ZcIOlIDgCxbXwYN74No8bEMmBgBK6uTVccVFVl/9Gz7Dt6lpAAH+6aNAhvz583bcFkMnP6VAG7d11hx7YrHDt6DbNZJSbWm5mzOjL7rng6xjfP5iNCNIY0aY0j9fHmklIuse1AMotnjWxxIyu1tQYWLVjP9q3pPPP8YH739ACZ0fA/SsoqWbX5EAXF5Qzv14XBveNt9h59+MEJfvvrnfQfEM6qdbPkQWsr1uxNmqIovwFeAQJUVb3l7gxShG5u/9Gz7E06w0PzxhIS6Kt1HJuRl1vJ5k1pbNl8mYP7s9DrTTg62pHQO4QBgyLp2y+MhISQn/0kq6ZWzzc7jpCWmUe3uGgmjejdqN2pamsNnD6Zz7Gj1zhyOIfExKuUljQcMdC9RxDjJrRl0uT2dOkaaLNFTVgnadIaVyOlPt6cwWDkjaXfEuTvzaIZI7SO02gGg4lHf7GFlV+e4/4HevDya6Oxt5dVJwCXruTwzY4kFEVh5tgBtI0O0TqSJlRV5W9/PsAr/zrC+Ilt+WzZVFxcbHMk0Vb8VI284z1MFUWJAMYA2Xf6WgL6dm9P0slL7DlymgVTh2kdx2aEhHqw5MGeLHmwJzU1BhIPXWX/3kwOHsjm9VeOYDI1PMyIiPCkS7dA4uMDaB/nR9u2vsTEeOPr53LT5uja9WJWbzlEVXUdE4cnkNCl7U2/t7q6nqzMcq6kl5J6qZjz54s4d7aAixeKfswQHePNxEntGDosmmHDowgKlkXEQlgrqZFNx8HBnkEJ8Ww/mEJmTj7R4Xc+VdySHBzs+OCjSYSEePD6q0lcu1bBp59PtemzrsxmM3uOnObQ8QuEBPgwZ+IgfLxss6bp9UYe/cVWVq88x733deO1N8dKE2/j7ngkTVGUtcDfgA1Agoyk3blDx8+zK/EU984c0eKKUGtUVVVPSnIeJ77L4+TJfM6dLeByWsmPTROAq6sDIaHuBAa64e/vio+vMx4ejpRUVHL1ej7OTo506RCFm6sz9fUm6mqNVFXVU1amp6S4hoKCGvLyKn8cHftBaKgHnboE0K17MD17BtO7T6g0ZaJFsfWRtMbWSKmPP81gMPL2F5vxcHNhyV2jW+zMgY8/TOapJ3fSuUsAq9bOIizcU+tIFldRWcPabYfJzi2kV+c2jB/aC3v7ptlAq6UpKqxhwdyvOXI4h+f/MoTf/LZ/i31vi8ZptpE0RVGmAtdUVT0lb6am07dbe46dSmP7gRQenDdW/qFqzN3dkcFDohg8JOrHr9XXm7iSXsqV9FIyMsrIuVpBXm4lBQXVpKWVUFZWS2lpLfV6Mz88B9nF/99J0tnZHncPR7y8nPD1dSEmxpv+A8IJC/cgOtqbmFgf2rX3xdOz6bbkF0JYltTIpufgYM+I/l1Yv/MoZ1Oz6NIhWutIP8uSB3sSGeXF4rs3MGzw56xYOYM+fcO0jmUxqRnXWL/jKEaTiRlj+9M1LlrrSJo5f66QubPWcv16NUu/mMrM2R21jiSsxC2bNEVRdgHBN/ijZ4A/0jCN45YURXkQeBAgMjKyERFtj4ODPaMHdWPdtiOknLtCz85ttI4k/oejox1xHf2J6+j/f/4sMyefr7cnUV1Tx+hB3enVue2Po246nYKDg04abyFaiaaokVIfG6dbxxiOnUpj56FTdIgJa7G7/40Z24Zd++7mrlnrmDDmS954eywLF3XVOlazMhpN7Eo8RdLJSwQHeDN7/ED8fGxvFPEH366/xENLNuHh4cSWHfNJ6B2qdSRhRX72dEdFUboAu4Ga778UDuQCfVRVvf5TPyvTOW5NVVWWrt1NUUkFjy2aiKuLjKhYO5PJxL6ksxw6cQFfL3dmjR8gm78Im2er0x1/bo2U+nh7ruYW8smaXQzoGceYwS17S/vi4loW372efXuzuP/BHrz0r5E4Od3xlgFWp6CojHXbj5BfVEbfbu0ZPai7zU5vNBrNvPCXA7z2ShIJvUNZ/tV0QsPkDDRb9FM18mevSFRV9YyqqoGqqkarqhoN5AA9b9WgidujKAqThidQV1/P9gPJWscRt1BUUsEnq3dx8Ph5uneMkd05hbBxUiObV0RoAD07xZJ08hJ5BSVax7kjfn4ufP3tXfzqyb588mEKY0euICurTOtYTUZVVZJSLvHhyh1UVdeyYMpQxg+z3fVn+dermDZpJa+9ksS993Vj68750qCJG5JtY6xYoL83g3rFc+piJqkZ17SOI27gh+LzwZfbKKuo5q6Jg5hqw4dvCiGEpYwe1B1XZyfW7zyKyWTSOs4dsbfX8bcXh7Ni5XQup5UwuN9SNm64pHWsO1ZWUcUXX+9l24FkYiODeHjBeNrF2O6Uvr17MhnYbynfHcvl/Q8n8Na741vlqKloGk3WpH3/tPCWOzuKxhnSpxNB/t58u+sY1TV1t/4BYTGl5VV8vm4P2w4kExMRyMMLxtGxbYTWsYQQVkhqZNNzcXZi8sje5BeVsTfpjNZxmsTkqR04mLSYmFgfFsz9hicf305NjUHrWI2mqirJZ9N5f8U2ruUXM3lEb+ZNHoK7m4vW0TRRX2/iT8/uY9qklfj4OLP34D0suLt1rz8Ud05G0qycvb0dM8b2p7aung27jtIUh4+LO6OqKkdPXuK95VvIKyxl6qi+zJ8yFA/3n3fQtRBCiJ+nQ2w4PTvFknjiIhlX87WO0yRiYrzZufduHn+iD598lMLg/ks5cTxP61i3rayiiuXr9/Ht7mOEBPjw8ILx9PqJ80Fbu4sXihg59AtefzWJe+/rzv7Ee4nvFKB1LNECSJPWAgT5ezNmcHdSM3I5fOKi1nFsWmFxOZ+u2cXW/clEhQXyyMLx9OgUa7PFRwghtDZuSE/8vD1Yt+0wlVU1t/6BFsDR0Y4X/jGCb7fMpabawKhhX/DCXw9QX2+90zrNZvP3DzC3cjWviInDE7hn5gibPZzaZDLz5mtHGdx/KdeuVfLV6hm8+c44XF1lOYS4PdKktRB9urUnvm0Euw6f4kq2rDu3NKPRxN4jp/ngy20UlVYwfUw/FkwdipeHm9bRhBDCpjk6OjBnwkD09QZWb0nEaLTeRqaxhg2P5sjx+5kztxP/+sdhhgz4jOPf5Wod6//ILyr78QFmZGgAjywcT++u7Wz2Aeb5c4WMHr6c557Zy+gxsRw9fj8TJ7fXOpZoYaRJayEURWHqqL4E+HqyZmsixaUVWkeyGelZeby3fAv7j50jvl0Ej909kW4dY2y2+AghhLUJ9Pdm2uh+XM0rYvPe461qaYC3tzP//ngSq9bNoqy0jlHDlvH7p3ZRUaHXOhp6vYEdB1P491fbKC2vYsbY/iyYOhRvT9scPautNfC3vxxgcP+lXLlSyiefTWHFqhkEBMoDXdF4sqVMC+Lk5MC8yUP4aOUOVmzYz/1zRuPm6qx1rFarvLKa7QdSOH/5Kn7eHiyaPpzYyBudWSuEEEJrndpHUlBcxv5j5/D2dGNo385aR2pS4ye0ZcDAcP7ypwN88N5x1n99kRf/OZIZs+Is/tBQVVXOpWaz/WAKldW19OrchlEDu+HibLtnum7bepnf/WYXmRllzJ3fiRdfGol/gKxVFz+fjKS1MD5e7syfMoTK6lqWr99Hnb5e60itjsFgZP/Rs7zzxWbSMnMZ0b8rDy8YLw2aEEJYuWH9utAtLpq9SWc4fjpN6zhNzsvLmdfeGMOufYsIDHJj8aINTBr3FWdOW27TlOuFpXy2bjdrtx3G3dWZJXNGM3lkH5tt0NLSSpg9Yw1zZqzF0dGOjVvn8uEnk6VBE3dMRtJaoPAQf+ZMGMRXmw6wYsN+Fk4dhpOTLES9U6qqcjY1i12JpyivrCG+bQRjBne32WkbQgjR0iiKwpRRfajV17N53wns7e3oHh+rdawm17tPKPsO3cNnn57ib385wKB+S7n7nq4889xgQkKb52Dkyqoa9iadIeV8Bi5OjkwankDPzm3Q6WzzeX9xUQ3//EciH3+YgouLPS+8OJxfPJqAo6NtHtItmp6ixbzthIQE9fjx4xa/bmtzPi2btdsOExbkx4KpQ3F2ctQ6UouVmZPPjoMnyS0oISTAh7FDehAdHqR1LCFaPEVRTqiqmqB1jpZC6mPTMBiMfLXxABk5BUwe0ZuendtoHanZlJbW8a9/JPLhByewt9fx8KMJ/OrX/fDxaZrlEHq9gSMpFzmcfBGTyUyfbu0Y0qeTzY6cVVbqef/d47z1+jGqquq5Z3E3nnluMIFBsu5MNN5P1Uhp0lq4C5evsnbrYfx9PVk4Vc7qaqy8ghJ2Hz7N5aw8PN1dGTmgK13jomVTECGaiDRpjSP1sekYDEZWbT7E5aw8Rg3sxsBeHVv1Z3tGRhkv/OUAa1efx9PTiUd+2ZuHH03A2/vnNWtGo4kTZy9z4Ng5qmv1xLeNYNTAbvh6N89InbWrqqrnkw9TeOP1JIqLapk4qR1/+utQ4jr6ax1NtGDSpLVy6Vl5rNp8CBdnR+ZPGUqQv7fWkaxeflEZ+4+e5fzlq7g4OzKoVzx9urXDwUFmAAvRlKRJaxypj03LZDLxzY4kzqZm07trO8YP7dnqp+edPVPAi387yKaNaXh6OvHgL3ry8KMJt73DoMlk4uT5DA58d47yyhqiwwIZNbAb4SG22YyUltbx0b9P8P67xykuqmXEqBieeW4wvfuEah1NtALSpNmAvIISvvz2APp6A9NG9yW+XaTWkazS9cJSDhw7x/nLV3FydKBf9/b07xknU0WFaCbSpDWO1Memp6oquxJPkXjiAjHhQcwaP8AmdkY+fSqfV/55mA3rL+HkZM+8BZ155LEEOsTduNkyGk2cPH+FQycuUFZRTXiwH8P7dSE2MrhVj0DeTEZGGR+8e5xln5+mqqqeMePa8NvfD6BvvzCto4lWRJo0G1FZVcOqzYfIuV5Mv+4dGDWwG/b2soBVVVWycws5dPw8aZl5ODk60Ldbe/r37GCzc+qFsBRp0hpH6mPzOXn+Cpv2HMfVxYmZ4/oTFRaodSSLSEst5u03j/HVirPo9SZGjIrhwYd6MmZcG+ztdej1Bk6cvcyRlEtUVtcSHuzH0D6daRsdYnPNmdmssndPJh/9+wRbN1/Gzk7HzNkdefyJPnTpKuvURdOTJs2GGI0mdhxM4djpNIIDvJk+pr/NTn80mUxcuJzDkZRLXMsvxtXZiX49OtCnWzsZORPCQqRJaxypj80rr6CENVsSKa2oZlCvjgzt29lmHmYWFdbw6ScpfPrRSXJzKwkOcWPQiCACok24eEBMeBCDe8cTExFkc83ZtZwKvlxxlmWfnyYzowz/AFfuXdyNJQ/2JDTMNtfgCcuQJs0GXbqSw7e7jlGnNzAooSODe3eymUJUVV1LyvkrfHf6MhVVNfh5e9CvRwe6d4yRNWdCWJg0aY0j9bH56fUGth1IJuX8FQL9vJg8ojcRoQFax7IIVVVJz7rOx58eZcu3WWSm1oIKvRKCWLioO1OndbCZ873KyurY9G0qq1eeY/++LFQVBg+J5J7F3Zg6vQNOTvL7gmh+0qTZqOqaOrYdSObMpSx8vdwZM7gHHWLDWuUTMlVVybiaz4mz6VxMz8FkNhMbEUTf7u1pH9M6/85CtATSpDWO1EfLSc24xua9xymvrKF7xxhGDujaandIrq6p4/TFTE6cTaeotAIXZ0d6dmpDuH8wWzZmsPLLs1y6WIydncLgIZFMntqBCRPbEhbuqXX0JlWQX83WLZfZ+G0qe3dnYDCYiYn1Zs7cTsxb0JnYWB+tIwobI02ajbuSfZ2t+09QWFJBZGgAI/p3aTVngBWVVHD6YianL2VSVlGNi7Mj3eJiSOjSFn/f1lVchGiJpElrHKmPllVfb2D/sXMkpVxCp1Po170D/XvG4erS8tcrG40mLmflcepCBqkZuZjMZsKD/Ujo0pZO7SL/a2aJqqqcPVPA12svsmH9JS6nlQDQpWsgo8fEMnxkNH37hePs3LJGl+rrTZz4Lpc9ezLZuf0KySfyAIiK8mLKtA5MnxlHrwTbW3snrIc0aQKz2Uzy2XT2HztHZXUtkaEBDOwVR7vo0Ba3HXFpeRXn065yNjWLvMJSFEUhNiKIHvGxxLUJt5lpnUK0BNKkNY7UR22UlFWyN+kMZ1OzcbC3o1fnNvTt3h5vT3etozWKyWQi42oB59KyuZB+lTq9ATcXJ7rGRdMjPpbA21yjfuliEVs2XWbH9nSOJl3DaDTj5GRHn75h9BsQTt9+YfRKCMXPz6V5/0KNVFZWR0rydY4m5XAkMYejSdeoqTGg0yn0SghhzLg2TJjYls5dAqUxE1ZBmjTxI4PBSPK5dA4nX6S8sgYfT3d6do6lW1wMnh7WOc3DbDaTm19CakYulzKukV9UBkBYkB+d20fSuX1kq52iIkRLJ01a40h91FZBURkHj5/nXFo2qgodYkLp2bkNbSKDsbOzzgeANbV60rPzSM3IJS0zlzq9ASdHB+Jiw+jcPoo2UcF39DC2okJP4sFsDuzPJvFQNmdOF2AyNfzuGBXlRdduQXTqEkDHjgG07+BLbBsfXFwcmuqvd0N6vZHMjDJSLxVz/nwR588WcupUPlfSSwFQFOjUOYABAyMYMjSKwUOj8PFp/ccuiJZHmjTxf5jNZi5czuG702lkXitAURSiwwKJbxdB+5hQvDxu79DL5qCqKkUlFWRdKyAjp4ArV69TW1ePoihEhvoTFxtOXJtwfLxa1hNOIWyRNGmNI/XROpRXVvPd6TRSzl2hulaPm4sTHdtG0LFNOFFhgZrO2KivN3A1r4jMnAKuXM0nt6AEVVVxc3GifUwYcW3CaBMZ0mwZq6rqST6Rx4nv8jiZcp3Tpxuao//8dTIkxJ2ISC/Cwz0IDnEnMNANP39XvL2d8PB0ws3NEWdnOxwd7bCza2ggzWaV+noTdXVGqqsNVFboKSuro7ioloKCaq5fryL3WiVXsyu4dq3iv64XHeNN166BdOsRTK+EEHolhODlJU2ZsH7SpImfVFzasK7rXNpVikorAAj08yImPIiosADCgv3wdHdtlqkBqqpSUVVDflEZeQWlXMsvJievmJo6PQCe7q7ERgTRJiqYtlEhcq6ZEC2MNGmNI/XRuphMJtIy8zhzKYvUjGsYjCYcHeyJCgsgOiyIiFB/QgJ8mm3nYKPRRGFJOdcLy8gtKCEnr4j84jLMZhWdTiEsyI82kQ31MTTIV7PlCzU1BtJSi0lLLSE9vZTMjDKuZpdz7Vol+derqaqqv6PXd3GxJzjEnbAwDyIivYiK9iK2jQ/t2/vRvoMf7u5yrI5omaRJE7flhxGs1Ixc0rPzuJpXhMFoAsDNxYlAP2/8fT3x9XLHy8MVDzcX3FydcXF2xNHBHp1O91+NnNlspt5gpE5fT21dPVXVdVRW11JeWU1pRTXFpZUUl1VQpzcAoCgK/j4ehAf7ExHiT1RYAL7eHjJvXIgWTJq0xpH6aL0MBiMZOfmkZeZxJfs6xWWVAOh0Cn7eHgT6eePn7YG3pxteHq64u7ng4uSIs5MDDg72/1XLVFXFaDRRbzBSW1dPTZ2eyqpaKqpqKKuoprSiiuLSSkrKq/jh9zQnRwdCA32JCPEnMjSAiBB/nJyad1phU6mpMVBcVEN5uZ6Kcj3VNQbqag0YDOYfp07a2Sk4OOhwdnHA1dUeDw8nvL2d8fVzkSZMtFrSpImfxWQycb2wjGv5xeQVlFJQXP5fTdX/UhQF3fdFyKyq3Oy9pSgKnu4u+Hp54O/rSaCfF0H+3gT5ebeYgiOEuD3SpDWO1MeWo6q6lpzrxeTml5BfVEZhSTllldWYzTeufTqdgkJDjTSZzTd9XUcHe3y83PHz9iDA15NAP2+CA7zloaUQrdBP1ciWtZeqsCg7OzvCgv0IC/b78WuqqlJbV09FVQ2VVbVU19ZRpzdQbzBiNJowqw2FR0HB3t4ORwd7nBwdcHVxws3FCQ93FzzcXKx2AbYQQghxO9zdXIhr07BG+gcmk4mK70fEqmvqqKnVo683YjAaMZnMqHw/aqTTYW9vh5OjA85Ojri5OOHu1lAfXZwdpRkTQkiTJhpHURRcXZxwdXEiOEAOfRRCCCF+YGdnh4+Xu2xsJYS4Yy3rgCwhhBBCCCGEaOWkSRNCCCGEEEIIKyJNmhBCCCGEEEJYEWnShBBCCCGEEMKKSJMmhBBCCCGEEFZEmjQhhBBCCCGEsCLSpAkhhBBCCCGEFZEmTQghhBBCCCGsiDRpQgghhBBCCGFFFFVVLX9RRSkEsix+4VvzB4q0DtGCyP1qHLlfjSP3q3Gs9X5FqaoaoHWIlsKK6yNY73vMWsn9ahy5X40j96txrPV+3bRGatKkWStFUY6rqpqgdY6WQu5X48j9ahy5X40j90s0N3mPNY7cr8aR+9U4cr8apyXeL5nuKIQQQgghhBBWRJo0IYQQQgghhLAi0qT9tw+1DtDCyP1qHLlfjSP3q3HkfonmJu+xxpH71ThyvxpH7lfjtLj7JWvShBBCCCGEEMKKyEiaEEIIIYQQQlgRadJuQlGU3yiKoiqK4q91FmumKMrLiqJcVBTltKIo3yiK4q11JmukKMo4RVEuKYpyWVGUp7XOY80URYlQFGWvoijnFUU5pyjKr7TO1BIoimKnKEqKoiibtM4iWjepj7dH6uPtkfp4+6Q+/jwttT5Kk3YDiqJEAGOAbK2ztAA7gc6qqnYFUoE/aJzH6iiKYge8C4wH4oF5iqLEa5vKqhmB36iqGg/0Ax6V+3VbfgVc0DqEaN2kPjaK1MdbkPrYaFIff54WWR+lSbux14HfAbJg7xZUVd2hqqrx+/9NAsK1zGOl+gCXVVW9oqpqPbASmKpxJqulqmqeqqrJ3/93JQ0frGHaprJuiqKEAxOBj7XOIlo9qY+3SerjbZH62AhSHxuvJddHadL+h6IoU4Frqqqe0jpLC3QfsFXrEFYoDLj6H/+fg3yo3hZFUaKBHsBRjaNYuzdo+MXZrHEO0YpJfbwjUh9vTOrjzyT18ba9QQutj/ZaB9CCoii7gOAb/NEzwB9pmMohvvdT90tV1Q3ff88zNAzDr7BkNtF6KYriDqwDnlBVtULrPNZKUZRJQIGqqicURRmmcRzRwkl9bBypj0ILUh9vT0uvjzbZpKmqOupGX1cUpQsQA5xSFAUapiYkK4rSR1XiSXIAAAABZklEQVTV6xaMaFVudr9+oCjKvcAkYKQqZzrcyDUg4j/+P/z7r4mbUBTFgYYCtEJV1a+1zmPlBgJTFEWZADgDnoqiLFdVdaHGuUQLJPWxcaQ+3jGpj40k9bFRWnR9lHPSfoKiKJlAgqqqRVpnsVaKoowDXgOGqqpaqHUea6Qoij0Ni8ZH0lB8vgPmq6p6TtNgVkpp+A3wc6BEVdUnNI7Tonz/pPApVVUnaRxFtHJSH29N6uOtSX1sHKmPP19LrI+yJk3cqXcAD2CnoignFUX5QOtA1ub7heOPAdtpWOS7WgrQTxoI3A2M+P49dfL7p2BCCNGSSH28BamPjSb10YbISJoQQgghhBBCWBEZSRNCCCGEEEIIKyJNmhBCCCGEEEJYEWnShBBCCCGEEMKKSJMmhBBCCCGEEFZEmjQhhBBCCCGEsCLSpAkhhBBCCCGEFZEmTQghhBBCCCGsiDRpQgghhBBCCGFF/h9S116WYAVW0QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot q and q_rev alongside one another\n", "\n", "f, axs = plt.subplots(1, 2, figsize=(15, 7))\n", "\n", "axs[0] = plot_density_contours(p.prob, X1, X2,\n", " {'levels':contour_levels,\n", " 'cmap':'cividis', 'alpha':0.5}, ax=axs[0])\n", "axs[0] = plot_density_contours(q.prob, X1, X2, \n", " {'levels':contour_levels,\n", " 'cmap':'plasma'}, ax=axs[0])\n", "axs[0].set_title('Density contours of $p$ and $q$\\n' +\n", " '$D_{KL}[q \\ || \\ p] = ' + str(np.round(last_q_loss, 4)) + '$',\n", " loc='left')\n", "\n", "axs[1] = plot_density_contours(p.prob, X1, X2,\n", " {'levels':contour_levels,\n", " 'cmap':'cividis', 'alpha':0.5}, ax=axs[1])\n", "axs[1] = plot_density_contours(q_rev.prob, X1, X2, \n", " {'levels':contour_levels,\n", " 'cmap':'plasma'}, ax=axs[1])\n", "axs[1].set_title('Density contours of $p$ and $q_{rev}$\\n' +\n", " '$D_{KL}[p \\ || \\ q_{rev}] = ' + str(np.round(last_q_rev_loss, 4)) + '$',\n", " loc='left')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 4 }