{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Synaptic clustering (Notebook)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Poirazi-Lab/DendroTweaks/blob/main/docs/source/tutorials/Synaptic_clustering.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, you will learn how to **visualize synapses on neuronal morphology** and perform **clustering analysis** using a custom distance metric (specifically, the `path_distance` between synaptic locations).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install dendrotweaks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are using Google Colab, you might also need to restart the session as the installation downgraded some packages (numpy). You can do it manually or programmatically as shown below:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# import os\n", "# os.kill(os.getpid(), 9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's begin by importing the standard libraries and the dendrotweaks library." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.5.1'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import dendrotweaks as dd\n", "dd.__version__" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dd.apply_dark_theme()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "os.makedirs('examples', exist_ok=True)\n", "if not os.listdir('examples/'):\n", " print(\"Downloading example data...\")\n", " dd.download_example_data('examples')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load morphology" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Path to model: examples/Poirazi_2003\n" ] } ], "source": [ "path_to_model = os.path.join('examples', 'Poirazi_2003')\n", "print(f'Path to model: {path_to_model}')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "model = dd.Model(path_to_model)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['original', 'main']" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.list_morphologies()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sorted PointTree(root=Point(idx=0), num_nodes=5077).\n", "Extended 178 nodes.\n", "Sorted PointTree(root=Point(idx=0), num_nodes=5255).\n" ] } ], "source": [ "model.load_morphology(file_name='main')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'axon': ,\n", " 'basal': ,\n", " 'oblique': ,\n", " 'soma': ,\n", " 'trunk': ,\n", " 'tuft': }" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.domains" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 5))\n", "model.sec_tree.plot(ax, \n", " show_points=False,\n", " show_lines=True,\n", " annotate=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also need to add the default mechanisms (including `AMPA.mod`) to be able to place synapses on our morphology." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "model.add_default_mechanisms(recompile=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Synapses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will randomly allocate 100 AMPA synapses on the sections of the tuft domain.\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "model.remove_all_stimuli()\n", "model.remove_all_recordings()\n", "\n", "soma = model.sec_tree[0]\n", "model.add_recording(soma, loc=0.5)\n", "\n", "segments = model.get_segments(['tuft'])\n", "model.add_population(\n", " 'excitatory',\n", " segments, \n", " N=100, \n", " syn_type='AMPA'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Typically, in `model.populations[\"excitatory\"].synapses`, we store a mapping from segments to synapses that belong to those segments.\n", "\n", "However, we can access all the synapses in this population as a list using the `flat_synapses` property of the `Population` class." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "synapses = model.populations['excitatory'].flat_synapses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two important attributes of a `Synapse` that we will further need are `sec` and `loc`, i.e., the section to which the synapse belongs and the relative location of the synapse along that section, respectively (0 - start, 1 - end). These two attributes unambiguously define the position of a synapse.\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(NeuronSection(idx=159), 0.026000000000000002)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "synapses[0].sec, synapses[0].loc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distance to soma" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use `syn.sec` and `syn.loc`, for example, to find the path distance from a synapse to the soma.\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "distances_to_soma = [\n", " syn.sec.path_distance(relative_position=syn.loc)\n", " for syn in synapses\n", " ]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(8, 2))\n", "ax.hist(distances_to_soma, bins=20, color='C0', edgecolor='k', alpha=0.7)\n", "ax.set_xlabel('Distance to soma (µm)')\n", "ax.set_ylabel('Number of synapses')\n", "ax.set_title('Distribution of synapse locations along the dendritic tree')\n", "ax.set_xlim(0, max(distances_to_soma) * 1.1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Synapse coordinates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider now that we want to find the 3D coordinates for a synapse that correspond to its more abstract coordinates defined by `sec` and `loc` attributes. We will utilize a general-purpose `get_location_coordinates` method of the `Section` class.\n", "\n", "For example, let's calculate the `x`, `y`, `z` coordinates in the middle of a section.\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "x, y, z = model.sec_tree[50].get_location_coordinates(loc=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the 3D coordinates of each synapse in our previously obtained list of synapses, we will use the `syn.xyz()` method that internally relies on the `get_location_coordinates` method.\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "syn_coords = [syn.xyz() for syn in synapses]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use these coordinates to visualize the synapses on the section tree plot." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n", "model.sec_tree.plot(ax, show_points=False, show_lines=True, annotate=False)\n", "xs = [coord[0] for coord in syn_coords]\n", "ys = [coord[1] for coord in syn_coords]\n", "ax.scatter(xs, ys, color='r', edgecolor='k', alpha=0.7, label='Synapse locations', s=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cluster analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will see how to use an external clustering algorithm, such as [DBSCAN](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html) (Density-Based Spatial Clustering for Applications with Noise), to split synapses into clusters.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A clustering algorithm essentially relies on calculating distances between data points. Consider the following toy example with some data points on a 2D plane. A distance used for assigning cluster labels here is simply the Euclidean distance between two points.\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "#!pip install scikit-learn" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import make_blobs\n", "from sklearn.cluster import KMeans\n", "X, _ = make_blobs(n_samples=100, centers=3, n_features=2, random_state=42)\n", "kmeans = KMeans(n_clusters=3, random_state=0).fit(X)\n", "point1 = X[22]\n", "point2 = X[13]\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "ax.scatter(X[:, 0], X[:, 1], c=kmeans.labels_, cmap='tab10', edgecolor='k', alpha=0.7)\n", "ax.plot([point1[0], point2[0]], [point1[1], point2[1]], 'm--', label='Distance between points')\n", "ax.legend()\n", "ax.set_title('Example 2D Dataset for Clustering')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, in our case, these distances are not Euclidean distances on a 2D plane but path distances between two points on the dendritic tree. We will precompute these distances and then pass them to the DBSCAN algorithm." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "from dendrotweaks.analysis import calculate_pairwise_synaptic_distances" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "pairwise_distances_matrix = calculate_pairwise_synaptic_distances(\n", " model.populations['excitatory'].flat_synapses\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(6, 5))\n", "cax = ax.matshow(pairwise_distances_matrix, cmap='viridis')\n", "fig.colorbar(cax)\n", "ax.set_title('Pairwise Path Distances Between Synapses')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Matrix symmetric? True\n", "Diagonal all zeros? True\n" ] } ], "source": [ "# Validate properties of the distance matrix\n", "print(f\"Matrix symmetric? {np.allclose(pairwise_distances_matrix, pairwise_distances_matrix.T)}\")\n", "print(f\"Diagonal all zeros? {np.allclose(np.diag(pairwise_distances_matrix), 0)}\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(6, 5))\n", "cutoff = 10\n", "distances_cutoff = np.where(pairwise_distances_matrix > cutoff, cutoff, pairwise_distances_matrix)\n", "cax = ax.matshow(distances_cutoff, cmap='viridis', vmax=cutoff)\n", "fig.colorbar(cax)\n", "ax.set_title(f'Pairwise Path Distances Between Synapses (cutoff at {cutoff} µm)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are ready to run the DBSCAN algorithm" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import DBSCAN\n", "\n", "db = DBSCAN(eps=10, min_samples=3, metric='precomputed')\n", "labels = db.fit_predict(pairwise_distances_matrix)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the number of synapses in each cluster. Note that the -1 cluster (the outliers) is not shown" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n", "filtered_labels = labels[labels != -1] # Exclude noise points\n", "unique_labels, counts = np.unique(filtered_labels, return_counts=True)\n", "\n", "colors = [plt.cm.viridis_r(label / max(unique_labels)) for label in unique_labels]\n", "ax.bar(unique_labels, counts, color=colors, edgecolor='k', alpha=0.7)\n", "ax.set_xlabel('Cluster label')\n", "ax.set_ylabel('Number of synapses')\n", "ax.set_title('DBSCAN Clustering of Synapses Based on Path Distance')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can select the synapses that belong to a single cluster and visualize a smaller pairwise distance matrix for that cluster" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def get_synapses_in_cluster(cluster_label, synapses, labels):\n", " return [syn for syn, label in zip(synapses, labels) if label == cluster_label]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_synapses_in_cluster(0, synapses, labels)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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y4eFau3bdFbeVnp6uhQsXaeHCRQoMDNQXn0/VkCGD9f74CUpNPaKTJ0+qSJEi7sFJvhQaGqI2bVrr0KFDVyz9JSUla+rUzzV16ucqW7asVq1criFDBru/PC/1Zdy+fXvt27dfvXr38Zg/bFjOi33kRXav6pbzPy5yk9/9drnX4HKnM23ZskWnTqUrIqKRHGcd2rDhN/dzmZmZ2rx5kxo1aqRKlSu5f8hdzqX2oZGWLl2mIYMH6YFu3a4qSWdXkkqV8uztX+qKaFf7Ptu/f79q1arl889JYmKiUlJSVbde3RzP1a9/e46Bj/A/HJMuQM7MTLlcUpEiRdzzKlasqNatW3u97bXrolW//u2668473V9eR48e1c6dOzVwwHPnl7l8kr7++us9HmdkZGjnzp2y2WwKLFpUTqdT3373ndq1a5trUvLmikfFihXTRx9+qNKlS+s//3n/kssFBAS4j0tmS01NVWJikoL/VgJMT0/P9UpZ2b2/v/f26tevr4YNGuRYNi+OHDmiX3/9VY8+8rBuvPHGXJfJz3670mtwOZmZmdq4caMiGjVSo0aNtD7Gs0S+PmaDmjRprAZ33KH16698PDr7HPxSpcxzxbENGzZoxcqVeuyxR3P93AQGBurNN3LvvUpZh1FSU1PV5G8DLSWpb5/eHo+9fZ8tXPSNKlSooJ49euR4rlixYu7xI1fju+++U8sWLVShQgX3vGbNmqlGjRr65ptvrnq7sAZ60gVo+fIVeuaZ/poze6bmzZuvsmXLqm/fvtq3b59q167l1bbXrVunF54fopCQEK37WzJeu3adevfupQMHEvTnn39edhtfz52t5ORkRa+PUUpKim6qWVOPP95Xy5evUNr5AV0jRozSXXfeqaVLFmv6jBnatXOXrrv+Ot12Wx3d3by5at506R5ltvI3lNcD58v7oaGhuunmm9WxQ3uVK1dOH374kb64zGlidrtdW7Zs1rfffqv4uG06deqU7r67uerXv919GowkxcbGqnPnThrx1pvatGmzTp06paXLlmnZsuVq366dpn3xuZYvX6FKlSupd6+e2rlzl0JDr+6L86WXX9H3332rVSuXa9r0GUo4kKCKlSqqRYt/6Z577svXfsvLa3A50dHRatYsa1DSxYk4Zn2Mhgwe5F7uSmJjs07XeuXllzR/wUKdyzinpcuWeXUBHV949tkBmjt3tr74fIqWLl2mNT/9pPT0dFWrVk2dO3VUuXLlLjtCfMaXX2nwoIF6/z/vafPmzWrSpImqV/e8lKi377M5c+aqU8cOGjdurO66605Fr1+vIkWKqGaNGurYsYMefPChSx4Wu5L/vD9eHTq018KF8/Xpp58pNDRUzz37jOLjt+mrmbOuapuwDpJ0Afrp5581cNBgDRo4QCNHjlBCQoLeGjFClSpW9DpJx6yP0blz53T69GmPkte6ddHq3buXR+K+lC++mK5u3bqo/9P9FBoaqj/+/FOfffZfvfvef9zLpKSkqOX9rfXii8+rXds2Cu/TW8eOHdOOHTv11ls5rx2dm9vq1NHHH38kp9OptLQ0HT78h5YuXabpM77Upk2bLrvu6dOnNXXKVP3znn+qXdu2sgUEaN++fRo6NNLjKmVTpn6u2rVr6+GHH1L//k8rISFBS5ct08yZsxQeHq5ePXvonnuyTnnp/8yz6tChve5s2jRP8V8sPn6b7m/VRi8NH6Y+vXspODhYhw4d0qJFF3o1ed1veXkNLid79H7WIZDNHs+tj4mR0+lUQEBAnkZ2b9q8WaPfjlLvXj117733qkiRIrq9fgPDk/SRI0fUpk079e3TW506ddIrL7+kwMBAHTp0SEuWLtOnn17+XP1x495V2TJl1L59O3Xs2EErV65S94ce0c4dF8ZTePs+c7lc6tGzt/o/3U8PPvig2rRprdOnT+vAgQP69NPPtHvPnqv++//44w916NhZI0a8qddefVUZGQ4tX75Cr//7DY5HXwNsZcqGm+9AFAAA4Jg0AABmRZIGAMCkSNIAAJgUSRoAAJMiSQMAYFIkaQAATIokDQCASZGkAQAwKb9M0n379tHG32J06OABLV2yWLfffrvRIRli0KCBWr5sifbv26Pt2+I17YvPVaN6daPDMoWBAwcoNSVJI0eOMDoUw5QvX14ff/Shdu3croMJ+7Vm9f9Ur27OGzn4u4CAAA0fPky/bYjRwYT9ilkfrReeH2J0WIWmSZPG+nLGdMVtjVVqSlKu10gfPixS8XFbdDBhv+Z9PVfVqlU1INJrk98l6U6dOmrEW2/qnXHv6t77Wig+Pl5z58zy+r7HVtS0aRNNnjJV97dqo24PPKDAwKKaO3e2Vxf79we316unXj17XtN3ECpVqpR++P5bZZzLUPeHHtGddzXX6//+t47/ddzo0ArdwIED1Kd3Lw1/6SU1vbOZ3hoxQgMGPKcnn3zC6NAKRUhIiOLi4xU5bHiuz2fvixdfjNT9rdooPT1dc2bPdt/PGgXL7y4LunTJYm3avEnDh78sKevuR1tiN+mz/07WhAkTDY7OWGXKlNHOHdvUvkPHPN3G0h+FhoZo1coVGho5XC88P1hb4+L16quvGR1WoXvttVfVqFFDtW/f0ehQDPfVlzOUnJKiwYMv9J6nTp2sM6fPqP8zzxoYWeFLTUlSj569tXjxYve8+Lgt+uijj/XhRx9LkkqUKKHt2+I0YMAgLVi40KBIrx1+1ZMODAxU3bq3afXqn9zzXC6XVq9Zc9W3JvQnJUtm3Yrv2LHjxgZioDFjorR8+YoCuT+2lbS6v6ViN8dq8uTPtH1bvFatWqEejz1mdFiGWB8To+bN7lL1all3xqpV61ZFNIpw30P6Wla5cmWVK1dOq//2eTl58qQ2btyoBg35Ti0MfnUXrDKlS6to0aJKSUnxmJ+SnKKaNWoaFJU52Gw2jRo5Uuuio7Vjxw6jwzFE506ddFud29Si5f1Gh2K4ypUrq3fvXvp40id6//3xur3e7Ro9eqQcGQ7Nnj3H6PAK1fjxE1SiRAmtXfuLMjMzVaRIEY0a/ba+njfP6NAMFx4eJkk5vlOTU1JULjzciJCuOX6VpHFpY8dE6ZZbblbbdh2MDsUQFSpU0KhRI9XtgQd19uxZo8MxXEBAgDZvjtWoUaMlSVu3xumWf9yi3r16XXNJulPHjurWtYv69euvHTt3qnbtWho1coQSExOvuX0B8/GrJH3k6FGdO3dOYWFhHvPDwsOUnJxsUFTGi4oarZYtW6h9h076888/jQ7HEHXr1lV4eJhWrVzunle0aFE1adJETzzeVxVurCin02lghIUrKSlJu3bt8pj3+65dat+urUERGeeNN17X+AkT3cdXt2/frooVK2rwoIHXfJJOTs7qQYeFhSkp6cJ3aHhYmLZewwMvC5NfHZPOyMhQbOwWNW/ezD3PZrOpebNmitmwwcDIjBMVNVpt27RR5y5dlZCQYHQ4hvlpzRrd1exu/fOe+9zTpk2b9PXX8/TPe+67phK0JK1fH6PqNTxPx6tevboOHjxkUETGKV68uFwXvf6ZmZkKCPCrr8ercuDAASUlJal5swvfqXa7XfXr19eGmGvzO7Ww+VVPWpI+njRJH0ycoM2bN2vjxk16ut9TCgkJ0cyZs4wOrdCNHROlrl27qEfPXkpLS3MfXzpx4qTOnDljcHSFK+3UqRzH4tPT03X02LFr8hj9pEmf6IcfvtPgwYO0aNEi1b+9vnr06KEXXnjR6NAK3dJlyzRkyGAdOnxYO3bsVJ06tdX/6X766quZRodWKEJDQ1S16oXznitXqqTatWvp2LHjOnz4sCZ98qmef36I9u7dpwMJCXpp+DAlJibph7+NAEfB8btTsCTp8cf76rlnn1F4eLji4uL10suvaOPGjUaHVehSU5Jynf/cgIGaNWt2IUdjPosWzr9mT8GSpJYtWujVV19RtWpVlZCQoI8//kTTZ8wwOqxCZw8N1fCXhqttm9YqW7asEhOTNH/BAo0b964yMjKMDq/A3dm0qRYtWpBj/sxZszRgwCBJWRcz6dGzh0qVLKno6PWKjBymPXv3Fnao1yS/TNIAAPgDDroAAGBSJGkAAEyKJA0AgEmRpAEAMCmSNAAAJuV350kDAK4dwcHBCgwM9Mm2MjIyTHfZYJI0AMCSgoODdejABtmK+OZmH0lJSap/R0NTJWq/LHcHBQUpcuiLCgoKMjoUU2B/eGJ/XMC+8MT+uMAK+yIwMFC2IuE6l3yXziXV825KvkvlypXzWa/cV/zyYiZ2u1379+1RlarVlZaWZnQ4hmN/eGJ/XMC+8MT+uMAK+yI7xnNJ9SSXlzHa7CpabrPp/l7K3QAAS8t0OSWXtzfJcZoyIZoxJgAA8swplyRvi8LmLCqbMkmXL1/eq3KD3W73+Pdax/7wxP64gH3hif1xga/2hd1uV2Jioi9CuiaZ7ph0+fLlFbc11ugwAAA+UrtO3QJJ1NnHpE8l1vLJMenQ8vEck76S7J3z0P89pdMnjb3ncUBIcUPbz2YLCTU6BEmSK7y00SFIko7XKWV0CCo13xw/JIuUud7oECRJR++uZHQIkqTUf5nj1BmbzegIslQrn2Jo+8WLBGtm07cKPOllulySi3J3oTp98ozST542NIaATHN80mzOIkaHIElyhZrjC/DUGYfRISjQ4PdmtiLB5vghaYbXRJLSzpkjDrMk6fRMc3xmcfVMm6QBAMgLBo4BAGBSTrnk8jLJ2kyapP3yimMAAPgDetIAAEvz5540SRoAYGmZLpdcXo7uNmuSptwNAIBJ0ZMGAFiaU96PzTbJWXM5kKQBAJaW6cfHpCl3AwBgUgWWpPv27aONv8Xo0MEDWrpksW6//faCagoAcA3LdPlmMqMCSdKdOnXUiLfe1Dvj3tW997VQfHy85s6ZpbJlyxZEcwCAa5jTR5MZFUiS7v/005o+Y4ZmzpylXbt26YUXh+r06dN65JGHC6I5AAD8ks+TdGBgoOrWvU2rV//knudyubR6zRo1bNDA180BAK5xTtmU6eXkNOn4bp+P7i5TurSKFi2qlBTPW6SlJKeoZo2aOZYPCgpSUFCQ+zE3WwcA5IfTlTX5I8NPwRo8aKAiI4caHQYAAKbj8yR95OhRnTt3TmFhYR7zw8LDlJycnGP598dP0EcfT3I/ttvtitsa6+uwAAB+yhflapdJy90+PyadkZGh2Ngtat68mXuezWZT82bNFLNhQ47lHQ6H0tLSPCYAAPLK2+PR2ZMZFUi5++NJk/TBxAnavHmzNm7cpKf7PaWQkBDNnDmrIJoDAMAvFUiSXrhwkcqUKaPhwyIVHh6uuLh4Pdj94RyDyQAA8JbTZZPT5W1P+BrqSUvS5MlTNHnylILaPAAAkjgmDQAADGD4KVgAAHgjUwFyetnndJm0z0qSBgBYmssHx6RtlLsBAEB+0JMGAFiab85zNmdPmiQNALC0TFeAMl3eFobNWVg2Z1QAAICeNADA2pyyeT2626wDx0jSAABL8+dj0pS7AQAwKXrSAABL8+eBY6ZN0gEhxRWQaWz5wZmebmj72QJs5ijDBKSHGh2CJKnoGZfRISjAbo594QotbnQIkqRzweZ4jwYFnzM6BFO5Lvi0oe0XL1I4n1WnD67dbdZj0ub86QAAAMzbkwYAIC+cClCm16O7zdlnJUkDACzNF8ekzZqkzRkVAAAmNmjQQC1ftkT79+3R9m3xmvbF56pRvbrHMosWzldqSpLHNO6dsflqh540AMDSnD64VWV+12/atIkmT5mqTZs2q2jRInr1lZc1d+5s3XlXc6X/bdDxtGnTFTVmjPtxenr+BvORpAEAlpbpsimzkG9V2b37wx6PnxswSDt3bFPdurdp7dp17vnpp08rOTnlquOi3A0AgJdKliwhSTp27LjH/G5du2jnjm36ac1qvfrqKypePH+nTdKTBgBYWqYPR3fb7XaP+Q6HQw6H4/Lr2mwaNXKk1kVHa8eOHe758+Yt0MFDB5WYmKRat96q119/VTWqV1fvPn3zHBdJGgBgaU5XgJxeju7OPiYdtzXWY/7Yse9o7DvjLrvu2DFRuuWWm9W2XQeP+dOmT3f/f/v27UpKStKCBfNUpUpl7d9/IE9xkaQBADivdp26SktLcz++Ui86Kmq0WrZsofYdOunPP/+87LK/bdwoSapatSpJGgBwbfBluTstLc0jSV9OVNRotW3TRh07dVZCQsIVl69du5YkKSkpOc9xkaQBAJbmlLwe3R2Qz9XHjolS165d1KNnL6WlpSk8PEySdOLESZ05c0ZVqlRW1y5dtGLFSh09dky1br1VI0a8pV9//VXbtm3LczskaQAA8qlv3z6SpG8WLfSY/9yAgZo1a7YcjgzdfXdz9ev3lEJCQvTHH3/ou+++07vv/Sdf7ZCkAQCWZsTFTMqGlbvs83/88Yc6dOzsTUiSSNIAAIvzxbW7A7y+H3XBMGdUAACAnjQAwNqcssmZz8t65rYNMyJJAwAsjXI3AAAodPSkAQCW5ouLmQSYtM9KkgYAWJrTZZPTy4uZeLt+QTHnTwcAAEBPGgBgbU4flLuLmLTPSpIGAFiaT25VyehuAACQH/SkAQCWlimbMr28GIm36xcUkjQAwNIodwMAgEJHTxoAYGmZ8r5cnembUHyOJA0AsDTK3QAAoNDRkwYAWJov7oLl7foFhSQNALA0lw/uJ+3iFKz8sYWEyuYsYmgMATZzvGjOU6eMDkGSFJBuNzoESVLR006jQ5AtNMToECRJzpBgo0OQJGUWM8dnpXiww+gQJEk2m8voECRJpYPSDW2/WIDxn1WrM22SBgAgLyh3AwBgUtyqEgAAFDp60gAAS8v0wa0qvV2/oJCkAQCWRrkbAAAUOnrSAABLcypATi/7nN6uX1BI0gAAS8t02ZTpZbna2/ULijl/OgAAAHrSAABr8+eBYyRpAICluXxwq0qXSa845vOoBg0aqOXLlmj/vj3avi1e0774XDWqV/d1MwAA+D2fJ+mmTZto8pSpur9VG3V74AEFBhbV3LmzFRJijhsSAAD8S6ZsPpnMyOfl7u7dH/Z4/NyAQdq5Y5vq1r1Na9eu83VzAIBrnNPl/TFlpzluXJZDgRfhS5YsIUk6dux4QTcFAIBfKdCBYzabTaNGjtS66Gjt2LEj12WCgoIUFBTkfmy3m+OexQAAa3D6YOCYt+sXlAJN0mPHROmWW25W23YdLrnM4EEDFRk5tCDDAAD4Madscnp5TNnb9QtKgf10iIoarZYtW6hT5676888/L7nc++MnqErV6u6pdp26BRUSAACWUiA96aio0Wrbpo06duqshISEyy7rcDjkcDgKIgwAwDXAny8L6vMkPXZMlLp27aIePXspLS1N4eFhkqQTJ07qzJkzvm4OAHCN45h0PvTt20eS9M2ihR7znxswULNmzfZ1cwAA+C2fJ+myYeV8vUkAAC7JKR9cu9ukA8e4djcAwNJcPhjd7TJpkjZnER4AANCTBgBYG7eqBADApPx5dLc5owIAAPSkAQDWRrkbAACT4trdAACg0NGTBgBYGuVuAABMiiRtAFd4ablCzxoaQ0B6qKHtZwtItxsdgiTpXGKS0SFIkoKPGH/p2cyw64wOQZKUcX0xo0OQJJ293ugIstxU6rjRIZjKP0IufZvgwhAUEGJo+/7AtEkaAIC8oCcNAIBJ+XOSZnQ3AAAmRU8aAGBpLnl/nrPLN6H4HD1pAIClZZe7vZ3yY9CggVq+bIn279uj7dviNe2Lz1WjenWPZYKDgzVmzNvatXO79u/fq6lTJyssLCxf7ZCkAQDIp6ZNm2jylKm6v1UbdXvgAQUGFtXcubMVEnJhRPvIEW/p/pYt9fjjT6pjh04qX668Pv98Sr7aodwNALA0IwaOde/+sMfj5wYM0s4d21S37m1au3adSpQooUcffUT9nu6vn37+WZI0YOAgrVv7i+644w799ttveWqHnjQAwNJ8We622+0eU1BQUJ5iKFmyhCTp2LHjkqR6desqKChIq1evcS+ze/duHTx4UA0bNMjz30aSBgDgvLitsdq/b497Gjxo4BXXsdlsGjVypNZFR2vHjh2SpPDwcJ09e1YnTpzwWDYlJVXh4Xk/Lk25GwBgab4sd9euU1dpaWnu+Q6H44rrjh0TpVtuuVlt23XwKobckKQBAJbmctnk8jJJZ6+flpbmkaSvJCpqtFq2bKH2HTrpzz8vXIY1OTlZwcHBKlmypEdvOiysrJKTU/K8fcrdAABchaio0Wrbpo06d+mqhIQEj+c2x8bK4XCoefNm7nk1qldXxYoVFbNhQ57boCcNALA0p2xeX8wkv+uPHROlrl27qEfPXkpLS3MfZz5x4qTOnDmjkydP6ssvv9KIt97U8WPHdfLkSb399mitXx+T55HdEkkaAGBxRpyC1bdvH0nSN4sWesx/bsBAzZo1W5L06muvy+lyaurUyQoKCtaPP/6oyGHD8tUOSRoAgHwqG3blW+aePXtWw4a9pGHDXrrqdkjSAABL8+XAMbMhSQMALI1bVQIAgEJHTxoAYGmUuwEAMCmXD8rdZk3SlLsBADApetIAAEtzSXK5vN+GGZGkAQCWZsQVxwoL5W4AAEyKnjQAwNIY3Q0AgElxMRMAAFDo6EkDACzN5fLB6G6TDu8mSQMALM2fj0lT7gYAwKToSQMALM2fe9IkaQCApTG6GwAAFDrT9qSP1ymlU2cchsZQ9Iw5hvsVPe00OgRJUvCRckaHkGXdFqMj0JE+TYwOQZLkKGmOX/9nbzltdAiSpCdvXG10CKbSNuSMsQHY7IXSDKO7AQAwqawk7e0xaR8F42OUuwEAMCl60gAAS2N0NwAAJuWS9/eDNmm1m3I3AABmRU8aAGBplLsBADArP653U+4GAMCk6EkDAKzNB+VuUe4GAMD3/PmKY5S7AQAwKXrSAABL8+fR3QXekx44cIBSU5I0cuSIgm4KAHAtctl8M5lQgSbp2+vVU6+ePRUXF1+QzQAA4JcKLEmHhoZo0qSPNOT5F/TXX8cLqhkAwDUue+CYt5MZFViSHjMmSsuXr9CaNWsuu1xQUJDsdrvHBABAnrl8NJlQgQwc69ypk26rc5tatLz/issOHjRQkZFDCyIMAAAszedJukKFCho1aqS6PfCgzp49e8Xl3x8/QR99PMn92G63K25rrK/DAgD4KX8e3e3zJF23bl2Fh4dp1crlFxopWlRNmjTRE4/3VYUbK8rpdLqfczgccjgcvg4DAHAtMWm52ls+T9I/rVmju5rd7TFv4oT39fvvuzVh4gceCRoAAFyaz5N02qlT2rFjh8e89PR0HT12LMd8AAC8RbkbAACz8uNbVRZKku7YqUthNAMAgF+hJw0AsDjb+cnbbZgPSRoAYG1+XO7mVpUAAJgUPWkAgLX5cU+aJA0AsDZf3GrSpKdgUe4GAMCk6EkDACzNF7eaNOutKknSAABr8+Nj0pS7AQAwKXrSAABr8+OBY6ZN0qXmxyrw5GlDYwiwhxrafjZbaIjRIUiSMsOuMzoESdKRPk2MDkGlp641OgRJUpEypY0OQZJ0PPEmo0OQJA0496jRIZjKOxWOGNp+SJFgLSlX8O3YXFmTt9swI8rdAACYlGl70gAA5IkfDxwjSQMArM2Pj0lT7gYAIJ+aNGmsL2dMV9zWWKWmJKl169Yez0+cOF6pKUke0+zZM/PdDj1pAIC1GVDuDgkJUVx8vL786itN++LzXJdZsXKlBg4c5H589qwj32GRpAEA1mZAkl65cpVWrlx12WUcZx1KTk7xIiiSNAAAbna73eOxw+GQw5H/HrAk3XlnU23fFq+//jqun376WaPfjtKxY8fytQ2SNADA2nzYk47bGusxe+zYdzT2nXH53tyqlT/q++9+0IGEBFWpUkWvvvKSZs+aqVat28jpdOZ5OyRpAIC1+XB0d+06dZWWluaefbW96AULF7r/v337dm3btk2/bVivO++8Uz/99FOet8PobgAAzktLS/OYrjZJX+zAgQNKTU1VtapV8rUePWkAgKVZ4bKgN9xwg0qXLq2kpOR8rUeSBgBYmwGju0NDQ1S1alX348qVKql27Vo6duy4jh8/pqEvvqhvv/teycnJqlKlit7492vat2+fVv34Y77aIUkDAJBP9erW06JFC9yPR458S5I0c9YsDR06TLfWulXdu3dXqVIllZiYqP/9b7XejhqT7/I5SRoAgHz65ddfVTbs0rf4evDBh3zSDkkaAGBpNvngmLRPIvE9RncDAGBS9KQBANbGXbAAAEBhoycNALA2A07BKiwkaQCAtflxkqbcDQCASdGTBgBYmhUuC3q1SNIAAGuj3A0AAAobPWkAgLX5cU+aJA0AsDR/PiZNuRsAAJOiJw0AsDY/viwoSRoAYG1+fEyacjcAACZFTxoAYGn+PHCMJA0AsDbK3QAAoLCZtiddpMz1KhJc3NAYXKHGtp/NGRJsdAiSpIzrixkdgiTJUdL4UZhFypQ2OgRJUuaRo0aHIEkK/ivT6BCynDTtV5ohUtNCDW0/tGghfXf5oNxt1p4072gAgLVR7gYAAIWNnjQAwNr8uCdNkgYAWJo/n4JFuRsAAJMiSQMAYFKUuwEA1ubHx6TpSQMAYFL0pAEAlubPA8dI0gAA6zNpkvUW5W4AAEyqQJJ0+fLl9fFHH2rXzu06mLBfa1b/T/Xq1i2IpgAA1zqXjyYT8nm5u1SpUvrh+2/18y+/qPtDj+jIkSOqVq2qjv913NdNAQDAMen8GDhwgA7/8YcGDhzsnpeQkODrZgAA8Hs+L3e3ur+lYjfHavLkz7R9W7xWrVqhHo895utmAADI4sflbp8n6cqVK6t3717au3efHuzeXZ9P/UKjR49U9+4P5rp8UFCQ7Ha7xwQAQF5ll7u9nczI5+XugIAAbd4cq1GjRkuStm6N0y3/uEW9e/XS7Nlzciw/eNBARUYO9XUYAABYns970klJSdq1a5fHvN937dL//d+NuS7//vgJqlK1unuqXYdR4ACAfPDjcrfPe9Lr18eoeo3qHvOqV6+ugwcP5bq8w+GQw+HwdRgAgGsF1+7Ou0mTPlGDO+7Q4MGDVLVqFXXt0kU9evTQlClTfd0UAAB+zedJetPmzerVq4+6dO6sn9as1gsvDNGrr76mr+fN83VTAAAwcCy/li1frmXLlxfEpgEA8ES5GwAAFDbuggUAsDY/7kmTpAEAlubP1+6m3A0AgEnRkwYAWBvlbgAAzIlyNwAAKHT0pAEA1ka5GwAAk/LjJE25GwAAk6InDQCwNNv5ydttmJFpk/TRuyvp1Bljb2F5LtgcL1tmMXPEcfZ6oyPIcvaW00aHoOOJNxkdgiQp+K9Mo0OQJAUtiTE6BElSeNnGRocgSXLZzPGZTfu/Uoa27woOktoVRkOi3A0AAAqXaXvSAADkBedJAwBgVi4fTfnQpEljfTljuuK2xio1JUmtW7fOsczwYZGKj9uigwn7Ne/ruapWrWq+/zSSNAAA+RQSEqK4+HhFDhue6/MDBjynJ598Qi++GKn7W7VRenq65syereDg4Hy1Q7kbAGB9hVyuXrlylVauXHXJ55/u95Tee+8/WrxkiSTpmWef0/ZtcWrTurUWLFyY53boSQMALC37mLS3kyTZ7XaPKSgoKN/xVK5cWeXKldPqNWvc806ePKmNGzeqQcMG+doWSRoAgPPitsZq/7497mnwoIH53kZ4eJgkKSUlxWN+ckqKyoWH52tblLsBANbmw/Oka9epq7S0NPdsh8PY63XQkwYAWJovy91paWke09Uk6eTkrB50WFiYx/zwsDAlJSfna1skaQAAfOjAgQNKSkpS82bN3PPsdrvq16+vDTEb8rUtyt0AAGsz4LKgoaEhqlr1wnnPlStVUu3atXTs2HEdPnxYkz75VM8/P0R79+7TgYQEvTR8mBITk/TD4sX5aockDQCwNCOuOFavbj0tWrTA/XjkyLckSTNnzdKAAYM0ceIHCg0J0bvvjVOpkiUVHb1e3bs/pLNnz+arHZI0AAD59Muvv6psWLnLLhM1Zqyixoz1qh2SNADA2vz4LlgkaQCAtflxkmZ0NwAAJkVPGgBgaf58q0qSNADA2ih3AwCAwkZPGgBgaTaXSzaXd11hb9cvKCRpAIC1Ue4GAACFjZ40AMDSGN0NAIBZUe4GAACFjZ40AMDSKHcDAGBWlLsBAEBhoycNALA0yt0AAJgV5W4AAFDY6EkDACzPrOVqb5k2Saf+66zSzjkMjSEo+Jyh7WcrHmzsfsh2U6njRocgSXryxtVGh6AB5x41OoQsJ83xEQ4v29joECRJpWasMzoEUylzcw1D2w8JDZZeL4SGXK6sydttmBDlbgAATMocP8MBALhKjO4GAMCsGN0NAAAKGz1pAICl2ZxZk7fbMCOSNADA2ih3AwCAwkZPGgBgaYzuBgDArLiYCQAAKGz0pAEAlka5GwAAs2J0dz42GBCg4cOH6bcNMTqYsF8x66P1wvNDfN0MAAB+z+c96YEDB6hP7156bsBA7dixU/Xq1dXECeN14uRJffbZf33dHADgGke5Ox8aNWyoxUuWavnyFZKkgwcPqkuXzqp/++2+bgoAAEZ358f6mBg1b3aXqlerJkmqVetWRTSK0MqVq3JdPigoSHa73WMCAAAF0JMeP36CSpQoobVrf1FmZqaKFCmiUaPf1tfz5uW6/OBBAxUZOdTXYQAArhGUu/OhU8eO6ta1i/r1668dO3eqdu1aGjVyhBITEzV79pwcy78/foI++niS+7Hdblfc1lhfhwUA8Fd+PLrb50n6jTde1/gJE7Vg4UJJ0vbt21WxYkUNHjQw1yTtcDjkcDh8HQYAAJbn8yRdvHhxuZye9/zKzMxUQAAXNwMA+B7l7nxYumyZhgwZrEOHD2vHjp2qU6e2+j/dT199NdPXTQEAIDldWZO32zAhnyfpl4a/rOEvDdfYMVEqW7asEhOT9MW06Ro37l1fNwUAgF/zeZJOO3VKr776ml599TVfbxoAgJwYOAYAgDnZ5INj0j6JxPcYzQUAgEnRkwYAWJsfXxaUJA0AsDR/PgWLcjcAACZFTxoAYG2M7gYAwJxsLpdsXh5T9nb9gkK5GwAAk6InDQCwNuf5ydttmBBJGgBgaf5c7jZtkrbZsiZINrOeGwCc5+LDChQI0yZpAADyhNHdAACYlB9fcYzR3QAA5FPk0BeVmpLkMa399Weft0NPGgBgaUZdFnT79h3q2q2b+/G5c5neBZELkjQAwNoMKnefyzyn5OQU79q9ApI0AADn2e12j8cOh0MOhyPXZatVraa4rbE6c+asNmzYoBEjR+nw4cM+jYdj0gAAS7M5fTNJUtzWWO3ft8c9DR40MNc2f9u4UQMGDtSD3R/W0MhIVapUSd99u0j20FCf/m30pAEA1ubDcnftOnWVlpbmnn2pXvTKlavc/9+2bZt++22jNm/6TR07ddSXX37lXSx/Q5IGAOC8tLQ0jySdVydOnNCePXtUtWpVn8ZDuRsAYG0uH01eCA0NUZUqVZSUlOTdhi5CTxoAYGlGXLv7zTf+raXLlungwUMqX76chkVGKjMzU/PnL/AqjouRpAEAyKcKFSro008m6frrr9eRI0cUHb1erVq30ZEjR3zaDkkaAGBtBpwn/eRT/bxrL49I0gAAa3PJ+/tBm/PS3QwcAwDArOhJAwAszYiBY4WFJA0AsDaXfHBM2ieR+BzlbgAATIqeNADA2gy6C1ZhIEkDAKzNKe9Hd3u7fgGh3A0AgEnRkwYAWBqjuwEAMCs/PiZNuRsAAJOiJw0AsDY/7kmTpAEA1ubHSZpyNwAAJkVPGgBgbX58njRJGgBgaf58ChblbgAATIqeNADA2vx44BhJGgBgbU5X1uTtNkyIcjcAACZl2p50tfIpSs88a2gM1wWfNrT9bKWD0o0OQZL0j5A/jQ5BktQ25IzRIeidCkeMDkGSlJoWanQIkqS0/ytldAiSpDI31zA6BFPJ3Lnb2PZLFC+chih3AwBgVj5I0jJnkqbcDQCASdGTBgBYG+VuAABMitHdAACgsNGTBgBYm8uZNXm7DRMiSQMArM2Pj0lT7gYAwKToSQMArM2PB46RpAEA1ka5GwAAFDZ60gAAa3PJBz1pn0Tic/nuSTdp0lhfzpiuuK2xSk1JUuvWrXMsM3xYpOLjtuhgwn7N+3quqlWr6pNgAQDIIbvc7e1kQvlO0iEhIYqLj1fksOG5Pj9gwHN68skn9OKLkbq/VRulp6drzuzZCg4O9jpYAACuJfkud69cuUorV6665PNP93tK7733Hy1eskSS9Myzz2n7tji1ad1aCxYuvOpAAQDIldOZNXm7DRPy6cCxypUrq1y5clq9Zo173smTJ7Vx40Y1aNgg13WCgoJkt9s9JgAA8syPy90+HTgWHh4mSUpJSfGYn5ySonLh4bmuM3jQQEVGDvVlGAAA+AXDT8F6f/wEVala3T3VrlPX6JAAAFZCTzpvkpOzetBhYWFKSkp2zw8PC9PWuPhc13E4HHI4HL4MAwBwLfHjK475tCd94MABJSUlqXmzZu55drtd9evX14aYDb5sCgAAv5fvnnRoaIiqVr1w3nPlSpVUu3YtHTt2XIcPH9akTz7V888P0d69+3QgIUEvDR+mxMQk/bB4sU8DBwBAklwup1xe3mrS2/ULSr6TdL269bRo0QL345Ej35IkzZw1SwMGDNLEiR8oNCRE7743TqVKllR09Hp17/6Qzp4967uoAQDI5vJBudtfjkn/8uuvKhtW7rLLRI0Zq6gxY686KAAAwLW7AQBW58d3wSJJAwCsjSuOAQCAwkZPGgBgbZS7AQAwJ5fTKZeX5Wpv1y8olLsBADApetIAAGuj3A0AgElx7W4AAFDYTNuTLl4k2OgQVLyIOX5ZFQswx4CGoIAQo0PIYrMbHYFCTPD+lKTQouaIwxUcZHQIkqSQUHPsD7PILFHc0PaLlyhWOA25XJK3196m3J03dnvWF/DMpm8ZHAlwaUsuf2Xca087owM473WjA0Bu7Ha70tLSCmz7LqdLLi/L1d6uX1BMl6QTExNVu05dr15Qu92uuK2xXm/HX7A/PLE/LmBfeGJ/XOCrfWG325WYmOjDyK4tpkvSknz2gqalpV3zH7S/Y394Yn9cwL7wxP64wNt9USj70eX0Qbk7/+v37dtHzz37jMLDwxUfv03DX3pZmzZt8i6OizBwDABgadnlbm+n/OjUqaNGvPWm3hn3ru69r4Xi4+M1d84slS1b1qd/G0kaAIB86v/005o+Y4ZmzpylXbt26YUXh+r06dN65JGHfdqOXyZph8OhsWPfkcPhMDoUU2B/eGJ/XMC+8MT+uMBS+yK73O3tlEeBgYGqW/c2rV7904UQXC6tXrNGDRs08OmfZitTNtycQ9oAALgMu92u/fv26OGK/ZR+4rRX2wopWVwzD36SY6Ccw+HI8UOlfLlyiovbolat22rDhg3u+f9+/TU1bdpU97dq7VUsf2fKgWMAAFxJRkaGkpKSNPPgJz7ZXlpamuK2xnrMGzv2HY19Z5xPtn81SNIAAEs6e/as6t/RUIGBgT7Zns1mk+uii5rkVu4/cvSozp07p7CwMI/5YeFhSk5O9kks2UjSAADLOnv2rM6ePVuobWZkZCg2douaN2+mxYsXS8pK8M2bNdN/J0/xaVskaQAA8unjSZP0wcQJ2rx5szZu3KSn+z2lkJAQzZw5y6ftkKQBAMinhQsXqUyZMho+LFLh4eGKi4vXg90fVkpKik/bYXQ3AAAm5ZfnSQMA4A9I0gAAmBRJGgAAkyJJAwBgUiRpAABMiiQNAIBJkaQBADApkjQAACZFkgYAwKRI0gAAmBRJGgAAkyJJAwBgUv8PKodqugrOPMAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster_0 = get_synapses_in_cluster(0, synapses, labels)\n", "cluster_distances = calculate_pairwise_synaptic_distances(cluster_0)\n", "fig, ax = plt.subplots(1, 1, figsize=(6, 5))\n", "cax = ax.matshow(cluster_distances, cmap='viridis')\n", "fig.colorbar(cax)\n", "ax.set_title('Pairwise Distances Within Cluster 0')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can finally visualize the synapses on the tuft dendrites and color them by cluster. First, we will visualize them all toghether and then each cluster separately" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(350.0, 550.0)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n", "\n", "model.sec_tree.plot(ax, show_points=False, show_lines=True, annotate=False)\n", "\n", "xs = [coord[0] for coord in syn_coords]\n", "ys = [coord[1] for coord in syn_coords]\n", "\n", "for label in set(labels):\n", " if label == -1:\n", " ax.scatter([xs[i] for i in range(len(labels)) if labels[i] == label],\n", " [ys[i] for i in range(len(labels)) if labels[i] == label],\n", " color='w', edgecolor='k', alpha=0.7, label='Noise', s=10, zorder=0)\n", " else:\n", " color = plt.cm.viridis_r(label / max(labels))\n", " \n", " label_name = f'Cluster {label}'\n", " ax.scatter([xs[i] for i in range(len(labels)) if labels[i] == label],\n", " [ys[i] for i in range(len(labels)) if labels[i] == label],\n", " color=color, edgecolor='k', alpha=0.7, label=label_name, s=10)\n", "ax.set_title('Synapse Clusters Based on Path Distance')\n", "ax.legend()\n", "ax.set_xlim(-200, 200)\n", "ax.set_ylim(350, 550)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot unclustered synapses\n", "noise_indices = [i for i in range(len(labels)) if labels[i] == -1]\n", "if noise_indices:\n", " fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n", " model.sec_tree.plot(ax, show_points=False, show_lines=True, annotate=False)\n", " ax.scatter([xs[i] for i in noise_indices],\n", " [ys[i] for i in noise_indices],\n", " color='w', edgecolor='k', alpha=0.7, label='Unclustered', s=10, zorder=0)\n", " ax.set_xlim(-200, 200)\n", " ax.set_ylim(350, 550)\n", " ax.set_title('Unclustered Synapses')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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6HdPvf4AP58zhlVdeJjMzk2+//Z78gnzmzf2nrdX+/fvp3q0b48aNxcvLi8LCIo4dO8Zjjz1RbQLcc8+/yOwP3uPdd97GxsaGDz/8iKioKM6ePcvQYbcxc+aLTLr3Htzc3MjOzubUqQg+/uSTJn1+LiU6OppRo0bz2mv/x3PPPoNCoeTo0aM8/sSTHD16tEHn/PvA3/Tq1ZPxlc+VTq8n5vx5XnvtDb7/4YfLHv/9Dz9w+223MWjQQNRqNcnJybz/wWzmzfuyxr7Lli/njTdeJz4+nmPHLr+AycX89tvveHt7M33aVAYPHsTZs2d5/IknGT16FP1uvrnG/kuXLsVgMPDoo4/g6enJsWPHePmV/5gXh0lJSWXFypUM6N+fu+6+C71Ox7lz55nx4EOsW7fefJ7lK1aQnp7OM88+zVNPPoFarSYtPZ0DBw7w26+/1+tcQojmT+Hh6V17cZ0QQgjRQO7u7pyOOMnHH3/CJ5/+r8mvFxQUxLGjh2v0BBZCiLqQGmIhhBCNbtK996BSqVh6BeUSQghxtUjJhBBCiEbT/5ZbaBPehueff44NGzbK8sVCiGuCJMRCCCEazUsvvUCvXr04ePAQr7z6H0uHI4QQdSI1xEIIIYQQ4oYmNcRCCCGEEOKGJgmxEEIIIYS4oUlCLIQQV6DfzTeTnZVRa0/cuh47atTIy+67etUK9uze1ZAQm1x2VgazZr5kvn3vvfeQnZVRbQEVIYRoziQhFuIKVP3jz87KoHfvm2rd58Txo2RnZfDrLxdfhEI0TK9ePZk18yWcnZ0tHYq4QnZ2dsya+VKDXlhciwYMGMDKFcuJjTlHfFwM27ZuZuzYMZc9rurvTW0fy/5YWm1fhULB0089yZHDh0hOSmDXzh2MHzeuqR6SENc06TIhRCMoKytjwvjx/P33wWrb+918MwEBAZSXl1sosuvbTb16MWvWTH77fQmFhYUWiWH/X38REBiMRqOxyPWbo6VL/2DlylVUVFTU+Rg7OztmzZrJhx9+xL79+5swOsubNOlePv/sf+zctYt333sfg15Pq1atCPD3v+yxjz/+RI1tXbp25bFHH2Hnzp3Vtv/f//2H5559hoULF3Hs2HFGjLid7777BqPRyMpVqxrp0QhxfZCEWIhGsHXbNkaPHsWr//k/9Hq9efuECeM5fvw47u7uFoyueVAoFKjV6nolSdcCo9F43TwmlUqFUqlEq9Ve0XkMBsN185w0tqCgIObM/oDvf/iR//u/1+p9/B/LltfY1q9fPwwGA8tXrDRv8/X15YnHH+OHH3/klVdM7e8WLV7M2jWreOutN1i9Zg0Gg6HhD0SI64yUTAjRCFasWIm7uzuDBg00b7O2tmbUqJEsX76i1mOefOJxNqxfx9noMyQlxrNt6+YataSTJt1LdlYGkydPqrb9ueeeJTsrg6FDh1wyrqNHDvHrL4vp3fsmNm/6k+SkBA4fOsjdd99VY19nZ2feffcdThw/SkpyIgcPHuDpp59CoVDUO24wvbU7e/b7TJwwgb17dpGaksStt94KmP5Zf/75Z0SejiAlOZG9e3bVeIwADz30IHv37CIxIY7z56LZumUTE8aPB2DWzJf473/fAuDY0cPmt40vVbcaFBREdlYGTz7xONOmTuXQwb9JSU5ky+Y/6da1a439W7Vqxfz5P3DubBTJSQls3bKJ22+7rdo+F6shnjHjAQ4fOkhSYjybN/1Jnz69Wb1qBatX1fx5UCqVPP/8c5w8cYzkpARWLF9GaGhIrY+hS+fObFi/jqTEeI4cPsT906fV2MfT05PPPvsfkacjSE5KYOeO7dxzz90XfS4effQRDh38m9SUJMLD21z0+VOr1bz7zttEnTlNfFwMixctxM/Pr8Z+tdUQd+3ShaVLfyc6KtIc++eff2aO5Wz0GQBmzZpp/l5W1SW3b9+euXM/5/ChgyQnJXD69Ck+//wz3Nzcql131syXyM7KIDQ0hLlzPyfm/FliY87xxRefYWdnVyPOuyZOYPOmP80/X2vXrKr2OwwwZMitrF27moT4OOLjYvjt18WEh4dX28fKyopWrVrh4+N90eeuyv33T0elUjF79hwAHBzsL3vMpajVakaOvJP9+/8iLS3NvH3EiNtRq9XMn/9ztf1/+mkBAQEB9OrV85LnvdjP6ty5n3P0yCHz7Qt/jqp+5hMT4vhj6RL8K0e8X3zheU6eOEZSYjyLFi7A1dW14Q9YiCYiI8RCNIKkxCQOHT7M+HHj2LZtOwBDhwzB2dmZlStX8fDDD9U45pFHHubPTZtYtnw5ams148aN5af5PzJp8n1s2bIVgN9++52Rd97JO2//l507d5Gamkq7du2Y+dKLLF78C1u3brtsbKGhIcyf/yO//PIrvy9Zwn2TJzFv7hecOHGS6OhowPR29ZrVq/Dz82XBwkWkJCfT66ZevP7a/+Hj48Nrr71er7ir9L/lFsaMHsOPP/5ITm4uSUmJeHl5senPDRiNRtP2nByGDBnCF59/hpOTE99++x0AU6dMYfYH77N6zRq+++4HbGxt6NC+Pd17dGf5ihWsW7+BsLAwJkwYz/+99jq5OTkA5FR+vpQJE8bj6OjIwoULMRqNPPXUk/z883x69LwJnU4HQHh4OBvWryUtLY0vvphLSWkpY8eMZuHCn7n/gRls2LDxoud/4P7pfDhnNn/99RfffPstwUFBLFzwM/kFBaSlptbY/9lnnsZgMPDlV1/j7OTEU089xTdff81tt4+otp+rqwu//fYrq9esYcXKlYwZM5qPP/4IjVbLr7/+BoCtrS2rV60gNDSUH3+cT0JiImNGj+LLeXNxcXHhu+++r3bOSZPuxcbGloWLFqHRaMjLy7/o4/rsf59y9913sWzZcg4eOkT//rfw26+/XPb59vT05I8/lpCTk8MXX8yloLCQoKAgRt55B2D6nr300kw+/vgj1q1bz/r16wE4HWlKkgcNHEBIixb89ttvZGZmEd42nGlTp9A2PLzGcwTw4w/fk5CYyLvvvkfnzp2ZOnUK2VnZvP3Ou+Z9Zr70Ii+/PIu/Dx5kzpwP0Wi19Ojenf79+7Nzp2ny4l13TeTLeXPZvmMHb7/zDvZ2dtx///2sX7eGwbcONa/C5+fnx4G/9vHb77/z9NPPXvK5GDigP+fOnWfY0KG89dYb+Pv7k5eXx4/zf2LOnA8xGuu3NMDQoUNwdXVl2fLqI8edO3WiuKSEs2fPVtt+9NhRADp16lSjxOtKTJg4AbW1NT/88COubq48/dST/PjD9+zZu5d+/W7mi7nzCA0N5eGHHuS//32LZ599rtGuLURjkIRYiEayfPkKXn/t/7C1taW8vJwJE8ezf/9fpGdk1Lp/7z43V6st/uHHH9m+bSuPP/ZYtcTy+RdeYO+e3Xz+2f+YfN8Uvpz3BZmZmbz2+ht1iqt169aMHDWaAwf+BmD16jWcOH6UyZPu5c23/gvA448/RkhoCLfeOoTY2DgAFixcRHp6Bk89+QRfffU1qZWJXF3jBtMIa/8Bg6r9U/7sf5+iUqnoP2AQeXl5APy8YCHfffsNs2a+xIIFCykvL2fYsKGcORPFgw8+XOvjioyM5OTJk0yYML7eSwQHBARwU+++FBQUAHD+fAyLFy/k1sGD2bxlCwDvv/cuyckpDBt+m7k+eP78n1i/fi1vvvH6RRNia2trXnnlZY4ePcbYcRPMJTSnIyP5ct7cWhNiGxsbBg0eYi5VyC8o4IP336Nt27ZERUWZ9/Pz8+P119/g62++BWDBgoVs2rSR1/7v/1i69A90Oh3Tpk0lPDycxx57wpwk/fzzAtasXsV/Xn2FX3/5leKSEvM5/f396XVTn8u+kOjQoT13330XP86fz8svv2p+Pr75+is6duxwyWN79eqFm5sbd911D8dPnDBv/+CD2QCUlpayZu06Pv74IyIjI2uUBcz/6We++vqbatuOHD7C999/S58+vc0/21VOnorgueeeN992c3PjvvsmmxPi0NAQXnrpRdatW88DMx40J6EXvlRwcLDng/ffY/HiX3jhxX86aPy+ZCkH/trH8889W217XbVs2RK9Xs8XX3zGvHlfEnH6NCPvvJOXXnwBKysr3n33vXqdb+LECZSXl7Nmzdpq2318fMjKzKqxf0ZGJmB6l6Yx+fn6cVPvPhQVFQGm8pvnn3sWWztbhg4dbv498PTwYOKE8cycOUvq7kWzIiUTQjSS1avXYGtry/Dhw3B0cGD4sGEsX1F7uQRQLal0cXHB2dmZAwcO0Llzp2r7ZWZm8fLLrzJ48CDWrV1Dx44deebZ5ykuLq5TXFFRUdUShpycHM6fj6FFixbmbaNHjeLAgQPk5xfg7u5u/ti1azdWVlbc3LdvveMG2L//rxojVCNH3smmTZtRKBTVrrV9xw5cXFzM5ykoLMDf36/WUoYrtWr1anMyDPDXgQMAtAgxPSeurq70738Lq9eswdHRsVqcO7bvICws7KIJRdeuXfDw8GDRosXV6smXLVtufgHwb7/99nu1ut0DlfGEXPA9AtBqtSxYuKja7YULFuLt7UWXLl0A04hhRkZGtZ89nU7H99//gKOjIzf/q7Rj7br1dRpVHzp0KADff/dDte1VI/qXUlj5XA8fPgwrq/qPw1z4M2djY4O7uzuHjxwBoHPnzjX2X/Dzgmq3Dxz4Gw8PDxwdHQG4Y8QIVCoVH3/yyUVHZAcOHIirq6u5HKrqQ6/Xc+ToUW65pZ9536SkJDy9fC47Ogzg4OCAm5sbcz78iNlzPmTduvU89vgTbN22jUcefghHB4fLPyGVHB0dGTZ0KFu3bqsxqdTW1haNpmYdd9VzaWtrW+fr1MWatWvMyTDA0SOmkehlfyyr9ntw5OhRbGxsai21EcKSZIRYiEaSk5PDrt27mTB+PHZ2dqhUqhqjNhcaPmwYL7zwPB07dqj2z6m2iS4rV63irrsmMnz4MBYsWMiePXvqHFdySkqNbQUF+dXq+Fq2DKVjxw7mOs5/8/T0bFDcCYmJNc7j6urK9OnTmF5L7euF1/rii3kMHDCALVs2ERsby46dO1m+fAUHDx6q9bgLubq6olZbm2+XlZVX+2ednFz9OalKjl1dXAAIDQ1FqVTyn1df4T+vvlLrNby8PElPT6+xPSjQVDcbFxdXbbter7/oKPa/v0f5+aZ4XFxdqm1PT0+ntLS02raYmFgAgoOCOHLkCEGBgcTGxtZI9M6eM70wCQwKrLY9MSGh1pj+LSgwEL1eT1x8fLXt586fv+yx+/bvZ83atcyaNZPHHnuUffv2s2HjRpYvX1GnUUJXV1dmznyJcWPH4u3tVe0+ZyenGvvXeD4L8s3nKS4uJiQkBL1eT3T02RrHVglr2RKAVbXU0QIN7mpSVl6Oo4MDKy6YAAemeQhDhwyhU+dO/PXXgTqda9SokdjZ2dUolwBT4qtW29TYXvU729idb/79O1X1/KT86x2Rqu2uLi7U7SdPiKtDEmIhGtHy5Sv436ef4O3tzbZt2y/6T7NPn94sXryQv/76i1kvv0JGRgZarY7Jk+5l4sQJNfZ3c3OjS1fTCGCb8DYoFIo61xoa9LXPJL9wrpxSqWTHjp3MnfdlrfvGxMQ0KO7y8rJqt5VK00WXLv2D35csrbE/mEohAM6dO0efvv0YPnwYt946mJEjR/LgjBl89NHHzPnwo0s+5gU/z6dfv39G8P5d22m4YMTqQlUTCJVK05tn8+Z9yfYdO2vdNy42rtbtDaG/TDxN6Wq1BJwx4yF69OjBbbcN59bBg5j7xec88fjj3D5iBCUlpZc89scfvqdXr558+eVXnIqIoKSkBKVSyR9Ll5i/VxdqjOdTUXnexx9/goxaSg/0lbXm9ZWRno5jWBhZWdXPmZ2dDYCri2udzzVxwgQKCgrYvHlLzetkZFT7HahSNfGvthdzdXGx5/Biv1OW/NkWoj4kIRaiEW3YsIFPPv6IXr168uBDtde+AowcOZLy8nLuuvveaiNkkyfdW+v+H86ZjaODI2+/8y5vvP4ajz36iLmOtDHEx8fj4ODA7t27L7lffeP+t+zsHIqKilCpVJe9FphqS1etWs2qVauxtrZmwc8/8fzzz/HZ519QUVFx0RcFb7zxFi4XjIDX959/QuWoqVanq1OcF0pKNo0Ch4aGsnffPvN2lUpFUFCQOeFvCF9fX+zt7auNEoeFmUYyEytHn5OSk+nQvn2NF02tW7cGIDkpuUHXTkpORqVSERoSwvnKF0gArVu1qvM5jhw5wpEjR3j//Q+YMH483377NePGjWPx4l8u+r10cXFh4MABzJ49h48/+dS8vWXL0AY9DjD9vKtUKsLD2xARcfqi+wBkZWfX+2fgUk6cOElYWBh+fn7mnzP4p6Y3Oye7Tufx8fHmllv68dvvS2odZT8VEcHUqVNo06ZNtbKlHt17ABAREXHZa1SVmFzIy8urlj2FuPZJDbEQjaikpJSZs15mzpwP2bRp80X3M+j1GI2mJKlKUFAQI0bUnDE/atRIxo0byzvvvssXX8xlxYqVvPrqK+a3dBvD6tVruOmmXgwePKjGfc7OzuY46xN3bQwGA2vXrWPkyDtp27Ztjfs9PDzMX/+7pZZWqyU6OhqFQoF1ZR1qVWLo4lJ9pboTJ0+ye/du88e/65gvJzs7m7179zF92tRaW2ldGOe/HT9+gpycHKZOnVLteZo4cUKNx1Rf1tbWTJ82tdrtadOnkZWVzYnKyWpbt27Dx8eHcWPHmvdTqVQ89NCDFBcXs7+Bi15s22bqaPLwI9U7pjz66COXPdbFxaXGtlOVCZlarQZMi9sAOP9r36oRxn+PKNbluhezYeNG9Ho9L7344kVHKrdv30FhYSHPP/dsrXXPF/4M1Kft2spVqwG4777J5m0KhYJJk+4lNzeXEydOmreHhLQgJKRFjXMAjBs7DpVKxfJa+hIDbNz4JxqNhhkz7q+2/f77p5Gamlqn0qM2bdpUS4A9PDzo3bu3jO6K65KMEAvRyJZcpBTgQlu2bOWJJx5n6ZLfWL58BZ6ensyYMYO4uLhqM/Y9PT356MM57Nmzlx9++BGAl195lX639GPu3C+4c+Soerdpqs28L7/i9ttv49dfFvP770s4ceIE9vb2tGvfjlGjRtG9e09yc3PrHPelvPPOe9zSrx+b/tzIosWLORt9Flc3Vzp37sTAAQNo3caUKC/7YwmZmZn8ffAQWVlZtGndmgcfnMGWLVvNXRKqkof/+8+rrFi5Cp1Wx6bNm2vU2TbErJdfYf26NezetZNFi38hIT4BL28vevXsgZ+fP4MG31rrcVqtlg8/+pg5sz9g1crlrFq9huCgIO699x5i4+K4km9XWloaTz/9NEHBwcTExDB27Bg6d+rE88+/aG4Xt3DhIqZPm8rcuZ/TpUtnEpOSGD1qJH169+Y///datQ4T9RERcZrly1fw4IwZODs5c/DQIQYM6E9oyOVHau+99x5mPHA/69dvID4+AUdHB6ZOnUJhYaG5dWB5eTlRUVGMGzuGmJgY8vPyORMVRVRUFPv37+epp57Cytqa9LQ0Bg0aRHCL4AY9DoC4uHj+97/PKjtNrGH9uvVUaDR069aV9PQM3n33PYqLi5k582W++moe27dtZeWqVeRk5xAQGMCwYUM5ePCgecGL+rRd27hxI7t27ea5Z5/Bw92diNOnuWPECPr26cMLL7xUbbR3xfJlAHTv0avGeSZOHE9aWlq1dyEulJaWxrfffsfTTz+FtZU1x44fN12nb18effTxOi3KYTQaWbVyOQsXLUalVDJt2lT0Oh2+vr48/dSTzPvyq8ueQ4hrhSTEQljAnr17eebZ53j2mad59913SExM5O133iE4KKhaYvnRR3OwsbHh6Wf++Sebl5fHiy+8xOLFC3nqyScuWvdbH2VlZYweM5bnnnuOMaNHcffdd1FUVERMbCwfzvnQXAtd17gvJSsri+G3jeCll15g5J134P3A/eTl5REVFc3bb//TJ3bBgkVMnDiexx97FAcHB1LT0vj++x/45NP/mfc5dvw4738wm/unT+PWW29FpVLRrXvPRkmIz549y9BhtzFz5otMuvce3NzcyM7O5tSpCD7+5JNLHvvjj/NRKBQ88fhj/PetNzl9OpIpU6fxwfvvUV7R8Jrd/PwCnnrqaT744H2mTrmPrKwsZr38CosWLzbvU15ezpix43n99de45567cXJy4vz5GJ56+hl+/31Jg68N8Myzz5Gdk8PECeMZcccI9u7Zy6TJ93Hq5PFLHrd//366d+vGuHFj8fLyorCwiGPHjvHYY0+QeMHEy+eef5HZH7zHu++8jY2NDR9++BFRUVE88ujjzP7gfR6c8QAKhYIdO3dy772TOB1xqsGPZfacD0lITOThhx7kP/95lbKyMiIjI1m6dJl5n+UrVpCens4zzz7NU08+gVqtJi09nQMHDvDbr783+NrTpk/n1VdfZdzYMdx77z2cPx9TrU3e5bQKC6Nr16589dXXl3xB/PY775JfUMD0aVNNL8hi43jssScu2f3mQseOHWP//r944fnnUKvVLF++giVLl7J40ULuueduSYjFdUXh4el95cNLQgghLkmhUBAdFcn69Rt4/oUXLR2OEJdUtUrdmLHjLRyJEFeH1BALIUQjs7Gp2e7qnnvuxt3dnX37GlbDK4QQoulIyYQQQjSynj168M67b7NmzVrycnPp3Lkz9903mcjIM6xes8bS4QkhhPgXSYiFEKKRJSYlkZqSysMPP4Sbqyt5+fksWfoH77zzbrUV6YQQQjQPFq0hnjXzJWbNmllt27lz5+h78y2AqYbp343Ff/55AS/NnGW+HRAQwMcfzaFfv36UlJSyZMkS3nn3vYs2AxdCCCGEEOJCFh8hPnMmigkTJ5pv63TVE9mFCxcxe84c8+3S0n9WvlIqlfz26y9kZmZyx50j8fHx4ct5c9HqdLz33vtNH7wQQgghhLjmWTwh1ul1ZNayLGaV0rKyi94/ePAgwsPbMGHiXWRlZRERcZrZs+fwxhuv8+GHH8lbk0IIIYQQ4rIsnhC3DG1JxKkTlJdXcPjwYd559z1SUlLM90+cMJ67Jk4gMzOLTZs388knn5pXNOrVsyeRZ85UWxN++46dfPzxR7RtG86pU7UvTalWq82rI1Vxc3MjLy+vCR6hEEIIIYRoDI6OjqSnpzf6eS2aEB85epSnn3mG8+dj8PHxZuZLL7Fu7Wr69x9IcUkJy5evJCk5ifT0DDq0b88bb7xGq7Aw7n9gBgDe3t7VkmHAfNvb++JLaD737DM1apeFEEIIIUTz17FTl0ZPii2aEG/btt38dWRkJEeOHOX4sSOMGTuGX375lYWLFpnvP3PmDBkZGaxcuZyQkBbExyc0+Lqfff4FX339jfm2o6MjEadO0LFTF4qLixt8XiGEEEII0TSq8rWmyNUsXjJxocLCQmJiYggNDa31/iNHjwIQGhpKfHwCmZmZdOverdo+Xl5eAGRmZl70OhqNptp68VWKi4slIRZCCCGEuME0q5XqHBzsCQkJISMjo9b7O3bsAEBGhinZPXT4MO3btcPT09O8z6CBAyksLCQ6+mzTByyEEEIIIa55Fk2I//vWm9x8c1+CgoLo1asnC37+Gb1ez4oVKwkJacGLLzxPl86dCQoK4vbbbuPLefPYv38/kZGRAOzYsZPo6LN89dU8OnRoz+DBg3j11Vf4cf5PtY4ACyGEEEII8W8WLZnw9/fnu2+/wc3NjZycHP7++yC3j7iDnJwcbGxsGDhwAI8++gj29vakpqaybt06Pvn0f+bjDQYDk++bwkcfzWHjhvWUlpayZMlSZs+ec4mrCiGEEEII8Q+LrlTXXDg6OhIfF0NIaJjUEAshhBBCNENNma81qxpiIYQQQgghrjZJiIUQQgghxA1NEmIhhBBCCHFDk4RYCCGEEELc0CQhFkIIIYQQNzRJiIUQQgghxA1NEmIhhBBCCHFDk4RYCCGEEELc0CQhFkIIIYQQNzRJiIUQQgghxA1NEmIhhBBCCHFDk4RYCCGEEELc0CQhFkIIIYQQNzRJiIUQQgghxA1NEmIhhBBCCHFDk4RYCCGEEELc0CQhFkIIIYQQNzRJiIUQQgghxA1NEmIhhBBCCHFDk4RYCCGEEELc0CQhFkIIIYQQNzRJiIUQQgghxA1NEmIhhBBCCHFDk4RYCCGEEELc0CQhFkIIIYQQNzRJiIUQQgghxA1NEmIhhBBCCHFDs2hCPGvmS2RnZVT7+Gv/XgBcXV354IP3OfDXPpIS4zl+7Ajvv/8eTk5O1c7x7+OzszIYN3asBR6NEEIIIYS4FllZOoAzZ6KYMHGi+bZOpwfA19cXX18f3nzzv0SfjSYoMIiPP/4QX18fZsx4qNo5nnr6GbZv326+XVBQeHWCF0IIIYQQ1zyLJ8Q6vY7MzKwa26OionjggQfNt+PjE3jv/Q/4+qsvUalU6PV6830FBYW1nkMIIYQQQojLsXgNccvQlkScOsHhQwf55uuvCAgIuOi+zs7OFBUVVUuGAT6c8wHRUZFs3vQnkydPuuw11Wo1jo6O1T6EEEIIIcSNyaIjxEeOHuXpZ57h/PkYfHy8mfnSS6xbu5r+/QdSXFJSbV93d3defOF5Fi5aXG37Bx/MZs/evZSVlTFo0CA+nDMbBwcHvv/+h4te97lnn2HWrJlN8piEEEIIIcS1ReHh6W20dBBVnJ2dOX7sCK+/8Sa//PKrebujoyPLl/1BXn4eU6ZMQ6fTXfQcr7w8i0mT7qVL1+4X3UetVqNWq6udP+LUCUJCwyguLm6cByOEEEIIIRqNo6Mj8XExTZKvWbxk4kKFhYXExMQQGhpq3ubo4MDSJb9TXFzM9OkPXDIZBtOoc0BAQLWE9980Gg3FxcXVPoQQQgghxI2pWSXEDg72hISEkJGRAZheCfzxx1K0Wg1Tpk6joqLisufo2LEjeXl5aDSapg5XCCGEEEJcByxaQ/zft95k0+bNJCUl4+vrw8uzZqHX61mxYiWOjo4s+2MpdnZ2PP7EEzg5OeLkZJr8lp2dg8Fg4Lbhw/Hy9uLw4SNUVJQzaOBAnnv2Wb766itLPiwhhBBCCHENsWhC7O/vz3fffoObmxs5OTn8/fdBbh9xBzk5OfS7+WZ69uwBwOFDB6sd1617T5KSktDqtMyY8QDvvvM2KBTExcXxxhtv1Jh4J4QQQgghxMU0q0l1ltKURdpCCCGEEOLK3TCT6oQQQgghhLjaJCEWQgghhBA3NEmIhRBCCCHEDU0SYiGEEEIIcUOThFgIIYQQQtzQJCEWQgghhBA3NEmIhRBCCCHEDU0SYiGEEEIIcUOThFgIIYQQQtzQJCEWQgghhBA3NEmIhRBCCCHEDU0SYiGEuIyH29/D4IA+qJXWlg5FCCFEE5CEWAghLqGnV0c6eYRzR4tBWCmtLB2OEEKIJiAJsRBCXISnrRt3t7oTgD2phyjVlVk4IiGEEE1BEmIhhKiFUqFketvx2FrZcL4ggXXx2y0dkhBCiCYiCbEQQtSir083WjgFYDAaWRi1EgNGS4ckhBCiiUhCLIQQtbCurBdWKhQ4qR0sHI0QQoimJAmxEELUYn/6Uc4XJAAws9vDBDr4WjgiIYQQTUUSYiGEqIXGoOXb07+Zbz/WcbIFoxFCCNGUJCEWQoiLqNBr+O3sWgCc1Y4WjkYIIURTkYRYCCEuITo/DgCdQY+VQmXhaIQQQjQFSYiFEOIScivyKdOVY6VU4WvvZelwhBBCNAFJiIUQ4hK87Tyws7JFb9CTV1Fg6XCEEEI0AVmHVFxTZnV7GHsrO3LK89mRcoDTuWelO6xoUj29OwFwJi+GkhtkpTpvOw9aubRgf/pRS4cihBBXhSTE4priYeuGnZUt7rautHYNIbUkg81JezmeFSkLJ4gm0dPLlBAfzjpl4UiujlsD+jI6dAhKhZIzeefJqyi0dEhCCNHkJCEW15SPj/2Am60LbV3D6OfXHX8HH+5vO4GsFoPZmryPQxkn0Rn1lg5TXCfau7XG086Ncl0Fp3KiLR1Ok1IrrZnUehQ9vDsCEJUXi41KbeGohBDi6pCEWFxTsspzySrP5Wx+HFuS9tDfvxeDAnrjZefOpNajGBE8kO3Jf7E//Sgag9bS4Ypr3LiWwwA4VxCP1qCzcDRNa0LYbeZkeOn5DexNO2zhiIQQ4uqRhFhcs8r0FWxO2svOlL/p69uNIYE342rjzPiw2xge3J+dKX+zN+0QpbpyS4cqrlFVSfC5/HjLBtLEnNWO9PLuAsC6+B2SDAshbjgW7TIxa+ZLZGdlVPv4a/9e8/02NjbMmfMBZ6PPEB8fy08//YiXV/W2RwEBAfz262ISE+I4E3mat958A5VKeoXeSDQGLbtSD/L2obn8dnYtWWW5OFrbMzJkMG/1epbOHm0tHaK4RhVqigEo11dYOJKm42Blx9Q2Y7FSqogvTGZL0h5LhySEEFedxUeIz5yJYsLEiebbOt0/9Z/vvvM2w4YN5cEHH6awsJDZsz/g55/nc+edowBQKpX89usvZGZmcsedI/Hx8eHLeXPR6nS89977V/2xCMvSGfX8lXGMvzOO09WrPcODbsHfwYeH2t/NpsQ9bEjYiVEm3ol6KNAUAdfvKnWO1va81vMp7K1sMRiN/BGzUX5DhBA3JIv3IdbpdWRmZpk/cnNzAXBycuK++ybz+htvsmfvXk6cPMnTzzxL75tuokePHgAMHjyI8PA2PP7Ek0REnGbbtu3Mnj2HB2c8gLW1teUelLAoA0aOZp3mw6PfsSP5AAC3BffnsQ6TsLeytXB04lpSNULcz6+HhSNpGu3dWpt/JxZHrySpOM3CEYnmwEqhQonC0mEIcVVZPCFuGdqSiFMnOHzoIN98/RUBAQEAdO3SBbVaza5du837nj9/nqSkJHr17AlAr549iTxzhqysLPM+23fsxNnZmbZtwy96TbVajaOjY7UPcf0xYGRl3GYWRK1Ao9fSzr0VL3V9CH8HH0uHJq4RVQtxuNm4ML7lbSgVFv+T2ajau7cC4M/E3RzOirBwNMLS3G1cuLvVHXx488s81XmaJMXihmLRv+5Hjh7l6Wee4e57JjFz1iyCg4NZt3Y1jg4OeHt7U1FRQWFh9R6YWVnZeHub6oi9vb2rJcOm+7PM913Mc88+Q3xcjPkj4tSJRn5kojk5khXBpyfmk12Wh6edO893eQA/WYJX1MHx7EjzhLpBAb15ouN9OFjZWTaoRqJEQVvXlgBE5p6zcDTCkrztPLivzWhe7/U0t/j1xEppRSuXFgwJ6mfp0IS4aiyaEG/btp01a9YSGRnJjh07uXfSZFxcXBgzdkyTXvezz78gJDTM/NGxU5cmvZ6wvNSSDD4+/j2JRanYqNR09+po6ZDENaBUV87cUwv5IXIpFXoNbVxDeanb9fEuQ4hzIPbWdhRrS0koSrV0OMICqvq4/6fHE/T26YpKoSQqL4ZNiaaJlSOCB8rggbhhWHxS3YUKCwuJiYkhNDSUXTt3YWNjg7Ozc7VRYi8vTzIzTaPAmZmZdOverdo5qrpQZGZmXvQ6Go0GjUbTBI9ANGelunL2pR0h2Mmfls5Blg5HXENO5kTx6fEfebj9PeZ3GRZErSAi96ylQ2uwdm6mcolz+XEy2fQ6oFIoCXDwRaVUoVIoUSqUKDF9VikUptsKJSqFEiulFZ08wunk8U9p4amcaDYl7iGx2PTiyN/Bm04e4UxuM5r/HZ9/0ZVArZVWuKidcLVxrvHZVe2ErZUN+RVFLIxeQbG29Ko8F0I0RLNKiB0c7AkJCWHpH8s4fuIEGo2GAQP6s27degBahYURFBTEocOmHpmHDh/m+eefw9PTk+zsbAAGDRxIYWEh0dHX7j8q0XRiC5MAaOEUgEqhRG80WDgica1IK83i4+M/8FiHyYQ4BzIh7LZrOiEOdw0FkNHh68SD7e6mo0ebeh1jMBo5ln2aLYl7SS2tPoi05Px6wpyDaeEUwK2BN7M1eR8A7jaudPfqQDev9vjae2GtvHwa4WvvRYVeBqFE82bRhPi/b73Jps2bSUpKxtfXh5dnzUKv17NixUqKior45Zdfeeft/5Kfl09RUREffPA+Bw8e4siRIwDs2LGT6OizfPXVPP7737fx9vbm1Vdf4cf5P8kIsKhVZlk2xdpSHK3tebDd3exNO8LZ/FhZ7llckpVCRRfPdhRqilkVt5XnutyP8RoeVPWycyfEORCD0cCx7NOWDkdcoZu8u9DRow16g56c8nwMGNAbDRgu+Kh+20hmWTZ7046QWZZT6zkLNcUsj93E1PCxjA4dgpedG372PoQ4B9TYt0KvIb+ikAJNEQUVReRrCsmvKKJAU0iFXoujtf11v9KjuPZZNCH29/fnu2+/wc3NjZycHP7++yC3j7iDnBzTL+hrr7+BwWjgp59+RK22YceOHcx6+WXz8QaDgcn3TeGjj+awccN6SktLWbJkKbNnz7HUQxLNnBH4K/0Yw4L60dGjDR092lCuq+B03jlOZkcRmXdeRjJEDR092jC97XgAjmaaujEUaYstGdIV6evTHYDI3PPkVRReZm/RnDmrHRnfcjgA6xJ2sC15f6Od+1DmSbp7daCDe2v6+pp+ZgxGA2fz4zmWdZro/DhKdaWUy99McR1QeHh6X8PjHI3D0dGR+LgYQkLDKC6+dv/Jibpr4xpKZ49wOnu0xdXG2bxdZ9BxPPsMa+K2ka+RREGYWCut+KTff6ptO5UTzfeRSywUUcNZKVS83fs5HK0d+O7079d02YeAh9vfQyePcBKKUi5Z69tQzmpHJrcejcFo4EzeeY5nn6FIW9Ko1xCirpoyX2tWNcRCXC1n8+M4mx/H8pg/CXL0p4tnOzp7hONj70lP70508+rA8axIdqUeJL4o2dLhCgvTGnS8sPc9RrQYyK0BN6NSKmntEkI3z/Ycy460dHj10solBEdrB3QGHWfz4wBQK63RGLQWjkzUVw+vjnTyCEdn0PPr2TWNngyDqXTim9O/Nvp5qyhR0MO7I0WaUqLzY2WCp7AYSYjFDc0IJBanklicytr4bbR1DeO24P6EuQTTw7sjPbw7klCUwu7UQxzLOi21xjeg0SFD6OQRjqedO6oLFuawtbLhgXYTubUohUXRqy5ai9ncpJSkm+vox7YchrXSmp5eHZlz7DvSS7MufwLRLDhZOzAx7HbAtLBK2jX4vVMrrRnXcjj9/HpgMBp5fu+7lg5J3MAkIRbiAlH5MUTlxxDo4MsA/5vo4d2RFk4BTA0PYEzoUPanH2Vv2mHzkr7i+uZm48LQCxYnKNWVk16SRVppJmW6cgYF9KGFUwD3tRnD/07Mt2CkdVekLWFh1Eoe6ziZW/x6mreHOgVKQnwNuavVCBys7UkqTjN3gLiW9PTqyOjQoeaStYicaBkdFhYlCbEQtUguSefXc2tYE7+Vvr7d6e/XE1cbZ24PHsCwwH7sTz/Kspg/5Q/4dc7T1g2AnPI8PjvxMwWaomr3H8o8xcxuDxPqHEhXz3Yczz5jiTDrLNjRHx97T4xGI7nl+XjauZnvk5KJa0dXz3Z09WyP3qDnl7NrMFxD7SMDHXyZEHY7YS7BAGSX5bIidrPUsguLk4RYiEso1payJWkv25L309kjnIH+vQlzCaa/fy9iChM5miUtq65n7rYuAGSW5dZIhgHSSjPZkrSXES0GMqPdXby8fw5l+oqrHWadhLn68HTHGSgVFl2gVFwhR2t77gq7A4DNSXtJLcmwcER142htz50tBtPXtztKhYIKvYbNiXvYkXJAStFEsyB/GYWoA4PRwPHsM3x+8me2JpnenryzxWBJLq5zHpUjxLnl+Rfd58I2V7cG3tzUITXYhI7tzT+vUXkxlGjLACjWlpBSkkFsYaIlwxN1NKHl7TipHUgtyWBz0h5Lh1MnHd3b8FqPJ+nn1wOlQsHhzFO8d/hLtiTvk2RYNBsyQixEPf2ZuJvePl3xsnPn3lYjWXJ+nax4d53q6N4a4JITli4sNejg3pr1CTuaPK6GSC0oIdDV9PXpkl18G5mCg5WD1MM3QwoU2KjU2KrU2KhsTF9b2RDo4EsP747ojQZ+Obvmmvi746J24v62E1CrrEkuTmNZzJ/mFUOFaE4kIRainjQGLStjNzElfBx9fE2J8fwzf0hvzutMK5cWBDr6odFrOZx58pL7Lo5ezZTwMQQ6+jK59Sh+P7euSVpgXYmSEkdwNX3dLySYcG9XNkYnUChrKlicp60bd7e6Ex97D+yt7LBRqS+5//bk/SQVp12l6K7MHS0GolZZE1eYzOcnf76m6p3FjUUSYiEa4HBWBCW6cqa3HU+YSzAzuz3MD5FLSSxOtXRoopEMDugDwN8ZxynVlV9y34OZJ1AqFNzbeiR9fLthBH47t/YqRFl3bVxNo91RBVGonErwcLBjSve2HE/NYsf5JMp18ta1JThbO/JExynVJjhW0Rv0lOs1VOgrKNdXUKHXkF6azcaEXRaItP587T3p7dMVgJWxmyUZFs2aJMRCNNCZvPN8cvwHHm5/D772Xjzb5X6WnFvHwcuMJormz8vWnQ7ubQDYlXqwTsccyDiOxqDl/rYTuMmni0UT4lDnILp7dSCrLJeU4nT0Rj0BDj7oDHp+ilyDAS2DwgLpHuBNV38vWnm4suVsAlFZeRaL+UZkp7Lh8Y6T8bRzI6ssl8XRqyjSllCur6BcV3HN19f28u6CUqEkIuesLHAkmj1JiIW4AllluXx6/Eemho+jk0c4U8LH4ufgw+q4LZYOTVyBAQE3oVQoyCjNrteCG5G55wFQKZRYKVQWS2iGBPSls2fbGtuj8mIoqxzt3hSdwOn0HEa0DcHTwY5xnVqx9Vwih5Kuja4F1zprpRWPdJhEgKMvBZoivopYTM4lJm9ei6yVKgBSrpFOGOLGJlPkhbhC5XoNP0QuMb+NOSSwL+3dWlk4KnEl3G1M7dZ87D25o8UgrJVWDPC/CX8Hn0sep1AozF9bq6ybNMZL2ZN2uMY2g9HAvvQj1bYlFxQz/+BpjiSbEpZbWwXRztv9qsR4I1MqlDzQdiJhLsGU6sr5+tQv110yDJgn/amkG4+4BsgIsRCNwAhsTNyFnZUtgwJ6Myp0CGfyYmThjmvU0vMbUClUtHdvxe3BA7g9eID5vjcPfk5eRUGNY24N6Mvo0KHm29YKK8quSrQ1RefHsiVpH8OC+nEw4wQrYjehUqhqnfipNxrZfDYRpUJBtwBvRrdvid5o5KyUTzQJBTCp9Sg6erRBo9fy3enfSC3NtHRYTcJgTohVFo5EiMuTl21CNKI/E3dRqi0jwMGHXt6dLR2OaKACTRHfnP6V+Wf+IL+isNp9D7SdWGPEy8HKjjtaDEJ5wQixi43TVYn1YgorFxJRKVSU6sov2wXlz+gETqZlo1QqGNuhJa08XK5GmDecMaHD6O3TBb3RwPwzy67rFmRVI8QX/l4I0VzJCLEQjahUV87mpL2MbTmMkSGDicg9S6nOUuOE4kodzz7DmbwY7ggexOBAU9eJEOcAxoQOZUXsZvN+XTzboVZZk1teQIGmkNSSzBoriFkpVLjZuJBVnntVYjeYk5G6j3tsOBOHlVJBex8PxnVqxbKT54jLLbz8gcJsaGA/enp3pEKvRWfQoTPqTZ8NOrp5dTDv9+vZ1UTmnbNgpE2vIT+DQliKJMRCNLLdqQfp798TD1s3nuo0lS9PLaJEkuJrVoVew8q4zayM20xH9zY80uFeBgX04XxBIidzogBwsLYHIKk4lR/P/FHjHN52HjzWwdRN4HTuOZbFbGzymtGG1G8agbWRcSgVCtp6uzOhU2t+ORpFWpH02K6Lzh7hjA4dctn9VsRs4lDmqasQkWVJQiyuJZIQC9HIdEY930T8xtOdpxHo6MtTnaYyT5Li60JE7lm2Ju1naNDNTG4zmpRj6eSU53MuPw6Adm6tsFXZUK6vMB8T4hTAIx0m4ViZNHdwb01rlxA2J+1le/L+Ru1E0dI5mHZuYZzOPWtORmrrNnEpBqOR1adjsbW2IsTNmeHhwSw6EoXBKPXwl+Jp68Z9bcYAEFeYxNakfVgprbBSqkyfFVb4OXiRVJzGX+nHLBzt1WGQSXXiGiIJsRBNIKMsm7knF/J052kEOPryZq9n+D5yCecK4i0dmrhC6xK209I5iJYuQcxoO5FPTsxHqVBhNBpRq6wZ6N+bTUm7AVPy+0DbiahV1iQUpbAydgsjWgwk3DWUkSGD6eXdiT9iNnI2P46WzkH08emGu60LxdpSjmZFcC4/nrILkuvLmdx6FN72HtwW3L/adjcbZ/Iq6l76YDAa2RSdwAM92+Pv7Mio9qGsPh1b5+NvNFYKFQ+0m4idlS2xBUl8cWqBLELBhTXEkhBfS2xVNvTx6UqBpojIvPNU6G+M5SwlIRaiiWSUZfPFyQU83XkaLmonnug0haXn198wo0PXK4PRwM9Ry3i5+2MEOfnT1bMdd7YYbG65dmfIIDR6DWX6cu5pPRKVQsnp3HP8dGYZGoOWL08toodXR8a1HI6PvSdPdZpKTnk+Hrau1a7T3asDBqOBhKJU/ko/yuHMU5ccTQ5xCsDb3qPW+1o4BdQrIQbILS1nRcR57urcmvY+HpRqdCQVFGFjpeJEana9znW9mxB2O0GOfhRrS/g5apkkw5WkZOLaY6uy4alOUwl28gdAo9fy+t+f1uuF+bVKEmIhmlBmWQ5fnFjAg+3vxt/Bm0mtR+Ft58GauK3SkO0a5mBtT3ReDN29O3J/2wkA6Ax6rCoXIhgXNty874H04/x+fl21JOlIVgQpJenMaHcXPnaeeNi6YjQaiS9K5nBmBH4OXrR2CcHH3pNQ50BCnQPp69uNeacWoTPoubf1SPwdvFkYtdI8SW94UP/K6x1jWcyfdPYI5yafrnjZuZFR2rAENi63kHVn4hjdviU9g3zoGWTqw6xAwfHUrAad81qnQIGdlQ32VnbYWdnSzbM9/fx6YDAaWRi1kvzK7h4CbFQ2gJRMXCvUSmse6zCZYCd/tAYdhZoiCjXFN0QyDJIQC9HksspzmX30G24PHsAdLQYxJPBmPG3dWRS9Eo1Ba+nwRD21dA7mmc7Ta7SSMhoNQPV+q2klmfx6bk2NczhZO/CfHk+Yb1foNdio1IQ6B2GltGLp+Q0sPb8BV7UT3b06MjzoFkKdg5gaPpb8ikL6+nYD4PVeT3G+IIHM0hw6erTBYDSwJXkfGoOWw1kRHM6KuOLHG5mRi521FcPbtDBvG9E2hNjcAgrLr9+3Um1VNvg7+BDg4EOgow/+Dj742HmiVqlrbSO2KXE3UflSVlLF3sqO/n49Aciox2qPwjJMKyfeS0uXIEq1Zcw9tZCUkgxsK1/U3AgkIRbiKvkzcTfZZblMbjOaLp5tcbOZznenf6dQW2zp0EQ99PXtWmtCZK2yplxXQUJRCuFuLQHwsffCwcqu2oRKdxsXnul8v/n296d/JyL3HDf7dmdUyK0EOfrxfJcZbE/+izXxW9me8heJxak80XEKXT3b17huK5cWtHIxJavHsiPJKmv8tm5HkjNxslHTt4WfeduodqH8eiz6unqnw9PWzfw98LS79Ip9FXoNpboySnXlnM2L48/E3VcpymvDva1H4mLjRHppFluS9lo6HHEJVgoVD7a7mzauoZTrKvgq4hfzctvlN8joMEhCLMRVdTgrgtyKAh5qfw/BTv680PXB63qlquuNtdKKLh7tAPj93DrubT0SgMjc8xiMBlbEbiK7PA8FCu5udQcavbZGd5HhQf1xt3UhsyyH707/Tmbl6Nm+9COcyDnDmNCh9PbpytCgm1EqFKyK28L5ggR+PbuGaW3HAbAmbhtbk/fhZuNCZ49wOnu0xUqpYm3ctiZ77Dtjkiksr8DRRk3PQB+C3Zy5KdiXvxPTm+yaV9NN3p25q9Ud2KjU5m255QWklmSQXJJOakkGaSVZlUlwmXnCmKipt08Xunq2Q2fQszBqJVqDztIhiYtQKpRMbzue9u6t0Oi1fHP6NxKLUy0dlkVIQizEVRZbmMSnx3/k0Q6T8LH35IWuD7I6bit70w5dV6Nt16OO7m2wtbIhpzyfv9KPUqwtIak4vcZSzkaMLDm/vsbxKoWSLp6mhHrJufXmZLhKsbaUX86uIaYgkcltRnNrYF8q9Bo2Ju7icNYpKvQV2FnZcTDzBAB5FQXsSj3IrtSDTfSIqzuaYqobzi+r4M52oQxsGUBcbgGZxdduS0E7lQ13t7qTHt4dAYgpSGRL0l7ii1JkUZ0G8LR1Y0LL2wHYkLCD5JLr4wXT9UiBgiltxtDFsx1ag47vIn8ntjDR0mFZjFS6C2EB2eV5fHpiPlF5MahV1tzVagRPdJyCm42zpUMTl9DTuxMARzIjMAInc6JrJMOXcotfTxys7SjQFHG+IOGi+x3IOM6ymD8BGNFiILcG9AXgVO5ZczJsSSfTsonOykOlVDKmQxhq1bX5r6SlcxCzuj9KD++O6I0G1sZt44uTC4jMOy/JcAMoUTA1fBy2VjacL0hgW/Jflg7psqwUKtxtXKq9M3AjUACTWo+kp3cndAY9P0b+wdnKfuo3KhkhFsJCynTlfB3xC7f49WJM6FDC3VrySvfHWBG7ib8zLJ/0iOoCHHzo5BEOwOGs+q8ydrNvdyaEmUbO9qYexniZ9wN2px7ERmnNqNAhjG05jPTSLCLzztc/8CayMSqeAGdHPB3smNGrA+vOxJFcYNl6eJVCiZedB772nnjaumHENAqmAFBUfq687WLjxM2+3VEqlGSX5bIgeiUJRSkWjP7aNzy4P6HOgZTqylkUvfKyP+NXiwJwVjvhYeta+eGGu40rXnbuBDv5Y600pUJag44iTQnF2hKKtaUUVX4u1pZUbq/8Wmva51ouBZkQdjt9fLthMBpYELX8ul9GvC4kIRbCgozAnrRDROXFMCV8DKHOQdzXZgydPdry+7l1FGllyVxLs1ZaMTSwHyNaDAQguTiN9NKLtxxToKCFUwCetm6oVdaczInCWmnF+Ja3AbAlaR+bkvbU6dpbkvfhauNMf/9e3NFiULNKiMu0OladPs+YDmG42dsypXtbDiVlsCs2BZ3h6tTX2qlsGBjQG38HH3ztPfGy86h3i6+/M06wPGYj5TfI4gNNJdjRn9uCBwDwx/kN9e573RiUKGjhHEioUyCedm542LrhYeOKu60LVsqLpztVLROtlVa427rgbutSp+uV6srJKc8jpzy/8rPp6+zyPPLKCxp1FcrGokDBuJbDGeB/EwajkcXRqzlRuQT9jU4SYiGagazyXD478TO3BvblzhaD6OQRTkvnINbEb+NA+rFmMs5y42njGsrk1qNwr1w0I6U43VzKYKVQoTPqsVXZYKtSozca6OLZlkEBffC2+2eBjJEhtxJfmIxaZU1MQSJr4+s38W1j4i5u8ulCsJM/7d1aN6uRnKT8Yr7/O4IhrYLo4u/FTcG+tPJ0Zd2ZOFKuwmjxA+0m0tYtrNq2Ml056aXZZJXlYMSI0Vg1TmnEaDTVd1dtj8qP5VROdJPHeb1TABPDRqBSKDmSGcGRRmj3V1dqpTVt3cLo5BFOB/fW5iXS/01vNJBXXkBuRX5lAptPbnkeCcWpZJXlolZa42htj6O1A47WDjip//na0doeJ2sHnKztcbB2wEntgLXSCnsrW+wd/Qhy9KtxPYPRSIGm0JQgl+WRW2H6nFOeR0ZZNqW68kZ7DhQoMGJEiQJntSOuNi642jjhqnbG1cb04WbjjIvauVqyv+T8uga923W9ajYJ8TPPPM0br7/GN99+x2uvvU5QUBDHjh6udd8ZDz7EmjVrAcjOyqhx/8MPP8rKVauaMlwhGp0RI9uS9xOZe44p4WMJcvRjUutR3OzbnT/Ob7xhZ/5ayq0BfRkdOhSlQkFueT4rYzebR1Jmdnu41n+CVUq1ZSSXpONl546bjQsdPdoAEN2APrXF2lL2pB5maNDN3B48oFklxAAVOj0bouKJysxjRNsQ3O1tmdq9LfsT0tgd23QlCK1cWpiT4Y0Ju4gtTCK9NIsCWRjjquvo3oYQ5wDKdRWsiN3U5Ndzsnago0cbOrmHE+7W0lzyAFCiLeVcQTzppdnkluebR2/zKwoxXGJoQWPQkltRQG4d5wTYqtS42jjjbuOGp52pDMPT1g13W1c8bd2wUalxs3HBzcbF3Baxis6gZ2PCTnalHmxwL3oFCjp7hDMk8GZCnAPRGw0oqNuqgBV6Davjtsqqqf/SLBLibl27Mn3aNCIiTpu3paSk0L5Dx2r7TZs6laeeepJt26qPsDz19DNs377dfLug4Oq/VSNEY0krzeKTYz+Y3yZv4RTAC10f5K/0o6yN3y6Tfa6CkS1uZXjwLQDsSzvCithN1eoFL5YMp5dmsTftMAfSj6MxaHFROzGr2yM4qR0AUx1yQ2xP2c8A/16EOAfQzi2MM3kxDTpPU4rNLeCHg/+MFvcL8Se1oJjzOXWfdFgfI1vcCsCe1ENsTNzVJNcQdVPVH3t/+tEmK/OyUanp79eTTh5taeEUUK0XeHZZLqdyznIqN5rYgsRLJr6NpVyvIb00m/TSbMireb+jtX21BNnD1g0PW1d87b1wVjsyKnQIgwP7sjv1ILtTD9X577q10oqbvLswOLD6O1FVpUJ6g54CTRH5FUXkaQrIryiioKKQfE0heRWF5FcUUqQpvirP0bXG4gmxg4M933zzFc+/8CIvvvCcebvBYCAzs3qd3h133sGq1WsoKSmttr2goLDGvkJcywwY2ZV6kKNZpxkTOpSbfLrQz68HgY6+fHL8R0uHd91SYJpsMsD/JgBWx21lW/L+GvttS/6LIYGmzg8bEnayNWkfBozVlmcGKNAUsSB6BU91mgpgbrlWX8XaUg5kHGOA/02MCB5EVF5Ms/x3VjVaXKbV0aeFH0PbBBP/dwQ6Q+NG296tNS1dgtDotXWuxxZNQ6lQ0t69NQAnm7AWdULL2+nj29V8O6EohVM50ZzKiSbtEjX9lmKagFdKfC0TNfv4dGV40C142rmbVy/dn36UHckHyNfUPqBXtfLfAP+bzC+wS7Rl7Ek7xF/px9Ab9WCEIm1Js5nMeK2xeEI8Z85stmzZyu7du6slxP/WpXNnOnfqxMsvv1Ljvg/nfMBn//uEhIREfl6wgF9//e2S11Sr1ajV/7RYcXR0bHD8QjSlIm0Ji8+u5kDGcZ7pPJ0WTgH42Xs1y38A1zonawfziw+D0cgf5zewL/1Irfuui9/GQP9eWCmt8LbzuOTkmbP5cZzOPUcH99ZEXcHI7q6Ug/Tx6UaIcwAD/XuzM/XvBp+rqe2NT6W9jwdudrb0beHHnrjGK/dRACNDBgGwO/UQhRpZ6dGSwpyDcbC2o1hbQlxhcpNcw87Klu5eHQBTecy+9CPX9Pf9QMZxDmacoItnO4YF9SPQ0Y/BAX0Y4NeLQ5mn2Ja8n4yybADcbVwZHNCbPr7dzK3hcsrz2ZFygAPpxxpcciFqsmhCPG7sWDp36syw4bdddt/77ptMdHQ0hw5Vryv+4IPZ7Nm7l7KyMgYNGsSHc2bj4ODA99//cNFzPffsM8yaNfOK4xfiajlfkEBEzlk6erShi2c70hIlIW4MLmonenp3oqdXRwIcfQHT5JvF0asuOjGok0c4jtb2rI3fzriWw3GwsrvsdZbFbORUTjSHMk82ONas8lxWxW3m7lZ3Mjp0COcK4s3LqzY3Wr2BrecSGd+pFX2C/YhIzyGvrHGWgO3i2Y5ARz/KdRVsTd7XKOcUDdepsj4+Iudck41M9vLuhFplTUpJxnVTHmPAyLHsSI5lR9LWtSVDg/rRxjWUPr5d6ePbleTiNGxUNnjYuprrgpOK09iWvJ/jWZFS8tAELJYQ+/v789577zLxrrupqLj0H0pbW1smTBjPJ598WuO+Tz79n/nrU6cicLC356knn7hkQvzZ51/w1dffmG87OjoScUr6vorm7UTOGVNC7NGWPxN3Wzqca5ZaaU1nj7bc5NOZNq4tq9UiJhensy5++0Xbm7mqnXiw3V3VJq641GExlZzyfPanH73i2PemHaGdWys6eYQzve14Pjr2fbPthRqdlUdcbgGh7i4MaxPM0hNXPhlQiYI7WwwGYEfKAamnbwaqenOfym26bh03+3YHYH/alf8ONUdR+bFE5cfSwimAoYE308mjLYEXzFM4kxfDtuT9N/zCGU3NYglxly5d8Pb2Yvu2Lf8EY2VF3759eejBGfgHBGGo7GU5atRI7OzsWLL0j8ue98jRo7z00ouo1Wo0mtr7Smo0moveJ0RzdSrnLHqjgQBHX6a2Gcva+G3ky4z6Omvl0oI+Pl3p4tmu2qpU5wsSOJRxkhM5UZdNsPwdfGvM4tZf5V6jv51bS7CTP772XowNHcYfMRuv6vXrY3N0Ao/27UyYhyutPFyueIJdT+/O+Nh7UqItZUdK818F7XrnZ++Nh60bGr2W6Lz6d1CpixCnQPwdfNDotRy+gndYrgUJRSn8eOYPvO08GBJ4My2cAlgfv51TuWctHdoNwWIJ8Z7du7ml/8Bq2+Z+8Rnnzp3ni7nzzMkwwJT7JvPnpk3k5ORc9rwdO3YkLy9PEl5x3SnVlbE1aR+3Bfenl09nuni2Y3vKX2xL3k+FLCpwSQP9bzKvEgeQVZbLocyTHMo8SU55fp3P4+fgBcCRrAg2JOykrWtLkorTGjvcSyrWlrI4ejVPdppCf/9enMmLIaKZ/sPMLasgpaCYABdH2ni5XVFCbKVQmRdH2ZK0TxbSaAaqRoej82ObrJa1anT4WPZpyvSNU3bT3GWW5fDbubWWDuOGY7GEuLikhKio6jNSS0tLyc3Lq7Y9NDSEvn37cu+kyTXOcdvw4Xh5e3H48BEqKsoZNHAgzz37LF999VWTxy+EJaxP2MGpnGjGthxGK5cW3B48gJt9u7MhYScH0o9JXVktbg3oy9iWwwA4lHGSvWmHiSu69OQfa6USGysVaisVKoWCnNJyDEYjvvamhDi9JIusslyyynKbPP7aROfHsj35L24N7MvkNqOYfeRbCrXNc5JRZEYOAS6OeNjbXtF5+vp2w8PWlYKKIvakHWqk6MSVqKofbqrFTexUNubJdNdruYRoPizeZeJyJk+eTGpqKjt27Kxxn1anZcaMB3j3nbdBoSAuLo433niDhYsWX/1AhbhKEotT+eLkAjp5hDMmZCje9h7c23okgwJ6syp2S7Na3vdqauXSghntJuJo7cCpnGh0Bj3WSivzohh/Ju5mQ8LOS54jyNWRCZ1aY2dd/U+jRq+nTKujhTIYAIOyGKVCgcFouRcg6+K308Y1hEBHP6aEj+HriF+a5cuhqMw8hrVpQaCrE0421hRV1H8k0VppxfDg/gBsStrTbOumbyQuaidaOAVgMBo5nds0i8X0rJxMl1qScdkXsUJcKYWHp3dz/Bt6VTk6OhIfF0NIaBjFxc1zlEWI2igVSvr59mBEi4HmJUu/OvULUfnNb+GGpjYtfBw9vTvVet/6+B01+tUqMHUsMBgNpJVkoVZrmNbznz7BBoORCr0eBWBrbQVG8NXdhgIlmVa70StKOJKcweaziU34qC7Nx86Tmd0eRq2yZmXsZnakHLjic6oUShQoLtlKrr6mdG9LkKsTW84mcji5fp0xnNWOTA0fR7hrKDnlebx7+Ev0/+r3LK6+W/x6cHerO4ktSOKzkz81yTVe7v4oAQ4+LIvZyO5UeVdANG2+1uxHiIUQF2cwGtiTdojDmSd5pMMkwlyC6eLZ9oZKiJUKJaNChlRLhpfFbMRoNKJSqEgvza71+ejv34uJYSPMt7UGLWhL0SqKOZASQ2JhFh62bnjbeRDg4IWPvRcKpRK9UY8e0+JAPQJ9LJoQZ5RlszJ2M/e0vpNRIbdyNj/uiluxvdTtYVzUTnx07Hvy6riM7eVEZeYR5OpEW2+3eiXE7d1aMSV8DI7WDlToNSw5t0GS4Waik3vTdpcIcQogoHIy3aHMU01yDSEuJAmxENeBMn0F25P3E+YSTJhLsKXDaXRWChWuNs7YWdliq7LBzsoGW5UtHrau9PHpiputC2BqxbUmbutlkyYrhYqhgf3MtzV6LWqVNeCCtdGFW/0DwL/mcQajgY0Ju0nWnGdMhzDKdZZ/635f+hHau5tasd3d6k7+d2L+FZ2vannp24P789u5dY0RItFZuQxrE0yQqxOOamuKNZcum1BVvsi5tXI1wOTidH6OWk5m2eUnVoumZ6tS09o1FGi6+uF/JtNFUqYrb5JrCHEhSYiFuE7EFCYB4GvvhYOVHSXXeI9WJQrC3cLo5d2Jzh5tKxPWi9MZdGj1Ouyt7Ahw8KG9e2tcbZzR6DVklOWQXJxOSnE6hdpi+vh2w9XGmbyKAt45NA+90YCHrSt+Dt742Xvj5+CFq9qZnPI8MstyyCzLIaM0h+zyXLQGHZ18PQBIyW8eJVYrYzfTwb0Noc6BeNq6kV2ed8Xn7OvbvdES4qIKLcn5RQSaR4kzL7qvp60b09uOp4VTAAC7Uv5mddzWRi3hECYKYID/TVToNfydcbzONejt3FphpVSRUZrdJC9SbFU2dPfqCNAo/buFqAtJiIW4TpTqykgrycTPwZuWLsFNNnLT1AIdfOnl3Zke3h1xVv+zrHqFXkOprgyD0YCDlT22VjYAFGlKyNcUEuTox/DgWxgefMslz1+oKcZaafrTtzVpnznRyi7PI7s8r07Pm5XK1ItYa2geb99nl+cRlRdDe/dW9PXtxtr47Q0+V7G2BEdrBwCCHP0ara1cVGYega5OdPT15EhKJrXNRwxxCuCJjlOwtbKhRFvKr2fXSA/WJjQsqD8jQ0wLnfT07sQvZ1eTV1F42ePMi3HkNM33pmoyXVpJJnGVL/SFaGqSEAtxHUkuTsfPwRsvW3dLh1JvCmBa+Hh6eHc0byvWlnA4M4JDmSdJKk6jr0837m51ByqlCqheItHRvQ2jQ4fga+9FQUUREblnSS3JwFZlg5+DN4GOvnjbeZiT7PyKQv5KP9agWK2VpoTYx8meXoE++Dk74GRjzY6YZFILS67siWig/elHae/eit4+XVmfsBNDA2ptQ5wCzMkwQE+vTo2WEJ/JzGVQWCB+zg6MbBfK2siaq261c2uFrZUN5boK5hz9VhaeaULt3FpxR4tBAGgNOtq4hvJK98dYFrPxkjW7SoWS9m6tgKarH+5XtTKdjA6Lq0gSYiGuIyU602QvpwtGVq8VtwcPpId3R/QGPSdzojiYeZIzeTHmxK67VwcmtRkFwPHsM/yZuJvUCyaQReSeJSL3LHZWtpTrymt9+1ettK4si/AitjCpwW/DK5Wm5Z7d7GwZ2uafmu2Ovh4WS4gjcs9SqCnGWe1IR/fWnGzAOwTJxekkFacRVLlsbDev9qyK24KxERq6FWu0rDodw/iOrejo64lWb+DP6IRq+1TVfh/LPi3JcBPytHVjevg4lAoFe9MOsyP5AFPCxxLqHMjU8HF0dA9nyfn1ta7c2MqlBfbWdhRpSogvbPxWaMGO/gQ4+qI16Dh0na9MJ5oX5eV3EUJcK1JLTLWZ/Xy742nrZuFo6q6dWyvzKmS/nlvLT1HLOZ17rtooZ0d3Uz/hv9KPMv/MH9WS4QuVXSQZBtAYtCQUpXAg4/gV1T6ey8qnTKujqEKDpigIR20HlEY1YR6uuF/hAhQNZTAa+DvjBGCq/20InVHP1xG/8OK+9ynVluFq40wrlxaNFuO57HzWRMZiMBrpFuDN0NbVJ4DqKvsLKxWqRrvmjcRWZcOI4IF09Wx30X3USmsebH839tZ2xBUmszzmT7LKc/n8xE+si9+B3qCnm1d7Xu3+GO3cwmoc36ny9zAi92yjvFD6t35+pp/d41mRlMpkOnEVSUIsxHXk74wTnC9IwNbKhqnhY1GisHRIdTLAvxcAe9MO1xgVUlR+uNmYOkmcy0/A0nJKy/lszzHm7TuBiyIYJ4IpLbfG1c6GaT3aEezqZJG4DlSWgLRza4WbjXODzlGsLUVr0HEi5wyAeaWwxnImM5cNZ0zlEr2CfBgUFmi+ryrBUinkX1N9hToF8nL3RxjRYiAz2t3FYx0m1/qieFKbUQQ4+FCoKebHM0vNo/IGjGxO2sOnJ+aTXpqFi40Tj3e8j7vCRqBW/jOh9Z/64cYvl7BVqc2T6falH2n08wtxKfJXR4jriBEji6JXUaorJ9Q5yLy6V3PXwb01QLV6VS87d57qNJXP+7/BO71fMLeTy9dcftLP1VS1fPOxxBKSC4qxs7bi3q5tzJ0ormos5bmcy49HqVDQx6fbFZ3rcGYEAF092zd6gnoqPYc/o+IB6NvCj34hph537pUvevIrpFyirhQouD14AM90uR+PCxLg9u6teKX7Y9wW1B+ryhH3WwP60sPLVJY0/8wfFGpqdklJKk7jo2PfszPlb8DUr3tWt0doUdkX2N3WFY1eS3R+bKM/lh5enbBRqUkvzSJWJtOJq0wSYiGuM3kVBfxxfgMAtwUPIKSyfVVzcrFx604e4aiV1vTy7sTL3R6lTWWvU2e1I2W6ctbF7yCmwHILYdQmtdRUpuJk7cSvx6KIzMhBpVQysn1LBrS8+s991USk3j5dUVzBOwTnCxIoqCjCwdqOdpWTqBrTsdQstlYuajKgZQC9g33xtvcEILMsu9Gvdz1ys3Hm6c7TuKPFIFQKJYcyTzJr/2zeOTyP6LxY1Cpr7gwZzMvdH2VYYD9Ghw4BYEXs5ksmnFqDjhWxm5h3ahH5FYV423vwXJcHeLn7owBE58c2yfLZVeUS+9NkMp24+iQhFuI6dCQrgsOZp1AplNzfdoK53MDS2ru15q1ez/B8lxmAaUSwagIXmOqEP+73KlPDx1XrOxxfmMwHR75hc9KeJqlbvBK55fkAuNu6ojcYWX06ln3xqQD0C/FnTIeWWCmvXunKiewzlGhLcbd1oW0tNaB1ZcTI0ezTAPTw6niZvRvmUHIGO2NME7NubRVEoKMXgCzAUQddPdvxcrdHaeXSgnJdBQujVrIoehXleg1ZZbl8GbGYn6OWU6Apwsfek1GhQ1AqlBzNOs2etLotg3w2P44Pjn5j/ltSpSnKJYIc/Qh09ENr0HFQJtMJC5AuE0Jcp5ae30Cwoz/e9h4803k6c08uJLci3yKxOFk7MCZ0KDf5dAFMyeP9bSfUqE+t0FVgU9lfuFBTzBsHP8PP3ou00qwGtRG7GnIqE2IPm3/ert4dm0JeWQUjwlvQ3scDZ1sblp08R5m26Ve20xn1HMo8yaCAPtzs240zeecbfK4jmREMDuhDR482qJXWaAyXXmGuIf5KSMNaqaRfSACO1qbuKNllV76wyPXK2dqRO0MG09fXVBITX5jCwugVtS7GcjTrNJG557kzZDD9/XphxMjmpL31ul6ZrpyF0SuJyD3LxLDb0Rp0nMyJapTHcqGqlemOZ0fW2t1CiKYmCbEQ16lyfQVzTy3k6U7TzEnxvFMLG2UVs/pwVTvxdu/nATAYjeiNeqyVVtWS4YzSbHzsPTlfmMgvZ1fjZ+9NdnkuBqOBlIt0k2goBeDRSKu5wT+jmUFOfrRzC+NMXgwAp9KyKSirYHynVgS6ODK9Zzv+OHGOnNKmnzm/P/0YgwL60NG9DU7WDhRpG9YKLrE4layyXLzs3OnkEc6RrIhGjtRkd1wKzmpn/LyVGNGjNUpCVJsxoUMZEngzYPpd2pK0l42Juy75YrFcX8HymD/Zk3oIG5X6ot1ZLudo1mmOZ0Wart3I79LYqNT09O4ESLmEsBwpmRDiOlagKeKLkwtIL83C3daFZzpPx8vu6i7aEeTkb/76xzNLya6chFblfEECy2P+BMDHzoNibSnnCuLrtGJWfXnZuvN6z6eZ2e3hRpsoll6axd8ZJ1AplAwLqr5KXmJ+EQuPnCGvrBw3O1um9WhHC7em70CRXppFXGESKqWK3j5dr+hcVUlwVcLSVKLTTUmwnjKC3RrWIeN6183T9CKyVFvGvFMLWZ+wo87vnGSW5VzxIisGjI2eDIOpJMdGpSajNJuYwuY1R0DcOCQhFuI6V6gtZu7JhaSVZOJq48wznafjbXf1OiBEXLC868Pt78HPwRuAZTF/8vzed/ni5AJz/2R3W1fzjPjGZq20Ykb7u/C0c8NKaYW3nWejnfvPxF0AhDoHYauyqXZfbmk5Cw6fITm/CFtrKyZ2bo2dddO/OVe1Cl9f325X1HzvSGW3iQ7urXm/z4s83P4ehgbeTEvnYPMS2I3Bw9YVAJ2ijFB3SYj/zVpphbutaS7Au0e+5HyB5dsPNhZZmU40B5IQC3EDKNKWMPfUQlJKMnBRO/FM5+n42ntdlWsbMfL7uXU1tk8Mu52nO01nRPBASnVllOsqUCqUeDbRCPZdYSPM/VffPjSXtMruEI0hpzyf9NIsVAolbd1a1ri/TKvj1+PR5JSUoVapaOXR9JMcj2adplxXgZedO61cQhp8noyybPalHUFr0OFo7UAnj3BGhw7luS73M7vvLPNCDVfKvTIh1ivKCHVvHpNAm5OqnsKlunKKtaUWjqbxBDn6EeTkj86g42DlwjJCWIIkxELcIIq1pcw7uZDk4jSc1Y78p8fj3NtqZIMXcKgrK4WK/n49a72vpUsQI1oMpKNHGzIqW2352jfeyG2VTu5t6OPbDYPRwIKoFRQ0wbLAZ3JNtcPtL9KiTG8wEptrKgO5o20od7YLxcfRvtHjqKIxaDmcdQrAPAGroZacX8+s/bP59PiPrIzdzPFsUy2ptdKKNrW8AGiIqh7EWmMJrnY2uNnZXOaIG0vVC8Ws66QDhwIF7dzCGN/yNsC0HHuJTKYTFiQJsRA3kBJdGfNOLSKhKAWAm/2683rPp5gQdjuetm44Wjd+gmaltCLA0dd8+7dza2vs42htb65vbH0Fo5kX09O7MwA7U/7mXEF8o58f4HTeOQDaube6aInCwcR0kguKUSoVdPbzZMZNHbive1vCvdxQNEFntqqyia6e7bC3sruic+mNBuKLUtiRcoD5Z5axOdHUrcDYSN0/qhaVyKzsMCGjxNV52ZoS4uulA8ddrUbweMf7CHMJRm/Qszv1oKVDEjc4SYiFuMGU6sr534mf+D5yCdH5cVgprRjofxNv9Hqa9/u8hF8jl1KU6ys4kX3GfHtS61HmrxOLTP16bVQ25tXJVI1cQ6xEQXjlAh9VI5tNIbYgkQq9Bhe1EwEOvrXuU1ihYdGRMyw4HMnp9Bz0BgPBrk6M79SKJ/p2wd3etlFjSipOI6k4DSulFdPCxzXqCx5FZQZvbKQ5VlX1sfH5plIWqSOurmoybFZ57mX2vDb4VNbwn8qJ5tMT84mvfJEuhKVIQizEDchgNHAqJ5ovTy1i7smFxBb8s2rVtLbjr2gSVm1+PPMHP51ZVm3ba39/al4ta4B/L3Mirm2EXreDA/owPXw8g/x7c1/4GOyt7SjVlpkT8KagM+qJzjMtZ9ve/dIru6UWlrAmMpav9p80L+LhbKtukiRwXfwOtAYd7d1bVVv970pVrYLXGF0HrBQqXNSmxx6ZbXo+Wrg5o2yKYfNrlNd1VDKhUihxsTF1WzmVE33F3S+EaAzSh1iIG9y5gng+O/kTvbw7MzV8LAEOPvT26cqBjOONep1j2ZFoT//OnSGDWRGziUJNMfvTj9LRvTWedu708DaNEDpc4Shmf79ejGs5HIAe3v+ssBaRe7ZJWkZdKDLvPJ0929LerXWdFkAo1mjZHZuCq60NHXw9sFY1/hjFmbzzfHLsB6a3HY+fgzdPdJzCtuT99WrZVZt/Roiv/Dl1tTElvxq9lti8bEo1gdirrfF3diC5oPiKz389+CchvnZKJqwUKtq4tsTTzhUvW3e87TzwsnPH3dYVZWXbw8bsVCLElZCfRCEEAIcyT+Jobc+4lsMZ13I4kXnnKdQ0bjISkXuWiNx/2rCll2Yx++i3jAwZzKCAPoCpvVdDhToFMr4yGQZTiURGaQ7ppVlNstzsv1WtCtfSJYjuXh04mnW6TseV60wr2HXw8eBAQnqjx5VamsnHx39gXMvh3OLXk2FB/WjtEsK3p3+lTF/RoMRYWTlC3BhLaVctLa5WWeNh60p8XiHtfTwIdXeWhBhT0lj1HF1LI8RTw8fRzat9rfdV6DWklmSaF7IRwtIkIRZCmO1K+Zte3p0IdPTj3d4vkFuez+Kzq5u056nGoGVF7GZzQhxfmNzgcw0P7o9KqSKuMJn/nZjfWCHWWV5FIduT/+LWwL5MaTOWvPIC4oou/3hKNKaE2NvRnhm9OrAnLoVz2fmNGpvWoGPp+Q1E5cUyufUoQpwD+KDvTAxGI8tiNrI37XC9zldVzTAsqB8d3Fuj0WvRGDRklGazNn4b5XpNnc+VUpJOqbYMe2s7Xun+GIdy9oPR1H5tT1zTlblcK8wt17Rl10wnhh5eHc3JcFReDMnFGWSV5ZBVnktmaQ6FWnmhI5oXqSEWQpgZMPL7ufWU6UzLC7vbujI6ZOhVuXZKsWlkdEfKgSs+19+NXO5RH6vjtnAsKxIrpYrRoXV77o6mZHI0JZMKnR4fJ3smdm7NqPaNU+v7bydzovjs5E/m77FSoeDuVnfU+zwxBYkYKssl/B28CXEOoI1rKP39e5m7etRVqa6cD499z/mCBGxUam7xHoSbvgd+Tk6EXYWezc3dtTahzlntyF1hIwBYH7+DryJ+YU38Vv7KOMb5ggRJhkWzJAmxEKKaxOJUXvnrQz448g0AIc4BtHVtnF6zl6JSmrpL6Iz6eh+rQMFdYSPM5RaaeoxONjYjsDz2TzR6LWEuwXV67sq0OjZFJ/DV/hPsi0/FYDDS0deTAGeHJokxvTSb+f+a5HgxNgprerp3xNWq+pLTJ3KiePPgZ3xy/EfmnlzId6d/J7UkA/inBKI+civymXtyAStjNwNga/TGFncmdm5Nr0Cfep/veuJVubJkVtm1kRBPbj0ae2s7EopS2JK8z9LhCFEnkhALIWowAmmlmexINo3W3hY8oMmvaaNSAzSoX+4A/1709+9lvl3QyLXP9VWoKWZf2hEARrQYVOfjynV6dsemcDLdtEhJ/5YBTREeANH5sey8YDS+m2fNWs/y8jKslfZEl2SgNSgoL6/+dn2BpoiEohTOFcQTkXuWQ5mmhUBc1I4NismI6R2CQxknASguNk22G9ommNvCWzR695PGYG9lSyeP8CadHFZVMnEtJMR9fbvR3r0VWoOOX86uvqKJm0JcTZIQCyEualvyfrQGHWEuwU2yYMaFqkYVi+qZzNpZ2TIqZAhgWojih8ilnG+ixTfqY2vyPjR6LaHOgbS7yOp1F7MvPhW9wUCouwtBrk6olApcbNUEODvQytMVB3XjJF+rYreYvx4dOqTafXqdDiuVPa5tetJ24CT8O/QHpQ36ygmAtSmsXAHQRe100X3q4lhlv2h7vNl2LhGj0Uj3AG/a+TTNst5X4qH29/Bw+3t4pvP0JlnYBsC7coQ4u5mXTLjbuDIu1DSpdV38dtJLsy0ckRB1V+e/qr4+PqRnZDRlLEKIZqZQW8z+tCMMDOjN052ncSI7Cp1Bh9agRWvQoTHoyK8oYH/6UbSGiydKdaHRa1GrrOtdX6hSKFGrrAFILcngZE7UFcXRWIq0JexNO8ytgX252be7uQNFXRSWaziRmk33QG8mdW2DSll97CK/rIJfj0VRUH5lpSEXtqGrWimuiraiAuxs0bh6kFKajY3aBpVShVZbgcqq9n8dVSPzVT1mGyq3PB8wvWtwMCkDB7U1fVr40dLdhciM5pMUOlk70MqlBQAtnAJ4vssMvo74hezyxm2N9k/Ltebz2P9NAdzXZjS2VjacL0hgZ8rflg5JiHqp8wjx3r27mTB+fJMF8swzT5OdlcG7775j3rZ61QqyszKqfXz80YfVjgsICOC3XxeTmBDHmcjTvPXmG6hUjbvSlRA3sm3J+81fd/FsSw/vjvTx7UZ//14MCezLhLDbeaTDpCt6y9hOZWNOauvb6u3CkWsblU2DY2gKVW3X2riGmNuU1dW++FTKtTpzMqzTGyiqMCXArnY2TOvRHh/HphmR1Ot0WKsdsLJSYygrIjf1HJFH1qFXKNEpVDVKJ6oUVK426HyFI8RVL4ocrR1QoiA2twCAkGa2el3VyH+5roLssly87Nx5oesMgh39G+0a1korXG1MjzuzGSfEA/1709o1hAq9hl/Orm6UdnxCXE11/g/23vsf8MknH3HHnSN48cWZ5OfnN1oQ3bp2Zfq0aURE1OzZuXDhImbPmWO+XVr6zx9ipVLJb7/+QmZmJnfcORIfHx++nDcXrU7He++932jxCXEjy9cUMe/UIjq4tyajNBtrpRXWSmuslVaoVWr6+XYn3DWUR9rfy3eRvzdopNipsua0VFder+MDHXx5oN1EAA5nnmJLHRbDuJqSitMo0ZbhYG1HsFMA8XVowValWKPl2wOnsLO2okSjpVxnmmzoqLbm7i5t8HGy577ubVkZcZ643MJGjdtgMKBS2xLaujfxEXspKS3Ao00PggI7kZkWRXrkPvQ6XY2R4oLKkgl7K1uslVYNftegRFuK3qBHpVThpHYkpaAYnd6Ak40ad3tbckvLr/gxNoaqSZw7U/9mT+ohHu0wiWAnf57uPI2fziwnMu/cFV/D09Y0OlyqLaO0mbZc87bzYGTIrQCsjN1MTuUIvxDXkjqPEP/0088MGDgYdzd39u3bw23Dh1/+oDpwcLDnm2++4vkXXqSgIL/G/aVlZWRmZpk/iov/GT0aPHgQ4eFtePyJJ4mIOM22bduZPXsOD854AGtr60aJTwgBZ/PjWBm7mf3pR9mVepCtyfvYmLiL1XFb+Pr0r5TrKgh3a8nD7e9t0EhxVc1pfeuHQ5xNk87KdRUsjl7V7EaljBg5mx8HQFu3+nfqKNXqyCktNyfDYEqUfzkaRXxuITZWKu7q3JoOPh4NjvHCiXWuld8HpVKJRlOKjdqekJY9UaltcPYOxcvJk+AWXVBYqTEYak6WKtdXUFHZ4eNK6oiN/DNK7KJ2Qmcwklxouh3idmWjz41FqVCav6enc89RpC3hi5MLiMw9j41KzcMd7qGvT7crvk5zb7mmRMGUNmNRq6w5kxfD/vSjlg5JiAap16S6xMRExo2fwKef/o+ff57Prp072L5tS7WP+pozZzZbtmxl9+7dtd4/ccJ4oqMi2bN7F6+99n/Y2f0zA71Xz55EnjlDVlaWedv2HTtxdnambdvwi15TrVbj6OhY7UMI0TBxhUl8c/pXKvQa2rq15OH296BS1G++rpPa1F6svuUSvvZeAOxNO9zkyzI3VHR+LADhjdi6rkKvZ8mJs5xOz0GlVDKyfSgtGpgoRuT+M4rZ2tXU+1hlZYXCoCE36iCZ54+gLy+lLCsRa4WK8sxkjDoNSmXt3+OqUeIrLZsoqKhKiE1/nxMqR8FbuDWPsokw52DsrGwp0pSQWJQCmBaZ+S7ydw6kH0elUDKpzShGBA+8ous09/rhoUH9CHEOoFRXzm9n11g6HCEarN5DOYGBgYy8807y8wvY+Oefl5xxfDnjxo6lc6fODBt+W633L1++kqTkJNLTM+jQvj1vvPEarcLCuP+BGQB4e3tXS4YB821vb++LXve5Z59h1qyZDY5bCFFdbGESX0f8yuMdJ9PWLYz+fr3YmVr3STVVo4kNTYgbexJTY4rKMyXEIU4B2KjU5hHUK2UwGlkTGYveaKSznydjOoQx/+BpijXaep0nrSTT/LXW8M+xNra23NVqKEajkQURy8iM+oujKXHYoiTY3pMcfUGt5yvUFONt59Hg1mtVqhLrqgl6CXnNKyFuX1kuEZl3vtpLMYPRwK/n1pCvKeT24AGMaDEQVxsnlpxb36AXbV62zTchDnDw4fbKhH/Z+Y3kV37PhLgW1SshnjplCm+//Ra7du3mlv4DyMlp+Jrq/v7+vPfeu0y8624qKipq3WfhokXmr8+cOUNGRgYrVy4nJKQF8fENX0r2s8+/4KuvvzHfdnR0JOLUiQafTwgBsYWJrIzdzL2tR3JbcH/+zjhOmb723+1/c65MnuqbEFcdd2/rkWSW5TTpEtMNlVuRT1blhKvWLiFE5J5t1PNvio7H29EOXycHxnYM49dj0eYV5Oqi/ILv0dn8+Gr3qa3VtHJpQTvfNhxOP0lHpwAGB/UlozyHn6JqX9ijamLdlbZeK/zXSHNqUQkVOj121lb4ONqTUVx6Ree/Uh3cTRPqInNrrxPekLCT/IpC7m51B319u+OsduKnM8vQGOr3gqW5jhBbKVRMCR+LlVLFiewzHM46ZemQhLgidX5fc8mS33jjjdd4+ZVXuf+BGVeUDAN06dIFb28vtm/bQnpaCulpKfTr149HHn6I9LSUWt+OO3LUVJsUGmp6Wy8zMxMvL69q+1TdzszM5GI0Gg3FxcXVPoQQV+5A+jHSSjJxsLZnaNAtdT6uo3sb4J9RwbqKrhx9BVMLrObqdGXSdOHiIY1FZzCyMiKGcq2OIFcnBoUF1uv4Fk6mOuz8isIak7byKkyjwG42LqisrEguz8DfyYdOHm2ws7Kt9Xz/HtltKHMLt8oXPUYjlFaOfncL8LrocVeDh60rvvZe6I0GovJiLrrf/vSj/BC5FI1eSwf31jzdeVq9exU31xri24MHEuDgQ5GmhCXn11s6HCGuWJ0TYpVSxYCBg1m69I9GufCe3bu5pf9ABg0eYv44duwYy5YtZ9DgIbVO2OjYsQMAGRmmZPfQ4cO0b9cOT09P8z6DBg6ksLCQ6OjGHYURQlyeASOr47YBMCigN242l397283GBR970+9wfcsJBgb0BiC9NIvj2WfqGe3VszPlb/QGPe3cwghxavzV5/LLKlh3xjR5r3ewL/d1b4uijl3eWjoHAxBTmFjzvBWmMgU3W9OiKSklGaSUZGCltKp1ZTu4ICFu5BFigLPZ+QB08fPCzc5yLfaqukvEFiRe9l2QiNyzzDu1kGJtqblXsee/ej5fzIUt15rTCHGIUyBDg24GYMn59RRrLTtaL0RjqHNCPPGuu0lLS2u0CxeXlBAVFVXto7S0lNy8PKKioggJacGLLzxPl86dCQoK4vbbbuPLefPYv38/kZGmVYx27NhJdPRZvvpqHh06tGfw4EG8+uor/Dj/JzSaxqnTE0LUT2TeOc7lx2OttOLOFoMvu/8tfj3NX9cnIb5wRPibiF+bXYeJC+VW5HM4KwKA7l4dmuQa57Lz2R9v+hsd7OrELSF164Ub5hwEQGxBUo37qkaI3StXEQTMyyr38u5c6/mqyl6cG6uG+IKEeGdMMsn5RSiVCiZ0aoVaZZnFVju4mRLi0xcpl/i3+KIU/ndiPtlleXjZufN8l7r1Kq6qHy65RMs1J2sHQpwC6enVkZEtbuXBdncxOmQI3b064G3ngaIRFry2UqgIcQpgkH9vHmg7gUc7TEKpUHIo42SzWQhHiCvVdIuvXyGNRsvAgQN49NFHsLe3JzU1lXXr1vHJp/8z72MwGJh83xQ++mgOGzesp7S0lCVLljJ79pxLnFkI0dRWxW1hZreH6endmd2ph0gsTq11P2ulFTf7mlpTVeg1HK9csrcuirQl5q/7+/diddzWKwu6iZ3JO09vny6EViagTWFXbDLlOh23tgri5hB/4vOKSMq/eBmKAoU5nthaRohzyytHiC8Y6T+cdYrRoUMIcwnmJu/OxBUlk12Wa3450lgjxLXVIhuMRlZExPBAr/Z4OdpzZ7tQVkZcvGShKaiV1rRyDQGoV5/hrLJc/ndiPo91mERQHXoVu9k4m3v7FmgK6eTeBg9bNzxsXat9rlrQ5mIq9BpSSzJJKUknudj0kVaaecke0c5qR0KdAglxDiLUKZAgJ78a7RQzSrNZFvtnnR+/EM1ds0qIx4z9ZyW81NRURo8Zd9ljkpOTmTTpvqYMSwhRT0nFaRzOPEVP70483+UB9qQd4nBmBEnFqdXGcbt5dsDB2p6c8nzePjS33qO8v55dw+Q2oxkSeDOxhUmcyolu3AfSiKpGYAMd/VArres9uaqu/k5Mx8Peli7+Xoxu35L5ByMou6CP8YX8HbyxtbKhXFdBaknNeRdVI8SuF4wQF2qKic6Po51bGFPCxwKmpCutJJOUkowLan+dcLCyw8XGGVe1Ey5qJxzVDlgpVCgVSqyUKlQKJSqFCpVCRU55HluT95l/Aqr6EDupHVAplBiMRqyUKvR6JX9GpjCxcyvaervTt0UpfyU03ruXl9PGNRRrpRU55Xmkl2bX69gibQlfnFrIjLYTaefeioc73MOSc+s4kHEcAAcrO24N6EsP70642/7znPs7+PBwh3trPafBaCS/ooCc8nxyyvMo1pZho7Im0NEPfwdvbFRqQp0DCXUOvOAYAxml2aSUZJBcnE56aTaedm6VSXAgHrauNa5TrC0lrjCJ+MJk4oqSiS9MRmes/edKiGtRs0qIhRDXjzVxWwlxCsTTzo1BAX0YFNAHjV7LmbwY1sRvJassF+fK/sOmEcb6lzwcyDiOv4MPgwJ6M9D/pmadEOdrCsktL8Dd1oUWTgGcK4hvsmttOZtIoIsjHg523NkulGWnzte6X1X9cFxhUq3Pf35lQuxobV8tif/j/AZuDexLkKMffvampCvE2ZRMVbG1suGDvvVrbzmixUAKNMVYKVSolCqMRiMKhYJP+v0fyn8XRRugiPMMbGkks7iUmJza28A1tqr64bqWS/xbhV7Dt5G/M6n1SHr7dGVym9H09umKm40zbjYuKGop/i7RlpoT3pzyfLLL88it/JxXUYDeWHPODZjeAfCycyfQ0ZdWroF09wlFjQtWChv8HLzxc/Cmp3enGscZjQYKtHmklaWTVJxMbEEyScVZlGq06OvRwUSIa4kkxEKIJpGvKeKdw/O4yaczHdxbE+7aEjsrW7p4tqWDe2t2pR7kUMYJRocOpbVrKO42ruRW5Nf7OqdyohkU0PuKa1avhrjCJNxtXWjpHNSkCbHWYGDV6Rim92xPay837u3ahm3nksgqqV6H2tLFVC4RU1izfhigTF9Bua4CWysbXG2cySwzdRfKLs9j6fkNgGmlMi87DwIcfQhw8GHYv7qLFGlKKNAUUaApokhTjNagQ280oDfq0RtMnwMdfenkEY6V0qrW0ckayXAlW10wJepYRrdvyc+HI8krq1ubvyvRvrLd2unc2l9k1IXBaOCXs2sorChhWHA/wlyCq92XVpLFgYxjROXFUqApqtYarz6MGMksyyGzLIf2QXoK1LlgBCU2WBudsTY6Y2V0xsrogF5RhlaRj0aRj1aRj1Gtx9UBXD2hE/6Aqea5TKujRKM1LSeu1VOu01FauS0mp6DZLKstRH1JQiyEaDJGjPydcYK/M06gVChp4xLCwIDedHBvzZDAvgQ6+hKVF0NbtzD6+nZjfcKOel+juLKW2LEZt12rEluYRA/vjrRswjriKpnFZWw5m8jt4S0IdXfhod4uRGbksjcuhZzKpCWscoS4tvrhKrkVBfhbeeNu42JOiC9kwEhGWTYZZdkczTpNUlE6M9pPBODLU4uIrly6+nL87U3lGzqD3pQsG/VMbTOOICc/folezancaPN9BqOB/+v5JN52HpSVuGHrmM2ETq1ZeCQSjb720dLG4O/gg5uNCxq9lvON8IJmbcI2bg3sg1KhJLMsm52pBziQfuKiI74N1dXfiyBXJwwGI+vOxFKu06NSKrFSKrBSKlFVfraq3KZSKrFRqXC2VeOgtq78sEKlVGJnbYWdtRWeDnY1rjO0NeSUlJGYX0RyQTGJ+UUUlssEd3FtkIRYCHFVGIwGovJjicqPpZ1bKx5sdxfhrqHsTDlAW7cwenl3alBCXDWJy9HaHk9bt2a9al1c5UhsiHMgChRN3hnjeGoWSflF3BIaQHsfd9r7uNPO241t55M4l1FmbulVUkvbLEdre0YEDzS3xLO3rpkA1ebC2uj6vEhJLa1Zw5xbkU+Qkx9qlTWluuojj3+lH2NM6FCstAEUVaTi5WjH0NbBbIiKr/M166uqXOJsftwlJ6XVla2Vir+L1hDqbgsuMMDFilvadkfz/+3dd3hb9dXA8a/29N4rthNnOc4OIwkQElbZUKBQaAt0L6CTjpfSAZTVTUtpC4VSNmWXMpMwwswgwxlOHNvx3kt7v39o2Irt2LFly47P53n8xNa9uvrpxuPo6NxzfD7cXn/oXx8unw+3z4/V5WZ3cycNvX2985UKBSfOyCbDbMTp8WL3eLC7+7K2do+XtSXBUpb1lbXsbhl9+zaDWoVRq8GsCwbJerUKvVqNUasmzWigODWRNJOBNJOBpXnBabE9Thd13RY6bE58gQBKhSL0EVx7l8PF7uYOKcUQcScBsRBiwu3tquS1unc5v2gdyzLKAEjVJ49qtLHd62RvZyXzU0tYnbN8UnebaLS14PS6MKj15BgzBg0CY63D7uSF3Qd5v6aRL59QhkKhYGVhDrsa90Rqmq9fdDUP7H2ayp5DaJRq1uat5PT8VejVwV6/uzoq2DuKEoFYtV5LHKRjxUct2zm3cC0F5lyerXWycpaWmWlJA/aLpaNtt3YkOaHJgsmhfsr+fsGiXq1GP8Rf5+X5WbRa7WxvbKOxx8ZZcwvJSRz+hUdDj5Wt9WP7fnN4fTi8vsg7DIfTq1XkJ5kpSE6gIDmBnAQTSXodSdlH7hl97vxirC4PFpcbi8uNxxd8MWB1ubF5vH0vDnw+PD4/Lq8vso/b54+azNiX9Q5mu51eH64hLioVoj8JiIUQcbGx/gOOz1xEljEdt8+DVqUhQ59Kva35qI/1btMW5qeWcFr+Kl6qXo9/kvYk9hOgxtLAvJSZzEwqmJCAOCwvyRwJug519eL0ufndjgf4SunlFCbk8a2yz1HRXUWeOTvS6qzW0sjz1W+MeiT2mFuvHTatrj+rx86ujn0szVhAtnYW0EaCTotRo8buGXv29nBGtYGixOBQlbEGxMflZ7G2JB+VUkmXw8nz5QdpttjRKJWYtRrmZqaQl2Qmy2xEr1bxfm0TLo+PnEQTpVmpZJqNnDmnMHI8h8fL5rpmlAoFRo0Go1ZNXqKZBL02ss/Gyrox/1SYtRqS9FoS9TqS9FqS9Dq8fj/bGlrpcrhwen1UdvRQGbrAUaNSkpdopiDZjFmnRaVQ4AsE0CiVmHQaDGoVaUYDapUSsy6Yec7h6Euf3F4fqlCpx+H8/gDVnT3sbulkf3sXnnEsqRFTmwTEQoi48AZ8PH3wFb698PORHqfphpRRBcS2fkMLLpx5Bs9VvR6zdcZaVW8t81JmMjupmE1NWyfkMfOTzJw9rwiA6s4eXtwTHHnd67byp53/4srZF7A8s4zSUElAh7OLl2o28Enb7jEFUePRi7i/95q3sTRjAUvTy6i0vkq6WUd+cgL722JfNlOaMgulQkmDtZlud++ojqFXqzhnfjFzM4KT6va2dvLK3hpcvmAGc25mCutKCjBpo3sLpxr0vFJbwyeNbayvrKMsO40TCrJJMuho6rWx8WA9bVY7Dq+XQACS9Tq+emJZ1DEuXTSb92oaabLYg6UOGjV6tQpD1L/qyDab20OXw0miLhj8Jui1qAcJOAGW52eyo7GdTTUN2Nx9L0Y8Pj81Xb3UdEWfr6+duJBU4+Cjv4HQxZYBuh0uuuwutGolWpUKjSr4r1alRKtWRdajVasGHCMQCOD1B9ColMxKT2ZWejIen48dje28eaB2kr5kFvEkAbEQIm72d1eztbWc5ZnBP96ZhrRRHafW0sCO9n0sTp/H2rwT2dm+b9BRxJNBONu6NKOUtxsLqBqiw0MsOTxePD4fGpWK3EQzC7PT2dkU7KHr8Xv5V8WzFCbkkW5IocXezp3b/nZUPWb1Ki1mjWlA/XaSLkbjm4c4zoHuatocnWQYUvHZ0sFsYUayeXwC4ki7tdF1l8hOMHJxWQnJhmBWdf2BOrY1BN8hmJWWxMnFeZHSh067k72tnSTptZRlp7M4dFHc+zWN9DjdLMvLJClUapGTaOLKpXOBYBDo9PowaIJ/2mu7ejnUZaEkPZmcRBOnzZ4xyMoGl2rUU5Acfd79gQAWl5sep5tep4sep5ucBBMz05JYlp9JWU4am+ta+OhQcyTIP1yW2UiqUY/H5+dgRzcBQKdS4fH7qe+2UNdtpcVqjyqDGIpSoUCnVqFXq/D6/Xj9AXyhf8P3TzXqKc1KZUFWGqlGPSsKsqjttlAxDt8jYmqTgFgIEVfPVb/OorR5aFRqlmeU8XrdpqM+hi/g55H9z7M4/ccA4zb0IhYqew6xta2c5RllfGrGKdxb/ui4P2aH3ck/P97NuaUzyU8yc24oS/nKvhqs7lBv4YP/4xtlV2FQD525G8qX5n+GuSkzgWBP6bCx1xD3DfkYTAD4oHkbFxSfTrZ2FgG2DwjiYkGJgvkpoXZrRzGdrr/PL5uPWqXE5vbw1I79NFuCFzJmmAx8ZvGcyH4bD9bxcW1LJKBrtTo4cUY2qUY955XOjOxnd3totzsxatQYQ50fFApFJBgGeONALa1WB+/VNLI0L5OleRmoFMG6WqfHG/zX68UR/jz0b4JOQ7rJgM3tocfppicU/FpcbgaLUwuSE1g7K5+8JDOri3JZHRob7vR46XK46HI46bQ76XK4mBH6/znY0T3mKYP+QACHJ7j+oXTanWyqbmRTdSOfmlvIopx00kx6aBvTQ4tjkATEQoi46nVbsXsdJKkSyDZmoFIoR9V2am5yX0BWZ524yWWj8VL1BpaklzIvZRYzzLlDjraOpU6Hi0e27uX4GdmcUpxHSXoyXz6hjNf3H2JPSycHumvocVlI0iWwNu9E3qh/b8TH7v//lW5IjXyeaUjDrDFiHaSLxUj09usgolaoBs1af9Syg3ML15JtyKEtcJAscwCdWhXTC6mKEvMxaQzYPHZqeuuP+v7L8zNRq4Jv7/cPhgGM2ug/w5v7BcMQnDy4raGVpbmZnFiYjVGjZntjG28drMfZ7zkqFGBQB9uhXbpoNlvrW2i1BkuJAsC2htZIRjrW6rotPLx1L3PSk1kzKz/Skk2vUZOjUQ960d94ZPGH83ZVA+9WN2JzT94XzCJ+JCAWQsRV8O12IwDvN28bcw9WyyiDr4nU6epmS+suTshazBkFJ/HA3qcm5HEDBAOsyvZuzistJjfRzIULZlHfY6XX6ebFmvV8fu5FnF24hvLO/TTZR5ZGu2/3Y6zOXs7ls88dsC3flMO+7tFlAn39AmC9WjdoYG3x2NjZUcHSjFKUrhwUegv5SeaYTq4Lt1vb23VwVK3yZoW6X+xqao8KhgEOdVmo67ZEMtuz0pLY394dtY/H5+fjuma21LegVSmjAuGwQADsHi+13RZ+9862o15jLOxv7+ZARzfzMlLxBQJ02p2kGHSkGvWkGHSkGPWkGvRY3W4OHPYcJ8KRMslCDF4hL4QQE2ROcjEqpYpWewdPVr486uN0hcYMp+rHt/VWrLxZ9x7+QIDF6fPINmZM6GN32J08vHVvJEDINAdfkGxu3Ul5x37USjWfm3sRSsXI/0S817yVH39wN25fdPbtQM/IBnMMxulz0xYqwShKyB9yv/ebgwFgkmIGioAm5mUTpWMc15yoC3Z72N0ycLAJwCPb9vFRbfBi0tLsoevo/aEa4cksEAheLLi/rYt2m4MD7d18VNvMqxWHePyTCv7y/g7+tWXvuA5QEWI0JCAWQsRVuDZzb9foR+FCX0CcpE1AyeCjfieTFkc7Ozv2AnBG/uoJf/xAgEgWNd3UVzf8TNWrePxeCsw5nFVw8lEd0+518M+9/4l87fA6USkGdgA4GvWh8pd0fcqQ+1R0V1FvbUKt1GDyF0XqVGMhRZdInikLf8A/6u/RZEPw/HY5XCzNzeCsOYXMTk9G069rQ3Vn8P9iTnrymNcshDh6UjIhhIireSmzAEY84ncoNk9f67XvL/0yNb31VHRXs7Nj35iOO55er93EkvRSlmeW8UL1m/R6rMPfKYbabQ4IwOlFizglezVpmmx0JKMMBbHLM8p4pfbtozxqX0mBQa0nz5wdmdA3Gm2OYK1pRr/a5MG8UvsOXym9HJO/iBxzFRqlEo9/7FnI0tAwjure+gHT8kYiQadFo1Li8/vpcbo4qTgXs07LsvxMPD4/h7p68fj9zM8MPj9VaISyNwZrF0KMnGSIhRBxpVQEs7mqo3h7fjD9azsLzDmcnHscXy79DGtyjx/TccdTva2ZTmc3SoWSNH3yhD9+m9VOon8+mf4TydcuwKBIQ6lQ4fBZ+ahlB48deHHMj2Fxjy3Ib3MGywyGC4h3dVRQb21GiZpEZlKYEpsscbh+eM8oyyVSjcH2aN0OF4FAsGY4TKNSUpKeHAmGw1SKyf8OhxDHGskQCyHi6pO2PazLX8nyzIXsGGM298Xq9RyftYgPm7eTZ87iuMxFXFR8BnXWZqomaV/iXreVVH0yZu3RT+gaq4OdPVjtGkx68Aa8WNV7cSs6ef5AOeXNg9e7Hg1/IBApZRmtkWaIAV6tfZsvh7LEwQs1x/bYGqWaOcnFwOjrh1P6lUtAsL52QXYavU43T+/cT1FKEjq1koMdPdjdXrRq5ZA9fIUQ40cCYiFEXH3csoN1+SspS52DUW3A3m/q3NF6s/493uzXLkyBghWZC7l+0dX8euu9tDrGHuTFWrhzQrjTxkQKBMDm8oMe/l3xLJ9aGMyq1nSObhLb4XrdljF3DQm3XkvTpwzbwm1XRwUOfzcGZTKlSQvZ3jy29nslSUVoVRq6XD2jHrOdEhqg0eUIlltUdfTg9HhJ1GvRqlR8XHf0kxmFELEnJRNCiLhqtLeGLohSsTyjbPg7HIUnDvwXCJZlnJp3QkyPHSsWjw2ABM3EZ4gBtKrgmGCHJzh4ARgwOvho9G9K1ukce+uzDmcXdZZgn+ZzC9cO+9gdgQoAlqQtxTiKISMQLN/JNKRx9ow1ABzsGf27C+ERxb3O4Ln1BQKRtmqlWcNnvYUQE0MyxEKIuPuoZQf55hyOz1rEu02bY3JMBbAwbW7k66oxBDXjKZ4ZYgCtMhj8uv0erC4PCTotZp2Glhhc39fp6h7zMQLAM1Wv8Z3F17IyexmbmrbQYGsZcn+PqhUPvehViZyadyL/O/TWoPspUJCiSyTDkEamIY1MQ2ro81RS9clRLed0Ku2o198TCoRPmJHDvrYuep1u9rZ0sCgnnXmZqbxxoHbQ6W9CiIklAbEQIu62tpVzUfEZFCbkkW3MoHmEAyGOZG3eSi6aeQYANo+drW3lYz7meLCGMsTmOGeI3T5PZILXWDLE/Y21fjisqreO7e17WZI+n0/NOIUH9j495L46tQproJIU3zJOzT2BT9r2YNYYyTCkBj/0wX/TDalolEP/CXT53LQ6Omh1dLCh/oNRr/2dqnpmJCeQlWDkqqXzeHDLboyh82vSashLNFPfM7HdRYQQA0lALISIO6vHTkV3NaWpJSxKmxeTgLh/dtKkMVKSVMSBnpoxHzfW4h0Qa/pniEMBsVkXm4C4w9kdk+NAcJDJkvT5LEybS44xk6ZBanp1ahUKhQInLTi8TgxqPT9Z/vUhj+n1+2h3dtJq76DV0Umbo4O20NexaoHn9vl5eud+vrFyEckGHd89eVlkm9PjlTHCQkwSEhALISaF8Jhet88dk+Ntb9/LP3Y/wdXzLkGr0nDdoi+wq6OCF6rfnFQX11ncwZKJhDiVTOgGyRDnJZpjcuxYZYgBaq2NfNK2h6UZpVw88wzuLX90wD56dWgIiAIeP/ASX5x/GQCt9mCg2+booM3RSZujk1ZHJ12unlGNYj5aFpeH/W1dzM/qm0JX2d7NS3uqJv3kOSGmCwmIhRCTQoE5B4Ba69g6A/S3q3M/f9jxIKcVrGJJeikL0+ZSmlLC240f80L1mxMSDA0nnhliJQrUobIBt99DY+it+5L0ZC5bNHtUAVv/DrqxuKiuv5dq1rMwbQ7zUmYxP6VkwOQ4db/Jb53eem7Z8mcsbivOGL3IGovnd1eh16gpTg2OFi9JT5bhG0JMItJlQggRdwkaE8m6RPyBQGRUb6zU25r5175nuX3rX9nVUYFKqWJd/krmJs+M6eOMVl9APPEZYo2qrzTC4/dQ2dHD//ZW4/X5KUlP5ssnlHHe/GJOmJHNzNQkVMrhB0YY+nV2iMVFdf21O7t4u/FjAC6eecaAEd2ddicOjxeAk4pzaXN0xjUY1qlVzEpLYs3MfD63bB6ZZiPu0AuMva2deP3xf0EmhAiSDLEQIu7C2eFWRztu//jUVLY6Onho3zP8dvVPAeh2x6bX7liFu0yolCoMaj2OUYwHHq1whwkArz8YSO5oaqfZYufihbNIMehZmJMe2edAWxf/2VU54Dj9peqSIp97QseMpddr3+WErCVkGzNYlbOMTU1bI9sCwAMfl/P1lYsoTElkRnICtd2WoQ8WY0aNmqLURAqSEshPNpNhMqAYZOpcu83B//aObVS5ECK2JCAWQsRdOCCui3F2+HDhqWOdzu6YXLgXC96AL3IBWILGNCEBsVFtYE3u8Wxp3YnL50an0rIwbR47Q5MCW6x27v9oN8WpiWSaDcxJLmBGcirz080szu5lR/PQQypqLA0AYx7IMRSHz8Urh97ispJzOKfwVLa0luP0uSLbLS4POxrbWJ6fxcnFuTz6ScWwx5yZmkR2gpFWm4MWiz3Sj3kkVAoFJenJLMpJZ2ZqEsrDsugdNgf1PVbqeqy0Wuzo1CparXbcPimXEGIykYBYCBF34YC4wTp0f9lYKE0pAZhUF9VBMEtsUOsxa4wTsrazC9ewJvd45qeU8FbDR5w142ROz18dCYgBvH4/B9q7sdjVXF7wKQiVEl8z+3hu7fkLHY7BuzAc6Knhnp0P02JvH7f1v9e0lXX5q0jTJ7MobR4ft+6I2v5+TROLczOYMYIscX6SmcuXzIm6ze720GK102yx02Kx02K102mPfqGSk2BiYU4apVlpGDR9f0qbLTZquyzU9Vip77Zg98Q+Sy6EiL1JExBff/113Pyzm7jvb3/nppt+RnJyMj/60Y2sPXUNeXl5dHR08L9XXuX22+/AYun75dbeNvAP6Fe+8jWee/75CVy9EGIsdOrgeNuxjG0eCZUi2IVgMlxk1Z/VYyPDkDohF9YpgMVp8wAoSsxjZ8c+3D4PRYl5zB6kNV2Gvm+aWiAQQKXQccG8BTz4yUdDPsZ4t7fzE2B/dzUrs5eSrEscsN3q9rC9oY0VBcNnibMT+s55q9VOutGAUauhODUpcgEcgNvro9Vqp93uJD/JTLrJENnW63Szq7md8uaOAYGzEGJqmBQB8dIlS7j6C1+gvHx35Lbs7Gyys7P4+c9/ScX+CgryC/jNb+4iOzuLL37xy1H3//Z117Nhw4bI1z09k6M2UAgxMuGLo1zjHKhub9/LqpxlLEydQ4E5Z9xLNEZqIqfVFZhzo4LIMwtOYlvbbk7MXsLpBasHBLMNtlb8gQBKhSJSDzsjKZmF2Wnsao5fpr3bFfw9n6xLGHT7jqZgQDwjJZHsBCPNFvug+4VbtW2rb+W1/YdQKxVkmIxkJRjJMgf/zTQb0KpV5CcnkJ8cfDyPz09FWxe7mto51NU7CfqVCCHGIu4Bsclk5L777uW73/s+3//edyK379u3j2uv/VLk65qaQ9z269v5671/QaVS4fP1tQLq6emltXVy1AMKIY5eeDjEeFyE1V9Vby02jwOTxsAPl36F3Z0HeGDPU3gD8e0FG+40kTBMhtikNuDwOvGPIfxaFMoOb2/fQ7I2kaLEfBK1ZnwBP/NTZpFvyqbe1hzZv9PVTa2lgaLE/MhtClScPmcGNV29WFzxGSzR4w6+U5isHZghTjHo+HRZsDzGMczwC70m9K5BqPuD1x+gyWKjyWKL7KNQQJpRT5bZRLrJQJfDSUVrFy6f9BAW4lgR97Zrd955B2+88SbvvPPOsPsmJiZisViigmGAu+68nYp9e3j9tVe58srPDnscrVaL2WyO+hBCxE9RYh4A/nG6ECvM7ffwx50Psbl1JwALUmdTklQ0ro85EuHhHEfKEB+XuYjbV/6Qz829aEyPtSh9LhDMlj9x4L/4An5KU0uo6qkF4PSC1cMeo9vuRa9Wc8GCWehUqjGtZ7R63cEa5ixjetTteYkmvrB8PilGPd0OFw9v3XvEoF2nDuaFXN6hX4wFAtBuc7K7pYO3q+rZ2dQuwbAQx5i4ZogvvugiFi1cxBlnnjXsvqmpqXz/e9/l4X8/EnX77bffwbubNuFwODj11FO56847MJlM/OMf9w95rO/ccD033vjDMa9fCDF2SkXf6/I8UxZ7uo7c1musmu1t/LvieXKMmeSbs1EO0hZrokV6EWuHzhB/asYpAKzIXMjDFc+N6nEyDWlkGzPw+n3s6azE6XOxsf4DTi9YTaYhOEVtSfp8MvSptDk7I/cLD+/w+r2olWrKm7pZOtPPjOQEvnJiGRsq69jb0kkAMKh06FQ6XH43Lp97wIscpUKJSW3ApDFgVBsxqfWYNEaMagMmjTGyLXybTqXB4rbjDXgxqvUY1HoMKj36UN15sPbaiNVjZ25GCueXzkSjUtLUa+PpHfsxajUoYMicerhkQibGCTG9xS0gzs3N5bbbbuXSyz6Dy+U64r5ms5nHH3uUiv37ueuuu6O2/fZ3v498vmtXOSajkW9/65tHDIj/8Mc/ce9f74s6fvmuHUPuL4QYP+n6lMjnnTEc9TscbWgoRZJ28BrUiTTctDqlQhm1zlRd8qiGXoTLJQ50V0dalb1a+w5LM0pJ06fQ7ugi3ZDCuvyVPFn5cuR+amUwaAwHxMUJM3ll71ucPjeHBJ2WCxfM4uTiPNo7k1idsSayPwTLYFw+N26fB4NaFzW4Y6TS+n2PHM7j9+Lxe1mUk84584pQKBQcbO+mrsfKl08ow6gN/j/XdVtINxlweX10O1x0O110O1zMyQge2yUBsRDTWtwC4sWLF5OZmcGG9W/0LUatZuXKlXz5S18kN68Av9+P2WTiqSefwGq1cvXV1+I9wttaAFu3beMHP/g+Wq0Wt3vwC3TcbveQ24QQE6swITfyeVVv3bg+1tkz1pCoNfNq7TuRANPhi39XgPBFdQlDlEzMS54ZCeAB5iYX80HLJ0f9OOGAeEe/9mpuv4enKl/hG2VXkqoPdlVYmb0Ur9/HM1WvAqAJZYhVoX8Xps1hYdoc2hyd2GwdmE1OCnRqSrPmoThsepxGqQ7ev2/5+AMBHF4nNq8du8eBzevA5rFj9zqw9fva5nVEssIOrxO714kj9GH3OnH2q6c+qTgXhUJBi8XGjJREZqUnR62jIHQxnEGjJtmgG3BunMP8bRFCHNviFhC/+847nHTymqjb7vnTHzhwoJI/3fPnYDBsNvP0U0/idrv43Oe/MGwmGaCsrIyuri4JeIWYIhzevp/rstTZvNu0ZdTHmps8k3xzNhVdVbQ7u6IGNmQa0ji7MPg7Z1nGAjx+DzqVFn8g/v0BLMNkiFdkLoz6es4oAuIkbQJFiXn4AwF2dUS3IdvbVcnWtnKWZ5Th9rnRqrSsyTueDEMqW1t3RS567HFZSDekRAaJZBhSySDUli1UGWFT1tCr3EuPy822uk4q2y2oFRq0Sg1OnysU+DoJxLAvg0qhIEkfDHKzQm3Umi02DrR1k2YyYHW5abHaabXa0ahUpBh0JOt1JBuCH26vj7oJnGgnhJh84hYQW2029u3bF3Wb3W6ns6uLffv2YTab+c/TT2EwGPjGN79JQoKZhITgxW/t7R34/X7OOvNMMjIz2LJlKy6Xk1PXrOE7N9zAvffeG4+nJIQYhfLO/bxy6G3OLlzDZSXn4PA62dJWPqpjfXb2eaTqk6E42MLtxx/cRbIukesWXk3/KtLot+3jHxCHM8QmjXFAvatWqWFhWvBCuOeqXufimWcyJ7n4iHWxgwkfo6a3PhKA9/fswdeYn1KCsd+5KU0toTS1JPJ1Ve8h0g0pvNu4hfX171GYkEdRYj5FCfnkm7PZ1lZOnXsHJxRmk6TXsnZ2NssLUnn0k300W4dPaIxWcVpfv2CHx8uLu6uo6hy6/KahZ/ChIkKI6SvubdeGsnjRIlasWA7Als0fR21bumwFdXV1eLwevvjFa7n1ll+BQkF1dTU333zzgAvvhBCT2yu1b2NU61mTdwJXzb0Ip89Neef+oz7Ors79rMk9HgCdSssFRafjC/gjpQAAHzZvp87axPlF69CrdVjcA4PDWFMAZdlpVHX2DtoCLFxDrFIoMagNUQNKSpIK0am0tDs6ebdxM+cUnkqC1kSOMZNG+9AjlA8XLpfoP42uP4vHxovVb3LF7PMIBAKRnsP9pYZqeVVKJQ6fi33dVezrrhqw37bGVhbnZLBmVh6Jei3rZhXwbPn4XSx5SnGwS4nN5eGfW3ZjjVMrOCHE1DWpAuILL/p05PP33n+f9IysI+6/YcNGNmzYON7LEkJMgGerXkOv1nNC1mKunX8pfy1/lMqeQ0d1jJeq15OoMbM0oxSAtfknDtjH5rXzbtNmtrfvId2QSrWlPibrP5Ky7DTOK52J2+vj/o/L6XFGl3T5An7sXidGtZ4EjSkqIE4KDZ5otrfjDfg42FNLaWoJc5KLRxwQG9R6ZicVAkMHxAAfNG/j+MzFzEwqiLo9HCCXhI4Rnvg3FJ8/wLaGVmq7LXz5+AXMzUwhJ8EU1ds3FjRKJeeVFpOVYMQfCPDQlj0SDAshRiXufYiFEAKCb/8/vv9FdrbvQ6NU89XSKygw5wx7P5NWzSm5x/OTZV/n0llnk9JvCtuB7pqofb1+Lzva9wLBjGj1OF/EFxa+wEurVvH1lYu4uGwWeYnR/c+t7nAdcfSFdWZ18OtwFnl/dzUQrCMeqbLU2aiUKhptLbQ7u4bcLwA8WflfAofVVf9y8594o24TDm/wAsTwv8NptzkoD02zWzMrb8TrHQmzVsNVy+YxLzMVn9/PK/tq6HXJtSNCiNGZVBliIcT05ifAQ/ue4WtlVzI3uZhvlF3Fn3Y+RLO9fcC+M5ITWJ6fyey0NLK9p6NWqskxZUbtc8+uh0nRJZKkTaDG0jBRT2OADJMh8rlSoWBeZirzMlN5eucBKtu7gWAdcSZpJBzWi9ikCQfEwaxxOCAuSSpEqVCOaJjJwki5RMUwe8LJOcdFlUtsbS2n09XDSzUbeKPuPUqSCqkYpExiKO9WN1CalUpxahKFKQkc6orNxWtrSwrISTTh8Hj5z84D1EtdsBBiDCRDLISYVLwBH/fveZJDlgbMGiPfLPscqbpgDbBSoaA0K5Ubjj+d6xZ9gRNSTyaBgsjgiDfr3o8c58Pm7QB0uXrjGgzr1SrSQwHxnzftwto+B5NzBcqAliU5fVPW+jpNRGeIwwGxzRu88K7B1ozVY0ev1lGYMHzWVaNUMz9lFgA724culwA4r3AdJ+WuiLrN3i8b7PS5KO/cf1Qjtnucbj5paAPg0oWzOb90JrPSksY8ECXNGLz4780DtRIMCyHGTDLEQohJx+Vz89fyx7hh0dXkmDL51sLP83b7yyzMTSRVl0q69wQUARWQFtVq4cWaN6noruKErMW8Vjf8OPiJkJsYzPh22p0QUDE7KRicmr0no0jZxp0rP817TduGHM4RDpBtoU4UAYKDNZZmLGBucvGwZR/zkmeiU2npcHZTb2sedB8lCi6ffS4rs5cB8L9Db9Hp6OFz8y5kdc5yPmrZTq21cXQnANhU00hBcgJZCUbKstMoy07D4fGyr7WTPS2d1HVbjqpjhlKhwKgN/vnqdoxf9wohxPQhAbEQYlKyex3cW/4oNy77EhmGVC4suJBO1RaSPEtQHOGiroruqqN6S3+85SUFa4UbeqxYPDa6Xb0k6xJRoiUzcCKo4fSCVZHANv2wqWymSA2xPXJbRSggnpNczKu1Rw78w+USu4a4mE6jVHP13E+zKH0e/oCfJw+8HOlxPDe1mOMyF3HF7HP5zSf3R4ZgHC2Hx8s/N+8mN9FEaVYa8zNTMes0LM3LZGleJm6vD4vLjdvnx+Pzhf714/R6qWzvprKjr4WaUaPmorJZJOl1+Px+CYiFEDEhAbEQYtKyea1YtFswBlahIZEk9yq0Kj3drl7+susRfrz866gUwcqvemtTnFc7uNzQxXMNvcG39f9z8BW+XHp51D4V3dXMDV0kNy9U3hBm1gTLLWz9AuJwHXFRQj5apQa3f/DOCkoUlKXNAQavHzaodHxlwRWUJBXi8Xt5aN8zUUM7nqt6ndKU2eSbc1iTdwIbGz4c+RMfRGOvjcZeG+sP1DIjJYHSrDTmZqRg0KhJU/fVWRMAo78An8LF0tx2Oh12tta30Gq1c+GCWZh1WlxeHy/tqcI6SBs7IYQ4WhIQCyEmrTSjAYXaRaPnQ3L8J6NXBetGH6l4nhZHOz96/05+s/onAPS4J2cdabhkorEnWBJxeOcLIBIMAyRqzfxgyZfx+L3MSpoRud3q7QuI251ddDi7SdMnMytpBnu7Dg762LOTizFrjFg9dqp6aqO2JWrMfKPsSvLM2Ti8Tv6x58kBbe6sHjsvVL/BlXMu4JzCU9nevpcu19ADL0YqABzqsnCoy8LrFYfITjChVIJGqUKrUmLWGPjCrLMBqOZlUo16zphTGGn/1uN08cT2/cEyFCGEiAG5qE4IMWmFs39KtZ3d/QZ1HOipAcDt9/C33Y+zu/PAsKUD8XB+6Uz0GjVun49WWzCgTdElDXMvmJGQGxUMQ3SGGPq3X5s54P6ZhjQ+O/t8vrbgswCUd1SgVWnI0KdSnFjAmQUnceuJ3yPPnE2P28Ifd/5ryJ7PH7Vsp7LnEDqVlstCQWos+QIBGnqt1HVbqersYV9bF35PX9nIX977hFcrauh2uCLdL7bUtUgwLISIKckQCyEmLZvbg9fnR61S8uKh/zE3qRi9Rk9Z2tzIW/u7Ow+wu/NAnFc6UHFqImXZaQA09doIt/YtSIjurRzAj8/vQ63UsL+ril2d++l09aBXafn83Isj+x3e+3d/dzUrs5dyau7xrM5ehsfvJUAAnUqDVqmNBI8ev5flmQs5MXvpoOv8w44H6XB2D/k8AsCTB17mR8u+RlnaHJakz2d7qJfzeMgwpEYC70/a9uD2+/mkoY3i1CSSDTq67E4217WM2+MLIaYnyRALISa1bmfwoqkUk5Z3mrYAcFreqnguaUTsbi/VnT14fD52NfX1UT58yptL0UaX9iM+bH+Hv5Q/wtuNH7Oro4LNrbuwe/om1vW/nE2tUEVaqamUKvRqHQlaE4laMzqVLqqPsEapRhNqS+fyuWl3dEa2/fzjPx4xGA5rcbTzZv17AFwy81PoVboRn4ejYdYY+caCKzFpjByyNPDo/hcAUCkUzM0IZo2fKz84ykv7hBBiaJIhFkJMalUdPaSbDJRlpfFmxcesyz+RmUkFrMgoY07yTFL1SShQoFAoUKDA6rHx+IGXovrnxkOL1c4T2/cPuH1b224KzDmszlkOgFdhw6uwUJgDOQ0mGnv7xhtrVJoB90/UmPlS6WUUJxZEamrDfH4f+7qq2NGxN9KVwuKxYXFbsXrsQ158NxKv177LsvQFZBrTuHrep3mk4nls/UZMj0X44r+zZ6wh3ZBKu6OLv+9+IrJeXyBAp91JqlFPfpKZFqt9mCMKIcTRkYBYCDGp7Wxq57iCLOZmprC5voXNrbtYmb2UL8z79JD32d9dzbuhbPJEUitUrMxeSnnngSEvPvMFfJGR1PXWZtTJlZFtZ84p5KEteyJfhzO7YUUJeXxp/mdI0iVg9zg42FvLwrS5AGys/5CNDR/S7e6N9dMCggNTnqx8mesWfYEFqbO55YTvsr19L+81beVgb+3wBxhEotbMquxlrMpeRnJo5LbNY+e+3Y9FBpWEbalr4cy5hSzOzWBrQ+uYn48QQvQnAbEQYlJrsznY3tjG0rxMzi8t5qWdH3NC1mKUCiUV3dV82PwJ/oCfAAHOLVxLljGdTGP68AceB4vS53FZyTlcBvzkg7sHzaBeUXIeMxJysXps3L/nSdISFFy6aDYAaSY9SoUCf6jg2B8IRCa6nZi1hM+UnINaqabJ1sr9e57C5XfT67bybtMWGm3jX1d7oKeGf1c8x6m5J1CQkMuKzIWsyFxIs72N95q28nHrzgG1zoOZk1zMSTkrWJg2N9I2z+qx8UHzdt5t3DxoUL+npYPTZ88gK8FIkl5Lj9Md8+cnhJi+JCAWQkx6GyrrKEpNJMWgZ1GBkT/u/Bc6pZZ93dHtxvQqHVfOuYAsQ1pc1ukP+COff23BZ/nzrn9HlSmszTuR47IW4Qv4+efe/9Dp6qHTBbdv2Mz1Jy3BpNWQl2SmrtsCwCMVz/GZknN5tup1rpxzAQA72vfxyP7ncfmCAeGTlS9P4DOEza272Ny6iwJzDquyl7EicyHZxgwumfUpzi86jU/ad/Ne0zZqLPVR9zOo9ZyQuZjVOcvJ6veC5WBPLZuatrCjfS/egG/Ix3V4fdT1WChMSWR2ejJb6iVLLISIHQmIhRCTntvn56U91Xxu2TwW5aRT2V7JvrauAfu1OjoAyIhTQNy/dVlRYj6n5p3I63XvAjA7qYiLZ54JwEvV6we0Oavu7KEsO51ZaUmRgHhLWzlb2so5r3BdcJ/eev6596lJcVFZnbWJJytf5oXqN1iRuZBV2cvJN2dzQtYSTshaQoOtha2tu+h29TInuZhlGWVoQzXRTq+Lza072dS0lSb7yAPbA+3dFKYkUiIBsRAixiQgFkJMCQ09Vj481MSqolw+NbeQ+h4rtsOmlIUD4hRdEhqlGo/fO6FrtHrsWNw2ErTBYRzhKXNL0udHWqhV99azoeGDAfet6ggGxDNTk3jrYHR2dVnGAgDeavhwUgTD/Tl9bjY1bWVT01aKEvJYlb2cZRkLyDNlkVecFbVvg7WZd5u2sLWtPJLhHkpeoolTZuajUSmxujzY3B70mmCHjsLkRMxajUypE0LEjATEQogp493qRmamJZGdYGJdSQEv7amK2m712LF7HBg1BtL1qUeVfYyVZntbJCC2eRysyT2ei2eehVKhYEf7Xh6ueG7Q+1V19hIIBMhKMEYFe0UJeaQbUnD53JR3DuxaMZnUWBqosTTwXPXrHJe5kFmJMzBrTHS6unm/aRvVh5VRHMkXVpQOvVEBGpV0DRVCxI4ExEKIKcMfCLClroXzSmeSbBi8F26ro4MiTT5ZxrS4BMSN9lZmJxcBcHrBanQqLQDvNH7MMwdfIzBEjtfh8dJksZGbaKY4LSnSu3hZRhkAuzoqJjzjPVoOr5N3GjfzTuPmUd3foIn+07T+QC16tRq9RoXV7aGqo4cuhysWSxVCCEACYiHEFJNuCpYhtFoG70Xb4uigKDE/bnXEzba2yOfhYPjF6jd5s/79Ye9b1dFDbqKZWanBgFiBgqUZwUzp1rby8VnwJOTwePm4tpnjZ2QDYNZp2VBZF+dVCSGOZfKekxBiSslODJYjNFlsg25vC9URn1+0bsLW1F+TvS36a1vriIJhCAbEAEWpiSgUUJJUSJI2AZvHwb6ug8Pc+9iyvrKO96obAUjUa+O8GiHEsU4yxEKIKSXLbASgeYiAeH93deTzcwvX8vKhjROyLgCtUsNZBSdF3ZZlzMCg0uHwDf8Wf2OvDYfHi0GjJjfRzPJQucT29j34+rV0O1adMXsGS3IzONDeTbPVxsy0JAAc7qlRKiKEmLokQyyEmFLC9aVW1+AdBmosDfy3ZgMAZ804mXV5KydsbUvS5zM/tSTqNqVCwaykwhHdP0Cw/RpASWoKi9PnA8Fxz8c6jVLJktwM1Col87NSWTurgJzQuwG+wGTrrSGEONZIQCyEmFLCU9wUoQlug3m9bhMvVq8H4KKZZ7Aye+mErC08kvlw186/dMTHCJdNLMmYg0ljoMdlGdCz+Fjk8ft5bvfgZSGpQ1xAKYQQsSIBsRBiSgmEAmLl0PEwAG/Wv8cbde8BcHnJeZHyg8EoIDJCeCzC3SUO5/a5SdCYRnSMqlCGOFdfDMC29t1DdqY41lS2d/O3D3fRYYseed1mGzgCWwghYklqiIUQU0r43fMjZYjDXqpZj0Gt46ScFVw979OcV7SWVkcnWqUGg1qHXqXHoNahU+kIEOCRiufH1M3h8LZobzd+zOykQnJNWXx1wRX8dvsDwx7D5vbSanGSpc8EYGvr9OkuAdBpd/LQlj1ce9wCUo16ALY1yFQ6IcT4kgyxEGJK8YeypUqGD4gBnq58hY31H+L1e0nTpzA/ZRazkmaQa8oiVZ+EQa1HqVCgUig5e8aaER51cH/f/URkAtsTB/7LMwdfxaQJXgRYmJA34uM47MkoUWP3Wai1No5hRVOT2+fnk1AQXNvVS4/zyFPthBBirCRDLISYUvoyxCPcnwDPVb/OG/WbWJJeCgSweuw4vC4cXicOn5NAIMCPl32dTGMa81NK2NNVOaq1WTy2SEmHUR3MbjbaWknSJgDBLhRu//DjhtNUBQC4lE0oYJoUTEQrTEkE4GCohEQIIcaTZIiFEFPKSC6qG4zVY2dT0xY2NW1le/teKrqrqLU20ubopN3ZxaamLQCsyTthTOt7r3kbAGfNOIVcUxYOrzOybSRZYoNaT3FCsH7Yq2nBqNWMaT1TlTY0mlkxppy9EEKMzKQJiK+//jra21q49dZbIrfpdDruvPN29lfspaamigcffICMjIyo++Xl5fH4Y49Qe6iavXt284uf34xKpZro5QshJlisw6TwmOH5KbPIMqSP+jgvVr/J3s5KdCotXym9nFRdcmRbyQjary1Om4daqcKDhUZbKzb38BnlY9Gelk4AFuemoxruCkohhBijSREQL12yhKu/8AXKy6N7bd56y68468wz+dKXvsKFF1xEdlY2Dz30z8h2pVLJ4489ikaj5Zxzz+Pb113HFVdczo9//KOJfgpCiAmQbjJE+hD7Y9yb1tvvgrhUffKojxMgwEMVz9Lq6CBNn0xRYl9WeE5y8bD3D3fDcCgb2d7QNszex67dLcGJgykGPcvyMuO8GiHEsS7uAbHJZOS+++7lu9/7Pj093ZHbExISuOqqK/nZzT/n3U2b2LFzJ9ddfwMnHH88y5cvB2Dt2lOZO3cO3/jmtygv38369Ru44447+dIXr0WjmZ5vMwpxLJuTkQxAU6+NLsfwk9+OxhkzghPmanob2DfKGuIwh9fJ/XuewumNXmNRQh461dBjiEuSCpmbMpMAASyBBspDQeF05Pb1TeYbagiLEELEStwD4jvvvIM33niTd955J+r2JYsXo9VqefvtvtsrKyupq6vjuBUrADhuxQr27N1LW1tfFmXDxrdITExk3ry5Qz6mVqvFbDZHfQghJr9wUrjFao/pcVN0SazODr7QfqlmfUwuYmu2t/Hv/c9H3aZSqpiVOHjZhFKh5NJZnwLArqylvK0Bl9cXg5VMTbmhKXVur48D7d3xXYwQ4pgX1y4TF190EYsWLuKMM88asC0zMxOXy0Vvb2/U7W1t7WRmZkT26R8MB7e3RbYN5Ts3XM+NN/5wrMsXQkwwnz8YqqpjXFN6ZsFJqJUqKrqqONBTE7Pj7uqo4F/7niXXlIlJbWRVzjLmJhezp+vAgH1PzllBrikLH24sygPTulwCoDQrDYAD7d14/f5h9hZCiLGJW4Y4NzeX2267la9/45u4XLF963M4f/jjnygqnhX5KFu4eEIfXwgxOr5AMDBSxmCqXH8zQiOXP2rZHtPjAmxtK+elmg1UdFcBMDt5YIY4QWPinMJTAbCoKmi19dDQa435WqYKBTA/MxXoqyUWQojxFLeAePHixWRmZrBh/Rs0NzXQ3NTA6tWr+epXvkxzUwOtbW3odDoSExOj7peRkU5razBz0traOqDrRPjr1tahJxu53W6sVmvUhxBi8huvDHGDrQWAosT8mB63v0OWBgCyjZkDAvoLik/DoNZj93fiUNSzvXF6Z4cLUxIx6zQ4PF6qO3uHv4MQQoxR3ALid995h5NOXsOpa0+LfHzyySf85z/PcOra09i+fTtut5tTTjk5cp+SWbMoKChg85Zgv9DNW7ZQOn8+6el9LZJOXbOG3t5eKir2T/hzEkKML1/orXPVUfYgHs6ujgoAZicVRW5L0Jg4MWsJV8/9NOcVrkOjHFuFWaerB6fXhVqpIsuQFrm9OCGfE7KWAGDX7MMX8FPePL2zonMzUgCoaOuKeTcRIYQYTNxqiK02G/v27Yu6zW6309nVFbn90Ucf45Zf/ZLurm4sFgu33/5rPv54M1u3bgVg48a3qKjYz733/plf/vJXZGZm8pOf/JgH/vkgbreM+hTiWOMLBUcqZWxfy9dZmwDIMWVyTuGpzEueFdUuDWBl9lLebvyYjQ0f4OnXom0oChSk6ZPJMqaTZUgny5iGShnskX5u4ancv/dp1HoTl885H4Dyrt2kZfbQaXXhnMYX0wGYdcEuQQ7P8OdZCCFiYVKPbr7pZzfjD/h58MEH0Gp1bNy4kRt/1Ndj2O/3c+VVn+Puu+/klf+9jN1u58knn+KOO+6M46qFEOMlXDIR60EN3W5L5PNPzTgl8nmtpREFYNaaSNElcV7RWtL0yTx+4KVBj5OsTWRh2lwWps1lVtKMIbPKC1Ln8H/Lv0m6MQ0VCrwEOOj4hDTSaI1xB42pqNVqZ05GCkl6XbyXIoSYJiZVQHzhRZ+O+trlcvGjH/2EH/3oJ0Pep76+ns9+9qrxXpoQYhKIlEyMw+Qyr9+HOpTBffzAS+zuPECvO3h9gRIF5xefxmn5q6LKKsLbTshawpq8E8g1RXe3cfs8tDo6aHG002rvwOXzsDbveJJ0iWQZ+0q9OpKM5NmDwV9Nl9TMVnX0clJxHsWpiSggJm3whBDiSCZVQCyEEEcSKZmIcZcJgD/tfIjjsxbzYvV6nL7ozjd+ArTY2wHocHZFbl+YNpfzi9aRbQxezOsPBKjurWNXRwXlnftpc3QSOCyc29q2i1lJM7C4bWgWncC8C75JTcMuzrAF++7WyEVkhCtiDBo1CTotvS4pgRNCjC8JiIUQU4Z3nEomAGosDdSEOkEMJteUBQRbvs1LnsXZhadQnFgAgNVj5426TWxu3YnVc+SShx63hW1twTH1hYmn0ZORSkazF6VCQYfNIcEfcPbcIgB2N3fI+RBCTAgJiIUQU4Y/kiGOfUA8nIJQr+LZyUXMTi4CgiURGxs+ZH39+wOyyiOhTQz22k1XBIM+KZcICtcOv3+oMc4rEUJMFxIQCyGmjPAoY4Nm4n91vdP4MSqFijR9MjqVls2tO3nl0Nv0ekbXx1ylVDCrYAYeQOMMBsLSczeow+4kK8FIskFPu80Z7+UIIaYBCYiFEFNGtyMYHOk1agwa9YS25fqkfQ+ftO+JybG0KiWXLpqNIzkdD6B2Brtc1HZZjnzHaSL8/2pQq+K8EiHEdBG3wRxCCHG0vP4APc5gaUKqQR/n1YyOUaPmqmXzKExJxKM1A6AJBcQu3/TuPxyWZgr+33baJTsshJgYEhALIaaULnsoIDZOvR61SXotn18+n+wEEza3h16VAQC1y0KzxRbn1U0OOrWKBJ0WQMolhBATRgJiIcSU0hkqm0gxTq0McYbJwOeXzyfVqKfb4eLfW/eiMgdHFGucvWypa4nzCieHdFPwRUKv0y0ZcyHEhJEaYiHElNIVehs9ZQqVTOjUKq5aNg+DRk2r1c6T2/fjUGpRaoKZUI3Twp6WzjivcnLISTAC0GaTiX1CiIkjGWIhxJTS6Zh6JRNqpSLSGeOpHfuxuj2RYBhA4fdGho5Md4UpiQDUdssFhkKIiSMBsRBiSpmKGWKb24vV5QGI1Md67X0B31+3HozLuiYbhQJmJCcAcKhTAmIhxMSRgFgIMaV0O1z4AwF0ahUm7dSp+mq1BksAMs3BkoCAz4vXEexh7NYa47auySTbbEKvUeP0eOUiQyHEhJKAWAgxpfgCfa3XplKWuCUUEGeZ+4Jfj60HAI0pKS5rmmyOKwiOx67p6kUKSIQQE0kCYiHElNPrDI46TtJrh9lz8mixhALihH4BsTUYEKvNEhBrVUoWZKcB8MGhpjivRggx3UhALISYcmzu0CQzjSbOKxm5cIY4w2xAEbrNawuOapYMMSzKSQegw+ag2SIdJoQQE0sCYiHEuFIAKYbYdoSwuoIZYrNu6gTEXXYnHp8PrUoV6aEcKZkwJ8dxZfGnAFaEyiU2Sz9mIUQcSEAshBg3Bo2a761ZxldPWIhaGbtfN1Z3uGPD1AmIA0Cr1QFApjk4fMLV3QqAPjUrXsuaFMqy00gx6HF4vOxq7oj3coQQ05AExEKIcePweHF5fSiVCopSE2N23EiGWDt1aohh4IV1rs5mAHSp2XFbU7wlG3ScMacQgA9rm/D6/XFekRBiOpKAWAgxrnaHMn7L8jJidkxLqKfvVCqZAGi1RAfEzo5geYA+ZXpmiOekJ/P5ZfPRqVXUdVv4qLY53ksSQkxTU6eJpxBiSvqksY0TC3OYlZZMskFHd2jS3FiESyamWkAczhBnhjpNOMMZ4rTpkyFWKCAv0cyKgizmZ6YC0G5z8OKeKmRYnxAiXiQgFkKMq26Hi4Md3cxKS2ZpbgYbD9aP+Zjhkgm9Wo1GqcQzRd5mbwvVECfotBg16r6SieRMUCghMDWex9HSqVXMTE2iJD2ZWWlJkTHWfn+AD2qbeK+mEZ9fomEhRPxIQCyEGHfb6luZlZbM4twM3q1uwDvG4Mft8+Py+tCpVZh1GrpikHWeCGpVX5VaVoKR6q42/D4vSrUGbVIa7u62OK5ufCzISuXc+cWo+l1U6fB4qero4aPa5kjWXAgh4kkCYiHEuDvY0YPV5cGs01CcmsSB9u4xH9Pm9ky5gDjd1DdZryApgerOXtzd7ejTstGn5RyTAXFpVlokGP7gUBOV7d009FoHlEfkJ5lZMyuf/+w8gMvri8NKhRDTmVxUJ4QYdwH66n09vtiUBVimYKeJdpsz8vmy/EwAnB2NAKQuWBmXNY23nEQTAA9v3ctbB+up7xkYDGtUSi5bPJsZyQmcXJwbh1UKIaY7CYiFEOMuWd83mKPHGZtsrnWSdZpQKRTD7uPweCOfh+toe6vKATBmzRifhcVRqkGHSavB6/PT3Gsbcj+TVoNeHTwfbx1smKjlCSFEhATEQohx190vCF6RH5sWY33DOeKfIZ6VlsSNa1dwUtHRZTfVSiWO9mAAqFRPjsA+llJDE/l6XW58R2ghkRj6P+ywOaQPsRAiLiQgFkJMiMc+2QfAkryMmEyY6yuZiH8guSArDYCTZ+Yd1f2W52eyKCsFAIXq2LukozNU252g03Ck/Hn4+0Fqh4UQ8SIBsRBiQhzqstBisaNWKpmRPPapdZOpZKKu2xL5XK08culE/33XlRSQawqWkyiOwQxxl92Jx+dHo1KRbNANuV94pHWG2YgmhiO+hRBipOL6m+faa67m7bc2Ul1VSXVVJa/872VOO20dAAUFBbS3tQz6ccEF50eOMdj2iy+6KE7PSAhxJOG3w92+sWcCre5ghngylExUd/VGPs9JNB9x33BmO6yhqwcA5TGYIQ4QHLoBwWC3MCWB02cXYDosq99mc9DtcKFRKWM64lsIIUYqrr+BGxubuOXWW6mqqkKBgsuvuJx/P/wv1q47nQMHDlC6oCxq/y98/vN8+9vfYv369VG3f/u669mwYUPk656eXoQQk48xdCFZ/4vLRiuSIZ4EJRP9LxScn5kSlQU+nN0d/dy31TZSBihU8X8e46HNZicn0cQlC0sit/kDsKGyLmq/yvZuVhRkUZKeHJO2fEIIcTTiGhC/9vrrUV//+te3c+01V7NixXIqKipobY3uyXnOuefw/AsvYrNFN3Lv6ekdsK8QYvIJd1awxzAg1qpVaFVK3DFq5zYa/a8XW5idzuv7a4fcN9UYXTrg9wSDaZVWP9juU164HKI/l3fg//+BcECcljwBqxJCiGiTplhLqVRy8UUXYTQa2bx5y4DtixctYtHChTz66KMDtt115+1U7NvD66+9ypVXfnbYx9JqtZjN5qgPIcT4UioU6GOYIfb4/ThDxzFPgrIJuzs6QD9vfjFnzJ7BRWWzWJaXiVKhINNsoCgluiTA5LEG75eUNuFrnggH2ruxujzUd1sipTKd9oGt92q7LTi9Xsw6Dbmh3sVCCDFR4l60Nn/+fF555WX0Oh02m42rr7mW/fv3D9jvqquupKKiYkCwfPvtd/Dupk04HA5OPfVU7rrzDkwmE//4x/1DPuZ3brieG2/8YcyfixBiaHq1CoBAIBAJZMfK6vag16hJ0GnotDuHv8M42tvayfJQS7lVRbkszEmPbJufmcoJM7LxBwIoD7torETrIwDokjMncrkTptvh4p73tgPw7dWL0apUdA8yWdAfCFDd0cv8rFRK0pNpPELfYiGEiLW4B8SVlZWsXbuOxIREzr/gfP58z5+44MKLo4JivV7PJZd8mt/+9ncD7v/b3/0+8vmuXeWYjEa+/a1vHjEg/sMf/8S9f70v8rXZbKZ8144YPSMhxGAUIxhccbQsLjfpJsOkmFbXZusrDThukF7L4S4LDo83UjoCsCRJxSeAUqNFk5CCx9I17muNB6NGHbkAstsx+IuXA+3dzM9KZXZ6Mu9UyYAOIcTEiXvJhMfjobq6hh07d3Lrrbexe/cevvbVr0Ttc/7552EwGHjyqaeHPd7WbdvIy8tDe4Q/kG63G6vVGvUhhBhf4TIJRb/SibGyuSdP67X+GWq1KvpXq8/vZ0NlHfXdFl6vOBS1TUMAd28HALrkjPFfaBwk6rVcuXQeEPw+GKre+1CoW0eGycA4vH4SQoghxT1DfDilUon2sHrAz111Ja++9hodHR3D3r+srIyuri7cbvew+wohJo4/VCqh16gxatQxqSNWh8oPPHG8oC6sa5C62LD3ahr5qLaZj2qb0aoG5iFcXa1oE9PQpWRhrRtYMjaV5SSYuHTRbMw6DRaXm//sPDDk1Dqb2xMsK1EoMGk0kWmEQggx3uIaEN900/+xfv166usbMJvNXHLJp1m9ehWXfebyyD7FxUWsXLmSKz575YD7n3XmmWRkZrBly1ZcLienrlnDd264gXvvvXcin4YQYoTsoYDYEKMMcfgt+MkQOPW6Bn8R3tRr44NDzZGv3T4/Xp8ftUpJm9VOTZcFV1crCYXz0aUcO3XESoWC5XmZrJmVh0alosVi5+mdBwb0Ye4vQDAoTtBpMeskIBZCTJy4BsTp6en85c/3kJWVRW+vhT179nDZZy7n7bffiexz5ZVX0tjYyMaNbw24v8fr4YtfvJZbb/kVKBRUV1dz88038/C/H5nAZyGEGCm720OqUU+SXkd9z9hLlcIDHqxHCLImUpvVTobZGPk6EAjw8t5q/IdlRG0eD0kqHS/vraHJYmNed7Bt5LESEBemJHDG7BmRc1HZ3s0Luw+OqDWe1RUKiCdBf2khxPQR14D4O9/57rD73Hbbr7nttl8Pum3Dho1s2LAx1ssSQoyT2m4r+ckJHD8ji90tw5dADSdBFw6IJ0cmsX8wDMHscP+L7cLsbi9Jeh0mbfBXsKurBZhcnSa0KiUKhQKXd+RTBRN1WtbNLmB+ZioQfAH0VlU9OxvbGbxIYiBrpC48/hdKCiGmj0lXQyyEOHZ9XNvEsvwMshNMzM9MZW9r51HdX6NUkmTQ0m5zYtCoUYVqiCfrW+vOIYLJcM9iYygL6upqBSZPhtikVXPNigWYtGo2Hqxnc13LsPdZVZjDqqIcNCoV/kCAbfWtvFvdMOQ5GEo42y8ZYiHERJKAWAgxYRxeHx/VNrNmZj6nzMyjoq1rQDnBkZw2u4CleZn8b181jT3BPrX20IVY8aZWDmyL4PUPXiJgC11QaIxkiCdXQHze/Jkk6oMZ2rZBJs0dbk56Mmtm5QPBThFv7K8dNDM+EuHOIaZJ0DlECDF9xL3tmhBietlc14ItVEu8qN/wiuFolEqW5gUDxk/NLYq0WrNMknIJrz/A/R+VD7htMJEMsSaUIe4OBcSToO3a8QVZzExLwuPz8eyuSmpCrdCOJC8pOO1zV1M7j31SMepgGPr+PyVDLISYSBIQCyEmlMfn572aRgBOKs6NtE4bTkl6cuRzpUJBSVrwa+skarHYZnNwz6btvFZRA0BuognlIA117aEMsemwDLE2MQ2FOn6BYHaCkVNDmd43D9RR0TayISHpJgMADTG4UDJc/pIgNcRCiAkkAbEQYsJtb2ij2+EiQadlRf7IygQWZKVGfb0kL5hNnSwX1IVZ3R52NnVgdXlINugGzYIfniH2WLsj28x5sydknYfTqJRcuGAWKqWSfa2dbG9sG/F9M8zBgHgsmeEwW+j/0yQZYiHEBJKAWAgx4XyBAO9WB0fznliYg16tOuL+BrWKmWlJALyyrwboG8oxGS+o8/r9fHCoCYBVRTmoDssS29zhDPHAoO/4Xz6JUjPx2dEzZs8g1ain1+mOnOOR0KqUJOmDY6nbYxAQh/sUh7PnQggxESQgFkLExe7mDlqtdgwaNccXZB9x37mZqaiUSpxeL1aXm1arPbJtsvQgPtwnja1YXG6S9DoW50ZnicNDPJL0fYHv3gd/Efk8b90VE7LGsHmZKSzOzSAQCPDinqqj6gwRLpewuNxH3VFiMDaPh0AggEqpxBijAS5CCDEcCYiFEHERAD4MZVHD2d+hlIbKJfRqNZctnsOefj2MJ1vJRJjPH+D9UK30qqLcqC4UXXYnfn8AvUYduXis8e1nqF//BAAJhfMmbJ1Jei1nzy0C4P1DTdR1W47q/hmhgHgk3ShGIhDoq7E2S6cJIcQEkYBYCBE3DaHWaRlmw6AXn0HwrfMZyQlRt6Ua9JGBET3OyZkhBtjR2E6PM1grvSS3r1baFwjQ5XACkNlvmEfn7g8AMGUXx3QdBrVq0IsXFQo4v3Qmeo2ahh4rm6obj/rY4frhWJRLhIVf5Hzp+DIMw5TTCCFELEhALISIm26nC6fXi1qpJM2oH3Qfo0aD4rBgucPu5D87D/BaxSFa+pVPTDa+QCDSUWNlYU5UUBoO5C9fMoecBBMAtqZqAIw5sQuIUw06vrFqMdceV4pWFf0rf3VRLgXJCbi8Pl7YfXBU/ZzDJROxuKAurH/nkBkpiTE7rhBCDEUCYiFEXLVaggFtdoJx0O1adfSvqTf31/JhbTO13Ra2NbSO+/rGaldTB10OJ2adhksWlkQy4ap+JRSfWz6PJbkZOFrr8Hs9qA0mdClZMXn802bPQKdWkW4ycPa8osjt+UlmVhflAvBqRc2oM+3hkolYZohd3r6BJpO1RlwIcWyRgFgIEVfhDG//0oH+FmZHX5BW3tw+7muKJX8gwHuhUoSZaUl8Y+UiTpyRzfaGvrZmaqWSs+cVcc6cApxt9QCY88fefm1WWhIl6cn4/H58fj+lWWksyc1Ar1ZxwYKZKBUKdjW1s6fl6EZohxnUKsyhfsGxDIj7m8wlMUKIY4cExEKIuGoJZYizBskQZ5oNkel0YU7f2DsZTLTylg621bfi8vpI1GtZW1LA2fOL2NfSyYObd7Ohsg5/IMCinHRMbQcBSJ67fEyPqVQoOK2kAAhOB3zrYLDN3RmzZ/DphSUk6XV02Z28vv/QqB8jPVQ/3O1w4fYNPqZ6NHT93hUIX2AnhBDjSQJiIURchTPEWYdliBfnpvOF5aVRt7m8PkZR5hp3gQC8tv8Qf9z0Cf/dU0WLxY5WpWJeVirXrCil2+HimZ0HCAQCFPXWAJAy/7gxPeby/EzSTAZsbg/v1zTxcV0zle3dqFVKClMS8fn9vLC7akyB7HiUSwAY1H3t1kZT1yyEEEdLAmIhRFw5PMGMr16jxqhRo1EpOb+0mHPmFaNRKanq6Ins6/JO7Wyhzx9gV3MH/9y8m0e37aPd5kChUDAvM4XKjh4+ONRMYss+ABKLFqDSm0b1OEaNmpOKg/XBbx2sxxXKqv93TxW9oRKEd6oaaLLYxvR8MkzBFzGxvKAO4KPa5sjnyQZdTI8thBCDkYBYCBFXHp+PQCgLmGE2cM2KUsqy0/H7A2yorOPJHfuxhabRef3HTrawttsS6UBhDPUifre6gfbGWnSWVhQqNanzRpclPmVmHnq1mqZeG7ua+mquHV4fj2zbyzO7KvmwX9A5WummYGeQWPUgDtvX1kVtVy8A62YVxPTYQggxGAmIhRBx5fT6aA0FVFcunUe6yYDF5ebRT/ZFMoXHaqeBcKBv0gQDYn8gwAu7D+I2pgCw6Dv3HPUxs8xGluRmAPDmgVoOfwnR43Szv61r9IvuJyNU5jIeF9S9tv8Qfn+AuZkpFKYkDH8HIYQYAwmIhRBx1386WlVHDw98vJv6HmvktvCghv6tyo4F4YC4/0S2HqcbT+WWUR/z9DkzUCgU7G7uiDqHsWbSajBo1PgDATrssQ+I223OSFu9lYU5MT++EEL0JwGxECLutja0UtvVy8aDwRIJx2GdBcI1qgaNerC7T1k2d/B5GjTqqEl9th1vAaCp3nZUx5uXmcKM5AQ8Ph8bD9bHbJ2DCV9Q12V3jlspy9ZQQFwowzmEEOPs2PrrIoSYkjrtTh79pGLI7Q2hTKdmkPHDU5nD48Xn96NSKjFp1VhCmXCvMzR9T2sY8bEMGjXrQm3WPjjUjGWcy0z6Okw4x+0x7KEMulKhQKFgSnYYEUJMDcfWXxchxDEp3HpLoVCQEBoEcawI99ntn/12O0KlDkcREK8uyiVJH+zI8FEMLpgbTrgHcZtt/EZn949/FRxb5TJCiMlFAmIhxKTXP1jMNI88SJwKwuUhRk1fHbFCZw7+azCP+DhpxmDHh/eqG/H6YzckYyjhDHGsW671F+iXElZIPCyEGEcSEAshppSMYzQgTtT3Zb4LL/4mAH6VFm1S+qD3O1x40l9lR3dsFziE9HEaytGfZIiFEBNFAmIhxKTXPzDKNA0c8TyVhTtBHFeQFQn53KZU9F31KD1O3D3tQ985JFGnxaTV4PP7I5P/xlOiXotOrcLn99Npd43b4/SvGZYMsRBiPElALISYUo61DPHHtc04PF4yzUbKcoLZ4IBahzMlH3di5oiOkZ0YnGjXZnPgm4DhJeFyiQ67c1xHKwf6vRSSeFgIMZ4kIBZCTHr9a0nTjPqoFmVTndPr44NDTQCcXJyLcRSt5XISggFxU+/YRjEPR6dScVJxLheUzgTGt1wCDs8QHzv/50KIyUfargkhJr1wXBRuUZZm1I/rxVwT7ZOGVo4ryCJJr+Nzy+Zx8Cjvn5MYLCNpsoxPQKxWKjmuIIsTZmRHLnBsszr48ND4drOIuqhuXB9JCDHdSUAshJgyPL5gQJxpNhxTAbHb5+fRbfu4Yslc0kyGow6Is0MZ4ube2NUPq5QKCpISmJGcQGl2KimGYBeLdpuDd6sb2Ncam/HPRxJ1UZ1kiIUQ4yiuJRPXXnM1b7+1keqqSqqrKnnlfy9z2mnrIttfeP5Z2ttaoj5+c/ddUcfIy8vj8cceofZQNXv37OYXP78ZlUo10U9FCDGO3F4fAGpV8FdWhvnYurAOoMvh4pFt++g4LNBXDRMIphh0GDRqvD5/TF4kaFVKTizM5turFvPZpXNZXZxLikGPxeXmxd1V3P9R+YQEw4eTcFgIMZ7imiFubGzilltvpaqqCgUKLr/icv798L9Yu+50KiqCU6sefvjf3HHnnZH72O19v/CVSiWPP/Yora2tnHPueWRlZfGXP9+Dx+vlttt+PeHPRwgxPqo6e2nstZKbGOzLm2U6ti6sC7O43DyybR8r+932vTXLuPutrUPeJyd0QV2L1T6mC9wMahXL87NYUZAVKYuwuNwc6uqltstCRVsXztALk4nkDwQik+qEEGK8xDUgfu3116O+/vWvb+faa65mxYrlkYDY7nDQ2to26P3Xrj2VuXPncMmll9HW1kZ5+W7uuONObr75Z9x11914PJ5xfgZCiIngDwR4ZmclXzqhDKNGTX5KQryXNG7Ck+vC1EolOrUK1xDBaPYYL6grSE7g5OJcCpITIhcrdtgcvH+oid0tHZEL20rSkjh3fjE1XRZe2H20RR2jFwgEQKGQPsRCiHE1aWqIlUolF15wAUajkc2bt0Ruv/SST3PZpZfQ2trGa6+/zm9/+zscjmCW+LgVK9izdy9tbX0B84aNb/Gb39zNvHlz2bWrfNDH0mq1aLV9TfDNZnPUv0KIyWlDTQufXlSCFjizbDbv1zTFe0njwqDuC/60BgNJCQkDAuWwoqx0tAYDvf6j+x2mVSk5pTifxXl9gz9aLHY217Wwv62LAGAy9R0vMSGB5KREspXqCf1dqTEYUCuVJCQkgMs9YY8rhJh8xvN3T9wD4vnz5/PKKy+j1+mw2Wxcfc217N+/H4BnnnmOuvo6mptbWFBays0330TJrFlcc+0XAcjMzIwKhoHI15mZQ/fv/M4N13PjjT8ccHv5rh2xelpCiHF2XbwXMFHOenpEz3Uiz8dtE/hYYdPm/1sIMayUlBSsVmtMjxn3gLiyspK1a9eRmJDI+Recz5/v+RMXXHgx+/fv5+F//zuy3969e2lpaeG5556hqKiQmppDo37MP/zxT9z71/siX5vNZsp37aBs4eKYn+BjlZyz0ZHzdvTknI2OnLejJ+dsdOS8HT05Z6MTPm9dXbG/sDfuAbHH46G6ugaAHTt3snTJEr721a/w/R8MzOBu3bYNgOLiYmpqDtHa2srSZUuj9snIyACgtbV1yMd0u9243QPferNarfKNeZTknI2OnLejJ+dsdOS8HT05Z6Mj5+3oyTmbPCbdpDqlUolWpx10W1nZAgBaWoLB7uYtWyidP5/09L4auFPXrKG3t5eKiv3jv1ghhBBCCDHlxTVDfNNN/8f69eupr2/AbDZzySWfZvXqVVz2mcspKirkkk9/mjffXE9nVxcLSku55ZZf8f7777Nnzx4ANm58i4qK/dx775/55S9/RWZmJj/5yY954J8PDpoBFkIIIYQQ4nBxDYjT09P5y5/vISsri95eC3v27OGyz1zO22+/Q25uLmvWnMLXvvZVjEYjjY2N/Pe//+W3v/t95P5+v58rr/ocd999J6/872XsdjtPPvkUd9xx5xEedSC3281dd90tQfRRkHM2OnLejp6cs9GR83b05JyNjpy3oyfnbHTG87wp0tIzR9/JXQghhBBCiClu0tUQCyGEEEIIMZEkIBZCCCGEENOaBMRCCCGEEGJak4BYCCGEEEJMa9MmIC4oKOAPf/g9W7dspq62hs0ff8SPbvwhGo0mar/S0lJeeukF6usOsWP7Nq779rcGHOuCC87ng/c3UV93iHfefovTTz9top7GhPvud7/D/17+L7WHqjlYOXhv5/a2lgEfF190UdQ+q1etYsP6N2ior+Xjjz/kiisun4DVx89IzlteXh6PP/YItYeq2btnN7/4+c2oVKqofabbeTvctq2bB3xvXX999BDfkfzMTjdf/OK1bNu6mfq6Q7z26issXbp0+DtNEzf+8AcDvqc+eH9TZLtOp+POO29nf8VeamqqePDBByIDn6aTlStP5NFH/k35rh20t7Vw9tlnD9jnxz+6kd3lO6mrreGZ/zzNzJnFUduTk5O576/3Ul1VycHK/fzhD7/HZDJO1FOYcMOds3vu+eOA770nn3w8ap/pds5uuOF63nj9VWqqD7J3z24e/tdDlMyaFbXPSH4mR/L3dDjTJiCePbsEpVLB93/wA046eQ0/+9nNXH311dz0fz+N7GM2m3n66Sepr6vntNPP5Be/+BU//OEP+MLnPx/Z57jjVvD3v93Ho48+xtp1p/O/V17h4X89xLx58+LxtMadVqPhxRdf4qGH/nXE/b593fWULiiLfPzvlVci22bMmMFjjz3Kpk3vcera0/jb3/7OH37/O9auPXVc1x5Pw503pVLJ4489ikaj5Zxzz+Pb113HFVdczo9//KPIPtPxvA3m9tvviPreuv/+ByLbRvIzO91cdNGF3PKrX3L3b37LutPOYPfu3Tz91BNRA4ymu71790V9T5173gWRbbfe8ivOOvNMvvSlr3DhBReRnZXNQw/9M46rjQ+j0Uj57t3c+KMfD7r9uuu+zVe+8mV+8IMbOetT52C323nqySfR6XSRfe67717mzpvLJZd+hiuv+hyrVp7I737724l6ChNuuHMG8Ob69VHfe1/96tejtk+3c7Zq1Uoe+OeDnPWpc7j0ssvQaNQ8/fSTGI19LwKG+5kcyd/TkZjWbde+/a1vcs0117DiuOMBuPaaq/npT39C6YKFeDweAH72s5s45+xPsXLVSQDc/4+/YzQaufKqz0WO8+or/6O8vJwf/PDGiX8SE+SKKy7ntltvYVbJnAHb2tta+PwXruGVfkFwfzf/7CbOOOMMTj5lTeS2f/z9byQmJXL55Z8dtzVPBkOdt9NOW8djjz5C2cLFtLW1AXDN1V/g5pt/xtx5pXg8nml93sK2bd3M3/7+D/72t78Pun0kP7PTzWuvvsIn2z/hxz8OvthXKBTs3PEJ/7j/Af70p3vivLr4u/GHP+Dsc85m7dqB7+wlJCRQsW8PX/v6N3jppf8CUFJSwocfvMdZnzqHrVu3TvRyJ4XBfsfvLt/Jvff+lb/c+1cgeO727innuutu4Lnnn2f27Nl88P4mTj/9TLbv2AHAunVreeLxx1i0aAnNLS1xeS4TZbBzds89fyQpMYkvXH3NoPeZ7ucMIC0tjYp9ezj/ggv54IMPR/QzOZK/pyMxbTLEg0lITKS7uyvy9YoVK/jggw+jTt7GDRuZPXs2SUlJoX2W8/Y770QdZ+PGjaxYsWJiFj1J3XXn7VTs28Prr73KlVdGB2vHHbdiwDnbsHEjx03jc3bcihXs2bs38sMLsGHjWyQmJjJv3tzgPnLeALj++uvYX7GXDRve5Nvf+mbU22Aj+ZmdTjQaDYsXL+Ltt9+N3BYIBHj7nXem3ffNkcwsnkn5rh1s2fwx9/31XvLy8gBYsngxWq2Wt9/u+7mrrKykrq5Ozl8/hYWFZGVlRf1+slgsbNu2jRXHBc/TccetoLu7OxLYAbz99jv4/X6WLV824WueLFavXsXePbv58IP3uPuuO0lJSYlsk3MGiYkJAHR1dQMj+5kcyd/TkYjrpLp4Ki4u4itf/hI///kvI7dlZmZSW1sbtV9r6ARnZmbS09NDZmYmba1tA/bJzMwc/0VPUrfffgfvbtqEw+Hg1FNP5a4778BkMvGPf9wPBM9d/29UgLa2NhITE9Hr9TidzngsO66GOifhbUfaZzqdt3/843527txFV3c3xx+3gptu+j+ysrL42c0/B0b2MzudpKWmolarB37ftLYxu2R2nFY1uWzdto3rrr+eysqDZGVl8sMf/ID/vvQCJ5+8hszMTFwuF729vVH3aWtrJzNz+tURDyV8Lg7/PmttayOr3++v9vb2qO0+n4+uru7IPtPNhvUbefm//+NQbS1FRUXc9H8/4cknHudTZ5+D3++f9udMoVBw26238uFHH7Fv3z6AEf1MjuTv6UhM+YD4Zz+7iRsOu8jmcCeuXE1lZWXk6+zsbJ588glefPEl/v3II+O9xElnNOfsSPqP0961qxyT0ci3v/XNSEB8rIj1eZuujuY8/vW+v0Vu27NnD26Ph9/+5m5uufU2GXkqRmX9+g2Rz/fs2cPWrdvY/slWLrzoQpyOY/9Fpoif555/PvL53r17g99/Wz5m9erVvPvuu0PfcZq46847mDdvblRN/0Sa8gHxvff+lccff+KI+xw6dCjyeXZWFi88/yybP97Md7/3/aj9WltbB1y5mBn6urW1tW+fzIH7hLdPBUd7zo7W1m3b+MEPvo9Wq8Xtdg96XjMyMujt7Z1SWc5YnrfW1laWLou+8j9jsO+1Y+C8HW4s53Hr1m1oNBpmFBRQefDgiH5mp5OOzk68Xu/A75vMqfU7aiL19vZy8OBBiouLefutt9HpdCQmJkZlpDIy0mk97J3B6Sx8LjIyMmhp6fu+yszIYFf57tA+rQMu5FSpVKSkJNMi34tA8Pdce3s7M4uLePfdd6f1Obvjjl9z5plncP4FF9HU1BS5vbW1ddifyZH8PR2JKR8Qd3R00NHRMaJ9s7OzeeH5Z9mxYyfXXX8DgUD09YRbtmzhpz/9CWq1Gq/XC8CaU9dw4MCByFuvW7Zs5ZSTT466yGfNmjVs2bIlRs9o/B3NORuNsrIyurq6Ihm8zZu3cPrpp0ftc+qaNWyeQucMYnveNm/Zwne/+x3S09Mjb5GdumYNvb29VFQE27QdK+ftcGM5jwvLyvD5fLSFztlIfmanE4/Hw44dOznllJMjF/MoFApOOflk7n9g+nVKGAmTyUhRURFPPf0ftu/Ygdvt5pRTTua//30ZgJJZsygoKJjyP3exdOjQIVpaWjjl5JMpDwXAZrOZZcuW8eCDwc46mzdvITk5mcWLFrFj504ATj75JJRKJdu2bovb2ieTnJwcUlNTIy8qpus5u+OOX3PuOedw4UUXDyiBG8nP5Ej+no7EtLmoLjs7mxdfeI76+gZu/vkvSE9PIzMzI6ou7D/PPIvb4+GPf/g9c+fO5aKLLuSrX/kKf/1r39u2f/v731m3bi3f/MbXKSkp4cYf/oAlSxYfs39s8vLyKCtbQH5eHiqVirKyBZSVLYj0RTzrzDP53OeuYt68eRQXF3HtNVfznRtuiGqN9dC/HqawsJCf3/wzSkpKuPbaa7jwwgu4r9/b4cea4c7bxo1vUVGxn3vv/TMLFpSydu2p/OQnP+aBfz4YeSExHc9bfytWrOBrX/sqCxaUUlhYyKWXXMItt/yKp//zn0iwO5Kf2enmr/fdx+c/dxWXX/4ZZs+ezW/uvguj0ThsVn66+OUvfs6qVSspKCjguONW8K+HHsLn8/Hss89hsVh49NHHuOVXv+Sk1atZvGgRf/rTH/n4483TrsOEyWSM/N4CKJwxg7KyBZELEO/729/53ve+y6fOOov58+dz71/+THNzS6Tl5oEDB3hz/Xp+//vfsnTpUo4//jjuvON2nnvu+WO2W8KRzpnJZOQXP7+Z5cuXU1BQwMknn8wj//4X1dXVbNi4EZie5+yuO+/gsksv5Wtf/wZWqzUSl+n1eoAR/UyO5O/pSEybtmtXXHE5f77nT4NuS8/IinxeWlrKnXfeztIlS+js7OQf9z/APff8OWr/Cy44n5/+5McUFBRQVVXNL3/1K958c/24rj9e7rnnj3z2iisG3H7hhRfz3vvvs27dWm666f+YWVwMCgXV1dU89OBDPPzvR6Iy8KtXreKWW3/F3DlzaGxs4re/+x1PPPHkRD6VCTXceQPIz8/n7rvvZPWqVdjtdp588il+dcut+Hy+yP7T7bz1t2jRQu66805mzy5Bq9VSW1vLU0//h7/+9b6oX3Ij+Zmdbr70pS/y7W99k8zMTMrLd/OTn/4f27Yduxmmo/GPv/+NlStPJCUlhY6ODj766GNu+/WvqakJlunodDp+9atf8OmLL0ar1bFx40Zu/NGPpl3JxOpVq3jhhecG3P74E09w3XU3AMHBHJ//wudJSkzko48+5sYbf8TBqqrIvsnJydx5x+2cddaZ+P1+Xvrvy/z0pz/FZrNP2POYSEc6Zz/84Y94+OGHWFi2kKSkRJqbm3nrrbe5/Y47oy4Im27nrL1t8ED/29ddH/lbN5KfyZH8PR3OtAmIhRBCCCGEGMy0KZkQQgghhBBiMBIQCyGEEEKIaU0CYiGEEEIIMa1JQCyEEEIIIaY1CYiFEEIIIcS0JgGxEEIIIYSY1iQgFkIIIYQQ05oExEIIIYQQYlqTgFgIIY4BSqWS/738Xx56MHqMfEJCAju2b+OnP/1JnFYmhBCTnwTEQghxDPD7/Vx33fWsW7eWSy+5JHL7Hbf/mq6ubu6++zdxXJ0QQkxu6ngvQAghRGwcrKrilltv4/bbb+PdTe+ybOkyLr74Is448yw8Hk+8lyeEEJOWIi09MxDvRQghhIid5597Fp/Px/z587n/gQf43e9+H+8lCSHEpCYBsRBCHGNKSkr48IP32L17D+tOOx2fzxfvJQkhxKQmNcRCCHGMuerKz2Kz2SksnEFubm68lyOEEJOeBMRCCHEMOe64FXz961/jqqs+x7Ztn/DHP0i5hBBCDEcCYiGEOEYYDAb+fM+fePChf7Hpvfe44TvfZdmypVx7zdXxXpoQQkxqEhALIcQx4qab/g+FQsEtt9wKQF1dHT//+S/4+c9vpqCgIM6rE0KIyUsuqhNCiGPAqlUrefaZ/3DhRRfz0UcfR2176qknUKvUfPqSS+O0OiGEmNwkIBZCCCGEENOalEwIIYQQQohpTQJiIYQQQggxrUlALIQQQgghpjUJiIUQQgghxLQmAbEQQgghhJjWJCAWQgghhBDTmgTEQgghhBBiWpOAWAghhBBCTGsSEAshhBBCiGlNAmIhhBBCCDGtSUAshBBCCCGmNQmIhRBCCCHEtPb/oG59mlJ7S3QAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot a few example clusters\n", "unique_clusters = [label for label in set(labels) if label != -1]\n", "selected_clusters = np.random.choice(unique_clusters, size=min(5, len(unique_clusters)), replace=False)\n", "\n", "for label in sorted(selected_clusters):\n", " fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n", " model.sec_tree.plot(ax, show_points=False, show_lines=True, annotate=False)\n", " \n", " cluster_indices = [i for i in range(len(labels)) if labels[i] == label]\n", " cluster_distances = pairwise_distances_matrix[np.ix_(cluster_indices, cluster_indices)]\n", " np.fill_diagonal(cluster_distances, np.inf) # Ignore self-distances\n", " min_distances_to_neighbor = np.min(cluster_distances, axis=1)\n", " max_nearest_neighbor_dist = np.max(min_distances_to_neighbor)\n", " \n", " color = plt.cm.viridis_r(label / max(labels))\n", " \n", " ax.scatter([xs[i] for i in cluster_indices],\n", " [ys[i] for i in cluster_indices],\n", " color=color, edgecolor='k', alpha=0.7, s=10)\n", " ax.set_xlim(-200, 200)\n", " ax.set_ylim(350, 550)\n", " ax.set_title(f'Cluster {label} of {len(cluster_indices)} synapses\\n'\n", " f'Max nearest-neighbor distance: {max_nearest_neighbor_dist:.2f} µm')\n", " " ] } ], "metadata": { "kernelspec": { "display_name": "dendrotweaks", "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": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 2 }