diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..b6d5b37fa7c4b70aacb7541ae0415292f01391dd --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ + +notebooks/helperScript.py diff --git a/notebooks/.ipynb_checkpoints/NerveSegmentation2D-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/NerveSegmentation2D-checkpoint.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..80357648f64de57ee9a437a077b9efd7920436bd --- /dev/null +++ b/notebooks/.ipynb_checkpoints/NerveSegmentation2D-checkpoint.ipynb @@ -0,0 +1,609 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2D Nerve Surface Segmentation " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Add Proper References Here**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Load modules\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from skimage.io import imread" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The objects (nerves) in the image have two different sizes which need to be handled differently. With small nerves marked in red an large in blue." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of objects: 25\n" + ] + } + ], + "source": [ + "# Load data\n", + "in_dir = 'data/'\n", + "data = imread(in_dir+'nerves2D.png').astype(np.int32)\n", + "\n", + "# Get centers\n", + "path = in_dir+'nerveCenters.png'\n", + "centers = imread(path)[...,0]\n", + "\n", + "centers_small = np.transpose(np.where(centers==1))\n", + "centers_large = np.transpose(np.where(centers==2))\n", + "\n", + "\n", + "# Show image with centers.\n", + "plt.imshow(data, cmap='gray')\n", + "plt.scatter(centers_small[..., 1], centers_small[..., 0], color='red', s=6)\n", + "plt.scatter(centers_large[..., 1], centers_large[..., 0], color='blue', s=6)\n", + "plt.show()\n", + "\n", + "print(f'Number of objects: {len(centers_small)+len(centers_large)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Unfolding\n", + "To detect the objects (nerves) using layered surface detection, we first need to unfold the nerves using a radial resampling." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.ndimage.interpolation import map_coordinates\n", + "\n", + "def unfold_image(img, center, max_dists=None, r_min=1, r_max=20, angles=30, steps=15):\n", + " \"\"\" Unfolds around a point in an image with radial resampling \"\"\"\n", + " # Sampling angles and radii.\n", + " angles = np.linspace(0, 2*np.pi, angles, endpoint=False)\n", + " distances = np.linspace(r_min, r_max, steps, endpoint=True)\n", + " \n", + " if max_dists is not None:\n", + " max_dists.append(np.max(distances))\n", + " \n", + " # Get angles.\n", + " angles_cos = np.cos(angles)\n", + " angles_sin = np.sin(angles)\n", + " \n", + " # Calculate points positions.\n", + " x_pos = center[0] + np.outer(angles_cos, distances)\n", + " y_pos = center[1] + np.outer(angles_sin, distances)\n", + " \n", + " # Create list of sampling points.\n", + " sampling_points = np.array([x_pos, y_pos]).transpose()\n", + " sampling_shape = sampling_points.shape\n", + " sampling_points_flat = sampling_points.reshape((-1, 2))\n", + " \n", + " # Sample from image.\n", + " samples = map_coordinates(img, sampling_points_flat.transpose(), mode='nearest')\n", + " samples = samples.reshape(sampling_shape[:2])\n", + " \n", + " return samples, sampling_points" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have a function for unfolding image data, let's test it. The result should be an unfolded image, for which we can use layer detection." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 936x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "samples, sample_points = unfold_image(data, centers_small[4],r_max=35,angles=30,steps=30)\n", + "\n", + "plt.figure(figsize=(13, 5))\n", + "ax = plt.subplot(1, 3, 1, title='Sample positions in data')\n", + "ax.imshow(data, cmap='gray')\n", + "ax.scatter(sample_points[..., 1], sample_points[..., 0], s=2, color='red')\n", + "ax = plt.subplot(1, 3, 2, title='Sample positions and intensities')\n", + "ax.scatter(sample_points[..., 1], sample_points[..., 0], c=samples, cmap='gray')\n", + "ax = plt.subplot(1, 3, 3, title='Unfolded image')\n", + "ax.imshow(samples, cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detect layers in object\n", + "Now that we can unfold the nerves, we can try to use graph cut based layer detection.\n", + "\n", + "Since we want to separate the inner and outer part of the nerve, we will detect two layers per nerve. We will use the gradient image for this." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x360 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from slgbuilder import GraphObject,MaxflowBuilder\n", + "\n", + "# Create gradient-based objects.\n", + "diff_samples = np.diff(samples, axis=0)\n", + "outer_nerve = GraphObject(255 - diff_samples)\n", + "inner_nerve = GraphObject(diff_samples)\n", + "\n", + "f,ax = plt.subplots(1,2,figsize=(10,5))\n", + "ax[0].imshow(outer_nerve.data, cmap='gray')\n", + "ax[0].set_title('Outer never data')\n", + "ax[1].imshow(inner_nerve.data, cmap='gray')\n", + "ax[1].set_title('Inner never data')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The surface will be detected where the data pixel intensity in the images are low. This corresponds well with the data for the outer and inner nerves shown above.\n", + "\n", + "Let's detect the layers. We apply boundary cost, smoothness and containment constraints. Here we set both ```min_margin``` and ```max_margin``` constraints for our containment. Then we use ```maxflow``` to find the optimal solution." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 4754\n" + ] + } + ], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_objects([outer_nerve, inner_nerve])\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness(delta=2)\n", + "helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n", + "\n", + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can then get the segmentations and the segmentation lines from the *GraphObject*" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "segmentations = [helper.get_labels(o).astype(np.int32) for o in helper.objects]\n", + "segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations]\n", + "\n", + "# Draw segmentation\n", + "f,ax = plt.subplots(1,3,figsize = (10,10))\n", + "ax[0].imshow(samples, cmap='gray')\n", + "ax[1].imshow(np.sum(segmentations,axis=0))\n", + "ax[2].imshow(samples, cmap='gray')\n", + "for line in segmentation_lines:\n", + " ax[2].plot(line)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detecting multiple objects\n", + "In the image data here we have marked 25 different nerves that we would like to segment. We could segment each of these individually, the same way we segmented the single nerve above. To get a better segmentation the large nerves will need to be samples with slightly different parameters than the smaller ones. Although it is not the most memory efficient way of segmenting the objects, we could just add all the object to the graph at once and get a segmentation for each object." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Lists for storing nerve objects.\n", + "nerve_samples = []\n", + "outer_nerves = []\n", + "inner_nerves = []\n", + "\n", + "# For each center, create an inner and outer never.\n", + "for center in centers_small:\n", + " samples, sample_points = unfold_image(data, center,r_max=35,angles=40,steps=30)\n", + " nerve_samples.append(samples)\n", + " \n", + " # Create outer and inner nerve objects.\n", + " diff_samples = np.diff(samples, axis=0)\n", + " diff_sample_points = sample_points[:-1]\n", + " \n", + "\n", + " outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n", + " inner_nerves.append(GraphObject(diff_samples, diff_sample_points))\n", + "for center in centers_large:\n", + " samples, sample_points = unfold_image(data, center,r_max=60,angles=40,steps=30)\n", + " nerve_samples.append(samples)\n", + " \n", + " # Create outer and inner nerve objects.\n", + " diff_samples = np.diff(samples, axis=0)\n", + " diff_sample_points = sample_points[:-1]\n", + " \n", + "\n", + " outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n", + " inner_nerves.append(GraphObject(diff_samples, diff_sample_points))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we also add the sample positions to the ```GraphObject```s as they are needed to draw the sementations on the nerve image." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 212430\n" + ] + } + ], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_objects(outer_nerves + inner_nerves)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness(delta=2)\n", + "\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n", + " \n", + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 25 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Get segmentations.\n", + "segmentations = []\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " segmentations.append(helper.get_labels(outer_nerve))\n", + " segmentations.append(helper.get_labels(inner_nerve))\n", + "\n", + "segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations]\n", + "\n", + "# Draw segmentations.\n", + "plt.figure(figsize=(15, 5))\n", + "for i, samples in enumerate(nerve_samples):\n", + " ax = plt.subplot(3, len(nerve_samples) // 3 + 1, i + 1)\n", + " ax.imshow(samples, cmap='gray')\n", + " \n", + " ax.plot(segmentation_lines[2*i])\n", + " ax.plot(segmentation_lines[2*i + 1])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While most of the segmentations went well, if we look closely we see that some don't look right. If we draw the lines on the original image, we see the problem." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def draw_segmentations(data, helper):\n", + " \"\"\"Draw all segmentations for objects in the helper on top of the data.\"\"\"\n", + " \n", + " # Create figure.\n", + " plt.figure(figsize=(10, 10))\n", + " plt.imshow(data, cmap='gray')\n", + " plt.xlim([0, data.shape[1]-1])\n", + " plt.ylim([data.shape[0]-1, 0])\n", + "\n", + " # Draw segmentation lines.\n", + " for i, obj in enumerate(helper.objects):\n", + "\n", + " # Get segmentation.\n", + " segment = helper.get_labels(obj)\n", + "\n", + " # Create line.\n", + " line = np.count_nonzero(segment, axis=0)\n", + "\n", + " # Get actual points.\n", + " point_indices = tuple(np.asarray([line - 1, np.arange(len(line))]))\n", + " points = obj.sample_points[point_indices]\n", + " # Close line.\n", + " points = np.append(points, points[:1], axis=0)\n", + "\n", + " # Plot points.\n", + " plt.plot(points[..., 1], points[..., 0])\n", + "\n", + " plt.show()\n", + " \n", + "draw_segmentations(data, helper)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<!-- Some of the objects' segmentation are overlapping -->" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of the objects' segmentation are overlapping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multi-object exclusion\n", + "To overcome the issue of overlapping segments, we can add exclusion contraints between all outer nerves. However, exclusion is a so-called *nonsubmodular* energy term, which means it cannot be represented as a single edge in our graph. Luckily there's an algorithm called *QPBO* (Qudratic Pseudo-Boolean Optimization) that can help us. \n", + "\n", + "QPBO creates creates a complementary graph, alongside the original graph. The complementary graph is inverted, meaning that is has the exact same edges as the original graph, except they are reversed. This means that the graph size is doubled, which makes computation slower and uses more memory. The benefit of QPBO is that we can now add nonsubmodular energies such as exclusion. \n", + "\n", + "The ```graphhelper``` module contains a ```QPBOHelper``` class, which is very similar to the ```GraphHelper``` we've been using so far. The main difference is that it has functions for adding exclusion. One of these is ```add_layered_exclusion``` which we will now use. We will be using the ```GraphObject```s created earlier." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Two times maximum flow/minimum energy: 424860\n", + "QPBO flow is exactly twice the Maxflow flow.\n" + ] + } + ], + "source": [ + "from slgbuilder import QPBOBuilder\n", + "\n", + "helper = QPBOBuilder()\n", + "helper.add_objects(outer_nerves + inner_nerves)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness(delta=2)\n", + "\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n", + " \n", + "twice_flow = helper.solve()\n", + "print('Two times maximum flow/minimum energy:', twice_flow)\n", + "\n", + "if 2*flow == twice_flow:\n", + " print('QPBO flow is exactly twice the Maxflow flow.')\n", + "else:\n", + " print('Something is wrong...')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that the ```QPBOHelper``` energy/flow is exactly twice the flow computed by ```GraphHelper``` for a similar problem, which is what we expect, since we double the number of nodes and edges. This is because we have added exactly the same edges/energies on above. This of course also means that the segmentation is exactly the same, hence we haven't fixed the problem yet. \n", + "\n", + "To avoid the overlapping nerve segments, we add exclusion between all *outer* nerve objects using ```add_layered_exclusion``` and call ```solve``` again. Note that calculating the new maxflow/mincut only requires us to re-evaluate parts of the graph that were changed, potentially making the computation very fast." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Two times maximum flow/minimum energy: 425476\n" + ] + } + ], + "source": [ + "# Add exclusion constraints between all pairs of outer nerves.\n", + "for i in range(len(outer_nerves)):\n", + " for j in range(i + 1, len(outer_nerves)):\n", + " helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n", + " \n", + "twice_flow = helper.solve()\n", + "print('Two times maximum flow/minimum energy:', twice_flow)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that adding the new constraints has increased the energy. This makes sense, since our constraints are forcing a solution that is less optimal from the perspective of the data. However, our prior knowledge tells us that nerves cannot overlap, so even if the data suggest that they do, we know this is not the case, but rather because the data is inaccurate.\n", + "\n", + "Let's draw the segmentation results with exclusion inteactions." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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0tTlG8tkUTSvNNnKvlXzSMiBpkbwzRc/J3x55LfcDvZfK5Ksm06tNBk3rS/JRjsE073Iv7fQXycS71mTRNv3WSXky7Z8SMilrbPc+Xn34I6RUyOdHj9MZ91vakn2bMpLLa1Nkny2KUbsYSN7ZIqs1DWEYsr1aZfvCDPF4Oy/uOkht/DLT4yupEM6fP28cc5OuK/41whUxWltaKL0qt86TK1BKoXJzqGp56ToMaJx4k8Y7r6EqJfzhHcT2HIBYAop5CO1mMXf5cLQe2isTJMMSc/7N03R1u4v8Tts3eahtijcKKwvomYWtnK3Z+3GVw6FgB/uCQePfv9e4n7eDXTxSfobOYNb4TIQIESJEaEWlUSTpX5uG5Jra79vCdx/6MH4Q8BuXj9HZuDVuJTcD4x09dBYXSdWvjeZNoUHyPK/llCpxxdwPmJ1mbadQ6RSmv3BtJ3R54tdan9Xp/qeK7XT6AVvbM8DSM/rrUb4vnVMz5UXyR18FwInFceMJguIiHQcP07bvLurLJ+R8rUJl/DId/QMkLA6No6Oja+i15Znoqs8yG+uj3mgYc6C0nPyrBdooMU874fKHk9Q69FYv8DuDL+E7ii/OPMgLpW3s2LGi6dFagy31du5U28gly0xkF+mnk11jnaQCn/FEjtnumvHr8u8aH2Sv9yWeWPwa303/C3SacfnlJudYj0O2Zco7Y6sRZyo1ImGra2RyLLSlt9fyZmvL9PVmKl8BK+OUX8DyC0p+3esvajlGKUMm+bdperSGwuToDObcQzbnf/mVrWFywAWzY7vU0Jq0OnK8ttxSprwvtpIfJq2PlEfTl60cg9zf9N8ln6UTttwv9HqWWk6bk7ymwZbrR0LTJmVIrvH1tImm/GS23EdyT9Jt2PgsoeVJzp+81poLqTmT13J+NW9se7yUXS2HcowmDa5sV75vytdm03zIsWs+SbrknEhtkXYulnLRkcyR6Eq3BHRcC6QsyTEODQ1RbO/i9Cc/R8xx+NyZ19mSScHyHJpKeMGKjEmexy1pAPQ+I983lYaS2lnJJ1PZEi3bITC2814Gzp/k7NmzLYEN2hpiw6Y4IN2uiLuKfMNlrJFhyL86oSxfPIuXyZLetZ9Gbo7GYo72fY+Q3bWv5bl6fgHH91dqaTXqhLl5mJ2CxQUIA5yuYdRVFkxtbywwnthG3Vk/DPQj3os84b1JVfmMq17GVS9nkxkuN7poKJf/cuhFimGM3x99mFnHoi1ScH9pJ+1BiqFCO/tn+nFwqMaWNoq5mJ1fBVJcdLaxT52hI5gm56+tixchQoQIEVbQm9lKqZZf/8HrwNgdd1NLZ/iFYy/RVS1D5spuB5sJE519NBJJusYvXfO70QHpBvCxvkXGKjG+WxrhZzKn6PTWUd8FAfX5GdK795Me2dO8bTpVu4kkjYU58i/8E2EQoArLgu+4kExBpUysXqGWuDqnvPiyj1TdWT/9+wvBIQ665+h28vQzz4Azy6PtwnYfxPmfRx9hupHBlhdsqN5JZ5DmzS3j5BJlhhc7UGmXajzg4LleZuPmA5JDyM/6z7JPneEl5z5ynlmzGCFChAgRlpD2O9nWtZ+XLvzDhrTff+4kFw49xESmncHSxhzCrgbjfoJ0GNARXn3o3LGtu/CrFfovnrnm/jbFASkMwxbVWkuFd3FfHySkyt2mateQam6p+tTqTNmWKdU+rJhHVucySTjwi4Nz/PHFbp4u7+Iz7eeAwpoxNFXMpQKeUsQ6uq15hXQ+m/YPf4LRZ75FaWqcZE8/qZE9pLYMUlAuqlFn8QffJhk2UMtqTlPafalqbZRykIVcJWiqPOV4pRp8nna+WP85Ph/7O7rI82eVj3C+EGerP8+gn+dYuJOwo4se1qq5s2GSjlQndxe3UfZqTGTzKAdO9cwQBAEjuSVTQqlSotgotvA0k4zxC973OOSd5sXkT/Bi6kN0C1WvVJ/LedWqVpMTPqzMpRyvzdym583kaLu6X5NDsE29bTK7SNnTY5BjlCp+6WBryoNkc0o2qe0ln6S6+fLly2vakvmVNL22/DDSTKTXrezLZlbR82Ir+2PKZyPXp82RX0PKts3Zdr1+NU8kP9YrrWFbX9oEIPk1NGROjqpNADaH/fVKtshrOV6954wLh1W5ZkyBKbY8OtocI2mx5VfSvJHtyjkxfSzK9037vWxLrj+TqdiUwwha59o0f7YyOJpnNvOwHput3IYpP5b8uzSBypw9Y2NjwIqJbdfww4Qq5MTUi2v60/yzjUfPpXxHzmV/fz99hJxZmOGt/m08srgSWAOtcyZzh5lKtki5MOWtM+WGA6jUanw91c33BrYB0FcpMjw7wbaFGYbys+TEPqb5l8vlqKQynO8boufl55geXdrfpFnSlvtJY1MckG5ndMUCPp69yNcXR3i53MfdXMGxuLEkEO5VpGN3XI+tH/4kSoVNV+zy5DiV0+/QmF2OIruGUHg/XFoEDTcOrJ8PKU+WP6r/HL/ufZ3fSH6XP6k8ymvV7bxRtfsMAHym/DDu6BK9JzumUKu8yKfTRcI5xUOV3Xwj+3rzfowGv+J/j/3uBb7VeJRT6Q9f9dgiRIgQ4f0Kx3HZ2/cQF+aOUqxdfcDQNfUB7D1/khcPP8aFdAcHbrAixLVgSjn8YXaQd+Jp7p0bp7tW4Wy2k7cHR3hjeDdeGNAzO4XfqKMch9BZiu2uhwG1VAblevS8/sJ19R0dkG4CBmNlur0qi+E6/j3eEruLp48RLszipbOkh7bhJZKUJ8eoLczRe9dh3OXn6oU8sbYOVBhSmhxj7B//AVwXv6uX+PAI05WrVzMGzlKbnqpztcGLRVL83+VP8lupp/ntzh/zxznFq5UdV3xHsVIjruC3Fs9M12M8MLkNULwTX3Ewdwn57fR32O2M87XGk7wU3sUAESJEiBBhPWzvPEA61saxyR9vaD87xs7xzsH7+e7ATu6YOMk15AC+Lkwqh++oOE+rOMQUv1icZs/4GRzg0dlRpvN5xtp7uNTZy8V0O7VYfCntTRiCAtWAeKVM/5svkJi/vojoTXNAkmo4qXI1qcxtOTRseRw0pEpPq1GlKlHm5LH1pyFViUEQkC051FWCgb6ln3YZfbBiSnFo6+qlll+gNj0BwNyr4MQTqNrSYWLx7AkIFY7v01jMEevoIrn3ILXJMXBdyvvvax608rNjzT60KtYUuQFAYkkNnvFCuruXomRs5QukuWBiQvGnjZ/md/2/4JHkWV4qbjWWf9F4JX6Wh2tL/lUFt9I0DfXX2nk0vwtQ/HX5WS4Vp5u86/Py7PXHeSn5JBfTH2GApWrRYM9BZIpmsJU80BovW94MU9kSWxSUib+23Ee2yDLT300Vt00lUOR45JxJtbE0wWkaZQTMuXPnmtfSzGcqbSOhZVqq6qVJUNKg88LINSnNSFL2TFivOro0q5lypUktp638hJYXKWOyXzlnug9TJffV7eqxyX6liVTnORoZGWnek2YKmZtF89wWWSiv9TOmUherx6ZNUfJZyTM9XlP+ptXvadmUOYgk7yR/dXuSbimDkmd6XZnKj8hrOSe2qGRNr63UiCkyWo5B9ivbNeXvkdBr3FaZXq4ZUwStLW+TNo3Ozc3xkzvvI1+e48zkm8sfqK17mu5P3jPlrJKyIser4QcBT144xjf2HOaf4m08OL1ksuro6CAAFvw4ZT9FJgzYEVSb7crfWEmDnPdnEu2kggZ+DSZiSc4mMlwOUjjA4UqeR8+/Q3u9xoLgwdjFi8A5tgFJkYfKlH9pXrxnmj8bNs0B6XZHZ6zBm4sZnp7v4+G2eXN+ItcjftcDACTicerjlyifeGtJIzS4DRU0KL39SvPx5MAw9XyOxVeeW3pn6whl79qnTAGLsaVos1h4fbkr2twqF2tX/lFDwWCwkkRwMVaFGuwu93N/cQc5p8R3Ym82D0caM0GWchgjpa4vPDXCzUFHMk4jCMlbDkgRIkTYXOhI9TLSc5Afn/n75uFoI7F3foqRhWmeG9jJYizBfCJNLpVlLhYncFYOGz9bnOEnS3NXlaev7Lh8s3d78/+eCtleK/NUcYaHyzk6wwaT15i/6GZh0xyQ5BeyzQlbf02ZnAlh5eRv+3I3FbGVf7edJvUJ3Ja5OJFI8FMDFZK+yysLWd4pt7HXz/BAfIyU02g5yV64cKG18eHl8P65pbG5Ow7gNWqEno9yPUi0k8jNkiwXmAx9Fi5ebL5qOgnLL/psNsuim+VI8m7m/W6GvTx3jAw3v75NuWhgrRNhjzuLl1CcLWdbeAsrX4epVIrhahfbg17OZWY40jFG4Cq2l7t5sLiTcX+BbzuvU6dhyIviMRp00RPONOdIz7upmCOYHVVt+YiuxC8wF+K1faXLZ/UXl5RRm2ZKa3Lk303FkaXTtITMjaPblVqhlq8l8VWqc2VNTEw07zUdxh2HfQN9bO/IsL09Q0diaTyzpQqXcgUu5Qqcn52n0ljiuynbt02josdpW1M2R2MNWy4z/ayt0LJ+1hSQAWYnXZssyPHovUc6Acu2pEbLtF9ojejqZ1e3v3o8q2ld3a6ca70WbYW/pWZRz5spZ4/sw6atN2lNZftyrWUNgRZyv7dp7TSktt6Um8gUlADmDOm2XGpSHvUcy73UpmnT8ijXosmh3qTpA7P205a7yqQdu2f4oyjgyOgPW/owObYbA4fE321FuaX2MwgCDs7nGP3Qz/Ja7zAdpQI9xTw7qyW6KiX6VYNXuwf5WkcfF6oNPjZxhh7BR9N4n+5eKoD7qfHTDMxMkq1X8VXI2NgYJ5ef1fyVcy33SpOTvS0vni0vmgmb5oB0uyPtKZ7aUuS+9Bw/WOjkSLGXrFPj3vjE+i9LOA5BTKhrHZdSWzeltmvLgl1xU1xO7OdcfCe+avB4/AL7/FkM+8+66HWX1JOLoVmN7CqHLbV2HizspOzUeLNzVLshES5/1byVvkT9Cj5Ti2GS7nDtoSbCzUU65rO3M8uu7g52dLYR9z0aYchYocyR6QU8x2FLOsGB/i4OD/ai1A6mCiUuLiwyVakzXjAnuowQIcKthYPD3cOPc276LRYr8y0fZBuJbKnArz//LbwwxKH1YJVMJtleytNVq/Cjvm2cz3TwmfwEd1TNUcEzfoLn2/u5b36C+xamKNU21/4SHZBuMrJegO8oXEL2+HPrv3ATUfbbmE1vZya5lUJ86UC1tXaJ/dVj7GjrXedtM+71z/CLqR8y20hxsbr2S/+e2g4O1XfgLzt+570yUq8aOktfLc462l+Fg4u9QG+E60dX3Gf7cB8jnW30Lyd4y1dqvDM9x0S5zuhiiUB82ZVKJVwHtmTTDGXTbO9s497hfnzXJVSK2UqdyXKVyXKNsXq95d0IESLcGrSn+sgmO3nu1Gu3vG//CsXUHeAnpy4wUlzgW4O7+X/6dnJnOc/jhVn2B5WWEKFvdg8TUyE/MX3tSRxvBTbNAcmm/mvJ5WNQh0nVmVap2XIpmFSXsk1bHhZTUUvbab1IkrcKWQ6m86Sz7UzU44wHHjNBkkIY44B3jm3OrHW8pnwqUu0s+5X0VuIdvJp5EhyHbpXn7vAs+7MVOrJVoK9FTa37MDkFwpI601EhH1I/5LH0y5yq9vKHc48RxJLEaXXmG6SreTgCSKk4vWEbi/EqiYbPXcVBSk6N8WCuqdY3OXm3ezUKKtWcb/2sNL+sLvWioZ0X5fyach7ZnKlN5SfkPMgvJMlHUxFcW44gzWupipdOlxrSBCD5ZDIZShmS9F6+cJ6BVILhTIJDA+1k4jFCpZhYLPHjixPMhg4L1RWHXi8Ww2OF55qPF+dyTBYrvD45h+c4bOtqZ7gtzXB7hgNdWe7qdmC4h8VqjYVKlUI9JFetkavWobuLYiOgJnh7UZiHZYr//fv3rxm7nF9ZHNdkhpB8MpWJMBXQtPFRtiX3Hs1fOf/yWrahzZmyUK80q+n1I9u35Yox5Q2yBSNo+baZkaSMaPORLb+SydRlc3DWbUgzodw/TXulHI+pyO7qNjTkHizzAplolO1qXstx2Yrv6vmxlQQxmaJspWBMJTTkvmuSN1tZoNXFtocydwAwvnCBRqNh5bm+lu1K6PUlAyfkGCW9pj3LZmZPJpN8+vQJTu67m9cHRzjWt++acjwAACAASURBVJOucpF9s+MML85TDAKOZzp5+OwRxo4dBVplSObo0n3IvuTvptzv9bqU/JLX65nVJDbNAem9gufms4Q4HCm183ZpaZN3UXR5VULl8Dz7SKkjdHNz81WkwjKZsEjoxvhg+CYxAjrctRqfq8WT6sc8pl7m+8Xd/MfcvTSU2ZfknfQY2UKStiBJxW+wmKzy+Niu5t/rBDyTPEJ4BRWSg2LQm+Ocu/+66Y0Ajgrprizy8yNb8FyHahByenqOM7MLTJRrTV+i9SLITAiUYnSxxOhiCW9ynpjrMJBJ0RFz6Uwm6Ewm2NmZJum3/hAUGyGFeoPFesAW1cd8ucpCpUpF0azzFyFChGtHb3aYUIXMFkbXf/hdgqdCHhw9w71j5zjdM8CRLdt5aXg3avlA2l4ucujyWdamvt0ciA5INxkpV7E9WaXHK9Mfq9EXq5JpLOI5inLo8bcLO3iGu3iU4wxfKankNcIj5J7Km/w4/RhvOnt4QJ247rZG1EUeVy/whnOQL+XuWr5r+DVT0Fdvoy1Y+nJdyFQYyGWZT5ToqqaZThZ4xnmLknvlCIQeJ0/GqTLhDl43ze9rKEW2VqK3lCOmAs4VK5zOFZmp1LmwrLUxhe3eCOqh4tJiiRNCA5FOp4l7Lh2JGEPdXbTFPNKuQ1vMZ0c2xt6OFUflUCny1RoLlRrjLhQj62qECNeE3ratzBcnaYS3Lmnj9cJXIftnxjgwN0HV8xjPdnEpmWX73ASe2ryLf9MckEwVn8GcT0OqJU35QaQpxZZHR6t4bepqU/Vm+axJxQzws7EJoIbvJ4AE0EaptPLj9OvZWb4y1cdztYPclV7kgx1zxMK16eYlDSa1JiypTmvE8GmQTqdIU+OAO8Y7apid7gJ9cfPYNK+lulKrINOqxK+qbzCtOvlP1Udob1/i0+rIGFc5/HLuMRCWn4FclgvxGb7Hm6jlKViYX4mA0DyXGox0Ok1MdVKoZDkcvsmZ9BOEjtecd6kalWpuU6kKabIwVay3lRkwRbdJGbKZ5nQfNlOlVLvra5OpDMylOUzRTJLGarVKLKjTX1pgsFEl1wg5uljjtVNnm89qU5XkuZQxyTM9TmlClZFJmh6pvpdrVZs0qsBkAyYbQYsZJDc7Q3cqSVc6SU8mxZZshl09HczOFrhcqLSY0mR0qqksjByDqYyDlBtbFJvJJG8z6Wt5k3RJuZB80rIr6TKZIWxmM/meqSK6lH1JgzYtyDFKs4qkXe9fcv6kecNEl80twESX3Lcl7fq+lEc5BlNeu/XKh9gixGxmS1Nfkmcm07kpelXCtkeYojhXRwKvplGabuX7q8fWmx1mKn9pzfurr/WasUWUalmQJmFp4pb0ahrknEo+SRpN+4lcB26hwGXgMit7i1xzplJMUkZN8yDpldF3NvPxlapCwCY6IL1fkPVCfmnLFD+cb+PVQgfHyxn2JRZ5NDtD1rv6/DMKOBvfxYnknfiqzoCaZ4uaZa87yWjQxQvhLnaGZ0m413Y6/wg/pN0pcTzYTptTooI5FUBPsHL/1eQ5crEy3Y0sx5NjqGsMRKg7cb4Te4qfr/0nDhef5bXsh66tgfchnDCkt7RAZ7VA6DgcWaxxsdK4BZlQrh/leoPReoHRfAHP8xjpamdXTwf5+tX7BESIEAF8N05Xup+jo8+/26S8pxEdkN4FxFzFk53z3JUp8FqhnSPFNmrK5ZOd4+u/DNTxeSd5gNH4NrbUJ4ipGrOxfi67/bwaLNU1q+Pzo9IAH8qOrd+gwEl20R9O8pB/nIf844wF3Xyr9iAXaPUPmvYW+dv2F6m6K0UGJ2LX71d12r+D084hHij+I2eSdwPX7iezmeEEDbgZ0V5KkS4v0rk4ixcG5OMZZlPtXJi69krV7zZ6dURdPUpMGSHCtaA3O4TjuEwvbs7or/cKNs0BSar/pIpRqsC0WtemzrSZOjRMqlhTOYHVfWj1qy26QKoNTQkB5d+12jiTydAO7Oypkxwt8XIui5tqJ+utpVHzIFQwmdzG8+VBSsrnHn+Me5NjOA4oNcW8SnGp0cZY2MGUauNErZMn1DgxRxmTQko1qabrMvfyp+X9dKoFDqjjfIgfsj82ysnqzuazpkSetmgYmeBQq9VtSQALlWG86lt0JUJqy6ZROSc2db8pKkiqYrXc2FTQUr1uMpvZzF6advmsLOOhS0YkVMDesISPIpfupuwn1o59WUYk3avVwlkX7ki6dPkO8/WAF8Znma0sPSNV093dKzmz9LqSfzdVYpfXttINJvOjfF+OR5ftke/L9xKJBIMdbRTrDZTnE/NaTUA2M5K+lu2aTDDSBGSLyNHPyDmVf5fvadm1JVeV6n5t1pcyKqMX9ZqR41pPzk2lIVbTo/u1mRPWK5kkadDyYqtCL80Xeuxy/kzRxbI/kxkRWk07puhhCdP8yWtTiRNbOSpTgklbyR0JU2S03E/0XinHK/ks+aSfsSXGlDLW27YFgPnShFGeTEl15T3JZ20al/fk+jOVepFluaRsy/FoXst+bRFk6/12r46wBfNvgKRBPmtbE+vN8aY5IL2fcaitxIu5LEcWUzzU2VpuQymYrsc5V81ypNzBYhijzyvxVOoCHcHKJuU40O2U6fAK3OWNU1cubrqT2HoJiCxYcDqZVUs/tO8EI9c9tqtFe2Oauxe+y/nMvUwnd3H98XebC6nlwxEoajhsK80xmuqiGDMf8k3wgT1Jh60xh7qCN3IVLpbr5Cub3znzSuhOJZgrm3/8IkSIYEdf2zD1oMpCyZx5P8LNwaY4ICmlWk728rS3XgFak5OV/AK25S7SJ1lbCnl5EtbPypOnpNH0hWNygIaVLz55Kt/R6TI82+BHC228tZhmshYj5Yb0JgKmqx6VcOnZfR2KX9nuc29fB67T2dKHKRX70niWvkZMeZ3Wc2K8q3yGYpBiNLYTqubSEFpbYeOHdO425XTxPI94WOap6T8ncBOc3v15uuPd1twoGutpA01fvpIHtpxX2tlWOlhLJ3l5rb+ix8ZWzJjyyyoTNjjUlaKuFM/PlaiH8GhPmuHSHG8V6lwur/BMy1hLDpVajf3dbRzobiPhOZwpVDiyUGJhcW1WWvnVKfmg25NfWPJLU37RaT7KZ6XjtIattIrU5Ji0FZLn3d3ddKeSnBPO2bJdW0FkU14ZSYMpd5iEHJt+RjpYy7UqnVY17VLuTDmxJA02LYpuy6YJN+Vlkk7Nsl+TtsLmfGxq18an1SV/wF5Gx8QbyUdJu947JD9sBcdN2jOpadB92NoyaStWF9fWyBuKmdry6cmxm/JymUpcyHGZ8iStbldDyohci/317cwVJ3A981ybgp5sml+TvJo0QbJdqUE0WVBWv2e6Z/rNt2lSdbs2Psvx6HkzlRZb3YdN/jU2xQEpAvzUljLPzSQZLy9Nbjl0ibkNDrbXONAXZ08HdCcgmbxy9eGbBU812N04SQ2PzznfQMUDFA6vNfZxnsMAJFWZe4vfpy1c4Kh/NxPeNq6nlskTs1+ivTHDS/v+NZX4tZVU2azo9R0OZ1OUgpDn58pUlpP+vJSvcV9bnHuyMTwUF8prN/G057KvI83u9hQx1+XSYonji1UW3kO+OhnfxXcdcvUg2oUiRLhG1IIKA+0jpOPtlGrmKOcIN45oa9ok2J1tsDtbaDm566/dri5zOONGIsRlzNtKopGngwKBo0hT5VcT3+W5YJEEVe5RR4gX69SJcRcvsuB2MeaPMKU62R5c4A3/fsaWD1NXQld9nPHkXmbbD9yCkW08BmIud2c88o2QF+bK1KRvh4JX8jUOt8W4uy1BzHE4XVr6Esr6Lof62hnJLn3pncsVeXs2z0K13qI1eC+gPbb09ZivB7jmTBwRIkSw4Eenv8rOR/57Prj3s3z76J+82+S8Z7EpDkiO41hzWdiqTWuYVKo21ajJ8UyqBG15SbRKzpSOHswp3KU6Wr6n1dHyfTkueV+rCE3VzqFVtalptJkn5X2Ts7tJZf4M/6p5z3VdXNXgsZm/5vHiC4SOx6WuRzk/+ElKiX56xp5hqHiE3eWTHAiWTC27amf5v4L9NJylMWmeSvNZPB5npnA32xZeIJ3wUW6r6t+WM0TOm8nRzpRbxVRJevX7ul1pItDO1quvV5s1HWBXW5JDmSzT1To/mlqksWpeNA++NwuPD/WwP5skpgISToKt2SSNMOSdmRxvTc+Tr6yM3ZRKX86ZpFc6MJscMKVJyWSGkLyT/eoxSEdy+b7JZCTlWdLQlVi6X1KQMsyfVJmbklxKuTCZY23lHEwmFmkCkm3J8WieSrpM61ret5W+0W3YzNLrVVqXbZlyF9lyu8i5Wl3SZ/V4TOYe2yFdy7Q0S0tI/jYDTsT+KscuS9BomTY5UK++r2EyB8HKHmAzb8l8XVp2JA+kSUnSoOdQ8lFCy5t8x+ZcrOdHzpOcd2li89JneWfqhxwa/BBnF15nPH/a6sCsxyEdvk2/ddI9wPYbrO9Lc7psV+49ehzy76a2wPwbawoisuUtlOtABwvY8iRJZLNZLl++bP37pjggRbg9EDo+z/X+ClP9T7CQ2k411tncAM50PsGZzidAKUq5We4ov8Lj+a/xoeLX+U7ms+A4uKrB7srbHFx8m4XEMG/3fhqIM5m9i11z36cjf5KFzoPv7iCvAS7QGfNoT6ToS8TpSfrEXZexUpXnp/OE2M2NCnhptkA9VOxpT1ENQt6eW+S10SmqwebNLHuz0O67FBshjc2cuClChE2MI5PfZ6TzEB8Y+Qxfefv3MVY7iHBDiA5IEa4NjsNk+6Er/r3hxjmaeYx4WOahwtOEeMRVha2NCyRViaLfxWDpHbYW3uDVbb/FVPZOQjx65l/b9AckD0W/G9LjhGS3ZPGWv3hytQYXC1WmK3Uul6oors4d6/X5IhdLVWaKFRpKvS8ORwBtMY/FxnvHpypChFuNQDX48fmv8tT+f87dgz/B2xP/9G6T9J7DpjkgrZcHAdavCm3K0yLfMannTFFWYI6MWK/0g61dqWLUKkRb3iBTWQWp+rRVM9bt2miUOUq2bFnKoSFVkLYIFZNZ05RLRralx34i9Sn61RQHiq+z6Pcw3n4PFzoeIdd9Dz2FE9x78Y948uz/wrn+j5HLjNA1+yrlgc+28MGWD0eOXdNjM8dp2iRvTRGAsFJBempqJXz24sWLZF3YGnN4wAffdVioNThbbTBbazC2WKK27IRti/7Q8yNlpTm/lToLy2YvW94gSbuWY9uaMcm8VEFLNbapcK3MoyTlyaSKtpmKtcxL2ddz5gBtvsvkFdIU2CKxNH9tkVy6D/l3WySsNqfJtSrnT5otdR+mMa6mwRQhazKdSzOFlF3Zh37WlmNIwmRSMJmDwFz6xhTlJE2Okk9yL9WyJfuS78mxaZ7KdS1pkGY6k/nXJNuyLUmXKepY8sAWfaVlz5YjR943rUUpe6Y5kbJtiji1lbSSOeW2bt0KwOjoeS4sHOHe4Y/y9sXnyFdm1/Srr2W7ck7074spx9tqGvQ4bfmMTL9ltt9VaerX9JiiFOV7V2M+1s/K9Wkz8w0NDXHkyBFjm7CJDkgR3oNwHH7Y/+u8FP4CFa+tKZgJx2W27U7+af//yF3jf8OuqW83X0nU5qnGN0cWbUcpsrUy96cdOj2HQCkulWqcK9ZaIspqUVn6a0LWd3Edh3zj/aEtixBhI/Hq2D8w1LaXn7jjc/zdm//h3SZnUyLpZxnpvouYlyAZT+M5Pp4boz3bAXzV+l50QIqwoVCOR8VrM/4t8JIc2fGbjHc9xD3n/4h0bZqexWOM9Tx2i6lci3S9Ql9pgXjYoOTAyUrIeB3m8tdYaC7CGrT5S1/QUYmRCBFuHKV6nrcm/pH7hz/BTx34DU5NvcZE4QxBeHsnkr05cDgw8BgP7/gUCV9oQFVIENZRzpU/0jbFAclxnBaVoFTDSdOAVtVJVa/JRCDfsVVP123YEodJaFW4bEtemyLebOYPPTapPrSZhnS7MomZ7EuqsbXq0VZCw2QasFXnNiVFs1VH16pNOV75vkm1ufr92faDPHvwf2L3/A8o9BwikUg035ORG1JGTMkb1zOBSpW6TO549uzZ5vXsxDj7kg7DMZdioDhSbjBZXaHXZNqzRcZIek1RkybZtCXIlH3otmwRVVKe9HvSNCHXzMDAQPNaz4/sa2JiYk2/MhpNyoXJrCznRNOVSXmESlFotCYCNJkRoVUVr2VamjHke6aK9pIuaarSz9rKBklTiJ4Xm8neFEFki6DVz9pMZXJe9ZzYzN5yPCYXAimvJrO+rdyJflbSbYpolH3YTI6mMik23pki++Q90/4m/27bz3VbpoSQYE/aqSH5aIrylLwx8dkWSSl/qzSNcn6lbMv3tDxOT08DcDb/Cgmnjb39D3Bg8FHqQY1L88c4N/s2c/ULVBrFln3BVgpLw5QME1bWjFwb0lRsMtOZEmeuvjZFQprk2VYCRe5pen629uzhvi2foDs1zFz1Mq8tfI1KkKe7twvFUttb+res6UNiUxyQIkQIvBQXhn/63SNAKbobZe7IujjA6XKDc5WQyAh089Ee8yk2It5GiHCzoFA8c+JLfP/kf2S4cy+7+w6zs+dudvXeg1Ih08VLXM4f43L+GPnqzPoN3saIuQnuHfop7ux/jGpQ4qXxr5FzLjb/rq5h59k0ByR5GrR90ZkKVcrTqT5V25xxTU6vtrxB8otBn5DlSVlqB9YrqGty4paaAtt4NWxfRaYvVFPpgdXX2inZVtrBVLRS8snEf8k7OTaTFsuW98mkEZOQ2gz55aW/NCRd8ktR83R0dLR5Tzpmq0qZ/X6DrKOYqgUcLdRYqKx1LAVzEVRbMVRTensbn/QXnZx/+ZUnv1A1z0x5sOTfYWWO5TxIJ2yTJkby0RTEYHMiNeW2kfzS9Ga3tDNbrjRzy2gZkk6otvxKplI9cry6P5sGaWhoqHmt50IGQZjWsmxP0iVlTGpPTPuQ/DI2OePKL2BTMU0TLdC6LvVc2xyzZbtSBjRM5SNWFxjWMMmF1PRJmEo+rFcAGsylRCR0W6YSKquvTeWVbPuqli2bjJlka71itLY5W69Yqk2zr+dFzkNfX99Sn8xypvwjzlz+ER3xfgYz+xjI7OW+oae4b+gp8tVpnr/wVcYXzwDm/VPCVHZLyrtNxjRP5BhsWlPdt40fWlMqeSD3nv7+fpJeG9syh9ievRufJDPqFBPOW8T76+xI72g+OzIy0rzu6ekx9tccwxX/GiHCexwZ1WCXX8cBjjc8TueK674T4caQ8FzKUYh/hAgbjlxtilxtiuPzz+EFCYba7mBvz8N8dO9v8fyFr3Jq9uV3m8QbhMNQ+14OdX+QvuQuQDEfXOJy7U3CxI3v5dEBKcL7Fl1hnRFVpgoca8QoXyGx4/sJIS7uBhrA4p5LLYgi/yJEuJUoNfKcnn+ZC7m3eGTos3xg5LO0J3v44amvcjslmXQdl77sdnb238XengdoS/RQDYqcXXyJS6W3SWSXNH8pbryG0aY4IDmO06I6s5XWWM/co9uQ6k5TniRYMZfZzBgm5zipjpOqWqmG1rTbKlBrVa1UNUpVveSDKWeIrfK1Vk1Ks4upMrYNNtWnHrsp9weYTWySd1LlqtWytpIukgY9r7ItWQ5APqvnUJrQLl26tIaepqlMKfoaZXZ4AbnQ4Z26SwMFqOZ41zOrwYq8SBmU/F+tAl49djke3Z8cr1RjS2iThHTQtVXy1iY0/awCwniWqpem6meYcjPUlq9r/tL9Rn+cPVM/oKd0oWU8+lquL1NuMgnJxzAM8V0H13EoVavNOdTzJ/ko16Ucm15fkjeSZ7pNU2kPaOW/5pMt15ZtHBo2s6Zpn5ImNn3f5pAv50/zQfLAtn50u3I/sVW61+vSZhLWz9qceSWfNA2SR7Y9WLdnMpGvvtZjtrkC6HVgc9iXpjvT/Ml5X6/MislNwvasySldwlRKBlbGYQvakfRqeZMyJM20MrhFz5uUi++f/wseHP40dw/8JGm/k2dO/RWwtkyIfF/Sa5szudZM75vWKqzMj8mVwHdj7N9+L33pHQy076IrMYTvLv0tH0xyqvosbmcB2hTbGGjyRNIl25Xni/Wc8zfFASlChA2HUsRUSJqQHlWn2wuYCl1OBx7BbfT1JKEcj2rbMMrzqcUSKNcndHxCHJTro1yfYiJNPZYlTHVS8zPU/DTKaU2c6IU1Eo0iiaBE6Hg0vASJhrm21I0irn943ycZwyNE2IxQhLw0+nUWazPcN/gU2UQXX37l31Oq5dd/+Rbi7qEP8sG9n8VzYygVkqtNc2HxLWYrl/DaqjRYOmT1Or3rtHR9iA5IEd57UIpY2CAR1EkGdeKNGqmgjr98EFLAxcDjUuiylNf59jsgNdoGmTj8ORrpdTYGFeLXiyTDMtnqDPFikVRYIr58IIrXC/hqScvgeDFeGfw07eVxsrXZK7d7nYh7y1np13FOjRAhwsbj2PSPmM6N8eF9v8avPPLf8bXX/0+mFy+t/+ItwIM7Ps6ju36a87NHOb/4GjOlS8SSKxq5gbaBK7x9c7ApDkhBEFgjQmRki448spXm0GpbqTaTph+TKcSW8t6kJpWqOVvJAZN6Xf5dv2dTs5oi02wqW3lf0y7Vlo6lGJip2rhsS/LUFHkm1ZX6ej3TH6yovG05XWSUoJ4faQKQkWdSRa/NF7MzM/RX8rTXSuzShyEFhVAxFSgW6gG5RshiQ6Esptdmtm8xD5IuSbtWC+tcJNCq5h4eHm5eaz7JSB9TKQupojblhFE4OHd+lMK2J4iFVfZM/YBEfREV1HFVgKOClX/DgL7ebhw9Lh/wl8fjAR4E3vJNYDS+jZqXZnjqn5q0mXKVyDmzmZn0/dURZunEcgReubLGHGYrA7Fr167mtd4PpAnBZK6RMmqLGNXP2szhck/Sciznx1YtXNMu+zJFgElZsuXwWk3rapjcDUy5uiRd8j0p+6byEbbSH3JvMbk2SN7Isem1IufM5kKg+5D7p5RHPU7Zvi06Tvch5cYWHadhM7ObImxtkWma/5IuuQdInum9R64vWw4hPQ5bri1TBJ+ElO3z02/z9bf/d57a/9v82iP/hlfOf4cfnPgK9WBtXiZNg5QFW3Sjhi0noGxD80GP6+Htn+buwZ/gcuEoRwvfpq0jS39HT8taHhwcbF7LfVevFdtvsJSL9VwENsUBKUKEm4Fso0JXrciin2SyUqeIQ1E5lMpLi7ouMjebPQo2N8JkJ8VDnyXo3kl69gT7C28QC9eG00tcrdu5Ai5l7iBTXyBbXFtz7WZBm9giDVKECJsHM8XL/Mlz/4Yn932Wh3Z9nP2DD/Hdo3/FyYlXbikdDi6P7/wF7uh/iHP5Vzk6/8wt7X81ogNShPcEnDCgv5yj4vqMpbuYKW+MiejdQm3wHkoHfhoch57T/0Bm+iixgZunYp6ND1CKdbB//oUNjeWLu8tFlaMw/wgRNhUq9SJPH/0z3h59jo8e/Gd85oH/gtOTb/CPx75Erjy9fgM3CM/1+dDeX2Nn9yFeu/w0Y8FbG97netgUBySllDXFvzSXafWaVJ1JNahWG9rUfyZTlS3NvckD3lTxGVqjDvR7tsSXtsriGrIPrc6X78vIJxMkLTatgqbNlIAPzEng1uPT1ZgLTPTYEqhp1b5UR0sZkSr6sbExtoYVYirkjUKDfG60RYWs6ZHjlSpXU6SJLWGg5K9+T5rSZKSj7E/Ta0sOqFXXst9MJkPDjXOx7xFKbbvJlCcZmXiW3gyQGWmJ3pFzZjKtyjHKsWt63uYuEo0ifZVLzAoZNEVnyTVni+4xqdrL5TKxZR+kAKcpM5oeWwJReW0qJSLN8Kb1J9uVvNHPStPt5ORk89pkUpL9msqHyPdsZnjdr8ncB61rSfcr+5IJHaXZRfdnivRafa3ptUUL6vVniwqTa1En37QlDZVmOr0O5Po0lVaBlf1ejt20f5qSkcoxgrmivSlqT75nczsw8VSuCZPJT5q55LMmk7rkgalckby+mt8WU9kfSYPeY7VcXZ47xV++8Hvct/3DfGDPz/JbT/wPvHThW7x+8XsEaq0Z1rY/6nHY5FGOfaB/mA9u/2X6MyOcLf+YUttFDm0/1Py7KRGyNLeZIrbls3JNmdaiDZvigBQhwo0gpQL6VY3RmiL/HgqOyqcGON//BHU/zeDMKwzMvYWDgqS5+O/1YoY2pp0Odhdfx91gh/UVE9t7aKIiRHiPQamQVy98lxMTr/DhA7/EY7t+hkPDT3J07DmOjD1HuWHOmn49GOrYw8/f+V8BcLL0fabqp25a2zeKTXFAchzHmsdFOnjpE+l6Doumr6rV1/rrXX5lmLQDsHJ6lbSYinDKPmx5g0xFS+Vp3uR0aSsqa8oPItuVz5ocp+VJ2lbqQNNjy6eiNQU2Z3fZlsmpVX5JSm2R7k86SMuSECt5jhR3BCVqMY9nz45SM8iGlhupcZGQPDM5FEptiClvhi2XhpQL/bUk+ST7lblxAlxOJfZxNrGLNip8yDvCrn0p4OGW/my8M+XMkTIkaahWq5wMthNXDTpmj1JSjZa2bIEL60GPZ7U2NxWP0QgVaTEXuuyFLJwrS2HYCmeuHqPsz5aHx5Q3yOY4b1o/tq9wU1kKSYOpUKjUdti0Uaavf1NJEFiRU5uTr0nTIjWxpsKpJq0StO4XmkZbUIjcj03O4Tbtme7btofrfuU8SH6Ygljk+jZpyuV7Ju0pmIuH20o86bFL3sj9wqTFkrxZrwSU1MKsZz2QcybXtd5jbRqoF8a+zPn8Gxzof5yHRj7BgyMfZzR/nFPzLzNVPGfNpaXbk/na5Ni3DuxgV+YRhpIHAMhxid69MXpZ+r9JQ2TTJsrxmnJ8yWfXc8yW2BQHpAgRrhcDbkhvLMZLM4vGw9HthoKb5Y3UYfJeB3udCe53L+A7IWBOKnijyKkkl1Q3Gb1O7QAAIABJREFUdzmjeAb1+c1G3HWovwfmKUKE9xMmCmeYKJwh7XWwr+9h9vU+xLaOg+Sq05yafYnzC29QD68cianh4LK7+wHu6fownhPjYukNipnzhE6DQQbXb+AWIjogRbgtEUOxywvodUMmyzUuFK9ucW5WKGAis4dzmfvwVYP7Sy9zZ/vGH1iOhUO4KPa741zY4L4SrsNQOkG+tvHjihAhws3HYm2OV0e/xfG5H7Kt/SB7uh/kgaFPcnjgo0wXLzBdush06QKz5VHj+73p7dw/8Am6UoPM1S5xqvgcpWCe/mz/LR7J1WHTHJCk6kyqxkzOj7Zq1frvNlOAqXK8zG0kVaOmdO9SfWhTfeo2TKp8MOfusKlUTTTu2LFSlVjSq9XfUn1oo8Gk9jWVVpG0SdWoNFVp9ak0U5iq2Mtrm1pY0qjbGxsba95bulYMuIp7vQDXgXfyVY7M5AhpVZmbHCylM66EpEc7WUse2JzzdX8mh+TVbeh2fd+nFrqUlIdfXsBxoKx8flTfyaWgg+2xAh9uGyPjZlv4LGnUsiPVylK2TfMuadRmiJLyORP2Mly9QK442uSPNFOYzM42B2qbPGnc39tGzHV4Y6HEli1bmvd1FXJpVpNjN5lYbCULNI1S7kzmLTlOyVubM62eS5PpXf5dwuYgremV45Lvm8r2yDHa9j89f3IMtiAI/ax0Spfj1XuOXNcSsl1tcjKVCYH1gyBs5aBM5isJTa8t35SpbJOEzRnaZJ6yyZuGrZyNpsFU5gpax2Yq02HLMaTvyzUn513udfo3QZqsTDKye/fu5j05RpPZcqn/PGf4R8ZKXfT5e2lPDzDYtnfpORWQr0+yUB8j1xinHOQZST/AQPIOqqrImfqzxHorDPZ1A91N858px5S8b3NRkHNpyqtmyu0HZp5LbJoDUoQI6yHtKPb4AR0uTFcD3lgoUwzCDSyrevOhFHxzcSuX6xkS1NniFpgKs9TxeCR+ifvbClhcOW46jjf6UbjsKJ/e8L62pmJsTSd4a75Ivh6QMedYjBAhwm2GYjhLcTnzfqOq6IgN0OkP0REbZHv6Plxn2Q9SBYw13mYiOEJIg35nc2qNJKIDUoRND0cpOss5dsYCAuBE3eXYbHHd9zYjztWyXK5nOJCYp9YImAyzZJ0qTyQv0u1WcJwbr0B9NVAKTgc99NSnSIcby8uk63BPR4qZSp2Ti+aiyBEiRLj90VBVZmsXmK1dIAxDXHy6EoNkvV5maufxM7fT5+wmOSC5rtuSAt6WU6JZbkGoz6XaUKvWTFXh5d/ltU3VKyO8TOpMSYOMKtG0y7YkjSYTnC1qT6t9ZZ4XUwVked+Wy0maFnS7Ur24XnSAVLNKek0mAKk2lqprreqVbckyHTJKZmJiAoDS1AR73DopRzEZwJm6Q53WyAjdrpwHaRowlYmQJh5TBIophwq0zmV/f/+adiVdMmoknU5TD+FvXlH0JwJ++Q6P4mIRlosthmEWyLaYSKVaWI5H0yDNULZoP03b6pI7U3RQdBL0zx1nvrDEd5NpwRSBacr7tXq8+tkgCLi/M4njwPG60zTdSHOaXvu20h2SJ1rOZMSVhB6v5J2kV0YgmUw3co2bSgjZcoeZysKYordgZS5sVeplH3re5T5oM/nqHGl67ayGpNc0HrkHa1mYmpoy9iXHpudC7l1SNk0uBKaq7auh37NFOOt9xBRFvHpserxyTuW1KWLRFsEp90o9hzazp4btt0M+q9uy7cWSD5p2U743Wx+yL9mWXre2PFYSpvxLpshr+UwQ1KkyThuJlnWv82fJvuVvgMlNQvJGyo3cd/XYVkfrmmCLbNa4HSsuRHi/QCn2uTVcFO8EMY7XXeobmud5Y/GDMZiruXxyuIL3Lg/jAv34KqCzeHFD+9mR8umLe7yzWKN8e308RogQ4X2O6IAUYdPCC+okHBhVPjmunIF8s2OxDt+6BHe01dnX9u6W2QhwuEQfw8xsaGh/2nW4MxtnqtrgYiWKXIsQIcLthU1hYrtSAjppjtGQqlFT9IdUl5rMarCigrSpHU0wpaMHc2SMrWKwqXSHfNak8rN549uiN0x/N5kMbQmzJP903/KeVKOakllKM5RpnNI8IudXmgxLpRJt1SWz0WwtoKZCa+VxbVKS6lmpXtcmShkNKMcux6Pp1ZFVANu2bWtea7MarPDUpDYeKwQcz3scn6kxVQyYLgXUQ8Uv7PVpSy+pg6U8ahpMFeSh1fyhVctS7uR45Dj1eFqqd1ez1JM+A5WLLTmJTGVjrkZNbaLX930Otfko4GTdJZVKtZg1pTxqPkgzhGxLmg9NpUTkXOtnTTK8+lo/I2XJFq1kKptgM8FoXtuSEup9SvJAmlJMZhPbPEizsjZXywgmKQuSvwOGOn7yvdHRpTBtyQOTvMLKupPzYEqcKemR+5zJ/C9hi6gy/TbYEoRq/kkzki3RoL42RTLLtmBFHqSMSt5omJLCQuuc6P1P0mgrh2IqlSX7Ncm0zTSuIf8u50fOq5ZpmzzKZ/W8SbqlPErXET0X8jdA0qjXilx/si1TlKDt903+Pq33m78pDkgRIpiQalSpKyhtbPWLmwal4OXxOt85X+fE/NIm25ty2drusyXtcN+WGAPpd9+5/LI/SCKs0BvMMb5BfexMuHT5LkfKIdXbZP4iRIgQQeK6D0iO42wD/hwYAELgi0qpf+84zr8F/jmgvW//W6XUN6/UllKq5QRuy1uiT6fy5G8qDWD7ujQ5OMuvOFtOBH0CtznXSdpNX9mmwpnya0wWODXlurDlQDF9bUne2PIrmYplSj6ZNF7yi8FUmsFWFNjktGdLAS95ms/n2RZUmK01KBTWfsmZnKi3bt1qHIN+VmqYTLmPYOXLWmo7hoaGqAQORwsptm7JMJRWuM5KG8lkkvFCwP97pMI7sxX60y6/cjDFEyNZ+jNLdGgZmpkxByDov8t5suUC0mvC5twqofmvZbSqfCa9PrZVzlGrlI35ryTvpDZD37dpXHRfHXGfPaksk/WQ2JZhti5/BUsnbgndr62opZQ3LdPrFUa1FRo1aRhspSzk+jFpduXeJB3j9X35hWzSZMv2TTnNYGWtSN7IgtUrJXdW+CT7lV/Z0pFV3zdpguS1bQ+R11rLIduy5bPR47EV6pXQ69ZUAkW+ZwsQkdoXrRGW/LAVWTWtA1NeL1hZV3Lspnm1lUAxaWJs+7J8z5QLTY5NyojuW9Il16KeE1OZkNXvmQI5bHmsTL8dcn5Mv8dyjHLN6bHZ1qopN5Vsy7ZXyt9uE25Eg9QA/mul1GuO47QBrzqO893lv/1vSqnfv4G2I7zP4auQJCHz9c3h2fv0TAdHCmm+PQNZX7GvI+SeLQEHul0mcnX+w+tlXAc+fyjNh0cSuI5DIrH5FLSnGEQ5HoPVS+s/fB1wgUf62qkrOFYOGbxVSZ0iRIgQ4SbjundwpdQ4LGnolVKLjuMcA4ZvFmER3t/IsvSlMrsJDkjny3GOFNI81FFgT0+SEzmHk3mX12YDIADq7Gh3+d0H0/RnN28GxJxKc5RtbKlepj0wh8nfKA52ZehKxHijGFCPTGsRIkS4jXFTPnEdxxkB7gVeBD4A/EvHcf4Z8ApLWqZ5+9tLajuZb8OWE0Sr6qQ61ORIKdVpthwZJrW+DSbTginXBayo/m2OrlqdKVWV0lxgyskj1e+2ysmmXE02dabu25aLyaTKNTkywwrPpQlBtmVyarU5XV68uBJy3lErE3gQJlNkl0P7pfrW5KAu25XmAv2eND0MDq4URZT5OHr7+smFcRbTfUzXfKaqPpemEvQkFL94Z5qhLb18GgiV4nJB8fZUjUKlwSd3J0j6Tgtv5Ng0vfKenEuT6tpmitTjsJleTaVcpmdmeN7bg0+D/cW31vBGwibbpjIfLZXY61Xu7OznxFyeGT+D4zgtPJeO5rJfLbPrBTbIsck1JXNpmczh0kRny2Nk+rupurlcB7aSLHotmEqVwMo45ZqRc2nKsWZyxl5Njw4WkHyWZgp5refYNgbteiD5bHPcNZkvbHOpTbZy7JI3pr3dZr4ylZ6Ssin70PflnNocjTVvTGsDWvcWU3krOX8atr3Y5Ehsc/6XtOt5k/fkvJv2WNvYTeM05T+T1zaey2vpvqIh9xaTHJtcTGS7q/O5mWhcz4wrZd5Wfkrjhg9IjuNkgS8Dv6OUyjuO84fA77FUf/P3gH8HfN7w3heAL0BrxFCECH4Y0O9BLgR1C/Ie1fA56wxxyd3C4nyaEBdyAIruWMDOdnhqqyIufi9dx2Gkw2Okw7dGu2wmnHK2Me+081BwlLjaGHofGOimEYa8ND7L4LYrJ2CLECFChM2OGzogOY4TY+lw9FdKqa8AKKUmxd//CPiG6V2l1BeBLwLs3bs3UsZHWIJSbK3m8VjKmr2RqHppxtr285K3l4bj06sWuCc5R5dXYXdPit54g5h7+x/gFxoxjrhbGQxn2KamyK//yjWjL51gpCPLKxNzVIN33ywaIUKECFdCoubx4OyOKz5zI1FsDvDHwDGl1P8q7g8u+ycB/BxwZL22Go1Gi9pLqr6lmk6r56TqTJomtKre9kVvMteZ8pesbtdUHVjSa8pTZCu3oWGr4ixVrqYojfVKIdjyx0h6TZXJbeMx5Z2R0TAmM4XNXKDblapVaf6o1WoMBmUyYZ2L8SyJVAIl2pLqUJMJTfYr51VHpO3YsbQYCn4H472HOa96AIf96SIPZnP8/+y9Z5AdV3bn+cvM5115Cw8SIAg6iJ7NdmSzDVtqST1tZjSaliZWCmm1Exv7YWNjJiY2YmNNxM6n3Yg1mlVLuyM/Ujup1ZbqbpJtSKppmxbel0F59/xLsx+qbtV5hXPxCkABKBDvH4GoRL7Ma8499+a9x/Yn6iti6qxVNaHFwrLFiJL8ZN6zpQcx6hj5u+QFKVrWvH60GF8A6XSGr4/14DkRj8XOknZSTAl1tmyj6Y8Uk2vxYTSR+6PDfVQaPm9NzhKG0SqPSR7V0gHIem2enfLa8L/m2QZr9JM8rKWdkdc2jx0JM1ZSbSbpJNUbpo2yLGlCoK0nck2TdYyPLy+lNrWLVGEaWmuqwfXlGs8wm4rBlCvVHDZvJNMfW1whTdUs+y7HXVOjy3kg1z9Trk2l30ptbYspZ8q1pWqS19qckOUamknayD7YMtKvbws0r2+mPFu6G1mW5rEYXkb8M41P5T2tXRKa2Qg0993QRI6PzTvRQPM8hLV+2ubUwsw89wQ7OeTvVtWhElcjQXoc+BLwtuM4v1i59++B33Ac5xDLKrYzwO9fRR1t3ELIhw0GwhrTToJ5T3cTvlqczN3NuewBYlHAHc4FDrjj3C4CPb7f8E4xzblqkkfdk2Sca6NaG86lGcqleWFkEj9sC4PbaKONrYnBaoGP1e+gI8pw2p3kH8uvXvL5q/Fi+xmoBiKXjHmkIQxDa1RgLVK2vCd37trJWjPekrAZymqJQmUb5SlASojMfVmWZkhuMyLV4gLZ4mJIaAaNWmwIWKOJzaBbizWhncZk22wnA+2EJGNwmPZ6gc9Ao0gpgrfLVaZmRi/qjy1xo7kvpS8yWqqJj7R3715eLe1h0FniN3eVSHsOMNykQtNOw3LctajOEraExwY2Q38tEaykqTzRaadWW0yQ6coyn/WXT1Nk+Voa/MoyTN2yX9qJfH2E9gcHuliq+ywmc2zbtnyiNYbvWrvX3zfjJvlCziktOauUOmiRfrXI1dBMU3Nf1mWLaC3jHGn1yrmkOXVImPuyfLkGyGSz5hlJLxnvRpMit4pDJvsjeUGTOsh5JKFFqbbFnNMSjtuklNqaZJPwOUoICVsEb9NGSQ85lyX9teSukm+0LApaPDF5bVsXtGS1NkNmSVNjkG+TeGrZJqTUXYuqbYuDpI2VLSq3pLm51qTF66Elj9ei3tviJUoeMmPZlGC9WOfj7i+x1x1kKljgL0s/5JQ/bv1GGmy9QC1t3HqIIvoWJ3EdeLsScS0tWKpRjJ2xBdLerSHpSLsrCxpxUmy+BGlXPkNvOslPR6cJE5nWL7TRRhttXEdkoySf9B4hT4qfBO/wk4U3CTf4lWknq23jhqOzNEeqUeNINaJ8DXdHQeTQwCPl3DqJU80GqeZsfnwmF7i/v5O5ap1TCzc+hUobbbTRhkRHmOEztQfJkuQbwUu8Hp3c8OYItogEyff9JnGzTXRtxIlSDCefbZXmQxMVynu2MOZGZCdFibbUHFqcCNk3c62JqEEXUdriJGlJOCW9pJpBE23ako9qofJt8ZcMTWxqCnltypCiz6XzZ9idjBjz4eWTZ1fvm2ekiF/SXEvJIX+X6hqTPiRZ6IYSdGcSFAoXJ0uFtbGQYyZVHpKOWkweCVmuEXm3SlEjRcW2NAMGmooB1iV8rCwBg0wtlmnUltUqNmNNTc2nzQ/Tl32dOTqScV6aKVLo6GhK9SKT+q5/H3TVgi0dgOQ900b5rGYQLN+RPCSvjXhd0kCmtZDidy3OmDTM1lLbyP5qzgzSQFrymJyXhs9tvK+Nn3xfjrWWzsS2Xhg6Sd62zWtN7S/LlWNt6Ct/l7wi1eSaekr2wfCAVDlqfZBl2FQ0Eoamsi5JU8kXNhWXgeFNWzJpCVOuLbWK9qykrS1tlnlGUznKsmyJmuVYmbGWz9pScGm/S0cNyUOGPpLmEua+jZ8lzUx93UGOX07cT0TEny4+w0SwzPOSpjaHhtV2XfLXNtq4xtgXjyiG196lH6ASrmyw3VvHDT25Ii3z3c03er+nt8Bs3edC9daRyLXRRhtbH9vo4VcTj1CjzlfrP1vdHF0u2iq2Nm4oXGc5IGR4HQJCxp3lk4Uf3Tr5wfyVKe6Fm7+JycVjTLY3R2200cYWwm5ngM96j1GMKvx17cfMRcXWL1mwJSRI9Xq9yVrfFhfDiPdsYjGjVpHiTClSlWJDLSWBzePG1GdLzaHFLrLBiAhtnnhavActYzo0q6pMP23eZpqHnmy3LTu6Fp9C1mtEm7ZM31rbpcdIPIzwwpBqtd4kEtdUEhKaOFmKgrXx6cktj6/vpZpoLsWzhge0VCbrr7W0MZpaTbbNpqYwsKluNTWuLeaV5POF6vIz5flJospyhm9Jf0kz854tbYn08Is7y9HEnUSCfP7irN2a+kPylWyD1m75nkZ/W2wVozqSon5bOiHDm1LVZWuDGUs5D2yZ4824yLGUvGDaKOeyhBZjRo6vVFNoa1aTilXQXMtcLsuSqi4z1rYURHL+mDbaPDDlemGuJb1knCvZHkMzm1rMjI9Up0t+leNnaCrHT/ZHS59j4xs5bq3Uw6a9mjppfb2GZlK9b4sBpcWnk79L+pvxsalpzbVcB23eZtr7NjMW0w+pNjXmDuvbI3lEq8OsSdIT7/z5tYTbc3NzDCS6uSd/G5/pf5jJcI6v11+gsuKYYqO5bJuGLbFBauPWRSOMiF+njO8JJ8JzIsrBrSM4rbHiKu1f2p31cpFwl8dsC+QSbqONNm4xOBEMx3rYnRhkV2KQXX395GPLm50z/gW+Vv4pUfzqvyvtDVIbNxT1CDLXab/iOJBxQyq34AYpFmzyBslErW8RibaNNtpoYzORjVL8s+ARsn3LEqhZf5F3i6c5UR7hRHmERP/yRilO60T0rbAlNkj1er0pEJstOJnmLSRFwEbUZxNntgpDL6EFN7N5LzQFpFopV4pv5XuamFuKZ6XIz/RXioVtwbHMfVmXLEuKnrV0KJK2TV5mK6oQKX6VKgnTTykutWVt12gTui4Jb/l9zSNEio0lHTTvRanekv01z5YDh3rksH7ktRQKUkQt1SMaD9rSgMggfIYPbV5BJlilJhoHPdy/JoIGmJ2dZTFM8Hajn6NhF8moSq28tGrlZcvgbvhQzj/NOzEWi5FaOZ25iSTpFTsnTT2iZSCH5nlgxkf2UdJJqlBMn23phszv8p6Npppa2haozvRHU4lAM++Z9koelf01ZciypOpAqh+NmkK2W6YXkbTRAhxqKUFgbazk+1pwTcnPmqceLPPb+jbK8ZHvmTps6h4tZY5UaWmqIfmOVKtp80P2Rwv4KCHLkr9rphqyj9raJNc2W/BOU8flBEK2qa010xS5jmnBYG1eploKp1bpYWBtvtuCd7b6Hst6zTwYGxvj6dwjpNIJ/p9TX+fw4hnmGovN68X8Mk/L759cm+T8kf3QsCU2SG3cumhErOzzr70k4pnJPI3Q4bGuMvD+DGo4Xovz4+puzvidOEQM1c+zu3Kc8davXhaMBMm/Dsb1bbTRRhsAGSfJA+n9vFk9yYszb13z+rbEBimKoiYJhTxNyV2mkUxISYIm6dES8YG+G9eSj4KeskOWpdULaycJuRvXfrelDJE7bCMF0QzGQd+By5OqpJM87ZqTiqxLnj5kGVp6CS3FhY2Ocoeune5Dx8V1QuKu2xTn2ZRnM/LVTlOyjevD35+u53h7Kc0nhhvs68s0nZwlzLjb0m1oyWQ1I1T5O6ydNC9H8iGf1YyD5Zi+N1XntdoAY0GeWNTg9uAMe/3zTJw5Som1U75sy/o2mrGyxc8y9XV2dpL0ljdGnX19RM7yWG3btm31WUNfLd6RKcPA8LmcE7Y0D2Z8bPHLNOmzpKOU6mnG1FoiXlibEzbjVc1QWJOeyvu2WFtyLmqJRG2OIKYfcvxa8bHNAcScyG1pMSQdtTQsErIMY6Rri5M0MTFx0fut4hXZYhRpqSpsKZUktJhX8llJX0Mzm2TEjLXNWF5znpFlyXGXa4vmICL7K8swfGEz3jft1WIjrYcmbZJtlHWYtVtK8zXjftl22R/puGUMsh/lDmJ4fP30D5vaK9cTLaWY/I7s379/9botQWpjS6OxwstXry22oxa6PF8cZCgd8uTg+88tvRK4fLe8l5Tj82hyjJ6FI8QvUiRuLhIOBFFE1JYgtdFGG9cBCSfOk70P8sbCUcar0y2DPLaCF9Z54PR/uuQz7Q1SGzcUZrsSu4bf2RdK/ZTDGL+7u0bsfWif/VYxS4DL05nTdHtVJq/x5ggg5znLaWGukwdiG220cWvj4cwBsrE037nws6suKxGU+PDoH9JbOXXJ57bEBimKoiYxqRQxS/GsVMMZtDLas6mnjNhR/i6vpVjQiPKkONom1m2VMsKUpYlpoVlEaeqzZbvWYpTYwr5Lsa65r2WbBz3+jhRntlKxaYbmsCYibjLQrVeJYnEmFxapNC7OiG2LG6QZSmoxUCbo5L1aF493l9nXo/dXwoimtTGTdYGeBkDSX46rJmqX0MqShoWyXDM/Lly4QBTBq41+uoNZapOnGQfOnl1L2WJUFpJ2WnwmWOunjW8Mfft6e+mszzHrJZsMHmW5WmZyKfaXInFNvShppxnp2tINmWubyl7jbXlPQlPtyf7Ivkv+l/UZyL4ZdcHIyMjqPalakmNiaC55W8YrMsb9sDbGmmoJ9Phkkp/l+Jj7NiNgOSamDrmm2WIbaXHGJicn1Wszh2W75ViZ9si5oaWHkW3TUldB6/hksizNENz2HdHmvWyvprqzORDJ9pq+y7G2xVAzKkpZr6aGstGmu7v7omdlf6QKVNJJU51rRumgxySTc2J8ZIxH7/sib80d560LR4HmmEqSR0x9cp5I9f+2vMP97/7vZKoXOHz3vwX+/UX9M9gSG6Q2bl30JzzmGuGqqm2z8QZ76Y77fLS3BLTeIG1FhBE8O5lmquYRRtDwU4QRVBsd+LgUSXF/48h1a086CvCAkhNHzyrVRhtttLF5+Fj/w3QlCvwfh//mqsrpbEzw0Fv/K/GgxOsH/3vK/Q9c8vn2BqmNG4ZYFNIZ9zhc1I0wN6UOAiLAu4k1Qd+7kOalmRS9iQDXiSCM4RDhs/x3lzPDUHCxceu1Qi5cPrWW3Fh7g9RGG21cM+TdNJ/MPMRdPbs5vHiat+eOX3FZ/bUzfGLm/8XxErx69//IUm4vrTJUbokNUhRFTV42UpwsxbNayHQtvLoU/2lifwlb6g7NW0WLRbP+2oj2bXF0TBlaaHXQPdM0Ncj6ay0ekRSTSrGwVrctZL0RxbYKjy9VMVIUL1UdRrVg7g24IcTh/FKZaiNQ075Imst6JYxqQKobjIj/l2pL/LDUwdlKEplf3uZlaOrTVKzQzFuGd2zxX7TM1K2yf0teiaKIf5pJ8tJMigdyCzzRuTxHRkdHgWbPp1PiWovXZfNm0mKfyDZKOhj65gioOR7EE2rcE1mHTRUm22BE7TavIS2WmS1WjKbGtanQZFwnA+lZJvnYtFGqj6WKwIwJ6HNc0unEiRMAjI+vBV+QbZBrnumnLWO9TeWulaWtaTZ1uIFUF0r1h5yrpj3Sk0+qNzS1mPR8k2o1CTPfpbpOSw+imQ/Idsn7Uo1o8yhtFetM83xqtQZoKnTQUybZPDg1T0ZZr00VaeqwecgaPpb8LOeq9Aw1/CbbaPPc1Ty1NbMDWBtDo1ZzcDhQHeLXBj+M67j81cnv8vdnn6PQudYWWxy/4eFhAHbu3Ll6b192iQ+M/RHVeBfv3v+/UE8PklxXhoYtsUFq49ZEtxtR8gMWG9fOqPi2xCIvVkNenkvy0M7Wz28VRBH8ZDrFDycz3JGv85HCbOuXrgsiMoHPUqzV2auNNtpo4/JRcDJ8IfNhBgpdvL14gr8aeYaj4yevuDwvanDo9B9R97K8cOB/IJUebP3SCtobpDZuCBwiutyI08VLJ0W8WnhOxAOdNX42k2KuBl03wXe9EcK3L2R5Yz7FvR01PjtconRxbtcbggwRMSJK7rUMzNBGG23cqrgvsZd+t5M/PP01Xl84etXlHVp4hnx1lJ/v+++oxzvQIxDq2BIbJN/3m0TUNk8fIyKUokIpetaCW0lxqBZATYoKNct++exG1BSaukBT18iy5O+aOk6qlmQfpLjYiCilmNQW3FHzyrPBtNOWTsPUp3n8rL82Krbp6Wn6kzG83hxj5aqqHtRSO8gSu/esAAAgAElEQVTxle3RMmlLkevD+To/m0nx03H41d3L92xBQTWvFCnC1zKLS3rYVEOmPvm7lln8FxMNfjTfw0IQ54HkBe4PJxgf1dWWNpWwNlaSjjY1n3lPemdJPg/DkLy7XN5sI6TuV6zZ7c21HFOpzpHtMXNFUwtA8xw3bbcFODQ8IuuyeXaaMZa/aykaYG3eybGWKk5N5S7nolTdGZWSnPc2jzhNfSV5U6rp1r+zvr0SmupOjp+kqYHsj+RHowKTbZR9kOYThg6SHrJcbc60WsdsAWS19c2WakT217wnecgWCNe0Qf6upbaxBWnU1L+2gMTaOmNLRaIFg5V1aQEqbeYbWllaAGdbP7RUXOvba+g0MzND1B1Qjdf5wakXL6pXzhnb/BkYGACWVYNd5dPcu/gso/1Pstj/yEU2R20VWxtbEoOpOH4YMVm9thIkgK5EyF2FBs+PxfngIHRfzhHiOiCK4HQlyasLOU5U0nTH6nyxd5zOum6bcSPR74VUcKm3A0S20UYb1wBJN04tvPrvghs2eHD0/6MS6+TYnt++ojK2xAbJcRyroaQ08jXGV7aYPBrkaVpLIyBPqnI3KXf8WlJLWZZ8z+xkbekczOnDJo2yXWv9kRIVTapgMww0O29bKhKNpjapkDn92Yz25PjJuE6DqRgT1QahENrJ/mhxZ+RYyVOLoa+kuZT0dHV18YmBEseKnXz1FPzenZGagBHWaGaTjGjJguU9W1wS0/b1hr9na2meW+hjLkiQosH+6hH21k9RnI04ISQUWpwPCVviWkNHOb5a3CBZhi3WU2fco5D0GI2liHvLUjtNeiehxWNZ/56hjWyLJjWCNfrZ5ok59UseldJcLYGwNGSW1/KEanhaSrql9EbyvGbIKvnJxG+Rp15pCCtpJg2UDU6dWgtuJ/uj1SvXLC3tj4TmJCFpL9dl2V/TH0lzOe+lEbZZvyRtbUljTdtbpQ+R4yv7ZdMIaJD1mrVD9l2WJWlq7ss2yPEz88dmnKytm7a4eBKawb3NccHMZ1v8JS3ljk3yqEnCbek6DG/akidr34mZmRnoiKjEqk10MPPD9t2U89bMmXvnvk1HbYxX9v9bak4KVvppGwsNW2KD1MathULcIxvzOLygT/5rgc54yNM7Ir551uXtmYh7Lv7uXHdEETy/0EeAw0eSZ9gTm2dycbTlezcK2xMOQRQx6156U9RGG220caVIeUkqoX64vxSSUZWd0XnumXiDvvJxuitnON/7UaY6D3GlCRTaG6Q2rjsK8eXTx5J/7VNiSDwxDC9PRXz1tMP+zojk1aXyuWpM+wlmgwRPFibZG14cfXkrIebAYNxhvBERpt6H+VraaKONLYGUm6AaXF5sPDcK+IPGl8lQIZiNMZvazYnhz3Jq6DNX1ZYtsUFyXbdJbdYqtodmqCfvS5GfFL1phnRSnWAz/DTtkWoB2S5NXWCLt2FUBDbjYwlThhRnShWNFF0bcaXNYFELx2+LMSSfNW2XmZWl+sq0Uaq/pKhWi0czXq7hhzl2ZhKcnVlTEUgxdyvRp6Svlr5AlrVqLLi0wC8PxPiT03n+51cDsl5I0o2IuxFJJyLhRqRiDlkv5OGe8uoGyia6NvXZMtY7Sp4ySdu35uM4RAzUxzh26hjQnH5CitelAayWUkJCy34uVRq2lARmrDQD3O0JB89xKGU7msL2y9hTsg7DTzaVo1SRmvfknLKpVcxYrjceNwgUMbqM5SNVP4ZvJG0lH2tqZRkLSBppa2pJySsyLcL27duB5nVKi4cjn5FjosVKk9cbiR1mnpH0kONj+NSmstfaIOmhGXnDmgGt7K8txYxpo03lZNprS5mkpQyRtLHNH9N3GavJplIydLDFiTPXtvVMiykn56+cB5qht6xXtkuWa8bYptozfbDRRjMqt/GuFgPKFn9J8p6JfzQ3N0c88lioLTXxozaWUi29pyMiM13h5fynmL3jNwjdBPF4HBcukh7Z0o9p2BIbpDZuLTTCiHOlKjuzKeKuQyPcuK3A1WJ31ufXhkscXXCphw71yKXUiFELHRqhQy1yCSKHNxd9vrSrSEdc18VfLaIIzgTdDLlLpJzW3oQ3GtsTLiUnRtVtLxlttNHGtUHSTdCd7OB86ULrhwW6/eUN1vnkftKbaALQXu3auCE4uVRlbz7NbR05jsxd3yA/D3XXuTut2z/F43FOFON8dayDPzpV4Dd3LrF7AyF/aqHDaDXOtkxENtZ6wzfZiLMYpbg7dnkLwY1At+eQ9RzOejdBEKk22mjjpoSDw397z5fIJ7I8O/bKZb3b5V8gwmEuNrCpGTe3xAZpvcW8FK1JUaHxopCiRs0DZSOeM0a8rsWDAHvYdgPZBk2lYYuHo3kg2VQLmupN866TbbeJUaVqx6gc5O+2zNZGJCrbqIlfZR9tMWiMmsB1XRb8kNlagzu6srw1MdP0uyxXim9lGzXvHPm7VD+aPtjatZ7/4sDnu3r5h7lt/MmpPJ/fUeKuQuOi90qlEmEEbxez/HS+k1K4TLe+ZMDujM/2bEguFpGJRdTKy6qKhcUG1SjGsXoGJwrpXDrDHI1Vcb4cU9kueV/znLHF3dI80yQkjxk+NiqnpOtwqL+TznoZH+i+7Q66XbdJJWWLFWPGTXqjSY8s7T0pcpfXWvwXWwwoTXUkvc2kusaovSRtbPGkzNoj6SVpLss1/GaLWWbuSzWjLZu8pqqS49vKG0nSXLbH0MeWFkjzqLLFu9FS7sj1U8sGb1t7NNiyzJs1x5YCSltrbd6rcl4bfrDFX9JUepJOkqYGNm9PTT2vtcXWHtkWW4wnA83sANbGyub5KSF5T3tWlmvoL/sg2yBVmGfPnuU3d32KR/rv4f9886/52bnXmvjG1CtNaqTaesh7g1Kin56Bbau0sXmat4qVJbElNkht3Jo4WazxUE+OoVya8eL182jbCHpjdf559zm+NT/M35zPc7BQ59ODJQpCOnSmkuTZuS6mGgm2JWt8vDBLyc1ythTnrYUEr8zJRcZsCAZW7wyFkyS49nGgLhedMZfd6RhDSQ+nVqQUSzKdzNPT4kPWRhtttHEleLL/IT49/EG+cfJH/P2pZy/7/UJ1lMXUttYPXibaG6Q2bhjOl2vc05HmYE/HltsgAWS9gM93j3CUbTw/leZEsZMn+srcnm3wg8kMx4oJOmI+v9Y7xR2ZCo4D+XwM+mqEERTDGGXfoRQ4vDoJldBlv3OBlBOQcnyKUyOtG3Gd4AJ78mnu6MrRm0rQCCPOVHzo30bDay8TbbTRxrVBj5Pnt/Z8jDfmjvIf3/qby36/EM6TrU0w2vHgprdty6x8UvxrCwTZSnSmqcJsajMjFrRZsWtiQy0FwEZgU7etLx/0zPISNu85U65N9aeJV22B1DRxpBwTTTyuhd9f30ZTn2zLe1Nz3DfQQzwKVXVCK+8e2UbpYSTTGxjVqxS521SvRvUjx2F3psjn0glerG3nmYkOngHiBDycGOWu+BRJ38PE0FvvHZJlWXb0VH65PuOtAbAwt9ZGzTtLtkGqlMyzUuWhZSCHtfGRfCHnRCoe4/Zckt2ZBCnPpRzCVLaLpWSWyHFXg7PCmqpEzg1Zrxwro4aTKjbpdSJ53vRN81iFZtG/ec9GG8MDcvzlmEge0gIr2gLZaUEJJTR1jeQxOdcMP2rqivXtMSohWb70ypN1GN6VZgdyfLQAojbPM9N3+f7Q0JDaXi29ixxrLdCqbLdWL6zNcalKkSpDTX0s26t5ltnUl3J+GPpratH1/TF8IcdEXhto6r710Lxi5ZzQvGltpg8ShtaSTloqJZvXmORTTa0p+yv5XJtf0lTAzNXP9X2AalDnD49+lVRmbQ2RZZmxkB60g/293Dn/LPfNfY/QjTPV8xDxeHyVjrIPknaSRyS/adgyG6Q2bk28MznL/UO9HOzrYmRyqvULNwh5t84nUqc4H3YyG6a4Mz5Dcguqxy4HLvBYT5aeRIwL1QaTvsdcCNv78i3fbaONNtq4Wtyf2cfe5DBfPv4NlvxS6xcEHpz+OgcWf8L5zL0cu+2/oJLsa/3SZWJLbJCCIFDTV4CeUNC2UzbQ4nmsf69VIkMt7L5m5L0eZvcqd6ayLNMHaRBp66+5lpIr2QZNImIzdNX6K098Wnh8WJMKSMNc2QZjkCjrkikJNKlbf3//6r3x8YDRYpV7B3t44WSSetCcHFdKIGR7JbQ0K9qp1WaILk9I5lmZwkGOdRiGZIFz6LSxhbE35UrDRDnuZixbJWoGPbVKK96+2HA7Yr8X0OOGnPYyzOcTDA4O0kfziV1KI7SUILZk0GasbOl7JI9okkwtkSWsjYv8XfLeuXPngGYethk1m/5o47++XlOeLWaZNkdtxsdaAmFb2h8zv6TkUTogyDpMTCopyZNlyZO+KU+mTtHi7Mg5p0nfZNvlXLUZJRt+sCW3luNm5pWUGsnx05Ks2pKPmjkjJRhyvZDXhr9tvC3bbuazjBMnjbQNnaRETV5LOpr3ZFskzaXEuFUCdQkzPvJ3bY2W/bKl4DLjaksPI9ujxXWSfOwX6zw9+AinyqO8VjlKoVCwJkU3fCgl2lF6mmjR4c09v0eNDKxLE2UzxtbSsNjQtrps44bjrZlFUp7LB/dsv9FNuWWwww3oc0PG3BTz7dQhbbTRxnXGx3sfIuul+c/jP+BKIuFN5u/GIaKveHjT22bQ3iC1ccMxXa1zfKHEg9sH6c9t3LarjStDnxOw0wuZCF0m3HZsozaWETkR1durLHxigco9FcLktQmS+n5EFEWEYXhZCXJvZXi4fKDzXt5aOsFo7cpMK+Yye2i4afqX3tnk1q1hS6jYoFn0KSFFrkaMKcWDmmGnzdBZE3nL96VITlPH2DKIa1notTQFsCbmluJuW4h3LVS7FCdLkbYRIUvaSNWDLNeIdeVkbmV0blMpGhGlzVjQlqHdwBjTvrtYZUc2xacP3s7fHzu3KlKVImZZh6YOsKlITXtkH6VKUVObSFGvFBFLkbh5RtJZtktLO2LLeG7aK/nOptIw/dFE+aAbyZuycpHPvqhCNZGi1jXMXiG2N6oMqVbTjKxtqkrNkFUzOF4P03ZJL1mufM/wgJbSANbWEVtdUr1r+iPpbDMYNqoUW2oizThY9keqLLTxk+ufbINRKUpjatk3k7oD1ugv2yLXA6neMCltTBsa2xrUPl4j6A5wiy6N4QaV+yv4Iz75k3mSc0nruqs5vNjS82hrmoRsu1k7tLkOepojm8OLuS/pbJu3ph9aug5oHouxsbHVPqbTacIwpF6vUyqVCIJgtZ82fpT9lY4FBnIuStWcZoisqT1lHZLfZL2mjbZ1TtJUM/iWkCYEhqbyW2cMs+/P7idfyPDc9Gv4vr/aXpuRvRnjpnQqocNk9gD9S+9QKZdhXUowSQObw1I71UgbNwUaYcRLo1M8uXuIO3s6OFfd+uk3bjako4Dbowq+F2eqc3B1QWnj1kXQFVB9pIq/w8ddcsk9myN+Jo7b51LeX6a0t0RxV5HEXIKe8z10jHXghm3Fg0QymSQWi1GtVnEch1wuRz6fp1qtsrS01LT5amMZjxfu4UJthiPFM1dVzkTuLrYtvUG+McVSor/1C5eJ9gZpSyBkcOgoyWSRWjVOo5Gk0UhSLDo0GgkqlRiNRhx4f3/Qjs0ucqCng0e29TFxZoJa0BbxbxY6Ip+9UYUAh+muISL30ienNt7fCFIBC/csUN5Txqk7pF5KkT6axglXpHnzMQovF+g/0k9xZ5HFvYuM3zvO1P4p9v50L07w/l6LNoIoilY3R+VyuckoOZvNks1m6evrw/d9fN+n0Wjc8io4B3g4f5DdqSH+duyHV2R7JFGLLUvYumrn378bJM/zmrwlpChQ8ySxifi1DOJaaHpYEyFq2bDXl6uJSWUbpQjReJjIU4N8z4gYzTv5fImHHn6Hvr4iQeDgeTrLhCHUajFqtQSLCxkmJwssLQ2xsFAAnNU2Sm8Km9pSS8kiReKaekmKVDUPMJtoW4q/Dc2lSkOqPBKJBIcrAU/kXB4a6OaVmY3laDN127LUG2zEo9HQwUYPTQUqRbateMiWSsTQxharRJZleNrmtbLe423Yi7g9qlDz4ozletm2bc0YXnrGmHGRc1FeG/raMpdLFYFRzfX29q7ek+Jzmwfe+j5Cs0eUoZ9NBWraJuuS/KbF5ZKqNDmXpUrJ1GHjG1mfaZvNu0pLCyTValJNYdYTuYbIOaOpDOX8k/2Zmpoi9ELm980z98gcuJB6L0XmrQxu3VXVOa7r0j3bTTQbMZ4bZ+KRCea75kmcWKOj4TdJZ8nb0uvOqKrkuiDrlR6h699Z31/Dm3IcbF6k5lpTX4KexkOuF5IXzp07h+M4dHR0EI/HmZiYaOL9MAxX/5/P5+nu7iaXy5FIJFhYWGhKfaOtM1KtrX3fYI23bKYekvfM/VZxgWRqD5s3rRY3SNJO0sHwsbm3JzXEfz34eXalBzldGePN+snVsTf0tanszXNS9ZdYPMv9o3/KfGKQ2e5fIuUtr0+GfjY1vS2tj4YtsUG6NRFx+74R7rvvBL7v8vzzd3D2TC9RVCOV8kmlfFyvRDoVkMmEy/fSPvkcdHUX2blrGjhFoxFjdqaLqelOpqe6mJkJCW9iEfiSH3KiWGN/PsXpYpWFthDpqnBbPGR7DIrxFBey3UTOzcsbbVwdgkTA+AfGqXXViJ+Kk3olRbKyMSN9B4fsWBav6lEeKDdtkG41uK5LR0cHsViM8fHxSwYbXFpaYmlpia6uLjo7O+nq6loNa9PKxfz9gs5Ynl/teZz783cw31jiz8a+y6uLh0lY7Fo3hCjk0cm/JMLluaH/isC7Ns49W2KDFIvF1B0vNEtizElC7vzljtWcDuTuWO5CNUNleaKU1/IUbk6PmiQImqVJ5r489cgT1NTUFPl8g49/Ypy9e6ucOJ7m29/uplisAOebd8iJBBBrOgkt7+y7yOcbbN9RZfv2Ctu3L3D33cuSo8c/COfOeZw65fHG6zEmJpZ3yPKUphmdyxODZrCtncZg7cRui3LdKvmuPLUYHpgjohxUeaivwBuLNRb95bbJcddib8h6pTRJO21JaBGNbfFSJMx9m/G3ljzSliTXnMJsMaTkydrUYUtOmU6n8YB7Mi59MZhwEnjbb6dTicmiRV22xcQyC7oWYwqaaW5oKsuyRWPXypL1apCSESkVMPXKtkgplpSYmTJsBrRaIl/JF7YTuRkXuS5IyYc2fnK9ke8ZHjMxjqDZMHvHjh0XtVuTQNVSNUY+NIKf8en+STfJ88tj0dW/xldaMmE5JnNzc6QupCgPlYlX4jiRc1HfDWxrpaG5pIeMu6VJobQ4PKBH8deSv8IaHWXcJ1u0ddNnLbaR53l0dHTgeR7j4+Or9LVF5jd9WFhYYGFhgVwux+DgIPl8nqWlJebm5lafkfRfXy80rx2GTnKTZVt7tLmkOf7IdUFC0sG8Z4tD1iShm5rlqZ6H+diOB3Ec+ObYj3mh8g71yMdbJ+E3bZdzSq5Nhv/Nc/tLL9NfPcULfb/JktdFh+ARI520xYiySbI1bIkN0q2DiDvvXORjT03iuhHf+U43v3gjx5WopZeW4hw5nODI4WWmdpwSO3bUGBhYZM9enyefrPPxj9c5ccLjhRfinD0TEYY3h91AiMO7pQYP5ON8uDvNkh8yWvU5UvIoNnTvlzbW0OHBnWmPnAvnnBRTboJdbYPsWxaVbIUT950gcAN6n+slOZ0k5MpEs+kLaUq7SwS9AbGpW+vzEYvFVg8qo6OjLTfxGorFIqOjo3R2dtLR0UEmk2F+fr5lyoubEf9mx+e5LbONn8++w1dGfshMfaHpgHLFiEIOLT3LdHInJ3OPXH15l8CtxeE3EMlkg0cfO8nu3TOMjKT45je7mZ8zu9qrN9yrVDyOHcvw8svLJ5lsNuShh+s89liD3/7tKkuLE7z2eobXX9OjUW81TDdCnp2r0R9z2JaKcSCX4EBukKlKjdNLFU7M+FTbRtxNiDtwZz7JrrRHLYI3yiFR4dZVhbQBxUKRk/edxA1d+n7UR3xel6JuFOmJNERQ316/pTZI8Xicrq4uoihidHS0SWJ0uYiiiLm5OYrFIr29vfT09JDNZgmC4H1lxL07PcSzs6/x56e+vanlDtdO0BFM89Pu37rmnrhbgsNd120Sgdli3xjxmxRzS1G7EdvK920qDSOCtzGkrNeI4aT4UMYUkaJac21OBLFYQE/PeZ54cpJkMuT738/yws8yLHdlWawr+y5VA1pqDSmulnQwbVxLBgnf/pbPd74Nd93l8MST8OEPF/nQh4ocPbLAy69kmJ5qYDzjtESWy+2/dEwX00Z5MpDPamlUpOhUU4XBGk3GZ2YYLwWkKgH5eoU9hTQP93fyYF8Ho0sVTs4vcXaxRCOM1PGFZnG+gVQBaLF65O82MbZ5z6ae1IxwbeklzLOSjjYVjrkv27IjHWd/yiXmwHQszUQsQyzjrIbml4lGpcpJitWNOluKzKVa07RRliXVAlINaNooaWs7cRs62BwbpNpRU4tJlYYWL0X+LttgyrXFapJzzdBEjplNpWGubXxu+qnFWYJmHjHqJ6mGsqmkTHtNupWFrgWOHzqOV/Ho/XEvXtFbdYQ1c01LDwNrdJT99TwPL/RIziaXwwK82WzPZjPWlTQ1fCxpZ0sKa8wNbClbzJyyJRCWvHvq1KnVdsXjcVzXJYoiXNfF8zySySSO4xCG4Wr8onq9ThAEuK5Lf38/vu8zMjKixmWyJXo1vKUZgdfrdRqNBrlcbnUeFYtFNTE16GpcmzmJljRWlqulErHF+NJixslvj5yfho9TTgJvm8tMfcGaykfCtF2uITIx7fbty44luVyOO8ZO4LtJpvsfJ+sut11LH2JLQn052BIbpPcTEok6vb3zdHROMjCwSE9PCdeFyckkX/vqIMePX9+YGFHk8M47cOJEip6ekA98wOfRx2ocvKvKzMwS589nqFVdoqhIre5Rr3lAhno9Rr3uEYYp6vUbzybVEM7NLvHu7BKdiRg7sklu68zx0Z0D+GHIW1PzvLdw68UbybrL6rSumMO8H3G4EpDtuzmkhG1cO8z0zXD6wGliCzH6ftyHV/OINkFSDZCdyDJ7cJYwFeJWbx6jf8dxGBgYuCigYhAEq1GwY7HY6qZJolqtMjIyYg1weTUoFovU63WGhobI5/NNgRNvVmTd5Q1j0S+3ePLykGrMMVB8l5n0bYTu1UlDN4Ib/+W7yeF5FQYGztLZNUVn5xS53PJu2vcdpqbyvPXWNk4cdzh/PrNiA3TjPuIzMy7f+laCF18scPCuCo88UmffviKpVIDnzV3yXd93qdfjHDm8i5GR/depxTrm6z4TSyVevTDLQCbFXb0d3D/QTXe6zEsTcwQ399qyAUR0ujCUcemLOfgRvFsOGGssd7y9Pbq1UcqVOHXnKfILeQrPFXAbm7uJyUxkmD04S324TupUqvULWwSe56264AdBQLVaVSPYy8j8nufhum7Ts9cC9XqdxcVFcrkcsVhsddN2syKz4nJfCq7+e+dFPrtLr7Nv6ecMV4/iEHGk79NXXe5GsCU2SJ7nNYn6bZ5lxpJdej7JmBHmWoq2pXhQi58kmdAW38WIcmX8iqmpKRKJKo994AckkzXqdY/JyQLvvD3E+HiOkRGPIFiuT1MTarF31sOICG2xnDTPMi0Uv6wXoFoNeP21BIffM7SLSKdjJJMhqVRIPu+RTAYkkyGuVyOVDEmmQoaGqtz/wDESyXleenEHUeSsioZtXm6aitMW60fCjKXsg+QRKS5+r1ajWqxzsJChI53k1YWa6hVpU+Foi6OELQWGpuqSfZPiZOONYlMla2oEWVcymcQjos8JGHQD0kQ0IpcLkcdoFCPZncP4NknPJnNtU6VIaNnE5fiYMuQ42LxEDf1tnnZaqhApqpfpHKT6ydBU0lFKBAz9bSl3NLWlbKP02NFSP9jGWtJJW4fkPDBqQlm+LEt6rBkVqY3mko4zMzOEhJy4/QRezaPvxb4mNaFUAxlVrlS1aCpuTcUTK8VwKy7BzoDUWGq1DVpKGPkerNGmlXpStkdTi8pybfFuTBoQWOaxjo4Ozp8/39Ig2rRdi2O2vo1mfbocj2BJZ0l/WJ572WyWeDxOrVazmgKYb5IsS64hWioR+bvm1aXFHFwPU4akh6YOd3LLavxSUG3qo+27Z3hequ/39zjcufgT9pZeJzlVphzv4tS2X2e076OUU4N0ivclbbS11ua5ZlPfGmyJDdLNiYi77nqVWKzBM9+/m8nJDqLIWdXNBsHlezjcODj4vovvu5RKUCyuMVPzRIn46EdneeTRSQqFKj/64W3Xv6kWnCo3qAQRhwoJHu9KcTiIKEfvD8+trBOxw2nQ5wR4DhRxOUWcqdAhXDEqaaecbQPgRPcJ6h11hn4+hNe4NtHSHRxiSzGCzM3jUVooFC6y79mqqFQqhGFIMpkkDMObUpL0UMdBwihkrrEEl8uGUcS9wVt8YuwHOFHE2ey9jPY9wWTuTrK5fOv3NxHtDdIVYvv20/T1X+DI4fuYmLi+g3bj4PD88z3Uah188ENn+dVfO8LP/ylPpZJu/ep1wIV6wEvzNR7sSHJfPOBww2U+unlsJDR0uxH3JCEiYDryuBB6VL2V0z03zweqjWuPxcQix3qPkRvJkbtwcWyvzYTruwSpm4P/PM8jCIImh56tjlqtRhiGpFIpXNe9qTZJH+36JR7quJNvTvyExaBE9jKU/omoxicb3+eu8D3GUvv5ae+/ohLraJLGXk9siQ3SpXS7Ug1hLNxtKgIjZpMid5u6TctCb2NCI6Y+ceIEAOnMIg888Abnz+V5/nmXhYXxi96R4llZrxFz20SYWuZkG1plpJeQNDHvtUrNIdsjy//pTxOcH+nnc5+b4iMffZF/+OZOjh9fU3tKTwSpAqVd6VwAACAASURBVG3VVqlGMCoAKQKV78nFzqhjisUiVeDVUsihrMfd8ZBj9ZDx8sUZ4G0wz9iCGsp6jXhd9lHyphxLv7E8lnIcZHs0T5zBfJa7klCM4Gyqk2AlCnbPypywpWiQ7TEifpsKoJVHjvRSM2VpaU9AT7ch+6gFnQRdBSpP+tIbyUCK7bXxke2Sa4hsu1FTrFdlGmhjItcLzVNI9sO2nmjzT6piNC9DLZgprPF+SMgrPa/gNTxyL+co1y728NLSe0geknVo3pzyOqpHhNmQWq3WpAY3kGMt1xZDP9l3yZuaGYQt1Y/pm1S7yUCQMzMzdHd309HRwdjYGKVSqel9m2pPC1oo6WhTVWn3DE0lX8m+a+YX0gaqUqmQyWSo1+tNa4/hC5vaWku3JdcFLQWUfF+2S0uvYxuT/YWdfG7wCd4pneL5pTdIJBJNtNW+57DM8/3hBF8I/px8OMOrhU9xfvcXSTguCXRVpS0Ni/luyjGzBeDVypW4uY/XNwCOE3Lw4EsEgctzz+3i/Z5A1oYzp9P82Z8O4vsOn//CaXbv3jqns2oEb1RhNoQ7krA/ERHbJA+eK0HSgX+5bxv/ct82CvGNyZvTrsM9yYh6BG/XnNXNURttaDiWP0a5UGb7se14tWufiNhpOESxre0NkclkKBQKLC4uWvNSbnXU63VqtVrTpmqrIuMk+deDn2bOX+KvJp65rBX3vuBN/rX/F8TCOt/t+wN+Ufg4bIE1b0tIkBzHadqFypOZ3GUaAy5bzB258zbQUhrI+7bfZYj3kZERYDn20d33nKJQmOXv/26A8fEKUGl6Vku90TIhniVprNkVtzoZwJrkQk4kSUdZrqGpPEXIE4NcTLS4F+Z0PzsL//f/ledffWmRpz5+kh/8IM+LL2Sb+ivHz1xLSZFNimV2/zbpojwNmbZLvvB9n/EoImyUGKJCf8zhfLbArBMHx2nqr4z7ZE7/2j1oppnpj00SEAY+w27IDnetrk8Od3Gq3OBYqU5dBLo0Y+w4DnHX4cGBDlwHjjhpYmmXnTt3rj5r4oPYJKnyRG/GXUoj5WlKMxi1JSY2/ZTjJyVMmlGrzVhXtkGLEWWD4XmbMbxmNGsztjVtsBnNyn6alBLyWcmbkkdM2zSDY9DjtdkcU0wdkh/XGyJXkhXe3vY2qfMpGu80mozS5ZyS9RkplRw/+aypT0rv5HVYD4m8iHq9vkonyfs2CaBpgy2WliZZkmMi1yGz7p48eXL13szMDB0dHXR3d1MoFKjVaoyNjanGuHJdtUmxDGzG0Ia3bKmWtLhcknc1m6j1a3GpVKKnp4dkMkmxWMT3/dX2ahJ6aOY9LfWGhBlrm8GyFhNJtjGVSuHg8Ln4B8m6af5w8u+JEi6ssKktHpGcXx+Ovsai18Mzw/8NNS9HDN1BQJYl+VyOpRkrm3TNNpYatsQG6WZBT+8CBw+e4fSpQY4ebTtTAxSLLn/yxx188Z+X+OQnlygUAt57N2JLSNYch4lEjvlYim31JfaEVXqjBufcFNf6PJkL6uyLNUg7MBM6vDlTohFFHMgl2JOOMZz0eG+pxki1eVPgAo/35snGXI6SotoW8rbRAuMD40REdL3WhXMZ8851XYIgaHmA0+A0HKL41pEgua5LJpOhp6cHz/OoVCqMj4+zsLBAFEXWYJI3C2ZnZ+nv7yeXyzUdLrYKHo8dZJfXz1dnn2O8MdP6hXWYim+npzFGzbu2tnOXi/YGaYNw3TqPPfou5XKK117bD4y2fOdWge87fO2rnSwtLfLYY2UcLvDuu0OtX7xOqLkxTiU7yVWLbI9qHAxLjBNnjPiqF5iEA+RjLoW4RyHmke1I0ZGIUfED5vyI6brPbF2XdsTDgGG/REfYoAK868eYj1zK4fLH5O2lOucqPnfnE9zfmWZX3eftxRpTKwech3py9Kbi/NP0Em7v1los2th6iIiY7p6ma6ELr7qxjY7ruqsBEcvlMq7rkkgk8Dxv4xsJH/AgcrbGJqmzsxPP81hYWGB2dpZKpdJSOnAzIYoiisUihUKBXC63pTZ9Q043j8YO8KZ/mtfKx66ojLH4bvbW3iXjz1OObUK+tk3Cltgg+b7fFOtEM/qDNVGhFAVr11IkKEWycSVugs1QT8YPWVpaYs+el8hkq/zjM/dQLofWlBFG/C3vaYaBthgNWjbrjYg+TR0241XNUE7SzpY12kxCm/GqKSOfz/PiCwV6esZ45NFzFItpzp/vVttgM2DXRKq2emW5Rlwvy5VqF2mEuBj4ZGbGGV6ao88Nmcl0sYBPmpAMEalUnowDrrNGiwoOlcghG4/T70QcYDl7Xj2eoJZIU3Jj1LwEhVqJzso84DCVzLOQLpBwHPpZUx3Mz89TB16vwpAfcnvS4yM9Gc7nl8dtR9JlxEkSHyiwe/fu1T7IsPsm1YSkjRTVa2lSJJ1tImZDf/m7FOEbFaZmuC3fl+VKPpdtlONj2ijbIvlYqk6NqNwWa0brr2YQboMUxctnpYpLK1dTp8l2azYktnVM43M5P+WaNhaOUUvW6D3au2rEK38fGBhYvTbzJJPJ4Lou2WwWx3GoVCpUq1VqtRq9vb0kEonVeFCy3iYarAxf4Aar64lcu2zqD81oWY6f5DdDU1mvnPdnz54FltWf/f39jI6ONsXP0mJeSVWoTX1v3pMqbMnzkqcNn9pMKszvtnkgYb6B0hhb8pXnefi+T09Pz2reNpsqWc4l2WcDTf2kpesAPaaSpE13kII6jGbmm+atKVe20RZTbiqzD4rQXznOqewDQPO4mzbI9208ZhwPtHECu5OKhi2xQboZUOgYZ3S0m8lJXefbBoDD9747RNdvjvGRjx7ne9+960Y36CJEXoxS/w5mnDi9pTkGi9OYzFZ1HIo4zAWw2AgohlAOIZES9iM93aT8OpmgTjbyyZfmKYjyF+MpplId+K6H2+KEN9aImGxE7E067Eg4OI7DpBNnwmknmG1jY1gcXMQJHQqTBea52NtvPTKZDJ7nkcvlSCQSxGIx0uk09XqdhYUFGo2G9YDahJVvTOTdeAmS2WBpm9jNRuiEREQbUmVWnSqLziL90cW5IK8Uvu9fsVr0WmHCXSAiYiC88m/jbHyYiptjb/mN1Q3SVkB7g7RBuG5AvdYOx9cKvu/yox8e4Fc+8zYfe+oIL/98G9Xq1oiTJFGNpxjpGCTTqDC/VKSMS4BDrbF8Eqn7eoyX0HEpx1PL/zIZiELccpGUX6caS1B0Lm9K+cCxWsRoPaQr5lDK5q95huo23h+IiFgYWCA7k8XzL/3B9DyPbDaL67pUKpUmiYjjOKsn842m0wi7Q6iBU7nxvJrJZJYlvS2kAVeDiIiRrhHeG3qPtJ9m1/wudizuII1wdCFgMjbJeGKckdgI0940OLAv2MfTPE2czckdttVUh3XHZ9YpMhheuWoscjyOZB/l0NKPyPmzFGPdrV+6DtgSG6RGo9EkdtTiZoCekkBCs16X0LyzpLhNitSN14q577oNfN9dXUBsInEjmrSFiNdiycj35bWx8pfiTFtKD1OeLW2JPF2Z96RYWHqayBQI5r7Ns8n0TS6so6NFvv61Yf7Fb5zj3nt/wre/fRDf91ZVDlLdIPsrU8hoaQTktRTLa+MuxdTa75J2PT0NetY9a4OW8kHyruRNzXNCfpjWe4IAbBPly3g4Ml6N6YfGz9DMm4Z3ZH9tMU4MfWUb5Zi0Sh8ioanNbOoAwzuSL6QUQ5trtnq1umzzy7RNli/L1cZyIzGgNJWTHD/zrC2LvYQZV0kbMycXUgs0Mg0K7y5HiTZ0lGqq4eFhXNdlcHAQz/OIx+Ok0+mL4ioZnvB9n1qtxsTEBNCc5kXyWGIgQWI2QS6bWy1L0kPSWfMStKnLNdWo/F2mezJtHBgYoFwur9pTXQq2eG+ad6rxNgycgMPDhzmeOs5QfQg35nK4/zDH+o5x0DtIv9PP69HrnA3P0qCBi8s2dxsfcT8CDvyYH1N2ynwh/gWyTtbaBvPNsc1P0zfHcXBdF9d1m9bdVulbtO8QrPGWTQKnefhJfvZ9n6lgidvrA0RBSLji4G/aZpv3Eo1Gg3eSD3Lf0o84UHqJ17s+07R+mm+SnDNyrDXvbdv8ssV70rAlNkg3A1w3wPe31s79shFFxIOAVBCQbDToKJVJNOrE6w1OpFIUM5sn6ZmeTvLtbw3z2X82whNPnuCHP7ixCW7baOP9homOCQghM3bpYHfGRTwej2+OasYDv8sn8+6l671eyGazat68zUDZK/Py4MvMpea4t3wvh8qH6OroYjqY5m33bY44R3ibt+l2ujnkHWKPt4fd7m6SzvKm0PM8BrwBvlH9Bn9a/1O+GP8iXXS1qNUOx3G2jHG2xGRskQP1YYZjPYz4061fUFD0OhlLH2Bv8TVe7/rMJrfwytDeIG0IEZ7n4wc3xwbJ830GpqYYvjBBz+wsiUadRK1OwvdxLSL0gb4+nnng/k1tx5kzWV56aTePP36Ghx85x9EjV74wtNFGG82Yz86TnEteMudaMpkkn88zNzfXFHvoqtAPuBCf2RyV0dUgHo8Tj8evSSDIqdQULw++TOiEPLH4BLvqu1Z/66WXJ8In+GT6k1Sp0unZ1UsHYwfJxrN8pfEV/qzxZ3zO/Rw7nB3W5y+FrWR7JDEZW5a27ooPXvEGiSikozHJYryv9bPXCVe9QXIc5wywBASAH0XRg47jdAN/C+wGzgBfjKLIGmp5vf7YFsBQC3+vhXWXYkc5caTVu6nPlgpBPjs/P43jQKnUWBW7aykaZN1SJSXLNWI/2Ucp7paeL52dnew+f56DR4+y1NHJ7MAAxV07qeaX7VSk2LBQKtFx8iSFEyfpOH8e1/cJYjGKw8PUMxlKySR+KkWQTFJPJPBTScJMBj+ZZPjV19h2/Di9XV1ErtvUd80rSIo2NQ8IecL5xRsdZLO9HDp0gXqtm9OndzSNmS1dg6YqtHn7mUVD8oWmCpHjINsrPapMP7W0Geth7stx0DwlQVc5SRh+kKJiqc6TbdC8YOR7Gm/ZUra08rjRVLq2OSPr1cZEqj21AJK2LNuyb6bvNnWAllrFplo1/LYRo2TznqSXfE8Lwig9yDTVgE1dIO8bHpA8alRLgRtAda1/pgypmh0cHCQMQxKJRBM/mTrM2mVosbCwwNzc3GrKDslrq20cXmlbuUAsE1P7o9UFa6oZ2V9Zh5bKR471eg8vo0I2KU/keiJ5zKjN5Domn5Vqyd7eXk5nTvNK9yt0Rp18qvYphvPDq7/LsTa8afPOMmOzx93D7yd/nz8v/znfCL/B76R/h153bZxkubK/69MjyUCpURQ18bako+apKuenNNsw887meS3HSktxMjc3R9VtMO+WOJjaxQuVd4C18bOppeV6X6/XGW6cIe/P8Fr+E/i+r3rPSdrIMZM8pnmK27zVW+W42ywJ0hNRFMlt478DfhRF0X9wHOffrfz/325SXdcdnrein29cPwmSG4Y89Is3OXDqFMVCgfz8WXYfPw4/g2o2y9zQEOUdO0jPz9F1+gzpFbuESlcXE/fdx9zePSzu2EG0MnElIxhmM4w7d9te+g8fpnN2lrneXjYbL74wzNBgmb23nef06Ss7ObXRRhvNCJwA9xJS7Y6ODjzP21AOwsvCIHgVD69yY6UZPT099Pf3s7S0tKkG2nPxOV7tfpXhcJina0+TYHO8SjvdTr6U+RJfLn6Zv67+Nb+b/t3LLsNsMDZqTH89cTw5wUPhXoZiPYz7lx8s8mD9F9SdJGfS91yD1l0ZrpWK7deAj65c/xnwPJfYIDnrUj/YUm9o97TdvNwMSAmSlsrAtluX15XKskSlUg3UZKZae7WEobC2izcGgHBxotFUqcRDzz1P9/Q0p++9l7Mf+iCR65KdmWH7wgKZs2fpPXOW+IkThPE4tdtvZ/qJJ6jceYC1KCBQKRZhpc9yh23aYE6lCzuWNy3bZueo7dzZdAI1kJIAuRgZOth26+a9qekYe/bUCcPQ+qwcCy1VhXYSlXXbTgNmzOSiYjvVaPF75LPaRtOWiFIrV/ZRixsky7KdyA3Py3GQ15JmWrlyzmiSNNviqyUu1mLNwNoJUxo6yxOulqhXtlH2V75n5rCcM5o0UdLAFldG89xSJSaszWdbXC45VsbIXfahVWwxm8G3udZSbPiOj9tYy/RueC+dTuM4zmrsrGQyuZwOYt2JHS6OK+X7PvV6vSn+kcFqnLkhn+RcctXV3Yy7ja+ktEGLZyN5V46VGUvNULyzs5NsNsvCwgLnzp1TY+BpiXil5EST3Nep8w8d/0CaNL/u/TqZbOai9+S1Zg8k58f6OZMmzWeCz/BV96v8Vemv+BXvV4itfIa1zY9cT9avlUEQNP1uW3tMG20pd8yY2Oa9Jk3XUuscd8c4FO3k0dxBvld9Ra1LoumbFIvY13iX0+l7aDgJWNcWM742aa+29ss5o/VX9seGzdggRcA/Oo4TAX8URdGXgYEoisYBoigadxxn8wJB3ADEYiuLx3WQIPWNjfHAj3+CG4a88fGnmNi7l+TKIJZ6e5k5cICZRx6BKKI7DAlzOaJEYo0Bpi9f/9vIZlnq7KRnfJxTh+7bzO6solbzSMRb59pqo402NobADfACfYHv7Oxc/ZhsxKjXcZwNRWeOvAi6IfHejYnV5TjOqtH59PQ0MzMzmyZNiYh4IfMCCyzwWf+zZBLXxgh9iCE+FX6K73jf4bnEczxVf2rDKWLMxqeVauhGoO4EvNM4w93x3Txb/QVVLh2UVWJP7V0SUY3jmQevYQsvH5vxxX88iqL7gaeBf+M4zoc38pLjOL/nOM6rjuO82srV7kbDbJAa/jX0Hogi7jl6lMf+8QfU0il+8iu/zMTevfbnHYegu5toI0HdNoCZ4WG6LlzAuUYTr1ZziSd82CKpCdpo42ZH6IY4ljWpp6eHUqm0YY+njW6QWBG6xEo3xr+nq6uLRCLB7OxsU7aDzcDxxHFOJk7ySPAI26Ptm1r2euxnP/eH93M8dpyio0fW1mA2g1vVWPv1+gniTox7E3su670DlddZdDsZT1zim3cDcNVcHkXR2MrfScdx/g54GJhwHGdoRXo0BEwq730Z+DJANpuNpLizr2/Nil3LBi/VV1KMrcW7samGzH1p/GgT9QbB8nVxqbGqIrHt4M0CI9UN2nWTaDQe57GXXmLH+RHO7trJaw89hB+Pk17ph3xWix8DzdngDWwZpGWfV+/t30/svffYWauRvf321fuGvjL+iKYWs6kmTF3F4vI7M9MjuM5aH6RRuqZykLSTom0t87g0Ltfi5NgMD7XYK1I1JI0btQ+IvGcTxWsnP0kzM642I21JG02lKMdUU3vZ+FFbaG0qRUM/qR7T0t3I9so51cqwWlNFQ/NcNGMl1wVJf6Ma0mJMra/DtKdVSh4JSWfJQ5qqX4vhJvsgYXNMMX0/c+bM6r3p6WkiIkI3JKyHF6UZKhQKqwlbJZ00Q/31Zgeu6+J53mpZ68cszC/TJ9FIrPbD8LkttYqmbrMZpUveMnUbGqTTadLpNJOTk8zPz6+2XfKzHF85JqYO09aIiFh3jFlvlqpTZTw1zs+dn7Mj2sFj3mO4nmuNOaeljZF00tTdmoNInTrJKEk2yjY9I8dfXtdqNSqVympssqmpKasaXktlpTkT2doon9Xml83mayKcY8Sf5v74Pr5feumisjRHDicK2dY4xbv5j+C4a2uPpKnpjy2GlDZWcl5HUUSuPkUx0WdNo6LhqjZIjuNkATeKoqWV608A/xPwD8BvA/9h5e83r6aeG4143ATaujYSpLvfeYcd50d48757OXrnnTckkvLSzmU7pMK5c8z0bb6bZa1qbGG2trSwjTa2OqodVS7cewEc8BYv3uCaj6Z2ELoUNqRiy64Eyq1eXwlSIpEglUoxPz/fFNT2chASMpoZZTQ7ynRqmkqs+SPfGXXyqfBT1yVSdUTEGc6wLdiGexmKnCiKmJ+fp6enZ8tKkY75IzyZOkTWTVEKW6vZslERl5DFeGsHoVhQJXDjRM7l9f2XJr/Cgblneb3vC5wefHrD710tlw8Af7cyqWLAX0dR9H3HcV4BvuI4zu8A54AvXGU9NxSx+PKicC02SHsvXODge4c5edtejtx55w0LAuZnMpT6+iicPQcPbH4unGp7g9RGG1eNs11nOXvnWbyax9BrQ9RPXbwJSiaTBEGgOqVcCo7jtLZtWRGKXs8Nkud5ZDIZGo1GU4aDjSJ0Qk4PnGa0d5RaokYySNJX6WOnt5O+oI90mKY320uM2IZtga4Ws8xSdIo8EFz+Wjs3N0dvb2+TJmUrIe0k8aOA8gY2RwD5aFlaX7pELKl8Y4r7Fn/I7aVXWUoM8NrAbzCdv3ND5af8BfbN/RiAO2ef4XzfR/C9jdmXXRWXR1F0CrjIqjeKohngYxstJwzDpsGWAc2kmkJ6aRhoYmMpkpfZnVtl5JYnE1NGLlfno09MEQSwuLi2gNjC4xsRrxZeH9a814aHh8nPzvLBd95lfnCQ0089RbfnqWoK6fGmif0lNpLBWLP5SqVS1Pbvp/PnP2dbEFBbieFixK7Sk0SeXMzvkuZSBG36UK+viFOdapN4Vorl5Vho8Yjk5lFT3Ui1mBQhmxO1TeyvqZHkOEhvCDnWmmeM9JxppVqQInHTNlmWbJekTSuvIU3lIJ+VNJV01NoopRCau7iNjmZMbAH8JG+aNsp7ks6STqY9UpWiebnZvBQ1b5ZWYnZZh02lMTg4uHpt2m7zojF9kHNGrn+SDmNjYwCMjI4wvm+cqaEpMuMZ+l/tx/M9krm1thvey2azRFHE8PBwU1kS66UPURStpq+IxWKrfZNrpuM4VLoqBH5AIVnASTbHkbKpw7X4OpoHJ+iemalUijAMmZqaUg2y5TjIeg2PTKenOTV8ir56H3cv3s2O+g5c3GXaOIAHYS2kTr2pPZIHbZ5PmipfzhlzvZ7fj9SOQAX2Jfat5nNbWyvX3tdMFyqVCouLixQKBas0TVP52iRjmsei7K+2Bkh+Xv8NzfTEmXOXWFhZj2Xfte9i98p3u+gULlIv94TTPOa/yMHwPQI83k38Ejv9Uzx5/n/jROZBXu76VapevqkO054gCHCikA9P/DGR4/JC9+d5bOarHDr/n3hx6Hc3pKlpR9K+BPr6Snzq6ZN4XsDf/m0/xeLmiTTjtRoP/fBHNBIJ3vzkJ4i2gLh09kMfpPDWW+z487/g9B/8lwQtNmOXg1UJUiqgvPlBb9to432Nyd2TTO2eoudcDx2vdVglHa7rbkwStA4bcZSJiGjsbBCbuH6SFs/zVo2yr9RbLRksf5T3l/azK9jV4unrgxONE3S73XQEVyYFmp6eZu/evSQSictWpV5rdMXyzPkXb7psyIVGgrRGi67GBT5U/x53hodpEOcV72Fejj1MmOkjFtV5qPoTHii/wO7Km5zM3M/p3o8xl9p5Udn3LPyA4epxXuj5FxzPP0YyLPPg3LeYzNzBic7W/mTtDZIFu3fP87GnTlOtxPnLv+hjejoBXDpB5kbhhCEPPPc8qXKZFz/9aeri1HMj4Xd0MPJbX2Lnl/+YHX/5l5z9nd/ZtLLNBimVDNsbpDbauAxM5Ca4sPMCneOdbDu6jRL2CaQZEG8EG9kghd0hYUdI8u3WErfNQjwep1qtXlUgyJS/TJOKV1nO93CD4Uc+p/3THEocuuL2LC4uUq/XSafTW3KD9F7lzIafz4YL+MSouRl6aue5v/gj9lbfoUaCl7zHeCX2MBVnRcoM+E6Cl9JPca7rce5eep7bSq9xx9mfM53aw0juEOPJvcwmd9BbPcmh+e9xMvsAx3OPAvBO4UmG66e4f/IrTKf2Uo1dOnDxltggBUHQNEGlmFSqYIzYUIrXpdrFiKyl6NrmXWBOI/L3ZXFmxF13jfHAg2eYnMjwve/tpVqNyOWay5WiVc1jQKpaZHb0Xbt2se+11+kbG+Pkp58mcfddTXFapRjU9FOKkOW1hHnPpvKQ0BZD82x5eJiRL3yeHf/5bxj+2teYePJJcJyW6RjkmGgqDUPmeNxv8iyUImJJUyMylaJi+bv0WDNjaEtXo6k9pbpIM3aUbbR5LpkyZN+1zPOyDps3oZbKwubVpXmdyL7J94wXk/Rmsn0MTXtswSwN/W3BLOUJX+M9m4jflGHjXUlTo7aS6lQtMKbkK3kt6WvmkuQx2XfJb4bWcl5LtZpUkZn3JA9p5crfJT9LTC5McvLDJ0nMJej4pw6WwqUmeshx3bZt2yrP9fT04LqudV4amLXLcRy1DXJ8q3dUIYTOqU5i3RcHepR0lGYBEpprvpwTmhnE+Pj4Ks20QJByTGSQ29XUU0TEozhhNqSQWls/Na9m+Z7su23jacai1bory5rxZqhTZ196H/nEWtvNWEm+k/RY750aRVFTmi7bN8mUq6UX+f/Ze68gO64zz/OXmdf78r4KhnCEIQwJgg40akoiJapH00bqHhPd0xMT0bsTE7EREzMPuy+zsRP7MrEzEdsT29uzbWbaSGq1WqIsRVJskqIRQRIkYQgPVKEK5d31NjP3oXBufbdwEgVTBRTI+kcgmLyVefKY75w85/85ea9U58n3yrkm5UVB9qPhQNyKMFNJ19csOTeUBx4sjluqUMA2A3xx9s/pL56kRJC3zEf56dwGCm4QyFCpLJh4yHHINjdzmscJmg+xzzzNA+WP2Fv6PnuBKj4cTOZI8XfFx3CvpucB+KH/ef4pl3l66D/hW4b0WBMbpLWEXbuvcODAEOfPp3jtFwPYtgms3A7dV6mw8cQJZrZtY3rPnhUrdyWRvf9+Jr70RTpf+jkbw2EuPfrobZdZqSxMqFB47QU4W8c67hZcXDLJDLVoDdu0F1z3TWfh2nJI+9PUgjW63+7GdJb3dlIfrpt19ljODsvFpdhXJDgVxCrfGXOAUChEsVjU2vncMvfVZAAAIABJREFUDAwMYsRuKt7QaqLZasbCYrAyyBZryy2V0dTURDAYvCWj9dVEk29h03MzKrZILU3QKdBRvsQb1uN8YB6gbIQouDfWtrIR5Kj/IY76HyLi5ugsX6LfHaHNneYV8ykqRgCZj6NoRvlJ5Ld4pPQa40YH8Ipn2Wtig2SapuduXZcIVE4YXcwjrwmlM7yVp8vu7jEOHBjj1KdxfvCDFLCwc9aFsZfQxZSQu3VpdL596DL+apWJxx/TpjpYLn6F18KnThfyJCPru1xsnKVG3JmnniI0O8fAkSOUW1u5KE6tss90Jz5dGokdOxZ+m521PONt6FI+eMUi0UHXd7A4frLvdLGPZH284uHIMnTGnF4JSJcz/laQJ2DJnurSt3jF85D1Vac4WZdrWdNrrxV0LJjOCN+rjnJMvJ5T4y4ZNVlHaUSqkzedcbg89cpreZpVzK4cM7neSKjnGhJECzZXlzRUMjLyQ5Yv5im2Fyn0Fih0F3CC1x4ajJqBYS/8S51IkSqnuGrL28Aa9fYuBjTs6OhgZmYG27br9fVi4tS4yjGvVqv4/X7K5XJ9jqp2uT6XWqJGeCiM67oN64kaS9k3cqx1813+JsddOYOEw2Hi8Tijo6MNf5djpVvzJNMq2YqEnSBv5D2N92Xdl3MakFBzUM5lXXws+XzICvFA6AE+LH3I4chhgkaw4TkdS7309/b2dvL5vGd8LTnuag7KvpPXavxk+XLOyDqosiRrK+dks29hTszVstpEvjoW/3j0Mc4a93EydIALI1NAESg2zBmdk4T8DjU6ArhAD5HIFqAMDDfM+1KpxEXgLQ5r1zyJNbFBWgto78jz3PPjjIyEeOmlDlZDWW3YNl0ffsj8QD9FsWlakzAMJv/RrxM4f57OY8dg//7bKMrl157NMT3t48TxKClvb851rOMzCcd0yLfkyXRlyLZncQIORtUgMhohciVCNBfFtM36pkgZQdc3Xst4Jbuuy+zsLKVSyXOTdz1Uq1V8Ph+1Wk2rIjJqBlbGotq0MnaYyyEcDpPP51cs0W6z0cxx9zhp0iS5++7xj0Ye5WjpKMdrx3nQf3PpNZqbm4lGo5w9e/aGPDDvJG6FQRoM76Hg6oPI3m3cufT0axjxeJkvf/kC+byPF3/QfVWttvLouzRIIJdj9ODBVSl/xWFZgEslcntG5Hv3lujosHn9H1K47t2J87SOddwtTKWmOPf0OYYfGibbkSU8Gqb97Xb6ftRH2/ttREej+It+rIq1sEm6SQ8x13WxbZtisUgsFmuwebzR5xVjcD11VnAqSLmtjMvqpgsKBBaidM/Ozq5YmYeMQ5iYvGK+sur1vxEM+Afo9nXzfvX95W9egr6+PsrlMlNTU6tQs9uD31jgXMrundlIrzbWBINkGIY2nhE0UsCK1pP0raT61CT3UiHIWD7q3kolzW/85gSGYfPnf55ieip7TR0UHe0VHl9Hz8rfUqkUuC7bT5+m2NFB9f77kVp8L6NZRWd6hZCXzyka0ystiW7h81Jf1e91XYLpDJN9/Q0UsqS8dYadjZSqxTNfyDM8bHH8uA+oeqb8kFBt80oZoctW7XWvornle71SZCiqVpfaA/QqGEnvemW615Wle8fS1ALXq4NOzbG0jkpOpex7ORsoeNHOqlwveZVjourmRetLqP6TzIUXc6BUCrKOupQ7sm9uNY5Yx9VYYLIMndE6NKokJq4ahE4XppnYNUG2O4t/1k/qVylCEyGc6kIZrs/F1jDVciyVylWnGlR1nJqawnEc2tvbCQaDnnNKzlvVZ+l0GsdxqNVqZLPZa+JXSXn2j/lxN7sUw0VtSiMpd15mEDpzBalCzWQytLW1Ydt2Pe6RHBNdzCRppO2VZirii/AkT/KK8QofOR+x297dIAuy7qr/damClkK+Q0E+J+sunym5JSpOhbJdrm8ElUrJa/4Vi0WSySSpVIrBwUEsy2qQBV0bZN29TDnUfJayLefqcnNGrrXV2kJZ7bEWJirXbnC9VHeqD6QRv1ynlIxIuZMxDnXflJ6eHu3fvdKP6fC5Z5Cee26W5uYq3/u7NqanVmm/6Lp0njpFdHaWyccevSupRG4FVi6HZduUxAJ0szh0qExTk8NLP4vAHYqdso513E24uEy3TXPpqUvkOnK0nWqj/ZV2wmNhDOfm50AgECAYDNb/OY5T/5dOp6lUKqRSqVtWt6iPznKpK8zs1XyCkdV1tAiHw5RKpVuOe+SF3eym3+7nbd/bpA291+CdgOM6fC//PWadWZ6tPXtTz27atIlKpbLmjLMVclejZ8dMfYDSew1rgkG6W+jry7Frd4E330wwOBhiwThs5RCoVtkyOsb+I+8TnZsj39TE/M6dK/qO1YT/qhFcKR6DW7AFCAZdnn6myLlzPi5c8LPG1OXrWMeKo2gVObvjLHMtc4TmQnR90kUwFyTn3rgHlWmaxGIx4vF4PfGsxFJnBp/Pd0t2RwqGYWAYhqchcr1eV2OZOaHV2yCpwJCSaVgpGBg8XX2abwW/xS/8v+CbfPOOBbyUeLP8Jqdqp3g+9Dy9ld7lH7iKaDRKe3s7Fy5cuOlAoHcKOWeBgVzfIK0gLMtqiCniRZkqWtZLT64oO0ndSbpSqoOy2TkOPznJ9LTJyz+3qNVynh5G6r2S5vbKuq48J/qiUZ790Y8JVKvkOjs5/9xzzGzfhs91oVZrjB3h4V21XOqHm+kbnbeRXHh1/WRduQLAjM/HvIgjIWlQtZBJSlZRzIcPl4nFXF5+OdrgqSj7zutaQdZReu9IDxPVl9JmQbZnuZg8UmWk7pUqAJ3nDKA94XrFLdHFYpJjre6V4ydlROcNpvNEWXqv8vSQJ05ZL3mtZN4rnoruN51Xn6yPpLPlvJR113lm6rxwYHHcvShzNRelWk2XqkTWx0sWJFSfy7pIteX4+DgzLTNcGLiAYzg0H2smcCJAyS1RotTQz0ptJstS+cZisRjBYLAeDVvVTao5YrFYXfZ8Pl89erZu7i8XC032neu69bmt5LghNU4wwRxzBJNBEuZinyrZ9jKT0Kmz5fyUqhJ17+TkpHYs5HNqXOXm0Et1p/qvM9rJF5wv8DP3Z5yLnOPR8KPXlKHmpU72l9ZBXetUWrIMJXdnK2d5tfQqO9jBzvJOhsaHrukHL2/pQCCA67o0NzfXYyB5xWfSeet5eQ6qMZHrjZc3rnpOlt8mkptn3AW1WEeshagx1lA+NI6J9ELTqRd1/SCfl/WVdVTjNyG+WV4x45ZjXdfEBulu4LHHcrS22vzpn8ao1Vb+FBEuFAhUqxx9+CDlJ59c8fLvBILKpusWIn1How5PPlXhxPEAV0b0C8061vFZwWzzLGe3nSWWjZF6N4U/56fk3liyTp/PR2trK+FwmGq1SrlcplqtYtt2PdSD3EQqxgeWV4tdD0s3T9eLyOwGXSYeWvjg+PI+uHWt+3XR2tqKbdueOfxuBHkrz7xvngEG8HPt2rPb2M0Z9wwvFV5iW2AbLdbNGbXfKmbtWb6T/w7ttPNl48s3Hasqm83y6aefsmvXLgKBQD1P31pCiSq26xAxPhvqgjWxQfL5fGzcuLH+/ykPP3C1C5QTWZ4y1KlF7hZ1J9hkssoTh7McPx7kzGkfcH26UpeMUS5MchevjObi5tUYHe3t2nhDcnHyWuTUDlkuFpI50T3nFUND1lHVR7IduhOff26eit9PxefTGniC3vDW7/fz7BfzBAJw5Eg3zc0L96gTnzQslKd7yRCpxUOenKVcyD5dLpCc7tTjxUCotnudhiW7qVNreBmgKzn1Or3o3uuV5FH3XtkfOgbV61SqM4D1YpjUyUy+34uFVNdSdmW95FirtnkZXuvi1Xid/NTfZTwp2Ub5DnUa1SVIXfqcLn6PYlqnQlOc3XqWcDpM3/t9ZOeyVKl6GooPDAzUy3ddt4HR9fv9WmNbXTwqWS8JWUfZj1IGDMMgm83W31+r1bh48eI1zwUCAeyETf6LedyEy6ZTm2iptmgzyeuSTUPj/FGGt1eustPq2u/3s2PHDhKJBBcvXqRQKGjXN7keqDGWsuS6Lr9M/JKR4Aima9JWaaOr3MV2dzstbkt9Tv268+v8cfGP+X7x+/zrtn/dsLaovpb1Xs4xQa6lsm/kWvti4UVc1+XpzNN1leulS5fq9yo2Xo6ZlHNV7tjYGF1dXQwMDDT0s5dzkm69kPeqNkjjcrmOSaZHvc8rgn4ul6NYqZCwovXx8zLMljKtk2PdmibHwctRSv2ui4QP3o5MOnwujbSffXYaxzH46U9WLweacdWV1L1HDLJ1CGYyFG4hYW0yZfPII2U+/CDI7Oz1U5SsYx33MuYD87zT8Q6BYoCBDwew7BtndGzbxnEcDMPA7/djWdZNswq3CsdxcF2XarVKpVLxVsU12eS+lsMNuWw7to2WyZVnW+LxOHv37iUajXLy5EmGh4dvuSwHhwn/BD3lHrbnt1M2y3yc+JhvB7/NXwT/ghdLL3KydpKAEeDrTV/nQvkCb+beXMHWeKPklui2ukm4+nRRN4rZ2VmKxeKai4GkUDQqhN21VTfLMPnXm37rpp9bEwzSnUR7e5nN9xV46aUomYzFcuzRrcJw7u0NklGrER8dZfQWAlo++2tFXBdefTWEhxp/Heu455Hz5Xir4y38jp++D/rwVW98OZWhQ6TK7E5BsarLJaktby/jWi7x78eJd6y8Xi0WizEwMEClUuGTTz5psDG5Gcxb85wLnuNC6AJVs8qW0hZ6Cj3sy+6jYBZIN6e5bF7m09qnfFT7CAODDdUNAPw4/WO+2vNVfObqfg6jRpR5Z375G28ApVIJwzBuOTnxaqJAmSi3v0EygO5QGxPl24uHlfBH+W/7/lcA/usD/47/MPTnlN0bSx+2JjZIPp+vQdXiFU9D0YJeCSXV75JelMapmUyGp5/JUqnAe7/yY9t2A0WpCxEPi5ScpO0ljSp/VzRl4Cql5w8Gkf5fiv7zUlNIKIpRF18GGilgpcrwUoXpYjhJClPSleVymaaLF/GXSlzq7b3mhClPLktjU7W32+w/kObIkTiOk2roR/WcpLNlP+r6RKqZvBLMKordKwaRqqNXbBZdGhavhKw6I21ZlpfhtOoHr5O6LiWIfF6nItXFhIFG42E1JxpSHYiydCpoL5Wlartsw9IUNUvLlWMmVTDy9+Xeq1MDetHkOk8sL1pelSX7QD4vZU9BrSdFs8gb7W/g4LD3zF7SuTQ1Ftqn5ELGUdq9ezew0F+FQoFwOEx7e7u2T3V9ozP8XdoenfOFzq7IcZz670vXx6XlVrurBGeCJJ1kw7zVzQNdXDbQq2vS6TQ9PT20tbUxNzfHqVOnqNVqWoNuOdbSILi1p5WLwYt8HP6YKd8UhmvQX+1na2Ur/W4/gcRV1T4JNpgbeIAHiEVijDgjnLfPc8ldUG/tDO7Eb10rY7Iusm26ee2VakRd+/1+YlaMUWe0oZ/lhlAn//K7KOP6tLe319Wjtm3j9/sbZEjWXZeYXTosqW+W/I7Je3UOPvK3pU4dJadKd62ZpmqEMbtxc6NLkguL34RgMIiFyYHYNh6P7qEr1EKmmue1ifd5beJ9ENY3cn5KGVHtNQyDDeEu/mXv16g6NaaradoDTfwvPb/Nn4y8yFh5elnzjDWxQbpTCAYd9u4tcexYiGJxlbWL7r3NILWePEk1EmG8Q5+V2wuPPlrCNKFYtLCsux+xdh3rWGlUjAqvt75O1ayy79w+ouUoaW4sro76QLS2tt6WgfWtwnXdGzaAdgIO1VSVxInbUwnp0NbWRltbG5OTk5w+ffqWyng5+TIz/hma7WYOFQ9xX/U+Qs71GRXTMOm3+um3+kkmkxScQj0X2mojbIQpOisXSsYwDAKBAKVSiWq12uD1eDdxwj9Mt93M7yW/xN9n3+Lj4tkbei5kBDiU2M7j8T0kfFGGCuP8zcjP2RHfwNd6DvO1nsMcnT3NK+PvcXz+/LLlHW7ay292PsN8Nct/Hv4OI+VJNoV7+P3O5/l3G/8Jfz36MkdzZ65bxudqg7Rvf5lAAN771e3Tkpvn02DAbDCI4Ti48uRfLLLh7Xdwgcot2PDcbVilEqnzF5jcu7ehXTeC998P0tvn8vTT8xw4kOXYMYdTn7auWvqWdazjTuNI0xEyvgx7zu8hUbjxzYOy+YlEInWX7TsJ13XJ5XL1Tdpyar3qfVUwIDS68moc9SG/HU8sx3DoKffwXOm5ejyjm00jEjFvPX7UzaLslld8M2bbdj158J1W03ohYxb5SegoT2S38o34U8ScIG/ljnvenzAjPB7bw4HQVkJmgDPFy3xr5lU+GD8JwD/MfEikFuDpjgd5uv1BHmy5n/HiDMez5zmbG+Zc7jIVEZE+YPj53e4v8nBqJyeyF/iLKz+lYi7I/MXiFf7PS/+DP+h5gX/R+1U2z/XwIi961m1NbJD8fn8DvSfpMmlBr7DU5VVB0cJS3bCobnM5+FCBy0Mmly45+HzmNc8v55nW3d0NwMDMDF/75Fj9786npygmEhSSSQqpJO0XLhIolTj1679OKZUiqPFKkKonrwzTOnWBV4wnRX3K55dThUh6UVLI0U+OYdo2lzdtrFOtkg7VhdJX/ZXLwbf+xmJgoMgjj87w+OMj7N07xpEjKQYv9VOrWdrUENCoYlPeYl5qJkk9qzGUsiLVJqqdsg+kN5qu/73SYui8wbzSh+hUhl7pXdTfveJC6VTBcvx1We6XlqGgi/sk3+Gl0lVjJftW9pPsBzU+XhnCZRk62l5mYtelc5Dl6tQJso1enlw6lZRXjCelCjmTO8NwzzAbRzfiDrrMMHPNO5RsqfUCFlQi2WyWfD5PV1cXiUTCM1O7Ts0ky/dSZSl1tRxTFRusXC7X54dpmgwODgKN3mRy3UymkuR25ohlYmyKboJo45ol36v6ST4v2ybVSKru6plIJOIZ+0bJllSrSbXlsDGM43MIBRdl3Gv+6Wyt5G+yDjovKC85V23WmRLAYj+Vy2WytSxhI9zA4Ml+VNdS7uQ6JVWcsViMSqVCLpcjGAzS2trqmTpFJ+c61awu9t/S9uoYKp23rQP89cRrfC18iK+mHqUz1MJP80eo1hb7tC/awaHADnb6N2AAp+0R3q+cZZJ5SEC7s6i9KBQKvFE+xi8vn+CB2GYOJu7nybYDPNv+MADTtTSDlXFGalM8EtlJm5Xi9eInvGWfINXZfI336X+98ve80PoYX2i+fqLgNbFBuhPYsrVMR6fDt791e6chy7Z58sxZsokEHx56mFg2S3OpTDSdJpJO03zlCpVQiGPf/AZ5MZnvJXSeOUM+lSLb3g5DQ8s/cA0MhoYiDA1F6OnJ8+hjczzzzAzFYprjxzrI5/uw7XXr7XXcW3BxOd97nkAlQP9kP/PcnMFtJpPB7/c3fPTuFNTm6EaZhlJ3iVqyRsfZ1VnD1Af4VtWMNaNG0SjelUjYt4qCWyDMykSYrlar5HI5AoEALS0ta4Y9kqhh8/fFtzlcS/N4eDcpM8a351+j09fME9HdbAv2U3FrHK2c46h7gYyrP+RJ2NgczZ3laO4syXiCbl8rA4EONgQ62RnawIPmNvJOib9Mv8ww057lODi8OP1LzmUuX/d9n4MNksuBA0We/0qa6WmDjz++vQ/zg0NDJEsl3nz8MWba25lpb2dWLHhKTMO3Efr/bsI/P0/T6CgXHj64IjnjhofDfOfbYbq7Szz5VJaDD1+hWv0Jly9vYfjylhWo8TrWcWdwKXCJTDTD9sHtWM7Nf9gNw7jjajUF27Zv2FvOtVzm98/jS/tomVqdIIqKvVkuvYn2WcPmSPcRZo1Znq3cXC6zO4352jwf5j7kV4VfMeKMsNO3MqmmstkslmXR2tq6JuyOrodfFD5i1s7ylegh/m3rNwiZAfJOkTdKxzhaPUfRrXhGLb8eHFxGalOM1KZ4u3ACA2i1UuTdIkW34qkFkDiauQdskHw+3w25K+omt47CVxb6Pp/DC1+b58EHS5w96+dvv5PAskwsS++BJCerPOUpqnx7WxsHXn+Dkc2biDz8MAOaOkoLegVJuSo60svzRqdW8fLak0Kl82yS9+oCU+o8Z1refx+AkU2bqFar9TIkHS3reCNCCDA6GuKVl3tpbc1x6JFZNm8+SX//GaYmdzE+sRu7FtJmp5d9J1V7uvQCkoKW/aCC0y2XQkP+rvMa87rXK+ikjprWBYeUf5d0tc6LChblQao0ZB1079CpqaBRzpVaS94rvV3U715qT/nx16k1veK2KBmS80COtfxdF/hSp1b28vbU9Zmsl1cw0bGpMY5sPEIoGyJ0IcQcc56ekMqrUnpoVioVIpEIs7OzzM3NEY/HGzzMdB6psr6yb71UnOq9S4MHqrQU6XS63n8XLlyo10tByUL2gSx2zGbrx1vp7+mv/10GeJXrgU69K8dHZxSu+s4wjAb1h05lKANBtnW28fPwz5mypnjefJ5d4V03lDpCN9ayjjJNkRpLryz2cm1X65CUhYq/wofZD3k/8z7niucAaHVaecR5hPsr9zNSHdGWpeaS7APZ9lgshm3bFItFLMuira2tYUzktZwTaszleiTvVeuj+i80jq8ucKzXd0b2WdfVEDG5XI4hZvkh7/GQsYVz7hinjWFqQQdfMEicoNZzULZdrQe64K2yvjnKWJafKP6GNshrWffl2Nw1sUFaDSSSVb7+9XE6Oyu89lqE134RwXVvjxHpP3MW03E4vX8/+ljf9zaCMzN0vvsrxjdsoJhYec8VgOnpGB8d3UY8Ps+mzWfo6v6Yjs4TDA4+AbQu+/w61nE3MJQaohAosPnk5ltW64TDYUzTZHZ2dtXUbPl8vp6uxLIsyuVy/aNzIwlOS70lcjtztIy1kJhPsFoLndqo3Ayj5hgOr4RfYdg3zOHSYXZFdq1O5W4DeTvPf7z4H8k7eXqCPTyfeJ69kb3kLt94smIv2LZdj390t7wgbwcjzDDCzPI3riGsiQ2SZVmecTN0rIKcVLrTVnf3HL/xm3OYBvz5n0U5dcoP1BpOSzqjZi+qMhqNYjgOG86+x+yGDfi6uz0NANW1l/Cqtsnn5bU0PlZlyFOi7BvZD8rGQNbFK5S7amdDKoxajYEf/wTHsvhw/z5KV/tVlbtcqHYvAz/ZNsXw+Hw+isVWTp5oIRQ8QlPzEH5/Ade5PhPgZSip7pEnDgldYk7Jzuhofi8GSZ6Wlbx5nbZkuboUGbIs1b/yNy/jSCUDUp69DD9VfbwcAbySbF4PUhZk4mJdP3oxMl4nOgVpNKsz/pWyL+VclSv7xivNitqk6BgqEAbORpkzzWdIziZhEDJkrqm3lHMlO7KfVGwqleLj1KlTnobX6tp1XSqVyjWbCF3yXoCLFy82MH4KKl7O4OBgfQwU294Q76s/wPij44TmQzxRfgJrwKKvr6/+dx0rAYv96zWmcu1Rc7CtrY18Ps/ExIRn+iSZ+sbF5dTmU0z7pnm4+jB72FNnQZaL6wXLG5LrnFDk370Caqo1SZX/5vyb5J08/6bj37AltGXBQL0Co5lFb73lmGzJnkpGplgsYhgG0Wi03mfyeyGvdSmPvNYAda9kkLxiKil5kX0joXM+kr95PbdULmH5mGReLLJ6h1wTZdvkc15pzep1uO5f7zm47N03yoH9s0xM+vjb7zQzMnJjETOXw8D4OMFCgTN79qxIeWsNHUc/IjEywoXnn6N0R+ynHO7f+QFNzUOMju5lYnw37TcXcmkd67gjOB49ju2z6b3QS4kbS0DrBbXoK7WXDjK6tvqA1mo1TzWp2khVKhVCoRDRaJRSqYRlWUxOTmrNCZbC7rUZPjSMr+yj9/1erC2rx05Eo1FCodBNxT8qB8pMpxY2me/53+O47zhd8110+Droq/WxM7yTpHVtfrg7Ccd1eDP9JpuDm9kSWjn7SikLoVBozdscfZbwmdogbds2xYMPXuGTT8L8+EdJqlUTWJkN0qYro5RjUWYH+pe/+R6Db3aW7tdfZ37jBqZ37wbh+rsaMAyHnbveo7NzmJGRA4yN7oN7yBtlHZ8flIwSZyJnaB1vJVKI3PYGyTAMrd2Kjk1U1yqBbTgcvmaT5DhOXY0WjUZJJpPYtl0/td+ICqu6vUrlyQrBXJDeI734Kqv3WTAMg0QiQTqdbmALlkOoEuKRTx6h9f5WZo1ZZo1Zcm6OD4of8E7xHVqzrfz7jn+/avW+Ebyfe5+p2hRfSX1lRcqLRqN1ZspxHG3S2XWsLtbEBsk0zQZacbk4ERLy3tbWNNWqwd9+JwrYgK1NfyDL8oo7JKm3luZmuubnydx3H+Gr9ZQLj6T/dHSzhKIudSov0Mdk8UqRIRdSpQ6QFLKsl1RDqDL8fj+4Li1/+7dgGFz52tcIhkJa1Y1X2P2l9y3F0vQshmGzf/8HNDUPM3z5IMXiYZQtq6RiFXXtZZit6wevdACqDrLPdRS0vJb95aUKUWVIWdEZFsoy5IdQfiDU370WQZ261Cv2kZfKTwcZo0aX8kMXk8dLBS7talT/S1nyUlmotslypapIZzsj5dwrlYiCHD8pY2p+yHotlauaUcNwDWq1Gvl8vqHP5Xoh5U3VXZcxXUL2jWyPrr3Nzc20tbURDocpl8tUq1WCwWBd1WXbNnNzc8zNzTXEAxsfH69fyzlaTy/R1crFwxcJz4R5OvM0/oGFNWfbtm1A45jKcuW4K9WOlGfZNiljfr8fwzC4fPlyfVykikznNFN3YHDC9FZ76aUXgP6OfhzXYSw0xh+N/hFvFN/gSf+T1zwv66OLHQf6tVI+76VyUvKWKWf43vT3GAgMsMXZUn+P6n85DlIudGtpJBIhFovh9/sxTbPeZ1J21bUcB9k2nXOLl6mAKkOuPXLMZHt1QUa9TB/UuMl1UMr51NRU/VqNuxwH3VropYLTfU+XrtWm67KnUCDtOFzy+6mYZkMddFgTG6SVQihHfbT7AAAgAElEQVRsUyxarDQbEUtnCJZKZPt6V7TctYD4Bx8QOXuOkeeeo7qMPvZ2YZo2e/a8Q1PzGENDjzA5sYvk3WXF17GO68Lv+hnID3Cp+xIdp+5eXLNSqcTo6ChNTU11GxSZi+uWy20q4VouTRea8Lesbmwy0zRpbm5mfn7ec3N/02UaJntiezgYP8hLcy+xp2UPTZbeFnE18YP5H5Bzcvxhyx9iVm5dBebz+eree7lcbs3GOLrXkKrV+KdT02xWh2lg2O9n1O/nF9d57jOlzAyHbYqFldedt0xOAJAVBoufFURPnKDa1MT0Q9ePKHq78PlsHtj7Fi2tYwxeepzJibXngbKOdeiwObd5ITZQ78pkYr9V2LbN9PQ0uVyOYrFIJpO5rc0RQLG5CC6EZlY/K7xiPWSC3JXC/ZH7qbk18s6N5ZlbSbw2+xrv5t7lC4kv0Be4vW9EKpXCMAzS6TTlcnl9c7QCuG9ujn87OkZPpcLftLTwR83NvByLUTMMHihePzfemmCQlJGhgrzW0f2SSpQUWTBYJZc3tWHwQe9ZIelBGbdEhrdPjY9j+3ykIxHQZNeWUBSjl7W+eq9XzAlJFSrq2ctrT6fW8orpoot5VK1Wqfj9+B2HnChLLmCKVvdSCS4XJymVSuHz1Xj0saM0N89zZeRZyuU9KIcLr7gWqu5eMYhkO9UYy1OpznPJS52qU0N5eQNKGVHqNKlW8/LaUtSwrKMcV10cMC8vGwVJQct7vexZdO2RUPNuuWSmXrKvm7de6gRdPCJdypCl5aprLw8W9Q5dugdo7EfVN7J8+ZxSHSVIEM/ESW9M03q8te7mL+sg1yTVf3Jt0amRlptTsNhPXgbWcqyUCYFcW2S9ZNtVZviJDRMkq0n279zP1q1br6nvcnNK1l2OmVSFzM3N4fP5aG9vZ3x8nFwu11AXOT46D1g552Sfyfg+H85/SMJM0Gl21u+RZelSJslrnex5qYTlWL03+R5/M/M37PDv4Gnf0+RyuQZVpMo1J9dUqb6SCIfDJBIJarUalmVhWVaDWk32g7r2khtdPCjZBqnK0tmpNcR10sTr8kqVpYtJJee6LEu3uZfzRKf2lOM/MTFRv5bvUHVMz83xlalpnpif50owyLd6upkJBKhUKlwCXsV7LBQ+UwxSJOJQLKx8kwLFEpVweEUiS6811CIRfCtEd+vg91d5/IkPaGmZZ3j4S8zP71i1d61jHauFzolOSuES5Q79wedeQylaYnT7KFOhKdpKbcs/cJtQdigyLMRKoepWOVM5w87gTkzjzn3SjuSP8Kczf0qPv4dvxL9x2++OxWL4fL6GTcQ6lkfH3Dw9mvAWz87M8MT8PO8kk/w/A/3M3GBQY4k1wSCtFCIRm/wqqNj8pSKVG4j0fS/CjkQwq1XMahXnFsK9Xw/hsM0Thz8gmczy3q8eIB7fuvxD61jHGkTrTCuDGwbJ3ZcjNHHvrgVOwCH9RJqJ7gkMx6Av38f29PZVf280GqVarXqGKrgdnCufo+JW2BW6M2p727X5eebnvJx9mS3BLfx+y+9jlG//8JxKpahUKretNv08wbJtnjt6lFCtxum2Nt7ctJESsHtqmi/MznEkkeDF9rZbDo2wJjZItm03eK0sdXNdei3pSuUd4PO5hEIu6flaA13q5QWnOkzSlio0OiymXTAch2i+QDke12aQX3qt4EXxK3gFsZIUonqfpIK93HaVt4lXcEGdqiOTyZAsLFCTmZErFGMLpzw5Fopq9VJP6dQjPp+PYNDmm78zTiJR4/0jDzE93YFyiJGqB3mt8wqS7fEKaqie88rOrfOQ0IXPl+/wCqomx0e9V9ZLF/4eFqllr7QxSoa8AljKd+jULZJiLmr06lJudKpM+T4v2l61QdLgXvcqedAF65Pv8qqv/LuUEcVEeHnaqXt13qCgHysvuZL17evuY64wx+me02S+kCE5m8S6YOEvXOtpqt7nNRfV73I9kX0qaX/FuMg2yvGT9yqZ1/UnQEdnB4MPDFJtrbI3u5f7ivdxYMcBVM4k2edqTZLqIq+1VG165HuXerRFIhHm5+frc0K2QcqmLvWNLjO9KhfgY+djggTpqnVRrOrngW5+eZk2qOd0gUCHqkN8f+L7jNXGOBg5yJetL1PL1RqYMfl90qXxkGuAklcVxmFycrLB81d6yMp+UH0u5U7KkC44p1dKFt2c8lLpqr7xUtPr1lI5Drp1WdZd1kvKdj2ViHh+fn6e3VNThGo1jiaT7J6eZsPMDO/G4zyRTnM2HOK7Lc04tk1U9I0cd690MgprYoO0Enj44YWOGxpauSaZts2hd94lMjPD2N69K1buWoBZKnHfSz+n48QJ8m1tlCIrk2UawDBcXvjaOC0tFY4cOcT01OpT+OtYx2pje2Y7s9lZ0i1p0q1p2Ar+jJ/wRJjASIDgVBDDuTUmwcWl5C+RiWSYbp7Gsi06RztXtP4zvTNk2jN0n+lmd2r3ipZ9PUQiESzLWtbe41bguA5namfY6tuKz/DhuMunU7lVvFN8hxdzL5IyU/xe0++xO7R7WXu9G8XAwAC2bZPJZBo2SOu4PvZNTDIdCvG97i7+oa2VF8bGeTqdZtzv57+3t+PcplnMmtggqUSKCrrdPCwaZcmYEtlslmTS4fCTeU4c93H6NFiWPkmrPNGpk0pn5+IiJK+bQiH2vfwKrVeucOXLXyJ36BARTbyjpVA76JDHjlW1x8tIWMc6eMWckPeq8mTMCa+UEr5jx+n8/vfxZTKcf2AP5/btY/jy5frf5alRnXZ0zIl8h/zt2Wfn2LixwKuv9oDbj+o21Q6dISw09pmOyZEnTR2z6MUc6uhVeYrTMQg6dmcplDzJvvG6Xs7YVsHLsFdClSEXZy9mUX2UbiQ1wHKG4ur0Jm0k5KlW9rPO4NtLhnQqBV28IljsHy/HBfVe2Y9SxmS5qr6yXl7u58qoOXAlgDvlkvPlOFM9w2xylvTmNO4WF9M2ic3GiM/G8Vf92D4b0zaxHAuf4cN0Fq7jwTg1s4bdZjPjn2HGP8NsYJaSuXDSN1wD13CZ7pmm71wfzbPNngbDOjnVpS4qRUuc23aOtlwb+9x9dbZcyr6uXC/VhJxrah54GdYnEgkcxyGTydTHXf5drsuS0VfvVmlalv49GAwyaoySD+bZYG8gl8t5Oj6odi6X5BgW+2GpA8nR0lG6rW7+IPYHBN0gxWKxXrehoaH6vbK+as5IeZR1sCyLlpYW4vE4c3NzRCKRhjbKeaKbw3L8ZNt1xvnLpRXychrQMXhedlLyd1UfHcsp6wWLc9wrFppi6OS3qTufpzuf54cd7RRLJa4Af9zWyn3xGOOBAGY8jqq5F4vc1hbnpZe0TQHWyAbpdvHCC2VME158UZ/J+WYRLJc5+OOfEJ+e5pOnn4ZDh1ak3LuOQoHwt79N6pdvUW5v5+0XXiDdvrLszoMP5nlgb4aPjrZy6tNmdqzbZK/jMwYDg3gtTs94Dz3jPdimzZhvjExrhmxrlkzbjUeIxoVkLUlPpYfWaisttRbcSZd0KM3xjuOcvf8sTTNNdJ/qJlC+MSNTF5fRZ0bx5/xk3Sw1f418Ko/P8fHA2AO3nGz3VhGPx8nn8zeULPdmccm6hInJJjateNkSrusyUZvgQOgAQWNlvjOwsEHq7e2th25Yx/IwXJf982m+NDlJ0TQ5mkiA2nQaBuevbrai1ykDwO+v8djjv+K//Bfve+75DdLmzTX27a/x85cCzM7evgdDtFDg195+h1ixyEdf+iJTAwN0Lf/YmoeRyRD/D/87xtwc0089ycwzz5AWrNFKYMPGMs9/JcPgpThvv72y6oF1rGOtwnIsEtMJEtMJXFzssI3tswlEAjiWg23aGAED27SxLRsraGG4Br3+XpqrzfhdfwNTMOPO0Fxs5onBJzgRPMFI/wjONodNx5bfBFSjVab3T1NpqlBpqlCsFvFVffjLfvZM7SFk31kDc5/PRzgc5soqpC9ycbloXqSf/hXdtOgw78xToUKHtbLBQnt6erAsi6GhIc9k2+tYRKxW45sjV9hYKHApHObFzg7KlrW4QbpBWJbNr/3aaZLJ3HXvWxMbJMMwPGOkSMp7aWZ503T5+j8uMTNj8OqrVv13udh4papQ6jQVUh+gr7mZfX/5V/iqVS7983+G7+rmSNHykur3MmjTGWhK2lFRrbqUCEvfsVyQMJ2aziubtf/99zFnZ5n6n/8nzobDkMk00MKnTp2qX+vC8cs2SPpV0cFdXRa//Y1J5ueDfPLJQbq6FuomjS51hnaS7pTjo0vNsZyBs+wPqUpRZXn1jbzWqU51mb5lHbxSnMh+UuMq75XlKlWIF6Wuo88lBS2NQHWZ7mV/eamwG1LQXIUcd0Vz19OxOBZJXzdmPoFRDjOTLGA0pzECtXo7ZH/K/pfv0Kk0ZN9JVYkaV1muTv0k1WpSZaHLCq6LO7T0HWq+SvsQqf6VahVV9wYHBHzgAA5E/AtyHrbCYF1blqzvrrldGGmD4eZhAuEApms2tFfNGddwyd2fY3TDKBYW943dx8DUAH3di4ELY+3XGqR6pW7QpXlYLru9HD/1vMw7F4lE6nNYlt/S0lK/luOm3uellpmyp0ibafbZ+yhXF+7VpeMAfUZ7r7QxS58BGCmNANDsNNdjGwEMDg4CNGwA5bzUxXNTa2I0GqWtrY18Pk9bWxvd3d3A8jGKZH1lHaW86tZrqYrWOal4laWLx+ZlZK+LyyXHT5fWSd4j3yXLmp+fp71U4g+GLhN1HP4qleRX4TBuuQzlcsMaofpX/ibX7aamOHseeIuWlixDg88CF/DCmtgg3SoeeihHV5fL//ffAlSrt08bb3zjDYLZLJ/8zjcxBgZWoIZrB8HzF3AiEcpbt8Lw8MqWHbT56gsjuC78+EcbiMXuabFahxdc8NViBKstBMpN+KsJDExc08YNlGCiBXeiBTeZw2nPYsTXVQYrgdZcK0PNQ2TjWZKZa3PzlCIlBncOUkwUSU2l2D25m1BtbYQi8Pl8OI6zKrF9Bn2DAGxyVle9BjDpLHimtZltZLl9Y/NAIEBPTw+1Wm3F0q58ltFbKPL7ly9TAv5zSwvDgVsLSWMYDrt2/YrW1nE+/fQhKuUt173/nv2SRaM2Tz6V4dNPTU6cuP3YRx1jY3SeOMnwwYPkurqIL//IPYXAhQuUN2+CW4wH4QXDcPnar0+QTJZ58QcbyWQCLOM5uY57DS4YuTjNcxvw1xZmRtWXpRgdwd9cwQ3nwYCgEcedScJsklo6DsEKJHIYlg0+G8MJgGXjWrWFoKuWvdJpEz+TaC40YzgG6VT6mg3SfOs8QzuHMB2TzSc20zTdRKhpbWyOYIElWK24PoO+QVrtVuI3sFrX3BpnK2dJuknarLabCupYcktcti8TN+KEjfBtb5Asy6Kvrw/XdZmfn/dkiT5XcF3PQMzxYpHfHB4mb1n8X81NzC+TgPs6L2H/gZO0d4xy9sxexkY3IchLLdbMBsnLk0unYikUCnzlKzl8Ppfv/q2PWs1u+Luk1iSVK9UfKr5EKpXCqlQ4+OGHlNvayD3/HM1+fwPVq+hESb9LelCXqkKqE+TfVX3kb16qH9UPkiqW7dGlTZB0Zl0VWSzSMTVF9oE9lEqlOnUp6XWvbOJKTaDzJALYuq3Kpk1FfvlmH5OTTSyNNSnHT7VT1tsrpL1SM3jFQJFQ/SRVkjpVl1dIfJ0aV7ZR1mGpBwo0UsxehpY6GdHF6pH94RUzRP0+NjamvVfKi2qn7BtdnB1Z93p7XLBKSTqNXUSNVqpuliu1X1ENz2IbZahAcC4Ic41tIG4Sd7oJF7vxTyVReqSlZ76qP0Mm9Sn5yoJKQqpjl7PH8EoRpGTBS4WtU9/L9Ub2h1Sbqbki56pXihKdWlpeq7/fiKdkMBgkSJB4Lk66KY1v1Ee1Wl0wxN4wytiGMeK5ODvO7aA93A6d0CdyRra3t9evdepj2U+61EReahfZZ+p3Oa/V+AUCAWzbrqs4dOpUuV7rVCy6mD1Fs8ikOckh+1CD+mSpV57rupyonuDnxZ8za88CEDbCbPBtoKXSQpQoYcJgQ40afvxUrSpFimSsDJfdy0y6k7i4bKxuZCwz1qBOUx7VUm7kerBUxWYYBhs3bsSyLHK5HNu3LwbpVGOli5m1tG2qz708GuVaqRsfrxhQujbIe3WbXa+1Rc0Zr/hZmUyGSD7P3mPH6B8eoWZZVCyLis+iYvkoGlC2LNoLRUzX5c+6u5gXbZSyK+NFKXmQcpFKpWhtHWTDhlEmJw5SqRyio8M7lVW9vtf96xpFPO6wb3+Ft94KMTV1+54RW957j1A2x+Dv/C7uCkeTXgtwgkFKPT3EP/iQuWeeWdGye3sL1GoGp08vsxVfx9qGC4ZrYblBTNeP3w2TsjcTMVuouHmGnSNMVs/i4hIzlqEIDYdSaIJSaGJhsXdNTMeP6foxHT+G48O0g0Ry/aRm9lGJfEjVWvkYOZ8lNKWbGOodouKrULNqXNpxiXRrmo7JDu4bvA/TNWHlQpmtKFaDIRkNj4IBm1xv9dpwbZifFH7C5dplunxd/F7T75GtZBmsDjJYG+SUsWh3qfsS+hwfPUYPj5mPkcwl6bRv3/Gks7MTn89HPp//XEfMNms1dp08yY7TpwGDk/392KaJVSkTqNkE7BpWuUJTtUzVNPlOVydTgQAsEybFGy79A8cp5JNMTh684afuyQ3S7t0VTBPefz8I3J6dQ2p0jP4TJxnavZviQP/KVHCtwTSZeeGr9Pzx/0vql7+EDRtWrOiengITEyFs+zOV1u+egOuCMxvHjNxk+gYXjFoAsxijKd9BoJbC54QxlqRmrFJkxPmAWS7i4uByix86w8GxyrhGBfVJcF2XSmCO5NwuOnIHmY58Anw28pytBprSTQz1DTHWMcZE8wSVUIX+s/30z/Xfcbf9m4FhGKvi3j8aHiXhJmhxrz2YzTvzvFp6lWO1Y8SMGF+PfJ3Hko9hGiYlo8SB4AEAxmbGKFCgSJEhZ4gxY4y9zl5iVowIEVKBVF0VN2PfXg450zTp6uoiGo1SLBaXjYf2WUb75cvsfOcdIrk8Q319fLxnD+P2AsslmVbJiksnlFtBS8sw0eg8p089zs2koF2TGyTZSTIwlKLsdu8uMjJiMDRY1tKKXpmXJeUWjUYxHIedr79OIRHn/KGHG9z55aRW75Dv8kpbod7t5YWjqGf5d+n1oMt2LGlnWZa8VlShbLt8bra7m9iO7aR+8Rrmb/0mlUjEM7uzzoNFp5rw+13a24v86t3Esl59sEgRe6XjkPSsOnXqAo8tLUPd4+VlqGhd2R/yXTpPLqnukeVKdZwad0kxy3fo1Gpeoe2VbEu5kOocXbbq2nwAd7AdG/AH2nETGdx4hmKhWLftUeWWy2XMSoRArgN/vhufuyA7plsm505ScjOUanlqbolSLU/VKZGzZzBFExSNrVNpgX7OyD6QfaNkfoxhBtzHacvvY6zwMTOcb3gXNHqO6VSGuvHTycfS33VeNjJNxMWLF+vXynNJyqBcT6SM6AJuyjooGfJKZyNVB+r3SDaCr+bjcu9l/BU/Oz/dSTKbJJFcNAVQMuvlySX7TNVXzk+pctd9wL3WNNWPsvy6p+PV39R7dGuLfJeUJ9UPUt2aSqWoUmUiNMF+334SoQQ+n49pd5oLtQucz53nknMJA4NDHOJh92ECxQBXsleueZdaA/z46cp30XX1C5B38+TJM1ZbVGFL2ZXfpNnZ2WvKXZouyO/3s3HjRkzTJJ/PMyAcgDaIw6qaV7IfvdS0ujVN5ykHerWYLqjujQS81aUtkWXp0mbJ96fHJ/jyK6+SicX42b69jDY1QfFaMwxonNfqfbpvKSx4P6ZSMwxsuMDQ4Hay2SbRBy4bN71LuZykUtlDKLQ4v5ZjN9fkBul6SCZrbNzk8sMf3n7V/bZNJJPh8p7dK56odS1i/ItfZOv//Uds/fAoJ554/LbL6+uvYllw+fLqxiBZhwfU3G6Zg6IfY7oNc7od11/BTaRx4xmwapi5FNG5FnyVOK5hk7cmKFmzlMxZJtKLsbAq1YUFuPHjuPLJnyVqlDhZ/ClbQk/S7duPjxATnFjVd96LMDDomOggG8uy9fxWgpV7Z86ttIptxDeCbdi4uPyo+iMuVS6RdRc2O01GE/usfRyyDhGu3n2dYzgcZmBgAMMwyOVynhkYPi9on5vFcl2O7NrFaHilnAlc7ttyii1bTgPQ2jLNkSNPwVXj/aamYcLhaYYvf4GbYY9gjWyQDMPwPEEtPV1s375w2jt+LIjfb2oZBq9Trdxhq5PV9IYNdJ09x6XHHm8oS+5k5W5ZQQq63PHr4iDpTpTy9ChPohK6hcXrtKVL7SBPxtlsFnw+YnsfoPfoR3zS06ONd7T0Wr1PF+a+r7eE48DISJCOjkVWoaNjMZiajjHxijujO+nIcfBK5Kr6Uj4vTzK6NujSU8DiydcrDohkNhR08iHfK9vh1c+65MnytK07nVdiAXJAvM+lbE3gVk2cdJTKVBBzpgVzpg0TBwOTMlmmjI+ZZ4hsdvEErOtz+V5p5Ktih3nlipJjpUuy6mVQmitk+KjwY3YknqY7dD9zuckGo1f5nOoHyQDqkivrDHuhcV4qGZGpi4ZFCIxLly7Vr5Vhrlyb5OlfyqZ6h5RRKWOKqdElppZtgMbURdsnt8Mk+IN+CF57r2KmvNK7yHhDqk+80kCo+sp66+oF+vQvqqyWlhYqlUp9nuuS1UromOylyZGv+BbG4gP7A4JukD63j4ech+h3+uubIhubi5OLDKB6v3yvLmaPvJbtkfVaLnaYWvOam5tpbW3FdV06Ozvr90gjet1899ICyLor+dYlcl5aHyUXXnNRx87IdVvHinvVUbcBlGvxpgsXcYAPsxlqpcV+VO2Q+wC51qr3Njc3EwwWsKwawWCKWi1AX/8HdHWdZmJiM6NXtrNr9y84ePBt0ulDWL4csdhZarUmTPMRWlos7bfMC2tig3Qz2LmrwNCQuSJRswFG9+ym7dIl2i5coNr22U8SOHzoEG3HjrP7zGneuU1//E2bbCYm/JTL6/ZHawGG38FqzVLxj4BtYeWTFGZdCtYEc5WRFXOpt4GT4QQnQwk2l/PsLc4TuG2WwOVc/k2CZoyt0cNkyiepBueXf2wdaxZqM7vSNkjbatuIu3EGzAHa3XYMd1Gwq9x9255wOExHRwfBYJBarUapVFrWW+rzgoF8nrFwmIpl3SSXswC/v8Qjj/4Uy2o82I1e2c7Fiw8BBhfOf5UtW39IW/uruK4BuMzNfZ1bYcPvqQ1Sc3OVrq4qL/5g5ejl2f5+CskkPcePMXjo4RUrd60imMngq9UoeiRCveFygi4DG2yOHr3WpmAdawCWjZ2YZSZ3NervCmyOyqbFJy3dfNzRz5wvQNCxORpt4sdOJw/l59hvj9FSvXVDaxeXT3Mvsy/xdeJzO0i3fILtXw+id69itTZIHU4HHU7HInN1q84DKwyfz0d/fz9tbW1Uq1VGRka0jPPnFfF8np5CgSOtt+jxbLj0D5zBsmxOnzpAMBTEZ5Wx7QAjI5tRi1yx2MbJE/+ERMJPrZYEXMLh5TKz6bEmNkiGYTRQtroszABbtpRxXTh5Mozff204f0WNSirYK6VEnSI0DEZ37+K+t97GGBqicFWloFObSXiF3Vd1l/XSRZHVqbGW3qvLwiwhjQUVVS6p4mvUOY7Dfa+8SikY5IPNm0GkGvEyDlbtlP3h8/l46GAJvx/OnkkRDAY9Y5HItql3yP70utZlm5b0raS/lSpDGlBLFY2ieL3SluhSDjSGpl80BtSl8fBy15VUvFI5SLWLNKRcLp2NrI/qm1lnYfwdxyZXXFSPKMNR+V4vlbFUpzU3NwPXpn6oGAYvJzr5dryFsmGy3a3ye26WA0aV047Fq0aIt2OtvBlv49Fagd+uZuptk30rqXY5f5Ya+Z4qvsx+/z8mPns/M6kPGoyH1fyS7ZFQbZP95ZVJXY2bLF/KjbxXjY/sG6lKVupHWJRj2UadutXLHuVm4qbp1ORe6g9ZB6Veku2Vqkr1Dp06SdZr6bXC3NwchmHQ1NREtVqtl60z/pbPS1WjLpaVTPOhkwGdQbG8ln0u108pp+q9UoZ0DiSwONbxeJxNmzZhWRa1Wg3HcWhra2Pnzp0AbNmyGLFZZ4QvoUtxsxS6+HRSRuR3RMmAlyH50rZA45onf1fyIueyV8oW9fvk5CR+2+Yrx09QNgzejMWu8eRT9ZHqe5V6JRTK0D9whaamUwQCebLZTbjuYdLzi7ItlSELZUWwrAiqS7zk1Wsdqbfnun9dU3C5f2ee4eEQmczKqnQmt2zhvrfeJjl0ub5B+iyi6/hx4hMT/MO+vVRui/J1eeSRMsPDFuPjaydq7zpWHmP+EH/d0s+UL8jBap5fq2TZGV3cYO2gxg43xzwGP675edkX4xMrxPNVeKR4ayqyiptnLnGMlvR+UpnduG7NK8juOtYwXNelVqt5HvA+S2hubsayLAYHB+sf9nVchevy3PkLtBSL/FlPN3M3+O0xzRobN31Id/dZXNcgm+1ncuJpstnVTy2jcM9skJLJAq2tVV56KQErTKmGrp4Ois2f3WzKwUyGjW+/zVxfHxdvcwJv3Fijo8Pmu9+9NdpyrcIFSuEowWJ+2Xs/63CBo02dvNKxibBj8y+nLvFgSJ1Qr/3gpXD5rVqWx+wif+VP8t1EJ++GU/SGMyRrVZK1CmbVJVYpk6gsH7ep6s+Sjp0lldtBaSxLuHs9RtK9iGq16smCfFZgmiZNTU1ks9llGYnPIx4eHWX77Cyv9/dzLnRjm+VkMsvefR8Qjaa5cmU76flD1GqxO27LtWY2SEtDxC/9PRBcoAx9vkYaryFj9tXfvWLySDpapRFIJpO0X1mgbb3YIx0NKiEHTVGFsj2SkoYQmjoAACAASURBVK17IHnEt9BljveKOyPpcUVn6jzxrEqFB777dzi2wxs7tjN6NUWFpEYllS5VDqoMqfY8dMilUDD4+CMffX2LmakVZNulN4QuE7SELi6MLss2NPapqq/0QJqYmKhfKypdjn+pVMIOBCn19FPcsJ1C7waKvRtwwhGiF8+y7d1XiczPNvQBNPaTUgcs1175u/y7Lo6OV/yehlgiV9UVuekyJpDJZhifXfTEkuoABR11rX6vGgbDgQjTqRayhsUpn58xw8cZM8Aup8y/qqVJJCNa7yw5v4LBIBuB/40cbzsVfuoLcyzeSkHlvWrfCEBHtcQ/ct8mXGuML7Y0flk5PEGl3EX2XIy0MwI+u94nUj2pSyHjtZDq4uzo5txSKBWaVKtJNYScozrIv6sxlnIl66BTWckxleoN2faenp5rnpfyJGVXqV28XPDV373SK0mZV2uD/E3KcyAQqKuN1ByUaiQpQ3KdUW2T69TSDO+yruCtWtWpU6VKUUK1U64XUiUl+yEej9PU1IRlWQQCATZs2MADDzxQ//umTQtsh5z38nnZv0o1rotRBI1jrX6XZclrnWeZ10ZV3Stl0CuVjy6llXxO9un4+Dj9s7M8cXmYTxIJXolGqBSv9VyDxfWpr6+P9vazbNr8AY4TZmL8d6hVN9HautD/Ui3qFZdLN/flPGhMHXV9o/41s0FaDpl0nNErQfbty/D6P6RYySyXiZkZyqEQlc9gllXDcdj10s9JZrO89uijZGMxEDmmbhaJhMuu3VXefitItXrv6D1coJxsIt8zQL67n2xXH+WO7oXkva5DcGqCxKef4MtnmD14mI+++a/oPfouvR++fberrkVlzocx0YkbyUHo5qPJ530Bjrd2M9zSyUgwgn11E2O6LjEcEq7DN2oZvmQXbtrbxAAep8LjboVCoUAJgznDYrhQZMoX4kepTn68ZR9fP/0+vut5vxmQiZ+lZfYhjMlO3O4r3veuY02iVqsRjUYxTXNVImrfbSg7K5X3bR2LMFyXJ89fYCYQ4PvdXZ7JaCWam4fYfN87zM93k8v+No6zGlqKKv7AdzDNK4TCU9e9c01skFzX9TSmlrvE4yda+dKXrnD//RZDQ+H6swpqly5PZl7JFuW7EzMzZFpaCIudpY4J8IptpDOUkydV3Y7WK/6P3FXrkuR6sQqqzxpiuly+zNPnL9A6Nsa3UineGRqEocH6CVT2jVy85KlF7bbVvY8/vhAc8viJZhIJf/1kLY0rZd/I39VYeSVV1J2yvIzhZSJRFfFYtl210TUM5rfcz9zjz1LuXYhga5RLBIYukjjxEYGhC4SvDGFdjcnh8/mIvfs6c8/9BsMPPcH45h1sfONnpAbPAY2snToxq5P7UkQ08iTHV2c8LMdXd7oEmBieI3xlB1WjwBX3bZyhasOJTo6fGh8Vs2c4GOGX7f18YIWxDYMthsMLps39ZpWtpkMCKKrItibMZxZP7DrDTl1kcdlexbJ0Ab3mwvi3V9P8SaKZX24/wG9MXqrLg2zDYtuLhCPDROf7mWUQ113ofznHpaeQkjEvdmY5RwCvRNfqOWmkLe/VxSOamlpcfHWqF1kXXaJYWJR5yZzIcZBMmppr8u/L2f9I5ws5V3XPyzrqjKklo6YM/tUz0Wi0YS57Jb+W8qTbcEgZ0SVD9WL7VTvlu9ra2rRt05XltfYrNravr68uLzJStq5PvSL6K3nxykQg2TElF3JNlP21lNm9Xh10rKtXWeoerzhJcn3sPHee5kKB/97eTvbquib7TskILKyhsdg0W7e9TLnczfzc7xCLLf5dN3+k7OvWUq8E7DX7PB0d71MqDpDL7wTOXFO2wprYIN0ozp1NcPjwOPsPZOobpNuFYdvE5+a4tGvnipS3ZuA4PHnxInvHxvigt4d3VqDIcNjlicNVLlwIMTe7tuN6OJZFes9DzD76NJWWdvwzUzT/+LuELp4hMDGK7RH0DsCXy9Lz4t+Q+uQIY8/9Bme//s9oOneSgdd/hq90d93O3apBaHwL4DIWPIJj3Fjcl5zp42fNPXwUbyHsOjxj53mqluf+1LUL+GrjkF3k/EyB11p6aKmW2CE2tjrkooOESu3Es1ugYxDM9ZP6vQL1YQoGgzcVoO9eg+7w8HmG4Tg8Mz3FWDDI8ejyoWACgTz37/wHbDvCxPhv4Lqr932Jxz7GtkNMTn6DTKYE/L3nvffUBsm2TU6eTLF//wyxWI1c7varH5ufx3Qc0i0ttxS4ai3CqlZ5+O136L4yytGebn65cSOIqMC3iq++UCUahdd+sXZje9T8ASZ2P8iVPQ9RiycJjQ7T+Z0/JfbpJw2bohtBdPA8m/7kP5E7/CWuHHqS9MB9xMdHCM3PEk7PES9kCafnFrJQ3yH1QeliE0Y1QKn7LLX5G9usnekc4H/03k/VNHlqfpzfDrqE7nLsmKfmRpnxB3mtpZdUfJCu7HWSURoOmfg5mtK7cYY34PQOed+7jjUFxUR81gy1LcvyjHS/Dtg6Okprpcpf9vXiLts3Llu3vYVp1hgb/V1se/WcfyLRE0SiZ5ifO3x1E3YPuPm7ruuZHkSiWq3y0dE4B/bPsHv3HK+/nmh4bjljNEk1KqoweZUSzLS0EPMIxa7K9UoCqYu9IVUluvg9XmomnRpQ/l1S0LrniiMjfPnoR7Rks/xdSzPvBAIwMtKgklLv9lKx6dK+bN5s8sgjBd59J4xpDtB1NbOvMuDTqSOWlquuJSXu1XZdMkapZhocHKxfj4+PUw2Fubj/MeYOPIoTChM6d4qW7/w5oQunKeTzpGmk571obDWuin43bZstn35I7/B5hvY9QqGlg9mOHqrBRar4iOsSymeJZtMkSwXi+Qx9Vy6xSbRHxkvRQcmLrKM0eBwaGsJXSpKY6WWSE0yOftrQN9KQsre3F2AhpP+OA7wRaWKHW+VfkKEnGfBU7ag6eMXl0qWJWC5emCxf/r2luZl/Xsvwf9hJ3t6+nz8cPoklVFLSEHnheo6iVaarsB/7fC/j7Wf+f/beLEiu9Lrz+917c8+szMra9xWoQnej0U2AvZHNpZukKDYpUaJFjmhLmhmNRuMHP9gxL7YjPA6HwmuMY8IvljyyZ4KylqFkURqJi7h0s9n73kA3dqCwFapQe2XlvtzFD1lf1cnCd5FVQAFdIOsf0dGJW3f51nu/73/O+R886+Yk0soM4ee02exD5uf4qcajpPp1CWhh0/wrTb46jRk5Z+RzdeYR6RyuS10Eer2bZk6+fiZHnZaTLtWFvJd8JzY6wtobJjbJKG191tZnKMi2lU7WumfJOtqa+SdT5/g5s29NtKvKaxjGhmafeo9Ho1GGhoYazEWyHWXZFfxSLalz5RiT3zKdyVHW0c8kqNgtnQaVrKccz7Lusk1195LfFtM0MV2XY1OXmIlGuZBKERD3le00NDQEQGvrLK2t89yY/Qy23bXhqiTfAbpgIZ07ijy3MQn1NQYGz9DRcZKV5XbefrsV1z3dlNXcEwuknWBtLcSFi2GOHSvy0kv6j81OEF9bwzUMCskk97WLtufRde4cj7/+BgHH4QdHP8Zrq7fYle8Apunx1a/myedMfvKTGOvf3z2DbO8g5375N6jF4yTPfED7qy/gXTq/q8+I5tY49NI/bEzQaihMNpqglGylnG6n2NJKMdnKTN8wlXCETCrN2PVdLINnEM+M41glFp2zTU+vmhbfHT3MpViazxZX+b2ot+cY0ggev1Fc5o9benijtZuJxVs7TGbNacygR1f5YyQXj5DrOIUb2A+r3uuo1WrEYrEN1qVSqeB5HtVq9baSt96Ow7dpmrS2tpJOpzEMA9d1MQwDz/PwPG9j4VOr1TYWQlv/g/oiJRAIEAgEsCyL/v7+ffZoCx66cpWWUom/HRnehmO2x/DIcarVFlZXD7N7lkqPoeGf0dlZf1c6joVlOczPj3Di+MO47vbSjtx3CySAt9+K85/91gqHDpV57707G5yeYdTj4e7jQR5cWOCR7/wN6evXmU8lefGhh1htaYFdWiB94hNV+vpt/uLPk1Sre+cz6wFTBw5z6sgThHNrDPzf/4boXD3S6W57CoWqFVKFPKmluYbdWjKZ5MVP/BK5+K3DvneKSG4Ay4mSbT+Jt3zrj4ODwd+NHeFqso2v5+b5VHkNM7o38ww+UiswUcjwQls/vaGLtDTRSCoFFrkRfZPeyuMkFx8m137mHpV0H7eLbDZLIpEgEAjQ3t5+E3Nt2za1Wo1arYZt25imiWVZWJa1ca78t2malEolbty40SDnoUMgEKCjo4N0Ol2XjqhUcBwH0zQJBAIbidKlyr9aNHmeh+u6eJ7XwBrtm9b8kcoX+Pj581zt6uLCNqLC29quk0wuMzPzOTxv95YjsfjVjcURwNyNcebnR8nlOnCc7X8dbrtEhmFMAt8Wh8aAfwW0Av8cUNvB/9bzvO/f6l6maTbQZZJ2lPSeovU++MDhK2sGk5N5XnvtZnrWT6pdDmZlkggXixieR3tra8Pfddoc8l5+6TRUGSQVKM11iiKW1J6kwbem9Nj69wYqcXaWrrfepuvNN7Eti3c+fozvVat4hQIUCiwsLGycK6Ng1P389DZkPbu7w3zpSzmmp5PkcgcZHjY4cODAxt8TTSZBs52eLIPOHCejPGSagcV8gXOf/mUWxh8gef4Ug9/9NpnZGRSZq9Ny8pPal1FQKkpJagX5mVN1eja1Wo3g8iIro5MNJjJ1Dz9ZfkUHS1pZRbUYTpBE7lHWmOb66tmN+SHLrTKEe8A7R57kSiDOP6lm+EpbHIj7pmmR0EXyyGPqt1wQynmgS5/jlwFeRjz9s0qF/85I8t6Bh/nafD0i0S/LfL1NF6i1lumvPUnL4kNkjXM4kfr5qk3k/f3KqCAjjaSZQT5XwU9fSfa1+i3HhRxvaixIs6jOZAWbbeZn3tKl05DvT4lmUYgS6rnyGr8yqHP9dIVisRiu61Kt1mUfDMOgVqttsDCBQIBQKEQ0GsU0zY2FieM4G/+vVqsbiynP84jH44yNjTEyMkIulyOTyVCpVBpMh+l0esPkWq1WKZfLDSYeOUbU/DAMQ8tqyb6S0W+qTfzM0uq4LsXNVug03+S9ZBSbeq4u7Qk0LuJ0+oA6zTkJvzmjxtjWd956Yfj0yZM4lsVrjxyhXWPSk+3f29vN4NA/UK224jpPkExaDXNORsTdqqzQ2Kb5fI6+/lcoFiP8+EefxfPM9W/hMrCsTXPkh9teIHmedw54FMAwDAuYAf4G+KfAv/E871/f7r2bP9sgmzUJhe/c0dRVglu3QfV+JPA8QucvEHvpJXqOHwfPY+Xhh3l5fIxKJIJ3Zvd21Ibh8ZVfyWBZHq++MsRuak/dCdYSKd799FcoptoYe/NF4i/8AGOPJKwEiGZXqUWiVIIhwrWb8/DtFKF8FyYWC8appue+1znIi4E4z9VyfNopAvc+Sm2n6PQcPuUUebGlnV9aukbCaT4Xa2aB6dArDFeeJZTvphS5WRxzH3sTyrymy1EpmRrdAlV9rFdWVggEAqTTaVKpFKlUilKpRKFQIBqNEo/HcV2XXC5HNpv1FQBV2GeC7hz9Jz6gZ2WFlx59pJ4MvUlQTGvrO4TDi9y48VVgeyav7aClZZaWlnlOHH8Iz7szi8ducVqfA6Y8z7t6rwaa49RVte8UGwukHUY43VMUi5jnzmOeO0vHW28TnJvDjceZf+IJFo8epdqWpnLx4q4/9stfLjM5WeF7302Rze6NnGvX+oZ562NPY1SrPPq9b5O+cY3lPbQ4Aohl62qv2ViCzrWVJmc3gVdfIOWZo2rc/MGQyIQivNQ/zqNOma/Z99eC4Rm7yPORBO8nO/nU6o1tXePhYBKgFty5UOY+9iZ2IrZYqVSYm5tjeXmZZDJJKpWio6MDx3FYXV0ln8//XIpT7kVEMmuMv/Ya011dXNyGk2o0mqet/RXy+QMU8hPcbrq+cHiOROIimcwk1Wqdnerrf59qNcbVq3fuLLtbC6TfBP5C/Pu/MAzjd4B3gH/ped4tnWEsy2pY4UtzkC4apb778LAsTytwqIvC2vpbUYxesH4s4LpI4lPeVz5XwS/9hKL6ZLnlpFf0np/A3gbN6ji0fv/7RE6dJjgzg+F5eKZJYWCAG7/2VTIPPcTlmRkoFqBY4Nq1a0CjOJ0sr46a9GubRCLBsWN5Pv2ZCqdOdjM3N8Lk5KZZTWYu11HIfuYC1WaSDm2WFmZmZlM9+VQizYXHniExe42eb/87Krk15thsf50ZA0Rfb8O0pKhpP7OmTmBN3te2bSKZOjU8j0Vo3eygomdkP0gzoG5crKysELO7STlh5mpnKXv19lNmJGVWA+js6uLv20ewgP88WCMZqtdfzSs5XmVf6TLDy37QCd1tR+BQ93fZplvn9SQwls/xTrqHZ4srDWWQphv1jHQ6TchNYWAQTDkE1/tb3VeOBWke0Zk6JFOhEyKEzX6RY1tGJEpzpxpDfto4amzKiCo5XuUmU70L/aJe5RxX7euXXkRnQpXj2W8uNiujuod8rqy7HC+qff2i63TP1UUTwmZfyn5UitahUKgh8k/1m1+f6AQZ5XPlGJJ115nY5G/1XvUz6+jMYn5iwM3aRprVdC4g8j2lGxdSBFXW8eaI0sY5mc/lePhHP8I1DH724APU1vtFF7lbd13wGBr6a8CiUv4aqVRqo01kRJxcB2yNTItGC0xMnqa3t55eKt32FteuHSSXS5NM3uD0qSOsruqEZxvfsTqWUuKOF0iGYYSAXwX+m/VDfwj8AXV3iD8A/nfgdzXX/T7w+9CYJ2q7cGwI74K0hhvcNLHpLcMfDTq/+z2Sr71G+eBB8l/6ZSoHDlAbGWFBE+a62xgfL/Ol5zKcPx/hzTeHm19wD5BNpZl69tdJ3Jjmwe98i1xO7++wFxDJrYHnUUjcoaO2B8naMLZRYs27dZqNk5EkZ6Mt/Gpmlrb2+zMe86ncEn/WOcrZ6PbMghF33Yckus8g7aOO/XQf9x7DZ8/SMTfH8ac/ScFHgkIilTpNPDFNLvuruO7O3pHBYIXx8XMMDU/heSaXpg4xOzvM+PhZhofPYRhQqYSZnh6h7nN0Z9gNBulLwHue580DqP8DGIbxx8B3dRd5nvdvgX8LMD4+7vmthOWAl3LxrlclGHK1DJOfmU8nSa9MbIZtN7AoOo0SuQqVK08dO+PnBKeTfZd1LBQKpN9/n/RrrzH3xONc//znNx1Wr1xpTDkhIjjUcT+nS53mkWwP5bDY2Vnl69+YY3U1xptvHGZ8/CAAvUr4CL0zoc6RDxp3Paoesu3kjl6XTDibzWKHo5z64jcwK2UG/79vUc7ntClKpGO13D2qcSF3J7Id5U5FQfa1LKPsV7WrlLvSxcVFLMchnM+yFo1v9IdO40THMm70tQet5QmiTgeLgZOEQps7TfVcubH4m7Zeul2br0ZN7RiT41mWQbIkfjopCrqUO3Kuyfmj6qZjYqFxZ6x+Hy7niDk2p+KtHBRtrgu6iEQixAvt1MwC3T03O976aePo2EI/DS/dO0m2rWTX5H1VX8v7yvG0NQ0L+DtDq/v6pXOQ7ahYLF1KCtA7pMr7yjKq8SjbQ44PXZojWW7JGkiHe13giRw3uveUbBtd2iVdSp+t99I5rsv3jY4ZlHXQBc/I6/zaRvWfXzJ23bmSjfRzrFb94qcnJdHMzKj62k9TSed0rsaSWa1x5K23me3u4lR3N55oU1VeOU9aW026e16iUhkikzmCEmpUmmGyTzbf0R6ed4Px8SxHjy0SDLqcOtXK22/1UCgEgVlOn+4kkUgyOblELt/F6mq+ebSh5/G0FeDNW7TNbiyQvokwrxmG0et5nnIi+HXg5C484ybYtoGGMd4xNn2QbPaCtTp2/ToD3/0eudFRrj/77D19djxu8/VvzFGrmfzkx4ew7d1znAMoWwHWQlFi+fy23b09w+Dic1+nmkgy9md/RDB/9xm03UAsm6GYvE3FcQ+ia8NEnH4y1mUy1iW4hd/yTCjKlBniP7Wzu+jqeO9hAWOVApfDcQ5u4/yQk6ISWGE3HTz3sY997AAGuKZJNRTallROqvUfMM0y+fwTWFYO1w3jeY2moFCoQqp1hYHBWTrac7R3ZAmF6gvJS5cSvPJKFyvLkZtMxvl8mHff7de6BTQU2fOYKBb51OoqB4sl/odbnHtHCyTDMGLAF4B/IQ7/b4ZhPErdxHZly992DbvlpO2s7xKDhQIfdaYgK5tj4Nt/Sa2lhatf/416pvl7hPb2Kl//xjzRqMs//OBBisXb9JrTwAM+aOngH0YHKAbDtOXXOHJ9ioML15tee/2Tnyc7coCRH/8t8dlru1amu41odpXF0YmdX6gWR/n64mgx8OEtgwc94JWWTkKexyed+9/UNFopcDKWohiJEbtF3jvLDRPwImStNaDN97x97GMfdw9uMMil4WEmpqaIPFLmVqEhhmETjZ4GoL39rzaOe55Bb18Qxwnhug7RdZO560ImE+fq1S6uXjG5cSPO8vIOPvqeR0ehQNWySOXztJfLDORyDK+s0mbb5CyLf+jrhXP+wrt3tMTwPK8ItG859tu3cy9JFUqaVEfb16mzKoGA4yvXr+CX6kAdr/b14QSDtM5cZ+WJx7VlUxSxpCD9qE9VXlkWncOvNKtlMhkMx2HyT/8Mo1TinV/7Krm1Na1DnDSJyOOKdvdL2aJzoFTtPDpa4Te/OYfjmPzg+w8Qjz+Aala1GpemO/kMRb9K+r7BETmR4qWDR5ht7aQ7t8qx6Quc7h7ixUNHeWvsQQ5dPc/k9SkitWpjSoFSmcUHHuHGY5+i8/ibdH74bsMCVtLuyvx38OAm76Bk7CVk6oeLIupP53zvpxEldyeqHXSZ3K2VJWoPPErRcbBse4M6luYGObYLhQKeB8Z8NxG7n7XAFabtt1GOcXJ+KCf5aFcP/z6U4rgV5ctGla71pJC6VDuy/7c65G89R0f7g96ErXP8lffwc9KWz1Bt4rouw+X670x3P+m5azddp57dYtbbwIiVGxxoVX1kn+hMqLA5B2XbSo0b2dfKHCbbUc5FOYZ0OkcSan74BVHozESyPvKdJ+eBMgnJ6/3MLmqc+mnyqOvkPJD1lW2myijr4Jf2Qmd69XOvUH3tZ75S41iawuSzdN8OP60mnauGXzoincnWL22Tamc/0618b6r66lIf+dXNb37pHPnlN0cXsCTNW35uEqqe8u9nhoZ44OJFRi9Ocb1n07VB9aWcR9enf59gMINpVsjmFghYVaxAlVotRzBYw7arrK72srzUwrlzFWy7/rz62Ctq+x8a21T9ftg0+fI77yJRDQSYb2vjxOAAV3t6cE0TfvpT/HBfKmnDOoO0C8y6Z1kUBgZouXKVOwzIvm0YjsOx/+V/BeD45z9Hrr29yRW7h6NHC3z5K2usrUX50Q8nyOfDNJEMAWApEudE9xCebRNwHbxqFct1sFyXoOdiuS6r8RZODhwg6Nh85vxxDi9exwAenr3M9dYOjveP897BI5wYe5CDM5dpuXKR1Y5uVjp7WU134gUCJK5fYejFH+ysUp6BZxsYgY/OYdO11k23Ph8gLQpRWu0h1gJXWAqevKVZ7VIsxf8R6aSAyTera/xadO8onN8Jeqslwq7DfFsXo3P+jGG02IttlbCD95ecwT728fOGbEuC2c4OJq5e5ZWuLjzTn/K27TZsu874LsxvuiCoDb5chNv2rVMP3QrdhQKfP3cOgPcmDpJpa6MQi5FJJqnt4J18/y6QbAPL2p0PYG5kmP6fvoiVz+NsQx59N2Flsxz61p9s/HtufPyePNcwPD7/hSxPP53nwoUwr736ILXa9lec15NtnOgaJOA4eIDjwyRMzl3jycuniNWqGOvnGMBgZonBzBIzZpBTwxOcHxjDHTqI4Tq0rizSc/xNkrNXSVy+gOluf0Cb1RjxxUmy10ME28uEegtYyeo9zyTjhCNYlTLGTqJqqvUdYiYwdUuz2httvfyoe5Ret8Z/VV1myLMxjTvPS7gXsBCMUDVMgra/w3jCaidYS5FvuXU77WMf+7g3ODs6yrNvvc3oyjKXbiMqfTfRVSjwm2fOUg2F+NtPfYp8LObLpDbDnlkg+WWTl9FIkioPBm2CoQJdXR14Xv0tqaP7/SJzJO2YHR6mH4hMXSL38OGbrtNpXfhJlOsiiCT9p1bIMzMztM7OcuSHP8KqVnn12DEuDw2yvL7qhc3IC2l6kiYaXXSBhJ8seypl8bWvFTj8cI3j76d4/vku+vtTG2JdcjApil1S7dVqlf7KJczBCSZvXOaTFz4gEAziGia2aUIgiGOaGJ5HrLLuFyO0riRN2jI/z5OZ13nkzPtcLldJLi9g2bWNiDOHDStTQ9vKCK7JyUkAuoIHKV1vxQi4tI4arF2LUliKEk5B+0GT/r4AxnqTZDKZjetldJvqV79wYVl2lcpFl+G9GgwRrFZuShUh+0zS/aurq4RyEaLAWmEFF1trtgF4v62X4UqB/zHmEg5Fb/q7NLuofvMbr3Js6s7VmU389FR0EaeS9vfLYr6RmqNS4e87Rom4NocvbyrCb3259UcfxjMcaolFLNNquK8yS8v3iZ/JUNVHjquRkZGN37r0LH56KrLu6n5+6s3qPaYzxYDeLOZnhpJQpib5dzmGZNnVs/1MP6rN/FLUyDGi7uVn0pfQpSaSY0SWfavO0dbr1d91WlBb67MRdSXGs5wncgw0S6CrG1uyHXV/9zOF6VJ6+EV+yrrrIol1pn4JafLVaU81aBsJc5vOdCfbNhqNsjQyQvHDkxyZm2N63eVBneOnLSbfu+q41FzSRRnK9pJlSCaTGJ7HsYVFnjlzlkogwE+feQY3ESdGo5nPTydMhz2zQNoplpcjWBa0d5RYWtS/MLaLYk8PTihE/NLmAumO4LoY1SqexhcEAM9j+P3jHHjjPdTnfAAAIABJREFUDUqpJD/6xCfIpO5+SgjD8HjiSY+vfW2NaNTjhRc6ee/dVm5nGx6tVRhbmOF8zzCPXzpFELA8F8txsYSy9XYjA6PVMun57Sko3wTPILwyRCmXxkpViE2u0jPSQ9cRyE5DZgpm33Exo20kJnIE03dfNd2JRAlUdpZp3nADuJ6DeyvbGlAwAxwo5wnHd8+Rfi/gXLyVS/EUX1q44puiJWCE6AodoBJdxDP3knLZPvbxiwvPNFno7qJ97tbJg+8W+vIFvnTtKj3FElfb0vx08hDhxDZ8RZrgvl0gzc3VK9/TU7zjBZJnWeQHB4lfvnzH5WqZmmLw7/6eYD5Ppa+P8ugo9uQk1fEx3EQCs1ym7zvfIXnqNPNjY5x69hkyK3ff+6m3z+Ob33Q4cACuXAnwt38Tw7bTzS+8BR6cvcTFniEudg1yZOnWQoZ3C0GiROcOEai0EOrPExnJbpjTzAC0jkLHwQC5WZdrb0D2RJpQVxnTDeGad54nzQ92JEqwurO4SNMJYjeJpXQNg5JpEd+B2fF+gI3BDzuH6aiUeCyzwFWf87pDk1hGkHx8zueMfexjHx8FitEYg5UK9WiTe2P7Drguzy0t8YnMGvlgkO+MjTIzPAyGwW5sH/fMAslPsEwnzFenDz1KxSmGhmpcn25tOFdSslIQUJdSQJ27NjRI6qcv4q2sYLe0+IraKUjasVAoYFUqjL30Mr0nT1JobWX2Y4+SujFH8rXXsF5+uX5eOk1rrUqsUOSl8THeHxiAixd95dUV9SnbRlKnklpWdd8qiBUKeXzxl2t89rMO5bLBX/5lhPm5cSzLYHBwU1hRmqwkFaszQyhqs8Wz6SoXOD88wWe98gYPJcso6WpVN1lHaTKU9dSZaGQZR0ZGMO0IqeUjWLUg0YkVeg7FUCHfW80UyX6LjqeyFK5EKVyJ0MWTFNunsGOrDRmmdTS3H/2uyza9cV44Qji7ests0VtF0brKoxheeaNfpTlA9W8tGMYzDFKm4WsikFBmEVkfP/OhziSki4rUpYTZelyZSvyEBiXVXigUeCndx0oowq+eeZtMZqmB7pft0B89TN5bxIxXManfW44h1T86UVhopOV19ZWRMfK+qjxyjErozPvNogHlveS4ks9VZfRLcaIzu8j510w018/MpyBNXrL/ZNlV3fzMcVvNMfL58vqt5VVzR9ZdnquLOPWDeqf5iXf6pXLR/V32qyqvn0lxq4l96/Vyfvi5RGwXsk9k+6sx4idseqv3GDS2kyqvFDlV9QnNz2OdOcNIOk0lGt14jylXBGgcY/K+aszLOuii9qSI5jDw3NlzdBSLnBoZ4d3JCWrBIF3r9ZVz2S9itL1JQNSeWSDtHAZLyyk6OnZHODC7HhaeuHKFzMMP7+ja1qtXmfjxTwjn81x+9BGmHnsMY31SG45D6+IiqZlZWmdnMXI53nnyKU7cwgl1NxAOezz+RI0vfMEmnfZ4680Q3/9+hGLRZHBwd1b3BnBs5QY/6DvA9WiCwdKt89rsKjyDlswhDM8k/sgiVtwGbs0kGhYkxktEeivMvxMgtjRBufUadbmu3YUbjhC4xeJoH5s4lWjjhY4BDizdYCTjH7liESRiJJl1j/Pz4ZK+j338/KCyvjCJFotUfHLe7Qo8j48vLvGFmRkqgQB/ffghMsJ3cDexJxZIhmFonc7g1qkBsmsdDA4u0tIClUpoY/UpV6F+SQLVqnnj/4EAh8JhOn/2EmvxOCWho6N2KFsT45qVCoPPv0DX8eMUWlt5+9d/jQumCaurDbvAWq0G0QiMj9XvVa34ahvpdjV+uxu5M1PtNDQU4NixPA8fyRMOe8zNhfmLP++iXB5geD2tmtLRkcyJ3E3LXZxabfulTnnSLvKC6/B+ex/jC1duKq9sc8WU+bF68jq105Rs1tjY2MbvTvswTq2F0MEF0r03p4yQuwfVvhtlMYHRFbzZAaKZYQ7GguRaLoDhbexWJcsldx9yt6Xuq9NJciIx4rgb5Vf39RubtVoN2ysTNVo22lreV+0CYxgYnkdlC2PkF4ygdnd+bIYOcseuS2brt/PWOW/rkknL6y4Go/x1zxB9hSxH33yBJffmBLIb+jBGfbxbIa9hNyzHrs7B2S+Jsfotn+XnqKr6StZXl/hW1ln2ry6tjF+CU9mO6l5ybMtdr47h8Utmq5uX8u+6d4tfKhm/9CAKfik/FPyiimQ7bqSD8nH+1ukG+T1DpkpSkO8hmeRbXadzKAd/fSQddNYHv0TKOk0leb1uvPn9XfZPs9RQqp66cbf1Geq3Lr1LaL0/ekNhIj09G7pzfhpSOu1Dv3NVm3VHozx76jQjS0vM9PTw+sePUYlESGlYRr+ktNISEWmSO25PLJBuF6urdZqvvT3D7GxXk7ObwDS5+OXnGPvhj3j4//1TFo8dY+azn8H1acDk5cuMfO/7hLJZrjz6CFOPP15PWyLoxHsFy/I4/HCZJ54oMzZWw7bh9Ok4Jz9s58aNCGDQdpfEhsOey9H8Cm+1tPOlpevE3eZ0950iWGrDWUlhdWex0kXgNnYrpofbPw2LVWLLfVhuhEzqw10pn2tauKEQgR36IDlGlUATy7mJRwyXPPe/7tENK8QfJ/tIVcv8J5c/2Fgc+UEtkByjym31+T72sY+7Bmd9sRfK35k2meF5xB2HqG0Tcl1CrkuiUiVRq/LMzCxh2+blyQmuHT58132d7usFUiaTwnUM2tvX7nyBBKweOMDxwUEGX36ZnnffJX32DNOf/wKLkxMbHWFWqgy/+CI9J05QamvjzO/8NjP3WDtJYnDQ5rd+O0cq5bGyYvL88618cCJBsWg1XR3vFp7ML/N6spP3kh18KnN3nWdNO0x89QBGrEJw8A6d2w1wu+bJV1dJ5iZJ5iZZ9V6/Y22dckd9LEYLO3tROFQwDQuTIC7+JtgWzyVn3t/5xyoY/FGqn5Dn8Y2pE0Sd5gvrgCkXSPvYxz72EpyWFjzDoO3CRTzTgmqFSiSCZzuUwyHsLUyW5Ti0lUqki0USmQwd5QptpRId1SpBHz/JlXic7x79GMstLaTugSP4nlggGYbR4HgoqTVJ7ymaTVKca9kUnZ1ZwuHwBq0vzQKSXpTPUMel7oLC0rFj9Bw6xMHnX2Dsb/+WtqEhLn7uc0Sza0z8+MeEszmuPPIIU0/UWSNpIlO0ntTZkeYaRQvrqOStvxUkDS6pzeHhGL/9O9epVi2+89ddXL4cp6UlRTwO8XgjFa9zwvbLIC7LoEtbIanYSqVCa6XCUGGNN1s6+PjclQaqV9KcysQmnfZ0zp4AfX11B3KpSzMyMkrhgw4c06Ln8RrBeGdDm+g0RST8xkJ80sWeXSE628OBjidx2xcaKHeZokRCtZ9sx87OTqYePgrARDlPdItomp/GSSwWw6oARYgEYlQpNPSDrFuXU2PabKT25bmy/VX75jVZtqHRPKXmlTxX57jrl0ZH58jql7n8rBFg1Qryu0tXsFaXyW95roSqe9Rcp+GjZkP/SXObLsu5HMO6FBkSfqmJVNllGXXzWkLWV16nniuvkXNK9p/6LcstnyvrpsvKLs/V9aUcu7qM9dvJFq/OlX/f+o7YWh+/lEjyXaeuk+XWpTDxMz9KR2J1rl+6Den8q86V9ZFto0u94Tev1blynkizmiyjLghC3lc3v2R7yDLqrpNjQfa7KpvcUMty6XTR5Lmyf/PDQ7ReuULrlStslTx2LItyKEQ5HCZcrRIvFjf2oi6QjUZZSyY5HY+TjUUxolFqgQB2IIAbqi+w8skUrmWSBt80Y+rbK7/B2wlS0WFPLJDuBCsraYaHr2IY21Xc2R7y3d28/5v/iN4PP2T01dc4+q1vYbouxXSaE//oGyzew3QgOsRiLl//Rl036C+/3Us2+9GaHI6t3OBvBg8xlUgzWLk7LJK9GsbJhYgeXCUY99GYuk1YvRm8cpDAUi92sArcvsz9Uv8IyaV5otWdOWk767IDQeJU0ecPAzjgVPggGGPVtUnfp5a2S6E4pucxXskzu81rIutq4a5x93Ws9rGPfewcU//4H2PUagSKRfLXrxMslbDyeUKlMqFyCdayRCplci0JzvT1kkkkyMTjLAYCOJbVsGiVizidf9a9wH2/QFpdSTM+fplkKouGDLozmCY3HnmElYkJhl99jWo4zLWnnqz7GvmE+94LBAIev/07WZJJh//wF32sroZo4nd71zGRW8F0Xc61tDO4fHcWSLWFGEbAIdhZAnZ3gWQYEBhZpFwysOYGCSRnsC3/bPK+ZQyFyXT2MvbhWzu+tmrVHYTjdFDA35dtwqkvvE45Bk+bH12+uTvB5XCcgWqJ0DZ3cymzjx7rYcqBZTzj7vu57WMf+7g9eMEgtVSK7DobqFO6h0ZW1anuTbP5nlggGYbRQPX70eCK1pONfONGna5Mt65wrlyn3GSUjaQd5TMULTg/P3/TMbiZtp87drT+93UzkV+0i6KQJZ0poyUUXexHXeu8/GUdEokYv/61BYaGbJ7/yQHK5Tba2zdpWxmZJulmGZGh2kHSjn76E6oMftnRVX1eSffimiY9c9caIr2kqUqZ2GSEn9wlyDZXkXb9/f0AeLZJ9YMILUM26bbWhvroNHdkGdUY8jMRbIwxE8IHl6idGqSz9jB29yUwGml/nUaNpKNzDz0Kpsmhcr6h/XUmP90YKLmrxOjAtm1fM8Uh0yPgeZz3TD6zPlz8dHRU/8i/y3bQ6fpISl1ep/pKXu8XhajadGuKmoph8EqsjWuhKI8tzbC6uqpN2SKf0d0ySn/1SapGluD4PD1WT0PbSnPbTnaYqu6yH6QpRJanmU6LX2SfDrqxIN9Nsgw6U6XfeFRlaGayl2XXRRLJ434aQ36RVgrSvCHLqJ4r+8wvRYY6Lu8v57VqM+k+IH/r0pLItpdmNd1c9dMwk/2uzpF9ptPgku82+VvXjrI9ZF/LdlDjUD7L7/2m2tRPE0tXbr85ob7BDW4u4lso21yVV/aZ3/xR7SCvl6ZI9Z6p+iyk5Pzb0GXyibSU7SjHqQ73KUG/iVIpSi4XZ2Bwu0T9/Y3PfW6Fyckiz/+kjStX7lJo2g6RDYZ5e2iCkeU5xlbujtS8u5IA1yAxeHfZAyPoYPWtYBZbMHOtzS/YgusdvYSrFTrXbs+BPOctkDA6uZWneBYT2zBou48StZYxeD7ezh90HuC7LV2M5jM8sQ319ajRSl/1cWyjzGzoDbB215S+j33sYx9+2BMM0p3i0qVhHnnkNJ1deRYXPrqIsruNpz5R5LHH87z1VpK3307R2flRl6iOFwYnAINPXTp5157hLLUQTLqEUnffpGR2ZqktxrEW+nDj2xci9YCZjh76lucwub1y5r0FuoxJYkaagqdXuD1j1Xd3H7u9BNX3HJcCYf6vRC950+JQJc8X84vEZ6ebXhcmwcHg53BxmAm9vh+9dp/Ac11K1y7h5HN4To1quYzn2OA41CyL8IEHoWVf6nMfex97YoFkWVYD5SppUJ3ImzSxzczMMD83Ru3B8xw5sshLP0v7ik7qIkX8onBkZJqiUXUmBL/7+mXJVnSjpCWDwSDRqIttG7S1RYjFHGIxl/b2MNGoQ2s6RCxWZWIiz8z1LqavPcrEhNFAESvTmjzmJ6Cno8/96FlFU/rRvuesCBdau3jwxBvkLl0kR6OYos4EIMvVKVZ5AwMDG79HR0fxbItgvpPaahCvGKblcE0bNaLoV78oGmW2lPStrIOkgKHuj2T0zmNcHiWY7yQW26yPNKdt7evV1nZK4ShDK/NYlqV1MtRlQZe/y2Z9XLRY3VStrPbcUwRJuA59tk3VUWXepJP8xCh1kGVU9ZDUtrxel3ZGQmdqKdVs/iQ5QMhz+O2LHzBQrNfpytXNbGtqvMi2Geo4xLDxFCYWzvAUvaG66WR0dBRoNFPoosWkqUZGu+iilfwilJqln/DL0K7KoxOHhM15sJ1IO3Vfv/ejfBeq8ehntpZQbe0noqkzzcn3hS5t09LSEl6lRO3cB3hrq3iGUQ/3Nk08w8QzLSy7Su2tl7APH8Nq62yo49bn6qL9ZDup8sr20o1XeZ3f2JXvDl07yrrLNteNC/lcNfZkuf0i03RipH7fHFUPOfbluXJsqnEor9c9wy8lj044VraBX2obdQ/5rpXvTx3kOJftr9pP3ssvolQXXSxNcDoRWj/siQXSncJxgly/Pszo6CXeebuCWHvcF4jFXP7Vf39rW2ilYnHtWpr33j3CHQv17CI+7B8jUq0wfv6DXbtnwI3hTfdCpoW8Z2IEXcLdZVqGml+7ayiuf1QjZdimr/ZSV12aoG/lTsRC633roRdN9ICzgQiHnDKmsfen7wvxNhYDYf7F6jRtxe2wcQYjsWOMGY9Tpcgl76cMhbrvejn3cedwluawL5wC16XUO4KdagfDaFRtDgUwL56i8sHbhCYOE+i7l5N6H/vYGfbMG1YnKw6Nuz+1ypesg9oRrq58jJGRKQ4/vEI+v/lC3Y58uoJcncrdrFoh+5XRb/euIFfjqj5qRxKJuPzeP6+vaKemgkxNtVEqWZRKFqlkH5VKiPb2IZS72NBQ7KZ7weZuSq7A/RztVHn90ofo2CJdMuFcKMKV9m4Onf+QjHDGluyYLtGhdIjs7t7sq8GBQYylToylTihBoKtAqKeIGathGJAv6iPXdDpIsr6q/2T/6yT+VT3dqkl1sQOSeaxUhZCtDz1VzIeqo7NUb4MMJla5rE226Lfb3RiPtSCEoVBbo+I2piIBWIsmyJgBDhZXqFQiN/19az1VGfz0fXRMgRyvOjZX/l3+lnNqbm6O+WCEH6XbOJRZoG36ElcFa3Tjxo2N36r9utsGGA18khazm0pskWLrJTrN5IYmFmyOXcnw6ub1TpzS5fzVOXvCZv/Jc+XfdcyELINsZzX2/ByoZZvqGCAdawT6eSDLqwt+8au7LvGt1AOTWmbZTIbY4gzh7DK1UIRM5xBV04J19ljWp2RZMDRJdOYS1fMfUlhdJnrwoZvqAJtt7pc2Q9VHltuvTVU9oz45wnTpQ2S55TtN50guyy2vU+9lP9ZIx5j56dDp5q2f1UOnF9VMb8pvrMj2VWPPL6BCp3nl13+6+eEnbqy+836pw3SaZfJcacmQ5WkWULFnFkh3ikqlhdmZDsbHZ3j7rU4cZ+/7n4fDHv/s9wp0dTl861spLpwPk05vmgCMAUV57826fNg1iIfB+JVz3ClpZ3oBzKsjGMUEbjJD7EAeM+Tec90LgMp0C7gmRu/OmKDU3HUAFts6ac/enpN22KibH6ueXjSxEFnPSeRUgXujlH47yJkB/n3XGGHH5vOzU03P7wiP8GDwixiYXLZfpfV+8kD/RUYxT/LaOaxahXxLO/nWzrqNWrMB3YBlUR2ZJDx1isDq7euN7WMfdxt788t7mzh/fpBIpMbY+NJHXZSmCAY9/unv5hkYcPj2f6gvju4nOIbBya4B+uamiZf8RQ23A9MLMFB9Goox3L7reAPXMUMfTbSSUwxQm4tDRwYjsjNBwkghR7yYZ77t9k1CoY0Fkt6uV7PWFY53oAZ7r1EF/qRrlIIZ4OtXTtJi39q5OmIlOdL6HFWvwJna91lxL9+bgu7j9uE6GDOXMc++j+E65PrHyae7dpQby6hVcOJ6H6l97GMvYE8wSIZhaClB0Gtk+Dlxz852sraW4PDheaYudgON99VlQ5bUm/yty5IsnYt1mhSwSXP6ZXxub2/Hslye+/IqfX0OL7wwhucNcOhQ/e+SUlcObVLbSDq5SVpXJ/cv665z2pP1lW0jy64c2qRjWzabZa61g2IwzMSZ42QyGd8s55LKVWWU5q2e7l6i8xNYXoLQwXnMVBWIaa/3k/NXv5tR034Oyw2aHtfCGAGP8GAOI3izM7tOY0i2bdfyPLNdfTiuq6VvLR9FT1W2iB2hapXIFda0KXcqRr2Oll311RTRpYeR8NMZU5S1NCHoUtD4mQtqtRp5TP7PaDvTZpivT5+hfPpD1HJHmtVkOz7Z83XAo9o7RV+gA+jQmtVgU7fET3dGBzmGpKlEzQP5DpG0vTRlqTJIJ28/c5wu4EHXjn4OorL/1NiTrgJ+pj2d07KfJpIqj9Ro0zkMy4CLa9euARCrlmjLLRPGZcUMcc0NYt9YaGjHdp9MA6oeRqWEYddwEyltahzYfBf66VypOvhltJf10WkayfLqHOqVbhs0T7/jB1WGZs7AoNdq8gu00TmHy2+Dri/lPJHvFvUdkW0k+103dmW55HVyTqh2lG0r+0d3X3kvXTqTrQE1CnLOqG+wX0CM7D9dqjGJnysGCQwuXhimra1IT8/2w7PvJUzT5Yu/fJn+/hw/e3GUS1N7Q8top5hLd4Ln0bZuVrpdhNZ6CJRTlNuvYKZKzS+4i6ismlSXQ8RHyxjB22OwOlfmqYSjZBO3tzOOWAkqrn+SW3sPM0hzRoD/OdbFZTPMr18/x2SuuZmxO3qA9tAwV0rv4Ab2w/j3HFwX6+JJAideZ2h1lsHMDXpzi3gGXAy2MB1MYBs7/4yY+fr72b3NebKPfdwL/JwtkODatV7K5QAPPnSj+cn3GKbp8YVfusLwcJaXXxrmwoWPNp/bnWC+tZN0fo1g9fZTroSIE1rrpxZbwW7ZA2ZRt77LC8Ru4T/RBF3Ldb+luY6+JmfqETBC2K7/QqGmkoh6e0cw0fXgx26Q/ynWTdEw+ZelBR7KNu9PywjyUPpZ8vYys5W7p6G1j9uHeeMqZi6D19pOORDCNi2WY62cD6YomLcvxGUV1nCDYbzQ3vWj28c+9oSJzbIs30zsfukwFKS5RtHfly8PcOjQFbq7TbJZfWSTovqapdCA5pogOlpXHguFQhiGx3NfnmNsLMf7701Sqz3K+Hq6Y53Ev/wt6WqVemPruToNDT+Tki6CT2dWk79l1Mr07Cxzn22j7+LpjVQisp9kO0vzYFdXV0Md4msHMEoQP5AjEerQmhZkWf1MKbos2DqNGh0tLRFqdcDwKK+YuF16E6o01+iiToLLC7SuLHD8gY8x+OHr9Kw7a+vKrjOFVexSnUWqVBrGkBqP1fU6XsWiX1yn01ySdfYzt+qiWfx0XhTFL9v5Ys3jb9oHmA5HGcqv8qXps1Atc2m6LgQpU/nI62KxGA8kPkc0kOSS8VPa2tMNJgI5J3T95mfGVZD0vDRv6DSP/PpXZ0qUpodm6YL8XAUU/Mz/uvQSss/kO0+iWZZymVZBmY/kMWl+zGQyxOwKQ8UV5jyLK0s5YbKoNNRdmWj8tMWkOcY0TfA8zHyWWksr1Wq1odyyzXRmKelWoNpGZ6rZely9x/xcH2QZdG4F2ohTcQ8/1wZVBj/TerMoKr9UL7qoPL/3m+6bpIvmk+YxvzQrqi/lu0uay3XXybbTjRt5ju6dB5tjy+8dL8eKuoef6Va+k/xSlyjsiQXSbmPq4iCTk1f50nOvUqkEKZXClMshisUg5VKIUilEvhCgXAqSzZqUSkFqtbtJpnl88ZfnOHQox4kTB7l4cYi2+9OyBkC+rRMnGKJ1vnmqCD8YrkWk1IXZVsAI3T5js5swLAi01LAzIcyu27wH8IlXfshLz/wK33/4KX71+Mt0FLZv7q25JVqCHb5/H716gZnJR/iT9mHGvTW6+eiYpDXT4g97Rgh5Lt9YusrI9UvbVugajh6jJzLJpcKblFr0iuH7+AjgeVh2jVS1SGclR9EzuOrtrmS7VSlhuA52bF9Nex8fLZo5KuyJBZJhGA2rQbly1CmjypWnSmoKm7v0ubkk58+laEnOYpo5QqESiXiJdGuWULiMqcmAbtsWuVyYS1OdXLjQzfLyzWzTdvQc1O5uc6Xs8eznbjA8nOXcuUN47rMcPNhYB7malw6J6hk6HaWby18vg2wvP22cZs6NOsVcuXNejteZOvf61Y1dh5/ujEweOTg4CNSdL81sK4ZnEekrYWn0TlQ9/dhEWTe1g5HHdAkh/XRpGvqiwyZ3OUjQBeVaIcej1BpRuw95vWVZxO0qn37lh/zsmV/hew9/gl99/2fEc/XduZ+z7YbabcgjZEVJp9MNTI7c6f/a+Xf508nH+Ndmkv+6OE8cz1f5VpVN54wNNzvfbz1WqVTwWH+RrLe/qveP+8axDYPfePtFUuUCZ2c38yEqNkL2mSpjR2CMsdgTZLhCKTG9oYUly70dx1vdMV3iYj/mUc0V+Sw/pk0XIOLHUin49bVqf7ljl9BpmelYX2gce6psckfvpxujNI2U47XpeQTXlhkIGSSsel3KjssHJY+8W29/yfDJ+aVz8pWQbFKhUCBVqpfPW12iVK1RS6Y3ot9kO6p+80uiqnOGl32m0xvy+7uc1+q47GvZl7LNm+lf6dhtv4AkBdnXfs7/6rl+9ZHlVe0nyyXHnhojfrpCuvfudhS81f38mB7dcfks2SeqPvIb4TdvdYymnBPqvVppHSF78LPw/PP4YU8skO4GcrlecrlejYe9RzBYxbTyhMNlAoEikUiFSLhComWZYx+/yqMfu8aFC62c/LCd+Xn9gqQZQqEaPb1ZxsaWGR5e5uKFg1y8MEF/f/Nr9zpq0XqbBEpFbtet1ijG8UwHM7G3HHOtmAeeAbYFd8BsxUt5vnziFf7uY5/he488zZfffoF4pbkTuu1VsIwgBnpKHiBdKfFrlz7grw4e5Q8jHfyX5burJfNiez+vpXt5cuUGT63MYgK5QIj32/qYnJsmVd6+zEOL1c3B6GcosMis8d5eEoX/xYTn0eZW6LVLBKIma47H2ZLLXLFM3vF8hfvuBPlQlIhbI1YuEC/nsXPLlFvSVBI7Tw69j33sFNVEL7nRZ6i2jWGWb63g93O7QPKHQa0WplY0yeeSjSHea2u0thaZmJxjfHyeQ4dWWVyIcuJEmnPn9HZ/hWDQoa+/yMjIIv39OTo6ShgG2LbJhQsTnD93iJ+Xr4EdrduhA+UswHyIAAAgAElEQVTS7S+QKjG8SHEnsin3BFawvlPxbOuOTX+txTxfOvEq3/3Yp/jh0U/z3Ds/JdzEqb3mrYfkGrfWxRrMZ/ityirfirTxgRXl2TsqqT9yVpBX071EHYeXOgZ4K93DEwvXyISieAYcvXZu2/dqC4wwEf0sFTfPdOB1PGPvOJr/IsKwa4zXciQ8m7wR4HSuQna9S8rO9qMkV40WpsxBvEiVB8unsZqYfR0rwEprN6uuQ7ycp6VcILF8g9jqPHbvCE66c0d6SvvYx3ZQDiaZaT/K6oFRjFqRlos/Inj1jVtesycWSJ7n+VJ2kp7VmYYkFLUmnZollShNJYpZutnpNs2F8/2cPpVjeHiOAwdn+PwXZvn0Z+a5eLGb8+d6yGZjtLREaG/P0Nm1Qk/3KqnWDKbp4bommdU2pqcnWVvrJZ/roK2tiwMH6s/Qaa/4JehTtKNsD106gM2y+zvBybrr0jHI35KeVfSrpCir4QhmtYpXLm2UUVKcUitGmkDV8XA4jOcEIVpr6jgt6+OntaSoWj9tKh2N7WdKMUP1updyVTy3bmrSJS72u9fWVAn91SJfOfM2f/fgE/z46Gf48vGXCTk3J8NUv7M5D2rQnupirbAZCSbngXKYP9R5nVhfktddi2Nbkh8rqDGyHRO2Mq3JYz9JdmMbBl879QY5x+HtkQf4We8YAAeuXWDp9ElUKWUqCjXOlVmmJ/AQQ8GPUzZXWUy8x9jA8E3llWNB1lfnfCz7X84DneaVHBeyf3TpGvzuq+qjS2q69Vx1X7/EmmoOy79LpkaXQNvvXAlVZ/ksaRqfFSbQuctTHHCLWK7L+7ky0yW7oZ3UvFWBFdDoHB4OR5h2U5yye5hzWwjgYFsWpVAbn7XO4pb0c0b1sWqDohHiRtAkYkboqeaJz1yiMD/DQiy9cZ00y+jMW379J6H6RNZRlzJEHpdzRpoUdalcdPNo6/MUZACCrJtuPMp+l9epsvkF4siy686V5nv1W5qv5BjTtY2fM7ysr3quX3oXWTc1x+VYkb91Tu5+pnd1XL23PeBa9AALfZ/EcG2C535M8NJLuHaF3C+ik/ZuwLYDTE0NMDXVT0tykUOTN5icvMGDD86yuhojmSxjWS6ua7C21sqlqQMsLXeQXevEdQO+WbTvdzhWgNzQGMEdOB433sDEu9EJtQAEd6ZUfS9grjNIuP4mrp2iP7vC45dO8vrBRzg5MM7Rq/6sS8XI4uHSYT/AZc7g3cKN0AIeKmX5MJaiViqwu660sBYI8WHXEA8uztBaKRIpl3nu5BtcDkS43D/K4Ysn0SdE2YSBwXDwSboCExQCN1iKfLDPHH3EMGsVJt0iLvDqSpE1e2f94XgGr9RGuOh0EDcqPBG6zmRwmculCC+7k3zoDvAQp3d0z7IV5EqklU6vRkdpjeHsPOVwgErq/pVC2cdHDxeDM/FHWGgbJpGZouf6T7lx+fy2r99fIDWFweJCksWFJO+8U+PAgXl6+zIsLnaxuNDG0lKaQODmlf3PI1zD5NTnv0qps5exv/vznV3sgbXWQXClF5wApNegY4W9lk/MVZsSc/c+4plInOPDk8TLRSbmrt3y3JpZYCHwAd32oxyIP82Fwsu3PP9waY23E22csSIccfROsreLl9r68IAnZhpzqXVmlujM1HmjWy2QWkN9PBT+AjEzzWztA6qJmZ8XK/N9C8OxSd64jAecN2Os2c03OlmzhYIZp+oFiFHlNSZZcpI8GpjlkcAswUD9nZc26uxCyrhNwVfDYC2coBCM0F1cJbZ4HdOuwsDA7d1vH7/QqBohjiceIxPsoH3uLTrm3tzx62dPLJAcx/HVnJA0nKL3tqY3UNCZP3SUOuijDyTro4sGCwQCFAqTXLxQN4vF4yAkPnzvJalRBT+NBl0KDb/s3BI6OlOnhyPrI9tWmu5k+gEVjVSt1bjw7K+wPHyAkZ/8Rzoun4dAYEMXQz5LajUlEglC1VYSuQMEFxPY4SxO3yxepAQ1MEs3R1vIuvtFfOiy0/sltlX1lX+X9Lqsez7jAHFK1RwOdTOP7B/ZjoqS1vUZ1E2K2UCIvxs9AqbJN6dOEDM80JhIVNkSiQQuK+QLVxngYQhXWfLON5j5lPbUpUuXCBgmofQAPys5JGevbDx36339Iq5kO0oTTSYU4b1UJ5MzlzBXlsizqZ0zM7Mp7yDnrWrnsBXjoe7PMxA/jG2UmAu/QyWxsBHFCI0RUToNFF3bQPOoIFUenXkMGvtdpyUj+0+eq8om7+sXUarg5wqgniGfK+ugiwqSz9WZy0HfNtLsefr0aSYCDobp8fLCGkuVpYa2keldhoaGAGhra+dbmQmKItQ/gMtX0nNMREtAeqMMC5UwODAYLBC1WljzIqx4cTKxBDkvzGOhGQLFuslPpp3RpXS5hsexRJhQZrnh71JTSdVXNye3Qneun2aceh/I/vFzXdChmblOtrkuYk2W0c/FQKeP5Tc2dSZsCXWdfC/Ib6n8Tqgy+EVo6lwXmkWhgl7HT85FnfnYb52wuLhIIZDkRPKT2FaMvqs/xLn0JptxwJtoFoSwJxZI+9j7uPrkMyw88AhDb75I14fvbvu6WGGQlsI4jlmi0HEeO7pCOLJ3E/N663pYnqn/WO8ERSvAn40cpmwF+ObF92mvFNnu3joXm8IumvQbR6l6ebLod/qW5zK8PMf59h6ygRDJJolhtwMP+HcPPoVrmDx6+eyOru1vmeSJ/l8naIW5lHsbs2cFz9gbOle/6EgZHt2WxzXbYKmyvfG95EQoekGejM7TFXFYrIUZjxToCt38oZt1koDHT6tjZLwo7nqiBgsXDwjXHI6yXc0rg0IgRKJSoVKrQHDvvjP2sbewHO7lTOuT4FQZvvgdoqUFmic90mN/gbSPpjh/4CGuH3mS3g/fYfCdV9iu51DaGaelME45vMBa8iyR6K2TqO4FuNX6rsc178w/qmoF+Ivhh1gLhvnm1VP0lJp562yBAVfd1zlofo5h8xOsmPMUXX1ixQdnL3O5s48/OnCUTy9e4wtO8RYiAbfGdDjOXz34AI5KSlndvtmuJdTOUwO/Qa66zOnln5C3l5nsnbzNkuxjtzEScCh7MO1sXxT3aq3Ofh8Kr5KOBBiPKPbqZibbMjwi2EQNm15jjjajQJtZpC3o8Hp1kAt2Ow8RIMz2FmelQAgqYOZzuOn9BdI+bg0POG8McjI9TsJepefCfyRY274EiQ57YoHkeV6DzH2zqAQdhbn1uIKkXP1obAU/uk3RnPJeOtOEfIa8l6Q2FRUoKUGdABhsRo3Iv0s6U0aWKcrTL+KtWRoCeV9pYjuV6uT0kSdJnf2Arh/8NQXP00ZWyGi14eFhrEwHoaUhvGSW8OASXUbHBm3rZxa9KSXBlmN+ESiq/f36Wmd6kNdLEUZ7pQ8jXCJX0OtjyGeosm1NFWObJj956AnmIwl+a36KQ9jUtmmOkdR4ui3FivsBvfmnOZB8iqveq8CmSeLixYsb536tWOD1yUf5Sc8YH1YKfGX+CkPl/Ma88hOcU22yYlj8eXqA0209RMolHj37PgeuXWR2ftMUosx8MsJM0fIGJp8e/SYYHqcLPyTd20KaWMO48DNN6EzJEjpztxzPuigaP5FUWQbVb3Iu+5nFlEnQ7+86s4gcg7oUJjozMehNEvJ6v3ZSZZPjWc3lkF1l0IQzRZt8pboxjmWU2ujo6MZvr32UN3KtXC1F6Q1X6W9vDDrRRQl+pW0BqEdY1s02BhAnGAzyVLXG2TmT2WA/DwYWfF0MJOZyBQYNMAtZ3HRdcFaagdQ41EUQgr/pW8Gv/XWikhKy/XVmJJ3grZ8pTL6jdeKPuohG+Vse8xOLVXWT5ZJmeHVczmv5XpZzTfdcnWsEbLaJ7npo/H4pyP7ViatKc6t0O8jlckx3PMZ86wFaVi/Qe+0n5DKbbKWcn9K8n06nOXnSPw/knlgg7WNvohIMcf7pXyI1d53h7/4lxjYzyFtr7YSWhnDiGczB2fvGMdfzwCjF8FIZ7iSDx48njjKbbOcbi1c4VLrNaL91uGaVfGiaVHmEEHGq6HdEyXKBXzrxKlc7+3jrgWP8P0MPcTi7xC95ZUZtPQvkAdfMIG9aMX4ajONEPJ6au8LQ8TcIrksRFLVX3ozDHc+QDHZxIvM9Km4B2E8jsZeQLOdxPI/Z6q0HtufBSQb5cLGPuGnzWKrAsdSd7cIBOkM1WgM1brhJHmSh+QXrqGAQKW93FO7jFxVLLePMtx6mK3Oa9NXnd+2TsycWSFsdj+UqUyc9L3cJ8rdaQctr/DQa1HG/1a/caSqHa7/kk/K+6tl+K391XGofSQbCz3FT9yxdcki/1By61ChyxyD1UpQz7rnHPo0dDNHzvb+ikt9c7cvdiVqNK6fOYL6T0OIwVmuJ2EQWw9ysm07CX0LnDOjHfOjYQD8HwGbJCzeeUYpguBYlc4XcmtB9EuWS7ajrS9o7udTRyyfmr/K0WYP1vlU7IPlcubNS9ZFto8aCHVrAq4zQZRxizjyxcZ3cQSmmKL22xj9xKrzRO8rxzgFOWgF6K0U+UVjhY8VVgp7HRc/kdKKN04k2VqMRDM9jYmWOg+++SqKU3+j/rW2qdpoDIqooHA7TQi/j1lPkw9N0jIXp4NDGmJa7Vj+dI11KHT9WQM0v3e5S3tcvJYVsc8ki6s7VvWf8tLZ0rIJfmg81nnT1An0aCMkqyDrI+6r6SMdstePuc4tkXAMrFMZic95Kx/m+vj7ez7fwYaaDR1sr/EpvkbAFcGvTuC45r4Tqk/5giQulBJVKo5+cX7LZnlCAmF3G6+jeGEe674FEMwZJ9w3Yely9J/ysALJ/dNpFEmpc6PSOttZBjQv5LPlt0AUQyGPy26GzJMhzZRJxVU85V6UztLQo6IIgZECSHI86x2vJAMlnqHbSJQ2GzfrK75TSg6vEOpl98ClCq1cwPvgORU2KGqnhJdNfNZPj2RMLpH3sPRQTSa498ChtJ98lujS/Lediww4RXR3FTJYJTyxu5DK7b5BtwcPDjtw+6zMdr0/EyewStO4Oi+JaVbJM08ooC15zfZmQ6/DpmYs8eeMyVwZGeSvZxV+3DfC91l4irkMmEML0XEaLWY7NTHEgs0jMrjK7Az8pA5O42UHa6KPTOETJy7AWu3An1dzHXULEc4jiMtvEV77gmPxsrY3RSJGv9Vcwd5n57QuVOFVKktuGtIcB9NpFSoZFpLN3dwuyj58bOFaYhYNfxbRLpE5/Z9tWju1if4G0Dy0uHn0aw/PoeeXH274mkqnvRsPjy/ff4sgFVtLY0VU86/YdtKfjKUKOTVcpv2sLJIBl4zyt3jBpRpljpvkF1BdKj2eXeCy7xI1EK28k2qkYJs8sTTORXyXmOg2+f80QNlroDh0kFegjYXZgGvXXR8lb5Yr7Gskm6VH2cY/hebR7NYa8Mjaw1GSBdLqYwPZMnkmtYBo++iV3gKRVZ2bKTRgpgOGwSRiXqUALY/fdy2Qf9wIesDj+HHaohbbj38K6Q4dsHfbMAskv7YXO2VZSn35ZhxX8ZNsVleenOaGj+P3SU+job11GZ1le+SxdehHYpCv9HDh1tLCfPozuXElXSm2b6+EYc+OH6H3zZ1RvzFLd8lyd+TFGG8FiJ07bPBU3j45yUvXwM2NIqPJKytav/RX8tDnUcT/TrOM4GGspLCdALniNSrHYQAUr3SFo7CuZOkVhOp5isJglaFlaOt+P4tehYSwYa+S9Bdq9AwSsN/FwfSnx69evb/xWfVyr1Xhw/VilUuHS+m9p6lJl09H2HcZB+sxHMTCpBfIUA7NUgxmMeAnPsummtTFlSxOTlJyLukzekvqWJkxVZ7+gDvVcv3Qqsv+U+UL2n07XCTYd8v10xiTUmJX3kuNY58QtoXO29TPxSEdX5Zy9vLyM6bl0lzKMemUyrsG5mkne3qyPMjmYqV4u2Smm7SQLazG6wzZDPhFj8p2oq7scj1oz4forZK3s4Ij22OrUHMRj3KxQCscItXX7pmJSY0i+m3R/h81xKNtWtr/uveqnmSTfmzoNIT+tOgU/5/BmLgjyvmo8yrGr0wPzK48uHZFsOzleZdvozKjS1K8zp8mySMj+UWNXZ1aTkAEI8x1HKaXHiZ/5e4zlKxvR1aoM0qzW3d298VumIvMzjSrsmQXSPvYGPGD6U18kUCzQ984rbItf8MBa7MOzajjtCwS3sUP8KGBnQ1Snk3iugaeScXoGlutCLYgXrFAJ3q5iBpSDIZYicR5eW2x+8m1g2TjPsPc0XaGDzFe3nyT2ThD6/9l77yDLrvu+83PDy7FzmpxnMIMMEiRAgiQoEqRE0qRMWZK5a8n2SvTaW/IGe1WO67TW2mtVSSV7LblWyV7LlF1MkkiKYgABIggggAEmYnLonF73e/3yDfvH69P9655z5k3onukB+luFmot+9557zu+Ee84vfH+k2Wa/h7TVR9meYDLyJvHM8rIRcza1RhsRHfUFMs0aFz2bYd/CFCnxtcoe6qFLt13hya4KD+fWlo1doRlaHKu3TxtiEbLHbmIDc9nutvdv4t2JcnYH1V0fIjp6lNjwq+v2ns0N0iZWYHJwO6WtO9n+vT/GaZN5XiETDmJX03h9V9c0Rcdawq+4VE91YzkBdsJbzAcWggWh70G0QZgvaDVfN4qJfA8AWyu3F7lmwgLjVJhhV+J9FJpXqXJtmOxaotfez5D9MBBwJXiZemxy8Tt7LTP8JjYW1HboepsjAJuQ/ZEZnkoMM9gzaLzvdjDtxfmzhSEKQZw9zYv0B1NGI/Fuq0neCjgXuMTcjXnQ2sTdg+cmKHUfptD/KM7CJOlTf7SuQdIbYoMUhuEKVZeJ40THTyHNPUo1KlXquigBoG2maKmKVe+TdZF1bKdelfVVKlGp/pPmBB3vk8lMoYvEMkVc6ThZpBlJmSxOP3WYSGGa9J8/RyUItCpI2XbXjtDjHSaM1bA653Esx5jpWZcSxCTTdmpu3biQ8lgRydiwqZzqwrJD0vfPYMf9FXKWUT8qMkLKRqp6Zd1Xp8i40tWHG/j0l+cJwnCFmUHBpF7XvUuXhX4mOMZg+Unuy32UU7VvX1MXYEUUmjJfmNIBSDm1xqZFX3Qf/d5DAFTdKWYTJ8Cu05vrFfe1oIuOlO/T8bysvleVIdsgTX8SOnOcLkJM9p9sr5x36h2m8SjrqFT0KyIWBXRcPqb0FOp90rRkMjsrOUozhilNjmrP/Pw8cZp0AV6tvkTLKN+hzItdUZ9imCafz6+ory6VhcmEreuThYUFppoxTtbyHK8OEqXJU7yFP3GCAnrzyZ6YTY8dMB3L4MczSxxakgtNxyFk4uzR8W7pUs2sbo/OdGcy9at3mMa2WrNMGe11UaKyjaboN/Ve+bw0O8v2KPnJNujWdVPqFV10nFonYeUYlPJVrgmyDTIqT85RtWbpzHEhUEn0sdD/EJVdB8B2iRYukjvzJ7iuxeooSzUGTLyGcr2X30sdNsQGaRMbA140xnz/Vrpf+j5WG/8YhWiYJhqmCHLjG5LvyK+4lE90EjZtUkdam6P1QMONcHFwJ4fnpnDXOJJCwrMrjIVH2WI/Sq+zn0l/bUxtLnF62UeXtZuo11pQK9Y008nXN2S/buL6iC4SeVkWrS+MBg1cyv7aJtcOQ3hjPs6LhR1Me3EcArYxxYOcJ4Zn1BxtjVrsjNvMRZPMxDY1lPcypsM04+SJuR45r3DLy0do2ZS676PU9xCNVC+WVyM5+jrJsdeIVG40Zc3tYXODtIklFLbsANsmc/7G82/VrSJVa5b4TDdhxyw4G8fE1pyNUXm7A8sOSR2exs3cfn41Ey4M7cR3XR6eGV23dyjMcI5sOMjWyKMUgzFq4a2b9FJWNz32fjrsbdiWQykcZ8o9TtmeACskbrUPyd7ExkKcgD48pnBphvoxH2DxinuYec/lp3on1uzdl6sRvj6eodut8VR6nH2xIsXp8es+4wD74jZTzYDZbG5xV7eJexHzYYLvh/fRxIXcdiJBg67mJF3NSbqbkzdsnK9lhpje8WM0k91Ey5N0nPsmyamTBI3b8IG4BWyYDZJJ7a8jb9QR7MGyusxEmKUzb7RL8yEhVZTyOZ1ZzWTSUHUzEYBJ9azy2DdRwEuVqrpHlmVK06HUmPJdsViM+R37cOs1chOjWBpzmK49lWqFq7zC3vDjWBN9BAOjbcn2pOrbRBKnU9tLOejKVarpoG5TvZClPhnDSXkkD7Y0R1J2MhriypUrS9cqAmxF+hFDROJSVGUiwdkd++kpzrLL8mGxj3VZ4k1pY1RZpvQUqyN1psJjJOsfYnf0A5z2/lQ7xmBlqgM7iBL1c7iNNPEgTyzI4xDFp0nRvULRvUTTLhOLxUjSKkOOIXVtihw1Ee8pmOat6hepqteRP8p3yEgiSWSnnpPPm9LzKJOGnPfS7KUzz8s6StlImas6miI/1ftM80RHMGlKcXLNnAlDtgVVfAvON8IVdZBrzpnEISb9Lj4zWOZwZwyIaYkR5RjURaadrqR4qZjHtULcsMFCECVmeXyw/gpOPWCOleYYtfbIsbK9M4cdVpmNJunu6Vn6u1qDTaYSVYasV7vIUFPEW7v0LhKy33V9rTMfmqKedaSRJrOarK8aD3I8myg7dKZ8XV+aSHnl/FBtk32q5l/DivJy5gNgNTk88S3q0RxziUFmEoOMx1rkssnGLPnqKPnqKMHEJNaiplOVWw0cSruepjrwIHZ1juyb/4Xo9Glcx8FfJRspD7m26Noro7RlO02RqAobZoO0ibuLEJjesoOu0ctY4c1pgarMEXbMYBW6IF+4a1km/KpDfTRBbSwBoUVyZ5nktipNw8dlrTCa72EuleVDp34EejLhNYdv1bjiv8Iu9wNsc95DOZjBwsa2bKJhDAsbK7SJ1GO4YZy434EbthaUkJCGVaTsjFFzCiw4Y4TW+spo4yAkbnkk7CY5t0LSauA6US76vbwTbInJaom8DWebNk1De2bTO7ng93PQmeCxzlt3hD5fTfCN2R463SZJx6fSdLAIeSQ2iePd+BqSCX0CoIzDZtzavQkfm6OZ99JwEhwa+1NSjVky3hzdlcu4kQhlN89sfICZaB9j2UOM5g5j93yIVOkqqdIVHP9tqrkdFLZ9kNCJkbryAonzz2IFt5c0/HaxITZIYRgaNQkSOscy3clK7njbJb41cWHI59SO1HSS0Tlsm5y4VVkmXhN5+tDxSMgdbzvNlY77CJbbJk/I9b4h6sk0/RPDK+SnTkumtCXqhDufOE9uPoM1PITTM4sVCVe0F5ZP0SYuEp3j7er+C8NlDXwYgFdyqc3a+HNx/Pk4WCFuZ5XYtiJ2wqPeXJaf5DO6cOHC0vXY2HJCVqWZkKdHefqXHBqDg4MEWLyx8wBxr8mDtRKJ7PIJWJ7YVRnSyVeXwFSeAnWOzCDSG8QrLFRG6GEvPc7epd+Vz0lIAF5I6HgEqQrN2AxBvEwQq4IdEAH8Wo0OWid1JXP5Ll2qENOc0mmITEmQ5b26pJYmJ2w1V1YnLrYJ2R4vcR/D9MSaxJN1Mm5AOuKTjYSkXZ90xCft+jiafcOZRi9/MP8oE83lRJZy7Conadl/UpMg5aRgCphQ80vK0cT/ouN+k+vFCjnMFRiszjLnh1ypede8N5PJUHYyXO58kj6nzBPJcRxnOUGtnPc6Oat+8EJ4djLBG40+uuwqT9RfJ1r3VgQHjBn4ZZRMBwZa7NhWGNIVVvCIM9C3ZUUSVXWvbt2G5TGmcy6HlY7t6l7Zp6YkuUpmusTGq6HTFrVLjaMLvgC9Flmn+YdlmejeL98rnzO1Xf0u5SjHm3SmVpojqbmaLRS42PcU85Eudox8h0hplDpCox8EROoT9JUniM/P49tRKpktzCUGqXTsopTfDVs/DEB07grZs98gUpkmIADDXgBWzgPdOiXraNIGmoIuFDbEBmkTdx+Tg61car2jV24teNz2Weg6Q2bqPqpvd5E4NL3mbNpe2WH+1dYGxYoEhM3lEGY70SS6dZ5IXxk7ur5+UM14grltuxk+9ADjfUM0onHeO36JyE1q3tYCs4njzMfP0dILBYRWQCIZR1EYqEVPl7fq3kbIUKTEwcQ0+7smOJSaJeO2PhpV36bUtCk1HRY8m5mGy+VyjJLnEMayVHyXcuDiuWkqQYStyQafybzFP+j+Jt+pHOQb5SMtH4p7CWHIlnprQ3CyqvfK9iyH4/n3YePx0cSlm0olEoZwqRrnUi3O8XKaSuCwJzLLB+IjLMzdgm9fGNLp1+n1qkQJKOZ62j+ziQ2J0c6HmM3sYmj6R+RLF9ve7wQNMvMXsEePEQJeootG126cRhln9M0Npce9x1aBTawXJge3k52dIl6r3DK7jh8rUek8R2p2H7XzHcT3FNo/dIMIQyifbe327ZhPpLOBHQlwMh5hYn03RSHQHNxKdf9hZu9/hFLfENg2sXqVwfFhjnhV9s2tDzlkW1gtc9vKv61fFN3dQ0i3s8DO9FUOxqc4EJsi77ZOwRONOK+Uejm+0MnzwzDTiK44XcqTs2TUVRqgi1aC12tb+VzmKB9PneTR+GX+sPQop8Nl7cpGR3R6jFjQZDiaoRpe64sSAm9nHqHiZHhg7nlS+Wt9LK+HF2ZifGuqA4uQXYkqB61RBt2bT+3gEtKJz5bGHNEwoGI5LHRtoR5f+9Qmm1h/DEeGGMs+SPf8GfrnjnGzhnoLiFRnSIy3xuz60JTeOjbEBsmyrBVcQFJtqFPhS/W7NDnpnNwk5ClaOXhJ1ZxJtakW2BXcOgbn1Ov9DZYdTnU0+LBSLahUm/JeqQa9lsPGbLKSKlUlM6VGrTkuhe5+Dp0/fo3KUamAZb0krjVfTbGzIwNTAxS8IsmdC0smMfU+E5+KzolemSGqwzG8uSjRbQUig6WV/C9zLZlKZ15pvtBlOZdOe1IVr8abatGnUngAACAASURBVLefSDL9N/4uld6WSaBzboYj544zNDnCIx0ZLHVvR8s0IM0uOvV5u6zfUrUtM26r7OuwLHOT876OC0bOLylnqbZX460d75bJyVTHoyLnsvxdZzqQ/aB+P5Sa52MdIzyUK9IXb82D6XqEV2cyvDHXz9H5DFeKy/NAmUjluiHNojqupkqlQgX49+X7+V58iJ/rfpO/kf8Bb9bP84elRykEqaV2SHOD7F/dOiLnp5SjaqfJBB5qaCJ0PD2qrGi9Snp6lKnA5nK5tqJ/ehadnkeSe5hMbONhd5j7BxIrTFkKck6pd5TLZfwQXpjK0GcV+Wj0LJEwYHRklEuL9yqzsOxfJRs7DBlKxYg1asSaVaJ26x4vmqDUNYCXzBCPx5fS1+pSb0iZS8dcuRaufgZWylzNP12KDVhpalHO4TJQR75Xt16Y0hjpvlkm5/x25rh2QRByvOlSbMm/mRzBFWSQinRNkG4fVSfNscwRcrVx9sy/hh2N4mucnk1O9FKmqi/k+rfajH69snT8SbIskylN59AtsSE2SJu4uzjTPUho22wZu7om5XmdY1helEhhAN+Zx9k2fVuRu82iQ+lMEidfxR1YX/ZoidBxmPrCF2l09rDjO1+n4/wp7tsytPS71XGXvNHf8Qh5ODvL5/uvcDhTpOQ5vD6X5UvDA7xWSHO12iK0XMb1yd5uBmdqXfzD4Q/x8dx5Ptv5Nv+o64/4RvkIP+K9BKwtZ9BawAp8Ogpj+I7LeWFylmjYMc5nH2CLPccRZ+zaQgwIQwhCOFNJUPJdHotMELFuXFPrhAF7vQUS8/MElkU9EqeUy9OIJ7Ez+c1w/nsYIXAu9zB2GLB35kVsNg69y1pic4P0LkcIHO/bRsf8DJ3za0S+ZUGz9zKh0yQy3U/YiODuas+1EoZQnYLAAzcHTrR1PX8sjR0NiO2euWNragjMfO4L1HfvZ9c3/xvdp9+6My9+F8Mi5PHcFH+x7zK7kwtMNaL81pXdfG04Rz24ls1+veBj8435vRwP9/L5zGt8Nn2U9weX+ar3FAsbLM4qPzeJ43tM9WzFH9XPsYnEdkLL4RH36g3Pn/mmxe9fTDJaXdY8brHnrvPEKoQhO/0KMQKm8v1UY0mwrGVqhc3N0T2N6fgWCvEBds+/TtS/s9xEdxIbZoNkSh/STvWs4xDSRaAB9Pb2Ll3rFlqp8pOmElWeLpoGVqoo1ftM1PO6lCBSPShVmzq6f1MaFZ0Trkklq65t22Y8lWM6leUDZ46SWzTD6Dg7ZH11ZhOpdl5qgztHd28Dd3Ir9ZP9zFvz2AlvRb2WaP0XXGoXszRmVX852MkmQZiEqo2zd5ipwvIHQKp9ddw3sj6qr6SZ0JRhWkWr+J/6POVH3s/WP3+WD1hNOHgQgO3bty/dq0xgJs4QnYlF9oOOf8eUdkY39k3mOl32bali1nEQyb+bIkrVGJPlm6KvdH2iS/UDUC7N8ZHuGX5q7wjbU3WuVmL8y5Nb+PZ4Hi+0qdWujd6R411XX/m7KRJIPSdlLts72Yjzb2ee4P7YCD/bcZS/Hvka/67Sy7yVu6Y9uhQxso0mXibde3UpLnQmY7taJlUtMRVLM1v3luZqd/fyJu7AgYMcm9lOv13l0b1C+6kx56h5MlW3+e0LSeqBxZ7mRc5FdtLhz3HyxHFte9V71bptEXIgEpDwPOY6+8lv34My6Kk1Vs4NE9eSLru9jPJUY9sU1Seh+7uO6w6Wx44psEF+n9Q9pjRIq+u6+lq3tuvm+mqo95k49KRMlSneFBWr1jzZBmm+l3OmVqvRxOV87iHSzQJDlfNLnHmgN9fJck2mSF1aGJ1Li24ewMr1Xt07OLicW1Ca2XVpf0zYMBukTdwdHOvdgut77J0cXpfy/dwMYaROZGwn5aN9RIdKJPf5WIvrQlC3qV5KUx+PY0VCMvvKuBmfyjT4xShBMYI9OI2VroGeB23NUXrovUy/7yN0n36LLa88B3v3tn9oEzeNqOXz4Y5RPrXnAv3xBucXEvzTkzv4wVQHDW/j8DK9VR+CSpq/lf4W+XB+aYN0txGZmyYAClGzg/N4M86sH+Pp5AQ3QtJ1teLw+5fTWGHAT3WPULpylvu8swDGNCESLiF7qZGotiLTqqk8m+7X7yycje2lYSe4r/AilimPzTsEmxukdzHqjsPbXQPsnxkj6q9fGo4guUB9+ynSpd00hrNMz/hk9lfxSg4LF2MQWsS3VMjsbmAv8icFidbJ2ZS0dD0QAoUPf4K5H/s02asX2fPd9c0U/U5GxqqSsWtEYyXSdoO0UycZVsk4DTJOg5RVZXt8gbzb4EQxzW9c3MELkyk2KlljOVh0ot8ocTZBQKQ4S9GNE1yHT+NELYdLwN54Ceg03gdwtuTyn6+kyUQC/kJ+hLzr3UREa0gHHttp4BBS6Bqiltz00XunoWhnuRTdyUDlAtnmbPsHNgxCki1mOJwwwMe6IR+4DbFBsm17hdpLRyIHem98nfnKlA1Zl/phdT0UpOpTZ0aSddCV2y5LvS56aPU7dJ79pvrqzCMSMspGqXLP9mzBc1wenBlboW7WqTtlagddVmjZBhNRZyVdxO3KkS7uYe5oS63rpWZpdI5QjtQZPbdsPlTl6UjzYKX8dKlTdOZQU6bvVCpF4DhcfeYnmTv8MH1nj/P0+WM4O3cAsHXr1qV7JWGcGo8mNa38u3rO1D+6aBdTRI66V5d6QNZL3ivNECbTgW7s6kyzsixpEi4Wi1iE/LWet/hQz3L6Fomy71L0Isx7EY6X8nxrZpDjC3laG6NlFaGuf2G5j2UUlml+KOhMIrIsObbl79JU1XRbepBYUMEPW3KQbZf9ozNfSSj56sgjV0O39szOzpKql8kEPlNWfKk/lBlVmRaaoc2z9SxHcnUGezpWjBc1r9QB5FQ5yR9P5+hwavx4/BLj5y4wDoyOjl7zzOq6b+3I0dsskwnqNNwYU/lesv2DqBbp0iqZUsnIvlZjV2e6heU1Wq7VpvmlxoA0tcg1T9ZRyVN+I+S90v1C9Zuu3vK9JrOOrm1yPJtMaDq04zqTcjKZyRXkeq4IQEPgWOwhImGDQ95ZIovjyRT1qquP7vsG+pQtuu+m/J6bommVrGUU8N6OLF3zk6qShEDgRPDi137rJDbEBmkTdx4h8FbPFnorJforRWiTk2at4MXnqedP4ZQ6CCN1vNidi0oz1ynJxc9+gfK2Xex89Xm2v/EizpYtd7ta9yBCfq7nGB/KXeEb01s4Uc5T9KKUvAhFP0I5iOHTWsjaLfYbDZWw9dFKbBANUrZepmk7lCzzEn7J76QRWDzcoWeMVjhaSvOnsx30OxU+kbpEzG7vCJ+woNOFoYhFpj6Hj0Uh281Ccv2TzWbsJLuiA1SoM+uXKFMjeIebejYCRqxe5iOd3LfwGpHw7qYAuRlYQK40S8ONUkzlSbgOlu/jeA3c2vUtFDe0QbIs67eBnwAmwzA8vPi3TuBLwA7gEvBTYRgWrNYW79eATwIV4OfCMHz9euWvdkqTO2hdEjq5Y5WnbHVtckbTpb0wlaXjf9FpBFZf6zQ5coeuypKncNPpXu2W5U5Zl9JA3mviQVqdBmIskWYymeHjw2eIRiIr3qFLWilPy7pEhSZnXd3p0eTIrHOilm2QbdedhkwndtUe2f/KMXd2+27OP/VJaskU9//gGzxQLsCWLSt4h2S58rSryjPVSzf22jmnynFn4slR95qCBuTflRxNc0rWR6fd1HFLyd+X00uE/A9bL/B0bpwvjQzyn8Z3AlZLq2HRWml8fylQXqflMmmGpXxVO6RsZdvUvbIf5BjUaadNa4CUY6UZ0AwdYmGZZnCtHCTU2JLjXOekbeKikXXXpSXxKmUSzRrTkSS+f+1mRrVr3m+NuZOz0BWs/BAUCgXCEL49DCfdTvqDafaM/YALrAwikfXq6MizjQad+EQXNyR1J0K5q49GpoNkOoM6j0ttlSxDzXEpO6lVkOlK1HWtVsPC4lB2J5/pfx8P5vbhCLOiHwbMNuaZbswx6RWYqhcYqU1xqniRRtiShUptIjVIJg48JWs5F+X8kv2jc6iW/S7XEQW5PuoSzLZLoArL64msoxwjsm1qnMkxKMeeaoMMfLl6dZnyRfXZ2ewDxL0FukoXqHKtdmd13dUY0jlQr667Du2CFeQY032PVVBWl1fF9SrUth0gmc6tCMqYmJgAvmqsw41qkH4X+A3g98Xffhn4bhiGv2JZ1i8v/v//DnwC2Lv433uB/2fx301sIBztHCAS+Byam2x/8zsQ9XSWC0/+GDO7D5Kam+E93/pv5KfGQEQ6buJGEfJzWy7z2YFxvjw2wO9c3UYksjF9iW4dFpUwSoLrL+p3AnmvhgUU3Dj45pP8/fYwdiLPS8UcBc/lLyZrlD2bybrDlYU8o4045900W/0xHvFPUWjDg7yNBv14zOLQTGaoujGatkt3bv2oD9JOgg/3P8yHex+lP95FySvz7cmXeWXuJJloiu5ojk43R080T080z0O5/WQjLRNY3W/wVvEcr82dZsIq0biHtB4bDQtOhkKkm53FN+8px2wrDOn1qvipDEEq2/6BVbihDVIYhs9ZlrVj1Z8/A3xo8fr3gGdpbZA+A/x+2NqWvmxZVt6yrIEwDG+coWwT64q67XAi38fBuUniwcaJFroTCG2b6UefZOKDHwPLYvtL32Pf2WPYd4Bf552Knx28yk8NjvDHE3381uXtbFRH69tFJYyRWJ3W5S4g79Uo2xGatguYP/q2FfJM5yydbpNn5zr4F6eThKJvUrbHPv8S9/nn2/ZYv+3Tj884LleI0RHTJ29dK2yL9vHpre/jkdwBIrbL6eIlvjLyfd5cOIe36AMW8SKcrVy9RtMat6PsSg3xSP4AD+cP8FjHIZqhx7n6CFPNClfdGRrWvWXivdsYju/EDn0GKu1zrW0kdPs1IoTU+rbekun3dnyQ+tSmJwzDMcuy1NF7CJCUzMOLfzNukMIwXDHIdbxC8tpEN65Tw5nSWixlpjZwR+g4W6QqXzrq6ejRTQ6cSr2q401Z3R7d7xI6M4XJyVden+gaoOk4PDiz3CVS5lJFrEyR0klRlxZGlq+j4r+R9rRzWDRRx6txIc0uqx3Nm/Ekcw88xsihh6hl8wyMX+Xht14mXVkgM7TMD6NU8CbKezmeVJulmly2V8pEyU/KVseBIs2MctzIcpWcZL1MpmTVr7q0C7BS7a4cM6XTsnTW1PH7fK73Ml/YMsy3Jrr51dODhIus1jreJ5MDrY6rSZoAdI6bJhO3ziQloTNlmcwUUg4Ac1GLWLSyJH85D2QdVDt0Y0Vem8aVbhyv4LGyIHBcotHoivGi+kXOo7m5AvsoEE8UuFKPk7Nq5KwqzZmrRMImk5OTXGYlXEJ2JiKEFli5JDGvQa7RoBpP4XcOMmRZWkdik/lEXqu5IusoTTv1qTJf3PuTHMzupNys8q2rL/DdiVcZrrQ40KScFVabqkvA1PwMP5o4gYXF/ux2nhx4mIdz+znY2I5fD3ijfpbTkWUH9C3C51CZp0y8QLqxJftMF+Bj4u+R41z1nzQ/mhy21TiWc1HHfyahM6vBcv9I1wl5XQ8sRju20lW5gl8t4rNy7MpydUEQsu3tAkRM5m6dOVvOP2k67e3thTCkL5UgNXKeZipLICIqW2a1a9+hw3o4aeu2adfo5CzL+gXgF2BlAslNrD+Odg3RU12gr7bAghul5rh4sThVx6VuO3ixBFXHoWo7lHIhNcdlbnA/sUadx068ererf8MIgYW+ISbuf4yZfYcJXZfc6BX2vvgdDtZK71A9x53DZ/pG+evbh/neZCe/enbHYhDtOxcLfpRB6+6b2OpOlJh/c+lVtkVK9PrLG5FJg7kpQsh9rkfKW/y9ufwxL3QMrKsD9uHELn7ygQ9iY/E7F77On1x4jrrfMEb43QhCQk4XLzHKLP917Ds8tv0BHo8f5NH4fkb9MkXnncsCvVaYSu7AtyMMlM/e7aq0RYSQgeIE8WYDezYktGxq3YO3nCTodjZIE8p0ZlnWAKC2nMPAVnHfFmB09cNhGP4W8FsABw8evHeMmvc4ZmIJJhZ30//6yAeve2808Il5HnG/ieWVGesZ4FtPPMPO0TGS0+1Th9wNNJMpSkM7KG/dyfyWnVS7e7EbdXpPvM62M8dIF1qOn9amr9EtI+82+Ez/GH9pcJjnpzv4v87uJHgXbDfLQYSkpXfMvpOoORHSzeqam4UjhBx2PWKEXIzlqNgREtEICa+Ob9lYbViHb/m9lsun8u/n8cx9nF8Y5jfO/CGT9VnqN7kJbIcQGPGm+XblNQ7HdrK12cUJZ30Ict8pCIGx1F5SjVkyjRk2umEyTUCy2aQYS+F09eEn0oSue1c2SF8H/grwK4v/fk38/W9ZlvVfaDlnz7fzPwrDcIUa1pTtWBd1olMxmsx1JlW6QjsTgPSab5d1WKp9depmU3ZnHQeNSZ0pIxVU22W9dDJ1LJsPFMYIsYgHHonAJxF4ZGxr8donGQYkglbEkZLT+Pg4U8kMXz/wKKd/5hd45IVv0ze6rJw3RfRIVa5qWzt+GNmeFakuIlEqW3fgVis0+/ppxpN4iSR2Lk8lk6PQN0Q524oacbwmnTOT7Hv9h2y7fJaI12yZK5Itc5pU1UtznC6CxMRzpGSji7SElfJXKnqT2VMXDWgaj0pNLd9rilBR17rUA/K9sBy5Iuuw3FchBxIFfrxvnCc6ZojYId+b7OAfvdGHF1auKVfJUdZLmqV1UTay3qas6+rvMjpIF8Vm4sTSZTmXJg/ZZ/K5IAiYTDVJZGpLZkdZB10Gd1M0rc6EI6HjdZLymrZbZUW9utaFQNb70qVLy8+JCDH17qUIT0KORDxcH8ayvXQPbQNWzhPZP7oxoktBJH+HZZOt+nco1sMXBz7F1lQ/X7n8PX77xFeWfIx0kXSyLF16Hqlt0pl3R0ZafODnoyMMBFm+U2h9muQaoMozpbPRRbLKsSD7XRelpku1BPrx0M71xBTVbFpjFWT/KZOTNKsp020pMUAlmmf75A+pt4mCA31kWjuzmmyHyTSrZCbHoy41WNKvQ7OJ1ztEpn851Yhc56T7i+RT0+FGw/z/gJZDdrdlWcPAP6a1MfpDy7L+GnAF+Pzi7d+gFeJ/jlaY/8/fyDs2cWcQCwM+Pntt0gDdB2s1eiol/tLxF/lvO+/nlQ9+ksOvPU9ifHzd6ioRApNP/zgz7/+I9vdIvUrn1Djbz5+ia2qUrmIB+wZyGm3i+kjYHh/qnOSTvaPsSFRY8By+NtrDH431cLUaX9ocvRtQ8lzito+Lj3fLZ9LbR91ZpMu4TgTbzSBCyCGrvrg56qEWiXPz8T43j6c6H+In+z7MQrPCPzn6m7xVOLu0OVpvvD5/ms+nniZnpZgP7xxb/72ESqyLC4MfIdIs01m6N5yz1ZofXodd/mZwo1FsP2P46WnNvSHwN2+2InLHK3fdcqerO8nrdsomhk25s1cnjRuxb6vdqzwBm05TulO/LjGgSSuhc2qWO225a5YnRbXBkc7UOo2MrE+7ZKiwLJ+enp7Wv8Bnjj7Ps0fey/HHnmJbKsuBV3+wwonU5Nyo6itlbnIuVu3JZDIEboThZz7H3JFHANj/4nfoDz1ijTqxeo2+VAI3CJbLSsWpOcsnOt2pRp7cZF+qupmc8CVUe2TQgIQ8Uatrk3ZU1VHWtV0iRVPSSx3/lTw1yfmlTtSw7JTs+z7d0QZ/eds4H+ubJekGnCkl+Ndvb+N7kx0Uyg0gACorxqAuebKsi0kjpmuDlL/8uzrdyxO7ziHVpBXSBWLoWMpXX09PTzOWbrV1dvQihWZkxVzUOd9LeeiCIOShRLZBx48l/+bbDk3LIe43VoxN9Q45HqWjuex3Jb+hnm7658ZxAmjsOEDHYii00qjIE7tca2W56nQuZW5iap6ammJ7aoBf3PEZHuzez6uTx/lXr/0Oc43SijbAsvxMCZ7V6V9qkCRksIiqmxqDb5XP83meZqiW58LCFa1FwJSEWhcUIMeKXPNUH8tnZD/oErma5rWso3qvXLtMWjvd7zouJvm3cryHc0Mfxwma7Lj4dbxmGU/UzcS3J/td1x45b+VzagzJoAPZNsVpZEoor8ZCqjwHpTLY9or+l/WVDNvtWPg3mbQ3cdOI+B5PH32RV/fdz4lDD1Hq7GHf898iNbf2uXnqHd1c/tx/R62nj12vvcDOoy9hsTJqwU3cuhPnJlbCJuQvDE3yV3eM4toh35/s4GujPZwqJXmnhu/fKIqN1iKbjXgUmu0Tv64nKm6UbLNKl20x49z8+LcIGXRChmZbPjgTuX5yt8ATczPIOEk+t/cn+cjAYyw0K/zGsT/gG1d+SNNbG03YzWCmOc9wY4ojiV08v/DWHX//RsZ8tJuzXU/h+jX2Dn8Tu1ls/9AdQsyCh5IWtQAm8CliI9cl5Zd3RzVIm9jEatiEvPfMm1hXL3H6sad45XM/z7a3XmHHGy9Bm9DJ0LKpDG1jYcceovUa6asXiU9fS1hZPvgAlz//V7DCgJ1f+m12lec0pW1irXAws8Av7b7MnnSFl2ey/Pq5rYzVNjefCvPN1mk+H/GuCY2/05hI5HDCgG1elTgBI/b1T8IS/TGXI1GfhAWVSIJCupOmq/dluR3YWCTtOJlYjMPp3TzT/TgRy+UbIy/weye+yoJ3dyPIjlcv8kzuPWSdVPub3yWYi/VxsuuDRLwF9g5/k6hXuQ7T1p2Fa8GDCYuYBa4NXXaDcmgxFrqwqMFzAo/QurFEtDf0zjUp5TZh2/YKFaaJp0XB5NSs1Ggm7hX5DnWtS8wKK9XuOsddk9peZyqRdVBqQ6leX50GREHdYzLL6PgnTElnpdpdx8Nichhd7cwJK1WUD46Pc+C5P+K1Aw9x8aH3Mb3/CPe//kMGxlrJSpWc64kU872DzG3fw9y23fixlQu6W6/RMTlKx/gwHZMjVLbuZvL+95CbHuehH3yDRKNMVmiNZH10DupSZqqduhQOsFL9reRncgLWqa6lWtmUKkS92+R0qUu8KSHrq0tnY0qLoKP7HxtbjpkYHR0l43r84p5xPjU4y2TV4W+/1M13RxNAafG/FnTqaNkeOd50jtdyzEv1uJK/7DNTYmHVL3Kc6xzjpenQZD5W7zXxrch57Xkep6ZDyp7FL+64zC+8tNWYUFeZLOS40o1XU7CJLkGzNGEr7Wkt7MYbu0RvbYGUYzMSyxFattFM25dJsTdm0ela1CyHS9E0HTt2o2qpM9eYkmpL+U5NTZFzU2x1e9mf2c7+7Ha6Yx2k3WVzCMCrUyf4zRP/lZHy5Ir2yv7RpYiR2mKViBdg27aWI7lpnZNzRiXdle15efItnsm9hwPWFt6YvLD0dyVzOcaUi8Fq6BzydemGTN8D3XyXv+sCEGB57Oi48FbXR7W5neN2ITbAqe4niXsLbLvwNSy/SpP2wU1y/umSw8uxK+eENKepa1m+5KbKpNNsrxdJBQ3OOykWLJce26erWWVP2MSbukzTiZBo1qjFU9fU0xQg0jYB8HV/3cQmbgDxRp33HX2R3VfO8er9j/PSk88wMHKJnedPMrq3k5ktOyl1t7iuIgslui+cpvPyOfLDl3Byeeb6hij0b6HQN8TU1l1L5Q6dOsp9r/0Q513G9n3nEPKJgVn+xz1jpF2f/3guy2++3UGpvuncrsNUzeHvvT7Arz42yj9/aIz/t3xoBTP1HYdlMZPqpGlH6K4U2OZ7LETiNHyfEIsAiNgBAdBph/RHLTzg7VpAs6MbLItrM4XdOFJ2nEcS+3mgYxf98cVNm9/gXOkqb89fpuSVKTYrzFbmGKtOc6E0rD3w3g5sAjqDGTqDabrCGXLhBDN08EOrfXaricYspxcu80zP45yZGaUc3n2W9LuFEbo42X2IZHOew9Pfp+JvLH6ovF8nEzS4aico2a0NWcFNUHDipIMGfUGDqNdgNt1JPa/fzN4KNjdIm1gz9M5O8swP/pjj2/Zy+tDDjA3twAoCcpMj7H71OdLnTpGcnsAVp6bEQpHkQpHB86ewLIt6Ikmhdwi7XqVr5DKOxgF3E7ePiOXzxf63eH92jGNzSf7N20McHVOnqXtwQxpCrpkgX+lgLLp+ptgXp9L8mxO9/N3Dk1TmTvCfZw+v27tuFMVEBs9x6VmYobteWvnj4vQJQrjahIv1EA/ou1UTRAj95Hk8v5vD8Z24lsPphUs8P3qUt2bOcLk8hh8Gba0AtwKbkAcTo+yMFhiIFNnO9+lkDqcmsgfgYAEvho/eUJlfGvsz/v7un+fjmcf4cvH5NannvYZhunnZPkS6Mct908/irnPOulitTLIyT9rzCLAJLIsgHcMLQ2pNGy8MaQYhaQJ8WhHM/Y0FyrbLtL3KFGxZLDgxyC1rGWNrSGa6ITZItm1rI1FMMEU1KEiVq86sBsuqQNN7depKqc5c4fEvohZ0PEcSSr1nip6T9VHtMKUs0HEptUvBAMsqV5NaWAcp0+7u5eSUSo5SDTtQLfD4sReYSmbomhpfCkdeyKYgu6utGaqnMNH6ezZrjIKSzylVrjQnSJVqu4hFXdSIlIcpKlKVtyLCqE1qDVM6FHWvibdLJzNTVnFZB9XX0iRSGD7D//3oKPdna/yr11P8h5MJQua05l9dlnOTql7HYyR5RuS4kddKJpFIBCuEg8EWkk6ccWeeGbtIMnttGo9kMonjWXSU4nSUYnQU40S9ljwGww7GcsucP9Ks0i7KxsTZouA4Dl8e7mJ7uslf2nGe4WqMP5vbpo0gMplV1Hul2dO0pqm6yb+pzPSr/z5R7IAwJPA8rDDACkMatSp2GOLZDk3Lpm9VubLeupRIcm2zFwL+Yu+HOZzeRTlS5c/GXuY7469wZqoVAi5NJnJsyvGk/i5NR1I2ck4MLaYAOrRriPdGz/CB6Ek67QUCbObs7wT4fwAAIABJREFUThZiQ5yIPsyc08NcpI/5SC/dhaN8ovyH7Mk2KBSvnR9ynlSrVS5WR/jmxIt8auADfHf0zzlTvrokG2lWk3WUZjzVNl2EmYSpf3XjxuRCIvtCZzaW/SfHvNqgmkzyR63dZIMS983+ANfywbK1qY1kfeWaJ90R+vv7l66V/NRabDdqxCeHSdQr+LaDE4TYhDiEdGV1PnTCfAhMpzqJ+Pp1TnJ8qTVCrjHyXtP3R4cNsUHaxDsPmUaNTKNGbY24WjaxNhiKLvCrT1ylK+bxd18b4MunNg43biyM8LR3hC1h15ISyyeg0KgwHV1gOrqAG4nSVU7SO5IhW45iYdF0AuYyNQrZOrECbC3liccj1Kz1G3u/drqPPV0uP99/islmghK72j90J2BZhLZNSGsT1nBE/94iL5iDzRPJw3yw+34CQr469RxfPfdd6sH6zu2BaIWf6Bnmo5nniVke571+Xsz8BBcj+wgsd8lHSH74J92Wj1KvNwp064q9Bn809hzv6zrCzw59nH929rfXvB0bGWEIdSvGoDeGG67PWmD5HonCJPH5aULLppDpopTMURDUI2Ojo7gWpBNxHFoO2T2dndhhiE1A043ScKPg39lUP5sbpE1s4l2CI8lp/uctR6k2Q37xpa2cnI8DhbbP3Qn0hTmeaT5MnCg/cE4wEp+jz8/R5+cYpJN95T4OlPuXqruQaHC1r0QhW6eUbCxF+gZ+je2lDnb6vZxyryVEXSsEWPz66AP8k+1/zt8eOspv+XuYCLvaP3iPodvJ8dO5j9Dr5nmjdIavTP2AOW9hXTdHD3dW+MKuAk/0nsEPLd5o7uH5xiFGgm6292y/7rPzdid1K06Pf+MbpEbg8Qcjf8b/tPPzfLT7PZzg3ZN+pIlNYNnEwrVN6wJAGJKuFslPFrACn3qmk+l4hsC5dtsRAs0QaqG19Idk5FqOrzuNDbFBCoJAS+YH+jQbJiItJURT9IiuXJPaUZeqwBStJKFLAyHvVb/raONhJemZqvuNpGHRpU0wEZ0pmAgO22Y4FmYIdYqTRIRSplK9rvrFRGqomwTt0r/Id8jnZdtUGe3SV4DeHCfLlaprJWs5Lkws5Lp26FIOmFJd6ExDUs1tijZShH4Phcf437aOcLkS44vPdTFeBaitiDBRcjQRv+kiPuT8kqp2ZVpTZhJYJnsDYUoJYet8jgcXtlGzm3w//zZzkSq5ZAc14DIlppI+dmCRq8RIOwmK2SZuNgZYWMRJ+cv9VwYWZhocDLYy3dOSj5SjvNalx5GmWbn2qGvZv+Wmxf956UH+5e5X+Cvun/Dr1c9QCpdNRCbzlVobTOZyXaSqjlAQVspft/aY1jc1dnSEj9CazwczO/iru38KP/D5lRO/y6uTx5d+l2kp1FyT8jKlhNBFLKrfLUJ+cd80n84PU/SjPGc9zo+s+8nt3EcWyK4qV5Uh1zw/CJiw++n1RvD9+5b+rtYcUwTTK5PH+FHuPn6i9wkuFb7KfFA2mrBlGaruJheFduSourVW1stkstdFsko5yHGq6ibHu+r3BeJggV8tGlIMrRw3am2R7ZXzfmmND3wGCmNEGlVq0QRz2W6akdhiHZsr7gXYs2fPNe9anerneu2Va6F2XBiih9sRRd+dbdkmNrGJO4aP5i7yy4dG+NFsmr/x6m7GqxviXIQT2DxS2MojCzuYiBb5s66TzEX0qUsCO6SQrjHTVacZuf5HZ6qzSkcjSaq59tw+qzHrxfmVyw+Ssmp8NvbCur/vTuHJrgf5X/d+gblGkX/w1r/jzbkz6/q+hO3xD/ee4tP5Mzxb2s7/cvXjPMv7WODmOYomnUG6/Qlsbi6Z73cnXiXmRBmK3Jjm6Z2A+qKOJBKsnenKDTy2ladxmzWKvVuZ6hykGbk3+dQ2xEpp2/aKHanOcReWd3vy1Lu6HFjp6Kfjw4Hl3aXcpZo0SOpaniKkBkLHRyRPBvJ33c7fxG2k6mjimtGdWqTmRGp1pGaqXXJJnbOmyWFY1V2evE1pHnT1ltc6h0UTP5aOQ0Y+rzuhmhz2dWPElD5GOkrqNHCm8aZzlJSnHh1MaQRUWbq0Gbp7H+4f5fxCnF9+ayd+aK04uUn567QVEurkbHLYlw6aSrPY399PxHdI+BG6051EPJuIb2PXobeYIlWPcKZjivMdM9CwiWjObLKvdH0pEYlEqCcswtGQvcEAVzpLK5yhFR8OLPeF1AjoOMtWl78aF2tZTta66XDmmJ2dXZKP5O/RjV3dKX/1vapfZZ/ItUneq0shZBrnSgM0vphL0QLS1Sj3d+zjwc593JffzWtTJ/nnP/otKl5rvOkc9mV75LukZkuON6VRlNrELYk6Pxf/U7qteb5pP81r+YfY0WGtWFN0bVfvlfOwXq9TDOK4+OTdBvNhqwxd+pfVXHSPdh+iGXhcaLR4wuQ6Jse81IjpxoOujiZtofym6JLzmu7VrT3Xa5usCyyvIQt2GmLglecpC82zTnsDy+2V/SuvrXqVrfV5nDDkQixHdaFGvT6vvVfyTKk2j4vcnnLerr5vdXvltZK/7D8puxX1bRPxtiE2SJvYxCbWDzm3waViFD+8M5w9WSvJvmCQgbCDLePdZLzFBWkVWXot4vHmtgnGImsblu/FQuYydXpnk1zpL7V/YC3eGTq49yA9wpH0bh7NHeRgajtpt7UJuFga4fdOf50vnfsWfnhzWpibxYHIKD+feI4Qi/9Q+3GmMwdvv0z/FJNWL/OhngRYBwebx/KHeLN4ltp6+ONsUDSs1obHDWrcrg4pbcOuWmsuX4znqdn3/vbi3m/BJjaxiesi79YpNPRa17XEDruPT8QeJWunIIA6TQpuhSvJWcpug3hHkqYb0HQCqmGdpf3aOgSmTHZU2H+lk2x5/c1sAM3QxrXWdzOx1hi0uvjZbR9ivrnA8YUL/PnYMY4VzjLfXNCe3tcSFiEfiZ/g08k3mAg7+J3axyiEWXLtH70uuoMpBsMxvuM+zc3kDrwvs4tsJMVLhWPcglXvnkXdas0P9zajw3I2PJC0CCyLS7EcjXfA5gg2yAbJtu0Valip3pMqMKVylapr+btSrZlU1xLK9CMXApOJRqmOTeYTnfrb5Eiu1H4mdenNlKUzM0gVpM6kaLrX5JSsc2ZvRzdvglIhm9S3OqdYXeoVU31lv8vxpH430fbL59R75biQ9ZV9pTObmbJNKxW9iV9EJ2cpDx1nlXyXKc3AfGGGnNtkrBQs8dTIcqUclBnWlFleyUnKUXLFfDTzCE7g8lriEtWOkFK0TiarNmYRwgi0MnTZhOVrF2T5XlMwgq6NOnPPQkcDbzhg10ieye4e6m7rfrl2qP6T5ZuCJxRk/68wtzZ87IhPsbjs7GoyZapyTfxaOlO/LmgE2psBpWzkmC7NF/lI54eZqc/z9078W+pBU8sXZUp7Id0c1N/l37Zu3bp0LVNG5PN5UlT5mcRz7PLPccY9yA86fpoOO3YNq7dqp5wnUg46B+kj/jF8bE44hymVllPq6Bzy5dh/sudBFrwK55tj9MZ7ryn3RrjodL/rOLFM/a7uNTlmy3JVfUzfJHmt7tWZ7Gu2A4HP/PS4cVMsy1JrhOzrLdkUe8IqTSxOeBEaizn2VL/JcSN50XRmMRN0nGWmACwlX5Primmu6bAhNkib2MQm1gf5SGshnKlfnwj0dtFj5+jy0ryeusTZxAS52O3qAm4PgRNyZucc+y/meWJ0J6/2XaEUWz8OFS+07ikN0uPJ++iPdPLr5/7LOoXshwzFqvTFauyINYlYHuUwRtae5JPOCyT9Ot+JfYI3I4+StNfGgdcKfe7zj3PO3kPVunHzWsKOcTi1ixfnjxHcpGP3vY6m5WIHjdtKmLMlrOMAJWyihIv0jncxBc8aYnODtIlNvIPRGW2dzNZ7g3R/ZBc+AZdiM+1vvkOYy9U5tm+G/WfzvH9sB2/0jvD2Or3LC20i9r3xcU0T5yOph3i7foXX59ZWItmIz99/YJr39l4lF9FvvKbCPF9NfoEpp1/7+61ia+00acocc+6/qecezOwjYru8Wjy1pvW5FxAJPQInxu1kX7xgJegLG3TR5IjjsxBaTIQOV+Ce325umA2SSR2mi4wwqcvacU7o+EFMakmdGtSUhkCqPnX36FI/6DI+w0qVn1Ihy99NEWCqPVJeq7ORr66vKSJAZ9IzqZh1VO2mslQdTVFSOvOGKRu8rlz5Xh1XjCnySWfyM/FxSLRLSyKh5C/NMlKlrRtj0kQnIz5UfWRqB1lfyVGzpd6KTBmd95bMQ1KOErpUIzr+EBkR2dnZiR1a3O/vZCpVJtmZJskyN4qUuUmdrZvXpihRnclCxxelxsdCvMFb+6c4dLGbRye24qfrnIq0CCRVlKecGzpeIVjuN1Mbas2QiNXic1P1kfdKmcm+VDBleNdxbcl63cyaptIxPJF9AisG//HyN42Z2tUYkHWRJl15rWTW3d3N+9NX+VjvZd7093CuuYXJsAM320eTCAmqJKwG4/YgsXSepKYsnUnJ5M6gxqNqw67SS5TCBK/O5QmYWcEHpjPhKDm+J3uQyWaBaadEMplcMgNJE6l8r+SLUmWYzD0Kcgzr1nhYNsO34wKC5fkl18H5+eVoMV2Um2yD+g6FYQliNv6qHGcm06p6n3xvsdGkiMUFImQbVbbGbXY7IdvSFqONkGI0Qt26foS5ep+Uh+57LNcT0/dYrZvyXpPZsp1ryIbZIG1iE5tYe3TFWwvDdG39KM+2hT0kiHEyO7Vu77gdNCIBb+2e4sCVTh4v7qWJz7nIePsHbwL3ioktbkV5IL6blwrHmWnOt3/gJrE7VqAWOHzJ++hSupMOu/UxXyC7tKlZa1acVFBkZ/MMP/TuI7gJer/OSJa9qa386fwra1yjewOK/yhwE23ubA8fi6uNgKuNgA7XYlvMYWvUwg7LzIcOU1akldtkDZPJrjc2iSI3sYl3MLpjrZPzdG39TGz7wyHK1JhOltvffJcQOCEnd8zgE5C/ifDvG0UztHGsVsb5jYyHEnuJWC7Pzb6xLuXvihW4WM8vbY7uCMKAjy58hQCbl5o3RxNwON3KofdW5fx61GzDQ22Q/Mjtb5AkCl7IsWrA8yWfEStKgoA9YY2esfMkSxsjvdGNYMNokEzRWTpzjcnjXakmTYRmOnLGGyGNUupKU2Z5XYSYVHFKVa9Sg8r2SrWjVJnronekSlCXlbhddJ18TpZvIj/Tqbl1UT8m2ejKMkXa6dLKyLEg+0dHsmjqdx31vOledX0jaSB0/WMiHlXj2KS6ble+lI0y90giUJnNemZmhqFEnc9tmeGTA3NM1RysaBLVw+3GuWy7lL8yE0mSv/5cD9tneng7MYYTuXY5MY1X2TZlcjKRhkqoMtpFvch5tCKqFZtEOslA18CSTHVpM1aXoeRgyv7tsWgCcK2lMWDKaK8bNyZXAR0xnzTTyvGmZCbbK3+fmZ7mkT17OVce5ujwyWvaKKHeJ98rIwA/tbPBjyVPcb7Zw2h8kItsYbs9wXZK/DkP0ZXW56XTpf0xtV2ZuExrmjIxH5z7Ltvdc3yl+RQnx2vAIgmiiFxT68XqSNj9me0UmiWCrEPHYhydWo9Nrg/yWr2jXQStifDRFIW2+nnQkzOaUqDoom11KZEii5xPbjKPK75D8l5p6lfyl2uPyQyo5vVCtpuFMCTt1RiszpEpTtHsWI5+heW50i7tlok4WEJ9y0xrhM60Z8KG2SBtYhObuD1YhBxOTPHFBy7yeFcJP7T49kiK3z2bb//wLaKzmcLGYiQ2x9obTtYW1uK3JLDWXsvjha0PWcLZuGSR96V30xfr5E+mbi8lyqHUHP999k2KQZwnEueIWm/jhxYOITPkeZ0ja1Tj9uj1x/i48zIn/J28EhwCRts+I7E7PsSZ6tV3rS0lqjRIbpx1DeOwLJwwwApDyl0D94yZbUNskIIgWHEyMGkzdEk6dUn1dBoB0DtzmhyK5c5cpyEycTioU41MAimd59S9Ji4G3YlbaphMWY11p0cdrwks79Z1zq/yd1muaTeuypDPSOfhqallvxSd86pOCybLk30tT0U6zZM8QckEikqmJidtXUJPU3t1SWNNjocSOo2IrI8qV8pDntJ0jv6Klj9ueTzCST47NMm2ZJ3pmsN/ONPBly/nmKyq8aLXTMpylXxlveTpUTmvSg1SV7R1SrRzEaIaB2fTiVCXAkPOKZ1s5L1yLMgxotYO3ZyxF4tJZtP09UW0GiTdXJXlSsgxf7bRA5zjqe5Znq200q/I9Ua3Tsn5Z0rdoEtuLceFLl2QnPeqbTuTg/zcrp9mtDLFt8+/sKKdClJmiudmcHBw6W87duwgSZVfcv4TC24nX859kaYVYWs4wlD9HA0nycn0E8StCK6Bt0nNUZNGTf5d54Qr21YuTPLjzS9T9KP825GDlIMxozZQF8gxlOol66a44k2S6Vrm9VH3SNnKvpb9o8apyWFY93w7x2ApA9O1rlxTomXdGq5kHl1MHBtEU+QFt5FJy6Xkr5Pt6nvVnMlms9hek57iOF4yAz2DxC1Ly9VkcnZXZcnf5ZyUWlXd99pUbtvE7Nf9dROb2MSGRczy+Hz3GT6UvUrS8ThVTPIvTu3gjy44NAP18V1fx+G4FyEgpO743BnO6luH8qEO7bXXIF2s5ThbzfGxjis8W9nLRuKB2ZUc5G/v/hnmGwv8H2/+Jl5461quZ+wfEqPBVzN/mbrd+kCNRvcwGttjPLytF37M/y6dzPIrU09QDm5+9O2MDQBwoT5K8rY5vO9NOKGPFXj4zvWj8G4LYUiuMI5FSH1wxz2jPYLNDdImNnHP4jOd53gmf5GXSoP8f+cynCq1TpDNYH3TREgkPJea29xI+wEj7MVNY7BO3/FvF7bxNwePcSA+w+naxsgIrzZHC16Ff3z03zNbv/nItYTd5MHkBE/Zpzhsn+MHwSMU3N72D64jdlTe4sHgLV6w38fpWk/7BzTYGR2g5FeY9ubZ9i7dIFmA61dpuuuXXyVeKRKvlSnme7Gj67gRWwdsiA2S53krzDJSvS7VvjrnUp25zcTtIdWz6h6ppjOpfZX6T6qKTU6+qlyT85fOKdKUlVhHry6hc7yWf5OyMTkJKkjZyN91ZkupGlXvkGrNiYmJpevh4eGlayU/k2lPQo0BaZYxcQzpODRk23V9beLFUO/QOQiCXvVsSvmh46gxmX9140WOYynf6elpXHye2naFlwsd/LMz2xcDAVr3yLarMW0yAbQbF7Lt/f0tYj9pYktPJfDiLZOm5PdRMjGlvdCZSKUcZVmmOawg26bWC91YULyF0USUVCqyZIaV75ImYclTpeQv1yNp0ohEIrxe386Cf5qnMxc4WelcUVed6UGmazBxeKn5LMe+dAKWY0StoWrO7UoN8Uv7fpq5WpG/8+KvMllZ5u9Rc9HE4dbX10fSbvJ39pxgL5dwCKjYGY4nnuR89pP0d/VdU0e5PurMUKDndZLy143T1UE7Eb/Ck+NfYZQ+nuVxSqW3ln6Xrg1SZso8rGRuAXsSQwz702Sz2RXjRclUtqe7e3nDK53VVV+YXDmUHGT57VKnyLFiMvXrTL5yLMhxqlt35bxP1WepJvtW9IMptY3uGyuxWovoEpKbm6QZS1DLdZMxpG/RreE6B3XpOiH7V5rYdGlYTC4tOnPcyvpvYhObuOfwWHqcjmiTP55YWzbim0Ws4VDM3BvZz5dMbOuk7WqGDs+VtvOx3Hny03py0TuJn932DGWvyt958VeZrs21f2AV3p8Z5QAXeJmHOM4+wv5HwLr73sz3TXyFmFfiT+xPE1i35lp8KLmTrJ3ie7U317h29x7StQnm0ttpOAmi/rUEk7eDXprYgY9n2URrZchkNk1sm3h3ICSkaTWp23XmY/M0nAZ1p86MO4PnetiBzUJ8AbtuY9dtvJKHXbOxGzZWcO9Mko2Ij+YuMVKN88b83TMNuL5NtGFTj27cyC0JL9biQ8qO2iz0rU+dv1fcwSfz5/hQ9govsm1d3nGj6IhmeHPy7VvaHAEcSM5SIsW3eAqwGNoAm6N89RK7Z7/P+c4PMz5/64eDj+QfZj4oc9q7soa1uzeRqbY0/sVYD92VtZXHFC6dmQzx8jz5icsEs2P4+R78jh5wNv72Y0PUMAgCbTQG6NOOmCLI1LWJR0mq2dT7TJmVdTBFXLXLdK+DfK9J9anukX9rF02m47pYXS91LesgI2NUdBQs0+qXghLljjKVjgrlfBkv5uFHfbPDa0ArdHa7/uewFkIVrIIFw8AwJIqJpY2TarMcFyYenSAICK0QO21jVS2s0FqhYlYqcakaN0WeKZW5aQyZeJmW2iXUxrIvdKppaQpT7ZFmGWl2lqaD1MIl9u+Z5ddO9zE3X1ySgYJuTOvSBch6yfpKNbeMYlLXXV1dxOo2+892gAXhljidHbEVmbp1GbV1WeolTGYZ3byUfSLlqOSv48kKojC7J6T7bZvMdEgp3nqHaSzIa51JSrc2zRPjWLWPp3OXeaH03iVWZ51ZWpYlx3m7KCcTV5YqV0UYZdwkxWZ56R7dGmsy3XV3d3MgVWQ2Mkh3ruXjI00wuvQ6st46+cOy6Vrea1qjdRGyD479ATU3y/G+z1K8egxYaQpttz6m02m2RnrYlRjieU6SyWVX/A7LfSXlIdeOm4ny1X0PTKmydG3Q8bnB8nyX816OMbl2KPOTiWMvFxSxgybFWN/SBkma1XQRYrKOpii2arVKFbia68BKx0h5NbqCBrGpESJTI9ixJNVkBt+NYrkRfCcCmtRisDz25FzV8czJ+hQKBVyvSaZWwrJtotUFCgM7CNwbd+jfEBukTWwshIRUI1UKqQLj3eOUciXqyUVySc8mMZcgUUzgNB2ogNNwCCshTsPBrttUpivQBCwYLYxiJS2shIUf87GSFpFcBCthQRKcfgc+2Hpv1atiT9jYozbWtIU74YJYX8JoSJht/efnfcJsSJANWn/LhOCAPW0TfS4KpWvb9U7BpwcmqfsW3xhdP36j6yG9EGH/uTxWCMOP+FQ7NjZ7tMTc9pDMaEj3KZvx+yFYB/KX7y3s4pd6XuJI5ApvNnes/QtuAFHbJe7EKDau9dm6UVzwenmseZYj1Zc5lnh8DWt360g3JhnLPIDn3Dob+pPJI1SCOqfsq2tYs3sXFiGZ+hSl+Po53oeWxUIkgZ3tw/aaJCpFkuV5coWJFfcFjkPoRgkiUexMnqBvyy2b5OzAp29uHDfwlmJIEqUC5Y6+6z4nsblB2sQSAgJ+lPoRFw5coB5pbYicpkNmPkPHlQ5ScykSxcSKyHGdE7fVXByOIVCGsBwSEuI1Fx1O4+L0GXUgAQyBu8MlGAzwHvHwbA8CcGYWtWiZgDC+6kNcA7to///svXmUJEle3/nxI+4jI/LOqqysu6rvu+ljZrp77hnBDDDAsJLQAuLQoEW72mUlFvSexCLtspJW2tWi98SChKQFhARvxMAMzNk008xM38d0d1VXVded9xmZcYeHu9v+EWmZFllmFZlVmVlZVfnt16+9I93N7fiZudnv+P6wZi3scy3TnX+vT/0zdTgDqddT2I0bbxbYTCTsJh/pn+e5uR6KzS2ldtMi5yW480yeZiTg1NFFkt03WfSPDbN3hQy/5DA0mmD8wOb6XAC8VRtiMYhzf/TSDdsgZSItB/Lr2SD9p/KT9GRiPF35IhaCKb5/s6p3zWg4GaLBtae06XWy3BHbz/OV79LM3Bym4e1AtjHDaNf9+HYUN9xan8LQjVDJ9lDN9mAHPo7fxAmaOH6TKALb97C9Bs7kJQh8wr0HrygjqFZojF/Ccl0iQxpTthD0Lc3ghj6T+SHcTI6+y+/iehvzDdwRGyQhRJsaT03NoTN/qCo9XRSbycyhqhVlNIOqllTVimq5OvW6KQJJvs9EvCj/rtbRFB2nyyyvRs7osq6r71LJvFTTjU4tPDY2xujQKBf7LpIcT9Iz00N8Nk51rIqFRT2sU1+m8NeZP3Rki2v7Qb73ivErA7OQPrus0o5AOBRiDVt4Qx4EIC4J/HmfsBASLoQ4ZQeWXyPbnEgksF6z4HGoP1Snvq9O9MUo4rLAwjISJOqi40xmF51ZTTe+a/tBmgE6yZCaKVw1dcpUIj9+cJqEE/I7p2JG04IqF3LOqFF5aht0mexltBrAyMjq4tOf6ObhqT0EUcHFhz0i0aQ2q7sKnckE9OkJ1Hs7paIwRcSth4unnoel4ZCBsTjFYdE21iaSTF2qEdN1NBrjPa+fo7FpWqeEdpmRbVhPveX4mNIG6eQ4Go3Sl+oGoBTUtPItx0o1I/X1rYbLy/Y+1/sTZGb/NU9VvsRLjePM5B5cecfaOpjMPeq17GuTCVXXTvX5KnGcxiLFYnHlm9He96v10qWDeixxFwEB36m8Q1emW1tH2Sfd3at/15E0wuoaqzOXm2CSbZ3ZUzUd6aKL1d/U9d6UjkZCnYuNRoN4aRxyDzDeiJMuThrXKTkmqgyqddSZH1XyTvU7pMpALBYDO7Y6F4VgsFHCmRknjMYIMxlEpcTipbP4s5OE5dW1r37pHMHACCLZGrdSqURPpUCiWWfUTbFQbRALFnGjKfK1MqHnIZbraSIPXmnbVf+6i9sG5WSZS8OX6FnoIfNiBmt5UW9ZkbcZTeAiiIsCr7G68KgT1YnotSdW08L6S4vouSiNpxp4H/RYnF4k82JGe//NhM+OzPEzh2d4diLJycUYsH3RYxHhcN/lAezQ4uJ9DYKdzgrZAQtHBZlxi57xq/v7XCvOev08mrhMj11mPtx+2Xuq70H80OfU4oVrLmPQXuDj89+krznGktNLNXZjuY8AbEKC6/hs9bt5xrxZKmH9NmU+0iNVn8UKfWrpPaSL1y4zmwbLwt97ELw67th5GnOTiHrrW2R35YkevhOR60VUivjnTxE79w5hNo/fPUDwLTeZAAAgAElEQVS6USFXLzFnx1hwVjdAS5EE3V6FRK1INZ03vbkNO2KDZNt2R6p2WD0FdHKENnEB6VIWqDtwXSJEWD1drN11S6i7YrlbNyW91KU4MUG38zdpQSR0zmrQ3jbJ9SIdf0M75OQDJ3E8h57Xeqh4q6cPnYZIba/sE93pxlR3U4JM3alE1VCo17oEsuppOFqPkvpaivqROpWHKxQ+VSA8G5I7mcMO7LZ+VE89sk9N2gxdygCdozO0n+JkagdTolgpbxMTq7mkJicnV67/6r5J/vtjJb46GucXvpOhGVa1fEfQLgPyd5PjrzoW0sla5XyRff5o4QDJRoTvjkwRTa1+Wkw8R7KfTJoeXT+aZFvtU7kGdNJSqidDnUMxSajsgfx0hH137CVwWv2gnnZ1GgjT/For/yfCLuiCQe8C58ojbdooVWOlK0uFTuuqQidvcRHhqb6HeH76dRa90orM6bQr6pxa4YVy6vzV9As8yAmazQSv9PwQZ7o+QE92CDnaant12mvTyVz+rusDtSz1WnUud70lFqwBZmZmtIliTWu/fG/KjjHrLyGEMNZXriPqemIad136JB3fmjoPTImU5TxQf1Pbrlvv18MzpoPantZzTSLFCUrpEWKlryAMVhp5bUpxohtXtQ26bxqsyubw8PBqvXyf5p5DxMfOEgD+YD+VaALhRkBAON/StluDB4kuTJMuF4kVCwwAFcvlnG8h/NZ3uDU+gkEsoqUCM8uSrHKR6bAjNki7uLEYPThKI9Ng5OUR3OatIxIWFomzCVITKYoPFlk6tkRpf4n4bJxsOUuykCRejONsbZrG64TgZ4/O8zPHSnzxUoJfeilHM9xep+j+RoaRejcXegsU0nUGbpGzd2k/ZMahr5Bkqvfa/Vp0mGhmKQcRjsfn+HZ5e8P9P77nSWJOlD8Ze36DTwq+r+s9PpU7TQTBSzzI5ZEfxXO2jmV5QxCCpKhSs6+djTllx7kUTne+8TZEYvptlo5/L83sMO7iDqE/cBzq+4+vbCqF5vAtbIdipodiuptkvYxVWmTKTSJqazdjFnO47PM93MDHXwfNwK3zNdzFNWEpv8TM8AzdF7pJz6U7P3ATwvZsci/lyI3mKB4u0uhpMDXc8u+xQotEMUFqKUVyMYnTcIh6O8V+JPj5O+b48cMFPn8+wT98NUcoLNTEs1sNW1g8sLSPslPnUu/G01TsZDRy0MjCnvkUUz2VTU2XIrA4U+/heHy+882biKjl8om9T/LK3AnGqzOdH1DwSHKCH+k+yWuVQb6d+iQL5Di8UzZHQNqfJ0GdWevaUotYWCTsOJXwxpN47kTEZ96hePjDVPY8QtdO2SBtBJZFNZGhUNdTLgDM47KPJhmvSiGRNd4nsWM2SFc4bC1DR7tvyiQs7zWpF3XmtPWYUnT1UsvSOcuaTAS6LOcmdbMuQkxVUeqyZJscHlWzmExFcH7iPLUfrWEtWFS+UuF8cB7Qm5xUqH2uyzau9pPKjSNVrSZTi1quvDZx9qiQbVdV07r0LalKiq63WtoPkRJUc1VquRqVrgpzw3OI/YJLXMKtumTLWVLFFD0zPW31UlWyutQAqjpa7XMpsyb1+vj4OACjozL0WPALd8/yY4fL/Odzaf7p271Eoq375biauLh0TryqrKjypnLb6Pii7mnuIxPEeW3vOInMlXJqClboZMLWzTtVFlSThTrf5VxT+1lnQlsPv1kQBizts+g/EaW7kaSUaRrXHllHk6lFmlDV+r7pJHloeApRmsbzVj/qqjP1eqELGln7e6VS4Xt6HiYbSfFHl5+7wiyntke+W8qzjeBHek8zFXTxO97HOLTvEN20Q5Vn1SFfyrGJi0uVNzlndI73a5+TfS7Xjd7qewC8XcwyL+ZXgnlMcqUiGo2SdOI4lk0dr5WyRJm3OpOgiYNI9z5TSizZNlMqJ9U8pStfHWtdCi21v1R50vWjbhzUeyNWSGrmbcqDD+H4Fvayq4VaB53rgykFlITOVA36NCsqH5/a5/I5lQ/OZHaWv+tcOapAOeWSbpQZD52ODvU7ZoO0i+2FQNB4uoGIC+J/GofbLOI10ojQNd1F13TXCtFkLVujlClR765T7i2z0L9AJVNhz/yezgVuIiwEv3z/HD98oMzvvJfhn72Vw3G2n3ncEjBSyDGXrDCfqtJ1i5jWVJSGBL0nBfnFGKXM+khe14sT5VZ/3Z1eYrbDvZuFj/Q9yqmlC5xeurih5z7YN8egs8Rvl59BsDOpMfbUTlEVMWbE+hxsVVhY/LWRjwMwG9xamtDNRGrydcp7HqW571Fi5/7iRldnS1BwouzzqyRE54/ezpwJu9hyLO5ZJDgcEHk5ssI1dDvDEhbJpSS5czkGXxnk/pfuJz+Tp9x17Twy14pfvm+OHz5Q4rdOZflnb+XYVNvPBrCnniMWuFzOXVuqipsBwoVyqkmmvPnRbOeraeqBzd3p7em//mie/lg335x6fUPPOVbI39g3zqjfzVtNA/X9DUYsqLC/+hZv+ocRG5wPFhY/dfDTPNX3EM9V3uCsN75Ftbz5EaktEFu8SHPksQ33882CRTtKCOTDBhgChiR2jAbJpB5UVXI6XiBVjaaL2DFFOEi1oc5Et/ZaV5Z6rdZd56Wviy7Q0cavvdapCNW261JvmNSZMjoncALOj5ynekcVRqH5nSZN0X5yVs1iMrLF1I866nm13qpJQqpRTSY2nQnNFPWlQrbdlL5AmgNMkU1qxKJUhXueh8gIvIc8Li9cXvFL0kWwmNJemK4lVNORjF6rlIt85kCJPzwb5/98I4GkElfV4zq+IdO7ZHtUlbjK73Lo0KGVaxm9Jsf/ztN5GrEQ+2Cafiu9UgdTBKZuzphMqOo80UUDmuRcypaOv0ktaz1zSvZ/JC7YN9dFo1I31lc3F3Xmf7VtzabD+UqCvdFSmxle8kyZ1Ps6E4tqetCZ8wCOpvYB8ObsqRUZUOsV06RxGBoa4p7ENHviDT5vfZSe3r62upkiUtW+keWa3BV0KY9MUb4689Tc3ByPeC/giiZ/MtnHpNeK7pSybTKxdXV1YWHxt45+hqf6HuLZ0uuc7ppmMDN4xXvV+kio67r6DjW6TfajaR2T42dKRaJGuurWiE7peXQpbNZC1lFnsoJVs7U0WWam32Tu+A/Q7DuGO/2udr0xmfZU6CJOTeu57H/J97YWsm3rMbHJcTWZecu1OgXbpttvkFsY05YhsatBuk0gEMz3zPPmg29SvbNK4mwCvsB2+vvedIjOtyZ+pWtzI5yuhlxUYFtwcsHlhmiOBOQWo9x1Kk9XKcrcUONGKbC2DYvJBjYWXdWrk8ZdU9nNCNmI2Wl0M3EsPUKxWWGssrEorXEvSyAshtiZ0V1RUeeR5ouM2iOMeZ0dayXk5uiZgUd4tvQ6f17emGbtdkWycBartoR/4IkbXZUtw2To0sCibF9dc7xjNEg6Xg1o333qOCc6cb7okjmC3pla53wMeic0k5O13AlruVeUOpoc23T8POrJr41VVjkFyJOIysQsd9v1eJ0LRy9Q6a8QW4qR+0aOyFwEz/foFOHeSYOj4+7QsSSr95o0PZ2c/UyQz6knHZ2Ww+QMqnNqLpVKiIoAH+Zj84iFlnzqnCp1PDxr3yfHXb1X1QTI672xVl3maqLtXtXJU5ZlYolXr+Vpd9++fSu/HTt2bOW6v79F/meFsK+WZ890imQ9QjMumDrapHk0Qc5Otr1Xhc5xFFZlVh0T05yQZZg0KuraoOPv0c13tS4mjhopI8Wsj0CQryfbZFfVLMq+VhnJTTw6cl7W63UW6hZHU01tcIXp5K1LmGsKVlDXgKND+3h36byR5Vito2xHKpXCI8V3G8M8EH+HF6IfIrBcbWJwk6ZU1kcdaxOzvi55sgr1Xqn1vnv6CyRTZf7V3BNtGgY5J9Q+UIMofuzeT/FM1yM8W3qNy4MljnCkrQ9M7Ney7uqYqVojFfI5tSyd1k2X+Bj0nH6mflTngSzPxHittkfKvCqv6noi/66ubZnZtyiOfIDonR8iNvE6lmjvE9O6rfaDLhDKNO5SZtX2qvNPlqWWb7L+SJh4C4MgoAiMA7Z9db/DXQ3SLYzQCpnYP8GJR09Qy9foP9HPgW8dIDK3NezBtxqs0MKZc2j06M0MW4Hu2HIm6m3KIeeEFiNzXTx5dh9HLuUQFozf7XH2iQaFkQDsW1x9BASOoBJvkq1sPr3DUtOhKxqw1aravJuhL57n3Q06Z0s8XztGkhp3BCc3t2LXiUHvIh9MneWb1SNcaq6NqzPDwuKJ1N1caEzybGlXc7RRpCdfJ1oap3DkE8x8z39HZc/DCOv281XdMRqkXWwuBIJTD56imq2Sn8nT/VY3kfruxmijcGdcGnc3ELbACrd+s5BfTsi7UN/6d2WCOI+c30PKi7KQqnH2wBJLGY9898ajhG521KMBCW/zPwCLnkvUFsQtn7rYuvl3MDYEwMni+Wt6fszPI4DecLvi7Toj48/zicXfYTZI8YXivRt69oHuY3S7Wb5afGWLandrw/Fr9L/1O9RzB1kafpLi0U9SHnk/sQvPExt9ldvFN2NHbJDCMDSmslDVp1JNZlKZS5W1qro2JQ+VKjud+n7t7xKmdA0qZH3UskzmAAnVgVOFNN2ZTEOqulKa2GR/VRIVqtkqfSf76D7XTaPRIKA9ma+pPTquF1VdqVOZmnif1OtOiSp1tPvrUanK8daZv+DKvllblipvsr4rjt+zERpOg2qmSmy+3UdFqt1NKma1XJ0qXq2PlMfcsr/KbCU0ptSR46czF0G7/O/Z06IoOHhwNSP2wMAA3aUEd431gQ3vHitQ7GpxACVxO8qr+i7VTKhC5yytzqlOKnFVnnQOtCbOMlmGySytvkM+5/s+nu2T8SNacxB0Tg2k6/9ms0kxaNUzZTWoBq33SRlQZUFtjy5tjCor6t9lfYdzfVT8GucWLhvNaurvci7K/z4TeQ8LOBW9H8dxtAExJpOivEdN06JC5xyujolqSpEuAomwzKfnf5PQ8vmHp+9jstH6XXVWl+um2i4ZgPB9B56mIurMdVUZ6BpYMSmq/WwKBNClG1Lfof4uTU4ms5lck0wyqDPtmUx/uu+XKThGNyfUsnRzSg3OWf22lAkmv0J5aYjpnoco3/G9eIefIT32EqmpN7ADr60ste5StkwBWOrv8lpnolN/V795pvVR3mPqu07mUBU7YoO0i83HUrb14UpP3prs2NsFd6Y1Rbxe74oN0lage1mDVGhskQZJwMhsF4dmcpTjHmePlfBi+miQ2wlNNyDib74GaWk5dU/G8Zj19YSwm4G0k2CxUSK8hpO9Tcj7Iye45BxkzhnYgtptDN3+NJ8u/y5xu8xvVj/OZGNjQRI9kS7uzRzhFXHmmvpjF+2wgEx1kkz1T5kJMxT2Ps7SwQ9RGn6C9MTLuGefxwo3l0Nsp2B3g3SLYjG7iFt1iVR3zWrXA7tm45QdvF4PTm/9+7rjgrIHjcCiA8nrhuEKmydrxzhQyjPdVebUnnnisUTnB28DNJ0QG4soLh6bF3UmN0hpZ2v92GJ2lFpwbe+4171Azq7wXPSxTa7VBiEERxtv8aHqn+AT4V9XvpexsA84u6FiPjP0DIEIeEdc2pp63saIl8cZOv15ytEeiiPvo7j/aRJ+SPL8cze6aluCHbNBMvFE6NS6pjQCUl2mmjZM79CpUU2RF7pIEpNpTqozVTOFrj2qytWUakRnrtNlu4bVNlcqFQSCxfQi8Yk4XsNb+X1tfU3v1alnO0FVQauqWrWOUs2tRgKZ2qNTfZpkRP5uMo/ooh9N5jpd9I5X8Kj11ojG2p14dekndOYPWDUjmPhsZNt7Ei0Hbdd1jVFf8n0mU4qMTAM4evRo67+DB7n3Uj8pP8L4gRqzewO6rFxb22UdTHwquvQv6liq6m8dL5fJDNHJdK22U2f61qnaTdw6KuR70+k0dq113ZPKU7JaJgMdv5mJw0v37kQiQX25e7si/sr9Ov4W03qimwe6PojbUerNOrZtG83W6nyX4xaPx3naOcmc6OKcfWSFOE8XWajKq44DSnUVMEUrybFSZaFYLJIL5nim8iVG/HNcDnr5D9UP89alBeByW2Su2na5zqjverjvLh7N3cVXCy9hD0fJ0p5SxWQq1UVCqhFxJm4+aV7qxLVlcitQZVeWq46ZWpYudZHJZKW+T649qilMx0OmuiioUXu6+RUUZkic/iMm7v9Jmql+7Zoh26HWUS1XTXOke4dapo5vyrTe66COj8k0p8OO2SDtYvNQS9UIogGJ2V3twGYgvhCnvK+Mn9haPhvHEjza73OptLmqI0fY3HO5n3jT5a39M4jha8+GfqsitFsfIlc4m8r75IWtsYxaW5vLJ2ZHKVxDCo1hphixpvhi8BSs8zC0aRAhe2unear0HAeaZ2haUT5fe4LvNO9YTney0LEIFRHL5TO9TzPbXOTPl17njuE7t6beu1iBW1+kkezpfONNit0N0i2Icr510ojP7H4INwNupTVNgvjWfuQ+ddBjXybkf315c31V3hfcQaYZ5a39MxQydXLsysVauP4yc7S1ub4UGbe1qS4Hm08hoCJuR6n5GzexPWF/l5qI8oa4k63zkNLjA3O/y+HKa1StFK/Gn+Kt+GOcXJrv/KAB37f3A/RFcvy/k3+Mv448W7u4fkTqBWoD+xFYWLegv9eO2SCpkQw6c4L6uy7zsvp3U5SALopGFzm19h06E4AufYj6DvV5XX1MqnpdChOdahXaVd7SdBMEAcVckWg12grrt66so7xW36WaBHV9Zoqkk2puVV1qGh+ZtkSajxzHoV6vr9RDbafOJKUj+lR/10WNqTA9r4tQaZM7sSxXrqUlMjOljdFlrjalYcl1Zfn5+8c5sxTh5cU86bTVpgZXx09XR9m3AEeOHFm5fl/+Pu6YHuDyQJFivomLq5VXWO0fXRoJ0EeImcZdZ3rQRZCp95jILnUpfkzqdV0/q1DNTHJ+zc/P4yxP51KzSmi16qMjADWZjlTIOqZSKQZSy30az5N121mgddGT6rtAH7mrczuIO6s+SKYUDLqI3uPWRd4ODlJpWqQ065RalrreyLQUoCeKVN+ljp+U2eHauxyuv8bLkSf4L7NHCXCAWc6dO7dyrzTZmSJ35bxLJBIcTQzzg8PPcCoYo9ITspe9bXNClzpFZxJWr9X5pa67uog3E1ms7plOkWnquqHrZ1jtE1We1fmnczMxEfTKMkykrrrIMlkvt74ITpRoVx9Oo6iVPdX0p46Jam6T/WAi2tW1UYXOFK2OmSqPpohRHXaJIm8xCASVfIV0YWdFr6mCGAQBjUaDarVKGIYEQWBc1HcCJP9RaG9dHZ8ZqnI42+TfnspuWpLIfquLO2b6mE9WuTxY6vzAbQzXtwnscGVztFnIOss+gGJrIyDjVpT6NThpL4oUSWv7iFABHNHkw42vMG/18K3oB5c3R9eO/kien9rzKWa8RZ4N3tykWu5iPXDrrY1SkFg/ied6EVguXiRzQ/VSO0aDZOI9UT+snXh0JFSHZHXnqJ6A5E51I1ojk6OXWndduhP1NKvjrzBRxMvnVE3C5OTkyrWWdr+rShAJSM4l2/pOl6rAxPOhS7yoni5UrYHk2RkaGlr5TdVGBUFAuVymXC4Tj8fp7e0lFovRbLbSL5TL5RZHUxCQTLbqHIvF6Olp2bVVx0/1VKSOsdQyqactVYZk20wcRWrb5e9tKRYirev5wjxO+cqTlZr81aS9lLKljuXqOwQ/fWyJy2WXr42vnghN6XfktXoCU/u8q6uLqHD5/sajNJ2Qk8OzWNZqe1R50/GomE7DUobUvjU5TeqccXXaKhWm4Autk6ihjrI9JmdcXSBAqVSCWoKGE1Be1Gsh5XOq3Kj9r3PS9TyPJK2+ajhpInZ7sIcplYzaZ7KO6jjpNHxNfFKxBMlkUqtdXQvZZzNhjiF7niAI2sZV/l1dM9VEobK+KbvJ3e4l3pef5XikzD8Z/R5GvSwDA6t0Ab7fJEYTH4e03eBJ6w1yVoH/u/Bhzk5fYnR0dOXe2dlVoko5l0yannw+T9KO83eGfwSw+Lrz1kqyXdBrTExBOaomRud8r0vQrfaTKvvqmqVz7u/kJKyubSq3lLq2SIfqvr7V9qr1Ut8nnc1NGiIdf6AqN6oMyHVmxcnf9ZkB7Gw/sdqkNg2YScvlxFNUSFAhRj2VokKMxYxNzU5SsxI07VZ94t4ig+X36CufJxPXp75RIb8H6pjp+BLXgx2zQdrF9SNwA8bvGcdu2qTn0ogbbBMWQlAsFqlWqyQSCXp7e7EsC8uyiEajK/8KIfA8j8XFRRqNBo1GA9u210XMuS2Q6+gWMe0/ki9xd77Br77ZSyA2QXsk4BnvLpIixhvDUzTdkK31gLn5EfUdms7m+61k3dbHsCK21u9rwS/RF9v4KX46zHG3cxGHq7fdxafHKZNzauTsOkm3wL2pOe5JzuFagulGjKTT5KmucX5vtt2U+PPO7zNotfsWvVw/wJnm4IbrqyJqufx47ydIEecLvETJqtGz7Z5UtzcizTKEPn786uz7AmhEuhiL7mPRybPo5ik77XLiEJCwqyREjVywSFiaww6bzGcOc7H7US7nHmSwcZm9tfNk/I0HJFwLdjdItwiEJRi9f5RGqsGBVw/gNl2a3DjyLiEEhUKBWq1GKpUik8kYw60tyyIWi5FOpwnDcGWTJDdKN9r8ZgXL9d6iDdJfH5liuubwpdEMdPhQrQeHgwH2hb18J3KaenJ3a9QRAjKNGPOpaud7N4is61P2HcIt9mYoBCX6YxtPETMT5nAsQa+9RIOW1jYtygwHswyFE/RFRtljzZG2arCGQ3KmmeDLhYM8N9PF2WqGXzn2Lo9lpvi92TtW7hm0Cyubo28Ej1G1UpRJ8kLx+lwA8pEMPzfwAwxFevgabzJtLXZ+aBebDguBW1/ET7TLnrAjNLL7aGSHKfYeopLoJ3BahwQ39MgFBfZb82RFhSQNsk6TGD7FyurGZ3axpU0cKJ6inuxnKnOMqdRBJhKHyDbnyUUuk2nMkG5cu2N/J+yIDZJlWUbnR1WLIFXaJnWoVF3quCVA7zio/mbiNdE5LJpSYKxNVQF69aqJk0KFrKNqVnvvvfdWrqUqUSAoP1am2lel/41+IpMRGpj9CmQdTdng1T6X5rTBwdXTnsqzk0ql8H0fy7JWfImq1Sq1Wo16vc7Q0NDK/TrVsk5Nmslk8DyParVKuVzGtm2SySS5XG6lT1Snfik7qglH5U6R71XHQZddHQzOj4kYNjY1r9amPpcO6jp+rbXXUkbWyuO9XRUeyJX5lyf6EHYE19U7MuvMsKrcqfMnGo1CE5YSdeJWS6Vt4uXqZL7SpUgwOY/r5o+OT8xUB3VOdCp3rU+bhK5v1PFR5UbeEy40iAYOk1ZBayZU32fiddJxF8ViMboiTUpBtM20IK/VZzbi3K+WJeW0aNW4M7qfeCxOM7Fab/VQ0mbeWO7TsXoc4vBB5zXijdfYZ8/SZVUggEBYjDczvNboY8ZPMl4MWWhGWfBiTFUERd8FrOX2FnluOssvHJ6l1xujUskQtXz+274/ZymI8Y8mP0IxjDM1NQU08LxpbdtVrIzPGlPYcKyfzw3/AAk3zh+HLyH2xRmiZeLXmbVhdX6YzFs6dwNdmqu1kKZG1fyomsWkvJnM2q7rEgtDjtdq3Ot5HKzWuBiN8u1shouxGIuKeUt9Tq5vqjlOnypk1Ryn4z6C1X5SfzM5Nct3qHPufLOIl+7H3/sAlUgPzewwzfQA2C0ZSzSX6K6NkWnMsTfWIB2WsWh31ZBmwFQqecW7oDUWh7mA1xjlsrOn9W/+QQBsEZCsz5KpTZGuTRMJR7H9OmnlTLKe1EM67IgN0i6uD9U7q1SPVUmdSNF1uavzA9cJIcTKv3LDIBcTaRqLRCIcPHiwjUhwI7Asi1QqRSQSoVKpUK1WsW2bWCzWMS/WpkPOpy147Y8dmGHRc/ij0c0btxm3NSb9fhZ9lr9dqOj1WgevuZieYPZ6kHWaFP3Ilq+0i2EJ13bIRzKUWL9D/kyQpSFcHoldZDbs4nwwxFjYz/lGjrGgh+mFVQlSffwaGkqBFxby+Act3t89zzeAz3a9yZ5IkX8x836K4eaYGO9LH+HH9/wVKkGNPwj+knlKjDCyKWVvJ3p9n7trde5tNDhcr+MCNdvmUiLBXbUqD1cqTEQjfN11eTEapbHdHFUbQLS+SKXrEFMHP4kVeERKE6RGXyDrzREvTzLYvUq4mYlcXyLsKD5HgsscCS5TqDZZdHsoRHqYs7qYzN8H3Tbsbd1rBx6OX8Pxawg3TiOW4+jFLxCvTK37fbsbpJsc9eE65YfLxC/HybyZgS0OXovFYlc4ibquS29vL7ZtY1lWWyinif16vXAch2w2i+d5lEolarXaukKtNxVyg7TJVpLD6RpP9pb4rXMD1IPNK7zqeJTtOn3NLMUNfCxvV/R4aep2k/IWpAPpi9YZrae2fKUthK3NXV8sx2Um1v2cR4RfLfwATVysxOqJvXENEXHlIMKbxSwf6JlnsTrK06nzfLl0Byfq15/fLRfJ8GMHPskTvfdxqTbFb4z9EQMH91x3udsFWwgONhrcVa1xV7XK4PK6OBWJ8Hw2y4lkgqmuLkLLQtRqPFip8L5iiR+v1vhstca3Y1G+4bhMODsv8Dw38zqR+gLx6ize7AUs0fo+rDJzZ8wPXweiwqO/Odn6t1AgsFzK8X6WApfATSAiSXw3QeDEqaRaFpCLez/C8TO/u+444R2xQRJCGFWYqgpMFwGmo4g3mco6aR5M3Cm6VCO6TMOwqr4zpQeR9+oiVdZeS+3MxYsXV35rqagh6Aqo3lslvCfEmrZwvuZQ9stEXD3Hg46G3hTVJSPIYNW0Jrl1SqUSlmVx6NChq/oUSegyw+t4RMDJ0+YAACAASURBVEA/PvKZeDxOIpGgUChQr9dX/t+yrBV5UNugvkOabkxRYSp0/Fh+wydKlNAKtVwwqpZMZ0pR66bK7ieGFvFCiy9M9BGG9Sv+rjMdwepYmlKNOI7DXKTMoNfFecpXMEOr80M1Jcp360yDsNp/uminteXKTaxavikjuixPNWmo0JmG1LJM8rS23qDnFDtWG2bSLrBQWDBu6OUYm3iB1H6Q9R3Ox9kbr/Gt6iHtOmWKdNVxdJnMcdLtwFsOyDjUu58Ja1XTo+NUgvaovPJyCWmx2v86U6UudY5ax2g0ygtLA/yd3Bl+MvoS79Vy/N7EAWbmx1buVftMwtQP0WgUG5sfOvIR/krPEzg4fMt7hxfDU+T29KyYaNTn1fVGjTKUcmgyoarzXcqFKUu9amaXprWxsdU2qtxtac/jE+UKj9RqpITAB065Ls8m4nzXdVmUh70gILZsLms0GjxrWTybzTBQLPJRP+DphsdH8Hgb+Arwqm0RLAe8SJi+b/Jbo6YS0bVXbaP6vVBNXfJedZ71FIv0NEchAsX06jtkfdR1wfQNlfNSfZcaGS3lrVMasRwlev06NEF1wW3O/Dkz2eNc7n+S+aHH2LvQooPo5N+6IzZIu1gfBILmcBPvbg9/xIcA7DM2zrecVUfirXy/EPi+Tz6fX3eOts2Ebdt0d3eztLRErVYjDMO2Sb9l2CIT20P5MieWUpT9zZ+Gs5ESBxq9JDyXWmxrU6TczEg3omRI8LZ9edPLPh5v0XCcrm99KoYSNQIR0utcm0l7s/DiYi9/e+QMvrD59ckHCK5D7ZpyE/zSXT/J4cww71Yu8vm5vyDSe3NEqSXCkI+WSjxdKmMDr8SivBGNcjISpRKubi6uGqdrWZy1bc5GbX5XCN7f8Pg48PeA8VDwWzZsvtTeuugrnqYS72Wy+0FS9Xly1dGOz+xukG4CBE5AcV+RwoECXtrDqlrEXo0RvhliVZc3KtsQrCR36duyKTHAsqyVk2OtVjNqgjYVAYhFgX3Ahlc3p8i00+RIusa/v3B9oc4mzEZaJ65cJU5tC3xrbhUML3bhE3DOme588wZxLD5PI3S42MgxvOmlt0MgGPVmOBrft8VvujpKQYTfHD3KvJVntnl9m5mfOfyD7E8N8R+nvswb5TMADO3wMP5IGPLRYomPlErEheCVRJwvpdNMqdaJawjKLVkWX7DgTwQ8DPwE8Cuh4IVKhf+SSFDskKx1Fy1F+v7ZF6lFu7kw8AHuHPsS0cbVox87bpAsy/pt4PuAGSHEPcu//XPgU4AHnAN+UgixaFnWAeBd4PTy4y8KIT630YboyCHV31U1rM48ZSKy05m9TOR0umzvJhJAnUnPpNqWUQeqmlaFama4sHCBuZE5Fj68gIgKnBmH6AtRnHMOVmjhWu7KEUTXN6bNg1RD6wghoV01Lf2J8vk88/PzWJbFwMDAyrPyv2p71Wtd5ISqCjYR2cl7VPOKanqIx+NUKhVmZ2eJx+Mkk8m2flbfK8dNVb+rZemip9aaW4M3AtwPutDNSg5NHeGm6h+lM4vI8X2wewHbgtcWUoRhuFK39RDKybFWs42rYwYQLDNC2+GVmj6TKVlnwtZF0qn9pUKtg26s1XLVcZUypj5vIo7VybROba/OVVUu2lLXlOsMFQ/xnphgsV68or6dyANVqGMty7gzWeCi30s8lTGmo9G1Qe0HnabWlI5hrFTg/eJOjvUfpCBam2KVeFEXHWeK7NS9Sx0z3XyXZX5xqn9ZRmtX3CvbaVovZHs/OvQ4j/Xewx9OPMtMvsLerpbn7d69e1fulf1kMqvp+lxn6oR2GZFrkklupqdXN9PSzF4rl3msVOJji0t0BQFvui6fT8QZtW1Ys8ap3zedq0anVCTfAd6ORvkBIfhBr8l9XpM/iLi8GoshlvtPleNOh0jdmqfWUT0Qy9/VeqnzRIWUB1M/6qIx1Xqr65v8u9oW9b2674jJ1eOOub/kraFPcm7oQxw691+1dZdYz7bzPwCfWPPb14F7hBD3AWeAX1L+dk4I8cDyvxveHO2ihabd5OzjZ1kYWSByOUL2i1m6vtSF+567kvpiu1GtVonH4x0/FtuFVCpFd3c3vu8bqRI2C+F3Q4Qv4P7NKe/+riJV3+bdoj78/nox5LW0bIW0fjOzC9jf6CUiHN7m0qaXnXR8ht1Fzjb7O9+8SThPyz/xeOTGapGuF8PJAX7iyKc5UTrP12dfutHVuTqE4K75ef6XsXF+ZH6Bedflf0+n+FfpFGNbuE56lsUf2Da/GIty3rb5yabP35+fZ8S7cdx3NwtiQYWjc9+iFulibM/TV723owZJCPH8smZI/e1ryv++CPzwNdRTLa/t/03J5HT8FLrTsCkhqM6JzeT8qNNSqSdgHXeOem06wUoNko6uHlb5LWb2zBBEA3q+1kPlTAVv+R+1DTr6dPW9KkeGuvNWHZ8lVE4KledIllsqlWg2m8Tj8bYTvc7cpvaNeq+sr/ouNeJNlxBSl0pG/XsymaRSqdBoNNoi7FS5kf2gtlc9aar1NaYB8IDTIO4RiOcFNPUJFtV+1iUHlb89kF3i7cUkzdACxIrcqGNq0tTIk5OaZkAds3Q6zXClh6rrUV32P1JlVJVtU0JH3W/yOVNAhc5Z1pS+R6dFUetoSg6qcx7WpQ8xOeOuyJOAo/UBCm6V6ebqqVaVBV06IJM2a61j9V3pErYluCj2EI1GtQlmTZruTomf1efUdaQclJmtFbkzOsJr4ixgTlAq66v2jVquunbonlfLlWuOad3VJSU1yVA2meF/PvY3aIQNvsF3OXDwIPv2rW741LQ+co6brAQ6K4ApZYs6lrLtqiO6mtZpfHy81a5mk8+ev8DhZpNRx+HXs1nejkZa3EXL7ZOaDVMycNPaobtXxyM2Fob8Y9viCcvmJ/2Avz8/z3OxKN9wI9SXI96klktdq1UZ00UFmzRt8lrV3qhruAopT6a5qOsTVW4uX171sNJxh5k0qfJalce1Ca/zjWlGFr+7wqVkwmYYLv8m8GXl/w9alvWGZVnftCzrA5tQ/m0HgWBmzwyR+QiR2RubbkMIQRiGKwvEtofYrwPJZJJIJILjOFvqPC7eEFgxC+68vnLykSYHUnVe26KEwraw6K2lmU1cGcG2ixb6amm6/ATnU7Odb74G3J0pEgiLS35f55s3EZecWYbsbrLWzvbV0cHC4sf2fYLhxAD/7vIXqYit1QpfD4ZqNT537jzDvs/v5Lr4J/kcb8eicCP4iiyLF2ybf9CV5dlYlA82PH5pfJxDW6xVv9mxt3SSruL5q95zXRsky7L+AeADv7f80yQwIoR4EPifgP9kWZY2rMKyrJ+1LOtVy7JeNfnj3K4od5WppWokzySxbuAXznGcFXbsSCRCX1/f9pM0rgOWZa2cUk0ap03BBIhpgfXg9Y3Jg7nWyfS1ha1xds/Xk7jCZia565ytgx1a3D0/SMmpczmx0PmBa8A9mSVGg168q8cpbTouuq2DzFF7b4c7dxZcy+Hnj36W93Xfzxcmv8mJ0tU/XDcSdy0V+enzFxCWxb/s7eHFZHLF9+dGomZZ/H4yya9m0tRsm5+bmuYRQ1j8Llpnx5Gp5696zzV/7SzL+nFaztsfFsu6LCFEA1o5LoQQr1mWdQ44hib2Rwjxm8BvAhw6dEh0ynAMq+pRVZ2m8iLIj6NqXlHVbDo1nMm8oqNiN6mjdapRkyZDvld9Xk2LMTExweIHFrEaFt7bHk2/aTT96UwLpqzTqhObLn2IqsZOpVqOw/K9juOQyWQQQtBsNtvqIDVKqimgk1pYhTpWOpOUieNGfUc6nV5Jd5JMJolGo20mAtkPWlMLeq2YkQvoTYH9cRuxR+CVr3TmNNVXXkejUR7urlD2Hc5X0ziOdcW9EibnR9lnar3V/h/yuggtQanLJx5tqbFN46Az45lkzJT6QUI1pej6tFNqjfVwQEmYHPI7OXEnEgkOzuRI+VG+nnqHSr3aVpbJjC7rqM4jU4DB/u4Yd6TL/EXz8Mq7df2omjxM5l+5jqhzWWeug5ZpqOzUmRVLHI8M85Z9sY2jSx1XyUekM1+qMPEz6fitTOld1LbL+qh/z8TT/MTAJzmeGOG55nd5LzfL8dzxFYds1Ryk9o3sB9M4mOawhCr7OvOimj5kfn4ehODJiQmeGhvnQizGvx/oZ7RYhGbTaJqX7zU5w5vkTUKVC106FHX9lPfOAL8WjfK5Yom/PjfPn9ZqfDGVaus7letOmrpM3yxV9mR7VPOYOj7qvbq1RR0rnelNfUZnsjV9z3VjbXLoVuddp4DsazpuW5b1CeAXgU8LscouZllWn2VZzvL1IeAosHOPAjsQQSKgMdIgcS6B5d+YU4m6OdoO09VmQE6sLddwnQTRuD4t0v1dS7xVzBJukXawp5ykkKgR2vpotdsZiYbL/vkcU9ky05GtyQj+sZ4JHEvwin9H55u3AO+FE+yhm0/aD3NHZB+RrcqyvAlI2XE+N/j9HI0P859nn+VV/73OD90AuGHIp8+d46mxcV5Jp/g3gwOUd0iwig5V2+ZfdWX5djzG91aq/M1iEecGJ/2+GbGeMP/fB54Bei3LGgP+Ea2otRjw9eUPpwznfwr4VcuyfFr0ep8TQmyNDvsWRe1IDWxInElQY/sjkBzHIQxDLMtaSR1yM6Ber2OtYZbdEjSBE8B9IF4QG97EDsTq7Ik3+OOpoc43XwOSQZS0F2Uit2u2vgICjk/1ElghZwcXWkftTYZjCT7WM8FrxW7mbxBp45viPBmR4LA1xPHUME3hc645wWvN07xbu0hD7IxIp7yb4W/v+wy9kRz/cebLvFO9wGB6a3jBrgeJWp2/dvJdhioVnts3zBcd58b4Gm0QgWXxH9NpZlyXHyxX2Pv22/zJnXdRi95Yv9abCeuJYvurmp//neHezwOfv5aKmEwAnajA1ed0fA66VCWgp1dX1Z06c496r2rC0WUsV1XfulQk6m/SAVpYgspjFaxLFqXLpZV7TJwWahmdQu9VtaJUXR89erTtt3K5zOLiItlslt7e3ra+M/HSqJEeEuqY6CJM1DE1qcd1GabVcV0blTU+Pk4ikVihqlefk6prlYNDLUsnL1eLjLHOWTgPOQR9Ac6E0yYruogPtbz7ci2F68lqN6pFQ8qQKle6lBPq7zpz0qDfUncX8z6xWGxFra4+bzI16nhYVDmW6nz1vSZzj4RqAtf9HVb735R5Xge1jp1MKXL8981l6a4keCN7menS3ErWddUs0ClqUm3PWl4ugA8MFOmJevzb6QNEBlZlUJVHea2q/XXpVNT2mFK6rOW/kvV6iXO8LM6TLrkcs/dyNLKHO/pG8EXAOW+Cd9LnmG4WKFk1SmEVgd5cY4o2U+urixq6Wg5GG4vv3/8MT8fvQwDfSLwDh1Lcwz1tEVGyn9T26njVTOuULopNbY86lqo5Tbo8zM/P01Wv85mT7xLzfX67v58Trtu25sn3maIFdXNGXfN0pn7TmqgzW6tjZorw+mPHYSKZ4GdLZT77+uv8fyP7qCt8UtLsqZZlMiXrxlptuy6qWf1eqP7GuvQtJq402R51/EwpTGTd1P5STYIqOpEe7zyP29sYXrcHabD/cvtZUev1OouLi8Tj8Ss2Rzsd1WqVIAi2LcJOjAmEEARDrQ3SRpCPtBaFqUYCtkBDmAhbi1x9N71IG3qLCQ5N5RiNL3A+Odf5gWvED+1bYLYZ541yH4euP0frdUFYgtFwltFwlmf9N+mqxrk7vp+7Ygc43vPMyn1N4VMIyiyGZRaDMgthiaJVImpFcBI2cTtKzIoQs6PE7SgCwddLrzIfbFxLuT82wGf7P8zeWB/vNcf5Su0V0ulc5wdvANwg4DPvnSUahvw/e4aYjG5DuoItwiuRCHb/AH9jdJTPXbjICyP7mR3YPo6umxW7G6QdhEbfMvfP2PZukIQQzM/PE4lE6O7uvqk2R7B6Euykddg0NIAZCIY2nuYk7fgEAurh1oxxVLgEdoi4uYZwS5GpRrlztJdiwuPVrktbRn2wP9XgkZ4qvz9zFLED+RVG/RlGyzN8pfwKyWaEHreL/niebidL3snQE+liv9tPzI6CcrAOREgj9GiETRrCI+dm6I5m+Y2ZPyZkfX5uCTvGp/vez/ty91MMyvxh5XlON1u5sNLswA2SEHz84kUGqlX+4PgxJg1anZsJY8kE/+bgAX7i8iiPvvIKf/Z933ujq7TjsSM2SI7jGAkdVdWkVJ2ZUiFINZqqSdA9r/5uUhWqkCpCEzGVCll3UyoS+RHX0agvDC5gFSxiQQyiq2Woz5v6RkfrrvaTqrqWpILyt1KphO/7DA4OEolEtBEqpgg+ea32udqPahTN2vQk0G7e6BRRY0K1WiUWixmjvmTdTeaRTtBF5YUTIeG9IalMqk1Na8pWLdsZizUo+y61Wt2YbkH3m44gVBc1lqjF8J1V4kkpI6boEp06f22EoIRUwZvU77poMpOpUhclaiKS7EQwqTMTSjNIpGFz7GKKuu3zQvc5zp1bjRlRo0d10BEyqu9XN+SpVIrPHpqjGVq8Gt5FV1e8LTO5Ov9kn5gCCnQmTBMZnwp5sNGlPYH2uej7Pk1g2q0xTQ1YTp8hIEYEx7do4jO7NI+/nK1Z9sc9sYP8aO6DfLj7Eb5dP9ExMOKT8Ud5MHoEgNeCs3wnfJeefb0c4hAAvb29K/fqzO8m05FOdtUxUQ968l51HuiiFKHl8vDgzAz3zs3z5WyWb9dqbSY4dXx03xxdHU2mSnV+mdYvCR1xqckcp0tnUigUKADfiUX5/lKZ2vw8zUiEoaGWP6Q6j9S+05neTCS26ljKvpERk2COQJffYZMs6dZrU7S0lAFVFkwRv52sDrsZ7nYIBIJadw1ncnsjIzzPo9lsks/nO4bk71SkUikajYZxsdgSTAAu+N0bM2WlXZ+yv3VjHBUOvrMbrQIQrdscfTeDI2xe6r+I52xdYuO4HfCx/nmen8tTCncemeq6YUHDalK0qtQsb2VzpOKdxgVOepd4OnE/fY5Z+2Nh8VTs3pXN0X+u/gXfDN6myc42/+4pl/nopcucjMf5ateNcbTfSoy5rXW+R+M/uot27AgNkmVZRidjHaeRybFanuTVXaEuaSl0dvBTd8iyDJ3TH7Q7gMl2mHhA5G5erVcYhjSyDcJISGQiYkwmerVydbxOaj+op1l5ahFCUK1WcRyHfD6vTeoqyzA55uqcH1Woz8ny1VOCydlW54BsSrqYyWSYnJxkaWmpLRWBhOwztV/LBgI12V6d86ta93A+pEoVf8gHJSuDiYdKOl8nB5qUmjaNRkM7lp24PWD1BKTOjZXUHkTx3dV7dSkjTBtJHUeXSWMioW6qde9Sn1HbE9X4c+hSlYA+eafJKVbWPZiocmxsEFvAn9mvMTnbSregao103EYmSLkwabY+c7BM2g14rnyY3uHWKdrEEdXJ4VTtM6n1MSXV1mkVTGk+VHRKsC37Rte3AC+6ZzkgBvmhrqf4gvMSoSXa+mZvzyCPLR1i0OtiLLPIyb4ZcvYQA7EDQPu6a+IC0iUeViH7QV3ndJw9oB9jtT0yUCbhefzo6TMs2ja/7jpUlgM7TBYDnRO9zmqh9qMprcz+/fuBdrlSkw1PTU2tXJvW27X1gtV+knW8uGwWTc3OUopEVvrcFGCiSy5uSgSrSxNmcn1Qv0nyOd2aqZah9p1aB1UG5HtNbVDnhMl5W2JXg7RDUOtpTVZ7cvuGpNFoEIYhyWTypvM7UuG6LtlslnK53DHqcbNgV22ckoPXtzGtVdoNtlSDFAltAuf25j/KTNs8fHkPgS14Zf84k1ZhS9+XjzT50f5zvFXu5nRtB/rTbAHqlsfz1gn66eJBcajtb30iy0fm76LPy/Bq5iLvDEzfFJxclhD8lXdPkQpD/l1fL5WbeE28GhZtm5rr0qc50OyiHbsbpB2CWk8Nt+pil7d3g7TW/+tmRT6fJwxDrRZjqxCbidHoayDW6agK27FB2riJzRLgBjZR3yHRdEl5UbKNGLl6gnwlTk85QapxE0TwCEHPRYfhd6KU4g1e2T9GNbb1nD+fOzRG1Ar4t5N3cjslvztvTXOGCR4KD9EjWj6Vd4phflA8jgU8132KC1sYMbjZePzSZUaWlvjDfJ7xmzhirSMsi5l0ir7y7gapE3bEl9FxHKMqWEctrqpGTZwuur+r11JjoqrB1b/rHMFVLYvJuXutc+zae3XqRq/pUe2pkphOtG1WdPea0o7onlEdO6UjHrTUumEY4nkeXV1dVziq6UyC6rt02ajXwwUky+2YaZ1VE5jJ4XStxisej+M4DpVKhUQioVUBqzJmov6X9TGp6ttUuc0oIiqoNCs4/pUyorZzJb2EG1BstN6jU8sb36Us2NKUrMquvDcSOjSdxko55XIZJ7SJew4JP0LCj2BVYqTCKMkgRiKIkBQx7HV82M/FZ3grNUY0q3fI13E1rcd8peOS0aXbUMtdm6okUhT0vA3xQoSZfJWveq8STLVkdnR0dOVenXOpKrs6zjJYlRF1THp6ergnNc9HBxb4WuMB3IE72MdqGgd1fHQaWlPqFZ052+R8bOKCkVD7UQ0mkGOlyrnKUSPrIAM6QD/vT4ez7Jvp5SPcTynlMVLKMxsvM3lfQE9kDz3og2ZUE7d6rfaDziSvc4kwpa/QjZ861yUPFsD8xYs8ODrGG6kkX216UPDa5MKUfkftPwmdOU0dv4GBVf6HgwcPrlzLdE9qHdUDn258Tdx9ah1k/6t9NxGN8sjSHNVymUKhcEX5Jn4l+bvpXhW675P6HdLNCVPaINk2U/CTrg7qXFf7X71Wg6V02BEbpNsdYSwkjIfECjECjVPkVkDmLtsu7qCthmVZxGIx6vX6VX24NgsiJageqZK4kFjZHK0HaTegtEUaJEuAG9p0laLcdb6bmOcS9QaJhO3vCwmp2h5Vx2PKWaRiNWhYTYRjERDihU0CQgJCQksQWCEjfi931/cy3MhzypplLL24M5QlTUH+pCB7AUIXzuwrMNNdJTi39TLgWiE/PfQuU16CZxv3b/n7diI8O+Dl1HmeLt9BvpTibNccp/Mz7InsudFV2xDeXywRE4Kv53JwQ5KnC+LxeZpNvaJgszGTSBARgp761X2ZbnfsbpB2AILYckh03dmWDZIQLYfKeDy+oXD6nY5YLEa1Wt1QCP+1Inw8BAvSb6XbOGOuBscKSbqCcnPrTGy1iE+s2ZrW9ajPXKxOzW1Sc5vU3SY112eusrDCk6SesnSUDvKUN+sUGU8v8nDpAPfP7WFfKcfJnimqke3Z0F+BUBAb80m96eHUoDQChTtgZubKE/1W4VM9F9kbq/K/XXqIZv72XUrHowVeTp6DTITZ5M2XPT4SBHygWOSdZIKpbTatpVJlhofHGR4eJ5Wu4vsxLl18mJmZY2zlCWR6Was+UKuxMxLP7EzsiFm99sRvimqQ6lOV6l1V0+kiqkzZf+W9uhQA0K6yk9em6B4VsgxTyLxUC7Zxe7jLIlrTqx1NvDOqSly208TxoEZLyLD4ZDK5cr9aH7Wdus2Gbkx0KSlAb0Lr1DfqvTr1rmzD2jrKZySz9lqocmHqUx1n0to+FTmBuFuQu5Sj2+luM2PoUpzId2fdVj0L9fCKKDbZThO3hxrxIU036r0yOuvPehZo+qt9Xi6XodHet2rbpHpdhcl8PBuZ5W1O81j2br6ncZj3Txxizi1zNjHNaGyBeGo1IkTHB6YznwBaGVRlu20+V31SlwSpiwGRmkUjIzh1Z4Fy2ocCjI2NATAxMbHyjCoLqulBlrsenp216V2G4h4/3Heelyt7OBOOcFSJnpSRZybuIlmuKau7CjnWqgyazD06twGTSUL3m8kMIaHjxJL1CZff30v8ir+r0NVR7X+dWVptg878ZIp+VftUyryUD1iNCvtIrUYqDPmCbVMoFLRrgK4NsLoOqfNEZ+pSTUv33HOAwaFRhoYuk8udQAgol4eZnnqCTPY0h498h/6Bs1y88KRxPdeZSE1yrou0m7BtfMuit1zm7HI/qu1V36VLiWOaM+r46Hj8TK40urQyKuScMaUi0UW6qmV1Solkwo7YIN3uCGPLC4G3PdocKdC3inlNwnEcbNvWki5uJsInQvCh50zPhp5LL2+QSs0tHOdtMHu9505yyZnlaDDIXeE+Hi8d5oHyCGPeIpfTBSru5vNRRRZCUucCEuMhVgi1Hli4Q1AZgPL8dvPqCP7u8QkCbP7T/L3b/O5dbCYcIfhYrc4px+HcFgerDAxWefTRGfbvfwfbFhSLXUxMPMli4Ri+nyYWi7G4eD+u+yoj+1/mnnv/mGh0mHfeOYTvb27dAttmNhZjsF7n7KaWfGthR2yQLMvSOgZD+0lSajZMTNpyN21y/NVxuqinRN3pUr3HtGtWIe8xJQeV5bY5E0ZbbbdrttbR1QSdg57qdKZer+WjkT47Oo2VWjd5bXJQ12mFTAmCZd+o5ZvoBXTOgLoEmWp58gTked4Kr4n6u4lDysTxpMUAiOMC+2WbhEhAxHzaUjE7O4sdtQgF3Ncb8OdzcaMWS9de9R2y7aom1cQQrDuFq46fqgZJxxel6385pqOM807fKHvsPHcGwxwq9nGk2EfVbjAfqzAXLdPsc1uRZFa7VkHn8KtCbY97ocGe00kCRzA74DE32KASXe6vAm1jLXljTMmk1d91vmomx085L1OpFN83MMX7+kr8UfVRRGaIHLTxb0ltrcpcrcqrHDeTtkrtc52Wy3Ry1sG0ZumSausSwZq4nNTfdQ75pkTa8n2mwBW1XCmbJo4hnRZfHV/VCVuyOU9OTq78Vi6X+VAoyAvBbyh8QPIdpgAfHbeXOj/Va+mQfddd/Tz5vj8nCGzm5x5icfE4jUYvkUgExwHHkWuhxcLCcZaW9jO87xWOHT/F8L4Zvvxn/NaFRQAAIABJREFUj7W1U75DrZfadl3frLWmzEUiDCgEu+paoFocdDxHpjFRIeXClBFAtQKs8LgZghF03GG6ZLYqdBo3tQ1gtgStPHfVv+5iW7DdGqQwDHFd96bmPjLBsqwt5UIKngygBs7rDhzY2LNzXowvjOb54ZEF/nQ8x4n5W8D/y4IJp8CEU6Av0c1eL09fM0N/I8u+WjcsQdMJODtYoN7Vubi1cOowfC5OJeNz7p4KgeTTuUFkzI/kCvzcgQu8uJDnm9adN6YSu9gU2ELw/UJwHnjL3rq10LZD7n/gZUDw0ovP0NNzvOMzQRDn0sUPsLhY5siRccQWJFe0AHELfgM2E7fACn3zI4yFWE0LK9weYQ3D8JZyzt4uOAccxH6B86qD5V3bWP3Ge/0seQ5/765JrA3wJ90MqDkeZxPTvJA9y5cH3uGr/Sc4tXeOaqzJHeM95OY2mMpGQP8JGzu0uHy0Rrh1vu3rwuF0jV8+eoYL1RT/x9mjiN3l86bFYd/nn4aCvcDnbQu2cKPw+OMT5HIF3nn7YWq1dUZ0LCOfL7GwkCEINl/4HSEIdvdHV8WO0CAJIdrMH6qqcL08E7CqfltPAlSditKkepP3mDQTOjOSqnZUnd9k3daa2Oy6fYWqUmcCUNuuqkHls6pjqHqt3lsul4lGo20mBBOfhmyPyZld1lFVz6vXqqpdZ+4xtU2+w+QnpRuLeDxOGIbU6/U2udCpXztxyegcHqMfi2KVLaIno1iupW2P6kytqqalDIyPB/zW5f384tHzfHp4kf96KdvWHlMaCZ1jbtEQjqwzsXXqD/Uek2lBp+ZW/65LHVAeaHAqY/P+5hH2n0lRbc5TyDa0Jtu1CT/zUy6p2QRnBuaZrBehvmpmV+ugpg+RbVf7y3Qt667Kszru6juGMjb/9P6L1EWE/2v6cZK5eJtZTZeseT3JrSVUc4EuzYoqF6oZSr1XyospCauOk8yUOkW2TTWDqDKk9pMsVx1T9Vqtg7w2rTc66CItYbXtqql5cTk1CLSb02QZaSH44XqdZ7wm88C/cGxesW3U7YeOc0fHdadeq+bHvr6+lesHHoD7H5hlZvoewvAB+vra+0bHhSX/a1k+3d1FTp/ai+/7Wk44k5mpU9LfxcVFgmaTZhiuJOI1fQ86cYep6GQeNvHayWt1Hulk29RGHW+dauJWy9IF5ZiwewTaAQgjLQ3SdsDzPDzPu2kT03aCXHw223xoDVjYwzbuay7WdR67np3t5btLGf6HuwvkozcoTH4bEdgh3+4+SzXe5I4LPWTLnUOpI3WLPefilLt8xrpvBC/NKuJOyK/de56MG/DPxx+l4N9awQ23Cx6v1/m1UpkPeE2+EovyP7oOL22hJj2dbnD//W+wuNjF2Njj1/D8LI4jmJm5Btv0OmAjtol17+bF7gZpB8BqWojI1ptbGo0G5XKZeDy+wvZ7q0FqCDabLNLKtDZF9uxmTBmLXz9/gKQb8nfvXuh8+y0A3w555/A8jajPXed7SFwtpY6A4TOtTcjosfoNJaS0EPzKvRMczdT4xyf3c6mxNR+rXWwdbCH4b0pl/mapzJRt8yuZNP8lkaC+hWY12w750IfPgiV4/fVHEWLjJrJMZhqAmZlshzuvDY6AcNcH6arYESY23/fbMhWbuB06haXriO50pHewqoZT1dFq+bpIBZNZ5mopMEz3ttH+N10a8Qau62rVmTpV5Nr6SqhqRTWKzfM8KpUK0WiUI0eO4DiOMd2GLoqtU9ZjFSYTjA46tT8oqTMMmi4d34nneSsM4ep7ZZ+qqnj176pqWfbf2gzWYXdISEg8jOPEW+Opi3jTmRRhVZ5kuRPNLL93Ps9PHCnwpfEcLy4nKTY9r5ppZX11HGDQbqLWZUQ35d6T/ahL56DWx8QzptZRx3cSiUT4Vs8i758+zKG3U7xzbJ5awscKwfVtqrMNIr5NvhQjsxjnRP8040vFtig1GWljymauy2ivzhNdWgqTSTiRSPC3Do3xzGCJ3548znv2CAf37tW2UWdC080j9R2qqUyVJXXeyrqbTHDq/NC5Dajt0a11quzrTOc6k8nad+jepcqgTqbVskxrqewfU5RUp1QjjUaDeBjyU0tF7vE8vhKL8ZX+PoRlkV3TNtU0p0ufpNZBHTdpipRpQqDFeXT06Bv091c4deoZ4rHhjrx5sDo+8v3p9CSFQhLPi1zRTnnvelI8yf5Vn5+dnSXwfZpYKybqvYpsq+OgzmtZhi6qdi2kzOq+pWufk3Kofr/UdUj+3ZTmpVM+UfVd6vxR3QJ02BEbpNsddsNGRARiizJeRyIRyuX/n703D48jve87P1XV1QfQQDdugARIADyHMyTnPnXLsi5HtmM7TuxNdiNv7MTO7jqbddbxZte5d/MkcR7nsHfjI3E2ji0r3lgZW7Kk0UgaHaM5ORfJ4U3ivo8G0Fd1Ve0fwNv4dfN92TzQAMjpr5552GpUv/WeVe/7O77fVWKxGKlUqnYq+12MMAzrk5238Tyw81tndP3NCx18/54VfvH4DD861UOpDpkquw35SIkXu6/w0ckjPHS2y3jdTPMq46mdc63ZhPzsgTF+rH+GPxrv5IuLA7V/1MCuQpvv83NLS/SVfH6nKcE3YzFatsFi0tk1zr795xkdOcTC/OBtlhLQ0jrDpUvmNXKncKDBol0DjQ3SLoBT2GDXjm59eno0GsV1XRKJBC0tLfdkar9EvTZIYSJcTy3fwvTyQmDzz0538yuPTfAXD63w787Xx5S+27DmFrk8sMzwaIqZ9iz5mI8XCSjaJbxIgOf4zIcrO+ZaSzgBf/fEGB/oXuUPx7r4tUv9tHXc2+vmXkNHLsfPLiwSDUP+dTrFm9v03GtuznPs2CkymTYuXDjJ7XLxNicXiURKzNYp/gjWN0iNGKQbY9dskKT5V5F6gZksT0GaVHWEgCYae10GizSZ68yVtUjKZHmmzBllvZGm7Zi34X5pjRDObF6rXEO67LvquqvypPlXuvHa29vLGwfVdlM0fy1TuvxO9fXNZFOo+prIO3XfmwhE5XxRrrP5+Xmi0ShBEFRkeCnzqylbSfap6sdqNeuwKcTP+wT+9ZkTJheNru8qxj0W4+XlGC/MrPLX7lvmuckWri1fLxEAelVvOc9lG3SZWibJFl02Si0SR7kBNbm6dNmP8r6n2jxO9YnyfMivbfajHD/5PFD9YFKx160vk/yEznUz3Bnn7x09x1DTGr8z+wBfzQ/Rt3fT/SAzlOSclyZ+1X8myST1O5NEjXQBqGtNWVQSaixMxHy6+lZnDiqo/jetZZ0Mh8n9Ia9V9zWFK+hII+V3sixFBCmzGHO5HM1eiR+7dAnLgn/V18dUNEpk43emLCpdhp4pPEC6gZRrbf/+/ViWz4mTX8a2LcZGP0V7e0qbsWt6/snnYzq13rbJyaS2PurdcDMkt2qMZZ8vLS2BG6UQhmW39c2Qkeqkskx1UJ91sifV5er+Luemrg907mWonT1neibp0AjS3gVwiusTyd/ijCZT2u29jHoRRYaJECtXnz781XN9BMA/fWyGhFM/kssGboxDySy/evxt9sRz/N1zR/nq8tBOV6mBW0QkCPiJa9doLpX4zZ6ebRWfHRx8g9bWeUaufZhi8c4sP62tM+TzSbLZm9cNu1XE2TG+1bsGu8KCpGQvFOQutBYfUa0TuyxLnqzV73QSD6A/XZj4e3Tfm6jNVTsrduVig6STOpAn0VpBz9UU/p7n4ft+hayITvivFveNDHDWifaaJEF0p2RTYLa8b60sNB0HRqFQIBaLkclkKk6aqt0mK1etwPgwDAniAeT0QZG1xDZN5aoT8gpN/PJb/fyTh0b5p09n+Nun9hJi3ugpa4ScKyZeGR3HkEnsVDfPpTVDVx8TV4y61iT9oBPJlTAFONcKhlZt1wUcQ6WFVY7FY6k5/pfBi2TDGP948n2MxlIM7NlT/rvK+pRWWZO4q26e66w6OhHQ6rqr7+VYy/mqs4KZpG90nEimdaDja5P10j03TWtZ9oNai7LvTYHiuvko17WyLKogfisM+aErV9iby/HvOjsY04yPSZRbl7RhCvSXwrPKgtTfv0D/wBnm5o6Tzx9D3Vq1x2Rx0XsqSrS0TrG4uNf4vFdlVD+nFOR80cl45BcW2GNZfN0vXSexApXzRn5W80Gua5M1V/cMl+tHjrsqo9b7wOTF0VlHTdaom5EMU2hYkHYByhuk+NZ7hNWiM20E7yW4rksQBMaslztCE3WzIAF8Z7aFf/luDx/uXeXnjszW7T4NXI8f6Brjl4ZPM5Zv4u9NfJBRr5HKfzfiIzMzPJzN8Ww6xVsGTcR6IBZbY2Dfc+RynUxOPHPH5SUSGaLRAsvL3VtQOz2O2Da2ZXGmjrJM9wIaG6RdAKfg4OQd8ul87YtvEWqDpLOS3AsIwxDf98vWo1ongtu6RyyENDBX89I7wh+MtPP5a2n+4vACP9i/VPsHDdwxHkgu8dMDl3hluYNfuvAgy36DBPJuxP61NT40O8d3m5t5XtAk1BuWFXDs/u9iWQHXrn6CMLxzp0xLy/qDZiVTvwy2Y7ZNEIaca2yQbohd4WIDc5CiNPHqVLB1kgXVAbYKOneAiUdCfq/Mfya+DglVB3lfXfCc/Hs+lyc6GyXbniXF5ulVZyrU3Qs2TY86dwOsB122trZWcATJ4Ff5Wbo/VLCmDDLVmaOl6dQkT6CCG00uVPlZFzMlTcGzs7N4nkexWCz3Q6lUYmFhgWKxqA3olpYlWb4umFb2beKB9fkYjoYVLkP1WRcgWH2/6j6ohuqTX78SZSDp87fun2Iy5/LyvFm7SZq5a/GAyPaaZGNuVC8JU1CmzmV7My5UNYdMLildn5rc3ToXm8l95boRPjvwBgt+E7+b/wgdvRG6uzdP7fKzGmOTarssV7kkTOtWjYWpDboAZtnPJr4bVQfZXgld/8p+1gVWy743zbFqiYzqe+m4bUzPcDmH1PfyO/lsUq612clJfmZpmTnb5rfCgMJG0LZuDphkWHTB27LekiPowQc7SKXniboFurpfIpWaY2L8U1hWD7GY/r7Sgi/nvu75F4tPUyo5zM5GKta47FP1jDW5nHTubumevM+yuRIErPg+6Y15bEoakFB1uBmXlSpDvs+l5FWt55DusGvyDuikeEzB8HIO1PI23FUWpEKhwNLSEmtra2SzWfL5PMViEd/3t5w5ebsRnYniN/v4zfVxsxWLRWPG0d2EhYUFrly5wurqKsVisWIzPDk5WR9XYj/r0YyTtS68c/ihxd87Pci1bJz/86FxhpJ3/5jtVjyRnOJgYplnV4/j7Z6zYgO3iI/m8vT7Pr/f3Eyh7skoIQ89/B2OHTvFwUNnSCYnmJ5+iJWV+7bsDqnWJVYyaerFc2GFIfc5DmeCRpJ/Ldw1G6RSqUQ2m8W2bRzHwbKssmtFbZbuZsRm108apZ6tzyuwLAvLsiqsRHcrpBBhe3t7Betw3dAPTLFtpCFZ3+EX3xom71v8yiOjtEcbuSZbDYeAH+86x0ghyfdygztdnQZuE62FAp/JZnkj6vJmrP4Za83NHvF4jvPnH+CrX/mzvP3Wf8/kxFNbeIeAltYlljM3Zni+E+wNQ5otizP1iNW8x7Arjk3Vpmhpbstms4RhWHb1qE2RvFa5jYIgwLIsoytMun6U2c9Ey2/KDtDVUZqIa5kF1T2qTb1hLsQqWmTbsxTeKFTUoZbECmyawmWskdwQdXR0sLq6SjQaLZseJyYmyn+/dOlS+bPMNlImXmnmlqZY1acminhZB3WNNLmaXDDKlC7N4IVCoTy2a2trFZ+ry9JxZMh5Y5KfuM5VGYV4T5zgxQC/6FdkdKh+kN/JuSLHQtVHmph1mTzquzzwv75Z4N88epl/9ug4P/VCD4XArriH67o4Vkg66tObdGiLlmhzS3Q1QZvrkY6WaIv6pF0P17EohTZeaFOS/+GUPwe2ix/aXMi18OpqHz62VoLG5B6RJm11rexzkyq7GgsTX5HOlSzHT95Xl52qyxr6aPsofdEs/2LmKXr7Nt0ne0TmWltbW/mzGj+Tq0v3vSm7R8GUnSf7VM0xKYkgyzLxFOnqqHuOyDHRudN0mb/V3yvoOIyq66Wz8JrmkBo3yXM0Oblpxp2amuJTs+tutt+2bNbW1irmjU6C5GY42NShS7rVjh49CkBn5ygA8dgJ9u/fnCsmTiVVB9lfpuf5utrBPJGIz+JCC57nGbOhy+44g4xHdXgFbMqpPGE74Lqcs2xc16Wnp+e6ektXpknaRgc57rrnve4dLMs1ZRaqzzezZnSuYNM8N7mjy2Xd8K87jCAI8DyPQqFwQ26bMAyxbbt+MhPbACu0iExH8PbWh/xdplGaYh/uBkQiESKRCL7va+Njtvx+AxEs2yIY2f5gxnMrTfz9dwb4hydG+NUnp7m84tIe9WmPqf8CUlEfWzPlvcBi0YuwXIqy7LkQRnCtkIgVkLBLuHZIhADXDnCsENcKcK2AqO3ziVTAcinK1zP7+dPZHua8m9fhuxsQt0v8WPcl3s138laul8GdrlADt4XeosfJXI7PRyLM6RZBHdDaukAY2hQK9QmgjifWD6dLS/WzIN1n2yyGIVPc3WEp24Fdt0EKw5B8Ps/KykpFgFo8Hr+hG+1uj0EC1jdIj3qE8RArv7ULPpvNljcXdzsSiQQrKysEQVD3zV5kMEIYhITjOzO/XphN8a/O9/Gzhya5L1VgoeiwkLe5vOJyatFloeCwUIiwGiZY9CIsFiKsWU2s+Q5glU9mJpb4ahZji5Cj7gQfbb3KZ9ou8GfaLvDaShdfXhjglUIz4U7pf2whPtN5jVTE41dnH2DH9EwauGM8s7qKBzwX2T5tyZbWeQqFTsLwxpaU20VTYpJSyWF19Xqx563CfZbFu43stZvCrnhbBkHA/Pw8sG5mVNlq1YRr6uUuTafKBaM0x3K5XMULQL4YdNalWiZD0Kuc1yKCNNHuq+915l133iVHDnuvjXPNKd/DRPuuy9TSZf21traukx0GAUtLS+VrxsbGytdeu3at/FmatHVSIrLt6u/yvnIjKzMnVN0V6V51ubJ/VRk6k7wqR1kOdTT0ctyVSVvKV+jqJe9bzpbqt9flX4rXX6vcYqbxkd/rKO11ZG4S6oDwhek9/N7l1vLmRPW5bGPZtO2sm7HV+VO5C0wZKjor3EzYye9xgj/NrnDce50PtVzl8dZZJnoTfGmuj6/N97Lqu9e1S+cWky5WOZbyd2p8ZB+YyAN1MM296vIB9nfE+UznCK9m+8l33E8fldlq0q2mlNqr66agc53Dpjlf1lsncWIiU5TrSyeTY5JfUv1wM4kKtdxxai2annm6bCXpPpFlyXWn2i7bY5KiUGt0dHS0/J16TkWDgL+8usorURcvkVBa0kaZKd27wxQ2oNysQ0ObTOq9vb1YVolUaolc9v7r5oMpG1c9+02yGJXvpFVS6XcZH+sin79eLkP2qc4gIOejNC5US3CV3Cgx1yWdXB8vNc/l702uLl2mpAyvkHNAN3dN0h7qfiaaFjVuJqkR0xxS0MkvgV5qSWLX+VpKpRKWZZFMJonH4+WA7FooFosEQUA0Gr1r1eqLg0XwwVrYulOtEqpVgdr3AmzbLm+M6m459MCK7Hy/7YTlZjFs4Q8Xj/E3Rj7Or888ymLJ5af6L/ObD7zEieSNmbB3K36g5QwRy+e/ZI7vdFUauAM8lMmQAJ6vEUOyFYhEPLq6v83BQ7+B4xTI5+sjQdPZ9Qa27XH2bH0lbk77PkeCAOse8LrUG7vCggSULUilUokgCMpWDLmz7+3tBSpPpVNTU+XPKysruK5LU1MTjuPgeZ5RTqPWi1XHNWIK6NLR8Zuo5RWqg/pKLSXyh/JEz0Zp8pogri9L7sB1vE3VJ7d9+/bh+z6Tk5PlNs/OrjM1y4BH2ae6HbYpaF393cSTpAvMlacvmYWmkzIw8QrZtl1mzVb3M3GGqD6TG2fTZrFaOiWcDbGOWqTaU1iBVVF31Q+yjiYriI7/SDfHTEKjOnkJ2R65TnS8I6bTvYSqr+4EdolevjPVx77oMn+1+3X+j4Pv8M9HT/LaSud19QJ9kLaJo0tnpTRBtyZ0livZHwMDA1iE3O+O8sHkZd5yH6H90GPlvpHXmqx+usBakzVCJ4sgx1J9L+9rksDQuUhNJ3LduJqC3dU8M3EqqWtNAdS6Q6hcfyZBY10Au5ybOjHa6enp8nf5fB7CkCcXlxiJOIzEYjQbAvYldDJVckyk5XB4eBhYnzetrefp7fsmkUiOTOYAiwvHyeX2Aev1VPNCjkMtUl5d0oBl5ejoeIu5uf1cu+YB6wcQ2XfSE6FLnjFZDqsTQN61LD4FHG9NMR51y3+vZb2Bzbkng7F1Yt8SJt47Wa7ydpgsZuqzySOkm48mK5hErRCNXbNBUgjD8I6sAp7n4XkeruvelPtst2D1wVUs3yL+xtYx+abTaeLxOBMTE/dEjJaEWhz1bpc/7YMNYVuINb/zlqSdxkgxxS9ffZT/bf/r/MK+N/jV0Qd4MdNbhzuFfKR9ms90j3Et38KrK528udJBNri1R1ar4/GR2Ds8E3uXTmeVZSvFi9EP1KG+DWwX+jyPPZ7Hf0w2Q92s4iE9Pd+ms+s1stkeRq59hnx+PdurHmGPyZYXiUQ8RkdOUG/CtdMbz8wDxQLj0bvnHbkT2FUbpCAIbvjCK1Jk3BrHi3i0+W1EQ70/8043WdsNr92jMFig+a1m7NzWrD7Xdeno6GBtbY3V1dWKU1oDN49geoMluCPAnt91Hukdwaof5e9ffZRf3Pc6Pz/wNvFxn68v7a39w5tE2vX4n4cv8mR6nqu5Zh5tnePD7VOUQoszq2leXenklaV2Josmva2Qw00ZPtU9wfvbZonaIRe8Hp7NPcJS7/sIrLvTBd/AOg5uWFVOG+JZ7hwhDxw/RWfXNRbmjzM5+SHqGY1iWTmSyZeZm9tHNttGvTdIs8CC43CgUOSF+sWC3xPYNRuk6sBrZWqT/B9n42f5hv8NSK+nxZ8ITzC4OFj+ezU/S7VrS2faNJn0JJQlymSR0klVmMx/yv0hzZLZR7LYBZuOyx1kI5tmVAXZN6ZA1+rstKGhISzL4urVqxQKhTItP2yark2mYB0dvInjRLVdx1kBlX2uXHtSDVteK11DurGQweP5fL7sRlVmaJNKvS4QzxRcrO5b/vsK4IO7x6V1urViLHUBmNKVpqPSl9/pTMjyu87OTfeVjs7fFOQr55YySZsCGquz2KDSrK+TVlH3+pWZZ/jZju/yc/1niIRF/sv4ZuqzKleOqcmtKZMxnmpb4H8avkSTE/A7U4f5k/n9uBGHQ4klHmqe4eHkDJ/dc4HP7oGJYjOnVrt5I9fL+Vw7jhXwdGuWj7ZeYSi2TD50edk7ykj3x1iIrJ/++0SfqvvqVMWr+0Fda+I80ymHm2Ihdf0gr9UFy1Zn9N4IFc+WKh6x6nvIua9LNtAFn8u/g17KwuSOUwc1Ew+ZrKPqX/n7pqYmDi8usRSJsJpIELMsI09PrWBc6VaTAdknToyzt/8a83NPMj//DK5rGeVBdN/p6iDbWP2s7Ox8G9sucPqdfSwvLxjH7EaB19WQ61aHy9EYh3M5Io4j3Hyb89LUHjVHTM8xXbC6aZ3o+tSk9qB798rnmCnZR8FUri75ouIeN/zrNqHa2mPiPFoNV4kR45P+J3nBfoFJa5JBDYuJbdtYlnVD7qTdgoXmBfK9edrebMMubc0pJZVK0d3dzeTk5D0hL7KjCCCyHKGUarBZV6MYRviHlx7gF4bO8jMDF4mGBT430X9bZTVHfP7mgYt8rGuWi2vN/JvJk4wV1h/yATbncu2cy7Xz+3NH6XKz5c3S96ev8en2K2T9CCHQ7JQYLbbwn3NP85p3gAJRhjc2Rw3cAwhDBnNZLjc11cW91t6xzJ69rzE/f5D5+WfYDhqIQnH9UNXcnGV5uX78RxKX4zEeXVujs0YW13sdu2KDpBMo1CFPngQJhhjiNV7D3y7thzohJORi30WcrEPLpa2RzLAsiwMHDpDL5SoC2O9FbBcxaGQ5QrG7Dhpv9wBKoc0/uXyMnx98l7+8b5Qmx+ffje67pTIebl/jfz8+QXe8xO+O7eX3xvtJ3OAEPOs18ZWlQb6yNEjMKnGyZYGHmmZwrIBvrg5yPt9OZ2f9lNAb2Dl0eB6tJZ8rCZN79fZhWQGPPXYOz2ti5Nr7aW7enpjDlcw+CoVWBoeuMjGxp/YPtgB7i0UCGixgtbArNkhKIkSZ6qSLpyXVwiuRV5i0JgkISNgJXNvFD3wiRLSuAxXL5LpuxeZLUgbUUsnWyQSYTIk6l4X8vS7DKwgCZlOzLDcv032qm5gTA6fSVKjqbsoC0LkM+/r6aGpq4u2339byRcGmuVGWVYuDRrrVZB1VuSZOGAl1X1kXUx11Mh7ShL+0tEQsFsNxHG0ddFlBtbKo4HrOLYDocpT8UB5ievV0k6q77Kda1BPqWpPVU+euM3FiyTJUuTeTIaYrS0KtS5l5qNr1H1aeocjL/PjecTqb4OWFFMsllwk3YNlzWClFrjOJR+2An9o/xo/snWYsF+fvXH6YC7kU8eZK94ecA6qMClmE2H08r+qTcjhA5e8HBga0Zal+MvWjnG9q7ujqApXjo9xIso66DFpddld1uWXpGfEMURk/UDmu6rNp/HTZtHLd60hkZR+Y5pjOzS6he6aZ6qWbu7Jv92702WhLkoRVyQtWXZaEWqOyjfI909fXR0fnKG1tq4yPfZJ4PH1TWcu67FOdm0n+Rj7z1iWTPPK5CJ2dC6ytzRmv1bVH9+ySf5d1UP14zPN4ZmWVF9rbWGlpQa1m6ckxcS6p701cdzoJoFrvLNhcK7LPdaEa1e5WHdS1st665+eNylDYFRukG3H0ZMnySuSV9f8TwJAzBCGkSHGWs7gx98uNAAAgAElEQVTtLg8uPIhVtRdWOjay3FKptGsy25T1qCnfROvo9Sngt4uenh6WlpZYXFy8pZfi3YjtsiC5S+tzxkvXRwbmXkCIxb+duI+cH+EHu67x0baJ667JeA7LnsNSMUJvwqMrtt6fX5jq5bdH9uE2pa77TQMNSLQVPQJgLhaDmyDEvBXs3XOefL6JTObwlpZ7IzQ1ZTh58jskmlZ5+aVhPK++r+REGPLZbI6ZaJSvini8BvTYFRskFTOkQ5IkXUEXs/Z6gG+C9RPPJ61PcjY8y6XWSxxdPkrCrwy2CsMQz/OMLMc7jcn2SbKJLMcvHycfmiVUbgXRaJTm5mYuX768JeXtVijroOu62xJnFsmsLxMv5UGmxsXvaVj8v9OHeXZ+P4lgldaIR9TLkHJLpNwSrZES6WiJlOuXN0f/+NwwLyyuxwjtjqNLA7sZTX6JnOMQbvHBKBIp0NY+xdWrx9ku/uS2thEOHnyBILQ59foHeffd+scD/flcjrYw5P/u66W0i96HuxW7YoMElRkSkuI/lUpxvHSc5/11I3rSTZJwErzhvQFFOLZyjFa7FezrTYnqs+d55c2DgnIjSZOfyfynyjPRmZsyhHTl5nI5fMvnUs8lmjJNREeiLOY2WYlrKWabMrVg060wMzOD53laYjHYNI+aXHcSaoMp26UzAd/MRkVdK0kpZb1kfZSpttplFYYhuVyOWCxGPp8nk8mUs/Jke3WK2ro+gEoztWqnzAIpHVj/e7PXXGGWVxIV8lpdVpgsV5qNdQH0JvJA2f/KLGy6VrZN50aS99URAZoyFtWY6NZGdR1nMhlmfCh4nbDR5Ap30FIM1/LxXIe+vvU+kxmA8hkg163qX1P2qapjV9dmDJIsS64fnavZNI/VtSbzvG58JHSuH5PrQY5JrQxaOedV202krbq2SZeIHB91rU76A/SuHVmWrIPOtS3HTOf2lHWXbWj2fbKRSnUFU3tlfdQ9ZPiAzJDu7l5/JuWyg+U5JssyyQKpdsjxq+Uasm2bPXveYGDfaywtpXjl5UfJ5RIsLKwfbBVpMlTOK9keHRmpaU2o7590XT5Q9Phqawure/agnNA6ckdTco8MY6luY/X3umvle17ON122rc7dKvtRlz0OelJQU+hDrWy/XbGFrOUmmQvXU9SPRY/xZPxJloIl/qT4J/TavRyvIRmwG0kjL7dcphgv0n+l/zrX4J2gvb2dfD5fsRG4lxCGIaurqxQKBdbW1io0nup2z5aQhSMLNE820zzb4JLaSnhhg4+ogVtDU8kn62z9ub6peZ4wtFhbq39wv+tmGdj3GgsL+/n2t54ml7txqvlWoCkM+fGFRSbdCF9KNVzZN4tdYUEKgqDipS536J7j8U7hHR6MPMhPpH8Cy7KYKEwQEtJn9+F7fjmbTQUvqp22CvxOJBJEo9GKk4raYZuo+OWmTRcsWB38Xf07aQmSO9ml5SXO7TlHdCrKyjsrrLBSYVHRnfJk+aY6RqNR2tvbmZqaKtdNBnPqeFpMMgM6C4GJIl59NskuyD7XlWXiF1F1V6eBUqlENpvFsiw8z2NkZKR8rTrtmAKvdcGjJv4Q1TfKGrfwgQUsy+LI+BFinbGK4F8lumvixtEJZ5o4olQZJiHS6rGuLt90ItdJwZiEM9U1JquDOhHqxhT0QZGyjtJCJE/var2bkiR0llSTJIiyNsm/m9aijrOsVgCnrKMsVyf7Y5oLOkudnAu6BBEJeQrXzbFaYsSAVl5C/k6tKZN1QGddMQk16zieZBtMB2RVB3kQihULzDkRFhcXy++MmxHnVXWT67dC5igySakUIwydcrmmgGBdQL3pAK6TVslm8xv/7mV5edMCuLS0BJglanTPXVOCiLQAxWIx/tu1LK2+z+cPHaGtqaks2yXrVitYXl5jSjCQ7zLd303ixzppIp2lRycEXF133dw18e2ZxHPLdb/hX3cB5oN5AgKOOkfLndtqt9Jtd5MJb86CsJtYtXPRHPlonvjI1kmKwPrLJxKJVBBC3gsIgoB8Pl9+mRWLRWOmylYjvzdPYaBA/2g/scK9HfDeQAO7HelCkc6ST6YOYuROpIDv14uZuxLqPo6zDRx1Ycin83me8Ty+3dvLVI2srQYqses3SGlr/aR51b9a/i4bZpkL5mixbo47aDep2C9uqKDHprf2hdve3k4YhhX+67sZYRiSz+fJZrOUSiWi0SiFQmHbyD8DJyDzaIbIUoS+ib7aP2iggQbqhkgQ8OeuXcMHnm/Zen0M34/i2NuTpWpv3Ceo94YsDPnzpRI/mi/wXdflhb56aCbe29gVLjbbto2cIfEgzkn7JN8rfY+OtQ4+nPwwWbKUKDEfzDMcDpfjeJTZsTowLhKJYNu21pxmoijXcZyY6ihNm+re0qUh3YczsRncokthqkCR9frK4MfqfgE9twRUWsbS6TTLy8vGIGBT23SQZntVhuwnnTlZ1ku2XYebUVZeXV2lVCoRBEFZTmR8fLz898XFzcB2HddILeVyU58qF03weICf9Bl+eZiOdEf57zq3i7yXKYhefTaZmxVquf4AbRCpyTWnc5tJ03S1PE815IZU/V1eJ/tDJ40i54Kslwyc1nHUyH7QcfHIeulcUiZ3uOx/9Tww8aXoZAhkf0k3kS5A1uSWVjC5bSTUPaTrQvZjLXke+Z1O9sXEZ6PuJ91bpnWrS/qQkOtA9a9JaV32mZIWWlxc5MfnF9iTy/EriTiXNp6n6r66JAvQj58uicK2S8TjGRzHq8ioNgUq64LZdXxUsm3yHeD76+3KZh2td0POQTlv5PjoflfBM+a6/KV8ng+XfL6XTvPHPd0MCYknmfigSyAxBajr5piso2y76r+bkYJR95BB07XWRy0eOFMYjKmdOuwKC1ItF9gnIp8A4Jp3DYAuu4uPRj/KaDDKpdZLxt+pyV6LpG+7EBKSSWVoWW7Z0uDsaDRKa2trhVbZ3YwgCCiVSmWttW2/f1vA7OAs6fE0zYuNwOwGGthJPLG6ytNra3yltYU3ahzubhXx+BqPPvY8LS0TjE88uqVlm5BsWQ+DWMu21bjy9uCEIT+dy/Hhoscfx6J8oad7y2kR3iu4KzZIAes7wj3uJg370+7TALzV/hZ5R2+xsG0b13V3jYttxV6hGCvSurx1xJCweXK/V9xrupTq7ULohBQ+VMDxHfrONVxrDTSwk+hcWeFHF5c4F4vxxS3Ovmprm+HxJ56jKbHGxYufYGb65JaWb0IqNUWp5JJd2/oNkhuG/I2ix1Neic/HYvzneLwumnXvFewKFxtUZhdIlEolJsNJAEaLo3wx80WGgiG+WPwiAHtye2iymrAjdoVcg7OhUhyNRrVuC2VWNJlGddTkJpO5jhNCmmeVZWcktZF5Nap3Y1V/1jFh6zKIuru7KRaLrK6uVpjMdW4oWa7JLSOhzLom5WT1WacgD5Xt1MmWVPOwBEFAJpPBtm2CIKhogwxA1ymLm7KCdIra0t2q2hYSEnwsIOgNOHrhKJ3NndfVV8c9ZHL36CQWTO4c9b0pi0qaqdU9TK5MHZ+XiV9Ep1gvr5XtVXU0WfV035vM2brsKwk533QcTrIsHeeLHF/5WbduTQconUakKZNL57aU46dz75sOhjoXjilTS1d3UzaSbo2bsirVupeuPZPbRc2Xar43BR1/nO5e1fdbm57mv7lwkVXL4jdaW8gXixX31fWpKUZRhltAyH33TfLwI1fJZls4/c4HaWoaQnW7TspH1lceRNW6lFmZEmrc1Pyw7SLDHVeYmd7D6mpWGxYg17X8rJsDsl7xSIRftG0ewOI/tbbwQlMTcWDPnnXDgswi1WXimfjNJHTPPAk5p3XvGdP6UXUzuYx1nFimstS6rZUdCZXvSB12xQaplgXJ3fjf2eJZzhbP0mP3kAkyfCb6GeKjca27KhqNEgTBruI/mk/M4xQcoqtbG5zX0dFxz7jXcrkcYRjuiFs0eDIgP5QneSpJV7EhdtpAAzuJPzM2Tqvn8c/SaVa3kPW5vX2Nx5+4wsJCL2dOfwDfd9mu5K72jneJREqMjh7Y8rJPYHHCsvm1wOetRrbalmBXbJBc1zWKu+bzeVpp5af5aeaSc3yu8Dmmg2kOBAcYWhtipLjJh6N2oS0tLQRBUHaxKej4d0xsm3Inq06CJuZOHeeO3NGurKwQEjI7OEtkMsLy0rKR/dUU8KZQHWjc3NxMNBotb5BMJ2sJnaVAJ5Cp7iH/NdXLxOKqYxiWwbyyDmtraxvijQ6zs+vSMjIwWwY66viTTBYk1dc3Oll7hzxKT5ZIjaXYM7mH9IHNE6Hp5KXj25D9pOPYkvfVWaZk8KTJqncrrMwKsp8l/4uOU8c0luoUXC22Wf130K8D3ZiAPmnAxImkxlj2U63AeVPAtq5epiBSdY1pfekCc6VlRM4hdQ+TJU7H+mti2Jd117FU34h5v/paXX1MljzdPXRcUNVQ9zDNBXnQ615b43w8zpXoZn/o+MBMCSLSUqDmvOM4rKy0kM9HCIMYtt2EbesD33V8YtV1UOtHcRiB3lpbKBSIuDl6e19merqdkREHWK6wYOgC400M+ao+cnzuS6UphSFf9Tx62ITusKnzhpi41GR71BqXfSstebpnlompXseGbhKArq5rdR0k1JoxeWlkGXdFkLZt24RhiO/7RmtShAhHI0d5wHkAgJawdor/bok9AshH8xRiBaLTW2s90hGG3a1Qk7UWeddWw+/11+OOxh32vL1nSwPoG2iggdvD1XiM/kIBtpjHLghsLl3spb1jhGh0u1QHAoaHvo1tlzj1+lGowzPmAdvmYhiyDexK7xnsig1SsVjE8zx83zeePBRUcHYavc8XNjdGu4kgcqll/YSx1Rskz/PIZDIVVpm7EUpcuJryoe5IQ+7jOawVi/hX4lhhY3PUQAO7AZfjcVqCgJ46EMOev7CegNE/8OaWl309Qvbte4W29hFGRh5nZWXrM2OjwGHL4p1t4ol7r2BXuNiUOrtlWRSLxbKchO/7FYG5+XweC4uPZD5Cq9fKWDhWEdSnhERTqRTLy8tYlqU1v4PePVLLJSXN+hVyKJpAVGlKzGQyzO6dJVKMsDqyioVl5FHS8ZbINsg6qGsXFxfZv38/lmUZg6VlfXT8Lya3io6GvlbgoLQASXFXnSChMjHbto1t2ywsLDA1NcXY2FjF38Es6aGT6TBx9VQgDvzo+rXt32gnEomUXSHS1CvbLt1ICqagZt19Zd/pJC7kd9IsLOuwyd+iF6CV91C/M9Hry/HTce5IN5EqV7rlTJxK6rMp6Fx3XwnZjzqXrdxE68bKFByuc4uZ/q6TFTGxuOvcS6aEC51wqs5VJq+pNWayHTpRU/l32BwXk5tCJ0ck3am1uGSqXefV15pCG2Tbz26shUNFj+mNMTa5/BRMYqaqf9W9igWX6akH6O17m4X5o9j2JomiKtc0F+Q8VpJI0sUm3alhWGLf/u/Q3f0uV68Mcfp0DxMTF6/7PeiFv03zQn2v+uO+SATXsnjTK+L5vnaeyr6rFaJgit1V35uurSWOLCHroPrPJF6uW6vys1wfugO2qV61DuO7woIUjUZxXZdIJEI8HicIAqLRqLHybcU2nBsIXQZBUHbZ7QaEhKy2rZJcTNbFfaP89lLB/G6C0sxbW1vbPt6jJuBHgFZIfyNNZGVXnBUaaKCBDcw4Dsu2zUGvttba7WB8/GGKxWb27f9eXcpPJOY5evRZurvf5eKFQ5w+fWNh9TvBI26UIAw5vUveefcKdsUGScK2bYrFImEYGi06tZDJZAiCoMLaspMoxosU40Valm5OGuVWkcvlyGazdHd316X8ekOl9MvTQ13RAfwk0Ak8C9HZ7Y15aqCBBm4ClsXFaJRDxfocmoIgSi6XxnG2fgOWSl3lvmN/SCye4dLFD3Pu3DHqEXcE4ACfisV4zfdZqXl1A7eCmsdmy7J+G/gBYCYMwwc2vvu7wF8BZjcu+6UwDL+48be/DfwU4AP/YxiGX651D9u2K9SFYd2cb9t2hVlRRffL76Q5OR6Pl110/f39xOPxCteCtCjpzJmmzBpl7jfxRMg6KJeDNEGupNenbfNiM6P50Yr7y/Kh0uSnTLW1OIoAJicnGRwcJJFIlNspy5XX6uK8amXVmWQVlJlUuobkfVMacjfVR8oFWiqVGB0dZWZm5rr6mrJHJGpZnVQbIpEIwb6A4NMBlm/R9MdNROYidOzdlBJR9ZUmW1NcnJpbOhkQ0M8X+Xc5B1SfyH6+GReMgkkyQif5UZ1hqaDcmdLFJl2cagMr7y/boMuKvBmaDdU2Uz/rMixNcjk69XRTFo36bBozHbeKbK8cEx0/j46fSZYrx9fE6SJdNwomKQoFUzanTmpH3ksXsynXnPy7bj6ZOMDk+lDlmXjkqj/PODaPBAExy8KrUkVQ9zVl6umem5XPkxwtLRNMTeotO7Iucl3Kuqt5WM0t1tQ8QhA4fO25D+J5Uc6dO1v+uwwbuRFHXzXkgV/dL5vN8nQsRrfj8K/zuU1Bd+HmU89j03NKt0ZNISDqmWdyU8nfqefQzYy1ztWrCzeRa8b0Pta9k0zu0loxzzdjovn3wCc03/+LMAwf3PhPbY6OAX8euH/jN79mWdZtRdw6zrpOjfrPBMuycF23vDmKxWLs379/V2V1ZVuyWL5FfK1+dZqensZxnLsqWLupqQnHcZiamtoWEdrggYDghwLIQPKPkkTmGm61BhrYzThY9BiJRPDqkJGcTo9h2yGLi/u3vGzH8SiVonhe/a3TP9LUzKRf4uWGe23LUXODFIbhC8DNshD+IPD7YRgWwjC8AlwEHr+tim3s8vyNgLNSqUSxWLzuxKRilUqlEq2trTQ1Nd22a65eSKwmCJ2QfPONRVzvBAsLCxSLxbsmDikej+O6LrOzs8ZA0a1CSIj/Pp/g+wKsEQvn8w722u6aIw000EAlmoKAYc/jdPx63rWtQFv7NYrFBKurW//MdJwSvl9/kuL9jsNjsRhfyGZp5K9tPe7kCP3XLcv6S8CrwN8Mw3AR2AvIiLexje9uCMuytK4Yz/NYWFioUHWH9ZdrPB6nVCqRz+dJJpNEo1Gt+U+aRqUpUFmlTARSJnOkgk7KAvRkbW2LbYwyymrXputDQpfhAptmRUnsZ8pWamlpYXFxkZ6eHqanp69rgy6DyKSYLu9Ri0tK9Y00fUoXmzR9qns4jkM6nWZxcZELFy6U/y4p/FXdZN+bTKY6d2k5Uy8SEv6ZkPBASPP5ZlKvp7DarDL9PkBPzyatmpK8kfWuFexvkk3QZamZMkl0JI0yQ0w3B+V3cszknFd1k2VJt40k5lN1l22QLjZ1DzlfpQtbR95ocrfq3E+yH2V75D3UnJZ9q5OyMG26dRmjJrea7DMddYiJYLL6N9X1Uf0v22WSY1irUq6vvlY3B0wkmxKqDPl32R71WZcRWV1HXWaaaY6o+8l+Nj2Dj+QLOMCbQrRa9qlOUkLOQV2mlmqDbQek06PMzh4gCMKa7lRZR518S7UUie9nKRbg0qV1MXWVlQuVfSrrqFO0l89oOR9VHX6opRUvDPlKEJBuby//XXoSdHJQ8rNaP7psUtCTxcr+kH+XJJfKlajLOIbKtpfDIIIEzXYHzU4HSaeTqJVkovQWy9EpoPJdqNszwGbfmAiL5bjWMqbc7gbp14F/AIQb//5z4LPoo9C0/jHLsn4a+GkwZ1+5rkssFqtI8SsWixQKBfL5PL7v4zjOrpIT0SFajJJYTbDcvlz74jvA3NwcPT097Nu3r4KBejfBtm327NlDLpdjcnKy7vcrfl+RYCgg8kKE1HiqQQLZQAN3CR4oFlmzLK4YYnLuBH19SzhOicWFfVteNkAkUqLk19+Fn7CgACyGIXeH70DBIkYLTVYbCdqJR1M02e1ErPV3fRgG5MJlIOSA+z6u8V1WmNj2Wt7WCIZhOK0+W5b1G8Afb/zfMWBAXNoP+laFYfhvgX8LcPDgwVBucuTOUJ4I1E50dna2bG3o6uq6LltNtzMFffCbiVtHnghUeaYTrjyF6wJdV1dXSUwlWBheWGf0KuoDF6HyJKpOFKZgNPm7eDzO2toac3NzdHR0kE6nmZqaKp9W5YlCnWBkG2SwrjwFKEgLkc7KZZIqkX2zsrLCkSNHiEQivPLKK2QyGW1Qn2yzSfBTZ02qDrjz+3z8YZ/kqSTN15rp3buZCNDf31/+LOdbLRkVndXHdK3sh/aN051OkgI2x1qOiewPCVWuyYIhT6DqxKekW6DyNCu/V/c2BeSrOWvi5ZKC0+p7XX9W112hlvUGNudALR4W2fcmK4nOUmA6ResCXWu1R6IWaa1pLNXnWkH48rNJMklnITIF2OpEgU1caTrOJFMwrm58ZB3LVqEw5P5igbdsh4JYZ7oA21oBx/J3m+1Z/7er+22mppKsrl7Po6Oz7lTfQ/XT+nwNSSaX6eq+TFPTCnOzyfL60vFVVbdH9oPu77q2jbkuScviYEsLrnjGy3mqSxrQWU5M3G/SiqzmoVwzprmp3imFQoGIFacrNkQq2kPS6SQZ6cCxN0SOwxKrpTmmCudZyE2SKU6T8eYIwhKO5fJkz59jX/RJ3sr8CWv2ZqaziYtQZ0EyJUHUSvC5rQ2SZVl9YRiq4/8PA+9sfP6vwH+yLOtXgD3AIeDl27nHjZBOp7Esaz1b4C4R5UvOJFk4uAD7gQs1L79tTE9Ps7S0xJ49e+jv76etrY2JiQmjGvh2IpVK0d/fz5UrV7SbsK1ESIj3lIe1atF09u6YIw000MA6evN50iG8VSdW/atX2zlz5hGOHn2dxx57nitXPk2xeCc0LCEPP/xtOrvWbQdra1GuXesErs9C3Epc2tjEDWMxWtc73R5STh9drYfpjh3AthxKQYFVf56J/BlWSnOslmbJ+kt4pfX3U7Vr3A89Xp75Q97X95M80PpJRsJvkbMWdbeqC24mzf/3gA8BnZZljQG/DHzIsqwHWXefXQV+BiAMw9OWZf0BcAYoAT8XhmFdQutN/sfdisRiAtuzCYaCum6QYH2SXblyhXQ6TU9PDwcPHmRubo7Z2dkdk1+xLIujR4+Sy+W4ePFi7R/cIfxhn6A3IPp8FMtvuNUaaOBuwqEN68ObkfrJDk2MHyCfS3L8xHc5fORZ3nn7L3C7XEWdnVN0dk1z5fIRXns9ydpqbKOs+m6QRgA/DBm2ds8GKUKMNoY4nBwi4aTwgjzjudNM5M+QCzc3Nzf7LvKCPG9mnuWh1A+zz3ofV/kmBau+B2yFmhukMAz/gubr37rB9f8I+Ee3UgnbtivcAiaJBWVqNwVW6ThfdIrq8lrptjGZVJX1xWSOluZTZY6UFhJ1bWI6QfZAlkRzAjei51EycWAoSNeCjkel2mWVy+Xo6uqiq6uLVCrF9PS0NpjTxC+h2m7iu1GuFBPFv/rc399PMpnkjTfeMEoW6ILqaimIQ+V4r18I9lM29oJN4kqCgQPrXt++vr7yJdLyKMvVuUpMHES6IF9TIKSOB6mWWrwJunVgKle5omW8lzSZS5O4+p2cY9JtptyEprHW8QmZ+Ih0Ab86njLQB53LIHvdWJqCQaXrTq1R2Qc6SRfZDpOkgS4Q1fQC0LnOTS4AXT+ano+16qh7pumCk+X3Jve/bu6ZOGWk+171tTzg6viTDq9luQzMeR6BaK8cax2Plcm1qtpTLQmyuBjFsoZ56OFzhOEyntdUfqaZxuT651vI8RNvsbqa4NSpfVy6eLn8dx35rexHOcd0cjamZJHy+yuZZCJf4JBlcVq42GqtCd1alO8smTAjx0/1g1yfqj9S9h4G3CdJ2/uwLZvl0iQj2dcZy5whwL/udxKqDJNr3bIsXsx9jvft+Un2he/jbOFLFdfK9upkmyTkuqwVv9wggtlGNE03sda/RtARQH3jtcvwfZ+pqSkWFxfp7e2lv7+f5eXlbXW5xeNx+vv7mZ6erlh4dcMJCFIBzV9ubojPNtDAXYiVqMsBoDMMmal59Z1hbW09liUWW8Pzbt0d39l1jXR6hZdfOk4Ybj99yFXb4n5/Z5L8XRJ0R4bojhwmZifxwjzTpbPM+ufJFNaz2NTm6E6R85c5V/gq98U+wZHo9zMTvIxv15cipkEGs41oml5ffP7+7Sf0yuVyjI6OrguzinTQ7cCBAwcIgoDz58/X/2Yu8BQ4kw6R0cb+v4EG7kY8v3c9ieIvb8OLP5tdt/RGY7cjdRSwf/8bLC8lGR3tq315HXDNsmkHmmuwQm8lojQzHPkAx90fZiD6MPkww4XCN3gj/3lGS6+SD+vjAsuFS5wrPIdrxenNP44d1jeDfde8QaSJTLompHlPwZTBosyG0sxq4q9Q35vMs9KErOpgsrroovi1vEIFsGds/H0+8fPXu19A756SptV0Ol3+LE2Iytwo+06XEdXd3U0qleLcuXMV/WFylShzvY5DCjb7yZTdE4/HSaVSXL58uWzelhl+0n0ix1W6XBVM9VXjlkwmyT+UJ9+c5+DZgzQPr5vKjxw5AlS6i0wZiQqyvZJ7o1a2kpw3uvExucXUZ1P5sp90rj05B+VndV8TR43MQlN9KmUKpASQclHKdsn1qetHE1+Yzq1l6hsdn5fsD/l31TZTRo6ubiZ+n1pq8SaXk+oHU7nqd6ZsGl3mkikbULoZdPU1hQ3o3A+13PsmqHvI8qW7Rjd3Tf0o594fAH8pDDm6ssqLGp6wjo4OY1uqoea2XBvqeb68bG/UYwXf98tjocs8a2+foKNzDs+L4hVjpNuu0dS0wh99eS9Xr14DKt3Z6n66TD3ZH7JtprWs4x5qa2tjKV+AhQXub2pmrLOj/P2NypXvMsWbJ92Pcvzk89ov+Qy1PMKRtvcRhiEjuTeYDy9RCNefAyaXrq7tOhemXDM6uadsNkuWEbzClzjR+mk6Vx/iUvB1rXvYtD6le7dWLPOu2SC9VwByHXEAACAASURBVOCMOngPeQTRALu4/Qa8ubk5Dhw4QDKZrHsmmeM47N+/n0wmU6GzVi8EiYD8iTzuFZfmzO4QKm6ggQZuD8+ynh301+MJTq2uUC8dgmIxQqkUIXYDC5JlBQwPv8m+/e9q/37p0s48byJhyCdWV/GAlUR95bVa3W6OdX6UdKyXueJVzq++QCFY3RFZr6XSOFeD7zBkv48h+/1Mh68SWltvbWxskLYZkZEI3iMexb4i8WvbP7Hm5+cZGhqip6en7huk3t5ebNvm8uXLtS++Q4SE5B/JgwPxV+Jw90jSNdBAAxr4Fvw/Ifwj2+YnYzF+q26SRBaFQrNxgxRx89x//zdpa59mbOwQF86fwHFKuG6ReGKUMLCAnaFR+cmlZQ4Wi/x2Ok2xuT6bNMeKcLDlKfYnH6YY5Hht9gtkrJ0nIs4wzkj4Evvtp3CL72fGfZOCvbVZg7tig2TbtjETSJqIVUaANA/qMiBuJhNIZ47Wuetg0zRpIgHUmeVNZuPiQpF8IY/f75OYSVzXBmlGVW03ZcOYMjYUpPldmklnZmbo7u7m7bffLn8nTfjS7KjqI83Y0lys6iD7PJPJ0NnZSTqd5t133+Xq1asATE1NXVcvCdlOZV41uTzKUiLxkNgjMfJH8hRbi3SMdNDf1s/w8HD5WuUmkm47aU7WZajI9srf6bI/TASjcp6q/jepwas5Juslx0SOdTkr0mC212UeSXO1rIN0bas5JJntdTIstbLR5D1030GlCV9H7CbbpnMlykw8eQ/lgpZxdiZ3jk4mQs5BXXapKbOpltiyzr1veobI73Xq7LJvZH3VHJNzwUQgqr43ZfHo3I8mS4EaS918hspnmu55Idsr52kkEuEC8OVsjh+Lxnje91kyuLB199VJuZj6bmUlSnv7BG3t32NifJhiMYbjOLS2LnLy5PeIRgucev0ko6MDzM5uEq1OTa1s/H7T1azLZL1xFlzlZ527CCrXQWtrKz9uWTyey/H1vl7Gens5LtaqdJ2r/pdrThL4queyLvO6OzHEU10/TDLaxuWl1zk1+WW8IF9RvknORt1Xjr8p01GVIcMZdK5zifn5eeaZZym6wNGWDzIQvJ+J/BlGMqfxKVaEo8i5L+9RK1lpV2yQ3kuwQovIYoRieueIG8fGxujt7aWjo6MuWWWJRIJjx44B1C0wO+wNCU4EhIdDspEskakI/Vf7Sc+ka/94F8Fx1kgkRvC8Pnx/+y2KDTSw2/GbxQJPRiL8cjzB3wlD1m4i5uhWceb0EY4fP8v995/n6NGLTE3uYXUtxcGDZykWY3z7W0+zvLx7ni0fsCx+0nZ4s72Nb4mN0VYhajdxvPOj7Gs9zkpxnm+M/A5zuRFKwfYFgt8s5opXeGlpgqGmx9gbP0E3BxjzXycIF26X1qqMXbFBsizLKPkhTzi1RPV0kDtWXbCmTtrDVIa8rykQXJVnkkvJZDLElmOsHVijFJSwQsu4q9YJ35rEI2X5CtJSI+s4OjrKyZMn6e3tLWu2mYKLde3ViXuqE31TUxNPPPEEAG+99VZF7NF1fEWYT/e6tttRG+4D6yELv9fH8iziF+IMLAwQX42vc+NsPCvkiVsXGCpPqjreLJN1QHfql9fKk6RufNbHISSdnmXPngv09I5j2yFt7VHePXs/09NdqFUt541sjxofk2xJLY4hOd/kKU0FvUqrkewnncXsZoKWFUxzV1mG5eleWrZ0osq6IH7Y7BsdP1B1e2qx8Msy1FoyzQtdsodJ0FNBjp8cB3nfWoHiuuQJue7lvNHJ5Mj5rJM4kTDxz6nvdZw/1dBx/ch6yT5RSQHz0Sj/0vf52/kCfwuL/8t18S2r3E6d9FF1fa+XGqnk+snnm7l8+QDp9B6O3T/HwYOT7I2OMTmR4oUXjjI1tQisP+NkELZ63sr7yrmp5qPp3aILBNfx9cGmBfchy+LnbYeLsRgvPvQQnRttMwkeqzUj76XjPFLjN5g+yWP7foCIE+P07Dc5O/8tgrAykcIkCK8THpbfyf7XjZVcn7pkLGnxkdb2YrHIOKOk49/hif4fZCj+NMsrk1zKfYdssFjBgSef0bUSE3bFBum9BnfJJYyElJpLuKvbL7QbBAHj4+Ps3buXU6dO1XQP3CxaWlp49NFHCcOQr3zlKxVuvTuCA84HHawHLay4RTgb0vxiM7FLMeySTbzv7rC8OJECA93n2dt/kebmFTzPZeTaAebmuhk+8C4nHzzFnr1tnDp1jJWMfgPQQAPvRZxzHH4jFuWvFYp81ivxG259Xl1LSwleeXmYU6/vp709y9xcC+Eu4lL7uGXx12yHadfltzo7GKihRn+reKD7QzzY9zHmsqO8OvksmeJs7R/tIizlp/nm2H9gsPVBHuj8CA8m/yzjhbfwwklC69bpdRobpB2Au7SR5pv2dmSDBDAyMsLg4CB9fX1lK9KdIJVK8eijj1IqlfjGN75hFFq9HTjPODhPOoRnQ4JTAYxBovt6YcfdiZBkcp6+vnN0dl3FcXyWl9s5c/pxxsZ6CYL1JTg93cnAwAhHjp7m+77vu1y4sJ+Rayfwt0ERvIEG7gZ8JxKh2/f5kZLPlGXxJ3XSaQMolRxmZ1trX7hNsIDP2jY/bDu8FgR8rqebwhZvjh7s+34e6P4glxdO8dr0s4TsjCzVVuBq5g0K8XmG4o8zEH8QL3+YOfc02cj0LZWzK56+1S4dU5C1jj9EmiOVqc8U1KxTZTfJTOgC5aR5T37WqY0rdwWsp9YrLCws4BZcCKDQUiBaihqVr3UmbVkvnaSASSqhmlsjl8uRz+cZHBy8Lg5J1/+mwEHP8+jo6OCxxx4jn8/zta99zWg50gV5mkz86vtIZwTrSYvwdEj6uxsxAG2wd+/e8rXKfCr7XOeCkX1gspqpeSHbK8dPp+Qty81kMth2iY7Oebq6JujtnSPZkqXkOVy92su5d3tYXFRBgpX9tLSU4ty5R3no4cscOXKVvXsn+eY3jzI/11JxD9VOnasT9BxDck2YpAyUq0KOiYm3REGayeV81NXFFOCs5ql0B0m3iayPmkMy0FI31jpOJtC7dm5G8kOtEV1wOVS2XdWnVvqzaUx0MEkmyd+pfjK5ynSuDhOnnI7byMSFZuJoUtCp1Jt+I/l7BgcHgcrx/9PlZfpXV/kLhSILUZdXXLcmHxVs9p8ck1rPczn+0n2oCxUwvTtqyV5I6N5v6XSaGPALEZenbYevx+N8LtnM4aEhoHLuy+euLihctlG6YT3P4+GeT3Gw/THOz73Ey+PPEhEaeLoQELk+Te9j3fPCNFbqe9MzTZVrGjP5nFH1nY1MMssXaI/181D3J+kLH+Ny5rtkmjbXsHyO6LArNkjvNdi+jbPq4KVrZ9vVExMTEwwODuK6bs0HtAk9PT088sgjrKys8LWvfU378LgTWB+1wIfwGyFc//7ddrjuCt3drxJiUyi4lLw42ZxDyYvS3LzE0ftGaG+fx3ECSiWb2dl2zl8Y5NrVHkqlSM2siULB5XsvHuHSxV6efuZdPv7xt/n2tw+ztLh7TrMNrCMA5ptbac9eT2bbQJ1gWfz7ZJIOP8Nfyea4mnTQ58TeG+jB4pdclwOWxe83N/N8Ig5bGqRu8VjfDzKUfpAzM9/i9ck/3cKydwcWCmO8lfsjHm76cySdLvxbkPVtbJB2CO6ii9e+sxuk8fFxhoeH6evrY2xsrPYPqtDb28uJEydYXl7mueee23J9N/uwjXXAIng+gDV2wQYpZGDgOZqaJwkCl0jkeivFykqSa1eHmJ3tZmKimSBYP4ndapzX7GyKL/7Jg3z4I2f40Ife5fQ7IRcuDHPHaRkN3DFC4EJHLy/1H2KxqYXW/BpPTVzhvvlJ7LvYLXG3oGRZ/JemJn4hk6E7CLi60xWqA1zgx+Nx/mI0ig/8/ZLHRNPWhhVY2Bxt/ihd0WHemf06b0w+t6Xl7yaEhBTDHBErdkvKcLtig2RZlpGfQkKZWqV5VpelZpIXqWVC1nGVyHuY3F+yvro6SrOxamdkKUJ+f54gEmCX9Ir1NxvZL681ZezITANl5VlbWyObzTI4OMjs7Gy5HToXW7Vpc3BwkJMnTzI9Pc3zzz9fYbI18eToVM5NG4d4Mg4fB2fRoWO0A6vbYmjDrAywb9++8medS0OatHUmZmkyl1kNqm90HFM9ve+SbBnn3LknmJo8SLGYw3WLWNYa0WiRXK6J2dlAlLtpytXJxujmUzUn1h98rp+Pff849z9wjoi7wHe+PVguwzS3dW4xkwuuFq+Tbn3ciiRFNa+NghwfZa6XmZ/SdSDroNxw8nkh66vGT5eZWA1Vhlxz0k0hDw0LCwuEwMW2bs7e/yiZVDutmUUeevtlrg4M8+XhB/huzz5OXHibRzIZ7Kq2y8+1MsR0Lnedenr196qfTNxGOmkTEwebes6Y3Gq6567OFSrLMtVR3leO+8DAwHXlqqzYvswKZDI4qdaKepn4l9R9Tc9wmRGlm9+6Zzxs9r/sD3lf9dk0ZvKzGpPHm5r4H9woA7bNa9Eon0s2s+Q4HDp0qHyt4vkyccpJqGskd9jqSpbHe36Yrugwb858hQuLL1WsKdN8U5D9bBpLHb+ZzMyV/ahzD8v5qutH+QzRzVO5lpPJJF40j225xqw6HXbFBum9CBWoXUqViM7vnGlkbm6Offv28YEPfIDl5WWWlpaYm5tjeXnZuHk5dOgQJ06cYGpqiueee+623XM3xBNACpJfSmLtgiySaHSVwcFXWVzsZWryAABhaFMsxvE8GSy6dcHpAL5v86df6ie7tsxDD4/Tkizw6quP4nk7E9z/XkQIjHXv5c3DJ1lMtZNcWeKx732NoekxbEIOXz7D9N4h3jx8gu88+Axncqs8OXaRdkoNNfA6IbHxzMnZNmxRFu5OI21Z/Ew0xve5LhNBwN8p5Jnp2npJAMdyebL3x+iM7+ON2S9xcfHVLb/HboQX5mm2b02ovbFB2iFEFte7vpTe2Q3S5OQkhUKBRCJBOp3mwIEDHDhwgCAIWFpaYnFxkcXFRWZmZvB9n8OHD3PkyBHGxsZ4+eWX67I5stoteAw4De70btgIhBw4+F0Azp97gu13c1m8/no/mUyM93/gCvcdu8Rbbx7d5jq8NzHR0sa3Bu9jOpkmubbCIy9/nYGRi9hhiL1hFbKAgZkx+mfGGOkd4PTRh/jSoQd5vZDl03OjDOcbMUpbjXiw/tzJ3iMbpDjwbxJNpC2L3/U8PlfyKAL7av3wFmBh0REdYrDpEZqdDl6beZbxtTNbeIfdDS8oEHFvjRJmV2yQfN/XmkPV36qhkwuQ1+rcVFDpZtIReJnUtXWxNbVI0ySk6VLV1110sTyLUnsJLm1eK++r6ijLNBE2KrOijqgLKtuuTI9S3kKZLl3XJZlM0tnZSWdnJ0NDQxw4cIAwDFldXaWlpYUrV67w6quVp45ahI8SJlJDhdinYuBD4pUE3d3d5e+lfITODG4KEFd9blKL1ym/S9P1wMAobW0TnD59gvWEttWKdsg2yP6Xbjw1PqZsFp1rVsLzPM6eTTM03EJX1zSLiz0VFj65DmQ7VTtM6uo6wlMTwaEaV5ObQpclejMkjTpZGRN0sgk6M7nMiDO5qBV0brUQ+GqijXePPUEit8Z9L/wpfRfPELEoBwXr3Eg9Vy9wZHmOS939nDp4nN/tPcBfOf8q+2ObLhqdHJFJCkb1o85FDpXu0lruK12mlWnNqLJqZajB5pw2EW/q7itdViZ5l87OdeuJjpQwtbQ+ZgXHIRD9ZZK1UO2R7ZVrUZfdKPtRly0oP9fKqDJlR6r2/FRzku5YnJ9bWqR48KDiu+X48ePla6V0hu55b/qcy3gMJE9wJP1pEpFWst4yL45/nsm18xV1M5EF69yDsh9NLndVR+k2NYXPlN+LBrkv9Ryr5S4HcxZ20c/hWjH8kl8+49Y64O+KDdJ7ERYW7pK745ls1fA8j8nJyTJbbDQapb29nfb2djo6OhgdHeX06dN1u79z1CFyMEL021Hs3M47KGKxHPcde5uFhQ5Grg3DDgfhjo228PQz4zQ310u4s4F8xOUrB09yta2bPdcucPKlr+OpeDKr9py0gIMzYxxx4DcPPcIX+w/zV5fHG+H1W4h4qUTesgjqIDuy3ei0bX6iuYnn83ne9Dzu26JyW50++qL30d6yH9tymF67xBszX2YqexHf332SIfWGF+SxLQcLh/AmQ7V3xQYpCIKKU5wpyFB3gtVZLmQgmNwJS6uALmDYFLxVi49IxxtjkjpQu2nbtnGXXXIDOZYzy1gbj0/dCcckq2A6vSuYuDvUqeVm5DR832d2drYiYFWWpcowBcbrYOKPSXWm8D/lwywcWjuENWRVUMTLE5QcY9U/cqxlG9QpWI6JSSxTtWNxcRHLCvnQh9/Bsny++Y1BVlbmtJIB8tQr62gKetTdV8FkmVTikhcuuDz9DHR1zTE9vXkveXrXnVZN1lE5R1QQp04AGjbHymTt0Alv6k6BUNuaYbJIKtSyBprkinSBn1K480Jg8cL9T5GLJzj20tfZd+6tivuZ+kbHeeQuzvHMtbN8Y/gBXlhd4OGlmYr6yHUt+1Q3VrpAdNAH3JvkHHTWdjkmukBXOX46EWTYnPOyP6SFT0InkyO5aHRzVycNkQgCco6DW8WDZJpvOsuDaSx1Vl4Tv5LO6qpLxJB1kWPmui7/XWcnESz+v2Qze1qSHD58uPz3/v7+8mf5zJNB5QrT09PYOAwkT3C4+QStsS6Kfo6Liy9zaek1VgpSWmVzDqk1LOeHTqxdfpb9aRKaV1Zc+WySll2ZlHGzMmKmIHw5fjpLZjabZc1Zn5Oryzm8DTuwSgQwYVdskN6rcJdd1g6uETaHWGt3/0noThE8HkArOH/gYLXufH+cPHmVvXsXeel7B1hZuckU2zDkoStX2Dc7xzs93Zzv7qa0hYy/c3NR1tYiDOxbZfrWSGEbuAFC4PX2Pr56bJhEMc/HX/wqXDp3x+Uenx7hYkcvX+keYnhtmbTXsPxtBWKlEjln5y3Md4pDbpQfSrbwHzPLzHTeeUD2kfT7GW59lIXcOK9MfoHRlTME4XvPWqSD529kKFsxvPDm2LPu/hl2FyO6tBF70XH3BxneKZxOh/DhEOuMhTWx85uj/YMzPHB8lAsXejl3rvfmfhSGPHrxEk9cuEgqm+Vj587zUy9+j/dfvEj6FgSWbwyL0dEkAwOr7LS7717Cl/Ye4st7D9E3P8Wnv/1FOpfna//oJmAB33dx3Qr1X/sONEZsixAvlcjZ9ZMa2S78fHs7K0HAb2osQreKmN3E/uRJRlff4fmR3+Za5q1duzkKbJvJvUPMde/ZtnsWg/VncOQWCPV2hQWp2qRpCsRSZjSdPALoXRYm95Qyz0kXmzRH69xAsp4m2Qr12aSYLrmaSk6JGWZw+1yaF5or/i5hCmyTUOZo2Qcm96HOvK6TfoBN86t0xehkHHTBvNXQuRZ6e3sJCcl8LENAwMmVk0QfjZZ5jqRJVvajbg5IE7TOzSfrLc320ly9srJCW9sKTz11nunpVl763jDNzZv1lfNN1SGVSkEY/v/svVlwHVl+3vnLzLuvuBf7DgIkuBeXYm1kdXWrtt4k25JsSS3b8jbjcExMzMOE52XCT55Xz8Q8jCc8cthjzYzValm2LKvdW7W69ipWsapY3ArcAIIAiB24uPueOQ8XBzgXOAcXZAEssBtfBAPJvCfPnifP+W8fRy5/zuGxMe4fOsTnLzxP8/w8Azdvcfr+fU4/mObO8CGuHjtGRdE/om5yvVTGnAD3xnwcObJCU1OGRGJdZSugU9MJyPNYVpGpDHZlNYTof/meLv7LRkeAjW2T57mK4kSnIhPXOvWIql46uhSh6riPxefxTk7PjnP4o7cwgI2WgaKO8hyU58JW1DaeQoEL927w5sGneNsT5pXVvpHnq9wGndF/I4g+k1U4cp+qqIl0xv2iz3RqaxmqMdE5YqhUkTr1r1if5PEXapmA45DxeAiFQlreR1V95fFv9J2R661TkYnx0ZkViOfkuS/69HwgwIVAgH9VLOJraVmjVpFjvHV1qTcQc6viY9k0pT94FtOwGFl6V/l9avSuy9C9M2KMVWYjUK82E/H/Wltb1+55e/u53T3Ine4D5L1+XNUqv3/5LVyJpU3lyt8vUXdd3CIVJc7G73KxUhsLp2JRqtby20iztRF7YoP0qwpX1YW34CU3nMO96MYz95WHin7sqMQrZM9lKXeV6R/rx1P+6vrAssocPDjF8ePjFAtu3n7rCLa9DSGr43D08mWGr15j/NAhrpx/AQyDpY4Oljo6uJ7LcfDTzxi+dZveiUk+O32ayZ7uR6YMuH+/9mFta0+ubZD28ei40t6Hq1rl+alRvvw5Xo1jcxOMNnfwwcBRTk9cp3lf1fal4C2XKQTVXnNPAlosi3/a2sq0bfOXlS/vqOMyvByInmUy8wXZcqLxA48RtmEy23OA+wePsdjZh+HY9CzMcGRlnrcGT/DW0Ele+eStXXdiKFVXJUhGY89Mgf0N0leMg3cOcnPgJonXE/jGfDhvOhj5r17FtOsIg/mSycqJFYyiQfCjIB3lbaqydhheX5a+vhE6Ou7hclVYXg7x3nuHKBS2sVlzHI5+9hnD164zPjzMlRee37TxKQYCfPrMOcYPDPD0J5/y4ocfshKJkAmFyAX85PwBUm43mYCfjNuN02DjlM1aVCoGAf/+R/bLIm9a3Gzu4sjSNL7q7nmUGsDLd6/yx2e+zl+0D/IPpkZ2raxfBXjKZfI7aNu32+h2uznn9/O0P8C5QICBVWnePy/kN0krHyl/z0ksw83t5fd3ILedQSEaY/74WS6feJqiP4Avm+bM3WscenCPYDFPMBik4HLz7uAJxjr6GJqd2NX6lOx1G6TtYk9skDaq2HSeMar4FDo2eAFZrCzH1BEiT1lEqbPMF/XTxRdReSjpvD+EiFmIJUN2iJWfrpA+miZ1JAV/BzwfeXB94cJks+eMnK8qzo5OhCzXUbRNFc9j47VIq1Pzid9l9aSOlT0UCmG7bKrnqsz31jx6DiwdYGhxCHfYTUfH+gZJRXWgG3eVSkl+Tvwuj5ksMj927B3C4RQzM91cv9bC0lIYMBBZyF42B91unnrzLapuFxV/AMO2abl/n+kTJxh/+dcIaMT2oVAIWlq4cuQIXdeu0Tx+n2g6TfviIm5pbN47eZJb/TURu0wNsJGdO5czMM382jyW+1+ur+hHHZWPPC+E55HsgSR75alE1yrWcFgX4atoXEDtWaYbXxUbvAyVN5ncRl28oUwmw+VIKxXLYmh0hFQmpa2j6FNZnaBTLYg+lT0/hVrm5MhnfHryOW7kywSk8dXF5FHRyjTy4pWfl9cIVdwmHXWRuN5OHCSV2kOmV5Ih3kGVmgrU68xGdbph27irVRy3h7BlUfH5MB0HCwh5PFiA6YBjmljAjGlSWe1fXXw7lVpTvieruOV5LvJT0f50mib/oLmF0243ratrUMq2GQF+Ua1yxbGpDA4iCEQOHz4M1HuuyXPswYMHa9cLCwtA7fvlMrx0dB9jKj3CSmF+U31UMYRUKjidd7G8vor7ckw6WYXW1tZG0ePl6unz3Oo/hGHb9C/PcezuFXoT84SDQQgFIBQgEAjw9WKK0XyaS0ef5llP/Tq+WAs6V9cGuY7y3FR9AzabHdhU7TLlQpXFRC1vlVeyjD2xQfpVh1k1iV6PErgfYP6peUovlagcruB914u1+OSckraCYzhkDmZInUhh+2xiszG6xrrob+r/Suvl8aRoalphZOQE4/cO1bl8q9B//QbB5Aorbe34UinchQITZ88y9uKFbanMHNPkwalTPDh1am0htsplWq5d58ylS6S2qTbI50x8vr1pgPmkwAYuRlpoSyzQnNkt5Vo9DkyN8fmxc4y09fBMRe0Kv4+t4Vr90J9/8IDz0qZBhwnT5H8Jh9Y2SY8DJvDPAkEGLIuL5RJXK1WuVsqM2zZBadOzE5GyD4TP4ja93Fx+dwdy+3KY7uzn8rmvUfJ4eWrsC45M3qXZ0NvQmsBvzIzyhwdO8UZ7P2cnxne1fiW7gMfcPunvntggVatV7YlCZezXMP6IgpQW1ASkOgmFKrJqoyigMlTxVuQy5BOnvAP3feQj+yDL8lPL5H8rT2g0ROhGaI3QVheJWZwOdAa68olgY1025quTPAmo4nzIfSC3p7evl0Q8wf2B+xT8BVrzrTy38hwtrhYY1o+lKiq6DF0cHAFVbCNZMjI7OwvAwMAdAEbvRshmU2tjrIqjZFWqdI6NsTh8mDvf/la91Gb1r3xiVxka6wyvexLLVEyTyUCAagNiRsdxyOVNvL6K8vSnioQtzzdZqif3iThVyvdkKVYjw3d5Xoj5Jp+AdRIilYRWNzdVkOeNKE9HiCyPz6WizbLbx9kv3l47kctjIktCxVjLhtXyPJclJiIPQawK6yd+gK6pMW519jJ19S4uZ/P46Qy2BXQOESKtfE+eo6r7KqcDUEeJ1xnGi+fkuaB6/2BdEqCbNyrJ/SZHAZ+PT8+fp7y4gGOY5IpF7NWgkbliARuD6up1tFLlNxMJfrdc5s8kySo0NlrWSTFV4yOPXzQa5dvAMcPk/wr4uehpoqmpiShwig0S6YMH164HBwc3lSvPocnJybVrYVycz5YY6D7LVGqE8dn1sBQq7YLKkFm+1q21shRZXMtzv7Ozk6LLzcdHn2as+wCtuTTfvnmJnmoJ4k11eane8V6nwkuped5uaudw/xB9q4cVuVzx/uiItGWoiG/F/iJVXKAjMMzNpfdJl5aU37e6vLb8dR+PHQYGoakQgdkAS8eWyAxlyPfkiV2NEZwMrgWUfBJQai5x48QN0tE0/pyf83Pn6cx3Eg6FGz/8mNDWPk0iESKbbXyq6J6exlUqMX/82I7Xo2N+gYXmZqrbLufUmQAAIABJREFUtKvI5Uyi0X0J0pfBlfY+AqUCnZNjj5xHNesCx6DiMzA9DtvxPO8bv81k/yHGmloZTuwHs3oUTBwcYj5SW0fkDb18ncnUBqOlUuHVdJprHi9XH0PdmoG/i8Flx+GixqN3p3Ao/iwey8+Nhbd3tZytMNXSyQcnnqXg8fHC9BjPz97DchxQHMp1eCU5y7VAEz/rO8LfH/l47eCw0/h09oe83P8PudD1e/xi8v9umH4/DtIehVkxiX0Wo/3n7Vh5i8XnFpn72hyl0NY73q8cLsgeyPLgew9YeH2Bgr/A4N1BTl0+RVe+a09t8PyBDLHYEg+mWhsnBg6Mj1MIh0k2iL76sPDk88RSKWbbtlcPqG2QfL6dJwr+VcGi5Wa8qZWT81OYj0h2Wp4PkLvSQe5qO9O/CDD1kyCTPw6w9H6M3IR+w902P40/l+FGy+OLAfOrjL+MNTFjWfz9VIrgYyC2/W8xsIB/hfPInqrbQdjVxpHm80ynb5MozOxaOTpU3B5uXHiNvzr3DbzlEt+9+DMuzIzVNkcPCY/j8JvLkyR8QS527J7ZRa6S5IPpP8XnCvFC199aHSk99owESUeAqRJt6oxExe86kbyqDFncqRLJyWXoQpvL9VUZNcrPiXzlestlyaowIaqPX4yT6Eswf3ie6Venid2LERuP4cpvHj4dfYiKAFNlPA5q6hRZnLlRLO9YDqGTIYr9RUq9JVbcNRGpVbb464t/HbffDQPrxocq8klQx2WS+1anDmhkJC/KkA3yPZ5pnnvuM8plF7fvxNfGSMw3WWXS3NyMJ5ejc26O+QvnCa3OGZXRss6gXuQv11W0t3VVdD4aDNbNBZ2hcalUwjAc3O5qQ1JRMZ9k1ZCOgkbUTR4HoYqU2yCPg07tIu7LaXUxTFTvrZyvau6q6G7k3+W85PdPGLr+tO8IhuMQv3yxbg6qKDRgXUW5psIrWxRvxvA0VQgeKOJyvFRLUC0ZFJYMsmMBwv0xcG2mHkok5mj+4nPunT3PF9Oz+Aq5ujY2NzevXYtx08Ujkt9bkVZHvaFSa8pQqfnkdLp1ThWfTkUlI0P+XTW+ctnyGq1SfcvvjOwUIEuT/hT47ycm+YN8gX8VDIBhaI2SZeJU03GwDaOuH1Qk0WKeny4WeT6V5r82NxONx9YId1ukKNk61axojzwfZbXa3bt31+ubb+Zs/98gX0rz9u0/JVlYUb7LMnRUMaJP5TVCNfdhfW66Orr40dPfIOsP8NzsOOdnxnD53FqVugobqZ8GygmOe+e51N7PhZW5uvdAqNjkNsrPq6hidLEIy64U11Z+yun4r1M1XgT+vbaOe2aDtA89DAziE3EisxFmj8yyPLTM8uAyobkQTeNNBBa/gnggFnAA7GM2zqBDypPCKBh4x7z0FfoIJ8OYjon74O6KmB8Fkcg4J05+TLHg5Z33nyGTbnDKcxy6R0YwHIflU6d2vD7t8/MUXS4WwmHINQ6BHwpVeeqpPGNj8YZp97EZ8/4QV5u7OHjnOv5C7qHdrB0H7Mk2HBuaTuRxBW38fsl+JwMTP3fjWmml0qI+2bfdusrUuReZ7D/EoVtXvkRr9rEdTPt8/KylmW8vLvF5qcxFr179E3QcnqlUeaFY5EilyiduN38UDFBoZAtn23wvk2Xa4+HdWNOWab8M+gNnOdR+nsXcFD+68Yfky+nGD+0gCl4/7519iZLbw3cuvcmxHdxFPLs8zY2mNm5GWojx6KrvRpgr3OV26j2GIy9umW5/g/QEwVVy0fV5Fy23WljpXyHZlyTTmcGT8dSMue+HNocA3kE4lgMDYBw04CAYHgMn72DcMojMRHDPujEcg+hAtGFeXyU6Oj8mn/fx9lvPUix6gawynVmtcv7yZXoWFvEUCiQ6OijuAF9SHRyHjvl5pmNNOA0iYAu8+GIWy4JPP/lq4kY9yXCAt7oP4qtWOPLFZ4+Wx0oIJxkiMlzbHG2EOwTBTofMXAuV+ByYm9MEVpaJL84yceAwg3euP1I99vFweDsWY2hlhb+Ty3HH5UL2IfQ5Ds848KLjcCqXxwXMmSYfut28UC4zkErzfwYDTGqiiQP8ZjZH1Lb5/9rbsHdBtWZgciTyDXoCJ7i/co0PJv7ssW+OSm4P77/0bXK+AN/89G3ak0sgSXq+LLryGeLFPNeaWnlpx3JV417mE0KerQ+Ze2KDZNt2nWhU51kmRJs60V2jWAkqFZv8u8rLDdbFtiqPElCrBnRxaYQIUheWX66PECeqVE9ts20Upgok2hIsdi+yfGqZxIkEwYkgkdEI3qRX68GnuifXV4iLHRz8rX6K8SLpzjSF7gKO28EqWvgmfPgn/USTUQzHqMWYGqo9393dvZaXHHtKjJssQlZRC8C6WkQea52IXxX/Rb4W47eu3jQpFr3k827AVqqyYrEY8dlZBienWD54kMTQEMvDhzAb0EDIonpVrKaNc2hgcpJwNseHff1Uq9W6POV5JUTewWCZZ56d4IsbEYrFKKIbdGpllbeSXC+ZZkXlESdD9d41io+l87hSxTaS6yKrQ+UyhBpA9jCT04p5IZcrq2C+cAe4H2nm/Og1zHyWCvVjJucrx3ppb28HwIWX5esxXJEy4cEKhlErZ2McnPhhh+yMi0i1F3drpi5f0c7Wzz7k1uu/yRuv/TbPXP+Yjvma+k81b2T1hy6uk7iW78kqCfm9E/NM5QEo94Ncb51aTFUvXf+LOjwM5YfOK1n8LquA5DAdcj+IMv7fZJL/eWGRf1wo8C+CQU5WKjxXKnPKruJxHBKWxQdNUa5FIty3LDAMrubz/P7MLP8sneHPm+O8Gwis2RaJuh13u/nGwiIft7ZgHTnCwGq5Yi2U+1alDoL1MZE9R6enpwGwcHMs8E26Aoe4Nvsm74/+BeBoTVNUbdfREYl5Lsehk9dt0b9ly+KNc79GJhDh96ZGGAr7IdxT1waV6lUXe0rlhWYAJ5PzvN3Wjx1vIVyszRehlpTNA3SezKI+ulh58hp7ceI/b6qDjD2xQdrHo8G0TZpnm2mebSbpS7Lcu8xK7wqZAxm8S14CtwP4J/wYtv404+Dg+B2KLUXK4TKVUIVEU4JysEwpWMJx1RYks2gSmAjgn/TjmfVgOLU8Dd/eMbreLiplL15PY1VW06ree/Sbr1NZ/UDtJBGKq1LhzNVrLMVi3Opo39YzTz89h2E4XLzYzBaH2X0oUAU+HDxBNJ/hxPQ9Zhs+sRmZ2yGcikH4SAbD0A+AvxnMUJHyTBhXu5orrPXODdz5HKMvfYt3X/wWPVNjnL760SPUah/bxbLLxZ9GI/y9lST/slTCBSQNgw+DQT4LBrjv8RAUB9rVD/u438+/6Orkby8u8jtLywz6/fxJrImiOAQ4Dr8+MUnK7ebNzk4imrIfFW78HPa+js8X5v37f8bo8qc8bqLqimnyxsnzzASj/MbYVYZKaqn7TuDESm2DdKe9l7MTt3etHACHrY3295fYXxL4U366b3QTvhwm058hPZgm8UKC5NkkgdEAxoiB43GoRqrYURs7Yq/9ddzSy2aDO+fGk/UQWApgpkzcKTfWjLW2KdoOee5eRrnsJRBs7A0YW1gkFwqtbY52Gsdv3iRQKPCugp5EhVCoxLHjy1y7FiWZdO+kZPtXAp+Gm0kEw3zzxscP52njQDVnUV7yU5z3EjiQxRWq0mj5dHemKN5ppZrQe7Q1Td3jzJ/8Icmvv87I4VPMtvfw+vgNhpf33f93Cx/7/XRUKniLJT7yuLlpWUSatrYZyloW/7qtjZeTKb6zskJvucy/jcdZcLv5tWSS9kKBPxk8QGmH6U9MXAx7X8FrBHnj7r9lLrN7djk62IbBm8efY7q5nW/du8HwygIEds/uNVYu0ptNcrutlzMTt79Sv+c9sUFyHEfr4SKLxoSIVxYVqygldJ4bKnH/dtKqgojpAlaJOuo83sS1LHJt1nzpioqAgbIaSr4Wm5ZoMQo5cK47LAWWmO+aJ3E0AXLoHhs8BQ/BXBDvrBdv3kukGsGX9+Er+vD7NizoYagG1PQFolydV58slhdeJSpVGqjpTnSeTapw//Lzslh/cnISyypTLH1BW1uSYGgBj6fM4uICYNSJ8GWxftPSEklJ1LyxDFEfVYDEjfUVqoy1wJrJJEdv32G8v5+V9nbKq95VsqpZbmMwGOSZZ2pB4+7eGaatzVvX57LoWvUuyaoUub2yCkWMi06VrKJgkNur83hS1UtF1SOr2FLpDBVXgJI7RNHyU3aHqVo+emdu47aLde+k3E+ibrJaW7RrrKkbf7FA3/wUVdbHWlY/yuzpcWuA8qKfaspDprzqLRiv0nLUwDADdXVQrS3xAx7mp6rYczFiTTHESi+Y2NfXsQp9n7xH881rXP7Gd3inZ5jOiVEMqY6ySlKeVyrPNN1cUKnIVBQZcp+p1teN+Yo5q1OnquajXG95rFRqQLnejWhndGo+Mc+FGunjzs61Puih/j1QBf4Vc/NyczNT8wv8/swM/3RhgY9p5dmVJKNtbSwPDdHCujoW1tVTcnt1tDGizycmVjnJHOi2nyVgxLg4+2fcmf58La3oU3l8dOp9VaBI1Roge9SF+weYDsd5EInzoKmVZV+A16bv8mwhCYGAMvAw6FVZArKqWOWpKp45lVrkh51D5Nq76Mil6e/v3/SM7GErrz3i2yr3gezRKH9/9gNF/orCwCCyEiGyEqHkKZGIJnCVXPhyPlw5F4Zj1E22RgvPk4zDRz6gvX0cw3CwbVheDnP9WhwanE3MapWKZ3e88IbefQ/bNLl66qltpQ+Hixw+ssQXN1rI5bZPtvgkIGf4mfT0kmx2UbKCFF0BipYfDMVpPN3E4PyjUSp47GrNZXsbac1CiPxYHMNTwdVUJNrlxtdsY/qr2w5tYxgQGiiRHPHjMeOUfFvT2AQzSQZGPufahddZDMdoTe8tVvZ91HAv4Od/7+/j92bnuLAa6frdVR61nUS78xQtwUNcXfwZ8/ndlxzZpsn1U88z29VPLlTb2LkrZXrzaS4sTHByZZ7Hpdc/nl7ix+0D3Ih30pF7vIboMvbEBsnlctUZROriv4hdoo7OQXzkVadHUIdX14UrV8W2kU8WutNyo7g0YseqM6hT0W3Imxc5rcrwVhcjqvYA0KSWiOnqK9opj4mqjqoYOBvrIOomj5+8g5eNLVUbNl3bVLQIgugwFFpkcOgeo3db+fQzDzPTfsplk1AotPahk2OUiHno8/mo+n34ypW6PpfrJcZQJcGQf4d6SUBkfJzW0VE+P36ctMcDlcpanA+ZkkKe+0ePVjAM+PTTVpqaInV5buwbGSoDdtmoWe5/cfJSUcnIz8njK8dLUcVAkSViMm3C0tISDrDSfJy5zgs4poXbyOIpZ/AXpgkXU7jKGdzlDK5iElcpw3L70yy1nyM0exlHIrJU0Va0bZD8AZjlEhXLtdYmMT7yexSLxXAcqNzswfTatL+Ux3SBz+cGTBxHLdFUxckxTZNQX4XsRJVI9hB038MwnbV+lE/A4p2M3h3BeOFVRiLNWPdH1+omt1F+/1SxznQSwEYEwPJcEGlVBvIbyxVSH/l5Oa1clnjHdfGx5DqKuSO/X6p5rjNUVkmGVeTLoCbylfOS2yPa+dbQEIO/eJPlaJRQXy9i9qvIonXUKvL3SRhk37t3j77QKVqah7k++w4f3/+ptu0y5PaojPp1xMRCcrRy6Dhjw0/RPf+AF1IL9GaTtOczxMS6LEnZdMTuKs2JvH7q6IZU3+PjhQwjLV28RJGOlaVN+cvSRlVMJPk7J/ezikZMhz2xQdrHPnYLnV23KZdNPvpokOnphzuRVzxeXAox8ZdFdHwcgLuDB7aV3jAcDh9JMDERJpv10MBc4olA2R1kpvcVsuE+AqkJ2u+/QchUq4PEh6F57hOSsSPMdr9Ey/SPMB7SUNVjV6laFrZhYG6xMNpLYZycl+ip2uboy8AwoelokcVPArAYg7atpUjuYoHWhWkedB/g+LWPv1zh+9hV2KbJ9//6XwNgJ+Xvrb4BTsRfZS43ykf3/8sO5rw17vYMEsxneeWzd+ju+uqjvH8rPceEx8+/bBnkb5arHMk+HkJpGftUI/v4pYXfn6S1dZyx0TbK5Yf70kWmpwksL+NYO/+KLA8PA9A3NbWt9ENDRUKhMiMjT35gSAeYCwwwdvj3yQU66Zh6i+67f467rPb0kmHaZdpm3qcYaGMxMvzQZbtXN11lSz8XnIpJ9UEzRiiPv3NnuO58rVWIpGG+BWcb87Br6h7ZcJRUJNYw7T5+ueCxw5xt/Wuky4t8tviXOI/JW60QDDHd3MHBB2N7hgyqrVLif1gYo71S4E+6hvmgqeMx++7tEQmSaZp1RnKyuFoWz4qTpE5cpkIjJnCd8ZzKsFAWC8v1VZWnY0ZWGdfJ4lBZ5KdiipbVGCr1oIpBfmMeQkQsp23UT7qYSqKOcr1Uv8vl6VSo8n2VyLWqiUEkRKmC4RocmppucPrMbSoVi08/jZHL5ermkhzu/3BfH703bmCbFt7EChgGfT/5CZVImKXf+q06sbzcNtEeXUwX+b5svF+Mx0m3tTF45y6frKr3hNpFFRPrzJk8hYKLxYUuQiFzzahfno9yWbJBooAsjpav5fqKsZBF4nJeYt7o6ATkOS/eUVllODa9QGLoW+Tjw1jL9/Bf+Q9kc8uUV8uTnRVkg1EZocoM6fwsU81niaZGcdmlurkg1DKqelUDtTwX0hkC+XU1b516eLmNcsUkPJzD749sykMHlQpFzrflZJ7FDwzcM/30d1bBU1KqLwHaJu7C2Re513+I9js1elUdTYhqPdC9M6o4OHId5HzFtY5iQ2UioFNdyGnFuKrilG1MK94FeQ4uSqpVVdwnHWO96CedraXKZEJW+euojTaqa0HtECG/17rYVPPz8xz0HcGxHN64/W/IlVN13zqVQb2KemVje8Rz8j15/Wtvb+fKgaNgGJxOLRKNRuv6VM5XrBfyfJfbJqsXZcoWVV7yfXEtr0fJZJIg8D/l5vnXnhg/bevn7Fk3r0/fxaR+HzAzsx6xXsSR0jkr6IzVVdgTG6R97GOn4HKXOH78U9rbHzA7G+PixWMkk1vHPOq/cpWDn3xSd68ciTD+D/8hlUiEzT4tXw6ebBZvOk12G2zXPp/N4SN57tzuxLafXIHvgq+H2TO/jm15iN77BdUv3nhoFRnUzOr7Fj/iRs9vMNPyNL3zH277WVe1tvhWXJpF0YHSvA93vIQrvDPSo7WyAzbRYzlSNwNYyUPYzQsYzn0cY7Ndia+Qp/feTcaOnKYrk6Rv5v6O1mUfexcONhW7RK68+ZCze2XCne4DdCeXiBbzDdM/bnhw+DtL9/lJpYO3mrtIur38zYkvHkvZ+xukffzSIBBIc+7cO3i8BT6/PMTNm33UPqn6DZJh2/SMjLDY28PV116j1e/HVShAZye2wt33S8O2OfKTn2CVy7x5+nTD5OcvpHG54M7dzUbHTwLyVpB74adY8PfizszQdvuHuPNLrHwJYXmglKA1eZOF6BGaV27h22J8ZbgbbJCsSgi7aOEfaKzuexT4u0p44mXmroC12E6v8TUmPO+Asbkvnrr0DtlwEx+euUAgn2WfVOZXAxWnhMf1eD2K52KtpANhnr/zeePEXxFM4DvJWbzpJD/tPsRPug5xZHR019WBe2KDZBiGVlSvYpGXxXSyqFalclKpbWToxMYq9mxVWP+NaUV5snhPFTdG5x0i5yWek/PS9Y3IT9ePsihW1EFFYQLq0P/y87LHobgvi5VlEbIc20bkq/MAlMdCRTWiiqkENRG9x1Pg3Lm3wajyxhtPMzlhIjjWRP/KKhxBARBdWMCXzTL7zdeJ9/YSWVUB6FjqVd5zMnTtEWnb33uPpskprrz0NWYcB1b7SvSfXO7goIvz56cY+SJGudSB0KaoKEF0HkqiXLmuslpGvhb5yeMnj5WYN/Iz8u8yRcJ8MsdE+DgzLRcwsGme/hDni59SdmzKqOk9ZJWGrGJTxSQbzI6QCA8x3XmBptmfrS2UQmUhq2LEvEmw6lmXzWKurGyKd+PNNwMOZlOOatVReldtZ+6K+3LatXc8CMWTCxSngXtN9LYN4XgLSg/Moz/6D3z2m3/AW+e+TuvV94msnu51ahVRB13sIxlijujUcSIPeZx0eYl+1MXGkSH6RqWqhnoPV4FGZhA6iiGd95QqL5XqTVZh17HBK+J56WJEiXdCXu9ltZqsWk2n0+ScFC6vm2w6R9Wp1K39Km9nuV66sRLXcj/KKrbLQ8fwVCs8b1bxrN5XxYKC+m+GgI5CSMxN3TdaVseJusn5y/0v+vdbuRxOZoGfxTsInHqOpx+MAuuxxeTydBQ2ujmvwpMrs9/HPlZhWRXOnH0fn7/EO2+fIrG8vWD/VqnEwPUbAGRXA5HtNgavXWeur4+pQ4e2TGcYDr/28hSFvIv33//qPUq2iwoWt91DfNLxG8yEDhFd+oIDN/6I5tmPMZyt3ZQfBm6nRH/qCilvG0uB7Y1dxV37gLhKas9ET7EFK1rCdO++KagrUvvwGWW9lNJTzHP2jT/HNi1+evxZ7D1jPruP3ULZqc1Nr3v3IlVvxL1QjIPpZTw7+H7uJr6VWeRMPsmHA0e529y5q2XtCQnSPvbxqDAMm1OnPyQcXuHdd0+yvJ3NkePQc+s2w5cu4cvnWXj2Wcoao/udRtXlouj3NaQWefbZJG1teX7y436Kxb3/mtoYjLt6ue0+SNH00pybpD91hcz06K6V2ZEdYyY4zHTkGC25xnY6YoNklTdvkMyqB1clgDue3PTbbsD0rxKIlrxbskEFUwmOv/8zrrz817jWfYBTDx4/1cQ+Hh/Kdk1C6nUFyJV23w7JNgwybg/xPWh7pIMBfC85w0y5yhuHTq8R2u4G9szKK4sodeG/hRhOFuM1Um/J1vYy/YTK20ynnlKJjlVh1GXIYlSV14Ms3tV5dYl2qlRPUC9CVAXl0nl0iHzlsuS+kaHybpP7XyWq13mKiPtyWToRp+gzOa2s+kkkEhiGzdPnrtDSMsf77x/k+jUDqHmyqTxnurq6cJVKnPvZz2ienSPT3c3Ia69hHxxC9IRKbabz9BF9rfMWlNsmxqrg8WBlc+Tz+bo5IhAIBPD5Krz09RUmJ5qYmekkEKiPei7E0HJZsjg6oOBJklVWuoBzoj6yWlT1Lm4M4e8Anzd9jYSnjUB2mqG5i9gLYySon6Oy52c0GiVgOBx1VbF9fuaDzcSkgJ3y+Mn9JOou7rVkx5iInSXjePFWMkrvqzUPwtU8nWyWcrm8rnpLJPDaUeJAwU5TTNXmnKxmENc6OiLVGqGjQ3EcB0wHx1XGqgYwPZ4tvWna7t+ld2mWS/1HGJibqhs/VRm6wIvytRjXRqYC8nqj82QV5crvvdx38nMiP7mOKsokWH+v5LxUVCQydConMVa6tUlOK/pU59Ws8iLUeUyJ9sj1lsdMXt9SqRT+agLitQ3SxvbIqm2hntKp9lSBReU1QJgbpDw+HMOg2++hxbv+/slrl1x3UZ5cL3m9kVW+8hzZ+DyogzTqPN42el36gL89e5d/M/AUPzr+LK+Pj647YVTq/0J936i8OXXYV7Ht44mEZVV4/oVP6OmZ4ZNL/dy9097wGVexyHM//jGx+QXuffe73Px7f0C2+/Gqr0zbxm7wUpbLJtmsi0i0gGXtfWLgad8ACU8bnTPvMTj+Xwjk5xs+EzNsTrmruA0IlvL0pGYxS5sjvDdCc67GW5UINVazld1ecBys8uZNn+WsfiBdW9sk7Ci8RYxcEBp4JxrAhdufYxsmFw+efDx128dXgnJ11SbR9XhUbCnP6uapquZC3csIVis8k5gl6/JQbuCu/6jYExIkwzCUJz5QE9Pqdqli16wjdJV31WLXK58c5F2mvEMWu0zdiVBlKCmfKFSxcVQ0FLpr1QlsYxkq40ddvAfRZtkoVr6WyxN9ojpF6Noj951M+SBOS3J/rMcuUpMIquIdeTwlvvbS5zQ3Z3jv3SGuXYsAubo2yu2Jx+N4SiVe+MlPCS0tc+3b34Jnzq1JjVR0Nrp4RrJBvaibfAqU6ytfC+NTT6FAzrI2SY9EHUzTxHFM3vxFD3/jN+9x+swDLn9W//EX46qTDsinZDHPdfQvMsRz8jyX3w8xPrKB/FKmyN2Dxwlmp3GPf4CIaCPmgyq2Ubycp7OcoezysBjvpCUcwj1+C8+Du/iOncXV0q40BpXrLoxfPaUU/uISieAAHSs31tYOlQOD43Jh2FWKxRIGzlodS6USfqd2nSumcFbtQOSTsUqSqpN0i7HV0TGI+eTuSlG504lrpp9oZGmNGlCW4IlxDeUynB4f4dOhE9y5v0JfPl2XlwyVQwaoCWTleSi/M6K98hzWkeSKa1UcLB10kmO5n1VktSpKI904qKQRshRGB5VkQ2dorJJ0y30mxke+t9HBRC6jUK6tE02RZqLVqJZOSNRHrqtOiiUIevv6+jbdmw7UYrz1+n34pZAT8rxQ0VCpviegnnu6b6xchshPboO8DqkIyePxOMlIE6FqhQOxJgxqbRGG7/KYyPWV3+t9I+19/FIhEMjz6mufEYtl+cVfHebOncbu7758nlfffofg8jJXv/NtFg9sj+Jjp+EqFPCVSuS2QQw8ORni7p02TpyYIhbfHbfzncBMx3ls003X9DuNTYgdh85Smq5yhoI3yHxzD1XLjROKUhp+CtMXoHD1Y0rjdxpyJMmIZe6T9bdRsrY+dQfSSRzLRSm82d7MYvUwYj0+CZIZyWP1LeIkgwTTgw3Td67UvNvyW0QC38eTjdKqBMljPR5X/xWrtnGIO49RcrqDmHL56KkUds19YX+DtI8nBtFohldf+xSfr8TPfnqMycnG1BuxXI5vvvkWoUyGq9/9LksDA7tfUQ0iq2SU85JUZStcujRAsejmwvlH54WOAAAgAElEQVS78NiD7DfGiredlaZhWpY+x1famifJwqG/mKS5UmDB5Wcx1oEjqxo9PvxPX8DV1kVp7CbOnes49vYW7VhmvFafBmq2ULLGg5Zv3rypdqiVZTzmYJxWawqjKYMv29FwiBfCNQlcd37vbpj38eXQEugFIFt6ON7IR8Wyy0PIqeLdg+tLI1SAOZeX7srO82UK7ImjiGVZdaJPneGUEG02MpDWGWbL9xuppBqK3jQxUARUjPfQmMKkUehzGbKIUmUsrRMrCjWRrr0qpm7VPVjvU52RtpyvEJnK4ndZxKwKwS/Gr7U1zcuv3KJSMfnPf36IdDoEq/4/wvhXiI2hZpAdmZnl9A9/CJbF7T/4u1Q6O1H5qsmqENEenWG8al5sJ56Ubds03b9P1TRJtDRvotcR86leherm5kgnZ85O4A+UKRbqYyXp6ABkNYVKHaejn1AZIsvqgMnJSaAm1ncMi7mz38RVSBC49y4Zp6JkCO/o6MBVLdO2Moe7WibT2oMZidMszRFB5RIIhfCfu0B+7CbZm9fwLLfgHTikZD+vM4QtzOApLLPo76EzcxtQ0xi0FFefbevEOzOxJqWybZs8tQ1eNeei7EtvKkPUQWfArjICldcAeUzE/TUVku2m7M5hKnj/xFi4XC6WonGChRzeQg5Rmkq9JKvKVIayQF3bBeS1UqzHuthGcv+KOSbHMJLnjZxWtF1HbaSihJDXE7k+Yo3QGc6rYtltxxlFZTYgr2+q74uOEkTV/3JaeT5ZlsVw87PkykmWyxP4/X6t4bXqO6KLMdTZWXOFl2MfeTwePvRH+SQY53glvyk/lekKrPeTLOFVUaDA+jujo/mQnxP9oHOwEvnK+U9aHqqGwZCldtxSrYMb0Yhia1+CtI89D4+nwiuv3qFQcPGf/3yY5eXG4ueWe/c4+xd/QdnnZeTv/QG5zt2Nl9EIZrlM+8hNprq6qGpeVhWi0Ry5nJtiYbMdwFeJVO8LVPxxmsd/junoaDkcgvk0XcvTWHaVVNcgxcjWUj/DMAgMHcWKxinPTG5b1RZJjpILdlE29f3kLRVx5zLk4q2bfitQ+6Bb5ccXfwbAsaGa9lD2Nnbpng/HaEs/fkbzfTwehNxxOkIHGVv5bFdJah3gL0Kt/CDSyeFSln+UX2z4zF7EhFnbLPXZu2dgvr9B2seex7PPTeD3l/n5GwOk0403CgfvjfPUj35MNh7nk9/+bYoa4tPHifabt3AXi9weamxrsg6H9o4Uc3MR2ENBAsuBFtI9L+Bf+IJAUh1/yI3DYaNEa3qRksvNTKyLir+xgeza81292Nk0dmp7G4JIcgwMk0Swb8t0oYVZVnoGcDacHG3KlMljlYOaJ3cH1bQHHIOKZ+sNUtHlJhUI0Zp+PKqXfTx+DMXOYTtV7iUv71oZDvDDnsO8GWzmxVyC/2ZlCv8TqF6D2gbJ69i0aQ9oXx57QsVmGEZdjAZZ9SCrc8RpUhaLqTwzdCoeWWyoEtk1YvnVxRVSqarkclXiflnsqGODV+Uvi+1VHh06sbCMRmokGSI/ndpT1V5ZTKoKq6+Lg6Si94g3z3D48AJXr/aQzbYiNIXyHBGeUm1tbbSMjnLy8mXSBw8y+bu/Q8zrXVMXyGL/TXFptoA8VnIeYj41EjFb+TwDH3xAoq2NMZ8PFN58KlF8NFohGCyxuBCr6xuV2kNHgSHUlrq5rROVCwgVqAPM2hGqg+exO09CpUj10g/IB9br3dvbCzi0UGXQqnmKFdt6qcTbaTLqYznJ3oAqj9Jw/xCFW9exF6axOtZti8QckmlN/H4/3sIi7mKSdKifgeqDNbUd1Pdt39gIV/oPkj10HP/IFWB9vq5YU7TkD5JPz1P0LShVKbr4ZfJ9MXflOaqKC5RKpaiuqk1LVhJb4Zkk5si9UG19jC3PUzbVcaxU76qKWR7Wx1VHSyL6RBfjS1aHizTyuy5f67wmVeWqvHh1ajMBub90nsZiDshpZZWgXAcVjYcupo5Ql8lrmkq1qjOdWDNRMFwMRE9xf+U6K5l1iY6ubSpVoewx3NW1Hr5ErI+GYfBeWx/X4x28nprj9fQCjtQe1RyG+u+pyqRCTqtaV3VzTPWNlMdX5T0n53XfFaK7UqRcLNbVXawj8nsv952OXkyFPbFB2sc+VHC5ypw/f5eVFT9XrvQ2Tl8sMvzW26RbWrj/+9/D0dhfPFY4Dj0//zmeYpGPX7wADdyfZXR21oyK5+ejDVLuHqqmh0TTMMvx45S9MShlsUbfwRp7D6OYhoDEmYbDIaNEzLApuf2sxDsJxLdnkL4RptuDr7ObwoMJaOvFaLCQGYC3mKDg37qv2ibG8GYzTB55iuHVDZLAZPUTor42oqmjJEy16/hOwxWufSTcpRhF/5w23Rd9w4RzGTqWF6Dl0fp0H3sXPeHjeF0Bbi9+tGtl3Ii28m77ACcTs7yWezLVajK8js2M5WE3/e/2VWz72LM4ceImfn+J9987hF1tPFUH3/8ATy7HrVde3hubI6Dt0iVarlxl9NRTpLfpvVaDw8FDM6ysBFhZebxqH4Gc4+bWoe8x0/kiZrWE69M/xvPjf47r+l9i5DarejqoEDNsxm03S219VN2NyUu3gq/nAE65BImFbaV3VfJb2iABmI5Nz+1rLPYcIB+tV706VFmJXqNq5WlKnoDCl6v/duBuKmMFKvhzehu5RLyN+VgLRyduYz6h6pB9bI0D0TOs5OeYy9zblfyXQ1F+2HOYvswK33lwZw8p7B8dF4ppEpab67vIW7cnviKO42hDgctiNiHeUwUyhHWRne55lahWV64MIarTeXqp6qNSxUBjLw6Vx5tORNlIPKjyAgB1KH0VLQY09mYRddA9r1Id6dR5cn2am+cZODDJyEgf6XQLG6WtG0Pdx2dn6b5+namnn6bQ00NIodaU1Tq64HJiLHUicZ1Xier3wMWP6Pn5z5kfGuK9vj6Yn6+bFzLkugE0xVZobs5w9epJIpGoVhWsao/K005+RkVFAusqh/n5WiTsq76nqLrcNF/+d3hSU8zOzlLd8LyYHybQZdnkXD6qkTZaVj1mZDWTyqsI1sddnjeVSgUz1oLp9VOdn8ZeNe4WqgW5H9c8awppSjEvLrdb+957vV76pscZPfMCKz0H8CaW6tRBuWKaku8SHbnnscb7qA6MgruyloduXjTyelUFtxVtcQVtXAth8rkCGE5d8FSPx8Otp1/CXS5xcHIU27a11A5i7umoFFSBE3XqBpUHkvy83GcqdY+u/1Vrlk7VL9LqAumuUchIz8jrlCpfeY7p1gBRru47o3rvdd5ZIg/dWp3NZvFYPuK+Li7e+yHLy8tKihSoVxMJ6AKB1s03t5uLx5/Ba1f5m1M3cW9QdwvInuS69UbkK/eHjoZF9bsuGLMoWx4fVaBIGSfKZZqqFd7xRvkthWmDPL7bUbepsC9B2seeg2VVOPv0ddKpINevNQ7qaFYqnHrvfQrRKBMXzj+GGjaAbdPxV7/g6M9/TqK3h5HXX2tITrsRgwfuU6lYPJjq3qVKbo2kGWHK3UPwwSU8qamG6bu8Fi7HZsW/c6S/hmHg7e6D5DIo6EE2wqrkcAyLirH1uS8TWQ0rsKhWaVXMPPP+T8C2sCYHwN6983Zh1kNxwUPKew+MzdKhYjDM4tBRDk2N4a7unjHqPr46tAYHMAyTB4k7u5L/rc5+5qLNvDJ3j8Av0RyygAvFJDc9AZY9vobpHwUNJUiGYfxb4NeBecdxTqze+wFweDVJE7DiOM5pwzAGgBHg1upvFx3H+SeNythKgqTajetOyypjM50xtSov3WlLQBdXQSVZUp2QYX33qjLclusFaiPFRn0j17ERVYLOYE5lrKc7EYrTlI4CRUW3IRtHqgghDx6aIBgs8OMfPUWx6FALCaanmDly7TqhVIqR3/0drEAAC/UJSO4P3YlPdVLRGYmqDNTN0VEO/tUvCM/Pc2egn49On8aZm2N2dnZT38gnttppyqGjI0NH5yhtbdPMzg4TDrdtqoNqbuqoUVT35NhTcnuF5GhmdpY7PWew7CLWrZ+TrxTq6ivHU+nq6gLH4VA5RcmyqAbCeAxjLd/tSK7EO6EidbbaezDGbmEvzWO3dKy1U0VrUc3WPN6WMyWapTbKY1apVFho7sCsVoguzWNukHCukbSaKezgCmYmRqVcVa4t25HUbGwPrEtfFqdTVG/2QjDPneUPIOXUtQegeuIsjmXxVHpxLb6RTN+iok3QUZyojL/lPlc5gGzsu63yktstz23Vutsolp3cHjlWkOo7IeevIz0Xa45unVOtATrpjJyHaIeOuFjkK5wLoN7BwLZt2oL9VO0KM6l7dXluvFYR+eri+Il5UfJ4+fjgSXrSCZ4vZTAU76AYY3n8ZcmvLHFRke/qpIyi7rpvrDx3RdlyWnmdEv24kXrla+UsP3biXIq28fXJ23V109HkyO2Rv0UqbEfF9u+A/wP4f8QNx3F+V1wbhvG/Akkp/ajjOKe3ke8+9qGE31ekWjVYWIjQQItIUyrFgSuf82B4mNRXRCEiEJie5sif/IBSIMAX3/kOn3o925IceX0lDhy4TU/POMFQhkrFxezsEBP3Tz2GWm9GMthLJtBFz/wHZCqNCWTDdhmfU2Up2PLQkrJGMIMhHMPA2AaRrVleDQRpbX2aTMdbiCwvYm4VqdsBMxfFDq2AtbUY/lFhT7aCAdbALCyrbYtcpdVgksa+sP+XFe2hAyzmpqjuQjyf8cGjFFweXp78DMO/+zZ1jxsuHPyOzYp3d+yQGm6QHMd5Z1UytAlGbev5O8DLO1utffwqw+WuUC5vL5ji4dExbNPi5gvPs/0oO7uD+LXr2KbJp3/wd6n4fHBfHSNIRjSa4ZVXP8PjqbC83MzkzRMszPdj2y5tmIbdhI3Bg9Zn8ZZWaF25yXZILVqrBUoY5B4iztF2YRgGuL0Y21CxmaXaabDRBqno9RNMJ7dM47bDGLaLaqBxAMdHhVNxYQTzGB692sNdqG368l/S4H0fexOW4aYl2MP12Xd2PG/HMBgfOkZvepm2fAb8jamZnjT8mT9O3jB5YXp0V/L/skbaXwPmHMeRlacHDMO4DKSAf+Y4zrvbyUhn/KgSn6piBYHaUFJn4CfEb3K5ulgXqudlMaos+hT5yiJmlfhWZ3gt1+dhjLBFGTqxsQyRry5tIxWNXN9GzOUqEX0jVaXbbVMuW5viE200zMa26Z+dZbG/HzsYrPtdhujr7URlFu2UDU91MUFEftlsFhyHpps3menoYHJVhD4xMbGWVhgVy8/HYhZfe+katm3x+eXvksvF8Hq9a7GedKoDAVnMLYuNdezaArLoWhb3T05OkggNUOxqou32n7OSWK6bx+JajrHSGvARXlgmGWnBraCBkNVFqrhd8rXOELZiWVDIk8vl1uaI3K41Q9hVJvRc1SQlBZiURfkej4eyz49veUE5X9bUK9Xae5irJKhIc0FHCyQb2Yv5raLkgVqfOA4UyxGMssHS5GRdP8l93hIO8RlgRJpocmqbRLkfVaoslQoI1DQpundCFYNGTqtie9epwFXrozyf5TbIxvdCLaUyTob1ea5jvFe1TUc9Jb+XqthhchnyuIvndKpX0U/yeyYb4cf93ZiGxXTyrrJeOhojMQ/lvpNVrx0dHdyPt5MLRfj16TuEw2Et7Yxog87AXfVd1Jl6yCorMcfkcnVqS9X6pprbct9cKsNFT5iXk3OEl+YRM1LUUe47nVOUbi+xVq8tf22M7wHfl/4/A/Q5jnMG+B+BPzYMQ2m1aRjGPzYM4xPDMD6RJ88+9uF2bU+C1LKwiK9QYP6holPvDkJzc3jTaR70bM+o2rJsnn3uEh5PkY8+eoZc7quP9g2QCB/ALGcJJMa2TOe2K7SXMrQsTmEbJtng7sVqsl0ezEpj9YNZXt2sN5Ag2ZYL0956YTRWl0ZHYTj9ZWHnXBRvtuKtNGFvEW/JMQyuHTkDQLC6e3QK+/jq0BEexHFs5lYJl3cSI539BIoFjmR++b6veQz+U6ybtnKBV1Pzu1bOI0uQDMNwAb8FPC3uOY5TBIqr158ahjEKDAOfbHzecZw/BP4Q4MSJE/vBPfaxhu2q2LonJ6haFov9W7O4Pw60Xb+OYxhMS9IVHTyeCq+9PkpTU5pLH58judJES8tjqGQD2IZFKthLcOEGhibeTtiEvsIK4WoJByj4QqTDcRxz99SBtstd2yA1kABWvTWCTlclB1twPnuKBcoNvF6qRm3jYtruHQtE5ziQHQuQv98MlkMyeJuc74E6rWFy9/W/wVLfQU5+8SnDxu4xlu/jq0PU10q6uEy52tjG7mFgA9NNrQzNT2H9EsbO+oEVImm6+e/mR3HtYvu+jIrtVeCm4zhrPsCGYbQCy47jVA3DGAQOAVsfRVehUwfJVu2quBWNPDMaUW/IIjtZvKvySlHFf9l4X6SVxdyq8OmyqFfn1SXykusti1llMbcqBpQMlWefTiQuQ9RBpzYT/SCPg/y73E5VLCUVy7zbVSWXr9ngyHWU+9nv89EzOcVCTzeuUAgXejWtmA86Ty9V22WvE50H35q69NYtOq5cZXz4EHfn5pR5iLr19fk5f+EzQqEcIyPPk80eIBxe7zNdbJZGnjGN4vDIz8vzSRZDzxoxbNONb+HmWl/JFEAd7e0MZhdwOVVysXYKkTjuQBA/4EctrpbHv5FHm+5dzJTK+HFILq1H/1XROWSbatK7uFXSqniq1SruYp6ix6v0tFsbB7OmhgzQTCVYVqqc5D6X32HVO1gul3GKLqr3Wyj6FshERpmcuccqR25dHZrb2rj8wqssDQzz/PgITy9P45HIlhvFa5PbK4+vSt3ZiGppO2zyoj5y/o3UJ3JZdXGoZA++1f6V1xOVyl6ui6yOU3nK6byLVXNAp9qT135Rtm4NF22Q57Oc1tvqJ1/OUKlU1srTUbPIfSo8GmWP0hrVTw2F1g5KLjcHilmlF284HF6vw+pckOulm89irHQUXqrvrbz2qOJ2yfnKqk75OdE31WqVm6aHN60A51dm6UgnKALLy8tracW1bh8gX+u+e2tpt/wVMAzj+8CHwGHDMKYMw/hHqz/9HvXqNYCXgKuGYVwB/gz4J47jLLOPfTwEXO4KlQYSpKaFBfy5HLMDA4+nUjo4Dk99eJGi18vI2bNbJu3pSfONX/sIr7fEu++cY272q/W624hs0yHMSgFvakL5u79awmNXybZ0kY+347i2ENPsICqr0ilrK68zoOyrGaH6y3rD6rw/SDoax1Pc+sTeVK2NjePaOcoRJ1Nb/HOhCRxLrzIbPXqG6YFhjl7+gKen7mrT7ePJh88dolDe2tX8UTC1yt3X80tIbvyfXBFa7AqvLKmlrzuJ7XixfU9z/+8r7v1H4D8+bCVM06zbydUZaCoiazaKDqsyCtyIRoSEKgM/Xb6q05KOwFQVHVZXhnhO3knrDLpV9dXFgBLQnbI3nrg3lqs65cl9pzNoFCcvHVlt7UTh4PcVyOYiVKtVbaymjnvj2KbJXF8fTavl6eqoi9QsoDo9qmI9Qc3A0lUoYFsWudlZuu+NE19c5CeHh7n14EGdIaxAIFDhlVcXGBpaIJsN8/nnL1Iuh4nF1s3zRB3kesunTvm0tUauqigL6mOYCAmQTuog8rIxybYOEkjcxW2ZiLOTOKkCtJsOtmni6+zBp1CpqeJn6Yh+VWSnOolMplCrYzm7Pm/kk6Z4h5PRDjx2gXjYV3dalvv08tmv4WDQ9e7P1uojSwQAQtVOmitHqISXqIaX69qji5/VKEJ0JpPBvdiO6SqxkJpiI9eDTK77Rf9BWpPLXFieJrIqIZDfSXnc5bm5sR0b6yD3iSoCvkqaJEtsVBJrWH+XdGuaSvKkm4+qtV0Xi0nMXblejRxTdLHhVGueDFkaoVprVZJlWJ/HWkmeFWA2d59UKlUnERbQGWGL97K9vX3tniztvRaKEioViNkV5TdHFddJJ72WoVpL5Xzl9ULVjzpSbdUzKimlbdtUgHa7Qn4lsWaYPT09vZZW9KNOgiR/T3UMEQJ7gmpkH/sQ8PuLuNxVkkm/PpHj0Dk+TjrWhP04XeEdh9Pf/z6R2foIzBPRKCMSk7aMY8dW+PrXZ3G5HT7/vJflpWew7b312jnAnehZbJeP0OINZRrTcfBmkxTDMaxdtDdSwe2sLsoNYgEVPE0EbX1ggtmOXpaGjtJ/8U186aQyhIHHjtBePkPeWIbWiU0bmUeFUfRh5SKUm6fZKnZC1bRYiMQ5NrU7bsv72Fvwe0LkS9sJpvFwyLo9RMq/nHZrIadK2ng8a9DeWqn38SuPSKR24kqubBH4yzCouN1El5Z59d//MYljR1k8cYLq8PCOByoU8ORyHHvj52ubo4lnzrHk8VDyevm4WFSW29JS4NXXppmeDnDp4yOkUn66u3f+lTNw6HBnmS8HqD6CY+pk8AizgUGapj7En5pUponZJQzHoRCO87ipc73OKufWFouiQ22DFK/MKH+3DZMrZy7gTyzS8/lFZRrL8NBZPodNhRnPJTrNVmW6h4XjgHuhB8esUI0ubrlBSsRbqVoWHSvbI+jdx5MLl+nGbXnJl9ONEz8k8pb7l3aDFHZsZszHo97f8xsklYpGFr2pYqvoxJ2qWAiymkkWc+viIwnoDL1EHRqRnepi66jE9nL5chtUZcjiX10cDwGdOFMVjl/+XRWWQUXBsRGin+S+k9UFS0tLdHXVXDYnJ8vkcita9eJ/feVl2hYWODA+Tt8XI7RduUohGmXxxAmSBwbIRKNUVvtVZcBep061bYJLS8QnJolOTNA0N0cuHGK5o4Pljg4K5TJnP/oYT7nM+ydPcqu/DwyjRs1RqdQZCK73s8Orry1SKrl4952TxGLd+P31ImhZvasi3pyZWf/YCxoQgEqpwHA4x9djOZ6KZjgZzRByVfn+zAA/mDtQl69QZ+riWM24OrgXeYrm7D2aZi9iWFadGkJcx7IFbJcPb6y5br7r1BSqsdapOMU8lutdFwPKrlDCoCJREsnt8fl8lEwvVctLzCkRCATq5k0ul2O+vZtsKMLB//J9yhtiNIm6nom/htsJMG68Tb6cxrbXVRoqQ1cZKmJT0fdOwYOZD5MN3yOfT679LrdXqEe+OHwSl13lhOXga21d619ZLSPPEZWKrBGZrfycyjAb1vtXzl9ep1Trrqw21TnHqNLqYqipfpfVJqJ/daohuVyVSYU8d1XxhnTG0o3qq6I7kc0KhGo3vGozt7A8y9LS0lp5slpNVpvJ3yeRZjNdUQ0Ft4fucp5AILA2rvK8afQd0RGOizkgl6sba9EeeQ7JxuFyvqI8VWw/+X4mk8EbCpD2++viScnXKmJpXXsbxcbb8xukffxqoSlWoFCwyOUaiFANg/m2Nubb2phsbqb17ijdt2/T/f779Lz/PgAlv598c5xcU4xccxzH7cYqlzFLZYxiEatcxpPPEX0wjWf1o5ltijJ/4AC+ZJK+kZscuF5TOaUiEd59+WWmrO1JaIYOrtDRkeKDD4Yolb78a+Yzq3yrbYHn4gmOhjIEXLXFYyLn5a2FGEejBV5tnuFP5wa2nWeKAHeanyZcmOfg4ocsbZHWY1dwAuFdk9BtBS82hQYi9by7tvEMO2qD1wc9g7jKJZrGbyt/Hwg9Tbv/ILPGFXLGVj3xCPCUcahiVre2dyhZLu6293J8ZR5fA4P0fTz56I3X6EyTucUGKR8O11p7SLs8NG0j+vyTCK9jUzJNbAzMXQ5hsL9B2seeQqypwErCx8MYf9huN3NHj5B++izudJrA/Dze+QX8y8sElpdouXsX9/V6r6Wqy0XV7abi8bDc10eit5dEbw/Z1RNSuVzGrFaJLC7iWljkQV8vVZcLUo2pJ1yuKi+88IClpSB377Q3TL8VIlaRb0bHeHngHmFXlfGcn5/MxrmyEuJ6OkKiXDsNfacvzz8d+IKToQRTNDfItYYyLhzTRXPuPiZb8I05Dh67QsW7hV3YbsFx8DlVls2tNxeLgQFMu0LM2Tw+tmEw3d1P5/R9TIV0M+bpZjjyIrP5OywFdp5R3TAdSt4k7uLWwUBvd/RTsVycWZreMt0+nnx4LB/fOPy3mFy6w53ZKzuSpwNc6hrkg95hDmUSnE+o1c1POvKGic+u7vrmCPbIBsm27TpVi46eQKUmUolfZdGoygsO1r0LZHGbLgy6SrWng0p0rYq3oQvVrvI00Km/VGJ9XR1VajNZnCmLgFUxguS0cj8K0aUqZgXU97+KZVlOW61WaYoVGB+PrJWrC2M/Ozu7Kd81ugfLgs6O2j9q88JbLGIBFZertjlSiVaTSaqr6jLRXw+AnN8HCwub6ivqI7cxHo/x7LNjhMNlLl58gba2WgRIMYfktLJXl6D/mJys2QB1uDP8tucK3+lO4jYd3pjy8m9GolxZ8qzOnRIdHS5YXSRuMkS2eptvti/zR+n111qMq9x3Yt44LBGI9jETOkRs8eranNzIuO2qlDAAVzCMy+dr6IkCaoZwlQpHro+8Bgi1pWVXiQFZG8p2eW3uyO+JL9rMQmiQrtIU8fDmAJALbd2UPT66J8cobIir5nMFOd38XQp2ijv5txnsHlj7XRXrTFYz6aiJxH3596J7mXDxII4kTZSfyTjwWf9h2hILxFeWKG7IS0dzJEPlISa3QRUjSDd+qnVELlf+XbX26LznVGzwOsZ6VVw7uU/Fd0Je23TzTbRTFwdJhihP50GraqeuH8Wc3sga/8LB3yDki/GDj/43gsFAXd1kNZROlSXaJv46wFs9w1zpHuTw/BS/MX2XCg4VKY2KJknOV+f1LPepWGPluVDncSp9R0Q/yeOg8yoX/aj7dgizjvn5ef5/9t47SJIsv+/7pKksb7va2/Fud9bM7DncLe5uz+Nw8MAFLAUgwCBEJ5EKKSRKIQcyGEToD0kQgptRWVYAACAASURBVBQCCIoCQABHAAIP593urcHu3s7s7HjT3neX95VZmak/qrP7VXdmV89Mz2wv2N+IjenNynz53u+ZfO/nvusTCfxqk1Uh55ybmdXLTUZ8R7dv+oHYIB3iEAB+f4tQqEU+7x4u/DBo+v2di9geeNkeBOfOLXL6zDI3bgxRyD9Yeuwvpm/y+eQUhiXx14tx/mg6xdWl2q7PGLbC69URfigyz59UDBp2dydGCejLX2Nm8GOUQiMolVuu96kOzUfg0TBm7wZtg2KjsYvz+bw2jiUpTDSnILqzjvNjx1ENnf7VBbbTB59O/xCaFOQHpS9j2o+IzkP3EawPYmMh2e6mwkvHn6Spabz/0uXDVflvOVLhAS5OfIp35l9iKf/w0YqWJHHp4g8zN3yU80vTfGT6Okr4cYdSPD7UVR+hPVAP7QUR/+5a3YflYjvEIfYNyWT7dJHP7U4DcVBx7lyRCxdnmJ5O84M3HywJ5PnQOl9ITfFyaZgf/94x/uX1AeZre2Nyf7kyhl82uRBwj0RzQ6I8g69VZS15zvMeydlMPs6UChuINKuYQNVjqbKRmfNP0GOsEXEJ8a/5/CyMHmNs9u6ORJMSMkdTz5A15qiajyifrQ3y7BFky08h8Q6munOjW0imuTV6nNNz90j/LUzsd4hOfOLsL2KYTV6886WHLssGXv/gJ5ibOMn7Z2/zkenr+5WZ4kBClxVKWoDgPmyQVFnjc2d/Y/d7Hvot+wDbtvdED+KWrM2N+dgrJb4I5x2iqlFUJbpFqYnXRFWi+Lfb8250GW6JurbDec6NqgTck1F6ma9E+Ypp27vVwZG1l8nQTcUsliWq0kUWeQciC3pvb1vOH39hkUIhT7EYpFgItv8thmg0NBzfJLHfnMRgoqrXjSJBrIsItwR6e4l0cJ6TJInx8QKf/swqS0sJXnv19I7kp06/iape0aS0trZGQDL4LwcvM1MN8Fvv9LFaLsAGE5ibWWW7yXmymWRZj/A+/yRfX2/nZXJkLo4hsSy9USOxfpX1wQ8QU2No9WzHGNJ1Hdnp79ZOlbkXpYRThjgWvJJvOv0iJntbWFhAw+ZIwGZBt8g1Sh1lOHM1GzlCUw7yZOMqsixvluv0/9WTR7EUhaF33thh5jgx+AwhX4yMdI3eQDukX6RucFsPvGh/RDj9bppme4Nk+KgEpqlK62DsND1k+4dBkjh39x1arZarGUJ8lzgexbnoyNGLEsltDHklx3WbM27RumI7xGvi2uOWpFZ8l7g2iRGhznruNa+d9oht7DY2vWhNxOtuFCNuLgqwJSexjmJZztrktHcsfo6J9DleuvdnKJrdEaXmjDdxTXSTHQjmR1lhefgIE5M3uLjc1kZtX62cuntFdDtydKMfAXezpBcFjVuUoNc8Eb+bbnQ14t/T+SKX+0a4dO4kus/PxPQtMpkt53a3dcbLNNtug8QLZ36FVHh37swDsUE6xCEAFhd7uHzpCPFEjVisyvHja/h8WwNf15XNzVKpGGdlJUmpFGbfsvk9IMbGi3zyU9NkMiFeevEslvVgitmfS90g7Tf4B28fw7AfpAyJlytj/EzqBn2+KmvG3tTsydx1Mv0XKfU/S3rmmzt+t5wEjfuk1t4rRlQbCZhtuvuK2MBq/Cxhs0Jva2feIFOWuTtxit75KcKlnVnHxyJP0jCrlNVH6MwqAaqBYnXXiqpd+PQO0Ua42aS/VGJhaOhdiap8UCiSj4vDP0Kmssj15Zf3pUxfyyBcLtB4F8zfjwNrqp+XomneGj6HKcmMrsxzduoGvYUM7vGoe8P7xj/H0fRTvDL157vedyA3SF4OiW7aCreTiJsD4fZynV2xF1mjF7mnG7o5ermdtrxyH7nlXBLvFXfzbk6vXjQe3dLxi6dO8RTgyEF8XtyZO1oQUTvkph2ALUc7L5oWRYkwNXVSqKONptWJxarEYjUSiTrRWJXh4SLHj7fzAjUaAdbX06yv97K4EKXR8O+oo1t7xTqIMnU7ZYv9J5arKDYXLkxz5uwyuVyYF7/3JKbp21yz3ZzvxWsitcBA4y4vxGf4w6kUb60AVDv6QcyB4tRRrLcj/280kvxUEn419Sa/fXuc9Vx7foin7O2EkBoWqdJdcumzJBe+3zFuSqUSqm0xCljNJlar1XHC9XJedeQknlS7EUN2aEMqZQZ6Qiw1TRYzW2H3zinX5/NR1tJUA72c12+gbdOglkolFo6epuEPcvzya5unUefE7pOC9IeOkeUuQ8NbRLDd6DK8cu5spxURn5GVJrKhbf6/868jG2tDhprfj2YqHXPCkZmXY6nb2uQVcOHWNvGU7jZnxPkrvkscA9u1dtA5LtxkJs6/9fWtza2Y+8uZH5VKBcm2OV6r86FCgXO1GgrwzVKJtwYGOuaGl4bdCYgQ6+WVT8rLedvtObe2iX0lkrueH3qBsJbgO3f/HapPARRXAmdxrorfNy8tV8/6MsvDR4hmZzePiuI65tRX/LaImlJnPfDKAyi219GU7a6d6ay7WNZu5Mc2sGaYrPoCrPoC3IkluBvrQbFtji9OcW72NuvvvE0NmKUzN5wIZ16J9RLnxNH+J7k49hmuLb3M5flvu5bh4EBukA5xiDYk6nU/9bqf1dVUx0RLpSCdXqMnvUZ/3yqjows8+ywUCxEy2TiVikyzqdJs+qjXZJpNH6WSRa3mwzQf3vUuFqvx/PO3SfVUuXVziEuXjmJZ8gMdaDWpxT8+OsliPcC/vvtgjt0OskaAf3V7nP/8+AK/d/Em/+9Uin871b3MdP4G2cQZqqlTBPI3On5rIWEBUjkP6YGHqt9eMR704ZMlJmveh4+1yFFky2DU3KkBsoGZM88QKWRJLMzs+L3PdxIJmbw0TZrYjt/3E7baRNW7p0iw30PakMeFkNHiQi7PB0pFeowWZVnme/EYI02dH55f4F5idyfbgwJZUnii/3mmc1dYKU/va9k96yvMHT1Dxh+it7l7MMdBw7Ti5zV/lCXZx7LqpyHQGEWMJh9am+NidpHyQtuvcj/yyx9LP7XhA/YnXY0PhxukQzw21LU6xUiRbDBLKVoiUo1wZu4M8gOYkxqNEAsLEywsTNBqGcTjRRLJZfr7coyMrKFphutmxTBk7t5JcflynEzGy+xhk0iUGRjIomktdEOj2dTQmz5KZYvRkRxnzy1iGArf+fYZlpYejpLix2NXGQo0+afXz9H0SBCoSgote28mmK+t9vB6LsbfO7bArx7P8qmhEr8zdYQ3C3HPZwLNHL56lmrqJD3bNkhIEitygKFiDnt9GYST5qOAZNscCaqs6yallpd5TSIbHCVVX0SVd8ol1zdMKdXLk69923UN7NdOUiWDLlXgEW+QLFVHs1PtXZtLZaQNJYH9t9q99j5g2wwVi3x8do4zhQKqbTMVDPD1nh4uBwKYkkSi1eK/XlziM9PTvHH61IE3tVm2iWHptKz9N1On19u+e7ORxHtqg1SRZH43OogJDLWaXGiUSNer9Bt1+o0GrfyWP9p+krEMxY+zXJzGtFvIXfgdD8QGybIsT7Wmm4rXSw3uaBjEZ7wcbLfnkYBOE4D4txtjvVtZ4vtE1albWV5M4G7p18VroiOdWy4KL5W5qM50/hZl42VqdO7xcvBz3uvk7+koH5tiuMha/xrFRBHd366PbMgEygHWe9dptVqM3xhHQnLNAeXldLmdkdkwwszPpZifa19rNOpomoGmGUAFv99AlusMDJQ5eSrD2XMZVlYi3LzZz+JCHFU1GRoqMDpaYmAwSzDo5EKRUJSdY6jZ9PGNr7+Pej1AMOhu9hTV9o55UTSrLS4u8kwszwtDd/nTmTgvzhgd48JRg78/eY5fG/sxsmaRWX2VJSnHfGud+eKW5kRMtZ/P58kD/9VaggspH//smRz/4ok7/PoPTjNZDXXmEBLNeJUZ1tPPYGlh1FZ7DjmmiRI2qWQE/+IUtVgCou3NlpfDsBvcctzA1jh1/k0YdQKKzOvrBWoNoyNflFP3or+PlhIgVZtFiu6kuZk6dga1XiN+7VLHe+PxODIqIRIYPYscTR4llUpt/u42T2DLpCFe83IF2E5pZCs6EjKtBrSkxg6TvFXfyOejachWy3XMe+WQEue705eiCVWEW0CLlznO6QtxLRXbK77XLbBBrIO4njjvE81qCwsLm38bS0v87NIyR+p1apLEy+EQL/r9LKsq2DbKRr1WgW8ND/Mj8/PM3bjBndHRHe9yy4PjFYzill/Jay6LbXcgrsvic869hmGwUpqiPzLhGrQDW/0njp9utDJ+vx+tpRMv5riaGuR9hdUd22y3fEReAUkOvMxmzjgXx7AoDzcXEHH+iabBL/lT1CWZf7R6l0SpvT4662SZzjxxjkO2uM6JsnELEhLH7ibFlxoiHRnm5Tt/Sa1W88xftdmeXX89xCEeAKZssp5eZ3lgmVq4htJSSBQSBGeChAth1LyKhMTa0TXWTq6hGirDd4f3uRYSuq6h6xqNxhb/0927vbz+xhgnTqxz5swqH/vYJLo+g6qayDI0myqrKynW1vpYXe2h0fATCMr4NR1N0/H5Kpw8NcMrLz9Lvf5wp9Yhf53/5vhtZuoh/s9b7lqofn+KXxr5HCutLCWrxrnABBflNkXBV63XebH89q7veGM9wC99r58XP7/Ix/ryTE57O3PGi1Os916gHD9KMnt9268ShZ5B0iszqJPX4dxF8O0t/cB9wbbpMWoU9BarDe/TdjY0hmy1SNSXILrThFjuHSS5OINittj+SVRpfxxs5fE4nVtq+6PuI0SLnRFS/vrG4UYLEG28dzQA+40T6xk+MT2DBPxlfx/fVxR0Wfb08byU7uGJfJ4P3LzFQm8vtcDBTg+yUppiIvUkQV+MutE9I/9eIQHHp2/x1tMfYikYYbi+CxvyAcFNX5A3IymeL60zaDRwjy/ef4ykTiBJMvP523u6/3CDdIh9g67ozAzOsJxaxlRNwtUwR+8dJb2eRrGUzdODQXvB653qxQ7arI+t49N9jK2MPZ56NlWuXxvk+rUBhoZLnDiRo1rxs7iYpFJJY9tSp9avpVJrqdRqIQwjzNKSQx/irlHcCwLo/JOTN7Fsif/lzhnq5k4lsiop/Mb4T9CyW/xh4VuUrBoSMBoe5KP+83widoF3apPkXZ4VUdQVLheiPJ8u8HvT3mGtgWYWrVmglDpDIrszn4otK+TTw/SuzcHkDTj11AO0fHeETZ2AbXKl6L1RsBSNbGiMZH0BxcXsaMoKjViC/jvXXJ/30dZu2Orj2SBJ5kbYP+4O3v5a+4NW0w72B/5RQTVNPjo1zfmVFeYDAf54aJC8pqG7pE/pgCTx5bFR/u6t2/zQ9et889lnH0+FHxDL5XYYfn94gpnCO/ta9vjCJFeffB8/SA0yvLj/dDn7iWXFx+9HBhjQ63yytNr9gX3EaOoUptViKT+1p/sPxAbJtm1P9byb6szL3OOoDb1S3ruZkbrlmRDf66ayc+q/vT5euZyc+ohqyW5RciK8ojC6RZJ0iyrxok1wZCbWV1SPZ7NZbGzuBe+xeGwRUzWJL8dJziYJFoLoTZ3sBg2q03ZRXqHXQ4TtMEvHl2iVW8Tn2qYbt3xRotpelK+j9vUyvTrydYvOaxn93Lvr2ygTEol2uW50KtAZ6eHGVi1CHHsONcry8jIyNv/s2HWG/HX+4Q/GuZWvb9ZdVNX//MRnGA8N8PurX8YI2gQ3PuxlrcF37Xf4O3ySL/R8mP9Q+36H6U6sj9Ov31uL809PLTARrOET5CDKtFarMVi6wWzvhyglTxLP3+mQg9PvscFx/EvT6AvTaKNHN393yzsjjiUxV4wbpYBt26RadQxkFuvGZhnbIwtLox+mpQQYLLUzf2+PvirG26S64WIOWZY75lckEiFsJKAJgaiKFAh75ixzYxYXfxfHhRt1w2bUrR7Ask1KehYxS40zxmW7fV8rGiNUK3TNwXU/UbVuOX28rnej0BDHlRi16twj5vTxonZwxuncXNsWnq5U+Nkr79BnGHw7EedryWSbFVDXN+eaV5SvYRisKgovDg3ywsIi5y9d4s2zZzed3ePxLZ87R9Ze/Suub+JccuCVF2i7DKBznXHMt41GA5s6htVkKH6clUY7SF0cQ26aMrH/t7sVdDxjGJzNLnM1PcRHZm7RL4whp+2iPNzMj2K7vSJVnW+gm5kR3HPkiXLOVGv8X0OnUC2Ln7h7mYrRpMKWOU3MbeRGjSPKQ+wHUf7OeuA2f0dTJ1kqTNE09qazOsykfYiHQslf4tWxV5k7M0egFuDMm2cYvjJMqBBC2oPTqYRE+s00gZUAa0+tUek/+OrhB4WCyYeTa/yLU1d4LpHjf7s1wOW8e66i87HjPB9/mpeKV7hem9nxe4UGrzSucUYbY0LtToj78nocy4bne3fmAxLRW7pDoLrC2tBHMBV3E5oV3nBqfgR5e9p+zN40MHqol8rwc/SV7xLV3VnQy7H2hzpcyLr+rtgbHzv1wTWA9wPZCNKwS+xM4deGv1lHsi0qvv2n2DmwsG3OLy7yc29dImRZ/JuBAb6SSmE9gLP16/39vNnXy/tX1/jc1Wv4PHxF323Y2OTqC6RDj0ZTPl7KYcoK2eDBpRlZ8wXIq34+V1giZrjzsj0qqLKPwcRR5rN7M6/BAdEgHeK9ievadV6beA2f6WP8xjiplRQSEg0XP4vdINkSfa/1sfrRVZbft4zaUPG1fCi6gmZqBGoBooUomqGheHBZHWRIWPxI5DofDd8jrjRYaQb43bnj/MW8+wYkoUb4O6OfZ7G5zpdzr3iW+zfNmzytHeNTwYu8xmWsXTYWecPHO8UwP9xb5LVd3B8kYGDhu8yc/DnWBz5I3/x3d9yjFNsbEysU2fHbw6Im+4ibOv1BH8v1zhO1jUTh+GeQWw3GCpc9y6jEEmDbBIvutB2KHcDCRFF2dyrfL8itIA17xfN3CQgZOtX/hDZIz9+b5JnFRaZTKf4gGqH6EDQ2tiTxjbExcv4An5yf5ycvXebLT53fx9ruHzL1ec6lP4omB9Ct+1snu2ExEkexLAaqJYgczE1SqtXW7tTkd2EdlyQkJKw9RgPDAdkg2bbdod7r5hXfjbFeVMN6qYjdmMu91MJu5qtuJkHRdOFFx+BWLxFuKkovNmrnby+TlChfL0Zlt3Kd8kSV+szMDBYWb557k1A+xMQ7E5gVkzpbSdHc2ubIz8uc5/+yH54AO2xjhkxa/haNcINcXw4kkCyJYDFINBdlODeMX29/UBz1t5cc3eAV3ejUx4veJRbbGRLuRe/iROyk5RI/lrzGrWqC37o3xBu5KDYSqrozYq2vr4+fDj2PX/HxHxuvk+jZ0IYIKm/n77rPx99wh89KF3i65xS36m2zhThGxAix76+G+Qen1gjkK5StdpvcGOtj+Tw9+Rtk00+SXnkd1Wy3yZmX5VSCpKygzd1FCoWQNjQ2omnBzRzuZdJwZN1jGwwYVRqyStMXIKq2y3PGo56YoBIboXfmm4Q0G5Sd60Gz2aQQiuIv5WnVqrTo7D/DMJBNHy0alAs7N1CiidONhd4rktXL9I0lIbf8GEoFbUMj59wrrgWhZoOKqu1Y2xxTijhevSgy3EzM4jvcKDDEce7GHO8VReVmrvaKtHMik6Btkj8+NcUzi4u82d/Ht8bGqGQym+TRYhucvhDXMXF+bUZYbvz7nWCAzJEJfnp2jp9+403++umnyGyUsT2ycHtZbiYjrwha0cTptp6LvzvrhVPHGu3DRdTXz3L5bsd4cp7ziqwWx4abmW8unmakWiSkKh1ydP52i6aGrb4S6yL2mdvY9koGLLbdGSOinM1CDv9QiyVLYlj4JjkuCGLkmjjmN6PQts3l7fUS27O9jbrVYKU4y0jqxGa/dUtee2hiO8QDoRApYKgG6fk0qrE/+2y5KRN8K0jopRDJ7yZJfS3FyNdGGP2rUfpe6SM9lwYJVo+ucuniJW6dvkUhUcAWNCeWZGEoBg2tgfGYopS6Qbfb8nmxOMjrudiu+W4iUoCTvmHebN4mZ3XP/jHNKrpt8EToWNd7FzZIb1MuhKnb4deLGyeunTC1ALnBo1iygn3zMnbx4YleI9UCg/UCNdXPfCSN4bJ/dXxLtMbuhK7VeIpg3t28Bm0Tmyk9HvW+3AoiIdHEW21XiiVp+DTqLlnc/7ahb32d5y6/zVQ8xrfHxvY9f9HdWIzfP34MG/ipS5cJemQ+f7egyhuZ/s39jdtq+IOsBSMcqRxssmMJSDXr5PzdE6c+Cizk7jCUOIbUJf+RgwOhQbIsy3UHCO47XS/6gm65Ltwc4sTdugg3LZSX47VbHcR73U4ZXnmQvNruVi+3U49XHUW4EYmK73UjAxZ39tlslrmeOWRTxrhjkDWzHZqVgYGtbMuifB0tlEjS6uW469RtM09LHvxzfjQ0ouEoteM1ikeL5M/lud1s25Qtn7Vjy680FLSKhq/sQ6toaBWNQCFASNrSDrhRuYjaAy8NoJvjp4jNnB4b485v6/j9W3IS5dzT0wPAc4mzyLbMbDBH1L+lzXDLleWc+BcaeZ6MHOWbxiVs7I6+cMaLoihkNjRuKaXOLMkd5TqaqVqthq1FwLZQLH1z3jh95bQrH0xxvLqGubaMFQh3aBXc2thBkrvtwxVuVNBVjfXkID5J6miDMzY1n0QBwB/BMNw3ZcVSmUo8SXry1ub82E4w27KbBAltjjGx/7xofRw5imuIlzO18761tTWUZlsmJT1L0+6cd3IwxPVTT3Hr2Dk0y+T5xbv4/f6OOjjv9dJSivVx5CRqi0WnV7c11o2oWWybl7beGa9ie70onpz5HqpW+firr1IIBPjS+DjGhhxE7ahYn3S6nb5B1GyJa56bxaBUKlEC/iCd5h8vLxOZnmY6Ht+8R3RUFt8rrlnOON8LdYojJzeNGmz1lTM+ImpbbhUji6IorpQdXs7/bsEXDtb622lSxktZLMty1XR6acXdiGK9CN+d+np9v9y0iNuDmxKNKkvheMc3xVnnvbR6bt9VsV5uedXcSIVn1m7yvmOfIR0eZrU02zG23HAgNkiHeG/BxqbYWySWjSHfB22HoigEg0Gq1WpX/rrdoFZVElcTxK/HqY3UaPY3kUwJxVSQWhJyS0axFCyfhR7VMaIGleEKlrYxYSyIrkdJLCWIrkV3f9k+QLcVTBtCSnfn0VP2MCsUKEjVrvc6mFPXOWr2Mar2Mtdy5ycCWG+2F6+k0v30aioaimXs6jBtyXLbNPIQ/iNb71PxG1Wi9TLloHufKEZbJpXYBHYl56rdsmUZW/WhNL39O5pSiZg9ArYM0qPzQ5JMjWBpDEvWadqdGqTs0Div/vBnqYUiHJm7y6ezC4QeMxnw44RqGHz4pe8jWzZ/de4szS5JRR8WC36NpiwzUatzNe6dQf5xI6KmKes5Wtb+arbW+kcItnT63wM5kJLNGjeT/ZiyjPKIx8F2zGXah+mR1AlWS7Nd7z/cIB3ivlGNVzH8Bon1BK095AJSFAVN04hGo0iSRCAQYHp6+r58htwgWRLhuTDhufDme8R3OpBlGRsbUzPRozq1/hrl0TLl/jKKrpBaT5FeTRMuPyrHRom6qXbdIPUrSdLEeFHanqRxd8wrOVq2ySltdNcNUl5XMSyJlNp9g6RYOqbs82LHEG5U9yWarZzoh8wiPZUs4UaFAjb1bepAtVWjZ+0tsn0XWJZqDJVv7ShHtkyUZoPWLpE8TcpISCitAKbv0SRmtA2JaOYcsqVSSl/DXhD8BWWFd174AqFmg49//yv05dYIDXnnp3rPw7Z539+8TqxY5C/PnSMfCkG3HEeusEj3LlGtxKjXdz/5W5LEXDDIuEc4+ruFqK+HQn1/c//YwGr/CEfK+QNPVlPy+VkIJ0CSqAdCRGqPd0NXqK1TrucYSZ3grZlvdb3/wGyQvHIauDn0dssTspd3uJXfLb+IqKIU1eCietWpTzcVpKh2FO/1csLeXj64M1eL7xLVhyKdgiNHL3Zo8b3OdVHdmRvJIVkS6VKaRqL9e19f3+bvY2PtMFbTNNF1nVarhSRJHezOR44cYXV11TN/iFueFje2cdiSmXjNVUNVAwoQmg8Rvhym0d+gNlEjM5JhfXidYCbI0beOIm1LFOkFpy+7mVMBaqZCUG550sakUinez1lMLJYjJSJSpKuK31Eba7QzkxtWC9M0PSkFbCTWmyoxypv9KY4R0UnUTwskGVsNIJud/jqi+t3WAkj1yo6x6kapI5oexPe252CAauA4rUqBcGaJkz6Z6WA7D45ohk0tvEzTF2M2eQG5liVemdthYlEqZfRAcLOe4thPJBLt6P4ShJUUVkTu6BNxTojXnfnutU6JMimXqtiToygtP2vht2jqnebAytGTmJqf529fYsw2IJn0NNO6mQG91kfnXtGEncttvTvgkv9KDL4Q5eyYn7yojcS10HmvaNrbpISwbZ546y1GFpf43pEjXMaGXK7jeceUBp2mLievkqLoJJPXSPVcQdPKtFp+Jic/hWW11xxxbRJNitdMkx9rNiksLm62XczVJLbHbd31yrnjZr7yMsGJNCwyCiE1yUxjK4GpV44ntzqK9XHao2ka5XCUZjDEkez85vvcApLENrgFSXgFGohrsbMmbc8t5kC87oynYrGIicQP+kZ5eawdXXjxzttUZ6ZwauGMHTfTrBe8vrFu18S/FwuTjKRO4vP5OsysbjgwG6RDvDcwGZ8kk84wND+EaroPH9u2aTab7YghWSYWi+H3+zcXr0wmQ29vL+l0umNRfpyQbIngSpDgShB/zE9hvEDmbIbseJb0zE7qiodFzVIJKd6aFhmJUwyzoObQpfvL4zJKGkWSuasvdL3XtveSnQp8G06khi+CYno7NFuROMraAhj7YDKQJJqRBOHsMk3ZfWxJwMDMN1g6HWd26OOcnvoSPjrrp9QqtMLeGoaW9Dx+fAAAIABJREFUUms79uv7H1ZvW2DPDEEtQCZ0haa601dqefQYqt5kuLAf3OQHGLbNhRs3eXJxibcHB7k0PARdPnoiNC1PT/oKicRNFMWgWhlhcfEiAwOXOXHir9Gbz7C4OO75/F1VQQaOmyYHwfAUUpPIkkyxsb8aJH0jPURkP+bgPqMsK7zaP87bPUOUtQCja4t84NYlIo0a890ffyRYKtzj9OBzRPzdSbcPN0iH2DOWQ8u80/MOyWyS0dlRz/uq1Sq2bePz+drkoNt29/V6nVwuR09PD4ODgywvL3uU9HigtBRSkynqPXXWjq8RX95fn4XjvjV6tQaLDe/IjTF6CUl+Jn337rv8cfqoW00WjG4fXJu03+CteveNQURvawBqoQECDe+IMDPVi7q2gLK+DH3dE1Z2hW0jWSaS5L00yXaLvtw7zAx/AsMXglbnBkmtVtCTPR5PA5KFKdeR9nmD1KrJFK9FoKwiDa9Qr+z8EFqSzMrwBAOLMyj3of1+z8G2efbmLZ68d48rAwN859jRPUesxeMrDI/coKdnEcuSKRZPkcs+Q6PRS6PRoFgY5+ixb/Lk+bcIhSrMzIRwMwRPqSot4ESrhXfWrMcHx0G70NzfDZLpaIjsx+vPsxt0JP4oOcKVYAxTkpko5fj0/G2ikzvN4o8bi/n2GjuUOEaZpV3vPTAbJFHl6mXqclPbixAZjt3K8mJndrvmxhQsqqi9GJm7UQO4may8qA4cmbhFyEBnFIZzj1euJlG96rxDvFcsV4wucDYv8815bk3cIlQJ0ftGL0WzrRJ12i6qrm3bJhwO4/f7sSxrR44mJwJG36AT8Pl8VKvVDlWuqqodZjnoZB4X0S3K0I0SxC0yI3kpSe2TNeaOzxG6s9WnoplBhFNf0UyxtrblA5TJZPhIfJnf7LvOStPPv5ka7hhDolnyKe0Y9ZZOLtogKO3cSLnRRzjyGI31cKc2T7Fc6vhdfE5VVaKqiV+xyTZ9m9dFDZ6jzldVlQgNNLNOLTxIMts2CTh90TF3/EHMZC9KZgmreRrZ3xnJJvafV6SkA2eM6j0DJLIr1GSbuhbsKMNRxdcHE0hWC2N1CiO2pS2ybRulWsEYHts0l3Xk2toY+5avjs8II2+MPTeI40k0D7u1pzwv05iMgQz64BRWqIiR30mJlBscxfAHGFuZ65CBuP65mVq81jxxnXKiC0XGc7Es0RTiyEScU+La40R7iVFfYn3d8tYtLi6imiZ9hSLnJic5n8/zZjLJlyJh7NXVjjJEs+fwsENUbXPu3F3iiVcxzTCl4g9TrV6kXvchSRAMOv3gZ272x+np+RrHjt9mauoEc3Pt8sT+kTSNxWqN45bNNZdvgwi3XD5eEU6iTB35d6O0siyLsJzCsk3WigvY9k6XCEcmovuGV0SbeM3cSLoY8fsJ2+1vghgF6tRR/OaIfzv1Fd/lZiaErW+g2EbxXqfct0MJLiUSPJNdYvzGJeLV9ho5NTOzea+Ya8kZj165jRyZiyZHUeZu9Fki3KIjB3vHSEV8vP76657PHZgN0iEOLkzJ5N65e6iGyvGrx9HN7qrcvfjw6LqOaZqEw2Esy+r4sMdiMSKRCK1WC13XaTabm5opEX6/H7/fjyRJm/9B+yPeLSHmdvhqPmI3YhTPFylmi8SzD6dJei66xj8YucbNWpL/4fpRyi2ViEtWiRB+Rowkt/zL2NL9aRXScpyYHOZmrXtERo+/vcjkjL3l21GtJoave7Zs26e1NT97KrU79PQQUiFDbzXHvG/Q9Z5GdAR/ZRnJJSuuUitjhaPYkoTkoaVpqXV8tSRYEjxEEJ7VkqjcCdNcCaDEmgRP5sm4cHk5WBk7htIyGFhdhN79N+W+W9DqdT7/5g8YzOdRbBsLeD2V5K8HB7H3kItIUXROnHyJeGKBcvlpcrlPoyrOZtttHivcm7zA4NAkiUSDDWq3HajIMuHHHCnlhYivh2ort7k52i+YG5sw9YC0E2BFCyLbFp9anmSl2j2f2+OChMT7Rr5ATS8ylbvEcMR9fXFwuEE6RFdM9k2iB3VOXT6FpmvoHqzkIryclbejXC4jSRLRaBTDMKhUKiQSCSKRyOapzu/3EwqFiMVilEolWq0WwWCQYDC4q2P9+vq6J6miF6K3o1QnqiycXCD2NzEk+8E++6NKhn80epV79Ti/NfMM5Za7liItxfiwdg4ZmUnt/lXvx33t6Kdbe9gg9frbp7N8q7tpqexLUfMlGFh9e/cbbQslt4YVSyL594mNXpZZC/cwXFolUXdfXE0tiq/k/lVUqxWQZaxgCKXmLnfDnyNYHYbFIezxlfvOV2hbUJkMUZ/dyIU1WkIbLe9aji1JrI4dY2h5HsXafx67dxNHbt5kOJfjysQES6kkl+t1GntM/xAIlDh95tsEgyWy2U9TKV+gS+wkAJbpwzA0QmHv9UiXJFIHxJQZUXvI6Yv7Xq61oUE6SCa2FV+Anmb9wJmRn514gZ7QMC9O/xGG1f0AfSA2SJIkeSYLc4vSEFX8biY0Uf0nqlTdVNdezNduKfzFcr0ijJx7vBI+Os95UX+4UT+I2hivBJWO6tFN3QmdbXdLLe9lXpyrzDFzbobITAR9SidL1jW5oFMvpxzHbOEmB7c22rZNKpUikUh00LWEQiFs295MfuaY8iRJ2mRq9zKX9vb2oiiKKwO1KH9R1dsoNwi+GaT8Qpl5/zyhhVCHWUyUv6MKF8vN5/MEJYNfG/seeV3lv716hIJR3pSDaK47nz7JZ+tPY2JxJ7KGGVeQhaa4JYcU6+D3+xnV+qjbOrrSwif7OuQMnVEnutHu76jU2Ox7t0R0hmGwGDuKbBn4l6/QsDojAjvMPYUcUsuglexzNe96UXO4yVEstxSNozdKRLexbjuyVrN3qaVPUa7WO/pHkiTUjU2RGYmh1KoeyedqRPp6UdYGMZea2H1rHfLygqYGaK2FMZZj2Hq7T5ThHAX/DGxYV53oG7EfUqkUKz396IEQT9QKDA4OdphSxHkr9omjEfWKXBOj1GZn25tksb2iiUw0p7klixXvdcwQYj+JpmQxwqiQyfDCzVvcS8T5al+bMmdNMFuKZThRaiMjIwAkEoucOfvXgMzy0heRpNPsllB8u1a42QwSj1uba4po6rcsC7tSxW+aruYpr6hXZzyJ48prHDvvFZ8X1wOnL3RdR5F8NFvVDjORuB44ZjHR1CW2VxwjThnRaBTfxhoc1jQCys62ua2PbjRV4hjzSojq/O3l+uCs+8uDfnqyq6ysrLC4uLUpFMeQOC6cNVpcl90Ov2JbvEyCTlni84lEgpAvxvOnfpr1+jQVZYmenp6OMe+GQ6qRQ3jCxmb+9DyyKZO6lup+/8akceM92suzlmUhy/LmJHDKkSQJRVE2sww7//n9/k1fpe3/iRu2+62PtqChVBUqxx8s9uUne26TVBv8r7eOUTDcM7UD+DYoSL4RfIcbiQdzVL/emiWAjy/2vND1zP1WNshyTeUz6d0dEw3ZTyY8QW91CtnafcMg6+0FXCkX9t10UA9G8bV0wi6rlH/1BrYviJ46suM3Ldd2VtdHvCOcAOxUBiueQ870IRV3XyhtQ8FcTlG7PIQ+m0Lyt1CPr6BdmEId7B6ZlY8mePWpD6EZTcb/lkWvTayuEmo2uST41HWHzfDINc498R1arRiLC79Co7F7f7lBb4YIhbyTguqyhO+AmJ5M20R+GHuuV7kbGiTfAdEgNWWFohYgWdmFFftdwAeP/DiKrHIt/+09P3NgNEjibn1njpQ23Jy03Uw5XsSC4i7f2cmKO2EvZ2jnfV6pzcXr3XbYzt+ihko8cbil6/ci0OyWw+lBNiqwJef54DyVZIXx2+ME7ABsHHxEbZ/oWOi0IxQKbWo8xB2/aDJzsD2nlWmam4klt7fLK828G8WF8+5SqYTP59vM4i3L8qb2yYF4anFk6r/lp3ahRlkrd/SPmzOg+HvKWOJT8Wm+nhnkejEItNvvnFTEPC+RVBSWoCeRotkjd8hou2zEfnfGkKIorFDiVfsWPxQ6w2LPBd5o3OqQ2XYT47+fDPFfPFlg2F9loRHq6Aunr9btKLak4M/PdGgj3HIBNRJp7GYdLbdKa70Pkp1+NV55g8Q+c66L89rv92MqKeziGgOazFSzPZ8c+fuWr8O5BrWe0/jKb3XUMV6vMF8q0HzqOQbuXOsYg6I8SuUShMtEG+dQF4ep6AWqdlubKFkKWiuOZiTQjCStVhSQaGoZKvFZDF+J5moTVjtl59QdtubGbLKPb519Ds1s8QuTV+iPtzUF3bTQIsRxIa4n6+tbmy3n9C6eikWZigEE2wMmoFP74kDUUK2uru64rpomH7hzl7ymcSccho35I+Y2Eh2Gx8bGUNU6p8+8TDg8TaV8ikzm89i2hiR1ttNt/RLXQp/Ph02ScCi3OT9EmdbrdWotE59lbZbrNb/ccuuJ7/cKxHFz8HcLOIpGoyBZ+LUgicRWeLm4ljp18MpB5OYIblkWLecgaZmuOZyc8rwoapzvrVver+1lOfIVr4lrYqFQYCXaHkfa6iKFQqGjT8S2d+TWy+1MhyHW0VkvvL7Bbs+JfXZm9CInei9wff17aBHQaNejG9XIoQbpEJ64E7uDv+YnvdzdmbTRaGBZFoFAYE8O2m6QJGlTI7QfUBSFeDxOIBDY3HwZhrGZuHI3BO4GwITGKe/TqRt+qn+euqnw/yzt1Gxsh7FhT/NZD3eqvMIM9/RFPh58mohLBJyIP58OY1gSn0l7a6zC1QV8RoW1vgu7EusCIEm0whsfwAfsdy/YsoytqMSVnXWQLBN19Qat/rM76igB8VtXNxMy7grJptpzG0ttEsmeJlo5Tk/hIv2550mVniZcHwNs6uFFCr1vkY9dxfDt/WR8fXCCrz7xfhLNOr989y36Gu9O3q99h21zdD3DL7/xJsPVKq8MDnqG8WuazpEjCwyPrNLTM8mT5/+CYHCOtbVPsrLyBWz7wUl6LcuHqnrnDdMlCc2225Q47zJs20J+BJ/c4AatTkE5GGTHuY31IFY8GMS5iqTybP/nKOtZbmZfvq9nDzdIh3BFwVcg68/Su9RLt9SCkiTRarXQNM2T/PfdgizL+P1+IpEIqqoiyzKWZXmG+24+15Dxz/hpHm9iyntzqI1KdT6UWOc7uQGq5u5yUJE5nW2bJPRdEkjuCRJ8pfo6iqTwsdDTu96aaypcKSd4Jua9eClWi8HlV2gE0lSHn+v6eqW5cRIMdY942zNsm9jaPJLZYq7pbjpQctOghTB8O7Phxm69g636KB8/0/1VcotKz00Awo1hbEwqwRmyscus9LxENnGJWmwGcw8ULZtlAq8eOcdLJ55iLLfGL9y7TPQAJvJ7EMiWxSdu3+FHr1+nqar821OnuLJLRN6FCze5+NxNPvShdzh+4nuYpsbC/C9RKj7DXpyxd4NPrdFoeAcHrKsqMhwIyhELE0nafxNbT7k9lxe13Q9Hjwu5cAxfq0WodjCi1z568otE/T1cWvkKlkvU6244ECY2RVE8HWHdTvpe7OpuLL5euR/c1HOi5kN8h3PdKweDmwlNVFF20BBsmPZEtaQXvYibs5lXHRx4sT+75aMRf9/uwHknfgfFUhjODaP61Y53iar4VCpFuVxGVVV6e3t3mEtFOTvO0F65qdzU3F5Oim7950U744whR9XvqMU1Tdsxvpz+CQQCSFcl7GM2xXSRxMrOrKuOytoxXbw/NYlPtvnTqSjFerFjbDo5j0ZHR8GG92XHSdfD3BsrYKZ9+FxMxaLMRZk640Usf63R4IY1x3n/UdLRFDWz0XGvKMcrhQi/Np4nYFZcZWqaJuHCPSKJU1SOfIxgdRl/ZXnzfdvNuXKjjuXz4w9sjXnnveK93cxIovpcy6+h1coUk/0srk1tXu9gc6+08/1Y/hiq3W6vs/FNrC2hVstUzj7FxNKMax2c8ei8d1VepNIoY+s7zRRu9RVlKm64a/EUb5y5wFLvIM+uL/DC4j0ioZ0fL3Hee73LkZ843r3oQRyTgrj2iGYVN2dpcS6L8ncca0XqjkwmQ6DV4menZ5ioVPhuuofv9PaiaBoYRodpzzHdJZNrjIyusbLyLIX8CSIRmWZzANveaqPYp6IcHfOTl5wqlQr+QIN6bUtrLcqjXq/zim3zk5LEc5ksUxuaZAdeebmc94r94BXA49RdrLdoRhLnnySBJvs71hyxvs51t5x12+8Vnb/9uo7P0JlTNJ7eGJPi2HTWdrF/xbVDNEU58DJluZkqxW9Ho9FgPRgmUSlubn1FM6IoR9G1wTGxeZnhHXhRuoh1dGQWDAZ5aujjnBv6Ie4UXqVsrxAKhTrMat2irQ81SIfYAUM2mI/OM1we9qQTcdBoNLBtm2QyuW+msUeNbtojB/KKDAZUk3szizwVynC7HGS+vnu4+3gtxVAjwcxwmbX03rUS3XDFmkaVFD6UOr/rfVdLbT+OJ2LeJzwJGJr/DrJRJXPmp2j5Y573Ks0aZmDnIvsw8OkNWoqPetQ7OEBqtE1dhrrz3ZJtk7h7g9KRU5jK3s6BltSincHnwWD4NK4//SH+6sOfZT2Z5pPzt/nE4l1k3n3zzn7AZ5r80r1JRqpV/nRoiG/19WHtOuctTp56G70ZZXXlIo1GD43GaMfm6GGhKhUaTW/NiS5JvKxpnCuViHj4rDwu2DwaE5sEpEo5lv37OwcfBDaQj8RJVvZOKfOocCR1nveNfZ57mUvcKb7yQGUcbpAOsQPL4WVM2WSiOLHrfZIkoes6mqZ1aLYOOrxOpNsh2RLyikwt2V09r2BxIpjnSqGL058tcaY4QEarsNy3v/4o63aRrF3mXOzorvfdrYRpmhJno7urwFWzTu+NP8OWVdbP/Awtl40IpomkN7EC+6vely0Tqxt5dN3ZILm/O3HnGpamURjbXR4PC1uSmD16hm9//ueZPP0UxxZn+ImXvsyz2aUDz66+V0i2zU/OztJfr/NnRya4kvCO+vP5Wpw9+wYf/vBXiEYLLC59ENt+FMYKG0Wt0NzFxAbwXb+GAlzMv7sfbRsL6RF9clPFHCtaiHc7u1ZD89PUAiQr3slSHwf6YxN89PgvsFqe5qXJf//A5RwIE5ssyx1qOFH12Y26Q1SRueUCElWFbmWJ2gQ3MwZsebqLdfTKqeOWX8TNFCZqW7xYh50yxPaIala3SDqviB23HDXiNZFeZCWygtpSUTIKdb2t4RA3QI5K1qlrJBLxVFW60Re4RfyAe/4PL7Zr8X3OPd2iG702Q24mXedeZUmhMdLAUA1Uo9OB3FEX5/N5TobLaLLFpXXf5nWRTmFoqJ3Q8aQ6QsDycW+kiE9zV+E7EGUujk0xKsiB038rVp6TkTEC/gA29qbMRJV7plBmtaGSkKod+Wycezvyh1gNfDNfZeHo51k69/McW/wGsdhWJJHfMpAAORLrMO04c0bsay9KD0emYv9JrRamomAYRsc4deZlKBTCxka3TGx/bHMcOSYjn89HqlZmtlEnd+Icg4szO+rgtN2NmgW8qYU26yjLzJ95mvlT56km0/SsL3P++1/ltF8FVfaMoHXg5a/nlqPGi4JBfIdbHcU29Pb2bv7tRJmJ41mMJFpZWcFvmiSWVzjabHCy3mBM1/mTeIyXGw0SQrnbIzSj0SxDwzNUKgPMzrwfQ3+SUKgzn5Mb/cv2v52+9so/FwrdRZYNGo2IKz2IM4dLwF3T4rl8nhWfb9OZXIzgE9cLt2gycZ6I150xL5qpRJk7pqhms4mptZBRXee62Ha3bwDgyjzvRDGq0VlaR89yt1Knp15xlYMIN9cULxO4m4uI+G0RzW3LybYrQTiX2VxPxDknfisLLsTFXvm+3Mz7XofyVLSfHz//92m2Kryx9hfEk7GO6GGx370ioB0ciA3SIQ4WipEi8Wq8q3O2oij4fL4Hjlp7L0BelkGCWqJGbN3bzNTrby8yC7XdNWmJsh9DsShEm/jZfzb5NanIOWWMpC9KzvCOtiroKnFtb+fNcGWBsbt/zuKxH+X26I+Sal0hbW2Ew284Htu+/W2LbJkYvt1lKWGD1cL0cHyVbYveuUnWxo9jKgqKS8K8B0E9Emfl2GkmL35k89r7XvsWwwtT7RnTvw+kve8iJMvii/cmOV4qIdFOVDHv1/jTWIyXXD7S21GrtedJqThGLneacHj/9WiKskpP+ss0GoMsLu4eMRq0LJKG8a6bS2xMZGn/5zxALNv2g1wLx+mpP1j+todFKRTh9ac+SLBeo6eQcSWIedTQlACfPfMbKLLKiwt/iG4+nHP+gfmyeTmFuZHqiR9kN6ctUePipY1yIzgVd+iiw6Fz3WtnL1530yC5aZO6EedCdwdNt1OllwapmxbLkU1DaVAL1Ohb69sMiYedjoPO/YFAgFAo5KlBEnf8jubDK7eH2ynba/MlXu/m++TUdbtTpiMr8dQqni4A7JrNurVOI92gp9Djmnld13XC0gaBrB3Y7FvxxO6Mp1jFTz1qEo50fmic05DXuHHLHu92mjJMCwyIaxGK1tbJbXv/FHSFgaCxgyAYOk9VW/PA4oT+Bi8H3s897TgjXG3LxwnBbxmuTq/dNKli3TZzrLQMFKtFS1axbbtjrjj1SSQSWIpGXvUTllubJ3lHM+I8c2J9kaWTT/A3X/y7DN++yuCNy/hr7Q+Is06IMhDXjg759vaxPH6C5SOnyPe2+ZtS2VVaqo8Pff+rpGwTNuTmpiVxc8LuFowCW/PayzHbTUslvlfMGySeuN0ITFdWVgA4nS9wolTixVCI1yWJSVVBl6T2PNnoT7FPnHktajYNI040VqJWi3Zc354Edjvccp2JsiuVSshyndHRf0erpXDt6ofJZLbIecV1IR6PI9k2v7ywSNIw+NKTT5AQnNLFce5FZO1AdLwWNSZuDs6i07ITCFCr1TBkA58ieWrN3YIv3DTl4js28/lVKqhmi+VAmCONhmswjxfDhNtcFceFON6c+SHKoFqtUguGeenCRzGReO6rf0KxmNtsu8hUIL7DzUrjldvIkYPXtzISieBXQrxw4ldIhvp5ae4Piab9RGlr7kUNklufeeHAbJAOcTCQ8bejVuLl3TMLS5KEbduUy2Wi0WhXVeVBhNOG3WArNthgybs579o8Eatg2lDUPfxmbBhtJvHXFeq7cEc9LJpSe3EPK7v3R7ap8lxPldORErcq3poxEUG7QdiuYUmCD9eGlkcy9vG8mM8gAfUuTqctrf3xD+xyShxYX+KZb/w582eeZurpDzD91PtJz9xl+OZlwjP3XHWkNhJGPEl+ZIxGqpfC2FFKY8ewZZloPsPpt19jePYucV0wlbwHx78XLmTWySkKfxaPUa3fXxCBz1fBshT0ZhpNy3R/4L5hMTD4V6hqmatXP42uh4Gs592fyGQ5Xa3y7WPHWIzHOfEIarRXNK0KKW0UCQl7nx33Jdump1JkOfH4CZCbWoBXnv8cuubn4lf/lEhxZ9LHR42YP80nT/4qYS3B3yz+OWu1aUZ7Rh+63MMN0iE6YEntjYDu29tHXJZlstksQ0ND75kotu1QVdXz5FI7VcNWbNKL3gvPTwyt86n+HH88349h79SkJZQIHy6cYFCPU420WBl5dMpn1W5v0JpdKEL+cDrFc+kq//L0Nf73meN8O7M3mggJOpf2jVOp1IXD7H5g59ZpyQp6F7NdS2ufOv3W7h/x3sUZehdnqEXizJ18guVTT7J+9BTBfIaBa29BPkejp5dGqpd6Kk0z1YctnraLeY5ef4vBmTsky4LfxAHL+bUfGKlUOFqu8FfRKPZ9zudYfIaJiW9iWSotoxdNy8E+uw2n098lFJpldfWzVCq7j9lz5TIfz2Z5Mx7nyuDArvc+DpRaq4xI54lqvZT0te4P3CeOrc7z6smnWYsliT0md21d9fHyBz9NNRzlwy99hUB2/9vVDYOxY3zmzK9j2RZfu/2vqe2yYb5fHIgNksPD5cBLLe/mjOumtvdyXHTLyeKVh8ftY++lhhU/rm5qezfnYS/T33a6BfGZ3erjwCtfhwi38hzZjDfGuVa7xtToFLFMzJXUVPw7lUqRyWTQdd2VqqAbmbBXWn3nuhfdhgg3M6BbX4vysG27g1LAeY+j6g2FQliyReZshnQpzWhwFII7CRafCa/ym8fmeWk9zv89NUQgsFUHx0n7V7VPETNCvBNfpDQBWEDVPe+W2Ddeph9n7LnJJtaMgAGWXyKiRDbbI46rcDhMjjB//+0o//OTs/yTo3c5Hmnw+/MTWEie1AChUAgFGUuSUDb4n2TVh62oSK3ODZLTf25m7e31cd5Xr9fBNNEKWSpakOZGm90oByKRCHq0bcIcSUWISG1ZDA4OdshDfFccCF9+lZPvvM7q+EnmTp9n+iOfZqOiBMoFQvks6RuXCOWzxCpFQoUcWrO+5fQq9L/i8bcz3sSx3S2owI16RfzbzVF2+9/OGBFNWqKrgDiGHGdZx/wh2TZPz87xo+UyOUXmW1LbzOLluLvdDBuLL3P06DdpNvuQZYNgaB6A3j6LgH+rDo7pxo08Gzr72hkXzjyIRK+SSL7FwsIpJu+lmJ+f6ihTrGNvo8HPLq+wHI3y2pNP0L9hYhHfJcrOjf7IK1+bWx3FOSM+54zDUCiELrVlng6OUrPaWhZRjo6ZWCxLdGp2W8/F9kxM3+bNI+e4MjDBxMLtzevOOuNF8eS2Pop/u+VBqlartBSFVz7ycUqxJKf/+k9ozd5jXjCnOWZAcR0T56UbGbeX47UbxVMoFOJo6lk+OPoTVI0Cryz+MQ25wEBfu6/HxsY27xWd1t3IhL1wIDZIhzg4kJEZnx7n1rlbrAyuECvvbn6JRqPk83kqlYrrBumgwvlw75YoLD+cx9RMJuYmXH8f8FX5h0Nvc7cc4p/fOuJJy1Gx68iqwlQ0Q1p6tCrwuBnEtC1KZvcUAqWWyv/TwAmRAAAgAElEQVQ0+RT/2fA9fqxvnhF/hX81fYZGF0LNHcYBn7ZvJja5nEeyLSq+3dMG2EA1PAi2TVC6P5OlYpoMTd2k/+41KokeLCBYzKOYra7JLP82ImoY/OT8AseqVS4HAvxRIk65y4dDhKI0OXXyRQwjycryF7FtieGRb6Jp15Dl/Qmt9/nWSae/Tj7fz+Tks7veGzBNvjg9g6Eq/MezZzC7JAN8XNDtKrpdI6ENMle9su/l+8wWxxYmuTN+gurqDOH9NHtvQz0Q4qs/+osAnPzqn5GcvffI3uUOiacHP8n5gY+zXL7HGyt/jmHtf3sPxsg5xIFCspAkkUuwMLpAy7d7cjXHj8eNLPegQtd1bNtGkiRPs6CNTWYiQ7AQJFHdmUUbYCJQIiCb/O7UME3LeyrptAi3Hk30ynb0tmIsGRl0e29J8Uxkfm/xJL8zd4rz0QK/ffoyQ/7dIz+2b5Bsnwb7QaNhWSgr89hagLrqLS9bVpgffoFC4hSp3HUU6cH9OSKFLJHcOor57iYRfLcwVKvxm3fvMVqr8YfxOL+XTFC7zw3F6OgVVF+TtdUvYFkBbNtPtfKLlEp/j5bx8F4/kmTQP/D/Ydsat27+ELiYsUV8dnGRhK7z5TNnqO4xKezjQsVaJ6ENPbLyT83expJk3ul7eP8bL8z1j/K1H/l5AJK5NdL3bj6yd7nBr4Z54cQvcX7g49zNvMm37v3BI9kcwQHSIHmpWcXcKm7RO24aADcVKHSqqR2Vnhjl4eVo7Kj3xLK8cgy51bEbvDzzHYjt8VKTuqniRfOGqDJ11IpeauFWq8XI5AjXLl5jYWyBnrd7dqT4d1AsFrEsa5OPbXsdvf52e+/9mE7dqGDcIkKc9jiwbZtstm2jlmV5xwbJKVcf19FDOifnTpJKbuUzEtt+NR+AITgSrHIpG3Rt7zh9HJeGuB1dRZZlzxxd4vuD1XY7qx5Rk45stufw0iyFdCvC6+b85rwRTSwOxEg9R04v148xdVPlvz95m//x6CV+8c2nsJB2RiDJbfdS0YzkV3yo1TLVSgVp23wU568XdYOTw6lw5zr9zTrzwSSzc3OubU8NjjEz+mlqoQHOGHc4EVpiYODY5u9u7Nxec9Vt3rlRFoC7adwr2sgpQzQXuEVddlvHxLqLphYxqkgcj065opzdzGrO3z2Gwa8vLlGXJH473cNsqwUb/eKUJa6PYlTm0NAg0WiBZHKN/oF7FIsnMYyBTb7aer0B9AM6sCX/Dnb7DXitU05fRWNfRtMy3Lr5aWZnC0Ch43dx3T5ZqfJUvsBrY6Os9fRsfuCcfnP7BmyHU55YL68x5GbudjMdOe2u2hlS6jiRQALDrrvWwSva081PUpxH1WoVpVplYHmOq32jPLc0iWrbXSNkRYqh7fUGIcJZ9fHSsaeYHTlCZH2Fk9/7CtHsKjMbtDTQmU/PrW1upjLYihQX1+Od1GASp/vfzwfGv4BPCXB55evcyryC6lM2o1dhg86JTvcAr0hwLzeUzTbs+ush/pNFsBYkmUlSHizD293vf684aOu6TqvVct0ciSjGiygthVQ2BR7BVBkjwJoe4KlElf+wsNN05kPlYzxJ1i5zN76+twracPad9qZm7Yn7M0+M1XpQkLnSnLyv5xxcL8f4nemj/Hcn7/BErMw7JTfzqr3DlNiKJfEV1iG3DukHzAFk6KSbFSqKn6qH9qjli3DvyI9jqGEuNq8wbK0+2LsOQaRl8hvLK4DN/5FKsa6qsAcqDr/f4Nlnlzh56m18G4EczUaSzPpzPAolsiw36O+/zcrKGYrFEWDa817NNPnEvXtkg0HeGB09kOaRqt1eB+K+ATK6d1seBsfuXeOVoXHupgY4k13elzJnkn1898RT1FWNJ2+9TeKlryN7bOQeBVKhIZ4/9jMMxI6yVLzH96e+hOV79ATEhxukQ3hCa2qYie7aLUmSumrBDgqc01m3DV3L18Jn+Lomy1xqBBkPu0/U5zhOmABf5RUC0u5pExyEy4LjdkvGUPe2CMm2xLFqmoxWYc18cL+PNwsJmqbER9J51w1SlBrTJGjnBN4gPQ7HsHwa8voS0oNskGwLdXkWGZu1QGwz0/F2FEf///bONUiS6yrQ3816dlV1V/Wr+jX9GM37JY1H8siysGSQZIMhLOPwsnIQ2CwbwRIBG0vwh2X5Acv+4LGLIyDYYGM3cATsAkZeWyAZbIPDBu2y0kjWe0bz6pnp7umufnc9ut6VlXd/VGX3re7Mqh6Y6WpN3y9iYrKzsrLOvXlu5s1z7jnncSreCA9Mv8jIYOuEhRpnfNUqP724QGe1yu/1dNcmRy0wDMnJUwucOzeH319lcXGM1ZUhksl+enpqFrw7SC+zY+wSJZVy65M/cXuWzlKJrzz0IFXjXlQ9++eTl2tYskqXd+CeTZDii3N0F7K8PTjB8X/mBKno8fL3E6e4MjBKby7DE698h57MGnO7NDnyGgHOjTzDyYEfoGQW+O61/8W15dcBZ+v4Xf/9e/4LO8TNrOiU3Erd51Ru407Oq5pR3cyvtknbqUIyOCdkbBUR5xbF4RTdo5qQ3fL22L/nVIYCnE3XbskubZNswAogfZKKVWkwz6vmcbsfSqXSxrbqVlFlt8+rtsHJXK1uu0UKOemFW8SifX1yudzGb6vbqsnVPrZklPCUPBSLxQazsdoP5WySE+EUL83FNq6nHaUhgGNihGmxzJonR38ltNFPTjLashy+vdm33ZkgC7HstrY56dPhVB/haoDXwjcbdMvJ1ate662RKwXg1dVOfqBnjS+9H2/Q7Xw+T8w7TzU0ylwhQL+1unEuEYkRTi4hiwVEsMMxYtE2r0spyc7PItbTiGwa33oaA8ntCsws13LnqGUIvF4vZiBKtv80g9nrxI0cnZ2bYdtqe5xcUuq2Wp3evhZOFeShcXzY/eR2HdT9tp6r7j4nF5tbslhVXruUhKqD6vhR3Xi2DGqkkHp97USQP7uWZKRU5vdDHVyuVqF+jHrvsF0W/f19xONLnDx1ma6uLKnUEFcun8cwam6MaLR1Yky17U7LGNTvbS/B5Kda9SKMPOVyuWH82Nfa4/EQLxY5t7jIW4ODzIbDUK063jedrpN9DifZbdTvObmiVLndkvlCrR7burlMl3cAy7Ia2mM/Z5yixrbud3K3qWPm+NRVXjnxMNcNP0fr/eTWz47XxOfncu8Qrw0dJOfzc27mKo9MX2VpIUGeTb3c+rsqtoyqrG7lk+xjVLnGYqd4bPwzhP0x3l/4Ry5Mf4Ng2LettM3Wbfv5pLrz3KLKW7FnJkiavYevUruBWwELo+j+PiaEcJyc7kXsm1urBJGmzyRQbL7A8yO9aQIeyXcXtk9Kx4NDROjggri+Y9kiBT996yFuxVMMr0XoWw9tTJCa4TUNThSGmfavsOh3Ly+yU/5+qYsn4xlORrdnFOkx1zCkxbKnj35r89NSZ3dtgrScQIweohmlG5fx3LpWW+zdESYTDFP0Brm55J5YMDP6OCAZyVz6J7dLAyeLJc6WSjwfDPCOz9fUPtrdk+exxy7QH18hmw1x+fIPkVwbBQQOS73uERIhLGSLhdmDhSIG8OYeyHfUinRlgZGO0wgMJPfGEnN4fpq3Dp3imw9/nGupJR5cnGFwdbHp9ZbAfDjKe/0HuNoziOnxMJBL88mLF4hnd7fQ72DkEE8f+mlW8wm+O/k/mUvWouSC3HurkcqemCBtndG5LZ6zZ5lOC3TBOSeF+gaszvzt2aubVcJpcbdb/gRVfqc3CqcZq/p9tySFrWqcqfLab6vqeVV5VauO3TZ1hq32jT0Dz3tr3++Id+BZcn/DsidIhmFs/HM61u5HN6uf03VzSpkPzgtonRaBq21bXl7e6J8ZZRGw+jZkY/pMgukglUqlYVHs0tJmIrR/ObDMatHDxUwnHk/jotbznaeoYjEfTBMQAUd9U9uTy+Z4aDFOyTC5EkhAcIDRbDeVQhnLkA1WO/u623JJKfFgsEiKQqHQYN20UX9XfWtVLRN237yyEqVizfHxeIavpjdltN9mw94FEp4o3fPzDVaHnmgPLCWwhsc3dHdr2SCZzWDeus66P8RKuAfLMLh5s5bPRpVblbcjPk4ufpretYsMdAWBYMO1Vr9nb88pC0fVbafC0urYUFNVOOVSciqcu1Ve2wqlHquONScLkjpmnEo7ON1jtm7bOqLK0rC4O53mxwtFFoTgJaBaLjcsvJ6YmAAgGCxx/tF5BgdvYFlBFhd/kFTyIQL+IPaLulMeOLd7qZPuOS1khkYLXi3StIRhWJTLfizLatAn23Lh9Xox6tc95/U2lEGysbfdnh1OliUnqzo4W4vc2rP19wHSyQXGQmeJePtIFhMb+1VLt43bImK7T9XrMD+/6U6rVCqcmZ1j/vTDzJw6x+SJQaK5DMduT3I4MUWXZ1PedMXkav8BLg6MshaJ4jNNHkhMcWz2Bn3rtRQu9quLHeDiZiFU7y1Oyy7ccqHZ3wsGg/g9HXx07HNkSsu8PPcnWF6TkZERoNGtpgabqGPVyUPilnOs1dKQPTFB0uxNuoq1h18+lqdzqdP1OMMwqFarFIvFO6pz0w6q1WrLCENpSKr+Kt6y+/AIGFUej+d46XYXlsN72YngGHOeNSpiZ2uzhvNRekth3umZwzQsFkPrHMz20lsIsRxuntPI9FrkRZmYdXfW5eSqHhIFP0c7C5De/nlXPsFc3yOUPVtyFfUPw+RFSK1BfPtaJGlZmNcvgs+/MTnaCUv9DyNklf6Vt2Bo90sp3C/8kGkyIiVfCvipOq7zkpw4Mc2Jk1N4PJLZ2eMUC09hWe0ro+Lx1BIPlkvN82KFLYsqUPoApBtJV2quzi5fvGGCdLcJZjMcfPV7nJ+5xuzIQW4dOcVrx8/xxpEHObI0y/jqIrf6hrjZP4Lp8dC/nuLJa29zeHkOK9eegrcAjx54loAnxCuJ57F2mK7kXqEnSBpXOiod+PI+8t15Omk+QTIMg2w2u6cnSJZlYVmWa7ZWG7PXRBqSjrT7TflAIEfQI3ltxbm9UU+EWWN2R3J5LMHJ5CApf4GZSO2BsBLMUTGqDGe7Wk6QAFIid9cmSMc784yHS3x9ttfx82h+jjkeYT00TB+K9S3WC14fzN7EHDmAN9yoM9bcLchn8Rw/i7W8s3pNxegEqegR+lbfwWfeWV0wzSYd1SqfLVe4aBi86fGAg4vZ7zd58KEbrCxHuXHjSYrFTgYH21tjzh+oWXozmf6mx4UsC1MI/NUq5R0sOm8nJSuLJasEDfd76t3EY1UZvz3JqeQCK53dXB09xOTQOFeGJvCZFY4tz3JqYYbezOaY3Hma0LvLwe6zjMfO8Nb8t0mVFtokxSZ7UpOczGWwaQ5zSuWu7ldN7m7ZcG0ToVO5h63YMrgtplbPYcvjZkq0TaZupUacFs+pbVRdGqo7wG67W3kDdVLgtJBblUE9bywXI9WTwh/wb0R0qSZg2ywci8XIZDKYptnQNtXN5+Ric3O3OS3aU9ujttM2j7uZo1dXV7Esi7W1NQKBAMlkssGtpp4rEolQHq65NeLlOL5Io07YOhjz1G4hq5VgQ9+Gw2H8ePEKD6bHapqN2W7PobVeOqo+Xu+ZqhWxlLVg+pmuFIdSvcx1ZihGNq+PLYPqtlljnaPWMJVypeUiU7frY29/+kyagil4aSZMuGd72YNCKoUxlGfZ08dQ/vbG58l0Gm98lPDCNGsvfxvGj1LuquWQEoUcvpkb5IMRVlPrJBKJbedV6evro+yLMP/AZwhX13nQmMU7NLSR20S91rbZHzZdoPaCZGisJu4UHKHqndsYt13Yap+r7klVB5zuF60WKjvlnYHNdrqt8XPKpaR+3/6tZxaXCAN/He+n1+/fONYuhwMQDscp5ENUqxHC4QnC4cZ2ubmZbB1Xx5HT+FSPVdvrVmaqWq3i9SYwTS/lcieG0Wj1ss/r9Xq5FO3io9ksn7l6jeePHcXaknPMlkfNjaO2x8m12hCQoZzLaXG3U5+rqHqXTCYpyzwhX1fDs8q+r6r73H7X7ie3Bceq/tvH9vb2wsoKx25d53S0m9WefvpWF/HWywQtuix3cMpdpLr8VRlU2SulKl7Dx3phc/2S2g/qchC/309noIfzI59mOT/NZOoC/fHNSbHtTnMrVeKkQ245A52W5bixFyMhNXuIrkwXFX+Fcqh5pmR7wKgPjb2AaZqk02nm5uYIBAJUKpWWfufyQJlgPrixSN2JHl/thrtS2v6OERK1gVk0Wi9cD5V9TCRjzITWWNuSwXqye4V1X4kzS4N4zebpBqpYGC1SEuyELl+VZ4YyfCsRJWc6uysEEEpPk48dxBSN7TfDXWTGjkGoE3HrCt6Z62CaeG/fwDIMkl07c5FZwsP06CeRwuBs9jW8u1R8835ESMlD6TSXOoIkWlhPk8k+Yt0rOBSUaQvF4kG8XpP+/qmmx90MhfjfA3EmMhk+dfOWo4VsL1GycviN9qWq8Jtlhpbm8N2jDPIjXcf4wvn/yM889pt87twvcWbkCTp87iv7BYKnjn0BgAuJF2ovinuAPWlB0uwdZL2Mg7CaP3x9Ph+RSIRMJkOhUGhY+NoulpaWmJqaolqt0tHRwfLycssQTykklXiF/rXmJv0eXxlLwlrZi3/LC2PIqO04UhpgotxPUProyPpZ95W4PrBK3l/BWzUYT8YYT3ZjCcn70e35SixD8u5AgsdmJzg0183VcXe3VBAfRSr8U+dIfsOiO1zhcwdrrsOvzTiXV7HpWnyDbN8J5rpOM55uzCQqfX44fhaZmMZITBFI1qx1K9EBLKP1GhEJJIY+RrGjn/HpbxLuvAtlTPYxI4UiMdPkpWjzuooAmUw3wyMz+HxZKpXdcQE1o5A/RS77PcbG32F5ebzpsW90dTHo8/Pk7Czrfj/v7OHakGUrR8Rz/62nExicG/kEDw0/xWp2jovz/5dDfR/iqeM/yQ8efY7bqatcX3qDmyvvYJqb6RDOHnia4eghLsy9QL7isPCxTeyJCZJlWQ3mNtUFpJrJnKK9VDObUzVk1fSpmqOd8uyoOOXfUU2nbg9ap0rdahucqger7XIyPattaJUzaWvqeRsnV5dbJJ3ap9lIFl/Fh5W2KLHdRWa7NLq7uzeSRk5PT29EHahm4Va/63bdbNyulf09Ve5MJsPNmzfp6OigVCpRqVQaItDcStD4DviQfkk4GW5qaerxlUmWvQiPb1uZiJxVJG3l6BB+hKhQECXyvgqDxS4emw4zH1knnovgtzwkwmmuxZbJyzJbI34rlQqrRoVr0SWOpwZYCmdZiuY2zMXq7wYsHwVqWcJVk7i9bZumj4SzPNqbo9dXpNdfoutwlniwQrd/s62vLQe5tGoAZccoQ7/fj7+SJLt2hUTsGLHViwTMLO++++7GsbYrozvcy1iu5gKbXs9DttAgF2yOW1v3U31nSHYfZzRzkVFPio6OzbVQtu6objPVxWZHFW0vU7Adp7VobsfaOrKTCNmt7QLnsiStInpg02Whui7UsaG6HGw3kSpLsVjkoZVVqkJwJRLBWx9DdtvVqDGPx0OsO0m5HMCyuvB4jIb7kVukliqvjerSUPvZ3u+UY2pr2+zfW17+KBMH/4aJiXmSye0vLuo1eTkSIVws8tj8PNlAgLfqYf92P6muIfU506rsi3rPUredrrvqfnT7vCxz+I3xhs9tfXK6V0PjmLFlVKO6VH1T9cWO4lT72SlHl1uErVPeJyd9DhhhTk48Q1/HGFPpt/iHya9StSpcmPoGveERjsYf5nD/wzx9/KeoWs8xk7zM5Mqb5MppHp34UaaS75EPzG9EVqoRlk5JIdXr7hTR7YbaNrfSJxvtbfqpZt+TjWSJZCMtM0pDbaD4fD4KhcJGMdh2IKUkkUgghGBsbIzJyZ1Xmi4dLkEVosnm+TYGA0UWi84uuLTM8V+zLzI8vFmUMhaLEah6eWh9lAPrUZZCWa7GlsgE6jfbJrUWr3ctMVyKcWyhl1TIeflkzYLUfLAfj6zz2ycu4jck66aX1UqQRM7H5UyI5ZKPyaU88zkP14vNrUc2/fP/j/XYYeb6P8wD899zPKbgDXCjM46QQMFZ9oq/k2LnAcrRUfKRESrBHroLCcYyF3ckh6YJUnIileJWJEKxRYSXYZj09SVYXBhjL62+yGZHsCwPkcgc0KL4rRB8a/QAnZUKT09NkfX7ud7b0/w7baAkc3iEF78RpGy1a0n03aPHP8aZ6CcwhJfvL/wVt7OXqFqbE5jV3Byv3JrjH2/8JQOd4xwdeISj8Uc42PsgAPlymguzf0l8yDkwpF3oCZLGlYqokO/I07t6Z0rbqs7ZvSaVSpHL5RgaGmqZS0pF+iTFQ0UCU4Gm648EkkOhdb6zcGdJy0oek3cGErwXn8cScscZXaWA90eW+fDNYT40Pcj1oxmKQeXNVEIXIW7jnmhxIFDk145eZrXs51dvfpiUWbNqqla1xcVabbNIZGcPR18lx0DyXRZ6z5FNXiKYdQ5ZNo3t10ACS4OPkY4dwfTX3uoNs0RHLkF05RKHxQJij6xD+CAzWCjQXS7zfwZbl4Dp7V3A6zVZWhrFpW53WxgcvIAQVVZWHgRaRzJKIfj6wQm+MHmDH5uc5A9iD99zGe+UslWz7nf4uiiXPsgTJMGhyEc4GP4wWXOVC4mvsV7Zml62kcX1aRbXp7kw8w2Guh5goucMidxlytW9F6W6JyZIlmU1mMtUE6bq1rIfdm7mWSdzpmp6c9p2Kx+iusWcIknckrzZi5TdogDsbbcEieq57H5wi0ZTU9rbuLnrnMzGqlxOpu2ULwUCAsmAq7x2e+0+Mk0Tj8ezcT7VbOuUIE81CzckTqy7B9XroJpZnVxwdtSJLdPq6irJZJJr164BMDu7GXav6ortZigfL1PwF4jPxxv0bmukw1CgQMRb5XKmAyllw+eq60d1f9jXRTXxq21zS3Jpk/WVePvAPGcSg5x6v5tLB5aZq9Suf085TIgAl7I3WSmvNJjoPR4PYU+V/3T8Kl4DfvPWwxAZwLYRqcfariq3Ugf2tVRdE11zF1jpPMpM73mCl/9gY1Kjul5t1GudGnuS1dhpYrnbRDPv01laYjBYrdkpOyAU2rzWql7YyQFv396MnlOjjWydd0sM55Rk0a2avLrt5GJTTfnqfcQ+n1OErSqb27h3c6vYqOeNx+Mb23Zfq+VUxlZWsIA3vd6G9tj3EfVcIwdmMCtBLHlkY4y6Rfip/WhfV/VcbtGb9j1NfYFyi2gTQmAYa/T0vkc6dRYpx+ns3Ez6afeTGhiykSwYuDA0yGevT9Kd23RLt1qiAJvXQpXRLamufV3VZ5bTM0n9XEpJqT5BCno6SVoLDfK4LTtQdcTWabdILfVYeyyqzzd7CQRsRog5lezZKo+tN6ZpEvJEOR39JFH/IDPr73Jx7Ttksptj0W6Pm4yhUIgSSa5mXiYajRKPxBuiKtX7vf09t7Il6r3FyXWuXhP1fuEW+WwjWpVc2A2EEOvA1XbLscfogyYmgf2H7o9GdH80ovtjO7pPGtH90YjujxrjUkrHqJw9YUECrkopH2m3EHsJIcT3dZ9sovujEd0fjej+2I7uk0Z0fzSi+6M1e2clnkaj0Wg0Gs0eQU+QNBqNRqPRaLawVyZI/73dAuxBdJ80ovujEd0fjej+2I7uk0Z0fzSi+6MFe2KRtkaj0Wg0Gs1eYq9YkDQajUaj0Wj2DG2fIAkhflgIcVUIMSmE+Pftlme3EUKMCiG+J4S4LIS4JIT4d/X9vy6EmBNCvF3/96l2y7pbCCGmhBDv1dv9/fq+HiHE3wkhrtf/37uFlu4yQohjih68LYTICCF+cT/piBDiy0KIJSHERWWfo06IGr9fv6e8K4Q41z7J7w0u/fGfhRBX6m1+QQgRq++fEEIUFD35b+2T/N7h0ieuY0QI8St1HbkqhPhke6S+d7j0x18ofTElhHi7vn9f6Mid0lYXmxDCA1wDngFmgdeBz0sp32+bULuMEGIIGJJSvimE6ATeAD4D/ASQlVL+l7YK2AaEEFPAI1LKFWXf7wBrUsrfqk+ku6WUv9wuGdtFfczMAY8C/4p9oiNCiCeALPAnUsrT9X2OOlF/CP5b4FPU+un3pJSPtkv2e4FLf3wC+K6U0hRC/DZAvT8mgG/Yx92vuPTJr+MwRoQQJ4E/B84Dw8B3gKNSSvcCjB8wnPpjy+e/C6SllL+xX3TkTmm3Bek8MCmlvCmlLANfAZ5ts0y7ipRyXkr5Zn17HbgMjDT/1r7kWeCP69t/TG0SuR95CrghpZxutyC7iZTyZWBty243nXiW2kNBSilfBWL1F5H7Bqf+kFL+rZTSTjX8KnBg1wVrIy464sazwFeklCUp5S1gktrz6L6hWX+IWprwn6A2SdS40O4J0ghwW/l7ln08OajP4j8EXKjv+oW6ufzL+8mlRK1U198KId4QQvxsfd+AlHIeapNKIO767fub52i8qe1XHQF3ndD3FfgZ4JvK3weFEG8JIf5BCPGxdgnVJpzGyH7XkY8Bi1LK68q+/awjjrR7guRU0XRfhtUJISLA14BflFJmgD8EDgFngXngd9so3m7zuJTyHPAjwM/XTcX7HiGEH/g08NX6rv2sI83Y1/cVIcSvAibwp/Vd88CYlPJDwC8BfyaE6HL7/n2G2xjZ1zoCfJ7GF639rCOutHuCNAuMKn8fAJxLgt/HCCF81CZHfyql/DqAlHJRSlmVUlrA/+A+M/82Q0qZqP+/BLxAre2Ltpuk/v+S+xnuW34EeFNKuQj7W0fquOnEvr2vCCG+CPwY8JOyvsC07kZarW+/AdwAjrZPyt2jyRjZzzriBT4L/IW9bz/rSDPaPUF6HTgihDhYfzt+DnixzTLtKnVf8B8Bl6WUX1L2q2smfhy4uPW79yNCiHB9sTpCiDDwCWptfxH4Yv2wL1fqfV0AAAGFSURBVAJ/1R4J20rDW99+1REFN514EfhCPZrtI9QWos63Q8DdRAjxw8AvA5+WUuaV/f31xf0IIR4AjgA32yPl7tJkjLwIPCeECAghDlLrk9d2W7428TRwRUo5a+/YzzrSjLYWq61HW/wC8G3AA3xZSnmpnTK1gceBnwLes0Mugf8AfF4IcZaa2XcK+DftEW/XGQBeqM0b8QJ/JqX8lhDideB5IcS/BmaAf9FGGXcdIUSIWrSnqge/s190RAjx58DHgT4hxCzwa8Bv4awTf0Mtgm0SyFOL9ruvcOmPXwECwN/Vx8+rUsqfA54AfkMIYQJV4OeklDtdzPyBwaVPPu40RqSUl4QQzwPvU3NH/vz9FMEGzv0hpfwjtq9jhH2iI3eKzqSt0Wg0Go1Gs4V2u9g0Go1Go9Fo9hx6gqTRaDQajUazBT1B0mg0Go1Go9mCniBpNBqNRqPRbEFPkDQajUaj0Wi2oCdIGo1Go9FoNFvQEySNRqPRaDSaLegJkkaj0Wg0Gs0W/j9vIRUIznJkHAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "draw_segmentations(data, helper)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Which yields a better overall segmentation" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/.ipynb_checkpoints/NerveSegmentation3D-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/NerveSegmentation3D-checkpoint.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..ceda488cd49c41cc22a69ffe0a6ffc483e5a59e9 --- /dev/null +++ b/notebooks/.ipynb_checkpoints/NerveSegmentation3D-checkpoint.ipynb @@ -0,0 +1,1240 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3D Nerve Surface Segmentation " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Add Proper References Here**\n", + "\n", + "**NOTICE:** This notebook assumes you are familiar layered surface detection on tubular objects introduced in the *NerveSegmentation2D* notebook. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.image import imsave \n", + "from skimage.io import imread\n", + "from scipy.ndimage.interpolation import map_coordinates\n", + "\n", + "from qimtools import visualization, inspection, io\n", + "from slgbuilder import GraphObject,MaxflowBuilder" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The objects (nerves) in the volume have two different sizes which need to be handled differently. With small nerves marked in red an large in blue." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(200, 200, 10)\n" + ] + } + ], + "source": [ + "in_dir = 'data/'\n", + "Vol_path = os.path.join(in_dir, 'nerves3D.tiff')\n", + "\n", + "# Load the data\n", + "vol = io.Volume( Vol_path )\n", + "\n", + "# Convert the stack of 2D slices to a 3D volume\n", + "vol = vol.concatenate().astype(np.int32)\n", + "vol = np.transpose(vol,(1,2,0))\n", + "\n", + "print(vol.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support. ' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('<div/>');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n", + " 'ui-helper-clearfix\"/>');\n", + " var titletext = $(\n", + " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n", + " 'text-align: center; padding: 3px;\"/>');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('<div/>');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('<canvas/>');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('<canvas/>');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>');\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('<button/>');\n", + " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n", + " 'ui-button-icon-only');\n", + " button.attr('role', 'button');\n", + " button.attr('aria-disabled', 'false');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + "\n", + " var icon_img = $('<span/>');\n", + " icon_img.addClass('ui-button-icon-primary ui-icon');\n", + " icon_img.addClass(image);\n", + " icon_img.addClass('ui-corner-all');\n", + "\n", + " var tooltip_span = $('<span/>');\n", + " tooltip_span.addClass('ui-button-text');\n", + " tooltip_span.html(tooltip);\n", + "\n", + " button.append(icon_img);\n", + " button.append(tooltip_span);\n", + "\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " var fmt_picker_span = $('<span/>');\n", + "\n", + " var fmt_picker = $('<select/>');\n", + " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n", + " fmt_picker_span.append(fmt_picker);\n", + " nav_element.append(fmt_picker_span);\n", + " this.format_dropdown = fmt_picker[0];\n", + "\n", + " for (var ind in mpl.extensions) {\n", + " var fmt = mpl.extensions[ind];\n", + " var option = $(\n", + " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n", + " fmt_picker.append(option);\n", + " }\n", + "\n", + " // Add hover states to the ui-buttons\n", + " $( \".ui-button\" ).hover(\n", + " function() { $(this).addClass(\"ui-state-hover\");},\n", + " function() { $(this).removeClass(\"ui-state-hover\");}\n", + " );\n", + "\n", + " var status_bar = $('<span class=\"mpl-message\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "}\n", + "\n", + "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n", + " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", + " // which will in turn request a refresh of the image.\n", + " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n", + "}\n", + "\n", + "mpl.figure.prototype.send_message = function(type, properties) {\n", + " properties['type'] = type;\n", + " properties['figure_id'] = this.id;\n", + " this.ws.send(JSON.stringify(properties));\n", + "}\n", + "\n", + "mpl.figure.prototype.send_draw_message = function() {\n", + " if (!this.waiting) {\n", + " this.waiting = true;\n", + " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n", + " }\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " var format_dropdown = fig.format_dropdown;\n", + " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", + " fig.ondownload(fig, format);\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_resize = function(fig, msg) {\n", + " var size = msg['size'];\n", + " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n", + " fig._resize_canvas(size[0], size[1]);\n", + " fig.send_message(\"refresh\", {});\n", + " };\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n", + " var x0 = msg['x0'] / mpl.ratio;\n", + " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", + " var x1 = msg['x1'] / mpl.ratio;\n", + " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", + " x0 = Math.floor(x0) + 0.5;\n", + " y0 = Math.floor(y0) + 0.5;\n", + " x1 = Math.floor(x1) + 0.5;\n", + " y1 = Math.floor(y1) + 0.5;\n", + " var min_x = Math.min(x0, x1);\n", + " var min_y = Math.min(y0, y1);\n", + " var width = Math.abs(x1 - x0);\n", + " var height = Math.abs(y1 - y0);\n", + "\n", + " fig.rubberband_context.clearRect(\n", + " 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n", + "\n", + " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n", + " // Updates the figure title.\n", + " fig.header.textContent = msg['label'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n", + " var cursor = msg['cursor'];\n", + " switch(cursor)\n", + " {\n", + " case 0:\n", + " cursor = 'pointer';\n", + " break;\n", + " case 1:\n", + " cursor = 'default';\n", + " break;\n", + " case 2:\n", + " cursor = 'crosshair';\n", + " break;\n", + " case 3:\n", + " cursor = 'move';\n", + " break;\n", + " }\n", + " fig.rubberband_canvas.style.cursor = cursor;\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_message = function(fig, msg) {\n", + " fig.message.textContent = msg['message'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_draw = function(fig, msg) {\n", + " // Request the server to send over a new figure.\n", + " fig.send_draw_message();\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n", + " fig.image_mode = msg['mode'];\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Called whenever the canvas gets updated.\n", + " this.send_message(\"ack\", {});\n", + "}\n", + "\n", + "// A function to construct a web socket function for onmessage handling.\n", + "// Called in the figure constructor.\n", + "mpl.figure.prototype._make_on_message_function = function(fig) {\n", + " return function socket_on_message(evt) {\n", + " if (evt.data instanceof Blob) {\n", + " /* FIXME: We get \"Resource interpreted as Image but\n", + " * transferred with MIME type text/plain:\" errors on\n", + " * Chrome. But how to set the MIME type? It doesn't seem\n", + " * to be part of the websocket stream */\n", + " evt.data.type = \"image/png\";\n", + "\n", + " /* Free the memory for the previous frames */\n", + " if (fig.imageObj.src) {\n", + " (window.URL || window.webkitURL).revokeObjectURL(\n", + " fig.imageObj.src);\n", + " }\n", + "\n", + " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", + " evt.data);\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n", + " fig.imageObj.src = evt.data;\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + "\n", + " var msg = JSON.parse(evt.data);\n", + " var msg_type = msg['type'];\n", + "\n", + " // Call the \"handle_{type}\" callback, which takes\n", + " // the figure and JSON message as its only arguments.\n", + " try {\n", + " var callback = fig[\"handle_\" + msg_type];\n", + " } catch (e) {\n", + " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n", + " return;\n", + " }\n", + "\n", + " if (callback) {\n", + " try {\n", + " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", + " callback(fig, msg);\n", + " } catch (e) {\n", + " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n", + " }\n", + " }\n", + " };\n", + "}\n", + "\n", + "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", + "mpl.findpos = function(e) {\n", + " //this section is from http://www.quirksmode.org/js/events_properties.html\n", + " var targ;\n", + " if (!e)\n", + " e = window.event;\n", + " if (e.target)\n", + " targ = e.target;\n", + " else if (e.srcElement)\n", + " targ = e.srcElement;\n", + " if (targ.nodeType == 3) // defeat Safari bug\n", + " targ = targ.parentNode;\n", + "\n", + " // jQuery normalizes the pageX and pageY\n", + " // pageX,Y are the mouse positions relative to the document\n", + " // offset() returns the position of the element relative to the document\n", + " var x = e.pageX - $(targ).offset().left;\n", + " var y = e.pageY - $(targ).offset().top;\n", + "\n", + " return {\"x\": x, \"y\": y};\n", + "};\n", + "\n", + "/*\n", + " * return a copy of an object with only non-object keys\n", + " * we need this to avoid circular references\n", + " * http://stackoverflow.com/a/24161582/3208463\n", + " */\n", + "function simpleKeys (original) {\n", + " return Object.keys(original).reduce(function (obj, key) {\n", + " if (typeof original[key] !== 'object')\n", + " obj[key] = original[key]\n", + " return obj;\n", + " }, {});\n", + "}\n", + "\n", + "mpl.figure.prototype.mouse_event = function(event, name) {\n", + " var canvas_pos = mpl.findpos(event)\n", + "\n", + " if (name === 'button_press')\n", + " {\n", + " this.canvas.focus();\n", + " this.canvas_div.focus();\n", + " }\n", + "\n", + " var x = canvas_pos.x * mpl.ratio;\n", + " var y = canvas_pos.y * mpl.ratio;\n", + "\n", + " this.send_message(name, {x: x, y: y, button: event.button,\n", + " step: event.step,\n", + " guiEvent: simpleKeys(event)});\n", + "\n", + " /* This prevents the web browser from automatically changing to\n", + " * the text insertion cursor when the button is pressed. We want\n", + " * to control all of the cursor setting manually through the\n", + " * 'cursor' event from matplotlib */\n", + " event.preventDefault();\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " // Handle any extra behaviour associated with a key event\n", + "}\n", + "\n", + "mpl.figure.prototype.key_event = function(event, name) {\n", + "\n", + " // Prevent repeat events\n", + " if (name == 'key_press')\n", + " {\n", + " if (event.which === this._key)\n", + " return;\n", + " else\n", + " this._key = event.which;\n", + " }\n", + " if (name == 'key_release')\n", + " this._key = null;\n", + "\n", + " var value = '';\n", + " if (event.ctrlKey && event.which != 17)\n", + " value += \"ctrl+\";\n", + " if (event.altKey && event.which != 18)\n", + " value += \"alt+\";\n", + " if (event.shiftKey && event.which != 16)\n", + " value += \"shift+\";\n", + "\n", + " value += 'k';\n", + " value += event.which.toString();\n", + "\n", + " this._key_event_extra(event, name);\n", + "\n", + " this.send_message(name, {key: value,\n", + " guiEvent: simpleKeys(event)});\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n", + " if (name == 'download') {\n", + " this.handle_save(this, null);\n", + " } else {\n", + " this.send_message(\"toolbar_button\", {name: name});\n", + " }\n", + "};\n", + "\n", + "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n", + " this.message.textContent = tooltip;\n", + "};\n", + "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", + "\n", + "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", + "\n", + "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n", + " // Create a \"websocket\"-like object which calls the given IPython comm\n", + " // object with the appropriate methods. Currently this is a non binary\n", + " // socket, so there is still some room for performance tuning.\n", + " var ws = {};\n", + "\n", + " ws.close = function() {\n", + " comm.close()\n", + " };\n", + " ws.send = function(m) {\n", + " //console.log('sending', m);\n", + " comm.send(m);\n", + " };\n", + " // Register the callback with on_msg.\n", + " comm.on_msg(function(msg) {\n", + " //console.log('receiving', msg['content']['data'], msg);\n", + " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", + " ws.onmessage(msg['content']['data'])\n", + " });\n", + " return ws;\n", + "}\n", + "\n", + "mpl.mpl_figure_comm = function(comm, msg) {\n", + " // This is the function which gets called when the mpl process\n", + " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", + "\n", + " var id = msg.content.data.id;\n", + " // Get hold of the div created by the display call when the Comm\n", + " // socket was opened in Python.\n", + " var element = $(\"#\" + id);\n", + " var ws_proxy = comm_websocket_adapter(comm)\n", + "\n", + " function ondownload(figure, format) {\n", + " window.open(figure.imageObj.src);\n", + " }\n", + "\n", + " var fig = new mpl.figure(id, ws_proxy,\n", + " ondownload,\n", + " element.get(0));\n", + "\n", + " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", + " // web socket which is closed, not our websocket->open comm proxy.\n", + " ws_proxy.onopen();\n", + "\n", + " fig.parent_element = element.get(0);\n", + " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n", + " if (!fig.cell_info) {\n", + " console.error(\"Failed to find cell for figure\", id, fig);\n", + " return;\n", + " }\n", + "\n", + " var output_index = fig.cell_info[2]\n", + " var cell = fig.cell_info[0];\n", + "\n", + "};\n", + "\n", + "mpl.figure.prototype.handle_close = function(fig, msg) {\n", + " var width = fig.canvas.width/mpl.ratio\n", + " fig.root.unbind('remove')\n", + "\n", + " // Update the output cell to use the data from the current canvas.\n", + " fig.push_to_output();\n", + " var dataURL = fig.canvas.toDataURL();\n", + " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", + " // the notebook keyboard shortcuts fail.\n", + " IPython.keyboard_manager.enable()\n", + " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n", + " fig.close_ws(fig, msg);\n", + "}\n", + "\n", + "mpl.figure.prototype.close_ws = function(fig, msg){\n", + " fig.send_message('closing', msg);\n", + " // fig.ws.close()\n", + "}\n", + "\n", + "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n", + " // Turn the data on the canvas into data in the output cell.\n", + " var width = this.canvas.width/mpl.ratio\n", + " var dataURL = this.canvas.toDataURL();\n", + " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Tell IPython that the notebook contents must change.\n", + " IPython.notebook.set_dirty(true);\n", + " this.send_message(\"ack\", {});\n", + " var fig = this;\n", + " // Wait a second, then push the new image to the DOM so\n", + " // that it is saved nicely (might be nice to debounce this).\n", + " setTimeout(function () { fig.push_to_output() }, 1000);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>');\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items){\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) { continue; };\n", + "\n", + " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n", + " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " // select the cell after this one\n", + " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", + " IPython.notebook.select(index + 1);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i<ncells; i++) {\n", + " var cell = cells[i];\n", + " if (cell.cell_type === 'code'){\n", + " for (var j=0; j<cell.output_area.outputs.length; j++) {\n", + " var data = cell.output_area.outputs[j];\n", + " if (data.data) {\n", + " // IPython >= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " 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\" width=\"640\">" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Instructions:\n", + " Controls\n", + " --------\n", + " 'up-arrow' : Next slice in volume\n", + " 'down-arrow' : Previous slice in volume\n", + " 'right-arrow' : +10 slices\n", + " 'left-arrow' : -10 slices\n", + " 'PgUp' : +50 slices\n", + " 'PgDown' : -50 slices\n", + "\n", + " scroll wheel : previous/next slice\n", + " \n" + ] + } + ], + "source": [ + "visualization.show_vol( vol, axis=2 )" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of objects: 25\n" + ] + } + ], + "source": [ + "# Get centers\n", + "path = in_dir+'nerveCenters.png'\n", + "centers = imread(path)[:,:,0]\n", + "\n", + "centers_small = np.transpose(np.where(centers==1))\n", + "centers_large = np.transpose(np.where(centers==2))\n", + "\n", + "# Show volume slice with centers.\n", + "plt.imshow(vol[...,0], cmap='gray')\n", + "plt.scatter(centers_small[..., 1], centers_small[..., 0], color='red', s=6)\n", + "plt.scatter(centers_large[..., 1], centers_large[..., 0], color='blue', s=6)\n", + "plt.show()\n", + "\n", + "print(f'Number of objects: {len(centers_small)+len(centers_large)}')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def unfold_image(img, center, max_dists=None, r_min=1, r_max=20, angles=30, steps=15):\n", + "\n", + " # Sampling angles and radii.\n", + " angles = np.linspace(0, 2*np.pi, angles, endpoint=False)\n", + " distances = np.linspace(r_min, r_max, steps, endpoint=True)\n", + " \n", + " if max_dists is not None:\n", + " max_dists.append(np.max(distances))\n", + " \n", + " # Get angles.\n", + " angles_cos = np.cos(angles)\n", + " angles_sin = np.sin(angles)\n", + " \n", + " # Calculate points positions.\n", + " x_pos = center[0] + np.outer(angles_cos, distances)\n", + " y_pos = center[1] + np.outer(angles_sin, distances)\n", + " \n", + " # Create list of sampling points.\n", + " sampling_points = np.array([x_pos, y_pos]).transpose()\n", + " sampling_shape = sampling_points.shape\n", + " sampling_points_flat = sampling_points.reshape((-1, 2))\n", + " \n", + " # Sample from image.\n", + " samples = map_coordinates(img, sampling_points_flat.transpose(), mode='nearest')\n", + " samples = samples.reshape(sampling_shape[:2])\n", + " \n", + " return samples, sampling_points\n", + "\n", + "def draw_segmentations(data, helper,layer=0):\n", + " \"\"\"Draw all segmentations for objects in the helper on top of the data.\"\"\"\n", + " \n", + " if data.ndim != 3:\n", + " raise ValueError('Data should be in three dimensions')\n", + " K = (len(helper.objects)//vol.shape[-1])//2\n", + " \n", + " # Create figure.\n", + " plt.figure(figsize=(10, 10))\n", + " plt.imshow(data[...,layer], cmap='gray')\n", + " plt.xlim([0, data[...,layer].shape[1]-1])\n", + " plt.ylim([data[...,layer].shape[0]-1, 0])\n", + "\n", + " # Draw segmentation lines.\n", + " for i, obj in enumerate(helper.objects):\n", + " if (i >= layer*K and i < (layer+1)*K) or (i >= (vol.shape[-1]+layer)*K and i< (vol.shape[-1]+layer+1)*K):\n", + " # Get segmentation.\n", + " segment = helper.get_labels(obj)\n", + " \n", + " # Create line.\n", + " line = np.count_nonzero(segment, axis=0)\n", + " \n", + " # Get actual points.\n", + " point_indices = tuple(np.asarray([line - 1, np.arange(len(line))]))\n", + " points = obj.sample_points[point_indices]\n", + " # Close line.\n", + " points = np.append(points, points[:1], axis=0)\n", + " \n", + " # Plot points.\n", + " plt.plot(points[..., 1], points[..., 0])\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "nerve_samples = []\n", + "outer_nerves = []\n", + "inner_nerves = []\n", + "\n", + "layers = []\n", + "\n", + "# For each center, create an inner and outer never.\n", + "for i in range(vol.shape[-1]):\n", + " for center in centers_small:\n", + " samples, sample_points = unfold_image(vol[...,i], center,r_max=40,angles=40,steps=30)\n", + " nerve_samples.append(samples)\n", + " \n", + " # Create outer and inner nerve objects.\n", + " diff_samples = np.diff(samples, axis=0)\n", + " diff_sample_points = sample_points[:-1]\n", + " \n", + " \n", + " outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n", + " inner_nerves.append(GraphObject(diff_samples, diff_sample_points))\n", + " for center in centers_large:\n", + " samples, sample_points = unfold_image(vol[...,i], center,r_max=60,angles=40,steps=30)\n", + " nerve_samples.append(samples)\n", + " \n", + " # Create outer and inner nerve objects.\n", + " diff_samples = np.diff(samples, axis=0)\n", + " diff_sample_points = sample_points[:-1]\n", + " \n", + " \n", + " outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n", + " inner_nerves.append(GraphObject(diff_samples, diff_sample_points))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 2371864\n" + ] + } + ], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_objects(outer_nerves + inner_nerves)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness(delta=2)\n", + "\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n", + " \n", + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Get segmentations.\n", + "segmentations = []\n", + "\n", + "# for i in range(vol.shape[0]):\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " segmentations.append(helper.get_labels(outer_nerve))\n", + " segmentations.append(helper.get_labels(inner_nerve))\n", + "\n", + "segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "draw_segmentations(vol, helper,layer=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Two times maximum flow/minimum energy: 4743728\n", + "QPBO flow is exactly twice the Maxflow flow.\n" + ] + } + ], + "source": [ + "from slgbuilder import QPBOBuilder\n", + "\n", + "helper = QPBOBuilder()\n", + "helper.add_objects(outer_nerves + inner_nerves)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness(delta=2)\n", + "\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n", + " \n", + "twice_flow = helper.solve()\n", + "print('Two times maximum flow/minimum energy:', twice_flow)\n", + "\n", + "if 2*flow == twice_flow:\n", + " print('QPBO flow is exactly twice the Maxflow flow.')\n", + "else:\n", + " print('Something is wrong...')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# Add exclusion constraints between all pairs of outer nerves.\n", + "interval = len(outer_nerves)//vol.shape[-1]\n", + "for i in range(vol.shape[-1]):\n", + " for j in range(len(outer_nerves)//vol.shape[-1]):\n", + " for k in range(j + 1, len(outer_nerves)//vol.shape[-1]):\n", + " helper.add_layered_exclusion(outer_nerves[interval*i+j], \n", + " outer_nerves[interval*i+k], margin=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Two times maximum flow/minimum energy: 4750444\n" + ] + } + ], + "source": [ + "twice_flow = helper.solve()\n", + "print('Two times maximum flow/minimum energy:', twice_flow)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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sS3XfZO6WbdcFZNQFVpSmFDmnyQCUyhyj4wHoTYkyEKh8LutQ9Jgiv6t6JR+lia1RIEkZBFMFcoXlMRwkxu7ATzGWPsHR8dfrvpPmJ9VOSaNOduWYlOYvabJdTLTzze37ibhVfn3yNC3VClXvyp6OJk9ICSWnsv91R0tMJmP57mQ4xpnOfs5s2EM62oTtunROjrD14mmqw2cYFXOD/K3TYd0skNYLFksW/9epKJmKTVe4wqOdeXbEcvSEKqTTqcYFCFTyOTLnT9OycYhoe6f2Hcu2GXjsCebefZNQSyvNG7cQCEdwKxVGjx8hc+gVwpMXqbS0g+HMkLZcIFZaIFZaIBXtYy7c1vCbODm226OEE+P0BLJ0BzMMBJaYL4X530bvoeRdoX4PukgwTwrvfWwoznsbeDb0aT5d+jYfKf+AI7dXXFEfPnz4WFMMOvuxsHh3+rs3pL5Mawff2LaPgFvl16fO0Fb54Ec31hrHOgf43ta7sDyXgeQM+y6cYNPsBAtjo40/1mBdLJAcx6k7CGbKG6WLzSFXumqXZcq3I++r3Y48YDu3kOKrU92Uq/BLPZP0hZcFQK2wpWZKHtyti6FRKuEmZxg/dojK3PLq3xnYVDsMplbCq3dC7XvvAyB06b4dCtHeP0jmsI0TipCYOE+wb5BwRztUK1huFadcohII1rVD7lTUCjucGmOu+14mZpMEvErtHbkzSKfTfLHlh9wbHMFNwFw5wmQxykvZfp6a20y4rb9m+JI7oEgkQq/Xyse5hxYvysnAOMe6VnY9Emp3Lw/ayf4bbn2II+lZ9udfZzT3EHOhwTpNgJQR2Zdq52TSIOlSWch65Xer8+5B/UFJqYnRaSxNqQFUm+WOUMqx6guTo4CEaofJW1DuvHUHyU25/XS7NLmrVLyRuy5dWgxJo/xeanqkxlHxwXSAVu6MFc9lX0p5VG3TpY+B+r5U11LTILUGUqOiO4hsOsyui8+i017KVBdSFuT4UP1jSuOhc1aQZZnSkugO5soYQuo7kzZedyhZNxdDfdt1mlndIW5ZhimvmE4zrBtTq8tVkBoIk2ZQQefkIumRMijLrc3BBo20Ls+ZbI8cizLdSXkhyL1bN/PquW9xZvg4UD9+pFyo+6ZUWorPkl/SSSUWi5FuSvDW458hCPzKyHF6wgHQ0CtlTKctlPWujrG3+rlsjxqrpphZqVQKD3hzzwESC3M8/NI/k5lcTjUzTH2sNNk/JscChXWxQFoP8Dx4Zr6N6VKQL3bP1RZH14RinvLR16FSwYpECW/ZQah/IyGD9qgR5t95A1wXt5CDQo5qehE5zPsti5HOTQ0jVUdz02DZ5IOtNJfmjO8dKm7i3sgIfzK2k+8ll2MdqQXmlVrQSxstXpRJZ4FdlQGmi1nmwu8vzcnr8SfYWjzKw4v/wLe6fvd9leHDhw8ftzPu6/8p0sV5Do3cGO3R8NAuitEYv3jhPTrKBQhf29nYG4Gpti4WmxLsf+NFwqXCmiTa0odP/jHED2dDHM/GebR1iW2xazvIVYMTgODyCji8cSuRbbtx4s0NPtKjnM2QHb2AHQoT3XU3LY9/mujufVQ2bqeyeRduoh3b8whV9FoGiUBleZdYdq58+Pmd4gYuljv4Ys9FgtcQQ2mGZbv+ieAEaSvP/qWNRKpBAu61i1fFCpK3mmiqLmKht1f78OHDx48rmp1uWqM9HJl+gap7ZQ3IWqF/7DwAE9GbuzCaCcdqHnQSHvDOlt2ES0UGRs+tWX3rQoPkeV6dqtdkZlCqManqlepOBamGNWWVVuq9crnMmUyQZyfD7IhkuC+WpFzWH+42qYpr9AaDVHfejX3xFIXTRynMzcCWncRbLjcNmQ4pqrKscISNH/s0sZ5+FtJpPM8l1D9I5sRR7KkRrFKRshOEQAjHcejq6qrjUR3sZfqrgSiO42jjICk+/VP6bn6v/Qc82TfHc0tDNbWsKSaM4zhkvTJe1qMn0Mbh2BiPJrfz6Zm7ACgEK8y2ZBntTDOTXTYdmNSdPT097E/9gI7qFC/2/iaRWFMdn03xXXRolEbFFLJe8UTSJQ+BSrWv4rkplYUsVxd2X5duQfaJLEuqo1VfSfOxvJY0KhOlPJgtx5dsp1LL6w7HSnpNKQvk+FAyIsdio7hCpnGvi31jUtsr3sh5QfJO8ly1Q3egFepNXcoMJ02Dphhrqm2mNijzvM5Us7ptijZTWhPdgW4JWa4cP+pdeWhZZ6KWZlETvbp4RCYaFP8lv2QbdA4esl5dfB/JZ515WULKnemAuprzTCZ7nQxI3pt+fxQkvabxoyDbq+ahDW33UamWeevMi3WmtEbxiGQbdHxWsedWXzc1NREv5WlfmudQWy8HMvOXfaugO5xvipGnM41Knsv2zM3P82LfVt7YsJx9oT2bomd6jL7ZSbqTM5yItzLZ0cPu11/gwsnlYJnyOIPp98IUC1BhXSyQbjaenYoRsj2eaJv94HlVnQDu0G6cmXEYOw9LSUr9GwkMbMKOXr6YM8GyLALxJkZ+8M8UlhZxC3nwPBzAbWqhOjDEVL7U0LzmYZFMbL90fWWNjoVH3C5RdG2eaL3Ac0tD2vea3Ag2FilreVJw8SjaFdrKMU42T/HepmmipSC2a5HIhRmYb6FvoZlDbWUmo+aD7u2lcfaln+dMdD9jTXdfkVYfPnz4+PGDRX9sF+fn3qNUuXxBfP1qhZ3Dpzm49wCjkSa2e2ufCN2EpBPk74b2cqGlgz1TwyQKWUZbuzi1aScnhnZjV6tYbpXE3DQbTx9hrHGRVw1/gQQ82F7gO1NNvJFu5cOJhcYfNIJlQf8maGmFqVHKYxcoj57Hae/CSbRjhyPk29qxQyHKqSXS6SUKyVnsYIhNn3gS+9LOdu69Q+SmJogMbMKJxrGjMZKlCqjYSIUruygWg00M936EbKyXztwwXflh7Xs2Lg9ELvAT8WP0BVJMlOJ8bX63sdwnSntp85ooUmbOSRP0HMJugPHIspYi2VwAllfso0C0GOCOsU4emN/Max0XuGgo98DSUxTsOAdbP+fbfn348OFjFTrCg0QCTZyafOOG1+2oyNg3qL55J8TBpg4ONnWA5/KJ0VPsGDmDBewfP89cKs1MezeTXX1MxVrY/eZLWIZwC+8X62aBJNVpUm2oU8WaPCR0oelNHjtKFRgOh3mkF2bKZd6Yb6PNyrEjktaqCk1pSXTq75r3VaCJaF8LscwS0aVFnOQsFmr5oBoWgGAICnOc+oevgudiOQHcbJrg5u0UugdrrxarGbiklpUq5NXxbubjm7nYdQCAbbM/4o54Fqu1ue5dpd79ufAP2J84y2ixmT+au5cT9g48x6alZcXTRnppHLOmeXA2StgL0u0umw/fbh7mYmQO3HpvGMuyWARm2pJ8Mn8H++Y38FLqDUqXEvzWmVqaIee0ULRjdF26b/IK08X0kGplaTpSPNF5Q63+TgeTh6X6TtZl8jxT5hyTel1Hly7zvISkRXqW6UyYc4bYH3KsmGK5KKjxJ2VBmhakPKpyZfnSVKkzMctxZIoxpDOh6TKe67LCQ328IUWbLN+UIVzn2STLbTRfSJ6p70zmFSmPqgwpu/I7XUwq3bywmkad+UlnCjPJhKRBmS9kXCdZl85TSLbRVIcqQ5bbyLPJNH4UpDwqE/lqetV3UhakWVmaKtW7cg7QmePknGiKDaYzw0vv02QyyfYNj1Kuljg+9iblarFOLqSMSnlTtEvToKRBfSfNqbrxd2HDVhKlAr1L8xQNsbYWmxJ4lkVvKV+7L/kh+VAulzkXT5BzgiyFIoRcF6dUYC4SZySeYDLajIXH1tkJtrz6PNF8llOiT5bbfooE4GQyLAFLrJjWJB91si15Y8K6WSDdTFgWfHawyOhSmefTfbQFSgyuYTBn1wmSSXSSSXTSmmjBKpeJBpzliNnRGIF4M5Zl4c5NUTn5LrB86Cy4eQfBzdspGyZtY33YXOh6mGh5kR0zLxOuZrHi3cb3N9nTHMr28l+n7sfDornZvGCIV8NErSBTsRQbsssD7uXusyTR5xBTjdmcbSdEgCJlQlaAkkZFOxkeYl/6+2zJv0vG+1hD86GPtUVrJExLJETQsQk5DqFLf9X/4YBD0HGIhIIEbZugbRNybIKOTdC2CNg2s4UyP5pZalyZDx8+rgkWNpta72QsdYJytbFzzloiG44w0d7Dw7OjrJ6VC7bDsZZODrd2MxFdXsz+xPwYDy1MXvauxOFEN9/u33bZfcd16cunuX/4JLumRmgqFRjPa87W3gCsiwWS53nG5JO6BIlyZSjf1cVdkKtF3WFMufr9bGeKr84M8HRqkF+MTBBz6pPtmXalkka1k5D36jQbueV6Fy79JVfESq4coLU37caplHCdALl8CU6cqDt4qNu5wcpOMhAIsOC04doB9odnGNy4vDCSh+5UOxStTV6RTGAjnV3L78qdhtpxq28eWdhOa2V5d+HikrdLeMUKblC/Qidf5bHsLrqrCS4yw4scIVVdEXbJm/ecu9nkvMfHk3/FbP5VDnd9kdiOR2vP5Q5Hai6UdkTyQ+5K1a5Tt2sG885LB3lwV+c0YDqwrdvtSqjdqikRqS7uk9QUSa2QPJCtdmwq6bCEbVls7mhla3uCoY4EbVFzHrxStUqpUqVUdSlVKpQqFfLVKuWqu/ysWiUSjnBnVyt3t4R58xJtukjcoN9xSxk1xcbRHWbX7QJN8c/kfKH4q4v1JOuCFT6aypVQGgYZX0m+q8qSu2md1ghW5FzSKLVGukPJkkaTs4KiR96Tsq+LTi/lTZeIV2ozZL/LcaB4I7V+kgZZbqPYYKpe2V5Jgyk7g4IporXqd5PWQUK9a4q0rYuALu/pEvHKsSGjZ7fYvUQCcY6NHazRY/odklDjSvJW0qs7XL9au3lqcBueZbF59CyLhRzBUIix5jaOdg5wpq2HiuPQkUvzsYmzjMdaeLZjkClsPjFxloCQIaVFnmpq5emhITYuzfGRiyc4negkWi7SMnqRWDGH47oMDw/XjmOMjCznPTVphRrNASbIuVKHdbFAWi+IO1U+2zHF12f7+dOpDQxFcmyP5rgjWCVkr61t0wjLohq8dvVViQApu4VkuInp4PKA6KJx5O+QVyRMiax3dUliX2s7z7Z0N0OFLmxsUk6ehYBZw9VZbaa7muBEeJwfFN/lSluKjNPK1xK/ze7iIQ4UXuCJkf+VMU5zccdvXBVtPhojHgqytaOVrR2tbG5PEA44VFyXkcU0PzozzHQ6QxXr0mKoihMMUqrWbxRM3jKtra1kSmUODHZTxOa95FpEIvHhwwfA9u77KFZyDCeP39B6PeDcwBa6kzMEXJe3BrdxomcjS5EYoUqZ3fMT3Dk3Tk82RSQcxmOcl4t5Xu3ZxMWmNj45foahzMpmIBsM88yu+4iXCnzqzLtEqmXuTS8vVJby62vO8BdIq9AbKvGlrkmO5Jo5m49zKt/EMwseQ9EC2yNZtsXyROz1E5/HA95LPMR8uK92L+Lm2FQ4Rzh65RgZlufyeZ5dHgDV3iu+a3sWnaUm+goJekst2JdWOiHvyiJkXco7Mhych6uIvelhkbVbKDkxotUUoWKy8Uc+roiOSIihLQNs62ijt2VZ+5AqFDk+PceFhTSji2nKrlvbTdWdnbnGbN3vzizQGgmxp7OVdLnKRGn9jBUfPm5VWNhs7bqHc7Pv4Ho3JvaRwnxLO0tNCSLFAv/9vo/hWRaDqSQHJs6xfWGa4CrtnAU8Nn2RTdlFnhvYzteH9rI1Nc/9c+O0ZbI8u+teioEAXzr2GpHqjfOGez9YFwskz/Pq1I4m1ZhSy8pDszJ1gFLfSdWqKWaLLpS+UlH2AfsA1ytxIWPzXtLi6GKYM7kodtJjS6zEQx15tsbLdWXBivpblqtLFGpS++sO85lSq3R0dHCi0s18pY+7w3NsCGXocgpEbdW2DbV3JU9UHR+rPM+uwDmeKj/C6UIHcLm6uCvQyt7cBvoqrQQ9hyou06EUJ8NTTIaXqEYgSIhgMEisHGT7YhezXoqz0Wmibog92X6yFDizOMxCarntUrUt+RT1cjyR/joby+dIh3o4uOl3iNz9BeKaw7QSSk0tNRuST6rfTYkspTypvpA80KVzgDuvcmsAACAASURBVBXTnEnGdKkzTCZSRbupjVLFr+iR6mGplp+dnGSwJcamRBMbhnqJhYK4nsd0Ns/r47NM5IosFJf7emFhefxYlqVNLinbriBlV/alovGFC+M0h4Lc39nCM+cnmMwum4mkeVKacXfs2HFZ203pMpQJTD6XPNUdkDYlyNTBdGhdlSf7wTRnKZ6Yksaqa11ahtX0KhpMaTykqVmVIU1w0nws31VlSNmXULJpiu+jSxUj5VHKto4POocZqG+nkjNp5tOZpGRdpn7XmR8bJUWXh7EljZIG9V2jpMCmGFI6yHlDyUhbaJBwIMpw8iiWZdXaLNsr+1qazdQcK8uV41bRJucQOS+Pti8fvbDcKnecfo8tI2dpzi3/1s6uokFex2dn+ezFc7zdt5mTQ7s5N7SX4MAOyuEI97/6PdLDZ2onV9XvuPw9l/OF4qkp1YjsE9V2nWMFmI9i6LAuFkjrFbYFW5tdNseqPDlQ4myyxIlMmCOpCN8Yb+HfbZsndBP90RfdCG9XBumzl3goNn1NZ5r3l17n4cARflS5m4PuXjAEZh8stbGx3MFwdJ6xyAKz4TRlTwT+IkjQdbhjvofNqXZsLAZpZV92OaBXiQrfcd+gehXOoXsKb7GxfI6X459mfsvn8OwAW/yD2lcNBxiKOnx871YCtk2hUmV4Mc3FhTQTuQLFS6YyU0C/tYLrwXcvTPC5HRv5+OZenjo7xlJxfe8UffhYz8hU5qm6ZQZat3Nu7p0bWve24dN0z0/TmZwF9+ozLAA4nsues0fZdf44I32bODMwRNf0OAOj526JPAn+AukqYVkwEK0wEK2wPV7iL0bbOJqKsL/1faYl+YAoEOKF8g4cXB4OXsSyrr4rd5aP8XjpuxytDvF09aErvjsfWF445e0yFhat5RgFysSrYdrLcTorTbSX4gQ8m9GmRU63zRJIuXxkaRdTwSW+nX+NLFfHo/7yBeadbt6LPkS/7YvmVcPz6Ana7IoFiDoWp5Mpjs8uMp3NU7y0a7zei6LVKFVdnjk3zhd2buSTW/r41pmx2gLNhw8f14aym+fM7GF29TzIwfNP3dC6I6UikeTyAf33O4Id12XL+AV6zhxbO8JuANbFr5DrunWqXKn+08VjMKmuG2V116lyTSpmXQZppaLs8TyenatyKBXnwwMBUqkVlaoq15RVWnmF6bwbVtOuOxQbDoeZr4R4bmGAoufwyxuS9Ed6aupoaaKTMTRUe+6yz/Ap53tcqPbwp8n7KV86yG0yHZyzxznANnZle2GVp6WLx5KTYzg0x+HKOeYLaZhc9rx4lcOA3tNuYGBAy5tQCporKbYFZyg6y+ZBqbaXfa1LzSBlRbZBqYt16QRWl6tUudqULdTLi1LPSk8TU0Z6dS3lXBdzR/bD6pghCqqdhUKBmOWxLejR1hxkPl/k++NznJpY8WiTcX8UJO9kexR/pNzoPEXk+JT9J3laKBRIl8r8w5HTfPmeXTw+2MU33j1F9RLPpApf8cZkypT1qb6W/SPflaaf1eVDvVyoRaMs3/Su6iudKQ3q+aSupblAtk3JgPzeFK9N5yknZUjOb6ovTJ6YOtpNC2dFr4kfEopeU3wZSY+ag+VYlXIjx6iqW/JRZz7UpeyB+rGoaJd0yfGnM3eafod078rfFulRquow9a+EeldnNgU4OfEqu3oeYHf/hxibHNGWoaBLhyL50chz1+ShqeZzOS+b4sipdkqTo84bV74jn+uudb/LoE+zczUmbNORBoV1sUC61WBZFg91VfjHkRDnM/YVM92vJVwPDudaOZjpJGi5/PJgkv7I1R/Y22uf4Wed73Gh2s2f5j5Jmcbq0opV5S95ke7mdiJukLAXJGZHyNslFoJZiu7y4EulrhAH6SrxSvcv8fHJ/5uPT/0xb0Z/l5mEn27EBAePoYDLQACqwCvjs5ycT3GDfC2vGhOpLE+fuMBn9mzlJ3dt4Tsnzt9sknz4uCUxkxlmLjvG7t6H+S7fuNnk/FjAz+jwPnFvR5VE0ONbI0Hc6/yrVPJsjhXb+bv0dl5Od9MfzPPl9pFrXByd5med7zHs9fGnuU9SQp8sVwfXcsnZJZKBLJPBRUYi88yG0lSstTWZ5AJtPNf/b1kM9vLg+f+TgeTBNS3/dkEHFfZSYDAA01V4s2BxYh0ujhROziZ5+fwYu3s6eGhT/80mx4ePWxbHp16hIz7Axo6dN5uUHwusCw2Sbdt1qlOp9tJl8pYwmdsUTF4YOm8z+b3Oo0aq9yzL4ks7PL5yzOXtTAsPdxbr3tVlS5ZoFF4f4M2FCEfSMSaLQVwsesNlfqZjiTuailhWkzZdg4Rqz17rFF90vs8w/XyVz2JHLCLow82vpl2VYQqVr9qh4y3Um3hU23RB2VQZeSvOc73/hk8m/5x7h/+Eo16B4e6PX/auLEOV29PTU7sn1bdKbkwpJXTeN6Z0NlKedGk8pOeFpEHHJ0VDi2MxGLLJVF1mckUWy1W8VXRVq1XaIyEeGuiiz4K5fIlXxmaYzV+eFkHnlWcyO+tMB7pUCpIPVxOcTvFG8euFU+fpbopyYFMfr14c144PUzoH2dfKTCD7QZqJajwV30sTguwTxRv5fSPPM12gQqjniaJBqvh1an1pfjZlt1c0mky+kv86TzsTTxUN8l2dB5gpdY7OPGKSK3lfpQ2p8141mARVX8t+kHzQZWg3BQbWBcY0HStQ1/J7k8mwLlXSFSDbYDIJ6lL5SFNZU1MTk/lTlKoFHr7jSZaOTNX1g6nfV49F0PePlFE53+vSMpk8d6U5VAYW1dEl6W1kdlZjqlH6JUmjKT2PSU51WBcLpFsV+zphTzs8PxNlT0uJ1tDa7eGXyjbPzrXSHSrzobYsO+NFBiJlHOfalH53Wyf5afv7DDPAV73PUCYI3Ng4GteKsh3h4Nb/kfsv/BF3jfw5wWqWs72fudlkrTksYFs0wFDUwQMcy2JPc5iK6zFfqjAWhOlsgaVSmbt62tjdmaBUdXl1MsnZpawxMvh6xfn5JXZ1d9AcvrEHxn34uF1Q9cpcWDjMzt77efHU18gYvI99rA3WzQLJdIhKrvzUitAU60KXzFbunHWxH+RzU5oHtbrVxWP50jaL//iWx1+PNPOvtmVx3WV65e5ft9uVtMgdrLp/MbPMj5/fUmRzWxhY/t+UiFfxSa6It7gX+Ez6+4DFWGgHdzhLJO1OiuEesGzj7jFml2muLtBcXSBanKHFXaKpukCzu0SLt0TS6eLZ+M+QtVtqbTMl5tTFEzIdUiwWiwwUT7OheIqu+TTx4iQAu8a/QabzHkod+7T0qvokn+VBY9XHUrMi5U13YNh0mFrurEZHR4H6vpbv6g6Bqr/tkRCPDnbRGQtwcm6Rt+dSOLZNdyRETzxCbyzM/u7WlRhPnseR6XkOjk6TLSzTaErYqjt4a4qdI/tCF2dMF4tE7tzkAUwpT7pYQLlLXmydLU04gkaVQka2R44/3UFxU1wZncZTtqe7u/uy70wHaE3JqVfXBfV8Um02pdNQMO1e5S5c8bRROg5Y4Y3sX/mdTPqq2ibHidSYqO86O1dOWEoeyIPIil5Tig2ZIkhpREyHY3XpUCSfJG8apQVqpGGX38u+1M0BUuZ19TZK2SL7zBTLR7VTJtGV86eS3XnOsdM+wIfv/AwvHvv72nP5+6Ubl6bfWJ1mWI5l6YSiNJbyudTq6X5PddrV1WUoyE2fbLvOocWUakTVJ3mr0zZCY+/edbNAulXRFbX4+U05/vuFGH87HOWLPTnsNQjdcyYTIhF06Q6//3M+ZSvMdGCQ9uosHy79YOV+NsiC00nS7mDR7iDkFUnkl2ipLtLsLhDx6oWpRIi03ULKSjBn97Cjcpwvpb7C000/ywW6Vlf7vrGxcIJPLvwFLg7ZcA+pcD/Jrg+RjQ2SatrK1SVDWd+wgHu629jX00ahUuXpM6NcXMosT45ulQupLBdSyxNOLp1ioCVOdzzG8FKG2dzNCSmxVkgVlie/lnBotUOkDx8+rhK56gKTmTPsbH+IN0LfJVdqnFLKx/uDv0BaA+xoqfLkQIFvjUd5xmrhU93XJrDz5QBPz7YxGCnxqYESFQ/OZYPc01b+QAntp4Ib+fvEvwLPI1BcoN2do92dp9NaoL06S19ljJ3eUSoESTltpO02JoMbyQQ7STttpJ025itxClaUitgRvscBnsz8DV9K/xnvOPfwauAh8h/Ql6/bneJji3/NfKCfpzp+i0TXcuoUndv2rYrWcJCHN/fQFYtwdiHNSxcnKRpcpwGKlSrnkynOJ1NXlXhxvSNdKuN6Hgl/geTDxwfCO9PP8cSW/4GHt36B7534i5tNzm2LdTHryjQHoDdvwUoqEdOhSvWuTlUMjVWuUhUoVaq6eETycGQsFuOjGyHjuTw/EaNAgA8HFwlay2VUq1UqnsWcGyfsOXQ7+VpZp/JNfD/VQ8WFsWKYLc1LhCyPkmsxFMlTLJaMqmSdmlR7cM2ysJp7WKCHBSB5adERDAax3Aqe5VA2ZKuOl8vEqeddsdjFtzv+PXcvPMPepRfZW32XYXbzYuvPULJjdTRIlakuXlE8HmegeJYnFv+ashPnlU2/QyzQWlsYSXWz7uAhrJg3pLlAqphVvVLtrzusCyuq3MnJydq9sbGx2rU8eCjNOLCsHWoJBYgGHMKOjRd2iAYdIgGHsG0z1N5Cuery7Nkxzi+miUQiRFYdkJR0K3mHejORTo51aRWgsblNml2kKURBdwhVtltnAoCVDOKrU6TkKlU6muOcnV3ZRCiThpQb+Z2UF53DhLxW5k5TmghpmtPVJdXyOlO+KY6LhBqvsi5d7CLZZ7Kv5fyl+sp0MFj2pRoTuhQpq8tVpipd3DVZn+nQuryv6tAdil5Ng+oXU6oYeYRAfSefS3lW9Eq6JD90pi7Z16ZDzWpul7yRNEj5V9eyvZI3ukPuptQcukP2UvY3bFhJHbWwsMBk5Si7eh5gtnKGufww09PTtefS7K94ZnJ8ULJgOlgv59rVRwXAPG5185Tks05e5D05F6o+Nv2Gy7FmiuGko7dR2pd1sUC6XfDkRpewW+CZqShzgU08GJtlqhxltDjIrBunig0laLfz7CPNbCXMe7kEG6Jlfnogw9dGm3lqsplt8RI2Hlti1z89g/c+I1ZX7AiHOj7Pm/a93Fl4g/vyLzGT28A7TR+96jIsz+XO7CscSH+HxUA3P9r4O+QDl/9Ir1fYFnSEQ3THQnRHw3RFQoQ0h+gLlQq5coXTc4u8PjFHvnJt4fpvJ2RKFZpC/rTjw8cHxXj5PVqtTdzT9RP8YOTPbjY5tyX8mWoNYVnwUGeRtpDL10difDu1EQuPDivHHYEZeu00JSfKsWIHz6eWd9v3xhf4qY0ujgVfHMjw/1xI8G4qwpZYibCzXiPbrCDjtPJa/AkGKsPsyL3NO/HHr+q77uoEHy88TZ87wXB4F88nvkw02NH4w5uMgAWD4QC9YYfWjn6cSwfOFotlLqZzzOZLZCtVilWXucUlCpVll321k2wUufV2R6ZcoSf2480DHz7WAh5V3pt9jof6v8y2tgeZnP7mzSbptsO6WCDZtl2nFpNqNp0ngVQP6q6lqtAU50hdy6zu8l1d3BFdRvXVNDiOw51tLglmSZYDDIRLRGoLnTiu6/KQN8+sG8O2oD9SIRJaVukOBOHe5gxvpJpJly1tCgZTPA2lWtZ5JUH9WR5lVpEqZJPHgCrP5Dmo7p+O7uex1D/SWR5lzF0xtdSZcJpjbMgd467C03TljlMIJDiy7feY7nqEjZalTQUjaZF9ouODVK/rYi1JtbM0aUjTnPLOmZiYqHveGnLY2hzlnvYIQdtmPl/iRCrDVLbARDpbyzPWyGRhSlmg6JH9oMsaDis8N8UUkdDFLVHmL6g3WahxJ01t8lqXQdzk+anoWe1pkqtUiQcDeK5bC2ypTKR9fX21d+W4lLSr+UCqyXVmFclnXdwu+a4pXpHO5GCKxSVN7oqn0uNKtzCWnm+mca0gx5Epnpe61sWFgnrTkJIn2ZdS3nTeqXIulu1VMiLbK+ce3dwuv9fFBpM0Sshy1ViR/S/plXzUlWUyp66mdXUdOnkxyYLimSkGkc5bU9Kq81KU302Vp5grnWdX+yO8E36JdDF5WRmK/yazmGqbzgt1db26lB6ST7rYUdLkr0vJI+s2PVdyIXkrx4FuzMg+lSY42R6dyV1iXSyQbke0Bau0BfWmFMuCwaj+B+1Aa5ojmRif6lzQPl+vOBfZy8Opp7g//V1aArvpqM6Qt2IU7QhNboq+ygh9i+MEvDK5YAfH+77IhY6PEm7taVz4TYIFdDtwV28rnZEgFdfj/FKGUwsZ5gsl4SbuJ2G9WmTKVWzLIhZ0yJZ/fE2NPnysFc7lD3JvcJBHhr7IMye+crPJWZeIBpvZ2nUPoUCYUCBCwA4ScIKEQ1EOHTpk/M5fIK0zxByX39s02fjFdYaSHeVU9F725F9nY+l03TMXi1mnj1NNDzER3Um27wBYyzug9WpsabNhRxhiNqTLFoeTGS5mCixlfP+rD4JMeXlj0BQI+AskHz7WACUvy0jhEEPtB3h8+y9wfu4djqffpOJe/zOsNwOP7fkC/W1DHBt7lTNT7+B6V5pHLO7Z8BiP7vwikaCInea5VNwybgMerYsFkm3bxhDjOm8JqUJe7U22+ntTtGH1rlRhSkgVpFJRmgJTSVWeLp2GvFZqbFMqC53HmimLvSxXqZ5N6lBpXlKqfVPQLl0dptQOUl38WsfPcsj7LE12kQ25I6QDndgb7qMcaMazA7S0tNAMdBo8Y6QJTabvUJB9LfmkzFOmkPfqvpQFWf7w8HDtOjk9xT1tcXY2RUiVKrwwu8R4dkVtLPmky9QtZUGaNXWBAnVB/ExmAZ0nkLxn8uRR8ihNZaZzUKo8Wa7kkxoHumCLUN8/iobVZk8VLDLqWLW26vrHZMrSmUJ0XismT9dGnqzSW1COJUWPyZtMl+JC3pM0qrGk8/BcXYeuT+S41aVXkpBjSicXsi4pb4pGGRDSZJpQ902mIzmXqrlH8llClx7C5JWk3pXPdW2AFZ7J9kqTouSpmjsapUCBFRkwmSoVH3Spq0BvRjJ54sl6Fa9VuXOcwU0G2NKxl53dD/CJnb/K2NIphpNHmcicplDJGoPY6tLOmGjQ0SIDSepM9rIuk8wrnsnnUt4Un3f038OT9/06lWqZe7c+TraY4tjYQU5MHmRi8Xxde7ZvuIsHBz5LZ3wDs7lhXp38W7KVJWLxCB5uXbkmrIsFko/bBJZF2YqQCTZzIrF8WLs3dKvEMfLos10eHGjDtizenUtxbCF93RMR/7ghV6nieR5NQX/q8eFj7eDxxvhTvDXxz3THN9MT3cqmtjvZ3H4Xnucykx3h3Ow7XJw/wmL+8hxptwJCgSiff+C3mUtP8Cff/3229t7J3g0fZt/mx3lg6ydJZqc4NvYqw4vH2NP/EHcPPk6xkuOV4W8wUz5bK8fj6lMdrYtZynVd425LF4dDrjLlal3trHWJB1eXpeqQh3V1u3xZhu6A2upyFUwxNtS16WCb3BGqlffV1KtolDswqUWRbdOFXdelOwF9fAq5U1Q81yXjhNXxk4p1f1dDlqGL3yN3w1Ijpq5NiWLVd7Kv5YHVcibFA21xWgMOE5kir08vMp9d2fWYDgQrGqW8yh2J7sCoKeCjLl2DKTaYLhWC7BOpLVI7/VgsRjHcSiHaTbs7jX3piLQuLYw8oC77RGm5TAlqdXIl27O4uIgFlFyXaMCula3kRY5rUwog3SFsiUbegvK+ok3ek/OJLtmwKT6MLl2JHMtSE6dkQdYlU3roaDelSjDNlbr26NJh6BKGwuUxvqCe5zpNmi6pMOjjl8k5QMqTLr6VKXWKLo2HKT6Wupbfy/aYYlrpypL0qnbKNkp6dBpAk9ZPd1+X6Bf0iW1X4iSVSHKCZP4E8VIHTdVeemJbeWjL53hoy+dYzM/wveN/xWjyJKA/SC4tKzr+S37p0n3BCs/kWJZyrNPymuIotbW18fE7folErJNnTv0Jgxv7KHhzvDH1TQ7PPsPmtrsYat/HIzs+x4etL+B5HtPlk4yUDmF3lNjdvrtWlpwf/VQjPnxcAS023NnZhGXBG8kcJ2fmG390C6EcbiHXsYuprt0UostBN8vp02yZf501yIhzzdjQEifsOExk9It+Hz58rB2y1XkmUxc4kzpIaj7Pxtbd7Ol9hC/s+7c8f+KvOTrxo5tN4lVhS+ed7B18lCNTLzCbHa57Vq4WODv/Fmfn3yIWTLBr4D6WSlMEmj94UnZ/geTjxxbdDuwKQ77q8dpcjsxt4o1WDTVT7NlNsedOKonlXWU0O0XP+A8ph1qY6bqbaDlFX+rEDaftzq42sqUyF5f8w+4+fNxIZEuLnJh5lbPzb/PY5p/niT2/QmusmxdP/h2wfs8SRIJxPrH7V5jLjHN44ntXfDdXXmIk8y4AHXzwuHrrYoHkuq7xkKkui7bJFKaLI2EK265UfboDd6vv69TCppg7StVqSl+gO5AqVZjyWtVhOsQtVZDKzCTVmaZDk7pDlVI9L1W5CjLsu1SpKnoljboD0rByuFce8JQmAKl+VTyX9UoTmrxW9cl70pym+ChNIoN2ld3xCHPFCq/NZyi59TG2TIfs5cFrxTNJo5QL2TZ1KNWUqkLJg+SjyUyh1N/t7e21e5FEJ9m27WQ6dpJs3gCWRTg/S+f0a7SmztMeXm6fl4fzpS6G2+6lPezRUlwxpyl6TVm/dekadHIl35Xy2B6NsDER563JeYKalBGm2DkSqu3ykK/OKUN+b0p7odopv9c5B8CKKt40B0iodpgcENR90yF+XdoYXUyt1eXqTNc6kyKs9KEpTpK6L/tE1itNMOodKe8mxxJVrqxXznm6GE+yjToTtHxuil2kSykh+aUr1zTH61JrmFJWqPaYTFK6WExSXiUN0rSn6x+dw5J8V/L2xeG/4kPu53hgy0/SHO7gO+/8N/LFlT7ROSjIa8k7Kce68SHLMh2MVzyVdKtYaI9v+0VioWbeTn6LHTu3156bZFvxUfJDpqySdWhTcwmsiwWSDx/XHx5hC1oci96QTV8oyGiuxOHFPJVb9CS2ZwcodO+m0H0npfYhsGyC+SSd02/QsniGcHFxZUEQvvQjBuzNvcMbTVHei+3j/kqWluqSuZI1xO7OBFXX42QyBY4/9fjwcbPgeS4HR/6RVHGO+wc/RSLawd8e/N/JFm/MXLAa/+Ij/wseHgu5KWKhZqKhZpqjrUSCceKhBKcWf0SqNEPnB0yKfq3wZykftx88jzAucTzilkvMqRK3PEKJS0lCPY8TqQKnMvrD4rcCvMQA8/f9KtV4F3Z+gdbJN4nPnyKUnyXSIJ2JQ5X92Tc52PwIh5s/xIOpl4i4+kPAa4WAbbGjvYXzSxnylSphf4Hkw8dNx7HplxmZOstn9v0Wv/7Yf+Drr/8XppeGG3+4RmiKtPLTB36bLd17AMiVNpEvpckV06SKc8xkhlnKzzBvnW1Q0vXBupmlTJ5NEroYJrpM7CbzlU5lasqsrPMmM8Vj0cUNkmYknSeeVGebvDR0pjCpUpUqSkWPTNEgoTOnSZW5PM0v265Uw5IuXUwkXZoQqPcYULTLfpD9LtujzGUyDov0XJOmkOU4HB7BXIbBkE1bAIKXcqS5nke66jJVcVkquyxVqqQqLlVPH99KtcdknpT3VTtMsTR0cZsapZSQciXLVXz0sAjc+Ummu+8nUC2yfeYF2goTZDMZcICmprrvlHfUavNKCI8PFQ/zw8gDvNt0Pw+mflh7xyTbinaTiVuOO6W6VmXuSMQJOTZn03mi0Wgdb3RpPKQ89fSsRFtXZlqp1teZa0wekZIPikadqXN1uarfZf/rMs/DSr+bPDsVDVK9b/JU1aV3kde6NESyvbr0IaD3KNXx0SQLUnZ1cmxK46HzepXzgTSRqXJNsasUjbJ+2X+SD2o+lvwwme50ZhddGh1Jm6n/VLk689jqstQ7kneSXtk2da3zbIP63x/db6vk+YkTJ/j7t/8zT+791/zLj/xH3rjwHK+e/Rbl6vJ3sq/UcQbZnkbpr0yeafdt/yg/uffXCAXCHDz3HQ6ee4revpWx3tPTs6zyjsHWgaHL6pVlyd8Z3VEbE0xxEhXWzQLJh4/3A8tz6aZMLxWicYei6zFd9pjJ5lgsVUmVqzgNggPeKqhGEqR3f55y22ZaUufZmTpE0L3yAL8SWrwMfcUxJsODa0ilHjta48wVSswXbs/ovj583MqYSY/w/770P/HYrp/hQ1s/xe7+B3n++N9wetqchuP9IhZq5tP7f4O7NjzE+MI5vn34v5Epr0/vYX+B5OOWRKBaobWYoaWUxbE8Mp7N0XyV6bKHB6SyKwsH/XHfWwuFnrvI7Po0YDE4/gJtS6cJNogCezUo2hGi1VzjFz8AemNhWsNBXplMNn7Zhw8fNwX5coZnj/w5R0Z/yE/s/VU+f+/vcG7mXb579C9ZzM02LuAqsKv/fj5z728SCTXxwvGv8+rZ7+B5rjG22s3GulggeZ5Xp9aUakUJXbh/qSrUqTlNamylgpRqSZ13loTJu0eq8tQ7Uv2ny8JsylYu26NTC0u6dCYJ+Vyqq3XeOdITSHql6NS+UmWrSxNgyiwvr5W3l86jB+pVz8p0IMPYj4+N0eRW6Kjm2Vwt4QEzFY/j82mSpYoxlL4yi0izjKm9yrSn61PQexvpsr6vfldXl+xrZRYbGBio3WttbaVihxjreZjFxDZairPsWHiNriYLmgbq6Ort7a1dS5lW8i/NDXVjphoj4uZwXVfrCalrj84Msvpa0RYIBNjV1kSh6jJbtbQpfpR8m3guTYbqO3lPNxZ1aXhAH2x0dnZl8teZoWCljyWfpRehLmir5J0c77pUI9J8rAtGqssQv5pGnVedvCfnrOARRQAAIABJREFUQtXmRt5V8p7J1K/eke0xeTnpxoQuJQisyLGceyQ9qj2yXZLGRmbARgFPTUEEdR7XujEHehOO5IHONGQKJiu/k+NLwZQuSsmhHHMyMKmac6anpwFIVaf527f+E/cMPs6Boc/wG4/9J14+8Y+8eubbtW9MwTklZHDc9qZeHtv109y14RFm0iM8deSPCCdg166ddbTJ3xYpN4pPut8m0B+JMP1WSnpNxwUU1sUCyYePq0F/JUdntUAFiwslj/GSR9GDxdIHDwi2HpGO9THS9xHKgRibUu+xIX0CCw/44JojhYIdpbWsd21fC8QDNv2xMCcWs9weUaZ8+Lj94Xkuh0ef58zMIQ5s/jwfu/PLPLD1CV47/Syvn3kOaDznOnaAOwYe4P6tT7Claw9Vt8LrF/+Zt4afwfVc+hP9178hHxDrYoFkWZYxXLkuXYPUqMidm1oZ6tKPgD45qFwJm2Kn6HYJcqcjy1XvmGJw6A6HmxI3qt2H3OXJ+D5yN6zeNWnfdDso0+Fj3aHIRkkx5U5Jahh0B9tNsY90B0aV5stxqwxVCkxX4VQZ0pmV7xR/5MF33aHWRjFhZDt02hCo70tdokpdLCBYkQfTjkXtkru7u3GxORvdxbnINprI83DlEIPtFWjfCNTvOhWkLOg0QLLeWsoeAlScEFZugVQqVdOembSyupQ7prGmsKN1mUcXc2VjQk8l/1IrIZ/LazW+TLtWXboNU0oQ3SFtqcnRQcqr5INux94ovYRJE6TTvshxrxvL0DgNhLyvEjSbDlOra1MKDjln6WRMl2II9EmMG8Wike1tlMhX9o/UDCr+mWI56eIYmX6T5H1Vnym2m/p9MWk+THOLguSTLEPF9ZHfyHhsun6Vv3VyDlEpSiQ/ZEy5Z479Kccmf8R9m5/g43u/zMfu+hJnZt7m8PALjCRP1M39lUqFjqY+7t3yMe7Z/BFioWbSxSSHJ5/jfPIwnX2t3HnXnUC9VlXxQf4OSQ2tgsnxQcqQLgWNCX6yWh+3BRLlHLYFIxUL76YkybgxyNhNHGm6l3SglS3VMe6qniGAC+hzj30Q5FieYMKVK+eher9wLNgSDzORL5GvuoT92caHj1sSI8kTjCRP0Bxu554Nj7N3w6Ps7L2f+cwEb134PsfHD7K5cw/7Nj3O5kvaonMz7/Du2MsUg8texsu4fHO3nuFPWT7WPzyPRDHHQhVy3u25OPKA+dY7mEgcwPEq3JN+naHw9Vm4KORY3smGrtMCaWM8csm1//rGWPLhw8eNwWJulhdPfYNXzv4TO3vvZ9+mj/LJu36ZT971ywAkM1N8/8jf8M7wixBc1n7Jc3u3GtbFAsnzPOOBOqk6U6pCqUbVmXakGtWkJlXqN1N4fGkqUdemcP9SDa2u5buyLEWjbINJxazaa1IrSj6pOnSq79XQpWMwqccVnbKNuuz1prKkith0+FD3royD1G57hMIeh5JpZvPmQ4/yUJ/u4LtUG8v2mA4EK0i1r+6goyn9i7xO2c1Mui1EKnnClGmiSKCQxAKKBDkU2M1MoJvu6hz7y8eIBEskEvpD5UoepNlFl/Fe0i7NHBMTy+lFZiNt0ASL4+dJl3O1vjYd9tT1n8nBoFgsMtTTwkKhxMX5ZbOV5LMM/a/M3TKmizRZNEphokuHYsogLsvVxbEyORAoSLOYaawp/ptSCOnKNcmQ6mPT3CPNCGpcS9OSdM6Q5kMlD9Lco5sD5JgxpTxSfJRmGymPMvWQbk6SciHHmi5Wk6RRjQlZpux3CcUnk6lMF6tOd7wD6uVclWfijapXypXJbKnaYzpQLGVXZ2qWdJlieynIuVKXGkfGn5NxyBQfMpkMBaY5OPO3RGfaGGy5g5nsRS7OHQc8WruatY4n0mwmx7t6V85zUjbVGNaZskF/gF2223QsR3dcQWJdLJB8+LgS+gPLh7EnNIujWwU/LA+x4NWbyULhEh3uIkk7QZkAe4on2OaN3TAD4lKwHataxi6vvZt/UzBARzTMG1O+a78PH7czkvkJknmV0/HWTNtkgr9A8rGuEbE82m0YrqzfoVckSMaK0eHp8xglvRgLXoz7AqP0VqYpECRFjEk3zrzVSswrsLdwhBYvg2VI0rrWGIkMMR3eQPPYa9dlQTbYtLyLHk3rIwz78OHDx3rHulggeZ5nzJ4uVZu6eCmNQrXLa6m+Veo3WZdJlatLhdAo+7YJulglOi83Sa9U2crypQpSlSvvmdSvqjypbpZt08VSkmVJ1aj6TppBTJ4ZukzQsl7phaZUvG3lAl44xMn5tFFGlHpWyoLO7KlLt7KaBkWvyctwcHAl6nRzcwunq128Xd1A0XN4IDbHk1sclDZX8ekfLtg40x6fvqON7MIKjYuL08By7JFCyAESRj7q5E3XD1Dff6o8ee9cPsqFjrtoSV8kePJZ8peWnrp4No08ME2Zuje2xFgqlgm1JFC+Klu2bKk915khTF4nslydyUnyRnnySLOa5KP09FFyIc0fsm06D1mJq0nDoaBLxyC9eORYlKYwRa/Jw1Zeq/ZMTk7W7o2NjWnp7e9fdrGWbdR57sp5Q5rKZB2K/1JuZP/qTO5ynjJ5EjWaK5U5TfaNjJsm26OLo2PyKFUybfJalvKizF6SjzpPStOcpzM5ynrl+NLFbZL80Hl7wopcyDlAzh1KDk3mPF36HZMJW76r2ibnTynzJnOagm6+N3m462TIlG6okce2xLpYIPnwoYXnsSEWZLpQoeCuL/1RjjA/LN3BrNfEQDBL3K7wRq4TJgv8VF+eS6ngqLhwaM5id6JCLADZKxd73bHgxRjuv59oMcmmiReYvA56uYBl0RMNc2oxA7exx6EPHz5ub/gLJB/rFkHPJerYnL6KpIM3EgtWMwcDe6l6QT4cPM/dieVdU5Nd4Y1kB9mKzRcHl5dCxxYsshWL+9pvfjDLvBfkJW83jltiy9hzON71oaknGsKxLcayBQhFG3/gw4cPH+sQ62KBVK1WG6od1XtgVrMplZpU+Um1o1QbKpg8mHRmOp25aDUUbVKVK+lRMKl3pUebUmPKd02BIJWK0hTmXqoY1bXJTChV6YoGnWcNrJgATOHzdapeXQZyuDxwXvxSItZFd7l++a4sQ31n4o3qV1MagkZeHtJNNbJxLz+a7iBqu/za1jy90c4abzYDm+Y9vnkhRGk8yL6SzQ8nPBIh2BItUC7Xy1tfX99l9eoCM8o2gD6UvmyD7AslD4uZPK+E76RoO/Se+gaF3AwF9OZUKSs6OZX3dLzrizZRdj3cWDM7hoZq93XpNkCfEd0UHFX14WqPOd217p70ytKZ6ySfdR6YJnO35InOU1VClWEKVChNzUpepAlCvjs+Pl67VsEfVcoIqJd5yX/lRSjHlM7TSs4Fkl5TmhQFacLRtVPOC6agnzovXikjqi+luUe2p7u7+7KyTB5zuqCuJk8wafZS5TaSC53HsawLVngt+WXyilV9Jdsr535ZrpoX5b3VwR1Xly/NYvJd5SFpMgNK/uoCiMp5VXrHqfKkvEm50PWfaZ2gvpN9Ktsj1wFS5nVYFwskHz50aKZKyfXIVNeHeS1txXlupoNEoMrP9c7SG73c7v2xAWgOenz1DJxZ8mgPw09vtWomt5sBz4O3Q3exZLfwQOkwc7mZ61rfQDzCbNldt4fqffjw4eNq8L4XSJZlbQD+EugFXOArnuf9V8uy/mfgXwIqGMcfeJ739JXKchxHq2mA+lWgLu6FfFftJOSq2pSUVBczSV7r0l6YYpnotCCmeByqnXL3oku0J9+VK15dAk1YWVnL3bZOawQrq3S5o5Blyfao3YduhyXvy5W9KcaTui+/l3XJnWgqlSIWhflipfaO7uA1rPDJpNlQOxz5jdz1SI2X0ups2rSpdm/37t3kKhZ/NtJO2HL4/QNNdMXatKkdpqenGbLhd4dsSsUSiWAVCuBckkMpj43S2egOqUqYdsCyrzOZDG+WB5gK9LB54S0C6VN1uzTJJ10iWV0CYZMjQiwWoz0cIBpwmApG6Y4F67Rvplg/jZKd6uIJNTrALnkn26A7ROpcheeg0uDoktJC/eFvRaNsr9SoqFgwUuMpZUg3LmX/ygPSx44dq10rjYrUgm3cuLF2LROUqnEpeSvlQsVP0sX8Af0cbNJIyzlA7eTlc3mwWpfYW/aZpFfNdVILYEohpIuVZkoFo+RFavIkZF8quZB06bRjplQxUs5185guvhasyKFurl5dhyrP5MCj2it5I/tM8leXDkXWpUvtJdtjioWns8hIGnTjT17LMa5LFi1p0GkhTfggGqQK8O88z3vbsqxm4JBlWd+79Oz/8DzvP3+Asn38mCNkQcyG8+skEe1zs80slW3+/YEIXbErZ4AGaA26FN0rL3BuBE5XOjla6aM3fZq+9KnrXl9/LIzreSzZNyZcgQ8fPnxcL7zvBZLneZPA5KXrtGVZJ4CBK3/lw8fVIXFpDTJXuvmLjAu5IO+lIny4I8vW1ubGH6wTjJZivFoeZMBeYuPCWzfEn6w/Fma+WKYab7yI9OHDh4/1jDU5g2RZ1mZgH/A6/z97bx5c13XfeX7uvW9f8LDvIAnuokRRm7VYkiXZju3EdhIndpz0THfSyVSmZ6qnapau7tRMamqq+5/+Z6aql5rubFOJq2ynHS/tOI5lW7IVW9a+kpS4gyT25QF4C/D2d+/8ARzg98Bz+EARAEHqfqtUvHq499zf+Z3fOfec3wqPA//csqx/ArzBipZJr6tcheu6DepMaaKRajKlvpPqQam61Dn7SfWgrvK4yfFXp/JrlusE1lV5prIJ6jmpLpUqcZ3zm8mJUT6n1IZSHa0r3QH6VPqyv7p0/KY8HooGaaaS75VjqdqSfFZlLwAuXLiwdr3PqlILhamHoySuTSvS0K5OFS/NBUp1LB31JL0yP8+evfvIumECHUPMlGxmSg6XpwN0Ri3+0Yn2pvlFdA7SsG6CMQUFqHZNZl7d+OhyQa29rxbg2Xw/Sa/II/XTjBT0uX50+Ufke3XV6+V7pWwP9/bQHoZLlXUHWalylyZBORbqfZI38jmdqVGaEXXO0JJfUi4knxQ98l4pN7oSJibzv/xdvUOOpTQtqHeYAgV0+WxmZ9f9xqRZTTlmy/dJZ2xp4tSVzpB9kOUlFE9lmQhpgpFQ4yb7I83lOrOMhImPSs5MZmmdq4DkuW7tMZl75L1qruoCCTa2oUw7prIlOtmV3zpdCRlTcIaEol2+S85FKdPqGynlSkeXzsy48Xdd0IYuH5+8ljSa5o/OoVvnbmAqByZlTxdUJeePDGIwlX1Ze8d1/7oJWJaVAL4F/M+e5+Usy/pPwL9hJfHxvwH+b+D3Nc/9IfCH0Ggb9+EjZMFgLES6UsNjZzQRWSfF6dgJfpRN4mJDHiw82sMeB1ttPj8cIOTcHjl9qp7Fd+e78Tx4gvcIsjNauP0hqHkwVYW9zW/34cOHj12Nm9ogWZYVZGVz9FXP874N4HnejPj7nwF/p3vW87w/Bf4U4ODBg37Aiw9gJa3g8ahNwIJTmQJWTH+C2mpMhgZZthPcG56nzSlxfKiDrohLyL69NvCeBz9e7GC2GuI3OmYIpvWh5luNrmiYrgCMVECfAMOHDx8+dg/ibpiP2Ue5nrP0zUSxWcBfAGc8z/t/xO99q/5JAF8ATjdrq16vN6g4TdES6h6pKpR/V89JNZ9Jba9MAPJeqRaW5hFdJWiTOU5nQtPlATHlc9Cl0t9MCn9lppCmB9kfSa9SiTZUmzfkn9Cl0tdVTpYqTqmallDtSlrkewH2hy3aAhZvZ0uULIeiiHCR0S7SdKp4IumSOVCUOU3mHZJmte7ubt5c7KffKvGZvhUZS0WUCaJR3SxNugom9btUPSs+NStvIGGKIFJt6MzAry1Geb+Q5NF4mqFAjgur9MrxkddS3tT8kupoCdUHSYvq4yMDnVSxyEYStEStBpnf+PzGa8U/Ex9NJRQUdPlfJO9NJgCd6UfOLwnFazmnTK4AinY5plJudOYCCZ0JR+Wf2UiD7JuSeZNZRvJOzVEVrQaN81LlSVL/bnxel09Irhuy75LPinZTyY9meXR0ZXB0c2MjVH9NPJc81ZmSdWMiaZA817lEyHXZVOJJl0NP0qUzz8u5Ycrzpt4h10ydK4eUZ9kHnWuJaZ3TmeNMeaxuJGJX3Wv6Buu+P7K/0qyWX8zxZPJenknef913ws1pkB4H/jFwyrKsd1Z/+9+B37Es6z5WTGxXgP/+Jt7h40OEdgf2hSwmKi7jpZ2LXiu7NulamI/Erh/yudsxWgjyw9kEw6ElHo4vNH9gi9AXC9MbCzNqhXENyTp9+PDh41Zjv9PHM72fpjOQ4lRhhL/Lvnzd+28miu1F9IWWrpvzSIeNJzl5itM5MppOHDrIXbVsV506pQZD59QH66c/eVKVJ0ZdBme5U9Y54ukcoTdC7eLlbl7SoCuSazqZyROO4plJcyVPf4pOU7Zi3WnLlNdpI60gMnV7LndHLHI1l7fmlxibmGz4OzSewqQjqqJX0q1yzcC6c6nUKq1pED14vdKHh8WBFk/rlC7b1eUtMeX2kFoUNe7yVCO1Cs2KVupOYY3OyRbfmh7EAp6ITlKrVRvukU768lQqx0Jd65wnJT2yv4lEggc7EyzXXCqdHbSszgX1nCk3iy5AwFQEV8q8TsMj29U5u5uy2utO+s0KfuoyFEOjzKvn5BogaVBtmAI9JI1qfZLzQL5LzmsVGGKSV/m+kZERoFEzpXPulnOumfbaFHgiaVdyKDUN8r06PsocU5L/an6ZHKSlZkPxxFQx4EYCdHQ52Ex54pQGXlc4d+NzSv51uf02tquDKXhCtz7JcVU06DRjoF8LTd8O+bt6h24cNl6rd0gZ1Y2lKaBCl5FcBgBVskX+m75PczxygOnyPP9+4hucXb5qXLvXaLzuX3342Al4HsNuEceyeH1xmZ1KnD1bDfNcvo/5eoTjiWX2RMp41w+42bWwLDgeX+KlXCvfzg/zTGyCPaHtL43bHwnSGnJ4c7FAS5evPfLhw8fuQsqO89/u+TXagkm+M/sP/CT9BnU2t9D7GyQftxz9Xpkkdd7IFlmqbf8OxcXileVO3ih0ELNrfLEnzaHYapbvbX/79uGxlgz7IgX+Pt3B3y3t467wIl3WRQLbVJTWBo61hMlW64wVq9y9LW/x4cOHjw+GDqeF3239NCEC/MexbzJSnMTd5OYIdskGyXVdrekCGtVsStUu1Wm6Yn5SfSif1+WVMeUfkerxZkVjpWpZ/a4r/CjbkKpknSlm4zsUpLpZZ1owFWyVUHyQKkqTalrRLs0yuqKHunw6G+/VOYbW0jP0tUW5WqjyxuWxa+6VfJLjqlPbmkpZyIKSCyR4jcNkCwmOhDM8GZ+hPRxBkakrhirzw0jZVONmCgqQNOjKc8i+qTEx5aPSmSrl39fKBVDimeol3rf2cqa0h0ttn2T//CsN6nPp7C55quiR90rzloLi/aHWBImAw+myRVtbm3ZMZPsS0rSj7pG8k33TmWylWl/m59GZpeW9cn7o1gAJnflR9lHmcpKqejVn5PhLPqp5a8oJI9+rzLCyPyZnd10xbmlalfNOybSM0Ozv77+mP3IcTMVQdU721yshtLEtU34ltQbI5+U7lBnPlEdOJ9um4ti6QuSmYAZJg87sJX9T3wGTW4ikXVfkWL5rYzHvjTCZXnV/15USMb1LF4BgMinq5q18r5RRKeeKBjkndGup/P7Ja53bQEc9wR90/AoeHv9u9BtMlNfXHB0NOuyKDZKPDy/ubQmTq9Y5ndcnw9xKlAjyPPcRpspnW8YYDl0/SdjtCgeX495l+rx5XrDv5WzPJ0i0nMHJTTZ/eJOIBRwe6G4lW4f529Qs6cOHjzsTe5xuvtTzMUpuhT+b/Z52c7QZ+BskH7cUtmWxUN2sRfjmUMPBtWzu8a4wHLqzv+oZ4rxtH8KzAnQsXaa6pA/d/yBwLIuPD3URsCxOVy30sRo+fPjwsfM4GOjnN+NPslDL8+ez3yNb/+C+mLtig1SpVBoqVEu1r4w8Uqo6U0SALveKKfpKqQhNER9SBakr7bCRfoVmKlf1DlOEki46QKpcdXl4JG1ShSxT2su+qXdIc4HknXyfUnlKs4s0zan3SfOWNOHI3xUfpDq0XHcJ4FGtVhtMFioKTfJW0qWL1pNqYckHFZHT156ERQjGUiST68/rIqZM5g+dWUzKheyDVBEr2kw5eXQmNl30o7yW9yqeu57Fq0vtjLXcTcCt0nH+28QWzjO9tD5mcqx1URymHEIKHxvqpiMS4uczGZJDw6jWdBFIJlOXHFdlCjGVQpDP6aLUdBF+cvwkDTqem0rFyLkox1X3Xl0kqimPjjInbCaCVrcGyLmoM+PK/sg1QJrY1LjKUiTS1KVkS8qYdBuQ/VE06vLBmfqpWxc2XuvKoch3KHnTlY8BvXuFNMvIPuhM25sxq5kiERXUWJhMiro5YcoDKMdd9ccU2SZ/V/2U5i2dvMq1QPJOx3/d92Qj7QryvbpyNyYadDkBpSxJM/3i4iJdwVaORffxK22PMlWZ5y8XnmWZEo7jNMi56Tuhw67YIPn48KLiuoTsndFABHGxcSl6DrBzeZZ2CotenFe8gyymEnQVrrA/8yaTCxeaP3gDuL+7jb2JCO/M55ksVDiypa378OHDR3NYHvTabQwFutkT6GIw0UnCWdkcXyiN85W5Z6nZN28l8DdIPm4pKq5H3NmZemuWBVGrTskLANvv87QTyNUczhZinHLvZZ4kESocTf+cztL4lr9rOBXnwd52LueLnM0Wmj/gw4cPH1uMuBvms6UHiCdXtFyL7hJnC6OMlCYZKU2y4K5YWRyu1WbdKHbFBqlUKjWof1XCM9BHS0iVnTQXKLWgSYWmM5GZTHC6BGsmNavJLKKgK71hqiK8sfQGNJrV5Lt0Kd5NJUMk7YpPprIK0gSmxkXSq4vK0yWiBH0pl4boIBfaQza2bWuj0HQJzTbSoCDNIHv37r3muqWlhcSSR8mKEA6va5Dke9VY6cppbPxdp541VcFW/bmRSCBTZevFksvpbIi3F3qYqqzQlqwusL90kv7iFS689w7KsKKLvmpMMLkOZZ6QPFey3x4O8tRQF3OlCpe90JoZXM5V01jpfpP0qPfK/ppMbLqoODm/FH9N5hMJnZnCZBZTMm2aX5IPSp50cgXrZgT5vJxz8jld+QmTqV9XUkK+VyZP1SWC1EXFmkzNkvaxsfXoUwW5HuiS0EpTiqkEhuK5XE/kWKpryQ+ZdFKabHWuDXLcdSY/U8kWGRmo7jUlEdYlVpT90ZnNdBGRoJcBOX5yrOW15IkOzZIt68oUyWck73SmYlPyVfmcrqSVLpJ4dnaWT0UfJBIK8tW5H3GxOE62vqyNRpfjJ6/ld8I0xgq7YoPk48OLnTSxAfSFKpxZjuF6S+zga7cMk0Wb/3QhSc2z6AqWeaJlgSPRJUZOvrZt74w6Nk/1d1Cuu7w4nSHZfv0F14cPHz62AzErzP2hg5yuXObNpXPb/r5dsUGq1WoNznPydCJ30GrnJ3e0cjevO1mZclno0v2biuopeqTmSlcMUMLkwKnakCdoUzFGtROWjoemFO9Ky6TL/wONO3PVrs5hdeNzik6Tw6JqS/ZB8k6XAr5BU+d52JZFwIJK/doT6o2UMNEV0JS/p1Ipjrg27yzZFEKtDK4OpzyxqXZ1+X+g8dSj2tWdaqGRZzp6dc6POidHWOfdC3NtWHj8446rVNKjUIGlbKMzrs7x06Q1kicopY3dWDj6qYF2wo7Fz9LLWKFwQxCFfF7yUTmibkaTo9MWyvnRLGeLzhnXVKRaOnYq2TTlaWmmLZRrgKRRtqegc2qWkM/rtN7y1NtMky3fbyq/o7QKUnsjZUi9w5RHThY0ViUd5L2SN4ODg2vXav7Iv8ugDp3zvoTOiV62ZXLI32wxVNBrFeSaJmVEp8nWOVmbnJN19EqtkmxfR4OkVcq2ThsreaBbSyXvdTnWYH1tkPPTlBNQyYNJay6hKyWik7GH6gdxWhy+deV5SvXSNc/DuszLcZL9HRgYWLvu6enR0qOwM84fPnwYUHFXJk/IYDbYauyLr0zQS7nbT/QLdZszyzGORnK0B66f4Gyr0BoK0BkJ8fZ8ntwOZDn34cOHDx1CVoBnOh7gndx5pss3X1g84FV46Mr/e917br+vhI87CtW1DdLO2LtaQx5tIZdL+dvPvvZaNkHNs7g3mml+8xahK7Jyip8s3BlO7T58+Lg98VDkCPFAlB/MvnzTbYXdAr8y/+cMZK7vmrArTGye5zWoEqVqTaomlSOkyVlQqQplnolmjp9S/Sfv1TldSphMc0odKX+TuZqU2tHkiCevlepSqgqlSlWqNlW7UjVqyvGkVKlSnWmq/qx+l7/pUvRLuk0O7MrhW6rUuxIhXM9jJpPFta9VTcsxkTRIk0MzU4l09jyTschWLO4O20Qi1zpOK7W+bN/kLK1z8jWlylfjJuVCvleXS6bBETZb5dV8P4eDi+THz5HHnBNLV71emitM5h71nORdbzzEcq1O3QkSW1VjmxwedTJkkkedydaUG0yq/pUqXc5JXQVwaSZslm9IZ1IG/bzUVZOX74VGU5WCfE7JvzRdSCdtCSXT0jxmKhmh+tPM8RTWeWZyFdA5kst1WfJRrW/yvTJ/nXQSVjROTExc8xvo+SDXT7kuKzmWz5jKdOgCU0xBOUoOpflR0qhbg+V7dRXrTWuinIu6EjSyXV0QhJTtZo7g8nkdDabcVDrzo6RblzNQ0qD79mxsQ/XH5F6TXcjwyP6jnM5e4sz8pWvolWOiXADknJHyuL8zzKMX/h2x2gynj/5vwP+JCb4GycctxUA8SrpYoVzffvPNVMHiKxeD9MY8vnjg9tEguR78rNBPwPJ4LDrV/IEtRGc4wHz5zssZ5cPAeOghAAAgAElEQVSHj9sHT7aeIBVI8L2Jn91UO221WZ44+6+JVOZ59dC/ZLbro9e9f1dokHx8OBFxbDqjId6a3X6T0XLd4W/OBwk78AeHqkQCweYP7RK8kG1nqp7g6eg4UbvOtfqJ7UHcsYg4NumKv0Hy4cPHziNOhKfsezjcPcCFwhjv5UY+cFs91at8NvNX4IR46cgfk4vt49pwikbsmg2SjEaTam6pUlWRbqa0/Aqm/AfN3muKOlKqT6kSN5Un0OXmkKpPpeY0RfTo6JVqS1MeCfW7VHfKv+tKL5iqgusqOZuiq5QaWr5Xjo80pyleKzXrnpYV8ZwolLFtW5uXxFQhXKpilQpe5j6SkVbFSo3vZgdYqsM/3ZvBKdcolfRmM3Ut+WEyL6o+60phbPxd8USaReW1akv2MZ/Pc7rcwVulFAdqV2ldPM806zyVsqvLnwXr5hg5JqZIISV7qu89oRX6svWVcVB8lqYlKWM6Psnxk8/Jea1ginCRsqVoM0UFKZ5vJm+Q4oPJxK0rnSFpke9QUTawPhamCExlqpJzQ8qVLspJmi+laVVX5kaOqSnvj66KuRwTRYPsl6RRRgIpGTCtTZKPijfSfCX7ozNlyT5K9wk1fyRd0twm+6OLVjKt0TrTtam0jRoX0zqlaNPl1ILGsVbzR5ffbuN71bdQ8tyU70iXx09Cyabp7xK674wcS0mvzt1EyqCOD0o+LM/iSLGXj8cfwLYsvj3xU34w85LRVClpV3yQ5UWOJJd54sL/RynYyrv3/l/Uor3EaB7duGs2SD4+fBhIRFiq1shuo4bC8+DH+X5mahG+PJCjP3J7aEM8D94qdfF6uY+9gRz3lM7vOA1tAZuy67JU16c88OHDh4+tRsKN8MnKcTqSSc6Xx/l+/mVOTp/5wO05XpUHRv+MaiDOzw/9MaFob/OHVuFvkHzcEtgW9MXCXMptb8mKt2oDXKq18HhshruSt4fLXdW1eG6xnVPlBAeDizwdHSetT7y+bbCBzoDFnG9e8+HDxw7iUL2Pdi/BX2d/wvvlqzfd3oP552gpTfLS/v+VcjDFtdm1zNgVGyTXdRvMBVJdJiMYFKQZShflZDKr6cxm0lRjMk+pdqWaXJoLdFWJTZExClK9KNXGUi2s1LMyKkaaMaSJRsFkBtRF+0mYzAyqDZN6Xr1PqllNURjqvbVajYF4hIBtcyWztNaezlQlVcg6swCs82FjFMfZchsna33cG8/xaGsBz1s3U0jeyHFV4y5pMamQ1bjrSsmAPrrNZKpUfTuVdvlFqZ+cG+ZA4SzDpXOM0pgETo2lqQxBM5giA1V7gUCAoWiQkB0kG4rT1bUi68qsYop20Y2fNA3Juawza5oiTiV081ZeK/OIqeSLqdK9gi7hnKRRtnXx4sW1a1UKQd4j+6szkZnkWfJXrTOSH3KtlNDRaCpdo651EbawXj5E8lGuTfJamfZ0iU+h0ZSo1gPJ24bSQ+Ja0W4ySyuemKIydck3JV2mJJiKBjlmEnIsFD1yzKSJTsmbyUyvM8OaEoHKKEJlipLvleZFOb90bh26KDVJoy7ho6Rd8kuadOX4qXt10ZHQOJZKztLpNG5okEqgyotTb6/9XbUhvydy3ZbfUDVnurq6aCuMcN/UC0z3/RL14Y/TgVlOddgVGyQfHz4MJqNUXZfpZX2G55vFRDXOz4oDDATyfKJ1Hs1ectfA8+ByMcwb2QQXi1Fa7RKfi1+isrD9qfRNGI6HyFfr5HaokLAPHz58AAQJUPFuXnNtu1UeHPsLisFWRg7/dx+ojV2zQZK7OnlCkvkylGbIdOrROfXJnbLcvSqYSgvoHK8ljXL3K9tQz5ly5+gc5kz5YdRzUiMmd7zyBKxO/3KHLTUfuhODydldvkOdCORJUp6QVH9kW6bcUvK9g/Eo47lllg3aF9WeLEEjTyoyx8XGYotLVpyXCntJORV+pWWSlsTK6UJqByQ/ZN8UvXJMTKny1bW81+RIvrF0StW1mK5GGK9EOFOIs1gLEaHKnsw79OfOsIDL1avr6mWTQ6kOujI2pvw+UkZUu3u72mkPBTiZLdKxb93xXTk/mkq+SDlXc1TmSTLNL11BTwlJr+7krJurpnGQmjglW9KZU2qGJXTFoGVbcs1StJk0RGquyXVMXkv+qnGT80DSIPuuHKpNJRYk/5UGSOaH0cmY1BRtDCBQUPNS8lnyQ/6+MRAAzI7xan7Je3W5fKRsmwqvKhrkvbIPujxuks8mB3TFJ9lHnVOybEvKhS5nn2ktlnN1bR0Rf5caJDnu6n2mwsTqWybXMclHneZR/ibbld9FpUEyBbHIdVfJy/T0NG5PjUKo1NAfKf8KpjxIag4fX/h7WsqTvHHkj3CDCRRlOsd4E3bNBsnHhwdtkRDJcJC3pm8+XbwOZ0KHqHg2X2oZI2zvvvIYr+dTvJhrx8UCPPpDZe4NX2E4kOH86Hu3mjyGY2FqrsdYocLhW02MDx8+PlQIWyHK7vVNXzpEKLPPmuDezCl6yyN0VcYY73qGdNv9NE+dqoe/QfKx4+hPrJxuxnLLTe78gO3XppkO9DJaSdAa3amsQZtDvu7wi1wbQ+EiDyZy9IfLRGzXmEl5pxFybAajQcaLVap+8JoPHz52GGE7SNm7sVqTNnX+F+crxK0S9bzDXGgPlwZ+g8v9v3pTtOyKDZJlWUbVtlRHqo+IVEvK3A9KHayrAg2Nqj6lWpOqQmkm0jnS6XI8QGPOHdUPqVKVqlylcpUqWZOpS12bSlnIj6rik868svFap1ZsZhKUfdDl3DHlVNLldIkGbFzPI1MsNfRNl39JQvZNp1JV6K9PM+3keHm5i0FvjlRqhQY5fs1MYdJMIeVJ0qXuNeU+0jlbvphO4gEfi4xTnJlAufaePXsWaDQpS9nXVYiXf5f0yvcqeZHjYJofrbEo93a0ELAtZgmQTCYbTCy6OWMqt6FgcuLWqd1N+VKkXCg5NDki66Azq8n3yjVEXutMAHL+Sf7rAkekXEkalVmrq6tr7Te5pulkSLZlcvhVPJPjK5+TMqRMIc2cVE1rj4TOgdZkxlC80QVGbHxOyZNprHXyJueBzt1AmqkkpEyrcZfjL9+lCxwylQ9R/Jfrp2l91PHXZE7d2P7GdnX5k6SrgJRdxRPZLzmvdY7vprxQurJNOhM4NPZXza/5+XkCvTbzlbw2CEXSJc333YEl4pR4nseZ2vebuHZw5e81oFZueK+UPd26KrErNkg+PlyIBQMUqtsXPm4Bj4fH+VbhKK9WBhhmexzBbxSLtQBnym3cE14g6VTRe1/tLIK2xb5UgoOtCfoTUSzLYqrqkd99lkkfPnzc4QjZQVpDSSaKc81vFuhmZYN1kb1E7a2rkuBvkHzsOLZ7gwSQssucCM7wdrWPy4U0w7EbU9luB17KteHg8WA0fUvpsIC+eIT9LTGGklGCtk2uXOXkfI6RbIGW7muzDvvw4cPHdsLC4n888EWSgRgvpt+5oWe7mccD5uhgzxbStCs2SK7rNqgzpUpWRmoptZ4ubTysq8ylJ71UrcnfldrPlN9HZ5KS6j2p2tZFYZjMZkpFrMs1tJEedU+jGrxEe/tFUq1XKRQ+QrHY2dB3k8pcmoGUSnUzZgpdKRd5r/q7LmfMxv4onsQ74xRr9WtU5DrzlWzXFK0i8yspZLNZhslz3m7le9MJDjtztIeWSNpVknaFRNBaC/3faPrxPMiWPXI1m3zNoavFZl9i5R4pQ+o5KStKRhcrNudyLhHHI2a7TCzkOVtKcrByifmJy8zTGOmjK6NjMlMoPpjyCkl1vppXqq0TnSmOtieJBhwqdZepistEuUqm5tGS6qI71VhGQkK1IdXSUs2ty1EiTVZyzHQRXqaq37rcXlJ2dfImc8bIPDy6XGbyN1MUlIoQM5XFaBZJJ00SypzW39+/9ps0i8k5szH6ceO1LgpXyqg0/8txVXxsZjYzrSdyrBSv5fyUPNVFecp1XZf7SF6b5r0uD5yUBfmckk0poyboopbltey7HFcddGWdTOZUde9m8tfpxkVXkkde60obwfq8li4bJtlVbcn2ZR8k7WptMOUhk/M6nU7zpb5P8EDbUf7jya/z48svNqx/aq2T3345f4bCF8nWOmjv6F+jTbZvyqtmKkOksCs2SD6awSMWm6Wj833a2i7iODU8zyIYLHD2zBdYyXt8+yAWDDBfLDe/8Sbh4PKQe45Xrbt5sza0Yo9eRdCqk7SrtNhVYnaVsuew7AZZzoZYrjurEWarmILjrTV+dahKm/772YAzuSDfHI9TduUCvvKhOlC9vDWd+wC4v6uVE10pJgtl3lpYYqpQIa6piebDhw8fO4mPtd/Pp7of4Tsjz/Pdyz+94efbazMsOFuv+fY3SLsYtl2ite0cbW2niEYXqNcDLC4cZC59lHA4z/79z9PZdYb03N23mtRNwwKiAYdi7fpFArcK3WT47cg7VDyHaihJzg2Sd0MsexFybpBcPch0LUrEqhO3qwyFiySdOu0Ri2TApSVQZ7zewnNTQc7nHD7VX+OJnhqOJvGk68FPZyL8dC5Kf6TGL3cu4GFRrNucStdZ9oKEuDWlOw6m4pzoSnFuMc+72d3hk+XDhw8fHVYLvzPwS5zMXeQ/n/rGDT/fSp5UfZ5L4Xu2nLZdsUHyPM+YVE1ClzhMqnKVullXUkT+HdbVgqbU8/I5peqV75JRKzJKRtGoU//CelSCqbRHuVyirW2ewaHLHNkzgeO4LC62cO7sPYyP9xEIqBN/Cx0dvQwMvMbM9CCWtfK7qcSCNA8q2iSNJnOO6rvsr65chklVKXkaiUQI2xa2ZVHFJhqNNoy7KRpMwZTSXqnrJQ3SfKX6k0qlsIEU0ClU+Wsq5DokI0nwoJZf4UcN2BeJ8FuJIC8W+/neeAsvz1o80lbkkZ4oYWdFbVysW3x7MsmF5TDHE8t8qn2RcmHFHBMD7q6syMikUGNnNNemaDOdCdSUEHVjmYGuSJCP9qSYKVY4na80mFr279+/dq1U4qbkaUoGJF1SVS/NbUre5G9y/kiZV2YrUzkNnRlImkp0siDNapJeOQ+aVTGXc0lXyqVZBJjJRKNLjClplGYIxQdpMpS0yP7oTK8yoaouYkcXIQjrfJR/181JSbs0xehMOLDOM8lbU5JFJW/SrKIzE8nfTDxVNMj2TWulbs2T0ZzyHTq50LlMSHOfySSl7pVtyudkBJ66R8q+6bvYzOSk5FEXcQx6s6eE/E1+Y1V7jd+39XbV77/V9iSlepl/d/qrLGT0aVlUMlcpz90dbTxYeYXHKj/DtQIsdj9GR7RDOy8lb2TfTVGNCrtig+QDgsEyvb0j9PZdIpHIU6sFGBsd4urVvSwurk/U9W+XxcilRzhx39+yd9+bjF59+laQfcOIrJauKBpswrsVLU6VX45fJZPYwz+kY3x/Jslzcx4PtFfZF6nz7EyCbNXmU+0L3J9cxrJg+42IzZEMOjze1UK+WueV9BJ+aiMfPnzsFtwXOchwqI//fO6b5Ko3lhfv6fKPuL/6OhcDRziz7/coBDuaP3SD2BUbpHq93nB6kbtQeRJR2heZG0LuinWlEORpWO6QdUX3TLmJFExOpnJHqjvBSodERft6fz327x/no4/PEw67jI+HeeGFTs6eiWNZEWCGcHhd0yBPU9FoNxPjRxnac4aZ6UMsLXUbC6fqNGISutxHoHdQl/xVfTfxQ74rkUjQFlzNv+JZBAKBhndJnqv3yvGT4yN5qtowaV8U7fIkY3L81DldShpisTSPAwu0MB7dz6vpFC+TImZX+UJqjHBmgrHV4ZKyqd4t8/DoNHwm7acOJgdbhYht8WRvK55lcTmYoHdw5R179qzHeUhtksrLYyovoXN0lKd3nebRVJRUp0GV7evm6sbnFOR6oIrGyrZkOQ0pu6q/pvwxurVBV4Zn4/uUDEkNhJQrdWqVGkTpzC410iMjI0CjLMk5JeetkiE5V02lidTvssiu1FKpfFymdVnyVPXTlINN8rHZ36W8KJ6YirfqNNnN1jnT+EoZU2Ol6+NGqPlsKtDdLN+Ujh6TJUP2V90j+SW1K7rcUqb5pVvz5HdXV3DclH9J0qibM/LaK9b4VOdDXC5N8fdXfo6H17BuS56reSv/7oZTeFWLFzt+h3i4a80TV/XNVBjXZN3RYVdskD6saGsr8rGnRunrW+bKlSg/eb6TmZn1ITHk82vA1avH6e65wv4Dr3Dy3c9tI7Vbg9CqcJbqt2+iHQvoIMfh2BiPuZNMea0MhpaJ23UWmj69M0gFbB7tiBO0LF7Nlgm06iuT+/Dhw8etwDOpB4jbEf4k/V28D6DbHgsf5sGl5+gvXyTL4DZQ6G+Qbgls2+Whhya5/4EZqlWb73+/m/dOJ1n59N6Y6aleD3Lp4gMcu/sX9PaeJ5frb/7QLUTYXtkg3W4mNhOidp0jwWszi99K9IYDPNQWo+J6vJQtka97dDZ/zIcPPDyq4SrV1ipe0KPeWscLeRCCQqKAF/TwbI/W+VZCpU2c4Hz40MDB5pGWuzlduMxk5YPlhZsLDlG2IgyVz5Pl6a0lcBW7YoPkeZ6xzIQu3bspX4NStZvUf1KtqxzlpPrQVFVal+tHQjp6zczMAHDlypW13yS9PT05PvXpWTo6qrz7boRnf5BkZqYArPRTpz43VUtW13NzMXp6uhja8yZnz8apVFb6rHOO3PgOBVO1eKWul6pTXR4kk1pYYnl5mRBVoEpPLMJ0sWJ0/GzWd53pQL5Xqmd1TqS68gewPlamvFzSjKDkRdJlcj5V5hgTb3RO7tKEo1ODy78rPh5qifJAe4xszeW1TIl4axutNFasl6YDXRV5+S5prtE5kUpVvM7kYTJjyPFTY2UyGeraaFaJ3STPsr+6nEemOaPeJ+e6SXZVGxvNyxsh+3X16tW1a7l2KBOYbEvmNpLtqntMMibXoXR65aMkzXkz5Rlyj+ao9OoDZiqs/u7B1YWrdD/fjeVZa7xu5iQsoTOnQ6NTv5ItU94hXS47U9CNLihHQpfHTb5XvkPKvLpHmi8lT9Xf5fjJNUQXpKL79mykUfXd5Pqgc5mQv20M5JD/boQu2EDKkikXlJqrcqwVP+6yh0iEojw3/Sr5pfWyIlKeZSke1U9pRqxjMxk6wGD5Aq8XCqjEdjp3BdlfnYuICbtig/RhQDhc54knZ7n33gyZTICv/FUbFy9uIqnOpmDx/vsnePyJ57n7nnO8/da9W9Tu1mOOAB3VIg+0J/jh5G4xSN3+sIH7OpIcTsWYKtV4O1uiDviGNR/N4OGxsGeB+cPz4EHirQRL40tQgVKuhFf2oAytsVaognvQpfLpCkuHlkie9/No+bhx3Bc4wHRpnrNLV26qnbHwIYbL75GszZEPdjd/4Abhb5C2HR6HDuV45plporE6r73Wyi9ebGdxsdD80RvA8nILV64cYv/+81y5MsTiQlvzh24BPCzeml/i6d5WjqZivJq/vqOxj+bojgR5oD1BSyjAmcwyF8t+rJqPzaESrTBxfIJCR4HQZIjUKymcgsPS9Mq8dAvr2gMrsHJCty/YRO6JkD2eJTpx/UzSPnxsRJeVYsDu4K/nf3zTUbUle+UI2F4ev3M3SI7jGFOX63LjmExdyryxGRWl7u/NUstLVb40pVy8eHHtWkWdzM3N4Tgun/vcHHcdW2ZqKsjXvt7J5ZE6kGtapgDW1X+SbqmulBFRS0tLpNNtdHUFuOuut/jaV4epVNZV7Tp1o1RnmlS1qp+miByduc5UOkC9Y2FhgYlynbtSMS4uxshXr42yUGYrqfaV15L/upIfOpW5lKVmEWAm84nsm4wAUjBVh1bjJtXvcizVtVS/S3ODTo2djIS5pyXCUCzEUq3OS/PLzJZrDXNJqaSlulq2qzNbmkrfKP6ZzGq6vEySj5I3MmpL3SvNVzrewPq4yfGTfVDvkLSYotRUP035pHSQciWjunTRSJJuXTV4acIZGxtbux4fH7+mLWkWleZSXYSXbFdG+Mkotbn0HLnhHOnH0+BB9GdR6u/WydHoTydNGg1Rai/ZlH+tTPqBNOGXw1hYDWuEvJbmUCX/km4pm9J8qHhmioLSmcvkGiHlSWcON0VfKdpMfNR9q+Sckea2YrFIIBCgvb0dx3FIp9MNMiZ5qsZYzi9Tfjkl53JO6SLXZBumfFHqd9M3WELJtOyvqTySLldTLpfjRGwvhOGnE6+xtCG0X46fpEetF3LdaKnM8LHst1hwupmM3bX2u5I92ceG6LkmbgESu2KDdCciGHT5zd+cYd9wkZ88n+Kll5J4ngXbWMO9VnP4hxd6+NznJ7j33kXeeONa9bfjuCSTLvF4jY6OKtFYlVi0SiQ6x8ULg5RKW2X2uz7OLlfpDoZ5uDvF8xPzzR/w0YDhWIhjLRFsC87mS5zPl7l94wJ97CRK4RKTT0xS6ioRGA8Q+3kMe9mmeANrk1NwiL8ZZ+mxJZb2LpG86pvadEgkEqRSKTzPw7ZXkuM2O5zd6dgb7GG2lrnhvEcN8FyeyX8LD5vvt/4enr09msxds0EyaXp013KXqhM2eXrR5aSQkDt0+ZykR52AlHYIGk95U1NTa9eZTIZwuM5vfXmagYEyf/vdDn7xCxdYEQadVshEr6LN5FQmT4TqtPPWW/McOmzz6GMz1N0ZUi3QkoJUClpaIG5wSnFdOHhwlJdf6ubixcHVzZzeGVDmyVGnaHkS0jkxwvqOXhVrHKfGcNzinr4upipuQ/ZkNcayLekYKMdN0abLtwLrPJMaN5MT78b3b6RB3qvL1STblaesZvlSdBoX2a48Td0XD9AXCTBXrnEqX2a57tEhTuHSEVldS9k3OZzqAhekpk5BnlRNjqHqWtKtK0YM61oF3bugUROg7jGdcJUcmpyENxY03tiW7IPUGqjnTGuEpFE3ljqNtGxfyqaEynu2d+/etd/k+Ooc33W8hZXcRoXhAtn7s3ieR+AnASpvVNacr+XpfWho6Jr+ShrL5TKhsyECwwHmj8/jjrjEcnqeSwd0Jf+yP1KjKTUEOm2s5LOaa5IfUlsh+aB4o8uuDY3jo8ZPah1MGk21Jm3MFu04Dm1tbYRCIXK5HBcvXuTIkSMEAoE1B3lozEmm5qJJ86H7ZpiKKzcLMpJ/VzyRPDDli1L8leNgymOlayuzmGGwo4u38ue1WdPld0SXd0utPUcKr9NXvcpPW77EcrCDhEYLLNcpXYbvzWDXbJDuFESjdb7821N0dVX49rc7OXc2DuxkGLjF3/xNgH/xLyo89RRksyv/TU9ZnD9nkctBsRgin7eo1eIsLTksL9vs3Rvn6WemePqZae6+J8eLL+4lPadPjrZVmMGhrVbmaDzIXHU35J3e/egM2vRFApxbKnN++fqlLnz4kCjuLZJ5LENoOoT1rIW1ZK1Hpn0AWFgkfpEg8+sZlh5Zgve3kNjbGPF4nJaWFjzPY3x8nGw2S7VaZXp6mgMHDpBIJD60WqT+cCcxJ8Klwnjzm03wXO5ffoHZ4CDnog9uHXEa+BukLUQsVuGLX5oklarxjf/SzcjIrXFgnJ2x+Vf/Mky5XIHVqvTyZByNrpwYEon101QmE+a/fmcvhw7leOrpGX79189w5v0u3nxzD5XKdomJxXtLVT6aCnEoGmBmm95yJ+FoLMByzeWCvznycQPIteZYvGeR0EyIjhc6WFzS17y6UTg5h+j7UYrHi9TP13Fq1/fpuNNhWRapVIpisUg2m23Qus3Pz7Nnzx46Ojo+dBukMEGOWUPc1T+I63lcLH7wDdJA5RKt9TTPJ357LbR/u7ArNkjBYJD+/v6G/1eQ6kylfjOlEFd/N+Vz0DnxmtSZOgc/mZ9kdHR07bpcLpNKVfn8r04Ri9X56693c+ZMHWVWk+0qGkylLkwmiY20bLzWFQaU0DnwbXSeA3jzTYtTp7p5+uksH3l4jr375vnJ8+2cO9eG2mzJtpQTp2n8dM6yUo0+W68z7dbYG7GY7OkkW/MaaDQVy9QVNzblK1LqW7lJNKmQ1e9SvW8qZqrLrSLNRHJxVP2RpkpJr04NLvuQz+cZTkRIBiK8na8S2DBnJE91xSXlmJlyWql3S55LM5CCyeFb9k3nVC5NqJI3uvxlUo7lXFT3StOgzrlUrguyLV0pHpNzv6RR0WAyx+mCCSRdOrOXLEck/y7HVZmiTOVDJD1qrZRjNjU1RaW1wtxH52ABKt+oMFWeWpNTSbd0BD9w4ADQyEfpbC3HxMmv8CFXyOGUnAZaoHHclbzJMZF9kPKoZMjkAK1kXj5vymWn5pIpZ5Iul5bJobvBZLRqYiuXyyQSCTzPY3Z2dq091XfVh9HRUfbv308oFKJSacwDp+65kRIZJnOR7ptjKqul5pI0p5pyzqn3yXVOuj7INsLhMF2kOFLt43hkPyErwIXiKF8f/SFjmSmte4ucU7IMkpoTiUSCQ8ULVK0Q6e7HSdnXrm+KRimjpu9tM+yKDdLtjvb2Cr/9O1MEgx5f+2oPk5Nh1ObodkSlYvOjH7Vx8mScz342w+d/Nc2J0WWe+3E3Cwtb78R91XXosF0ebQkxV3UZK9WZ2ryZ+EOBgAX3tMZIl6rMVH13bB+bQy1eI/1UGrtiU/9WfVsqKFu1lY+p53w400sEAgFCoRDlcpl8Pn9d7dDY2Bj79++no6OjwXf1ToKDzRFnkAftQ/RZ7VQiVU6WLvFa8SyvjbxzU21Haxn6C2dIR/bj2vqD61bC3yDdJLq6SnzhNyYBi699tY/p6TuHpdPTIb7ylT5O3JfnmWcW+d3fu8oLL3Rx9szWmg7rWLxbC9JeKzIYduhpcSjGA4wWa1yolCncxnXbtgpHUjGiAYeX5nIQ1qcS8OFDohqokn4qjWd7dP20i5mlbTJirx5m3MCHZ556nketVlvTeGWzWWOQiES5XCabzdLe3r5WdeFOQaud4PHgcY4HholZYXLDV0IAACAASURBVBa8PC+4p3hp/iQl74P7ugWoc6D4LkeKbzBYuYCNx+m2T20h5dd79y5AMBhsUCGbvOJ11cald7pS2ZlSquvy7EjIv8tTgNrpr5vVPOKJcR57rMyxY1XyeZs//7ME6XRRawaUakddWn6dSQTWVa6m6B5dxICunMrGvunu1eUNgpWxeOP1GO+8bfHrX8jxiU/MkUgU+OGzLbjuOg+lqt5kntJFpcgIlEwpSsbzaKVGh1fmcNzmcLyddNVlrOwyHY+vJRaTZgSlSpWyIOnRnehMZqZm6mhdxXqT6U6qv5VJUKp6palKvUOaDtfMsbbF0VScubpFuKObg6sRRlKtbMo3pPhriurSVd82mSyUHEs+y+uN6nVoHCfJR6n+1pUkkM9J044aV1P+JUWvyTQr6VXriPzNZF5U9JpK9kgTp85cKvuuopgkXfv27Vu7PnTo0Nq1MmHK5yWfpJwr2ZmcnMR1XGaenqEWrcHfwMzkTEPUq1pv+/r61n6T+ZWUnJrKpUjeFJdXy78U8wSygYb2QS9vsj9yfCX/1XNSBnWmLhlRbFrHlLnUlEdJRvupeWsyxdRqNRKJBI7jsLy8TDqdbpBnaQZU75D8yGQytLa20tnZ2TCWSg4l3XK9kFDtynEwldbQuZNIPuncGeR6IeeH4qN816HkHh4L3sUBpw8Pj0veNCfdy1wsTQAwPje5dm+zTaSUwQeG23mg/BJHKqeIZIsUAm1c6Pkco+1PshzuIWwwd6u+STO8/Iaa3A102BUbpNsF4XCdu45lOXFikfb2CsvLFj//WZhf/CJKPq9P6HWnYHnZ5mtfTfGpTy/z5JPLtLfV+OY3tyFbt2WRIcicB2FckuVlBsMOD4QcSrEA4+Uao8XajsYF3mocS0WxgKv1D7cDrI/NwcMj/WiaSlsFvgNMNn3k5qDOAXf418RxHILBII7jUKlUyGQyDf43m0WpVKJYLNLV1UUmk9mU5mk345Oh++lz2nmvdpWXOcsSpeYPbQIfLT7Hwer7XAzezczALzEbv4tAcGcLJN/hIr01SCQWGRy8yMeeukww6DE5GeWv/zrGqZMhajVLq426E+F5Fj98NkFmMchnP5vl938/zbPPtrG0tD1CW8ZmpljnUrFOZ9BmMGRxIBrgYCzISNDj9XQO9w53e+iNBNkbCzHp2pT4cMiZj5tDqbdEsb9I2zttLI5sTbTa9WBVV32QArf3ZLRtu0HrIH8PhUI4joPrumQymQbNzwfBxMQEg4ODtLe3k81mjVaC2wE/qLzOlyNPsc/p4Z365S3bINWsEEUrzrOJLzGQGGj+wDZgV2yQNqZTN1UKVgkGZfp7nYpMCrncvOgqHJtU17OzswSDS+w/8BxDe2ao1WzeeCPAyy+FmJhwVtW+JWO7UjUq1ZlKdWlKyiXpVXwxqUalClipR6XJylTORKnKTWYXea/ijzQXvflmnMVFh9/68iK/+cXzfPtbfVy5ss47XRVm2YZpcZFmCmX+kKbBfD5PsV4jVcqzH+hIxDhTdRifmb2mvzq5kG2ZrhVtJhnSRUiakkrqTKCy77qkkFKdPdiW4t5gnSUPvP597F0dFzUPTGMmx1Xx31RGQJdIVfJDmlXU+MjINVMJGkWPqSyN5JN6nykiRyeP8r26yE7Zx4YSGZoEoZLnsu+6au6m0g/yfTozoGxXjY/ko0wYqMYX9GYeUyRWoVBY0R4dSWNlLUqvlBo+vHIuqpIeMnJN0qPkURcJBo1jObc4R5gwdbu+5rCtcxWQbZjKRcm+qedMpuSNEWJgTgSpK0MlxzcejzfIVL1ex3VdXNclFArhui6zs7Nks1lthKSM1JNzSq3HUsZU3ycmJujv76e1tRXbttf6JnlnioTUrcum6G0FU/kdXfumchzqHVJWgsEgz9Xf45NL9/BF6wmei5xk1slx+fJlQB85upF2JZvDw8Nrv1kJl+jiSbq7utbkxrRGSNrV+Mg+SLOnrgyLCXe2XegmMTDwOrHoPK+8vIevf+1+vvk3USYmfDMHwMhIhL/4807qdYvf+UcTHDyYb/7QFqDuBFiIt3GmapO04ESoTjJw54lx1La4O1inCrxXdfCaTGQfPgAy7Rncbpfgm0Esd4c0jmrPsSuO2zeOeDxOKpVifn6eqakpZmdn10xf9XqdbDbL5cuXyWQyWg3TB4XneczNzZHP52lpaWm6wdnNyDslfpg8Scmq8KnSCfprN+9+UXJacLwakfqtc6jYFSLtuq4x7b7c1auTldy96k6EOo0A6B07pbaqoZjj3Pvc/8AFLl3cw8svx4BCwwlKOtPqcvKYSlmoa9PJW17rHPTkblyeDnX5YeROWfJEvcM02XXaFdnWek4P+A//PsE/+d08n//VSf72uwF+8hOn4XSoLbIqnOx1fwd9mRV5nXYcZqolujMzfKKvjfNeiJni+jjIk6bqp+5ECY3jp8sRJRcueRLUOWlLyFONuseUw0ad6FpaWgjgcSJYx7Ftplq66XQacx6peWDKl6I7KUoZlH3X+T/Ie6VGUlcOwBQwoStbIq91vNHxduPvCnIsdSdcXXFY0GubTKVImsHkIKtOw3KdkjQoOTblxNKdhuWclDQ2lBKZnGDmnhncBZfcKzlwG2VMypByClelTKBxLFV/5Ml7Y9JDBRXe70ScNf6b+KjmopxTkjdyLNW4S1mQ9CjeyDkli/5Kx2ndWlcqlUilUvT19TE7O8v776+kAlfyYAoEkGOlyxMm+6NzGN4YPJNOp6lUKrS3txMKhVhaWtL2TefAbpozpnVGd6+i0VQmSVcYWmo5JQ0/j1zkiYWDfLJ8nIXwPGfKV405pCRdSjst212Irchjd2mERQYb3r+RXl2OPFNQ1o0k6fSPpQYcOTqC51mcPz/c/OYPMZaWbP70T1p49x2bX/9Cjc/88vWroW8lysEIU+39VLA4alXo3RXb/ZuDhcexYJ2IBVOJTqrO9uf68HFnoDhQpNpWpfbzGjtZudgKrn58brMo/3A4zMGDBykWi5w7d+6W0pLL5SiXy9i2Tb1e31JN1U6i7NT4WccFMsECX255miOhoQ/c1mJ0LzUrSFfhwhZSeGO4Az4pW49QKM/evZOMjAztWHX72xm1msVf/mWQSLTKww/XuXB+B9/tBHnPC3PIqnBX2CVmwchNVuGwgFQ4SHs4RFskSHssQmsoQKHmknMt5qt1FqvbsxE8EnBJ2XCmahMM+rLnY3Pw8MjdkyOQD1A6vTVOspuF1b9azih9+7gf2La9li38/Pnz2jQoO416vU65XCYSieC6blP/mN2Kql3n5+0X+djkAT4SPcrPefMDtROsF3CtIJGavpDzTmBXbJBqtVqDOlRXygLWVdOmvEE6E5tU9Uo1m1LJSXODUlcfO/Y2ngcn3+2lWCxqHat1eSQkpFpRmoaUKlGqu1uSSR7+6QukFhepRiJUIhGqkQj1eJxKNIIbT1BOJsj39SGVgzLRmFJzSlpMpgN1OpFmJKm61pkhTCan9fcnuTxS4K67CrS0eBQK12o+1PjIiS/HSpebyOTMKXmaSLUy5XnUlhfZG6qQCgdZCkbwAA+Luufhweq/Fh6wkMmsHHg98IrLtAQdUqEAScciFQri2Cuy4noeSzWXfK1OLOBwKBjgsAWeB8uWzRIOWdcij00Nq4HP0lld8U+aTzbKyBAVuqwai4l2YvFWrVlNPmdyutRVjjdBzgldvhRpClY8Nzley/FrVhahWfV0CWmqUjToqrpLeiTdunIOsM4byTtJt86UZfpoyb7rnG3lnNE5Kpvy3SizpMk8PD09DUC2J0u1tYr9A5ul/Pr8lbyTJjQlm11dXbiuu+aU7DgO4XBYayKVmZ+lua11XytezSNZSmLFVvhnMkkp/srxkXTJ9V7xzyTDiue6nHXQaAaU73Mch2PHjhGNRnnxxReZnZ1tkAElj3KNkf2RbhnqXpm/R1eaSD4vZUzOpXq9Tr1ex7IswuEwxWKxYV3W5feT/ZJ8luOmZF72R2fqalZeBPSmPd2cqQFX3VmOhYYIBoJ4qxnsTPkBFf/W+OF5PDTxlzhehXdbP0N9tV35vPx2yN8V7aZSMbrSUibsig3SbkI4XGRw6CqXLvZQKOgXra1G9+Qk/WNjzPb1QcAhVCyRyGQIlcsENgxgvr2dxb4+Mn195IIBigYfnluB0dGVhaGnt8DlkVSTu7cYlsWYE6Xs2vS7JVorTdRICXHaTa74ghRqdRbLVaYyS8wXSiyUKmTLVZLiIzPU30fCc2mxXFpw6aZK7+raV/WgGoSqZ1EFalhUvZV/g6EVe3YWh6ANIcsiEoCgtfJfiAIhC3LRFnKxHeadj9sanuUxc3AGFsA6vznHbNu2CQaDlEqltQOT4zhUq9W1DNHNkuitvb/XgxmwvN2ZhiIYDNLV1UVrayutra0kk0ksy+LkyZMNfqe7BdVqdS21QL1eb/oR360Yr89xf/AAA+Euxss3xud7yq8xWDjN651fIhvuJ9H8kW2Bv0HagOH95wGP06f3NL13S+B5HDl5kkI8xsuf+DhBseEJh8PYtRrRep1oJkNqYoLE2Bj9586x5733uBfIx+PMdHbybkc7k6lb+2GdnAxQq0Fv7/LOb5AALItZJ8K8HSIcCGDhrWQOct0VvZHrYrHi57OUy2FbFhYwl8uTrdaput7ayUvneA8rZVGyOGQ9B8d2sDyPqFsliUvY8nA8lyAQxSNoeQSt1YLTq9+a/mAAz/NWNlOsbKqKLhQch6JnQ7Jj2ytU+7izkN6TppwoY/+tvalNSnd391phVcuy1jZDgUCAer1OqVSiUqlg2zaWZV3fH8YGusE6uftktr29neHhYfr7+9d8e1RE2uLiYkPx8d2GcrmMZVlr5rbdYAK8UYy5KxnjD8QGbmiD1Fab5cnlHzARO8a51FPbRd6msCs2SNVqteGDpCtZAOuqVJWqf+O9SvVsqr4uhUxFH0xOTorfxhkcvMzIpS5mZ+uogrM1jXpPqoUl7bqSBDoTmzKZdExN0TE7x9mPPUl8wwbHtm0IhSjbNuV4nMzAALUHHsByXRJzacKXLtE5O8ueyUkOXr1KJpXi/P5hLu/ZQy0YNJoOdPyQJgBdNIQugkL23XVdKhWYnHTo6MgyNxe8pl2Vc8WkZtXlqzFFXEkalCnKFDmj3teQR0So3+OxJa6Nk1qHKSJRqYNDoRAe6NOjeR6W58JSDtvzqERiuJYNltWgXg+Hw8TRR5dshK4kiKnv6h0mbYDko3qf/E1eK7W6LmIEGvmkiyQxRdkok4WUFfleKQOqH6bq9rpcW1J2TWp53bukeUP9bsotpotSk5CbDJ2ZTs5PySf1PlmOQ0ZOLVQWmDkwQ3QySvliGRe3gRY5p9rb24lEIgwMDKzl+DFF183MzOC6LgsLC2u8lDSo8bF6LQhAaD7UYAaWciF5rsZN3rsxp46CknM5b6U5Ta3d0tUgFArR1dVFT08PsViMarXK+Pg4Y2NjZDKZhj6YZEHJkMlEKnmmvgPSxKaLWJPyKOeqHB8lx+obYlkWPT09RCIRJicnG2hQPNPlCAOzzG+kS7ahi3aDRnnWRR2byrcsVnNk3CX2h/v5UfmVtT7p2lorqxS0+Uz2m1TtMG8M/FOCgcaoSPm8aeOu+CT5dSNrgMSu2CDtFhy7ewLbdjl16oN73t8oDr/zDuVYjMm77tr0M55tk+/pZjQU5MJdR3FqNQYvX+HAhQs8/PY73H/qNJf37uHK0aPkxGTG8wjUagQrFUKVCk6xSLBaJVSpsIRFPnrzJsWrVwM8+mgZx/Go13ffqXLHYVl4lkMhsBpub98+jqw+dj8WTyzi2R5t77QxzfR173Uch97e3jUTjgnyI9QsY7Tdv1r/ctaB9uveuu1IJBIcOnSIaDTK8vIyZ86cYXp6Gtd1jckKdzM8z2NmZoaBgQHa29tvKDx9tyBdzzEQ6Wp+4yruXf4ZnbVJnm37PUqBW+9q4G+Q1uBx6OAMo1c7yeejwPZPqLaZGTqnpjn/+OO4TXay10M9EODygf1c3j9My+wshy6NcODyFQ5fGiGbSmG7dUKVKsFKBduw6+7s6OB7x+/5wDQojF4N8uSTZXp6qkxO3r6Jz3z42O1YTCxS2FMg9V6K4PL100EobYRt20xOTjYEAOiw2TBza8CCIlh565ZtkAKBwFpG6lKpxNmzZ8lms7flhmIjarUai4uLdHR0UK1Wb6u6bUEc9gS6eDl3elP3W3jcVXiN8dBBrkaO0dr8kW3HTW+QLMu6AuSBOlDzPO8hy7Lagf8C7AOuAL/leZ6xKFC1Wl2LxgDYv3+/bH/tWqltFxYW1n6TJxylsjOV45CqTaU+n5hYqTjc1rZEOFLj9GmH6elprdrQFD2nO51I1enGCApYUYcefOttSuEwo3cd1ao3Fb0mM5TOFFnet4/0ww+TKRbpeOddWsbGqIRCFKJRapEI9UgYNxajHolSCQapRcL0vf46Q+fOM9jXh2fbDXyS5kwFqXJVE1bxaGrKAZYYGqowORnSpq/XRRPKNuQ9prGUKnrVhq40hISMfDJVtG/2YdAtUKaEcpJPunZ1pmBTFKIu8aVJJS6h6DFFf+jMRNJ8LPum6JHvlTzVmVXkR8pkplWRS7pSCtAoF+odsj+yDzremKJ31FyS8igjn2Tf1L26xIDQqM7XlUSSf1f0msrS6EqUSLlQEWRX+q9gFS14DbL17Jo8yTWir69v7d9YLEaxWFxzVga9i4LneXieR6FQaDBJaWVhwCU8HyaZSDaMqTSfyH6q36WJVN4rx103rxsSY05MkEqlOHLkCJZlMT09vcabVCqlNVXKMZVjIvumeCJNaao0y8bfVZ8DwQBzgTkuRS7hui6P5B5p6LucG3JOSHrU/JARgmqDFIvFiMfjzM/Pr40NNI61lE1duRKTH5PijZwbutJUsG5ml3PZlAB2qNZJyAryyvyptXfoSpyo5w4EZmipL/BK9BkqlUpDHxQ9kkaTdlPRK2lR/LK9KvdlfsiV1KPkw31NE8NulQbpGc/z5Jf0j4DnPc/7t5Zl/dHq//+rLXrXtqC3d8UPYnR0Z6LC2tJpeqemOHXffbgGn6mbQS0aZfLhjzD58EeAxgVALcZKOBYPHKDzvfdpXVhgUSwEHwS5nEM2azM4VOXVV2+qKR8+fBjgWi7Z9izBy0GsJqbsVCpFT08PlUplUxFRKtS82b2e7UEHBE7fGkNEd3c3vb29LC8vMzo6SqVSMX6Abwae5XFm6AyVQIWB+QFSpLBWC0cvO8tcjl7mSuwKucDKBqWj0nG95j4QRkdHOXLkCO3t7Q2b+N2M+2OHWKzlubA8uqn7HwlfokKIS6G7t42moaWTHJv/AXtyr/Pj4f+DknX97/12SfavAU+vXv8V8AI3sEEyFXpVJz1dThFY313KHbiEPKmoXbzSJLV3zDE3Z3P16sqzut22fO9GB1sFtXuVJw7pwKdOs/e++Asq4TDpjzxkzNmiaDCV7pDOjYoG2XeplZPYqFUorGrshpeXCR47ptWeyXZ1qmvJg7GxEENDZVzXbTiBqtOS1FCY6g+pe+XGTp46dU7nko/yBKROD/LUYzohKZ6YcgnJsdDlDTLlttH1U54qFZ/labtZHh0TJL1qMZVtSe2b5KlqV46lbi5KR2Zd0VlYP82aqpRL2dU5IsuTnRwf1TedNkPSaCotIOnRlYEwadd0xTLl3yVPVSCGLL6sKwFkKqOjy9skc+9kMhkKnQXqwTrBkeBae4p2SYuqGF+tVkkkEmtzT90j3yWd0sE8dqrvXtKjbtUJl8OEw+GGPsh5oJM9+XfZt40FY6Fx7VE0dnR00Nvby8LCAhMTE2sRebr5Cet5n+T6KdcD+btar3t7e3Etl3eG3mG2ZZaIF+Hd1ne5al3lnsA9jNfHueJeAaC/1s+eyh5Oh05zqHLompxvckx03yF5LeeBaiebzbK4uEhrayvz8/MN9yhIGZPzes2hfhNlOjY+A405j3QlkyQfFV0xwhyKDPL8wutYto16s2kdS0YC3B++yoXg3ZTqNlBrkD+1XpgCU3TlX3TayH2ZFynZCaLVDI+M/QnP9/4P1/RdYitSdXrAjyzLetOyrD9c/a3H87wpgNV/u41P7wJYlkd//zIjl3bmJJRaWKDryhXGTpygvgsKFNYSCZbb22kdG9+S9sZGg7S2uiSTt19oqg8ftwOW+5ax6hbO+PWd/qPRKJZlkcvltIcKE2q1WnMT7upeJlDcOQ2S8qVKJBJMTU0xOjq6bWU56ladt/e8zWzLLE/VnuIPqn/AZ2qfIWWleLH6IlkvyxPWE/wz+5/x+eLncXFxPIfh8vaUp5qZmaFer6+ZTXczDlsDOJbN67kzm7r/HucyEavK+6ET20ZTvJ5hsHyBcy1P8Grnl+gvnuX+he9d95mtkOzHPc+btCyrG/ixZVlnN/PQ6mbqD5veuAPo6ioSDrtcurQzda+Onj5NLRRi7N7jO/K+zSAzNETv++9jbUG+jatXVzZ9x4+XePvtW5Xiy4ePOw8eHtm9WXJ7ckTnoli16296IpEIlUrlhvPobMYZ2EusJpgs7lxkZkdHB+FwmHQ63RDev9VwbZe39rzFfHKeuyfu5kTXyof7sHuYR6KPUPAKRImu8SlNmovBiwzXhgl721MiqF6vMzs7S39/P7Va7YYKK+80jtqDjJVmmK4sNL8ZeCh4ngU3wbizd9toOlR8CwuPS8mHWQp20VEe457sc9d95qY3SJ7nTa7+O2tZ1neAh4EZy7L6PM+bsiyrD7gmS5TneX8K/ClAKBTyhobWQ+sHBwfXrmW5BpVHR2dagnVVn6mKvVQLKme/5eVlurtXVLwjI8G1U5ZU4evyzkgVpVRBKhWxrJKtri3XpX9+gcHRMcYee5RQWxshzI7KOsc2nUOq/N3k1KwrsSBVvcvD+3DefZe2+QVyQj2rVLVSpatbPCWfJycDnD8f4pmPL3HxYhtLS4GGvpnS2Eso1bIcB0mv7KdSxUp1tc4JW6q5JQ2yPzrTnoSuerbJLCNp1OXGkSd6pXo2qcHl82sO+YJuU54cxV9p7jHlGVPvMzmtKxmS721WgkY6Uury6MjndM6vG2lQc0LyRleCQY6vDDTQjY/JMV6aKRRPZR8lT+WapfhrMmOosZRtyb9Lnqn3Li4uUo6UuXL3FZZTywSng0R+EaFQWzdDqHaVnMfjcRzHwXEcenp6GpzG1ftMkV7FYnGtNpjCNakBVsUoUo3gBB2tqwE08lHNGSmjOlMzrM9rle8omUySTCaZnp5mYWFhjX+mMh6Sv6ofch7J9UCa/VOdKd7a+xYL8QUezz/OofCha0yoHXQ09OOd8jtUrArHOa41+epcQaBxTdPlX9r43NzcHN3d3di2zfz8fMPao76PG9tQ30vT90C3LptyCSo+yr9LGjKZDB1OC71tbXx97kcsLS0Z54Hqu43LQWeS152HCUf0DvtKTmVbplQVakzqtRopd5G65VB1Ehxefp2JwD7GlgLAIj9yPk7SGQXMUXY3tUGyLCsO2J7n5VevPwX8a+Bvgd8F/u3qv9+9mfdsN/bsLZJOB1la2trigHa9TufiIsMTE7RNTdE6PUOgWqUajTL14INb+q6bRW51g9oyOgpHDt9kaxbf/7sW/vn/lOYTn5znu/+1p/kjPnz4MGI5ucylE5fwLI/kz5OER8JrjsImyA3nDb9PRFeZ4CU8qIFd3f6iqrFYjGQyycLCQkMU83bgfO95FuILPLn0JAfKBzb1zPv2+7R4LQx6g1TQZ+FX9chuBp7nsbCwQFdX16ZLwew09gdXTIBvZjZnXmuxS9h4LFhtzW/eLDyXp4vf50T5tYafx4Pr4+laAb6f+G3gj43N3KwGqQf4zuquPQB8zfO8Zy3Leh34hmVZfwCMAl+6yfdsG2zbY2ioxKlTyeY33wACtRqff/4nJFdPQfn2diYPH6a4f5jsnj3UdlENNYBaLMZyVxepLdkgweJigJ/9Q4JPfHKJk+8WuHz5Wg2KDx8+miMdTXN+/3mClSAH3j1AeuTa1BsbYdv2mlbkRnyPbgRejweLNN2o3SyCwSCpVIpSqWQMPNkqFGNFxtrH2LOwhwPe5jZHC/UFxuwxHqk9ouXFgrXAec7zPu/TTz8f5+M3xbN0Ok13dzepVGpTqT52Gq12gqpXY77y/7P3ns9xXWma5+/emz4TmciEJ0gYgiToKUu5KpVUrkvT3kxXTY/ZnZj9MLERExv7Zf6F/TSzMbEbOzu7G709sx0dPdXTXd6oqrqqpJYpSRQpUnSiAQnvTSbS5zX7ATiJN8FzCZAESJDCo2DoRuLec895j7nnvOZ59cFS65G2Vr+RxhZ9gz2X1/Pf41jlDOfDp5m1Oul2RjhS+YRPoi813Fo07+4C8kAbJM/zhoA7vKo8z5sHvrLZckzTbFBhSrOaJDRTkWE6fgTQZ+aVqkRdNMThwzlCIY9bt0JEImsqWan21dGRS7W83MkrtfuJQoGmYpHLr34R45VXcFZVu4lEgnYa1ZJ+9Pe6rODyXTreGb966U4b8t5oNEq+r4+2c+eIRaP1fGDq3X4TUdVB1kWphd9+O8pTT1f4+m/N85//IqGN1JL10ql1/ajgddTxftFKMoWCDjqTn5/ZTMe94TcedTLXpc2ANZOETuUOejOsHw+IVLWr8qQJQZoJpcxUfWS5uqgR2UZd6gFYU4/7caToTGzS/CHlr5ODXxSpGhfyQyrbqIsslP0g1yFddnNptunr66tfS+42nQlUZ0qWY0G+S7Z9rDjG+f7zBAoBOt/qpFwtN6wXsi/U+O7p6SEQCGCaJs3NzdoUMqo9Ssvkui7ZbLaem01FlvmlxYi1x1joXiB2PrbGBSTmqnQx0KUPkWNQzmWZ+klFYHZ1rfDV3Lp1S7u++UXMSfmrcSjHTXd3d/06Go3i4fHh3g8JekFe8l5qnAB7bwAAIABJREFUMBPKcbx+3p2rngMPTlonCVrBlbRLVLluXeeydZlpcxrTM2n1Wrlp3uRA+AAH3AMNbZB185ufMvVKNpslmUw2mI9l/8q5pMaF7D9dCi85lqScdWuELq0QrIzpRDTCkp2vr/N+/m+qPh3BlXdVwi2+/afGo/x2hAMmBi6OEayvC4bn8tXidzlmX+AfjJd4y34FHAPbHgBehyWoVPRrgw6faybtrq4i/+i35xkZCXP9WgzYOqe37qufUUglGTt6lD0a/5OdiFoigWnbmI7zQMzeCo5j8ItfdPDNb45x+oUFLl3cQhXqLnbxhKNm1Lg0eAnDM+h4twOrunmTSjAYxHGcDXNNKSi/jUAgsCmNU6W3AgaEb4dhe3ySgZWPeywWY2xsbNu1JTPxGWYTszyff56It7m0S67ncrZ6ll56aaKJMcY4HzzPDfMGtmGTcTO8UnuFI94RIkT468Bf807oHXrKPYS4/wjmmZkZDh48SCQS2TAdzMNGOtDEon0nDYEfUuaqD6mR3HhD4nm0u1Mcsy9wpHCRoFfjWugEn4SeY9bs4LdK3+WI/SnvhL7EW+7p+2/EKj63G6Rkssrv/O4IuVyA//Y3bbju1qmJk8UimYkJrp8+/VhlZveCK8PBtO0t2SABjI7EuHy5idOnFxkbLZPNPni+t13s4vOAy82XKUfKnLx8kuXi5j84hmFgWdam01LYtk0ul8M0zbvmaJOo9FewFiwC2cC2kbhYllXPQebHbbdVcHG53H6ZeCXOYGlw08/dtG+S9bKkSPHn/DlLxhJBM8igM8gR5wgdXgcGRl2uX3a+zLcD3+bD4Id8ofaF+65vNpulUqkQi8V25Abpcun2pu9vNovYBCgbUfwMXnF3mSP2pxytnafNncXG4lbwMBUjwmD1AseqZ8kbTSS8Zd4OfZkPQ6/AFshlR2yQPM/zjRCT6jk14f0ifZTaWD6jI04Mhx3+7J+OAi7/+S/SLCxU7yhLnryUWt3P5CHV8ul0mhPj43iGQfaZp0kkEg2qTV10lp9nvrrHjzxQ1lGpOdebzXTX6h5pWrIsC1bbGXBd3HUZnqUaVddXfuSepVKJn/6kif3787z88m1++MMDviR+uggiWa6Ug3xOLRB+CSmVqlxHv7/+WmE9aZ6CLEN30vYjqlNy8osOUX+XJhy/pKHKNCPLkhFV0pym6uBHRKhL4+GX+VrVR5oApOw2SvXiZwpRdZP9K+Uvr+uRL2KeyDmu6i7NV/JdurQJsl7SxCPloMz+MoJWmv/lGqAg56Ksj7r2k1epViLbkuVWzy1iN2LMfTLX8LxfuiFl8kun01Sr1TvSbch3qPYEAgFu375dL1fJVWciVWPTTbjY7TaZSxmSyWS97XKMyfVNN97kuJP1kqbR5uZmDMPg9u3b9Xro1kf5Lt14hjU5ybkRDocZT41zs+UmdsimbJb5SvYrtKZb73iXLFdG4F1wLwAwYozQa/XyevB1+qp9hFaz0K9fkzq9Tk54J7hgXeAUpxr6T40tOZ4liaaUU0tLC4axsvHSRUXqTNB+0dC6dUyur7ooTz+W9UwyTZMVo2hV6+NUjnP5LlXHlmCFZSMJThUzN0qTmyPh5ghXF0iyTKs7R687jGl43LLb+GXlRc5V+1iqrJQVMfp4ITLES9Hb/LD0NO85+4AR30hlKUe/dV5hR2yQHiZM0+MP/mCKTNrmv/yXFubntzYSwHA9+m/fZqm3l2rT1jp+bzfcwCr76xbzaxQKFr/6VYo33liiv3+JbeJ128UuHlvUAjUWM4ssZhZZal7CtVxC5RDJT/R+c3eD+gBs1jnbdd17cuR2u1Y2PLGZ7XMdME2TtrY2pqent1VDMtU0RSVYob/aT0uthb21vRs/JHAoeIhms5kT1glazJVDSrHmz0AO8JL7Epety1wwL3CAA/dV73Q6TSgU2nEJeZPmypjIuhtHQdafMQo0ewv8z4X/5Y6/VQiRM5K85TzNWXeQ4bw0S65sgMteiF8VDvGrwkpw0QaJBu4JO2KDZBiGlrMC9A5ifs6NutOJ3I1PTEzwzW9W6O1z+C//2eLjj5d9uUh0qSjkTlqeoqVTeX8+T7xYYvqZp+u7bXmK0zlr+mlJ1O9+PBI6zhC/tBg6Z0B5oigWi9jWKg+OJp2CjnNJtkfWSyfHjz4M8MYbkEjkmZvTO+vquGBkuLHfqUddy9O97B8lB3ma06WwgbW+8tP0SOiSCUtHcHlaVfKT/SNPoqovpTz8NB+6ceGXZkWnufI7/el+l7LRJYKV1zr+Fj9Nnc4hW8fNAo1zRoV4y4+mro46HhhoDH3XydEvjYoqT3IJyf7VzUt5Op2ZWaOCm5+fxw24LDcvU24vU24vU2teecYsmHAJgreCMAaL7koZulQm0Mi/1NnZWc+3FovFaGlpaaiXLmigVCqRyWRYXFykUCjU26xLslqXy8zqOGh2CRVD9dQcsl4bzR/Zp5LwUa33HR0dWJbF7Oysb2JiBT/tjuxrnUY6kUjghByaa818w/zGii9VWK+59wt4eSry1B318UuHoRANRDnsHuayd5ljiWMECTa8T2qN/Nbz9vZ2SqUSoVBIyyOm0xz6jQWdTP36T/eNlc+3hlbqULAqdZnL9sg2qDLe8QZZjLWSo4m5aoisFyfrxRletCl7K/VYGRe5hjklHdRlv6r57tcGGeSwkel2R2yQHhaOH7d56WWHn/88wIcfbg93R/eNG1TDIZYOPXio/MOG8jvaag0SQCq1Mjmz2YfDVr6LXewkOKZDPpknl8oxf2yeSnNlJdGTA5G5CMFzQUJjIQILAZZzm/c3UpDahGg06huxqUM4HCaTyTR8cO6KuRXuo2KmSGoitfH994G2tjZyuRylUmlbEtAq1MwaCTuxNUm37gFPGU9xybvEUHiIwcrmfZ5gZSMajUYZHh7ecWlHUsbKwSfn3V2LJvGJPcAt4xkAis7ac2Xv7uavh4HPzQYpEHD5oz+uMTFh8JMfB4HtyRPWtLjIUns73hY5OT9MeNtkYgNIZ1TiyRCPSVDfLnbxwHAMh6HmIa72X8UNuBiuQXgxTPp6mtBkiPB8GMM17poYdiOEw2GCwSDBYJBoNNqgMdssVJb4zeQ1MzyDyGKEUkbv8/egSKfTRCIRxsa2Jjfk3VA1q4Tch58Ps5tu2mnnavTqPW+Qent7qVarLC0t7bgNUsBYzZrg7dw0KPeCHfEVtyyroaOl6lqq8pR63c/Z9m6Zhr/0pTkyGY9//+8DVKtOXXXsZ9/WmSmkWUCa1eSCFC0UyO/Z06DO1GVn1pkFQG+ekup1v/QSOrOZn2lOqSOlGWp+fp5wckXucoOkVNbS1ClNIcoEJt+lSznR1LQi74mJKi0taycDvxQYqi91qtP17VF1k+pb+Zyqm/wI+XFzqHtlXfyg4y2RY1O+TxdAsBEHlBzHOsdcP/OWznwonV/91PaqDGlW8UvdoINOra/Lzg76sSnrIp1M5b1Kxe7n8K1kKrmgZP9IKDnIdunGIKzNKz92asnuPD09jYfHTe8mk4cnqcaqRMYjxG/ECc+Gyc3lqFFjubw2f/34hhT3mzJjhcNh2tra6mtGNBqlVqsRCoXq5j8pDz+OLiXHkZGRBnl4nsf09HR93suxoPrEi3jYCRvP8IjH43XZ+Jl55XhTbZOmMFWXYDDIwMAA6XSacrmM4zikUqmGOuhMftIM35AhXnxH1LVcb9rb26lRIxPPEA3cyeflp7mS71BjRLZRrudqnK53JK94FWrUqFCpr1+qHX7mK8uy6k7xU1NTBAIB7fdvfRlqvZZ/l3NRtznXpUaCtb7SpT4CcIqAB23xDAvFbMP710Oa3pQM/IIzlClMzjM5Z2R91DddfqN1gVuWYRLdYHO8IzZI243W1grPPb/E+++bDN3cPl2qZduEymXKTY9pgtbVj6G5DXwjLRmXatWgWDQRa9QudvHEIR/Jc737OgvJBcL5MH1n+rBvbM2JOplMYpomnudhGAa1Wg3LsjbcvG4Ez/Oo1WrE4/G7Omx7lkftt2sQgUOfbI0bgWEYtLS01Dd4k5OTzMzMbKtprWSU+BW/wjZsot7DzWrgeR4/5scsscSrs6/e07P79u2jVqttGH31qFBiNc/ndpJjbQEMDP7tif+eZ1uP0nf2Nd/7PgcbJI+vfX2WatXku9/Z3tw1ceUonXi8otcUQquOpMXmrSd0zLS4LC4GYJvTEuxiF48KFaPCp02fcr3rOpZj0XWli5bRFgzPYJF7/6AFAgGSySTxeJzW1lZCoRCBQADbtusaAnVKfpB0IkrjkUgk6lok7X142F+18fZ47L+0n6bc1qxz+/fvJxgMks1mGRsb8w0i2CqMhkd5L/keNjaD3iBHObqt71uP3/AbbnCD13mdlsrmT4vRaJTW1laGh4d3ZIoRgOJqZFlsh2+Qvtn/dU63HefC/LW73rcjNkiWZTVEY0iTklTF6hIo6niSZFTEwYPz7NtX5vvfS1Gp1FCaebUI+HG+6KIW9q0mdAU4duxY/VotUunh4ZX7OzsaTj/SXKDUs358HXLgq/r4mSakqld3r1/khVL7ykU1EAgQnZrGDYVYbkrAqvpSyV86cOpo93WRYLAWPZLJOORyMaLRaIMqXqq8dRFPcizI53TmMik73SLvR2Mvn1PmGJ3Kdv1zqt/8IgtlX6n2+EWS6LKr+2UAV3WUsvFTr6t0DX4OuHJsbpZ12c/8Jd+rW8D9Pnxq7Eg5y3tlvytTk4TsV6VJkU7KUjbyHbp54DdvdSl35Np0JneGoYEh7IBN4maC5kvNlBZKTDIJNI4b1TZZlhpvzc3NHDlyhGg0ekeEp+u6VCoVgsGgdjypcuXckGZp3bjIZrM0NTXheR63b99mcnKlvirqriH7+leiZA9laT7fzCHrELQ2ykyXymQ9lBxmZ2froerlcpmxsTFKpRKWZd01CavsP+ViICMLpQlU9p/6fbFjkV/zazrp5J+k/gntgRVT7EZmMT93BZ0LgpxHan1T4+dK+QrvzL3DYQ7zlPcUF7NrmeSV6UfKTso0k8lgGAbLy8v1fpX1knWQclDj249TSY09v3ki26szMUtTl5H2YAFaY831eavjrINGs78uOk5+76U7iYKUs62JvPYbg1/Y8wzf3P9b/Hr6DP/x2n/T3lN/x13/+pjDNF2+9rUcoyNBzp2LAdvLxhpe7cRqcnsiO7Yb4fFxKnu6toH926OlxWNiYjeCbRdPHspmmRsHbxAtRjl64yjZG/e+zsRiMQ4dOkRXVxeO41AsFslms0QiEWzb9qV/eFAkEis5ErPZbH1z5Id8f57oRJTktSQcebD3KrNgPp9v8IPaTiwFlniTN9nLXv6EP6lvjh4W5uw5/nLhL2mjja95X7vnhLVqE3C3DeSjRtWwcXCJPALH981gT6SN//HQP+bG8ih/fvP7G96/IzZIpmk2nBLXazYU1E5X7mjlaUntSJUj17FjBRJNLn/1VxGWlwsNu0wd343ccco6qLpJLZd0Ak0mk+C6tE9O4RkGTnMKx4cptp5UT5Tv5zyndt7yN3la0vEc6Xg3oFEjou6Ru/LC8jKhiXEWT55q0DYoWcrdvKy7TiMm69Xc3Ew87hAOl3CdDO3t7b58HTqWXF3SRfl32R55OpFyUHWXHxm/RJSqHbKNfhoincxlfeW1apt8l+xXnVZB1lFeK82RdD6WZelYt/0WVVl33QLs58yue16XHFT+XWpKdRo8v0guOV50zvM6zZef/4qOpV+3Lsh6wVr/yFO42lAM7RvCNV1S76bILmfr/iG6hMmwpnFOJBJYlkVbWxuZTAbP88jlckQiEcLhMOFwuN42qa3yq6Ou/6SvitSWy4CXbDbL7Oxsw7xXZaj1xsOjHC6TrCZpbWnVzlvdeIbG8ajekc/naW1tZX5+vkFO0pdKtUeOFR2XmXTGlmuEXCvb29t5y3qLECG+Ff0WMaPRCVk+pzRPumTg6+uj2ibbqJu3tm3znfnv4OHx1cJXqXpVqlSZnZ2t36tb7+W4UWttKpWqt9nvW6kb/37abSVz+V6/vtwomCQYClIx7QYTmx/nnG7d9eMMVM/JftIxfENjv8u/R80w/1Pft6h5Nn85/zNaOlbG8XvvvXfH/fW6+/7lCcBzz+eZnTW5fn17d9xmtUrv332H1GefMf3yy2BZsMGHZachtLiIValS7rrThPGgSKdXZLG8vJuHbRdPFirBCpOdk8SH4wSXN6/ZMQyD1tZWWltbMU2TQqFALpfDdd0G0+p2wjAMDMPYHFN1EDzTI1Dbmk/GRge6B0E2lqUUKrGYWKRm1KhYFc6b5xk3xvl68Ot3bI4eFkpuiX2hfSS9e2dHh8dDgwRQsWpE3EezteiMtvBne98gbkXJOyXydpFlu0jNsPnne94A4D+MfZusszmm7yd2g9TeXqWnp8r3vxfG87bPMTiUL3Dgr/8r0akpxr7xDeZeePAMwo8C0VXtW6mrC7Y4MWQ6vTKx8/ndDdIuniyM7hnFwyN1efNmdWVOC4fDLC8vMz09ve2bIs/zqFQqOI6DZVn1PF6e522Kg8lLrPjoBKpbu0HaSEN5ryiFSpwZPNP4LtciakTZ4+3hqcCdzNcPC3ErzqJ9/9FnSlY7fYNUNm0izoOZgQOGRVeslWQwwc3cxnxYTcEYf9r/db6x9xVcz2WumiURiJIIxLCMNW3Zu0sXuF2ZuktJ6+pxX7XfYpim6es0K6GL1JCqZ+WcvbCwwOuv21Sr8POfF+omFumIp1SXuqR+0KgmPXBgJV/Oem4Vs1Jh8HvfI7y0xPA//TPyg4M4q+3wM1OotsnyZb10aVbk87r0FLCmrpTPyzroHMHlybFl6BauYTBhWQ1O7qo8P74NBalGXa9iHjycp1w2qVZThMOmL/+PzvTm528hVfGqbjo5y3ulnOVHQcfT4edMLfm6dI7+Uv5SDrokjzqeHTkepQnNj2NmfV3Wv0PJz4/XaSPnYb/0FOvLXw81V/2yw+vSlch3+Y1j1Y67JUcG/w+vn5lPwc8MoX5Xzs0Ac9U5ptqnSE+kcRdcKqshzuqkL53ou7u769f9/f0YhkEwGKxrkaQpRY5NNd/9HON1Lgi69aRWq9Xb7jhOvd9mZmbqhIxyPVBOwCohb7Y3S5kyHW4HsWRMKxtphte5CsCaiVL9fWlpqaG9OtOQXPPke5WpsqOjo/6b0bYy7k7Pn+ZI9AhhL4yFVZeNUTXq/SRNc1L+at75pQXSccr5mWmV43WhUMCqWeScXENCZCkbJUfdugAr48l1XeLxeH1Nk+PCj8NLN84lVL/58WfpAof81vBgMEgl4NBVSfFvwr9HkQrZ9jx5t0TeLTEbXiBnF1m2C8y6C8QDUVpCKdqjaTLBFC3BJC2hFKlgE6ZyLq8u84vx3/Dm+Pss1Nb6IZVKETQC/FbXS/xe96tEzBDvLX3KT+bfJ2sXME0TA4iYYVKhBM8mBvnl0lnf4CUddsQGaasRiXg8f9rl449NNIFvWwPXZf93vkN0dpbhf/7PyB88uE0vejhonpigmMnU041sFSzL5eDBPNeuJXDdh8znv4tdbCOm90+DBx1DHZsO44/FVjYXtm37bh63A2rDqsxqMzMzBINBrl+/vqnnS60lgrUg0crWcAZJn5IHYRFfj5qxsslI1VLEIjuDst/zPK451xh2h+ubs/uB0vztdFxPzVAMVKkulYgTJoBBRyDNgLmHaExPqeB4DgvVHHPVLJeWbzFfXWJ0aZKyU+XVjmf4w76v8Id9X+Hjucu8OfEeFxZv8IXWp/iTfV+hNdzMp8s3+O7M20xW5hvmlQeU3ArVms1PFz8AwGLzGrgncoN0+gWXcBj+4e3tW4D2/vwXpG7cZPiNbzz2m6Po9DTNExPcfPmlLS+7v79IOOxy9erjyQ21i13oYJs2i12LZMYzhCqbj9hRztgPm8dGaZo8z8M0TarVKtVqdVP+Rx4epdYSmeXMPUde+WFmZoZ0Os3g4CChUGjLItksb9W3ydwZqS5u1m7yZvFNRu1RMkaG3w/+PmU24fO1DtFolEwmg+u6FIvFByYG3U6UAjVupGYZXlqhvZlZXEvUvLyUo8mKkQzECdomBbvMfHWJAhU8vAbNo9I2vj97gZZQiq/veZGvdb/E6bbjlOwy0UCEofw4/+nm3zHOPNuBHbFBCgQCvjwTEkqV58chZNs2AwNVfvd3HYaGYGjIvePv6+FnVpPmNKVmVn/P3L5Nx0cfMfX888w8/TRhTX39VMzqd10qk/VQal8/c4EuNYOOGwn0fE/qt73vvocdCHBxTze1+fmG6DZVnkp5sL49aoGVKmpZr0ODWYpFk6GbIXp63DvaK+so5a9U/H4pJWS/KRWyVIPLcpUKWWdOWl+uqoOfClnXb5uJdtFFYciPk+oLXWTieqhy5bvkyVL2hfpdl/Zk/Tt0XFq6KLcGbhyh4pe/q3b4Mf7qOKuknFt86NZVfXVq//VlKOj4qGBtHMvxLuUo+2o9x9BCZgHP9AgPhykUCg19qT5evb299d8OHTqE4zjYtk06nb4jlYOso87kK82tftFKqi90Jh5YGTfhcJh8Pl8388i5LN+hzN3pdJqlliWcqEPPQk/dLKUz2co0EHJc6UzQtVqNy5cv09/fz/79+4nH41y+fLkhSlDJ0c98r8zdfX199d9GkisbrWgqilu9M92T5IXyM1Uq+W3G7UM9J90DbNtmzBnjl9Vfcqt8iyaaeHn5ZQbKA5iYTC2t+cDIsavWWjmn0ul0Pb0MUGc7V/0u54kcUzVNFLX8uy5KTcpjI+d5vzm3vu7r61Kr1ajhMU8eGxsCYEZCZIIrY0/nBgMr4/RHC+/z04UPeDZ9hKdTh7haGeHs8md4FsTCa/eqvpKbSGn+lWN+I43cjtggbRWefrrMH/1xnqkp+L//r+1RRZq2zaFfv0Upk2Hs9de25R0PE6F8nrarV7l58AC18NaeSoJBjwMHily82LStjvK72MXDxmJ6EaNmEJ3fnMnJ8zxs28YwjIaPyMOActDWEWNuBjNdMwQrQTrzWxvh6rouN2/eZHFxkQMHDhCLxfj44499c3fdDR4eF6IXOBc8R6vbyh53z5bW9V4w7AzzF+W/IEaML/NlTnGKhfLCxg9qEIlEaG1txXEcHMfZVDLhJxm25/DBwkU+WLjY4EN2L9hXqVAzDKaDwQ05/56QDZLH089Mcfp0nhs3gvzv/5tNubw9H+Tej84QzeW4+mf/BG+L/XUeBbrOfYLhedwYPLzlZR85WiUU8rhyWZ8sdBe7eBzh4bGUXiI2G8PY5MZffdgehh+J53lcv36dSCSC665o0VXuNpUE1g9ui4u71yXbkcVusplvnqcSq7Dn9h5MtsdlYWRkhHw+z/Hjx3n55Zc5d+5cgzZqI9SMGv+Q+AdGwiMcsg/xeu11AgRWNBSPANeca1hY/JvYv8Et3b8ptbm5mba2Nmq1GjMzM75a1V1sDnHb5nenpjm5qk0smCa3IhF+cpdndsQXPhgMNqh3dWp9WFPrNaaZqPKl18Y5dmyBs2fDfOfvEpTLa2p9qWbbKJRWDsDDh1c3DJ7HsVCI5lu3ybz3PvHxceaPHcM+cgR1DvRLVaD7Td3rp6LUmRr9KO8l1L1+Jh6dStUpFuk8f57Z/fuZ9FxYNVFJdaQ67erSgIA+akjJ/OmnC+TzARYXW4jHjfrvOpOW3zukela2xy9b+Po6wJrMN5P8Uql15b3y1Kb7uPiNMV2WeR3JpnzHZuqo7t2IwE3WV5YrVde66Dd5gpfmJ93pVcpeN1fl2JXPy/67H2Zov2zk6n1+pj+dudsvak9HcFer1SjFS1TDVeJjca2JWZkWZFqUQCBQN4+ocqWc15sh1r/Xz9Ssk10+n8fzPEqlEoZhYFkWgUCAK1eu1O8ZHx+/o+2tJ1qZem0KLCjbZSLlCCknRXI+yYA90JAdXY4n3WZGjgVd5K0c+/l8noWFBa5du8axY8cYGBhgYmKiXjd5r5Rpb28vOSvHTzI/YZFFXnVe5cXQixjhFZlJ865a06TWQZrG5bhQ7/VLnaNL9yTH9sjyCN1WNzErxkRuxZQpfaykPOR4U2M2FouRTCbrrOrlcplkMtkwxpRJT+dqsB7qu+YX1az7TdZR9qVa6/yIdOU7dGlJ5HiV41/JT/cdkc/Juvhp05RM6t8xz2NweoY/Xloi4rr8bSjEvGlwyHEY3EBbuSM2SPeLQMDmt3/nNr29y3z4YTvf/Y7DViRDjToOfbdv0zU1RdfUNOFqFQ8o7uli8pVXmH7xBZ6EpBldly8TrFQYfeZp2AxZ3D0gHHY5eLDCp5+27JrXdvFEIZtZ8esJT24+IWetVsOyrG2PXPM8j9nZWQKBAD09PQ1MzXd9Lukx88oMgVKAjrc66Gvpw8B4aFqL9vZ2Dh8+TD6f59y5c5t6pmSW+FnLzzAw+CP3j9jn7XvkUV4Ft8CEO8HLoZcfqJz29nZKpdK2EGl+npCs1fj9ySkO5/PcDoX4q0yaq6sbp3eCwQ1Nljtig2SaZsPO3s8BU032fD5PLFbltdc+I50p8uMftXL+fBzHWXHw80u6qXNIlbvyVCoFnse/+vQibddvUIlEmNm3j9qJ4yz39xNYXSxC+DtOS1W6go4OXufQCnptktzZ+y2w6hTtd/qX71Pv6Lh2nXxrK/nubmpXr9b/ruOCke+VWh9VljxxRKNRTpxYJhCAqal9pNMrzq7qRKFLwQGNpzi1MPgl6pWnC53WRy4sG53YdX0hT61+2ipVN+nM66cRU33ox7OjTo9S87GR5tCPy0nWUV3rUin4levXP4ofa6PUK/J3v3QAsl/VnPErVy5iuqS+GyUFlnLS1cdPzlKmKkVGpVJhMb1IZDlCoKR3llYapPXj0TAMcrlcfV76acF0zvfr55eC1LwvLi5SKpXqshsaGmpICDo6OnpH29T5YcKRAAAgAElEQVQGqPRKCSfocPTiUaLJKAcPrETmSq2RlI2sj5qL8u9SCy3XL1U36dTe09PDwYMHWVxc5J133qnfr+6R3wblmO3hcbbjLA4O/zL4L2kzVurpp4HQzT+5Pso6qjVNynmjRMtqXH1Y+hAXl4HqAPlavu50LvtXvkuO7XoQUCZDIBCgUChoE+5Kmfhp1WW6DZ2vjo7nyG+zIPtK1d1vfdRxOMk1Ubc2yTrotNCyLPmtlGuAjuevJZvlX09OEfA8/ioS5uehEF6p5JscXocdsUG6H/zWN66SSFT4m293MDS0dXwXqUqFtlKJK88+y42TJ8Aw6lFsj62wfFBONtE8Ng5b7vjncfJUnqWlAPNzu+H9u3hy4BkexeYiLcP3rlkxDKPhI3SvDreKw0j5E61HrVbbXNoQHSxWeI5KD8+B3DAM+vv7aWtrY3JykkuXLmlNPzrcar7FbW7zdePr9c3Ro4bruXxQ+YBuumk37j8Rrtq8VKvVh+7Q/6Sgo1Tiv5ucomwa/KfOPXy2nNv4IQ0ey2++abpkMiU+PrOXoaGtNXbtWz1VTPfs24as9jsL2e5uOj67RmSLU4scGizS01PmZz/LsBUmz13sYqfADtp4pkeodO8Rn3c7rUaj0Ts0aWojZJrmHT4farOkUC6XyefzmKZ5fxxL7srm72HBsiwOHjxIKpXi5s2bDA0NbfrZXCjHlbYrHOAATxmPLnXIepyvnmfBXeB3+J0HKicUCtWj1nZx72grl/kXQ7eoGQb/Z1cX8/fh46iwIzZIhmE0qKPlBJcOgIrmP59fURvPzJSYn1/bGarTh1+GcalWVCYHaWOPx+P0j4xSDgSYj8VgtTxd2KmfWl69T75L5zync+D1K1eq0f2gq6OfyUlNvFz3XmCFRTsg1NHy1KLUmLJPdNm1leyDQY+vfrXI9HSIsx8n6e2900lXqps3cj6VvCV+jvwFDV26vFep2tc7hipI9blqux/dvzRVKTODnwO0hOpLv/cq3i3ZXikPaS5QMvdzkJaaCSVfv8VWp4mQdZRpZ+TvCrr0FKBP16BT1cPa2NKlr4BGc45Ow6Dji/Jz/JZ9pWTq51As/XeUqSpvrqb/WXYaorpkHdbLybIsQqFQXfvjp+UxzZU0PPKf4zj1EH0lk3Q6Xd8ISROa67qUSqWGVBaTk5P1a+m0rMweKgXKZHSSSqDCoUOHABgYGLijXZJTSf6u5oTsM79Q/Ww2Szgc5vDhw8RiMS5cuFB3GFdtUFBzUWnwAeLJOG+3vk3IC/GG+cYdtAmSR0lCx9sk+0mOUznHFfxM40oOs8uz/Kj2I/YYe2ibb2N+lbhQfb9k+XIMy2s1HsPhMK7r0tTU1GAek2Naxx0m55+UiS4YQf5d1U3+Xc4TnYlatmcjLZdf4JAurZbsE12QhJw7Ol67tlqNfzE5hQv8R7E5kuunH/+VDjtig3SviMVWo9lKFqC3Dd8v9iwtMdHc/MRrjwCKLRlqkQip8XHo79+SMr/8lQqplMP3v9++65y9iycOTng1Oq+y+XQFjuNo85FtBmoxl3ndlD/TesqAjXJu3RUGuMb2s3snEgkOHTqE53l89NFH9yQLgAtNF8gGs7y+8Dqxtp2RSgTgV86vKFHiW9a3HqicUCiEaZq+Pk+7aETIdRmoVDhQqbK/XGZfpULZsvhPe7uZ24Kkvo/lBikaW5nIpeLWRoRYjkO6VOJq59YSou1UtF+5QqBSYavMYC0tLq+/XuXip3HGRrc3O/kudvEoIDdIHo+OtE8RTz5oygk7aDNzeIZsT5a26vb68oTDYY4cOUKlUuHMmTP3nIPNNV2ux67TW+plT+XREUGux/vl9/nE/YQXzRfpNDuZYvPZ4tejubkZz/M+N+Y1w/NoW16mZ3GJkOvgFUuEXZew6xLBo2qaTEcizK7+U/qj9kqF5xcWOJ0vEPE8HGA0HObtVJIz6TTzoRBsQQTgjtkg6bJ7Q6MKUql4k6kVP6GZmZJWXSlV5n78FepEtm/fvvpvA6vmtkhnR4NqUz3nF5GzGZ4iBXUy8Dsh6CaGX/oQndpXlx4BGk0HuVyO7rNnGXjrbWa6uvj4qVMsDQ/X/y5PdepaqjbltSo3kUjwz//Fypj85S/XIih00Wa6aAxoVHcqE42f+tYvHYaC7BP1Dr+xoDPb+KlkddFKfqlTdNGYfpxXSmWu41iRf5fl6p5f3x5d1KTOVCbrqCK2oNEso/ugyT7T1VFqOOTfdWVJ2fiZNKoas7duk+BnYpOmV51pQc4fHTdOiZX3lhfKviSAMjpKQZddfSOzjWyHX1/r3Alk/+nSBgG09raS680xPDhMzaxxKHuIP933p4TbVsa3mqty3bgXhms5LlzXxTRNkskkuVyOS5cu3ZECRUH2pVqbVeTaZGqSmlljsDJIIBCoP+e3/uq40DaaJ+vLUPDjY7tmX+OH5g/psXs4WjjKDDMNbctpuOXktVwvotEozc3NuK5bb5Pf2q/a42eS180PXeSavPZL97VR+h6/ayUnuYZUq1WaCgX2zM3xwsQk+7JZopr1uwqUTZOo69YpdVxgzjQpmiZ9tk0NOBeL8mEsxlgiQU1GXLtuQ5/6yWkj8+CO2SDdC+KxlUFeKGytCSe0+uGvhp9g7Yfn0ffuu/R8+BHjvb2cffWLuFugijxxEk6dgr/5NhQKj+Ww2sUuNoQbccEFo/r4mY/dmIvT5eD0O9zefxtM6Ch1cHLhJKlainDP5nmd7hXhcBjDMLh+/fp9c/uMN48Td+J01naGhv+id5E3zTdppZXXC68/MNN4KpUiEAhsOpLvsYLncfzTi+y7fYtkcWXzthwKcTOTYTjdzOVSiYppMl8sUjUM3NXgBNPzaHUcumo19tg2ndUqacflb+MxziST5Fe/XaH74hfz2LPn7gFKj+WXLB53cV0olbZ4g7S6461Gtm+heKRwXbq+/wMyZ84weeI4Z55+GraAuC4YhG9+EyYm4Je/hJ6eLajrLnaxA+FGXMyyuWVZ7R8G7KM2tadreKlV7UkFUkMpUrdSnD54+qHUIRwO4zjOPZvVFMqBMnOJOU4UTzxy2buey3u8x/u8zz5vH7/t/vaWpDVpaWl5MD+yHYye4RGOXb7MWFsrF/fvZ6K1leFare7rO7MabFBe9z1yDYOZQICZQIDzNGrywg9wsO/ry/HyK5NkMhX+3b/zv29HbJAcx6lHqEGjCkyn4o3FHEolg2q10RylVGp+6QIkeZaK3pDU9UkV/ZFMaSNjdJFRoCf3k6cAHWmh/M0vo7aKvJBqYV0EGejJzdZnTN/zve+R+fgs10+e5OqzzzB082b97zdu3Khfy75QA9Ivs3UkEuGNf2TQ3g7/8f+IEI0GGhxKpWpTmS+k2lj2jy4CzC86a6P0LrqM9n4pTnSmDj91tJS5jrxMPic/BuodunEFa+2U493P7KIjI9WNMXmP/Ltsg46cUf5dZ17UmYDWv0OZdvz6WkKX2kGOY51Z0s8coPvNL5pTtUOOUXmvfIcym9wK3MKNuhRfKWL/ysaorIwtaTZRbfYz86m2yTHoZ5pX9fUzb+lM3w0f2YNQfa2KNW3ROtFKfCFOZDnCkcEjcAD6RXCG7Fc1DmX5fiR9Okh5KF+pYrFYl680F8lydUSrpmkylZ4CAwYqA/W/qz6W7fUzlamxJceFn/+Wbjyqd4x74/zU+SkL1gKHKoc4PnmcOeYazEhyDqs1wM9FQa1T8XiceDzO0tJSgwz8TF1qDMl1cKM0HH5zRvWFHymvX/okHXTkp7WlJU6dO8dsc4ofPvUUnopI84noVdgozZGE7nsg5ajaYBguz58e4+DB2+RyCT45dwzwp5jYERuke0Eo5HDylM3oyNY6aDdlswz+5gMKySTFZNPjJ5hNIHXxEounTnH12We2tNzDgwZjYybXrz+JUtvFLtbQcqEF0zbJHchBF4TeD2FdfXATNaywQ9eSNUrtJcyaSWL4ztD0e0EtU6P4WhFrxiLx4wStna1bUs97RTgcxjTN+yax9PAYS40Rq8YomkVyVg7HcAiaQWrUMDE5zGFibE9Um+d5jHljnOMcV7lK3IjzlcJX6Kv1kWVrOOT6+vpwHIdCoaClJHic8czVq0QqFX5++nR9c/QoEIuV+cIXL9PWtszQUA8XPz2CZd3dnWZHfNEcx2ngHJG7RcnzMTU1xVe/ViKR8Pjbv3PI5XJax1s/ngPpHKwo9KPRKJFCgS+89TaeYfCbr3+NquviiFOJ7uTsl/hPx6MjnZ51STz9tD7quY2c4GBtB+630w54HlalQq29rd4e+bw88cmFbKMEv8FgkFRzmVIxWNcQ6bQ3so4NalJxYpdykJwgCn79qk7X8sSh096sdxxV0GlfNpOoUt3r57Cve4eUhzzBqrJ0DvDry9XJRp7cdI7+fqlI5NjVOb3qtC9+KUF0cpJj3y8wQd3rx7Ulx5O6lh8RnTO1H1mi33hTkP0jHbYVT9Xi4iJt420Ul4pc67lG9ctVAscDBH4dwJxr1D7K9Ua2Qck3Ho9TCVVYSi6Ry+RYSCxQDa71R3GwSPv5dqLZ6KbSJ8lxYUdsRr80StAOcvDKQYJ7g+zfv79+r3KAluNZzhmdHKVsdPPab+wq/qfZ2dn6c7L//Hxu1LsXigvkIyt9/LPQz7T3nvXO8gfeH9AX6btrWXfTgChizsXFRWrUGHPHmDAnGDKHmDfnCXkhnqo+Re9kLwEvwBJLdc4p+f3SBWrI/pPce52dnUSjUZLJJIZh0NPT01BHnTYY1mSuS5ECjWNbJlpeXy/5u067uv5eXVogCfkdyeVyNM8vcOT2MJd6e5lpSlDUaNdgbRzK9sr1Ua0Hm4nuU2NLzr+9+zyeefp9DNPlypUvMjfbRzq9cXLwHbFB2izicZdXXy3z8RkYvr01ZQYrFV5482cEqlXe+0dvUNSQhD0JsFYHoxPbmHTyXhGPeywsbG8Szl3sYichVoiR/HGS6kCVwvMF7D+xCVwMYN2wqEVqYEApUaqzU7sRd4UWwAAv5JFvzpNvzVOKrmxcg7UgLfkWMssZAhMBCskCIwMj3H7lNs0jzey5sQfL3pymqhqvMvK1lezxA+8PEKw+2tTaiUSCQqFwz6lVFAJ2gJMXT2IHbFKxFAE3gOVZtKfbsTwLL+XxfeP7/LXx13zT+Sb91r1zuv3I/REXvYs00YRneRQo4AU88KDD6+DV0qsM1AYIEmTem9+4wE3CMAyampqoVqsbHkYfR5w8d5ZSOMyZQwcfWR1CoSonT36A41qc/eirOM7m0wQ9Vhuk179cJhiE731va8qzHIfTP/8F8VyOD77+NXIPKXP1o4C1urN34luvho7HPYpbzEm1i13sdBgYhG+GCY4GWT6xjH3cxj5pU2HltLuEPwmi4Rg0LzfTOdNJOpsm42XqzsdLlSXCs2FSCyludd9isW8R0zTpvty9YZ0KHQWmX1hhP0+MJojmH20uL9M0iUQiDZaAe4WBQTK/cnBNG2v+jQl3VVNAM3/m/RnfMb7DX5b/kn8V+VfssTbPk7TsLXPRuwhAhgxxL06CBB21DjrdTsKEqda2J7KsqampnsT4Scy7FqzVWEwkqD1Auo8Hg8fpFy4QDpc5c+bLlEpN3At12I7YIFmW1aBakw5vamKlUjYvvljhvfdgdFSvKlSQajOpypWcR3u7unjmF78gPTPD9d/7Pcwjh0n7ZBJWqkudqhH06RRke3TqcVlHP/W5jhtHZ26ANTODzokYILoqx1p7O6zWV5br58Sr2uZnGkqnE0QiRSBRVx1L04Ssg47TRS4KfpxIOkjVsipPl71bXksTgJ+ZT8nUT/Wqc3T0c2rWOTPL90qZKsd2qSaXY1DWXafmlnXQpYTwU03L5+rzzoPAchuGE4CAg2fZYNqU7QKuVSGeXOszKSfZNvU+P7OaLuWAnxO97Fd1LYMZ5MlbpXaQ/eBXrhp70kQnZSflq56T5pGGeX+rTHWmSi1WW0ttE46guCRj0Vj9Oh6O01RpIhpclWOTf7BCaiHFp+lPybfk67/LvlRtdw2XiYEJprqnaCo18dToU8SrcVKH9al6NjJrbuQMr3Mq141BNadnZmYol8v1ustxI8e2ztFYms51TuOJRIIYMX6f3+fPQ3/O7dpt2ty2hjqq/lufDsXF5Qf8gAAB/qT0J6S9dL3uy8vLddJHWQcpJzVn/JzWdfx06jtkWRaxWIxQKMTAwEC9f/1cHHR9Ic1UctzoAkdk/+jWV/mbbK9cS1W/yf7zSyeUz+eZTibpHx2jWCiAYTTML51p1S+9km79knWQgRaJRJxkskBra5n29jE6Oua5du1FKuUuQqFGmUoznA47YoO0Gbz2+kqH/eiHW+PkdeDcOTqGR7j11a+ycOTwlpS5kxG9dRsnGqXa3g6jo1tWbiy+soiVS4/NUNrF3eBYhGf2Eyil7vhTGPBwsc3beIk7yRA/7wgVQoQKofoCLD9YCWdtYxbz7k2L21RoYq55DtuyCTh3zrNqqMqNYzcoJAt0TK7wGlne1jiOPyiCwSCO49y3g/a9IE6cAAFy3uYzt/+G3zBqjPJ65XXSXnrjB7YIpmkSi8XqGrYnFXPNaQ7fHiZdLLG4DdYLBdN06eldYGBgls7OZYLBtY322Nh+pqfuz8T3WHzV2tpqnDpV4u9/AYuLD75BSlQq7D9/gYn9+5ne4oiunYrY7VuU+vq2hPdIIq7SvpR2xoK8i/uHUY0QmT6AUQtRab2N3TSP6QUxnACGE6Badoku7yUw0Yu97yZedPPMyru4fyQLK9qHQlOB1FLjxrUUK/HZic9wAg4Hrx6kdb4VK7Vz5qJpmvdNDHmvMDBIkiTHnRsk27O56dykyW2i1WjFMAxGGOF93ueod5TD9sM7JBuGQSwWw/M84vG4NmH0k4LZVc14x3JumzZIHseOLfHyK9eIxWrkl8OMjHQyP9eMabZRrYYpFpvYwBfbFztig7R+Fy3VoNVqlddey1GtGvzwhw627Woz08Oa2lGaahpSiaxmqH763fcwPI/5N95o4OyRKmRddIgf945UnyrVpFQfyvro7MxSRakz7emy3EOjylWpT6XKVV0Hs1n2zc0zcewY8/PzdZ6jjfhw5LXsH9mGri4lh1S9nX7mEQW/qC+d2cWPY0iXamQjk6E8xW7UXgmpCdBxXumiCdfXR5deQicH2V4ZCSSjwdS9cjz6ZblW7ZTykuYAZcKO2u20lk5iew6X8t8nt7DyuzTLRKNRAt51BoyvYo72Md/8sa8ZUPWVn2zkOFVlSNn6maDVPX5rgC5Kyi9sWslUykOm6ZB1V6Y72Sc68zGs9Y8cN/Lv6ne/NC1S7e84DiFCnOc8y4llmhaa6uUvJ5e5duwapmdy+uZpusPdsKdxzfNLP6F+9+OIUmPXb27oUh7p/m6aJq7r1t+jxoi8188dQRf5qeMnk30ST8dZcBfIFXPE43E8z+MzPuOt8lt1n7CwG6bT6WTKmCLhJhgYG+Dq4tV6GTo+KV36GFhb5/3Sv6ixJ78zzc3NOI5DPB6nR7Dqqnb6pZPSyddvLZXQ9Y+Uo6r7RlGKsLHrg0Q2myXneZRNk9T0NNOr0Yy6stS1rJf85shv6Nrfy7zw4nlaW5dYXGjh8qVB5uY6CK/LhLFeLLo13A87YoN0N+zdW+PY8So//1mMQuHu5GSbQXJxkZ6bN5k5/TzVdDMPlurx8UDm47N4wPyhQ1te9r59FWwbFhZ2TmbtXWwSHoScJHG7i1RtPwV3jivFX1C0/bldbKPCQuoTWpaeJZN9ilrqOgQejobg84qgGyRSiFBoWguhXmhZ4MbgDaJ2lGeGniFajbITFzPTNB9q4tWEl2DEXIngm/Am+KX7S8YZp81o44+tP2ZueY4pa4pJaxLHcHhl8hUC3sP7DKbTaRzHIRaL3dNm43GFZxiMRyLsLd2/iTUcrvHqlz4EoFiMUixGqJRDHBq8TTBY48xHx5mbO8hWJV2X2PE99OxzFSoVg3ffjQIPvkE6+vFZasEgk1/4woNX7nGA45D5+GOW9vdT2cAh7X7Q01NmcjKM4+wctf4u9PA8oBQmsBDHLCcwSwm6V31VlgNjXMz9HJeNP2aOVWIxeZ5M9mnCEweodF8Haws+gh4YtRDbsdA97ogvx8lmsnh4THdOc/vAbeLLcZ4beY6QswN3RqswTfOh5hZLkKBAgTeDb3LdvU6cON8wvsFTgacwDZOWWguDtUEAZmZnHlraEsMwyGQyhMNhIpHIhozUTwr65ufZVyoxHr1/P6vnnhumpWWJhYUUra0LxGJlDAOKxQhv/fo02WySeHx7+nHHbJCkqnDN/OExOFjhs88s8vlaXeXpFzGg25FLE0HX7Cyd4+NceeE0lWAQbNs3tYNU6emItvzeq9SrfmpSVR8/05IuZYEu8/L6+iqZyHfZtk3m6lWC+TxDX/hCva0q8kKaRKQprLV1jXFXLW66aMFQyKOzq8a778QbVKc6c4Jss1//yXfo0sbIMaJL5eKXsV611y8yQ0ewJs0yflEaSmZ+pged+ULKSdZRPSflJdsj66v60c/EI6+z2Sy4BkvDHonKPkJOkiBQcpdY9m4wVxolW5uk6hXqZi9p/pLmAlVuuVymTBk7cpaO8nNEbh2nFJ5mITmLE8o31F1LSukZ2EWTME2ESRIhRdhrIkwTBhYeDoWmWxiBO8tQ/SNlLseIMk/5nc5lFI0ym8lxIQn/5PXMzEy97QrSBKCL3PQjdVVlyOelnHWmVbNiYnfaXOu5Rq4/R2Imwb5P9hHfG0flSFVrlozokeY6XboSP/8XNU5leL7fvNWZfNVvlmVh23a9PF3qIr8oXRmlpqAIfiVU3wArvFMtMGQMcaJwghOlEwS9INfz1wGYnp6u3yujpXUkmZshllXz1s/PKpFIEAwG6erqqv8m01vJdVd9G+S4kKZ1af5V8pRrgEylJftCRzgs1wjdd02aoXRuLBKyLDk/+m/d4neGRxgPhfh/W1spl8sN98o5o0tD1dQUpL1jmIOHZpicOMnY2AurcnYJhYrk82BZATIZfWoh+S6/NGEbBQ/smA2SDplMkeZmjzd/ugXV9DwOf/AhxUSC4aNHeXjxCo8OhuPQ/e67lJubmd23d8vL7+/3sCwYHt65J9jPM9yaiTHZCUvNZFyLmrnMYuwKw0sXcVa5evLV+9fKlgJzzDV/RKzcTbTcSWx2D3ZwmUpsdoWV2LUI22B4AUzPAsck4MUIunEMkfm8SoGqsYwdyYJnkCj3QCkMTbtO4ArhhZVFP9efo3msmT0X92B4O1/T9rBNbPuK+6hYFXoKPbSGHk1qFYlIJMLevVu/9u5oeB6Dly5xfHiEm01N/D+ZNJVNBgeFIyU6Oybp6JiipXUe03Qp5JNMTMhgKpNqNYHrbn9k5I7ZIOmci48eWznBXbq04uinc+TSOWhKqN3xoWyW1Pw8v3nxBbKlEubqSVLuwOW1PFVKh8P15ULjCVbVwS8Rojo5yd2znxOpOnH7aQekzNROWJ4S2999j9jsHOe+8Q0WxclZ55zqR/G+vi6wJo/9+11cF27ftujtXZOBX2oUdeqRp0c/B0x1kvTTnsn6KK2bPA3Ik9f4+DjQeDKX40b2n+qXaKoZ8Ai4bsOpVp5E1Olcahv9ktyq9/klHVV9Kesl3yXHi5Kp7D9dmgdzfB9GLkkxOM1o+QJ5bwZKjc/pgg38kocqOTQ6/i5TjV0lG71OMN9Kyu4jnl1LaeF6Dg41XGxst0LeW6DoDlF0Fik6i5TcLKHIqqYgmMDywhygh8qSgW3kG2QjZSLroDPhyDHsxxelNA9SkyATNas0EvIeOVb8nLB1WmR5rbRYfvw/sr1qHIdqISLzEaKzUbpuddVNQ1Ijpsaj1FLKOkpHYVUfKTuds7ouWTjc6bwPjeOmWCxiGAamaVIoFOrtUO/1W9PkOFecU3J+SfkrDWCDVjcbIkmSpdX/FNQaIdd12V7dt8NvHZNrv5K1bIPScqXTaVpbW/E8j/b29vo9UkMvNTW6AB45jnUcXH5BLBIbcR7p+MAkdMFAck7JMTI5Ps4Xr1/n+Ng4Z5ua+G+dHVQ0zv/Q2Nc9PT0EAmVOnvo2llWhUkmztPgM+fwApdIewmHnjvf68d6psem3bstxvFEE4Y7ZIOnQ359jeNgkn3/w0HR7tWMeZbK8h4lwLsfAmTPM9PUx298H81tHj69w4CBMTQWoVB5fFm3PMCgkm1lOt5JPt1Ju6ySbTFNIJAnaNZ6//ilPLU49fl4xjomxnCQfGmMxeoV8fmbjZx4AnuGQCw6TCwxjeRFK5TwONo4nPvylO80YK1hbhhyjQo0SRvXJYxV+EBieQffbK0zaRuTxGI3qY/iwwvx3CqLRKO3t7Ss58Wz7DtPSk4wXhm5xamycsz37+HY4fE/f26amSSyrwujI75HPD6wjI314WkiJHbtBikZrdHSU+OlPtsZ8M5RIsJxIcOD6DUZ6e7ekzJ0Kw3E4+OZKUserX3hlW94RiXjs3w9nPnp8Jr4H5Fo6WOzoJtfcQj7dSiHdghtYbYPnkcjnSOUWOTAzzlS6jXePPseN3CKvDX1KW2HzBHSPGka2GcMzyYfGHvKLwTHKOIbeX28zqBhLxCpbH1Cwi4cLpe35vGyQgsEgfX19tLe3U6vVGB8fb/AHe9KRHh3l6eFhLnV18e6BA3hj97b2JJqmcF2LfL5veyp4H9gxGySp9iqVSgwM5DAM+PTTtQmmc77Scef40bNf2ruXF69eJTA2RlFTls7JUMJPHafjvvErV+e86seppMr1M9vo1OOLCwuceO99mkdGePvUSa4vLcHSUoOzpY4HSar1dQ7QEoFAgJdfdgiFHG7caCGZjDSoM3Xtle2Q9/ql9JD1UfBjnFWy1DnVAkxkc8wcPMbIK8epdKzkaLLyOSIzkzTfvErT4hyR2Wmi8zNkEiuq2C1QAEsAACAASURBVGQySS8w2neIS6de4r+e+gIHrl/i2aFLBB274b26Nsq/gz51g5STapufyl32gxoXUiUur6enp2nL9uBaywxPf3ZHXaTMu7vX8nsp/px4IsEn8TRZK0itWCDm1EjYVZoW5zDYHC+KLk2OnFMyGEGZSNQzOWuGuNdJuVgF09VyOMkxJKHk5MdvItuuypUmAmmyktCl0ZEfP53ZX8pJ114JORakzHSpVfzSAikzlpwH0nFXmkt1mxc5hlRZ0iQl75XO30qmcozlcrl6OyzLuoMHzM+1QWd6k/0vzaGy33RlrefTA/8s9Lr0R5tJs6I4/Hp6ekgmk3XeJ8Mw6Ojo4MCBAwANfkiyH3TmKx1fFTQ6qOt41aT8JXR8ehIbmT11qW3k+jo6OkqkXOblX7/FXCTC9zvasZeWtM7fftxG6bRFJjNKtbqXRGJlXklTsZK/7Ae/tFuq//y+LfdCr7BjNkjrMXCgwPKyxdjY1qmTr+3t5rlr1zgyMsK1VdLIJw37L16i77PPuH7yJNcFYdzWwuOLr7oMDxtMTe1MmnwPWMi0M9Q/yMieftxgkMjkKF0//DZNn10kUFz7GPhtvAyg5/Y19kyOcOnEaW4cPM54zwDPXTpDz9TIw2nIfSBgJwg5KZZin93X8+81tfKDzOqCLqIZXpoY4pXJoS2o4d1R9BYwMLBqMZzwg1N77OLRwHVdqtWq72b2cUcmk6Gzs5NUKoXneSwvL7OwsPC5dMr+4tlzBGs1/m7wUN2dZbNIJJbo7XsTyyoxN/c721TJ+8OO3CCZpkd/X5HLV5qArePQqIRC3NzTxcHxCYaqVex7Sev7GKDz47P0f/QRE319XH32GRAnya3EgQMeXV0ef/n/7Tzuo7IV5Fp7N+dPvEIulSFQq9Jx/SJ7rnxC6fKn91VmqFbl6bPv0Hv7M84/9yX+4dlX6ZqZ4I3xaySr2x9JcU/woKnci4dLKXTvGdRvJpr5Ybqbo8Us35obZrZUphQI8k7rPj7s7OPowiQJH7qLrULBXXG+jSzvpRjY/g3ZLrYP5XL5idkghUIh4vE4XV1dNDc3Ew6HqVQqjI6OUq1WH2q03k7C8Rs36J6d5b1TJ5nZgJl6PdraJjhx8gM8L8rI8LewrP5tquX9YUdskEzTbFAhHzjgEgp7jI6mCQTWnIt1XDHy9K9UxH4q6FqtxoU93QyOjbPnxk2GDh3UcuDAxmkgJKQ6X9VRqsxluUpFKNXZumzJsp1SrShV9fVILdel64c/ov/KFW61t/P3Bw/gTE4yNLT2cZmcnLyj3n6RM/J31WYp569+zaVUdBgebmP//hUtlVT/6vgtJPyI42TblHpWPi8XIF1G7Z/HMtw4+QJuIEBscoye3/ya9JULFBfmydEoc6nm1mV0luOm/q6FBU7cvMbEsWe49fyr/MDu54Vf/aChXFmWLjpH/ib7WtVHRmaszzyuoN4n5TU5OQmeSbpwjFi1g4nqp4yMD9VNJLK9g4OD9ev+/rUFqdLWwXeDLXQ7Vf6HygKRpgSWXQNcWpfG+V8Tzfy67yjfGr5Ud1qX41zOSyUzaaLxM0UqVbqaRy4V8vFbxAu9pCafZqE6h5OZAdOty8TPr0X9Xc5VqcrXRS/KsS/rJWWj6z+/tD+qX2REnDTdKdOQfF6OG52JTUK2QZohdJGQ8u8bpQeRpj8VxSbHnd9GR92j4yyr1WrEYrF62arf/Ew4MvpUjRd5ry5yU45B2V5dxKiUrZwTwWCQcDiM67o0Na2kc3FdF8uy6uSOqi8cx6FQKDA9PU04HCYUCtHR0VEvq1f4uKpr+X2TcpJjT61jcm2T658cx+p3uQbI5+T4V23WpWeSf5fP+JmnlKzV84npaU5ducqN9nY+aWujLCI/17vGrG/P4OAEPb3vUSy0Mj39j3GcBNIZW/a76ivZRj/uPXXtZ370M5fqsCM2SOuxd18ez4PxsTiwtdFXi6s+JsGHyO66nQgUCvR9/wekbt7kxvHj/H33HtjGSL1k0uPIkTIffBCnVts50WvDqRauHX6e9tGbHDj/AeUrF7flPabnsffix1QSScaOP0ctsDOc1E03RMvyKYJOkuHKR0zam2u/B8xbIYbCMX4VTBPE41/np4jgNdzX5Nh8aXaUn3X281lTC4eXtz4qUqIQH6YUmaYp309kvgNzKYPTOoWXcrdzeO9ii1GpVGhpacGyrB2rYTFNk2PHjvn+3bZt8vk8s7OzFAqFhs2F30bi84Lm0VEsz+Odw4P39N1pb1+gp/ccS0u9DN38MsmknurmUWPHbJCkhqJYaMYwZunvh6mptR2n2vn5Oc+pHf7dNCPJ1R13PhrFcRxfdlGdtsiPs0fHpO23u9WdgKVGRe56VXu0CSddl+T779P3zrtYtRofPfccQwcGmLh8uX6v1BrJk7xqhx/3kbxW8lE7/y+9lseyYHzsAPv2rZGgSY4VHXeObJufI7OUmYLOERManTVvzc3zy5NfJDI3Tdff/AUl225wStcxF+sYe+W9OmZdeW/qxhVGT73AcHMb0bk1h0X5Dl3CVL8xpEvuKk/08jSsnHDHVqNETDdMZvEZAkS45f4DM/bN+r2Kc0Weao8dO8a0GeTtcJK/ijSxuEra2IzLvzWKNDs1VIvleHwhO80n6Xbe3HMAbynOqeIizavyyAZCDIViDMdTzETiOIaJZxi4hoGHgWvA0dkJXpq6BTRyDClZS9mstLdEIbRILNxCqniQ8PQ+8vNFCqkhFjIL9XvlR0ppMv1YquWJW6eRlmNfJhLVcdTItUPOYdVXfidY9bvUGsn6ynmgC/rQ8fDA2hiTzuN+SUeVTPwce5VMpLbDb94q6DQQSsbxeJxcLldvp5wbsg3yWr1DzkVdG+TGS/aDLrn4eq1tIBCojxnXdSkWi1iWhed52LbdMPfj8TjxeLxBC6LWPclRJNdC3XdEyk461Kt26gIy1v+u3uHH1aTjYNOx4ss6+iWrvZtWzl7tz7BlUVvnBK5kLedOOp0mFCrz0suXqVbTTE39NtHo2pyTGkK/JOHr6w2N41SVof5vmlUMw8LzVuonx5Pf+K+/465/fUQYHm6hXL7F4OEp3n9/a52Am1Y/OoVEfIM7dyg8j8jNIVp+/GMiIyMs7d3L9S9/maHq3Tt6KxCJuLzwQpGxsRS53M5wzvaAT559lUoowqFv/znmQwopbpocJVAqMt9/EM5tL8fQ3WB4Fi3Lp7AIc935e4obaFyzkRj/IdHJZ8EYlufxvOFwwqhy1HTpdGqYBvh5rlnAH07e5Lt7DvK3rT38yNnD/mKWqXCMhdDKAhZxanSV8gTcGqbnYRorWrd8IMS73QNE7SpPzY3fUxtrgRxzTR8TqbXRXDpE0/xRKslLu0lyHwOoDYvaIO0kxGIxWlpa+P/Ze88gza4zv+9375tzp7dzmu6eHDCDSJAIBAmAaZciuWvuaqWVy+taWpbltar8QbbL9gfvB1dZpXK5SipLK1ly2SVuMEVuIAAuQAJEBgbAAJiImUH3dM7xzene6w9vn+7n7Tl3OkzPTA/Z/yoU7rx977nnPCfcc/5PchyHVCp1k4edm8fbPtZRWt24BEslMppNzM1wOHnqLF5vmeEb38Kx75QdsM3BQ39KKFRdDwuFem4M/TaWtb34antyg2RZJtevtXD8xATxeAup1O4ZA8cVQ3C/GQ7mcnjefJOuF1/CPztLJRrls69/jdkjR6rUpsbGaLfx3HNpwmGbV16+U95x28fV5k4mu/o4dv59AjOTmz+wSzAch4aR6yz2HsL+5F1M5x4spg7UZ07gs2IM2a9vujkC+LijnyFvkG/nF/lSMUV/cj2qr7UFhrytmOOfTF1lOBDhvVgTQ8Eo7YUsjyzP0JlapLmQRSpe1+2K4IdtB/lF92ESpQKByW32lQEF/xzpsEXd7IN4Uo1YDTObP7ePewq5QbpbCAQCNDU1kcvlSKfTWtVeS0sLTU1NFItF5ubmtAzFPjZHRWyQtoK+vis0Ns5y6eJDGMadSwUTj59b2xzZtkkgsExP718zfOM79PS+TTC4QjaTZGnp1knH9sQGaeNOPRKJMDp2gBMnJ3j44Tyvv16ljHXxQ3QUptvO3+fzkSiVsQwDu66OwGoofAVJ0+kMryU962bcpYt3o0t0qFPLgd4wtzI1ReJ/+WPMbJZcRwez3/0uKydPMDw5Cas0olIpuSVglNSoao9cFNzarijx06cTPPzINBfONxOJHEGtd8pw0C3ujC4Whlv6EB1kG+QJdHJyklw0zluPfo3Y+DCRV19kWiRz1MUIkrSym6GkgpthoVRftE0MM3vkAaYTjTTOVNVdUoUjPwqKypXPS/nr0odIw16pkpqensZ0fEQzBwh5koxWzpIxpzGNahmS4lfqAxXjqFDXSLdT4XtmCUJBrUpDQlLt6mPn8XjoLC/z25nlmo+Pz+eD1YOHUu1J2f3RSop/bsd5YeABfh+b5mJV7iplhNt4lXKYZx6P0U5osZ6J3MdgOLS3t99Ub50qDWrHmxq7UtUl56IuDouboavsN2WcLZOLyufUGHBTIcixqcaQm8pD/q7udYuVtjHWHLgn31UJVWWfSJm61UFhY2LpxsZGlpaW1saY23t1qkS3ZNDqvfJd7e3ttLe3r8nQcRwKhQLlcplCobDmiabeEwgE6Ozs1MbOk33iVkcFGW9Kznslf7c13s3xRAc5D1TbdWvIxrLUu3WmExI6ZxWoVQOqcaP6v6Tit5UrmKZZM6bVPWq8ezwW/QMfs7h4gFzuDHLPrMaWW5J3de1mZC+fy2an6e55g/n5JB+c/RJg0NwyxZkz73Ps+L8GIJWK0to2RXvHzWYdEntig6RDLhtiaqqJMw8u8uabcWx7dywzY4U8mWDwjhoy7zaCL7+CUSiw8t/9U8bu4klMwTQdnnpqlFzWxwcftHHHwittA45h8OkXnwOg729/jKGxX7rTaJwYxqxUmOnqW9sg3VE44MnHaSm2E7FaMDweZqwrzNnX8Jpbm8oLvgBHnXtjLBvE4R9lZ/lfo238Tech/rPBT9iJmf+8c50DzpOErWZy3n0Waa+jUCiseYbdKfj9fvr6+kgkEqTTacbHx4lEIoTDYUKhENFodG2z7jgOmUzGNQfmPraO8jYYJMsyqVT8WJYP7mDypra2s3g8Za5cPrX2nrnZdi5dfJBjxz/mypXDDH7eh8djEQjOAO6hRPaOG5IGg593EovZHDmye1m9Y/kC6fuITjUyGYJvvknxsUeprEZlvdt4/PEiTck8b7/dSbm8N2IfDR5/iKWWDo598EsCqeXNH7gD8FQqNEyOMNvVx53cntllA99iO6HRUwSnDxGymljxjnK5/ALj1kdbLqeMwYrHR4tz72x36h2L7xcWmQ7F+KjhZuZnK0gxScXIk6j07m7l9nFHMDk5STgc5tSpU3fE6yuZTHLq1Cmi0ShjY2MMDg5SLBbJ5XLMz88zNjbG2NgY09PTZLNZVlZWXEON7GN7qAQCVEyTmIaFvxkGmXQrsdj247NtFV7vFI1Nl5mbPUkmUxtiZmKih5+/8m0GP68m07YsD/Nzt05ptGMGyTCMw8Cfi5/6gP8ZqAP+kHVbz//BcZwXNymrhv5TdObycifLyxd55NEsg4P12izYuoy+bh5k0WiUeLHIZEvzGr0u6WFJJ8t3yJgeCm6nIV2CRkl36rK661Q86n2Nr76GUSoxeOIEheHhGu8sGedIeTS5xVeS2CxHkqRtBwaaeP5rnzMz00Qud4TWVkPrmeaWuVyX4sLNM0NS06pfZHuGh4cBSDU2c+3LjxG//CnWL19mbpWelWXJcaHaK+siQ+XLRVs9J+M6SWxUGSZHP2e+u5+5QJjI4lyNilOq03TxeeTYU3WTNPrMTJUd8U0ewJdNkPfMkQ6OM75yBadYjdGi1GryNCzrrlQloVCIYX8YxzBoKBUpVm7OBq7Gi5v6WKlu5DOSlnfzXtz425PAW6Usb7T28lTAoHVV5nJsSznKMaDqthAbpMU+gZ331swl9ZxUM0o1nxwXapzLuezmYaTzJtPF4oL1PtSp82R95PiQKhqdel/CTR0n4/QoSLWYlJOqm1wrZVm6/nOrlypLrmNyLExPTzM4OMiBAwd49NFHuXDhQo1XrRxPOpW7zkQBqvJTrFE2m2V6eppIJLI25nV9LfvBLa2PartcF9xslHSxliSUTHSmBqD3MpTjSspRro9K/jsNnSDnuGqvHNtuXrwKclzNJBI0Lyzc9L1R41yuR5WKQzA4QmOTB9ta7x9d2iZZnnqfmy1b9XmHA31/RakU4Pz57pr1xC2Vltu3V2HHDJLjOFcdxzntOM5p4CEgB/xk9c//u/rbZpujW8Pgk48TdHcXaGy6fS8tw7YJFwpkQ/eHgbZRLtPw7rusDPRTaG6+C290qK93OH68zPNfK/AHf5Dj935vEI/H4fynx7mTtOhWYXm8XPzyt/DmMrS/9KN7XqOm0eomdb730J15QdmHmU2w4htiJvQhOe80Dts3CP8oEOPfJjpIVkoct3aPkd0JDOD7mTkqhsEPYy3kzO2zkssMA5BgD+h797EpMpkM165dw7IsTp8+vWajtlO0tbWtsUbT09OMjY25bkL2cWcxVV9PYzqNbwsexPl8NSxMKLg9T9bN4dDY+AmRyBTXrx2jUtkd77jdskH6KjDoOM6IW0LXneLChThPPLnI6dMprlze/P5bwTEMLMPAc5+4bybOfYw3m2X6C4/fkfK9XnjgAejpMejptenuhuoBK49tw+ysychojKufJYB7FxbBBko+P9lEAyMnHyZX10jvD/813sK9/dADBPJZEhMjjJ9+jKYbV2nYweblVvCmqvFV0r6d5377KNrAjxLt9Jdy/OcrE0QD9z7FTtIu83ey8/w4kuTGgQd4ZmGCrukZzC0qK71UT/QlMnvXkHIfNSgWi5w7d44TJ05w4sQJBgcHGRsb21YZgUCAw4cP09DQwMrKCkNDQ/seaPcYk/V1PAy0Li8zs0lkatNUWp7dC7Dr8y3Q1v4y0eg4mUwX4+O9u1b2bq0tvwv8qfj3PzYM4x8AHwL/reM4S/rHqjAMw9Wjo1TyMzUVpKWlhG2veyYoSDpSp/aSlF0gGKQYChIpl9eoOlmWVKvpgoy5ecPo9OpuaiadN4wsS91rWBaJ139JqqWFTytlGKwG/5O0ofSS0WV31gXRlHjmGYff+V2HSgWmpgwuXjQZHzfJZBqZnfFRqZj09VX1tV1d6yc+KWf1PtlnkhaWdVB0tKQ13eT0y1iSa+295LpOUg4EQUy8+Nuvkn7nDRRJr9rmpuJRXk6yf6VHnI5OltS58rLa+LsKDnfyzZ9x9tt/j0vf+h0aXv4RgdWNm5sKUwc1DiV1PT01Q2f2KHnPHFML6xskVQeplmkWDKNMljnd0MJPgk0ctQr8UXkRXzhU03+6tDyyDnJsqzkjT//y77rAbW7zMxqN8htYPFCa5z94orzY3EtTPMlzU0P0ZZfX1ItQ229KTtFoCw4OKWeKhG/dlknVxy2VhU7tLMfuxoz0CrogtW7qDaU6kyo0qdpRakkZXNAtUKTqC51Hj6yXrJv8u1RlSfmre936R/WlLl3OxnfoAmNKtagcT1BVlff29tLf3099fX2NelKVYRiG6OsohmEQjUZpbW3FMAymp6fJ5/PU1dW5BqmVdVdrhFvgTKm6UeNB/ib7RI5znRf1xvaCu9esHEM6EwS53si2rYXPcDnsy3rpNpA69aIsS9ZBZxYg5TEWDmMZBs3zC3jaWtd+V2uwnAeR6AUcx6RY7LnJ0xFq57rOTGX97w6FwnVa20bp7rlOpeLh3Llj3BjqJJ2eqXkGaueBfIfOM17itjdIhmH4gW8D//3qT/8n8MdUY/j9MfDPgT/QPPcD4AdQu9DrUMh7qKsvUQ1Vd3soBIMENxHKXsCB118nvLzCxW8/dcc87noPOCwtwf/0Pxp4vesTJpm8t+HzZ0IxPhg4SXNqkdjkEL5CHl8hx9LoCJ70CsEb10lvXgxt4UMU7RzzuZ2zL1tBMJvm9Cs/4cNv/S4fPP0tHv/5T/DsQlqFaLkDrxNkwb+1JLtpf4ChumbOxVtY8PqZ8/pZ8AZocSr8l4UF9kZSlFp0ORX+SXaGT71h/swX408PnOTIyhxHr1y5pfo0Rht5FrF2MZn1Pu4OHMdhfHycUqlEMplc2zAahqENGSChbI3K5fKvfZqPvYKKx8NsNErHyjKIDZIO4dAwhUI7jrP9vvN6SzQ0ztDUOEVj0zSBQPU7PjnRzblzfRSLWyzTceiuWJQNuLHZO7ddy5vxDeCc4zgz1Xc7a0c/wzD+DfBTfR2dPwH+BODAgQOOPPHL60AgQLniIxgsrp0IdIn25HNuu2rHcaobpHxBeyKU0O2a5eTdjB3YbAcv3ytPCQsLC3Rfv077x5/wSU837xYKzI6uf+DdYsWonbCbHl6XKLS3F6YmPUSjsRpDOslAdHR0ALWnF3k61KUPcWunqqM8mcsTVCaTwQF++dS38OZz9Pzpv2F5sqqrdgDv6ns3WqPpDKtPdn+R5sKD1TqaGTKBMQYXP8amWl9ppC2NcVXb3Bgm+Q4p0+jsFMdf+ykXnv0OHz36FU6+9jeuSVAVJJuh6jAxUW1vMN9KY+E4aXuWobkLNUk81Um+ra1t7bf2zk7+WfNB5nwB/I5DMxZdToXHPWW+aZap8673n5szgjpxybErT3+qDW5JWmV7VBlucVo2nrIfw6Jz6hr/ou0Qo9F6jmIAN7Nq4XAYnxEkRAOp4BD1ofqa8SqZGl0b5fzQpWtwYwdU2+RvkvWR0M0JeQhUH3a3uDSSqVH3yvHoloBW1z9uKY0U3IxU1TiXmxBdAm/QJ5WVrI6EOskrOabT6ZpyHcdZa59kk+R7VN1UHeTa5JZwXD0rx5LsSzkulEzcEpnrmCnJUEjoxpjsP7mWqnbKOafTLsi2yTHklkxYwc3AWa0tbomYdTH0Nn5PlmIxeufna2S+cbPr8RbwB6ZZXHwC27a1TKgcr6nUCrFYiubmGRoaJ2lqSmGaDoWCh7GxOJ9fr2N4OEI268U01xln1VeyDeFgkLZikb58njPpNJ3F6ly4GgrxXb24gN3ZIP1dhHrNMIw2x3FUWOfvAredNbRU9BAI7E7slkIgSN3SvXEL3wrq5+Y49e57zLW18d7Bg3fsPX6/QzJpc/783jqFjXf0Mt/USt+rP8W7w/QpQTNOU+EkRXOZtG+MeKWH+vxRzgQHmLcGt5zIdbtIDl/n4NnXuf7YlxlMLdEztwPmyoFwrptYto9la4KrhV9s6bHrgShzvgDfXxrnm1H/mvdFOFBdNPdmmtBaLHt9zPiCfDk1g3ELW6SGQDcGBgXfvOs9+7g/UC6Xaz6k8sOrNrZu+eD2sXcQKRXJbmLbGI9PYBiQz3VhGBUMw0QdggxDefkWiSdmaWiYoK5ujFCoOgYWF6NcvtzN59eDzM5GcByjZnN5K5iOw381OkbX6gZzyu/nx8kmgrbNE8srt3z2tjZIhmGEgeeA/0L8/L8ZhnGaasuHN/xtRygWPfj9Nqbp3HbAyEJoVcXmOHsuWKQ3k+GR116jEA7zwdNP4Qjbl91GR6eDacLkxN6IawRgmR7On3iUxPICzZfO7agMA5OTia/jAHOhT6iYeQqhaXxWHHOpkaTnIGGjgfFNydWdofvih+QS9Qyf/gLXLpkcmhze8rOOA7HMAOF8J/nADJ9lXtmyx9rbkQaiVoUHcyuYUX2Igr2Ot2NJTBy+mJrnyi3ua/L3YBklyp69ldtrH/v4dUU0X2BlEwYrGq2y9p1df3rL+wAqFR9zc01cu9bC3Gwzc3PVDdRO8vmdmZ+nq1jkxaZGPonFWBIb7jcTCbh8yfXZ29ogOY6TAxo3/Pb72y3HMAxXtVggEMCyqixHOGKSz5k1tKIuI73OcBGq9F3O58d0HJx0mkoo5Hoi0cVjcDOs1oV4d6N9bcvCyOcpVyprhsezs7MYlsUXXngRb6HIjx56iPnZ2TW1i9wpuxnS6cLJyzpIej0ajXJwoADkKBSaSSZ9NekapMGvOr1JClnSoLoYKFMiL5w8/ak6SKpYXn/SOUAuEuPMT/+MhdW2u8UZaWlpWbtWcU8GBgaIpQcI55vx9k/RV1d1AVf9Nj5ejQYezXfR1tq+tvnQZV3fiiGfaruktqPRKAdef4lsNMG7Rx7i4Mw4Hsdek4Oc4LLtE+OThOb7Cecbma5cYrx4jkJxve1yDB0+fBiAY8eOsWR6+XGkicuBGN+jwIGuzhqaW71DjlFdfCZYn0tuGdEV5HjUxeGRZcix4qZuK5VKZDH5MNrCmdwyCWyt8StUGYTGQDeV4DLhSFXuUq2mS7fhpt5Q9XVTHclydcbfuvhL8jm3mDu6LPRuaS0UZJ+4xWNT/arrf9A7oWwWg0jWUbZXl0pJqgZ1jhygVwO5GUAr6NYbWO8/t3hGso6qvW4poHSONG7pl2Rf6MaQhHqf7FPp5CDLVfGz5L3y2k0OCm7x/9Q73PpElSVloDOjkNc1awTVJPATjY1adbV6ZnLyILYtDN9tZ40ntioWDlAqlUmnGlhebmR0VKVXSq85J7l9/wKBwBrpocZhIBDAX6nw5alpRmJRPuntBcOgdQvxrdbacMu/7hGUStWODQUd8lsJ2HkL5FcHnD+bXUu0d7fgv36d+E/+ksDoaDXkQCiEFYnQYpo0rHrtvHT8OPOxOx8Cv6OjQi7nIZPZ2RBYiCYYSbbTNzlMPH+z18Z2kQ+GGDn9BZI3rlE/NcrWyNNaBApNhPOdZENj1NfpjXfL3hQGJmGjgaxzZ1Q0pm0TnxpjubMXY4tJbL35Ony5RsYrHzNtba4CtAyDV0L1/CzcgAN83yjwd26yzrp/8IY/Stk0eTK9eZ8YeLDNexcNfB/72Mc6AuUyfssiHdLb5CkU8glmLHCP2gAAIABJREFUZ9btJnUezJsFbtTCcfjmSoovZzJM+XxMl8vMBkOUwiEemZwiXKnwi66uHWmM7osNUnF1gxQM3n5Ch0Jw1bgtl+M291pbhndqivhf/TWhixepJBKsfOublHM5PNkcnlwOY3bdwOzzlrsREBLaOyxmZgLsNPjjVF2Sc33HOdd3nI75KY5PDtO9MLXtyKPpSIzBA0cY7jmEbZr0v//LHdUnYMSIp49Q9qbIRIeop1N7X8lbZXAiRuMd2yABVAJBfJXyluVhWNUT34I1uOm9qUCIF04+znI4xslihu9l5zjWdGtP0L2Os74IBwoZ2sqbe5iWnQIee98WZR/72AuIrTKT6eDdj0dlOA6/m8nyTKHA5UCAoOPw2Owcng25Oad3mMN0z2yQ3NRXoVAIY/VkHIt5bornIy3zFYXolvZicXGRQqWCZRj0v/ZLzn3rm9hCVeOWDVlHZ+pivsA6NVksFvFlMnS++RbJ8+ex/X7Gn3mG8QdOYft8NZ5TIyMjGEdtMIyarO0qK7ikM90ob/W7m5uspGp7ehppaVnkyuXGNVWVVMfpsk1v9Fronxnj7MGThMollmN1vHzqcaKFHMenRzg8OUy4XJWfpIXVdalcZqq5g2t9x5hu6cCwLZLD1wm/9jNSk6Ok0Ku1ZB0HRF66QwcPExg/hFkxiZxIUxc8UEP3q76sVCrggJMuU2e2UfRXaVupHlGqRDcqXrZH9aGOpi2YHvyl4k2ee7LcGo/EtJ8QsLAyu6b6k+NKes/NDRxjORzjvyktctopQjhYU67sax3175ZSQMlJjjfZDzqPTzkedeo2OZZkuVKOhUIBM2TjrZRvyhYON6u7S1aOiK1vo7p2U5+4xUdScEsxo+rrFqdFl/hUrk06DyE3j1OdOs0ti7m8Vu7ybl6+EjoDaAk1XqVKzE3tqWReY0og5C+fUzLXxWXb+D5Vd906J98hy9ep1WQdZZ9slu7JLZWMfJ+Sv87UA/Tjxi22lCpDl5pqY3vUO9zSZkj1rrrWreuyLKn+l/WV9+q8t0Or37wln7fm76qdslyputPF6JJ1dDNHUEhEo/zO3BwPFwq809zMLzrawTBIhELEikXqDJMjkxN83tq6Id2JPr2VDntmg3QrlErVagaDtx+lOBcI8NcPnOI3Ll/hsf/4Y6589ztkhLv0bsAsleh4733azp7FsCxmH36Y6Se+RCUSwdZ0NICzSQTS3YBhODz8cJnf/PYQhgETEztnHULlIgdmxhlLtvP333+ZyYZmLrb18n7vUT7oPkzf/CTHJ2/QurJQw1GlghHeOv4Yk61dhPJZDnz4Fu1XzxPIZWqCYG4HvvkOzGKEwKE5zOAm/loGECoQzNw6SeHtwgqG8Je3HqPHdPxYlLdklJ3zePHZNqft+1elthFR2yLt2RorVLYLGPbN7vz72Mc+7j4iq5u0kstm+07A6zj8pzOznMjleLG+no9WN0cAlsfDcjhMIRhkur66zu90o3N/bZBCu5PGYbyhgbPf+y5nXniRk3/xF1z7xjdYOLQ7ubTqhocZePkVguk0C0cOM/b001gup9K7idZWi+/9VoG+PovJiRC/+EUrhpHY/MFb4OjEEINtPQwmOzgxO0b/wjRLoQgXWrq52trD582d1GdTHJ+8Qf/sBBc7B/ik9yiGY3P64lkODV1hXkRM3gkSdOJdaaaSmCHSsMUNQyiPP92M6XixjTtjy1IJhohWtr5B8jh+bGNr92c9PiLWr1beqYhjMePZWgqUkp3H2Fex7WMfewKj9fVYhsFjw8O8cAdD0ygEHId/tJLiaLnMjxsbeTsRp+4OeaTviQ2SaZraMPhQpW09qyfLRNxLOBzWZl8HfUoQSc3JYHtTbW0sPv8cT73zLkf/5qcMPfElpr/whbVdqBtFr7CRdvQUi/S98SZtFy+Sjsd58yvPMN/UBEtLVIQ6TdGgMmu7pG+VWg3W6UhJo8prWS9Fv270YvP7HZ57vsjTT2cpFjz87c9aSaVOEAwaNTSsLvgZ6Cl4RQX3VQokc2mudPbzSKbKFIVxSI5f58nJIa42tvFJspO3Dj7AWwcfAKBz4ga9b/wtwVyGRWqDNEpKVVGtUoXQ29u7dn3o0CGMsp/A2FH8MYuOL4SJxvRBHBXW1C+JCpVZaAkdpBSZrelLpZ6SVLCkrnV1lM8r1ZAVCOItFtb6S9HJsl6y3GAlSYm8q6eKpPDzPj8Rx66RjfRMk6oOVUcZIE+2Tae+cAsKquq7WVZ3WB9Dm6nz1LVZqZANhdfkJOu7Ub1keC1M27fWTrfUQwpSdrI+6ncpc3mvzqVYF3zQ7R2bxexx8zbTqQRln+q89iRkn0p1q86bT7ZRPqfa46a61Xm/uanC5HjSefm6BTjU9aVu/ujUOqBPg6PUkBvroKu7LhAv6L0MZR1k25X8bmVCsrG+cs7Ja51Hm3yvm3mFkqOUs7y3xgRBAzm/VHvkGEy3tnLh4EFOX7vG1c5OJlaDoqrypCpNfr9kuTpVpE6t3G4YfH9yio5ymRcPHeRGczPt1PblZp6QuvRJbtgTG6TNUKl4yOWCtLbtrkqhGAzy6W99jyMvv0LfW28TWUkx9NyzONukCutGRjj0ys8JZDJcP3Gcz06fJqOJWns3EQg4PP54ia98tUh9vcOF8wnefLOJfN5Ld/fu7LYN4PTcOK/0HGUqHKc9t77Y+myLE3Pj9A5fZS5ez43mTuomRmibGWcxtxMftQ1wDPzTBwCHhtMFjG1oKI1ogYovTWR5ANP2gjO7U1t1V1jBEP7sfpyereDDcD0fRuo5sLIf+HEf+7gfceHQQfrGx3nqymf8+eNfwN5lk5H6coXnlpd5JJPBMgx+2NHObPOdd2jaMxskx9F7qKnd4Px8Ez09U4RCQbLZnPY53YneLfmkTDUx+/BDHPf7OHrhAv7JST59/HFWmtbDO+lioBQKBTylEofefZeuy1dIxWK88cwzXCgVYXi4JsGpjoVxizmhMwJ1O3nLnbI6HRw+EuPRR/I8cDpPMFhgdjbMX/6kk0DgOAcOVO9VSTJle+SpRtZXtV232wc4ODvO650H+TjZSdtwNeCWlH82kyGcyXB8cozJyUmmqU2y6xaiXxkvdnV1rf128uTJteuG0hHyxRCJUynqmqunGR1zAuunlpqT7MAYTHQQTh2gNxwiVzcEhrMmE8k2ymsJJTP5XhXjxAqGCWOvnVB0p7uauDJWjojZVNMP8sQoU1XUe0xmPT5iMX38F1mGYmLk2HczllZ1dItcrK7djNYlK6pOf26JRFX/vO2P8RfhJg5kl3n4nZeZXB07ch7IU148Hidkx8BjrclHN5ckCyqTwurqIFlbtzQ4qs1uiWKlnNQ75LzVGWRL2cm/607OWzFEVr/LE7KboasaA25JcHVpneTzsg7qOTfGRdZRMQ+yT92YNF1ibzl2VR03pqbSXat7JPNxUxydDXXYLG6Q/F3OVV00cDcWc2MC541l6RK6yjrKv7uxhbr36vrPjQXTxdrSfTuuPf0UD7/0M744O8eV48fW5qKcB26pfNR3YOM8iZfLPLOwyCMrKzjAld4ePunvpxAIUO9CZFiaNUQnZ3B3Flir4y3/uocwP9dId/c4jY0FNMmSbw+GwaUHHiDd1MSp98/y9AsvcOPwYa48eIaKiwAbxsc5/tovCWYyXDl8iAvHT2B5PSC80O4WPB4486DFU0/aHDy0QKUCFy8GGRrqYXYmDBj09NyZd/tti6NzE1xs7uLLY9cI3wXbGE82QX4mRKgzTyC5w/eZDk7nOMyWCM634i3FsL0FfOU8tlEh4sliORVsyoSCK8wWB7GcrbGCtmli+3z4XbyUdChTwGvcOo6IQsyxyGyHMtujeD0Q58/DTfSnF/nt0cuMbTHBrxc/ePfjIO1jH3sJ893djHV2cuzyZca6u8jchl1QtFLh6YVFHltexnAcPm1u5t32dvztu+tQtRnumw3S3Hz1FNjZlWV09M7EW5jq7WWuvZ2j5z7mwNWrtI+McPGRh5k/cmTNNslTKjHw9jt0XrpENpHg7He/w9A9zA/U12fwj/9rD/X1FvPz8PLfRjl3LkwuZ9LevrPYD9vFqdkxPm3t4WJTO4/OjNzRdxllP4G5A3hjFaIHbzOSlQFOyyxZa4lAthWzEiRoBzEdLzHTg2msTo84+NJBRvMfb6nYTF2VRYoWtr6TrzhFvIYfA3NTT7aoY1MyTAoOBPdWtpwt42NfhD8PN3GqlOUbo5fxujDIOngIgOd+yC63j338euHjB8/Q+uI0X3/pZ4wlk3ze2cHVWGxzlZvjUFcs0pdK0ZvL8+DKCh7H4VwiwauNjTjJ6praeOtSdh17ZoMkaS9JycrrdCpEf3+Zy5fWd5E640ZJ6bnFEFLGwbrYEtMD/Xza2MATFy/x8BtvMnPtGh8/8gjBYokzb79NKJvl0sAAnxw7igWM31jP66WLXaSjwSXc0iIoClJHFQP09UX5wx8sUCya/OVP2hgejpJMtqC0UjLLuUwfotQxks6U9LikT6VRo4I0oC0UCjTk0rQtz/NxYztHBy9RcokfolRr8jdJg8oQ/H19fUBVrWbmYhjlALFKHeXFELZhknyogC9cy7i4pU1Q1LFbbCujPkWpPlUjh3Q6jeF46cg9gWNDMTJDU6RJSxFvNJae6z8OwEBuZa2/1HhwyxBe8lXrk4g0UHJyN5Urx0BzpQgB+KxY4bjn5oz3cvyra7f0FJJi1lHiOmN3OUbdrnUxyWQd3jWCJColvj95jaFV1lWquuR43Gig7EuHMP0WnlVZyvaouSZVkjLWjGyPqptbTDNZdyUTOYZ0qmhYV2u5xbNRZcm6yDrKMaL6ZDM1FKzLSb5Ltk2qUJTK3E1Fo+rgJpvN+rrkYoOpM1yX7dGpxqWKW9ZHrRdu80Suleq9st5uRvRKDvJ5NyN6VR/dd8QNso6674FsjzRtkHJQZbjFa5PQqYel6ltBl7pq4zuUalRn0A8wDrz3W9+j88oVWq9dp3dmhid9Pka6OrnR3cN4LAaGQaBUomFhgeaVFZqXV0guLxNafWfZNPisvp7zR46wEgkTg7VUWHIMuql03eKLbfXvEntmg7QVzMw20N09jWF04Th39ug8n0jwV198nCOjozx67TrPv/Aipm2Ticd585vfYNgl987dQiTi8Pv/oLrR+H//n3rsexwX5vjkDX5+7BHGGpppmRrbtXKNYpDAZNV1tAgYXpvwwWV8kTsv/4biYXxOmEHnNSy2bnQ/kWynYWWB8DbiIFWoTnC/GaZk3ZoZG7CqC/Qly1jbIN1PcIDhYJSD+TTbjpziUI2i7b23ThD72Mc+9MjW1XH18cf54MgRWmZm6B66Qd/IKIeGbpBa3XTGVw8JDrAYjTLY2Mh0PMawz8dsKIRjGNRHbp389m7gvtogzc7UMzAwQTKZY3b2zquPHMPgSk8PS4cPc/z8eaxgiM9OP4Dt9YIwSL3b8PkcfvCDEvG4w//97xtYWPCiORDcVfQsTGPaNjca23d1g2QWq/1c6PyM5u648Fa7sxukUCVJvNLDim+ITHHrsZqKXj/z9U2c+Nw9Q7QOeaqb3bi3hYx1a2+uqGPTbpW4ZN1X03cN04aHjMdHb2G73owGDfkTmPgwwpunJNnHPvZx7+CYJtNtbYwnk3jLZbomJukaGaHi8XC1u5upWIz5RJyy17vGqu4oF9sdxJ5YYQ3DqKEV3az4JybSwEX6ByqUy9UdgVTX6KgzN4pYl4VeXtdQ4oEAQ52d1WdGR4Faek96oSlKVBfDY2MddO+S6gRF1coYN83NTTz3/BC9B4q88/ZJ4vFmjh9f99SRaiqpHpNlqPdJDxdJN0sPE9UXkmaV7VVU7EeN7dimSXL8Rk1sI9k/uizZUrXQ0dGxdn1wNeBY3G6m6LXpGGgkGLw5rgmsy1xS0DpK3C2my03qgooXX/EwZU+GQt0Ynvn1+uqyhcuyljp7cQyTgeyS1rNMUvHyOcuYpezkSHjbmCxWN1duMa9SqRRt3jjXzLo1tZScP25jWvdendrEzQNJPeemapFQ9+g86j4OJCAAjXNTLBdzax6f0qNRvreurg4c6HAeIVruoNwwSefBIMoiQacukG2Q41F6Mak6SnnINUTWR+fZpEuhIe91UwGoOSNVOLJcN3WODjrPI7cM5bq1UK4Lsj5q7Lm9X7ZN3aOLB7bxXjVe3NRQOk87N29BXbwbKUe3VC8KbnF/lPzc4ivp1LQSsm1KDm6eofL7pn6XspP3ynGu1lW5huvWJtCPR90cluXLdUO3bso2yj6T3tsb01QtNDYyeXg9IHMul8NL7SZEepzKb5lOfewWu0/J1M1LVJcazA33lStMuRwim6mjpWVp85t/RfH4F8fp61vhnXc6GR+/O4ltN0PaH+TCoVN0TI/RObN77BFAOeXFG6vsJBHzzuCAb7Yb0/GSSlwBY3sqrNGGFgLlEs2pbY5RA7LMk/Bt7qXhAMP+CN3O/RdN2wHeCcZpzqVpKG7xtOgYdDiPUEcP5YZJKg07S0mzj3sPp1TEcbGV2cc+9hruqw0SwPJKK01Ny5jmr98ke/SxNKdOzXH+02YunN8bmyOAt/pOgGHw0MWzu1uwY2BlqxukuwVPqhFPNkEmOkTFu714Eg4w2tBM19LsjiZWzpgnYEYImvFb3jfhC7HgC/Codf+pmYa8QSa8Ac7MT2wpNqeBQefq5mjGuLC/ObpPYRTy+Eev45x7C2fixuYP7GMfewB7QsXm8XhqqDVJYUqaNJfLgXMYr/czurstlpbqa2hDReHrMpir9ygo+tYtO7eOMnezftdljXajzHXBLAFM0yEYtEkkgoRCFqGQRV29n2CwQl2dh1CoSH//MnNzXSwtPcHRo2YNJarUaZJ2lKoDKUdFy7p5u8gyFN3rFvTuuj/MUFMbAx+8QW7kBjlgRuRXk/LVBVaUajXluQZVLyQnGwLHwAgXKJfLruocBdkPsj2q7TqvFlinWZ2Cj9JcJ3YkzYr3Bqw2c8XF3kypJ5R6az5WR94f5FgpR2NjY804VGW4qZEqlQoppmk3IeFtJV9cqVGxyTlxPlKH6Tg8UMxQXg0J4JYaRV3r0iNArcpJl+pAjl0lRzc1h85rS7WhAlwp2bwcjhO0LeqvfLIWFFIFbZXzT8m23/8kCbop1I0SSuQYGDgK1HplynGs5Cxl56YWU+PJzQNJ5x2n894Cdw8gBbc0HQpuqiw1V9zUOjr5uwWd1HmsSdWs7FclRzkW3IKN3lLNVMzjnxrFszwPponj9eGsLNZ4Xcp66QL6uXmnqrrpzBa2Almurt/dAivKNU3VwU2do8rQqdI2vldXvptXnuofnWppI1Q7ZT/JftUFA5aQ80PJ3+1e+Z1R19L0wS0gsfr+y32AlLmSr5Sd23qvypVjVMpG7hnktQ57YoO0HeRynTgOtLROsLTUtPkDexyG4XD8eIHf/k9urZIpFr2MjzcxfOOL7CXi70rPIYLFAt0XP9q1Mj1WCGesDZZjYNp44nfeY8lxoHKjGUwbu20cFjZ/ZiOmGqof7QNZfeTtzaA85TyGe1wtB/g0lOBQMUNkk3hJ9xrDpp9PfRE+9wQYNn2UItVx+9zyFL4tBIUMGfUkfQMU45OUElN3urr72E0UC3hmxjAXZ8EwqTS1UUm245+fxFyYwXFsjF+BYKf7+NXGntkguSWglUa8are3sNBPb+8ggUCI5V823dLl323HqXaX8iQj/y538Wq37JbwTgc3tkOdLkzTYGCgyFefTdHWVi13fDzA6EgHhaKPYsFLONxMqRQgEmlGbYqamm5mjWD9tOUWv0LuptXpURpo6k61sH7SkHJSJ4K0P8hYsoOBy+dYnl83hJWy0yUf7O7uXvtNphJpbGjEs9iKN9UCBphNabwtacpOuerjL6BLgeHGkqg6yLpIFsuyLAojMZxcEKdzDDNg15xu3MpVUDIyV6pymS2WIVebQkX1u5thby6XI+5JQAhmVsZYzi/XtFGN/cV4PUteP8+m5yijT38goYv/4hYLRo1/t/5T79DJXtYR4P1Unn8Za8UB2ko5Hi6uEB0foTW1SKRU4NLIekBRxapJRrS9vZ36/FGckkW8v4zhrW4+Vb9IY9DNYqDI9koWRPWFPJnLPtExI5sxBVDLyujKUkyPW5/pkqzKe+Xp3c34V3ev7nfJXEmmdGS1fyZFZgA3JlXNJb/fj6dSJp5dwrc6/guJRspN7TheH9gOhi9I0LYpLi1COHpTe3XJW2Ud5Tq0vpbqx7bOyUGu8W7G7DrWxy0prFobZP/K8ajgZjCuS/Xi9nc5v9QYk/fqxqusr5sGRGeoLL+7OjnoEipD7TdJ1dftWyjnibrWGZfD5vHYdKlg5NiX8172j5vMFPbMBmk7GBp8GqsSoK3tIk880cQ77xzDsnZGs94LdHWVeO65DL0HSiwtevjrv05y5XIUxzFobW1duy+ZrA7SSGRvnrQutfaAYdD9+SV2xpmsw3S8+CYG8ORjWNFFgn0pDJ+1qVptt1BZ8WMGK9iJnSeYTS5UVYsT8Xqac9svJ2xWF5d0yd3NP1gs4LNtPgtGeaawu8mbdwtTmPzbeBtNVpk/nPyMiF1dhEbnt56Gx3A8RErtZH3ThLx7myn7lYRVgXIJfymPaVuAQckqYxkmZcPEkV4TjkOwUqQ+s0CoWN3AFOMN5Oubsb3+2kNBaPWjmE2vbZD2sY+9ivtygwQmIyNfpFCI09X9Hl999mPefOPk5o/dYzQ1lfjSE0scPVokkzZ54YUE5z4K4/PdmdQpdxKWYXC5tYeWiWHC2fRtbZBMx0tr7jFMO0KpZQQ7vkjId2tD5d2GrylPYagO8kEI7cz4OZzPEi/kmIg1cGZ6+ylXQkYdJStP0XI3Dg8X8zybnuOlRAsXKzlOVG6tQ7/bmMXknxlxTMfhH6YmCNo7SwkSKbVj4iXjH6OJll2u5T5uhXJ6BfPC+xiWVSP55Or/HSBvesmZPsqGSUNxmcDq5ikdqSMTSRCIJTQlg+MP4JgeyKYgeXfzau1jH9vFntggGYbhGvtIUmtKJaSo+FLpST74wOahhz7ia18/x4sv9LO4GNaqdUAfu8GNYpNl6OLouF3r6My6Oosnnljk+Ik0pZLJ228lGRkZoFLx0NNTS79KilIZrOl+g1oDWwVJw0qKUbZTF6Ze0qzyWhdvY35+nvlkG3l/gJazbzI2NlbzjJtsVH0lS9bT3QPD3WBHCB6ZI1pnAI2bU58aozy3jOfqd10cLKjS5HYChkccQrkOYj3pGjkqI2KoNThUah5JMTfNTzOebGdhcVFr+ClpfznGSqUSwUCcVHFOqxKU8n10bowPQtVEr4dS4/hxtqV2kaoFnQOBmxpJjgEFOVcvFCr8y2ATFvB3xz7DKGT4TKThGRtbDwEhDcnVuFhLJ+D4qbf7cIJ5mroiNVS8qu9WnCt0ddRl+N6YOkfXXlWuziFj47WSuZSdzoDdTd2jU9+7xXHRqR7keiLHqxzHqj6yXlNTVTuv5vQ84YrFMH6ypTJlBwzAg4PPgLABCbNMvaeMxzDI2DBieyhGEjiWAakM4Yo+dlEoFMLvC+DJZiitylr2r+xLNS50KVBgfY67mVHIOaxTk8s5JdWs6loX68kNbobiqo5uRvabxSGTkO1U30JdCpuN9VUy3YyNdzOzkHVXdXOLESXXId173VItKTm4xTVU927mFAJ61aybE4ubmlthT2yQbgezMy28/daXePSxs/zmt6/w6i/6uX59a1nR7zwcHnpohaeerlr8nj1bx7mPkhQKXhob7x+VoA4LTdXTX2R06PYKmmvCyEZxOibx1t27DO2mD2JdNqnRAJGB7UZ4Xkfz4ixDnX2kInG2ez4Oe+oZy1zZ9D4vDt+eG+HfdRzhrUCMrxR3rhbcDdgOvIqPfx+KU+9U+KPcPNa2o2SD345SZ/UTszox8GB1jLClWAD72DX4rDLRUo5pvMzjpWCvz0nblgcuG4NqsmQnEAAM4lsNVmaw36/7uC9w32+QAFKpBG+9+QRnHnyH5792nVCojfPn762HWzxe5hvfnKWnJ8/g52FefjlJOu3D5/uVEDkLyTbiywt4CztX8ficMMw14cRTUL8M3FubhGinTWrYQ3nF3YtsM7QsVU/psw1JDpe3HkfJa/jxm2EypcXNbwYO5NMEHZtFc+d13Q0MOyb/lxPiGl6OWAV+UFgghs3ENspo8HXRFT5NU6kHG4u0Z4xITwkCe9PG6n6G4zhV9ZbpAw3rUZdP4WAwxebjygHyDgS3u9txYH+HtI/7AXvia20YRg0N50aB6VJvKFoe4ML5GCdOvM/TX56ko8PH+fOHyeXWF1lJvyqqT9Lrm2VDdvutNsS7wdGji3zpiUkMA37+SjtjY90EgwbB4Lp6ScZxcYsDosqVajX5nKQrdSklajLWb4i5A+6eF1K1oGhKWf7UzCzzjc0kr3yqjQMiVUuy7p2dnTVtCC/1Y+QhcGAZwx/SUrxu9Kysuy7lh07dJsvSpSUxwoDhpbjowRPWp9OQVK2SWY0H0+gwZqXMjOknk1mPB6Vk4hYqPxj2U3Qy9CYe4OrCu9iOVdMnknpW3kQB2ya/WqZUEUgViy7TupvnmZKD9FbSZe3OFwoM+cO8G2ngvDdKyLb4ndQ4/RM3WKAaIeHGqmpNqtU2pkXwGn7O1H+HOn8rZSdPLjZCMTKN46mQaO4CgjfVV5Uh40nJsafkoEuXA7XjXBcDRcpJ1lepDqSc3WKHqXKlumE7zgY6byO3zPM6jzc3tdrw4CANyzOEi1lwYBkPN1YyzBQtPAa0+wwO1IUZzBQYTS/fVL6bGYSCHDdSdtIjCiBuW2Cba2uvLvaRbI80JZD9quaULr4d1I4Lde3m1Sdlrua4HAtupgs6OejWc7d4O1I2ar2WqiEpcykbnUpPPqdTs8vx6mbGouCmHlZoETkNAAAgAElEQVTjWMrAzTxDfTPk2JXfA53MZZ9t9t2V17I9unhgsr5y7ZBzRYc9sUHaLViWj08//SI9PR9w8NAI/QOjFAo+Cnk/+byffMG/dp3JeMjnfSwsWORyXsrl2/eWCofLfOWrkxw4kGJ8PMzLL3eQTvmJx391TkvLsTqGvvqb2P4AsclRdppL3rA9BPJJPI1ZDP/ODHl3G4YHPLESVsoPO0wkbQD+Qp7SJqEBNsLBYbRyloPBr3Co8XE+m39r02cCjk3hLseSmfAF+WF9JzO+ICHb4snMAl9NzxF2LLaTXMXA5FTdN4n7koxa77Po3KA73rX5g/vYEZxSgebFCXzlIivRevLpNI1UeLguRMV2MAzwGAZzhTKfreTBvHMmANvM3rOPfdwxbDYU98QGyTCMmt2eZHV0hlhyRyoZpGSy6mexsJBkcHCYcHgWy1oiECgQiRaob1ghEChimjeLpVIxSacDDH6e5Nr1ZrLZ9QVC7U7dDIdN06S/f5mnvzyOz+fw4Yf9DN/oIx4ziMf0RtZuUZ3lLl/dI08DOuYE1k8obolvdacsN6ZO7sbL5TKWYXA92cFQ/zEWkm0Y5TINn5wldPEcyypSstj5yzZIg2wVKTsajcJyHMPxYDSuaE8K6mQl/+Zm/K3gZtwo26LgGjMkUqAyHcex0a7k8iSiytsoW18hR9EX0MY40cXrUFixJ5jIfMaJ5NNMZT+jUBhf+5s8kavkq367Qt6pzhHJquqMf3UxwDbKQbFU8hQo/16qVPgP/WfIOPDs4AUOLUySmpvj2urfVeJcWYabcfGJhmdp9HdzPf864Y4ySZpcWVXJnqkTn1u0aMUq6BwYQO98oTshQ21fq3LlXJXP6aL6uiVDVayAW1JhtyS2G5/feK+qr4xddP36dUzbois9h2mVOZepMLc4zfT0NAaQDPo4kIhgO3AjU2C5VK2zcoSRDIccY7rkrW6xZjYmAU9WKnitMvnxYdIef814a2lZ95tT75DzpKGhYe1ajRE3Zln37XBj/uU3R9VnK7GnVL9LdkeOId0642ZMrdgxN7ZRF4XaLbaRjkF305CoMnQOG/JdsN4e2b9SdrqMCzqWc+P7dEbwurVWQrZHzjVVH8loyrhp6jof72b24HPw2ms3lb1WX9e/3OdIrfSSWumtWbSrneDg85Xx+3MEAkUMI0UwVCIULJFILPHwI6OceXCMK5cjnDsXZ3Ly1gEhA0GL554b4dDhZWZmQpx9/zipVIRA4P5njVa8ft7vHOBisoucP0Aks8LJT9/Ffu1lvIUtJhrVwQEyERzTwojsLTsTM1gBxwDLC96dJYP1FfKUgjsL3fDp7Ms83/sPeaD5eV5e+ne3vDfg2BTvIoP0YUM7s8EI37p6joGlmc0fcEFf7GFa/UcYK37CbPk6vfTuXiX3UQPDcWjPLuC1K5xNl1murH90HGAyk2cyUz1cbRYQdbewYPpptQt0ldI4QKGSJReIkAvskLbdxz62gWKkhaWupyjU9WLkf41UbFuDQbnsp1j0kk5DLleb662uLsfhIzMcPDTDiZMZpqf9fPBBhEsXw2w8DBw4kOOb35ojHLZ4/71WPvqomUQiwv0MBxiKJPiooY1rsUYcoG95jtb3PqRlZhwDGNzh5sio+PBmG2GqGaMYxImvsFXHl7sG76oLtuXF2eEGyV/Ik4/Xb36jBvlKiisLb3Ay+SydiaOMr7h7tYVtiyF/hHmPnzudujjt8fF6czf96UX6b2Nz1BM9w5G6p5krDzJa/HAXa7gPHZpzS4QqJaYiDSwv7m66lpQnTtYTo7kwti2T63lPgJVAhJBdIW4VSdgVGjML1GWXKLW0gOfX8LO0jzuOvC/OeP0ZlqK9mOUc9cOvkr/w8i2f2RMj0TAM18SAEup3XUI80Ce0czNI1b1DUcQz08e4cnmSnp5pBg5O8Ju/ucTzz6cYHGzh2tVWcrkAjz02Rv/ANCsrEd5+60FWVuro6lqnWuVpTGfcKGlHN+M79btbWhMdLSkNpHWxgKQcJB06l8lyoaGNj5s6WAyGCZVLPDI9TM/nl4gVcgwNDa3ZmMjnlMxl+ZIm7+7qxl9sJJhvJTDeABh4YiX8Xcv4knm8/vW2b5ZmQFLxUqaqPW7xcHQpMnTG8ADhmE0JcMomtq/6nC69gSx3Y+wPTz5LKRCskZNuvMm+UiqNfD7PCjco2BmOtT5Omsmb3qtY0VPDV7l+8DT/R1Mvf7A0zoFS9X1Sranmh+wfN0NWXYwhJfO/7T9F2TA4ff49pmbWP7QTE+v+apLGVv23LluDRzp/k2bzMMv2OHROccg4BKyrnTczhpcyczO2VX3iZpSuM16V75VjQWd8KuUo1U8bDZHBPcGzao9bugadutstFpAcQxtVC97MCvFSjuvZMtfmxvn888/X7lWqOTlWpCmAUmXpVF4ANyp1fGAfxMKkMXqYL3iGaA1Pr/3dLZ6NanMmk2EJmKQq/4Th5YS3Qm50iHS4Nsikm2pPp5KSMtU5GLgZ+crxokv5Ia91qlO3GGy639xS+ai+dkuiK8tQfeyWWkqOc1WulIdUhyq1tayLVN1K6OIguaX6UXXQJRjeWB81n2U/SLW1zrxGQqeGV+ukAwz6elnofBLDruC/9nP8N96kUimSS+vT5yjsiQ3SXkSl4mVwsJPBwQ6i0RmOHJ3h8OEpjh2bpFjw4g9UuPpZDxcv9uP339+sEcCrHQOcb2ynKZ/hmzcucmhpBq/jsHg7qjQglOsgmu7HMov42lN4k1n8evOQPQHTV52ohr3zqeEtFrECQWwMzB2YsTs4pCszJAK3jiDdlkvx9z77gB8PnOZfNfXyO0sTPJi/9YTfCT5t6eazZAcPDF0mkcuQ3vyRGngMHycTXydpHmDWvsKE/QmdRseu13MfArZNcHaMdMXmem5nTKgDLDoRCvgxcIjaDnVGnkt2Gx/bXSRJ0WfO8andxc+sEzzosWmzZjctV4cVxyRlG8TzadKhOHuPWt7H/Qgbk6GGR1iIDhBZuk5y5BcsTAxv+fn9DdKmMJidjTM7G+ejD/sYGJgh2Zzm8+t9zM/vTI2yF3FmfoLriSbyXh/JXBqvywl9p1hq+oie7s7Vf+3dYedUVhdmc+eedZbPj1ku7WhzpJCx5kmG+vGZQcq2u/F5fTHP7332IS8dfZgfNnQxkQ7y+ygH+dvHheYufnngOP2L05wZurTt52PeJMcTzxHxNjBmnWXe+Xzzh/Zx2wgszuApl7iYKe14FE4Fe/iMM+s/VMDExsak15jjcXMQj+HQaSzxunWYD/ynOVO6SJe19Zx7EtO2ySGrTLBcoOC//9Iv7WNvoWwGuNr0FKlgM/WT79Ew+e62o2/tiS+Vbds11Juk6TbLyKyzsJcqKbe4C+o5SdlJqlDF7JHvVRRmOgUtLdX/VP0V1D06ehD09KxbfBFF28vfJG0v4zmo9rhRshK61BvJzAK/c/UjfnTwDH928EGe//hNkqnFtTgqUjayvqrtUs4HDx5cuw5HA5CGhkSTNr3LZmkx5Lhwo3V1z0s5qPe5eaLU0O6VqswqFLFXn5N1kDLXxUHy+XxY4Qj+Ql7rXeWmolHjZS2mU8WAAnQ2DrBcmahR8yl6fHR0dO237xoOv+g4yOtNHVywyvx2do6TpazW00dS27rxqORxvr6FV7uO0Dk3yZc+eZv52artkXR8kPKQ5YYCUY7WP0Vf4kEqFBl23iDSBu1UvU6ll5mSzVbSMejSdEio+SHbJdVm8lp5vbqlLJBjSMlPqh6UWhRq+1WNMylzGW9F1U22yy2mki6NjlvqFKV2WV5apHNxhlwgzFRmXfUgZd7WVo3zPjAwsP6uxm4MqixRXV0dy9kkZt7he3UjOBikyibTlTB1nhJnomkMo2Gtvp3OAv9xxuBT4zjdsSidkXXVqxy7aj2fnl5Xx83MVMfVHNDbUY8xP82N4no7pRmFTv0rx42bqkv1sVy75HqgM1eQ34uamGWaMtzGm/p9Y2ojXR11kOXKdUjngVljKrCJJ6RuDruZoMjfdTG+3GRjadZPNw8+XR11HqVy3sty5XhaXl4m56vjasvzVLxhOkZfpjL4HupuKVM385W1Otzyr/v4tUJTIcvvXv0Qf6XMSw89zVR9cvOHNoFRXB2A9v0x1JxSdQI6np2nPSkHQ/iKt5dEtuSpfuxi3q1FhPc6Dl8bv8bvXT9HwLH5k3g7fxJrY9bZmarip52HeaHrCO3zUzzz6dt4nFvnLJLorX+AZ7t+QF/iIRb4nM+cF0kzvfmD+9gVRApZPI5dVVVtERO+Tl6yTvKidYpBuzrvs7aXiFmhzVeg3ZfnYCDFk5FpTgYXb9KA+QyHr0XHSJglXsl0Una2H0fJBhYqUH9/Z2Haxz3GcqiDyx3fxDE89A7+hMTy9R2XtScYpH3sHdSVCnzrw1f52YNP8/KZp3gwk6VlGzpbiVixB2MliRNfWU0b4d/0mXsNq7gaKdbc+QapFAzhv40ULAC2UaZgpYl6t7dJ7cqu8E+XR3ktVM9L4Qb+yDJ4zKjwLdPmmOlsatqRNzz8qOc41xPVjdlXP3kb7yYJHQG8ZoDDTSc43PQYdaEWlgpTvDf9/1Hfvq8quduI5lOUPb4tq6mmfa1cCJ+m1UgBDu/aA2Qzi6QtPxFz6/ZLAdPmq9EJfpTq4ywDHHImqWPr6XYAVmxoW02Iu499bAcOMBLs51r9ccKlRTqG/gbfNtI96bAnNkiVSqWGInMLIKVoSkmL6QJxualtdDSem9W89Cxraqp+LNy8bNzKUNB5PrllApd0spvFvoIuc7Kb54XOw0HKVgbV8s3M8Ny7r/DqI8/w4ZPf4OBLPyIwMqKtg6JylYygqnrwpZoJFnqreda6JjAMY43KdQtKKaHq6xbET+cVIulbt/QtCjqvFYDcfB1GqEg6uy4Pt0zeSr5yrCSTSaxwlIZirkbtKFXFunqp+ko5ljIp6jwtJEPJmntVO1X2dahVBwEcYZx2X4BLPYf4IFzPO46PtkqRJwsrPFzJEXVu9vb61Bvmpy29ZEwv7UuzPHvxLHOT66oSFaBS9l9rXQ9d4VO0Bg/jNf2kKrNczb5G2jtBNOmtUUPJOsqxq1NVukEnR9kGpcqSqhZdcEFwV9Mp6Ly6dEECN0KpOjYLhOfmrSR/V9duqR+k+mNhYQEqZQLlIjPeECuplNYzFKC7uxuAWEsPPy8eJ2lk+fvdaTwGvLro4YNUtb1nYpm1NcnNY0qqcRPAF4wM760kGSUJONTHSrR68zwZmSGXqno6ymCWci0d83k50hLDX8qttVOOC6k6UuNQykDKUWcKIMedW+BE1TapkpSy06lo3NR16h1yDMr2SO8r1Q439ZYuoLBbG+Q41anx5Jql5o9Uu0kvN9le3fxzC9SpypDfFtnXsiw1xty+7aqdso4yjc78/DwTzV9gLnyC2NJ1WkdeoVzIUtaUtTF9i/Tu3Ig9sUHax95DsFzkqXNv8pOvfIeFgaO0n996zBpfOklwsZdyaAlv19R9k5fSccDJBDEb03Ab2U+K/gCB0u0HwMwbi8SdDhqdgyzy/rafj5eLfHtlmq+nZrgUb+KNYIK/iDbzF0CbVWKgUqCvlKO9UuRvww2ca4rRWsjy7IW3SGZuHUANIBns5eHG7+LgMF24ymzlKhlrHoCQd585uifIpDCA7BaTGJ8tV9O7fNk/hM+sfsSfbVyhL1Iha5kcDm7XZxGeaVjhqGeGuUqQ2UqQqXKQK8U6uv0Zktw6GXPWsilYNk1+7+1MwX38mmExfpC5hpM0LV2iYfgXu/bJ2RMbJMdxXOMj6IwXdTtLN7jFAtLFaJAGgDoWauMpXUEyF+o5+V65W785PkztjrY28e2qwbDYwevSSMC6IaQ8kcjTu87AWRqOyl2+2qVfefAo2DahV/6mhuGTpzh1ElVG7cF8C8GFAxDPEOidx/TcnFDXLT6QLraNW1LFzWKcyPao33VMUs1780FM2yRnzLvGcZHv0BnuWol6Kj4/daXa9B+qvrLeurQIsk8LzSsUl+doLT6AJx5i3P4IcLT9J6FLm9Bbt0gPMB2MMpJoZCQU5/1QlDcDVTsVj21z5voFTg1fYWF2FnW+l21X49jn8xExmzgW/DpFI8Uwb2CFSzTX19NMrWOBnDNuhvG6RMtuzK8uAaYuybGENCSX7dlsLm62XrgZkqs+1sW4kc+5GWlL6MaNbIMcA5OTkzRkl0g4MLmSxt7wmZDsZHt7O2knwIhVxxdiy3THozVyOB6yARvbXq/3ZiyJbEN7fXjVHL9EKr3Iv5obYKoSJbQ6Hm/lKLBStoh6TXKaOFW6mFVSjm6pN3TponRzGdbHuWQQJduhW6fcDJxVuW5xrOTvat66pW3SGYK7zS+dzOS7ZFofXcwjud7rtDSyLDkW5FxWa49ketxYSJ3jgoSSr2SQ5uerh7FSpJnZU79BcGWUyNWXyJZvTqUl5ST7VcpBhz2xQdrH3kMuGmfkyAPEPn6PwMwkW+VDQoV28FQwe6cwTIf7hj4CjFQcBwc7mNn8ZhdM11c/Qi3Lc5CIbnL3ZhWySdX9/+y9d5Qe2Xne+avw5dA5BzQyMMBETh4O03CGpMQgyaY1sijLosJqV7Ise9fhHO+alvfsSmdln7O2Zckr2woOkmhLlCmSIodJJIcznBwwAwxyo9Hd6Nz95VRp//hwu99u3EJ3A2hMY6afc3C6UF/VvbfeG+rW+7zhLVKlGl3lA8RIM+qvn8Q2tDigr1Zi2KvzKJfwgAkzwlQiw1A5jzt2fkPlxI0sh+KP4wQ1xoyn8Ywr1e47eHsQ8xzKAVdsjnQYCzoBgztShXWvvR6YBvRGqkw5cfZs4PqGHzQ3SFvaqh28E+BbMeYP/iimW6Pr7JcwriO0ig63hmvRDm46Tt/1IAQ+7d/6yqbuq8VmmnnMatvfIHsVfAOW2vCS+WtOMQIw09pFxHVoXydC64ZhQDkzykXveTJGLwesJ4ibNybSpgX0VkvcvThFZ31jr6OIkeBQ/AkATta+jmtsr1x673aYvo+zwXfEbJCh026QsbaezGq1HIrexmi/hh8QXcf9fQe3HiYjAzzd8mFOJ26jblzdvX4jCICFA5/Ai2XpOv0XWM6N31JvSw2SVCvqVN6SZtIZKocZ4OriFYWpZ3XxYcLSG0godaO8VqowlapX0m6yXbr2SlVhWMZ6pQKW6k6pftcZeUrqQdIyl+JpLu0+xNDLz9CYvkSD1UZ7umziy3Retg6jPlaui2R3TkulSLohzDB3vQzUUg7qWqlGlSpxNW6kSleWW6/XsYptRD2bheAM1bn5VSpmSbdJ6k5RaFK2021ddOfmMQJfa1waFgdEl95AomBf5EJQY5iHeKDzxzlTfpqL7krgRqniV6pnWUcYdSTHuRqzkmqR7YnZSYbcR4gGSeazL9PV0bJqbEtKUc3RsDQE8tl181ZCFzdGZ+Qt6wjLTC6fTbV3I7SLOg7LRq6jCcNoF3UcRh/LeauulW2U5giyrxcXFxkMHEr1Bku56hV1SKeBbDZLJZekL+ZqTQfUfWFrky41im7NhOacMZ0UtaCFmdk5DFabVEiZtrW1YdoBETMgnUqCYYamElHHcgzKcSFlpoufJevVGdyviuuV0NvUqeeQdcn4ZkomkhqSBtu6GE+y3jAaVrc+hs0vHZWsc34Jc0DQOdLI8S6dRWQb1DtlYXGRidY7mUzcQaxR4EJ8L2OxPXSWztGbP07CKSz3m3wP6dZ42e75nvuote8jceIvcKdPL8c5Un0hZSOfXVLNck7osC03SDt4+xAAow9/CLtaZvCVZ7mw2QIsn2hXlcZsEn+kAPbG4+e8bQjAynfhR2pUrfn1rw+BE0+QS7ewZ0rv8Xe9KBuznA++TZ9/L0cyH6HL3s+J3F9R9W58epG1SATtDDkPEiHBQvp1HHtraZkdXBssAlx/YyqkemAR24Qb/7UgCOCC18Y5v/lS8g0TKwjXWBkEtJgBQXD55luHod+BBh4mZzvfy0J6N13FswxMPY0TSTHbdpSF7AHmsgdoLV+kd+kNMvW5DZdbbd1Dbe8HiU6+Smz8BQixXbpe7GyQdrAKE5195AdG2Pu9p7Cda7MtiQ6UaMwkqY1mie+/utfKdoBVaseqpWl0jUF4Vo91UexvGqz3Lm18om8WdaPIy4U/YyB2OyOJe3m096c5V3iO0eLL+Fvh9xNAJwfp4SgOVS7aT2NHt/aluoNrh4eBba6/qwgCsAyf+hYGcJ2sRfn2YgsTToxWo8ITkdOUrrI5sgyDI9GAdgvONAy6zZ2Ikbcy6kaUVxLvYcluZ2jxFfoLx3HwiTlFhmZ/wGDuGDMth5jJHiI3+MOkqzO0zbxEunAhdF/sRZKUu++gMPggVmmG5Im/2NI99LbYIJmmGUot6LxVpPovzGtBQaoHpfpOqjF1kOrM9eLsSCj1Xli7dB4DYSpkXfyKsEzQqj6pJg1L36JUj7o0Luc7+zFch5ZXfkDVc5evlZSgVAsrOayiJ80KVm8eZ6oVr2URM9OUtZKpjC8iIftH1qEgn03SOQph3i661CrL6Udcg8p8H368jN+ySH6mqY2R1IXOww9W1OeKXpwdGMHyXNqX5vEDf5XM1vO00v0uqSWpCm6Wm+dM8Sn6uYsDLe9lMH2Us9WnybtTq8aQGiOSAtB52cCKfNT8soIYu6x7SXhdlO0p/L5LtFsJWlv7lu/RUWWyPjlGw9ImqHkl+ycsHYBundBRc2FpaXTeV7Itss/kXFW0iCw3jL7XURo6el9CliWPddSCnCdr+7oRCYgYK+3UxX3yMPlGZYiSH6U/XteOvfUy2sv1UxcbZzTv8YXSAAnD5Wj1GIPOBCaBNk5Vb28vJnB3yqLdgplkK7Sll6mqsHGho7fCvAx1MYbCzBzUeAzzUpTPq451XozyOcPmn/Q0VnN8cXFRe+16kHXIMa+LpSXfZWp9kzKQNKFsg0oLMzo6unxOmiMse3BGWzk38ASOmWRk8pu0Fkepr6mjWpwmtTDNiPl9FrIHKA7cT2nkhzFLs0TPfY/a2PcxfJcAiA8cxhl5CK//DjBtYrkLpI7/DywzANPWeoyGmRXINsi5pMO22CDtYPugb3aS88P7KAzvoXX09DWXY/fn8BdT+OPdGIfHtm1ybme8DTwbp//cdanzvVic3JF72Ds1tqm0HNcDlyoX+QFpRunlLo6mfpg3y19htn7husvu8A7S6R3Gx2M+9ialyDgd1tX5+h28/fCB6FU0SHUjysuJe8nVszySmuWhtq0Zqxed5kfQp9Onmc+PX/VaC7g7bdFmGcwk2yjGrvw42sGtAcdKkMuMMNV5L0bgs3/8KySrs1e9x/RdMtOvkJ5+lfnEEI2976d251+HA48TjL0IPQeptQ2BUyU19SqpqVeIVBe0G/MbjZ0N0g5WYXB6nEipyNyd91/XBskwA6zuAu54BzRsiF176o5rhV+MEzg2VnsDQ2ML5c6lcGczeK2zBPHrSw2ydPt7CKJRDl289rw/14oS07xa/DPuyvwIh5OPU6z9t2uzSwogQx+9jTuIXY5nNJV8Fse69rAHO7h5aDF8Wkx4qxauVX8peS9FM8vHspPsixUxjNbQa8MwWTH5/nwrw/E6B5LNefNKKctoLUnVt6j6JiXPot2skTDXp337oybttsmxskuifWdzdCshACqRFhYTgywmBinFmrZmido8uye/Scwtbdjx3iAgMnUMe+oYXsc+qiOPwKEPw9IE0df/FHvyVVozN3d8bIsNkmEYoRmbpYpYp65cLxu89GoIo2B053SpKmS9Uv2uC7W+XsAyWVdYygKlPtd5Gsnf5XGYWl8eq523jiIw8Ok49gLTD32QSjq73M4wLw6lUpWeXuqeSCGFZfq4RhWcFZmFee9IrKdalmWs9ejw6ia1sQ7c+Wabq6MBVksds7WC1VbBjHnkLznY4+0EySKj1edhvClXlQJBqrklrSb7SgUca+/o4Nx97yUzc4kDERMuq8rlGFGeQmGBPhVkn4QFEFUehWtTVUwHLzLsvJ/7un6M8ejT+IajpYJlHbVaDQKDFoboDA4SpwXXrFKxZsgl36K1Iw0kVrVB3i89IXX0r3xeOV4lraWOpTeVHPPyPjX+5bW6YymbMKpZQco2jKZQcpTUgzzWBcGUX7i6AHlh65EcN6oNUs46StEIAvbaHhUfTuTKKDvttV5biaBBFY898QqmsXqO6QL3yXbn6wGv5BM8s5TCC+C1Ypqo4dFvLHHB7yQTlEkFJVpxaHcq9DjTXFxaXNV21S/Sk2goZeN4DZJDQ3R1reQeVG1f63G69lg3Pq6Qz+WywjxZdRRoWGBa2a+q3LCxq/oqLIWGLsjweumXZBlStvLZpQmCeg65psmxraOZ5P2yjtnZWfwATudhMT7AYmKAWl9TWxgrTZG+9FfEF05jl+co2jZFVptUhK3rqm3L8ii9RjD6CkQS4FSJXKZDpbyknHXvEbkGhFFpcm3QYVtskHawvdDx2gtMP/gB5u+8H+vUW9dcjlFPQrx60zxRvIpJ7VKC2qU4gW8QGy5gt9ZxFmK4iwmcsXacsXaMZB27ZkG0gds/BhPXF1ws1z9Mpa2TQ3/1ZUi/ffGfHKPCJfsFhtxH6HPuZTLy3FWvNwKb9mAfHcEBoiSpkWec5zGyRTBubMC1HWwt2qoFUqbBqxUf7ypd1+9NM233MNFIMBLbeNyYL06leTXf3EgeStV4KDbOkhvlRL2Vc/V2MtT4sPcSFs0XVbm20SShAXG3TiUSX//SHbytWKzDd+u7uOi20OiyMQKP1to06fHnSObOYTvldW17Nw3nBpe3SWyLDZLv+6u+wKQ2SfcFKnfKuvDq8p4wnlJpfXQaqrXlqmPdOVkW6I0jdfWGhZOXULvbsGSput142K5afjGoQSxjG8k6sm6D9vOnWbzzPvZ888uYnhsqG6NqjxMAACAASURBVFXuFTFQAjDrSczOPNblZ1ZfJVIzEhY7RX3py52/4zhNz1/j8rEPfjmKX4rj5RL4hTgYAVZbBaf9EtVYAzwo2SXohmrOI97oIt7oAs/mVPUbNI6XVhkZqmP51STR29u7fLx//34Axh94HzGnzsOmS2/v8PLvOmN2+ew6Y9ywJJG6WFphMVAa82Mk53YzEn2AUvosGJfnjG8RaWSx3AyRRgu2k8HAoG7nWEyeIe9NggFRM4ra1eq+omWcHvlVuravYPXckGNMzks1zuX9Yca26lh+4cZiMUwC9qQqHLVLTNXivFJoW44mHZa4WLc2yC9KuY6ofpOGvdLAVtahjF7DxpBOi6xzIJDnpYZibVy0qO/SWitwqe4xXXVC0yqkWto55xwgjkN/widiRUKNsNXYK5VK1HyT1/KdjFg53hObos2osTi9iAkcBTKTMwTAycLKWJBaOflsSn4dHR0QBCQbFez8LNGOLnrbule1V7VHFw8HVsbIFRpRDdR4keuYlGOYHBTCWAt1HJYEV/fukL9L7bS6RmomdUllYUVjL58hLIaXmndhDj6q7XK8y7VndHSUIIA/XRpkxmmhz50hMvcW2fIkVuCuWg90xtByHoQ5Y6nxEpYaTLVHFyMMVq+rujhIsixZRljsteX7rvrrDt616D32Iov7DpO79xHan//upu83GnGMwMRI3rhIy0E1gnOiuQFp2B64JupFbsQdIgM5rO4SZtTDKV358nOtCqXEGKXE2KrgZteDcnsXFzr7uX3iLPY6eQFvFtzMAoYTJ5rrIxE0Xx52PYvlpDEwCPBxI0UqqXGq9ixO5PKm7DpCHNx8BIwka9zdVuI97WXubCmQsVcWu6lajK/O9vL1+R7qXH/U3u0KIwgYqjfzrr1VDrc9CoBn3T0UiPO4fZKUtXGNzcV6nACDo9FZ2swrB4kVbC7sgxX4ZCt5MtUiEc/Bt2y89OZtoXZw83CiluWSk+TOxhsMu5NMlibf7ibdFOxskHagRXZilJaxs8x/8GNkjr+KXdtcGHez3tR4GMkagWMRVGKU8nHcgo1bskkNeLQd3vjCGgTgjl+2T4i42G1VsH3MVAM7U8eI+huKdH4jEQBn3vdRoq7DXWPXbtC+FXDaJjEbceKlgeaGKFqklpnAieWpWzkwrh79+MYjIGa4ZG2HjNUgEasQNz3Kns104JJ3bBoVHycIsz0LGEg6vKe9zP2dVe7vvkh7tNn2qVqMZxbbeS3fwolSC4fSRT7eM81nh8f4zOBFnsn18LWFAU5XsiFl37roccokApexaJZGEE5HzLQcYTzo4B7rIr1mAdj4BunlYgsQ0G1ulDYLQ8CwX6UjcDBLUIvEyCU7SQzsgp3UItsWVd/k+8Uu+iJVhsrvjo2RwrbZIEnVmy6Gg0RYdnvdCzIs/oSufKmm06lJw6BLUSLbJVXeqlwZWyfMeFVRDjoqBvQxbMLSSOjSBEg1uLxP/d526lW+NjBC4VNP0vGlP9GWq7A29UOi3Pxqd88MYLjN8soEmAkXAqjOmWQPeKvq1dEuy/JYaMcsJnA6JnDbZlcbtl/W4Er+W6p15+aagRtlVmkVz2NtvaovZPlDQ0Pa4+B9H6bQN8SnF8c5OtLUbMns0JIGUuMwzNhTGTJK2kb2j7xWqdXlWNE5GASZebxSDuI1Aq+BRdOlOuKt0HW6MSJlJ+tV80P+LimCpaUlumN1fqx/hrZ0nZaIR1vMI2u7tEQcoub6G9iSY7BUN1msNf8u1U0g4P5uh4F0c+7MVAyemUrw/GyGF2ZjzLnqeXwsq8AJ4EvnB9mdqvFjw0t8rH+WD7ZPc6aU5KnFIZ7O9VD3reUxK+lLORflvFfUp5y3klbTpfgJS82hzofFUdKljJD9oMpPNqr0uVXGGwFni7kr4nIBjIyMMEsrE+ad7I+X+UC7i2F0aSkNnRHw5Mw8k85uAM6cPrX8u5SDGtOy3VJ2Kr5Ph1uly61RTbdC7xBBPEmK1eNc58AR5qSiSysTZlKhyggzrJdrtJq3kt6S18o2qDVavrN0KS50/b/2WiVHWX4YJaUgx658drXmybaFxeLSxeaTZgdfnYxSjxjsXXqR+fm5K+rSOcyAPoWQdOaRULKWRvpSTnK91tWlS5cjx02YE9h62DYbpB1sP2TKRXa99gMu3Pso7cN7abl4bsP3+nYNz65Aok4QrxDEq7T1JzCsAH+8m+r0JoZeNY4x04OXzOO2Xj2mxs2CG0/w4v476V6a4z1l/aR/u2GYAVx2w96KINtrMZSo8v8cPUVLxGW2FiXn2MzWY5wtp8g7NgU3Qt6xybsRluomNc8kbXskgjKtEY+YV6It5tMa82mJuLTHffa2uERMeGXO5t8dj/DsJZvzBZNkcmXB06yNAIyW4/zLt/r4w8ndPNa1wCf7Zvnl4VP8zMA5vr3Yy0mnn5wbp24aFP0YwS2Uu9vyXLpLCxS9gLP18I1nhRjPmbeRpsJH2mY3HY/smDcAwD3WxetpLnbg0+tWqcdTFDv6ScevfCnvYPthsh5jPNrL7vo5sn6R7Z8X4cZiZ4O0g6ti6LXnmNl/hAsf+ji3/+d/i+ltjJKpZ6aoZ6ZWG9xftnuwEgG+Y+J7q1PoBAE0Fm0CDwLTxIj44JkYE4NgeTR6Lmyb3EwTj36Ehh3h4ZOvYA72rX/DOxy7YkX+yf6TAPzSa7dxptDctawXcR6gWm0uQ7ncygZFfqGGuWNvFFXP4svT3Xx5uov7ejw+1jnJRzsm+YQ5sVJu0Nwk5dwYeS9G3ouT9xMUvDh5P048sFhkm9jJBAE9pQWMIODNasDVJPKieQgPk4f948TMzqtcuYKaB14ACw2bE347+8xZjlpTjK5/KwCHUlGGLyuFAsCoL2EGQTNJbUcf2zZq7A5WwQ/g64vtxP0q++s3P77bdsC22CCZphlqQb+ex4BOLRyWyVsu1kolF+bFpouXIsuVC7xU76nnCPNqUO2V9Ii0qtelGgmjzXT04EZiDOlUjGtj6ihUKhXueOlpnn/sU8ze914GX/r+qvuUHKQ3hVTZynKVejUdJIAY+bkysWxTXm7JpnIujZtT7U8TxGr4vovlRCl2vsHC3Ar/rfP2km3QxdmR6t0w7w8lx/7+/uVzu3fvXj7et28fUy0dvHTHvbyvMMfDg32rsnNLyDYqyHEjN49KZrJv5LW6LOW69Bag9+wMS/Mh6TI19iQNKI+VGlx6m5XLZQ6minxu5DgVx+CXnh9krOwAV86fMG9N1cYwTy2dt5HcQK0XM0s+w4szCV6c2UXWHmBPi09bpEFPClrtOm12nVa7QYtdYyCep8VuYC+HO3geJzD5vfEnmaIHWC1HSd2sF79HeogphKXLUONBegvac5dIWB5nXIv58kr/qf7Zt28f0NycHDdauSdb4u72vlXpalQbpWxzuRynynG+MN2GQYwIPpbXoG3iu5z1G8sxwtZi2TOtrZW9NGg3PApmFNcwMQhIJBL4QUA13UK2u/eK++XYlGNLySTM60jJNEyOck6o8RIWK0hnEhFGwemoVwmdR1UY3aoz35BrgKQyJRWp6gjzytSlWZHQefPJ6yYmJjgZ9DMXRNk7+22WytOrrgmj/qQc1ZoWRufp3hnrpWyRY1g+oy7OmPxdyl/G4IrFYrz22mvaZ4FtskHawfZG1/Q4qdkpCv27gO+ve/16MGKXX/B1C78O1Qtp6tNxDDsgua+AlXLJTzkYlSRmOU41ewE3VtwWXlaFeJJvHH2AbKXE44UrefF3G27P5PncgRPknCi/+IM+pqpXt5nYLii4NifLzZdMsqGneyK2Rdpq0GrVGW6P8tn093jIeIUv8LGb2dRViDo1ek2POd9kNtSgvQkXCw+DtLUxfvVCNcqfz7TRE3NodReZ99O0Lb5CxF8/pUObCQepESdgLIhQjGWXNUW9YlOkDze7g+2GahDhWDBMP4u0la+PXr2VsbNB2sGGYDXq+OskXN0ozGhzwW5MZqiejEJgEB+sEB8uY0Yuf+G58wSs/np8u+FEY3ztjocJDJOPHnuW2MCVX8PvJtwen+J/GTzBdC3GPzl1hKnqlV/TtzICDIpejKIXo+J08Fx9H+9LnOIbPEqR9PoFbAGy5RwOcM6zWI9vrtHUeqQ2sEGarFr896ks7bbLk30LLE036cfT1avnUWuLmByIQbcNtQBOEqOARWqHRrulcSboxcXkHmOUG/cZGBA1IGEaJEyw0jGSlkHSMqkbJhdq/s0wldwUtsUGyTCMVSpMGZpcqkTVNWGeFzoPJKnSk8dKJS7vD4sCqlSeYV4auvQRUr0nVZ+qLKmaldSPvE+pMaU6Myy4nKpXtiXM403VHRZoS0LJzHAauIkUruuu8lxS5YYF+pRQqvAFY5FuevHycZzkIrXWixSsOt7FlWdX6vz5+fnlc1LdLNWzSpUeFlBT58Uhx5v0VlF0mfRG6+/vxzcMvn7P+ygk03zm4glGWtLL8gsbN7JcJd8wT0nVJ7KssM2hGoey/3QZxmUbZL1hmeGVTMPS5Kh+z+fzPNw6xy93vsW5Uoy//8ou8k5NS42HBRjVBWiTv4cF1NQFTtTVoaMZ155X4yLMq0XOJd/3+fNIN+/f8xaHKz/gy+U7Q+2k1JyRa5ec77rxEkbJqz6Zn5/HDnyG/QpjdY/C5XxrkkZStLD6e8lJQB46UlHSaXPVsyuZlkol5p0IfzTTg+3Xubf8EmOnG4yPNzdGcnzYto0JtNomvakYHWZA2gQPg/lYmnpHD1nDJMvqtVZ61annlPKQ/Stlruhfud7I51X3SY+ter1OX7yTg9ldHI7sZqI6yzfnX1yez7JdAwMDy8eSJteltArzblTjUPafzvQhbAzqUkfJc2Fri87cRMpO560XlnJH9bFab/wATvuH6XBnqBUurrpWPZssX+fFDZffA0HAgFch6TaI+D5mTGqYbZwA6hh0ETAYtRivOZwtN6h4wSqZ6+QYtt6vfW5YTc11d3eTcmp01/I4kShfvEoZ22KDtIPtD9N1bpgGCSMg33Ic33CwW7Y+I/P1IgCePXwvUx29fOrSGUYq7yxNyWbxofZp/s6uU5wqZ/nVlwcou1cPg/FOwayT5I3GII8mzvC18tGbXn974GAAk42NGapX/eZ8jVyFicu5Nv9tthuLgEecV0kQPh/TlsGD2SgR0yAIAooBnHZM6OgmMEzSxs33AjQx2JXoZX96mAPpYfalBmmJXM7b5dV4pP1ORpL9/GXtBdxtp5/YnrjgtdIw4wxVz193WW1ejbZGhbIdo2zHqPoBDcOiYZjka/XlaPdBvcZQJGAwbjMUt5msuRxfcii5Nz74bsR36ass4RkmMefqm6wNvfEMw/g94OPAbBAERy+fawc+D4wAF4C/EQTBktHcxv4r4IeACvC3gyB45Wrlm6YZqumRO2i1Ww7TqCwnKw0xoJaaKZ3WQRdjQ57XGcmtbY+6L8xAWhdDKGxXrL4Iwr6GdTt3ndH62mt1X+9hIdeVnCzPw49EsG1bG5MnLNGvlL+6T36Vhn0tqS/MsK97KX+ddkaXjkb+rsZYYc9Bph//FPV0FtNzmQl8TM9j1ADL97F9j2N2hKlUloemL3B/rQCXn0/Xl1JrtFYDAfpQ/LDSP7qUMKAfp7rYO2vLVWNezqmwFDRK5vKLfUWOAYfTRX6kf5bHupd4fi7J//ZyNwXRRtnXStZybujkASv9o0vtsboNK3LS1SURpsXUGUNLOct5Iue7ktNTuRH+Yc8Ed5qnOV67e/l33ddsmCGrLvWDLhYNrGhHcrkcB5MGeaBhRYhcXhJk3BilOVLy7I46RE2fP7mY5Mn+JbrKK5qWucUc026Svyr10iDgA96r5CbOoEaR0jaoZzAIuDcbwQh8RiNpkj19BKZFlhVtQlicnbUx0mC1BnhtLK2155c16YbNYEsvHdEWdiV62dcyxN5kP3GrOR9naou8NHucE0vnOb50jun6Aj+26zH+1v6P01bM8G/OfZ45IWcZ00zOZXUclh5Eji1dwmn5vGotDIuZJbU6Ok23PNal7JBjX64tOqcNOd509Spt/bHILmJ+EXv+DHkCrTNIWF9LTVxHNkvr+CmceIpa/x4wDCqXnQ1MwHA8lIQrGJxzDE7mS+xJRNiVsBnsa2Wi6nC6VGeu1BwvYRoznRykMXZf32VP4yBgqDSPYRgU+vfgWlffAm1UJfAHwG8B/0mc+8fAt4Ig+A3DMP7x5f//I+BjwP7L/x4Afufy3x3cwjA9F9+6NQxwN4JGpoVLH/4E+YO3k1yaZ+DEK/imRSSZwrMsIskkrmnhmSaGZfHAzBiPTo9C9p0XjflqSFgej3Ut8Im+WfamqpRci/9yvo3fOdVBw7914gbdKLxV62KikeXx7DmO1+7iZsWdyJpNDc5bNX/DdbbaDn97cJHPX2rjDyfa+WB7nrJncbEaY7Lej4+Jjcuj3uu0UCZ/lbJG7IBE4DEayVC0oiTMrdMaRgyb+7KHyaTjdMXb6Iq30RFtoTWaWXXdZG2O53LHOTZ/mpOFCyw1Cqte/JZl8YWxbzFdnedXj/4k/8ehn+ULzrMs+O9uDfDVUDBSzFvtDOZewuD6MhMkF6cwfJ9y18CGQzvUfXir7HCu4rArZrEnFWUwEWE8GeF4rkyuvrm0NmvRUckRaVTJdw3hR6KwTtiQDW2QgiD4nmEYI2tOfwr4wOXjPwS+Q3OD9CngPwXNrd5zhmG0GobRFwTBjUl+tYO3BTeUYnsbEZgmuQc/wOKHfojAMOn9zlc5cOYNzMsTRdlLyC9zaUPxbsGuRIVP9M3y4a55UrbP2VKSf3F6F9+ebWMuv7m0M+8sGHyjuJef6XiVvc4057ybEwOrP2LgBQEzDmwmnmVPzOWzQwt8/lIrX19owyCgN+Zwe2yBfrtMNH+RyDrUU48VMByBBStG0QqJynmD0Gqn+fmBT7Er0UvDd1io55lv5BjPzTDfyFGkykIjz6X6PBWvqfmQtok6PDv7OvVTLr+y70l+OvYEf1Z+mjFvxwNVh1FrEDPw6CxcX9yjuFMnXlqi0tqFF914WhuFRgAnijXOluvsTUXZk4oynI4zUa7x6kKRkrN5ujTZqNBaK1LJtFNPbexD93reeD1q0xMEwZRhGMqqdQCQrg8Tl8+FbpAMwwiNOREWN0FBR2UZIbtVeV6p2nVUzNp6dZnJwwxkVXt0cWtAb/At1bs62kWqTqVKV7ZHXSOfMSxu02YMupVxWzoSYTYSobOzc5VRpFLL6lJ7rH0e9exhBsU6Ok2OBdkuKQel8g6jNZPJJI14gqXb72Vs/1EqmRb6p8e5543nSVdKtB08uHytyia+kXhSuvg7si/l86jzst2yT9QiL6kyOd516Sfk17IuZkhYu+S1MrbN2NgY97SX+Xv7pnigp0HDg6+Mxfmj0wleW7CJxwNYE0tX1hUW50ghbE7o6AJdihNY6YuwNULXV2FU82aeQcnM932+spjir7XYPGS+zuv5plZDbqh1ZegcKsKwtt/NIKAnYjDrQmAaq2hcGctHR6UoyuqDgcH5skPaKxHBpVqtUgOWNCYMsDLv+7Mpehaa8ccSB29nn3llxnkFuQbIcSwNslVfyLQ/Y2NjABzIDPN3D/wEMSvK557/bX4w/ToBQSidquZqGKTMT+XH+Nyb/x//6Laf5idSH+C/TD3F6OhK6Es5LtSzhfWZHGNqnOpSNclr5Vocdqy7dr2xK2mkMHmovgjLu6jG9mKxzMWOPrprEzSKi8vWaLoYUHLtkbLp7e2FwCd5/gTE4qT2H8HRxIoCvbPVWkeChh/wVrHO6zOLHGxNc7gtzeMDHXxnaomSmOqyT9QHbW93F9l6BTvwiNUKJKoFnEiMfEsnXJbremnEtkIloNudXKGrMwzjF4BfAMEP7mDbwvQ8fMvmmcc+RfXeD2A4Dobr0CgVMRoNXKPp6RadGIPpq7sG3ywEQLl3kLF7HmJ272EC26Z9ZpIjLz/Nnvz8dgnKvW3QEnH5zbsvslQ3+c3XMnxhNMH8u1lZFIJGYPHUfB9/rWeCDqvMgqe3d7pRaA0cbAOmriOvsGUEtHmbC5nR4jt0LTQ30AstPVtKq32o515+Zs8nma4s8A+e+ZdcLE2vf9MmMV/P8S/H/pifH/gkn+n7KH8ZvMy4Mb/+je8SzMSG8cwIA9XzhKc9Xh+R3DxWo4Zx8E6MdTYgG0XDD3hjsch4pcEH+9r4UH8bz8wVWaiHT4p0o0p3NUcA+KaFa0fJtffDJpwJrmeDNKOoM8Mw+gD1STABDInrBoErQrAGQfC7wO8CHD169OamYd/BptE7OUq+vQvXjuDHE/iZFoJIBNe0IBKlEY0SRGPguvT81v+FXXt73qxOMkVxYBfFgREKQ7updvZgNer0nXqdfaOnyOabGhAj/fbEsdnOeHLXInEr4Be+28a5gvoK3vH80eEv5wb4sZ4JPpg6w58W7trSutoCl6oP+Rvv0BOKTq/OoF+lEYkx39aHb9lbEuTRwuSzez7J430P8trSKf7Zs79N2b2e1/PVUfMb/O7kF/l7w0/yRPwu/pznWDRK69/4LsBitJuoVyXrLl77BikIiCzN4sWT2K0d61+/SZRcj29dWuQDfW082pXlB/NFZmp6u6S428DD4HxrP+lMRnvNerieDdJfAD8N/Mblv18U53/ZMIw/oWmcnV/P/sjzvHXDhqvrYLU6TUdPhdFf0kNC512go6zk+TAPMqmaVgij+XRqTukVocuMLNXK63mp6bIary1D58EnVY26NuwrFNh34gUAzp49u/y7VJXXevq58Iv/kPn9t9H20jNXtFH1RVj8GAkl01VxNTIZasN7sCpljIFBnHgSN5GErm7K6SyL3f0U003KwXIdOpfmOXLseQ7NTRDxXOLZFGRTVzyjLvR/2BjUeeuFeYXpID345H2KYltrZKo7VmNTqrbX83SUtOfU1Mp0vHDhAgAZ2+Ovf2iBpy7GOF+Mam0qVblhqT10aXDCvF3k/NFR2HK8yvmhxncYFabkL2lE2Sc6OcmxIOetpLrUOFf1TgHPDffwSPoc/3l8kGp1JWioosDCUsXoKLaw2FOWZeEHJmawcp9sry7XnXx2Fc8IVqgsWOkXeX93dzcEAX1elR6/Ti2RxjpwO90aWk32pRqzcl7LcSy91NT5XC5HNpLif73tp7itdQ///dzX+YOTX6RSW2n7enn3VP+EyUOuhWoMqLb8ev73+fW7f5knuJPfmv7CKvn39jb7UlJWYe8n3TjUeTVvJNaWqkPWtR4FJNstqUxdX4R5aSuZRPN1Gj2DTJf9UO26jlKUNG8GH+o12H1oue1yHoXFalovJpmk0V3ge/MlHulI8XBXhufnCiwEK3JS7UkGFZxonHgiEUpbZtbZOG3Uzf+PaRpkdxqGMQF8jubG6L8ZhvGzwEXg05cv/0uaLv5nabr5/8xG6tjBrY/4zCViM5fI33Hf8gbpRiEAFp/4FLlHH9f+HqnX6FqcZc/YaboXZugoNBNkAkRCEqbuYAU/vjtHOhLw22/uZFnfKL65NMgjLdMcTS1SXv/ya0bVsGg3IBIEOFtJDAcB/V6Vbr9OOd1Gsa2HjhtAq328/WHe23Indb9BwSlT8qosVnIcyA6TjaT5jVd/j+9eeukGPMDGsdjI8/tzf8n/3PMj/O2uj/ElXnrXx0lqK44y2f0gS5k9tBdn179Bh9lJsGxo717/2utAww/4znSe9/a08GBXlmOFOuO1lY2rEQREnDrF1PUlmN6oF9tPhPz0mObaAPilzTTC9/3QWCQSahcYFnlVl9xV7l7DdpEKYcaTqtwwI+0woztdXbqyJOTzqGt0yXDDEJa0VO6UVXvCNDk6+cpIpDqDRpVMs3rmOGPvfRyns5vY4vyqa1V9YV9gutg1iUQCPxJh9hNPUrzrfgD2P/0UI/EI8UadWKNOZzyKLb82LXDF86p6w2I9Saj2yC+WsIz06tnCtE1SpuorTspDp1GRZYVpDtU4lV/psi/lGFRfZDMzK14709Mr9h25XI607fPkrkW+fjHCm/MGsZjecUHVIcdjmHZN3SdlLo91ccTkOV3MMnmNLgKx/F22UcpU55QR9rtOayC/cJ8ejeIOQ78/wdNCpkqDJNu9XsyssOSipVIJ0/AZiEDMbVAJzFAtspKD9OqSfS016OrZZRt22z4tTp1CIosxuIeUYYSuc3LsKe2aPLe0tISJyWf6PsL9rbfx3NwbFJ0yKTNONppmINHNUq3A5174bV6bfGv5Pl3S7DCDfNV2GRFbQspBzS8p25fH3+S3iy6/sv/HeV/tMJ/PfZtAtEHKVlcvrGiZ5LtDF+tMl8AW1o+/FLaeq2OpkZ6cXEnmLaHTQukcE5KmQ6Y2TS67l47pF5a34rokuFJrtJyVwnUIJiegewBMc9loX9YvZSf7R10r65JrgCpj1fs1EuHFfJ17Ww3uaonT3hJlxoiSyWSIOXUMBwpec1yGJWMP22ssy+aqv+5gB5tE1+k3GHv4MfK330v3d7923eU12ruYevJnaXT3MfLi0+x65RkMoH/XruVr7OjOML4e/OTBKi2xgH/z+k4q0c2g7pucLSU40lLh6a0zm6EcNF9VaROWtkjJsTcCLdUChUSWxXQ7HdeZSy1q2PzswCc5kt7NH53/Kn829i1gZYMZ5lF1s/FK7iR/Mv4N/ubwR5h383yz9PLb3aS3FR2lC1zoeohavINEbWH9GwTipRxGEBB0929R666EB7yQq/FwTyvDNLCDgGoQkHAvU+3XGbvv3RfpbQdbimi5RGr0DPnb3xMaZiwwTRp7DlD+6I9SfuRDOH2DBJoFuXrkLsZ/8R/gZlvp/y+/w8jlzdEObhySts9nD1X4zmSUNxd3NpqbxZv5JIezFUy2zoLaw6DqQ9rYGl+WPREYjkIhkWEx3b7hoH5hSBoxfmX4b3A4tYv/OvX12mZsCgAAIABJREFU5c3RdsXXpp/lRO0CD6QOv91NedvRVh6DwCffsm/T98YqBYJECuI3l6YPgHPEmMOmH4fh3CU6Knlqpo17nelvtsWKaNv2KlWiLkYKrKjwJXWhU+HLe8KMsHQGmjrjOtCn/JDQnQ+jc5SqVqrqw+g2nSF5WL1KdSlVvWHGp0q1GZbKQke3ybKkmlTdJ+8ZGD3J6b2fInLkThLnTjXLSTUNrEt7D1HcfQA/vlpbYVUrZKbGyUxcIDM5Ru7AERbe8wiZ2SmOfuuLJOplssJocj3jRR0tE2aErzPyDIsLpTMu1iUXXXtep0KWRoq6MRCWjFGXJFeX/gVWDDelMb1MAPy39lVojwf81rHEunGMdHWFJTlWbdQliIbVKQl0Mtc5CoA+DpJst9JMSEoxrH8UJSTlGEYJ6jQejUaD1xdi/PWhgFRpjNFac61R80PSEBK6RL6yjbrEp6XAJWMGGIahTTQqy5AxiOS1sq/UOnEwadNvuMwENrVM5/I6oStLUmiKUgeYmZ5hKNHDsN3Fba17uL11HzErym8c+31emHtTm2JGjqEwmlZR7pLe3yU0xyoGUDKZxA4cepmlsz7GkDFDLkjz72srztRKpnLdlTI/X5zktq4RKsXyStLWEAcDnXNE2Lqr7gvrMx3VJceaHOeyDiW/sHh6OipfZ74BK+PCtm1sPFpr0+Qye0id+xYG+neZLk5gNZYkW1xkceIibiyxfF6OOxkrS9K/qn96enqukId83rA1IplKMRskwSmT8R0W42lydmx5s68b+xvBttgg7eCdhc7zpzjrNJi4+yEifcMU9hyg2tO0E7CLeVpOvkHm3EnSF85gZLKUBkcoDY5QHtxNbs9K0MaeN17i8AvfxfTf3caTW4WYFfBzt1V5ZirCq/MRQpzTdnAVvJFrLrwHU/nlDdJWoBwYdBkB8etM/6BgGXAoFVneHF0gQu8mNUfddhsPpm/jzt69pOzmS2e2usgrCyf5yvjTnClcvCFtXQuDgF67wO3mHEPGDMPuPN3MYeEvv9Hm/RZWR5u5OnJuc/PXYm9tTKtbAZ2VC+Q6HqaR6iVW3ng8qlK6jXQ5T3pxmlzvyNY1MAyGwWw0zaLGg/ZasbNB2sENh+U6dJ4/yezBO2DXXtKTF+n/3lMkTx8nPju1iiaL+B6x/BIdx19tJsJNpikNDBN1XVrHz2OGaCh2cH2ImgG/fv8SXYmAX/ne2+O5FieCc6M8hwJo81J0NTJM2AvcrEQSU9UI8zWLA8k8X1sY3LJ6FnyTwcDnjojLqO9SMa996d6VinF7a4K4ZTAV2FwkwmZyyh2wBri982H2xgdwA48XF49zLH+WFyffYL6+uWCUm0FPrMZPtbzAvYkJEuZl9/kgwpTRx3Pcx6TRx9lqC78U/VPGg815UeWXN0hpKltIl94KaK9MQJtLufPwpjZIgWlRbu0mszhFtFrCidz6a/e22CBZlhXq0aHL0ivjPejSMUjVm4xlIVWMutgrYTSFUuuFpcjQ0TXyfl1cC/m866nBdaHrZbsk5DlZlqxDtSEs47asT7U9jJLSeey0trbSdeEt5vPzJC6cJeJc9iKLWjA4GGqgqdrTMz/VbGNra2gIfx0VEpauRueZJiFlqqNTw75E1LVStmG0jDov5aRTIUsKQI4x+ey6uFxybEvKSMU/kpRTwi/x7z9Y5j3dHr/5WoZXl5JEIivPvF5sKlmXfAY51xQtIj2MlqmSAO7393Gg2FSnu4ZHw/Somw5106VuuhStOvOxIkuRCoZ9Jd2ZSqWwPZO2UpyOUpL2Upyo22z/7mgvtaGVfpDUkDxWbZfPoEsPA3rKUN13PJ/iQHZpeV1S3mJyDMn+U2NAUi1ha56S2cLCAm8GFoeMBvu9Eue9OEuGveo+Vb8cj7LeobYWDiVMWmyTgm9wyrUIkhnUiJRrlhp7a2MqPdJxJz+y92GmK/P83sn/wTcmn2N0qhlfSY4bSS/qKFA5P+VaKJ9d0S137+3hw7HXeCByGgyDE9YRJqxhFhN7WLI6cb2VeuP+JC2UmbYGtF66ujkHMFNq0s5xL0I5aI6BsLhd69H7OgpH0uU6b0/Qe3PK33WUehj9L8exqjts/bzSw69KYuk85faDZM9/E0dDh8qxImNtRWybI5jEZieYTHaAYazqa0nN6ryh5bW6+HJh1Ls0G1DXSGo2LGXLDYmDtIMdbBbxRp3BmQkKTmP9i3dw07An4/A7j5boTvj84reTfGf25kcUP1If5ECth/HEEoVIjXgQIepZRDyTqG+TcePs8jqgBB4+S9EKC7EyC7Eyvg+d1TS9M1laKjEMDBzLJ5epsZipkS7a9OUyxFpt6ubN8ZR6M5/g/T0FWiMOOef6vGauhhombwYxDhkN9lFjPIhSCYJ1japjBuyLG/RFLGp+wLGySzGaAAw2Syg90HGUmdoiP//dX8O/QXRfGFrsBn+te4yPpb+Hic9zzkFezz5OyWy+TBO22ogI+0eaGo9J+libN/BqyDlN25jWSIYFrh7s9Z2OAAMvksS3o2xGswiAYTBpxtjrV2lzayxFbm3P2J0N0g528C7Bg911/tUji9Rc+BtfTfP6vM0m7BVvCA7Ue7m7tovx5CIvt42DoTdkjfoWHY00nZf/7S92c7C4slgX43UudhVYyFQpp93ldTwXgYFcll2NTk7Hb3w+Lx3ezDe1SrdlSjy72LaldbkYnCTBbuoM0SBfzVGMJAgAL4DAMHADH5+md8/uqMFIrCmcczWPCzUfD0hFN++pFjejHMnu4VuzL2zp5igbcfnM7gU+PXySiBnwkrOPb9TvZjHI0Nt69SzsA0zjYTJNF5vZIJW9Go7v0hbJAHPrXv9OxqXOe2lkB2k/9UWMa+jnHDYlLLqcMnn71g7Suy02SGtTdYSlblAqQqkqlKpctcCGeYdI9bhS5YVlOZfHuhQLslx5rFSiUjUq1foKUrUnVbLyvO5516NwpNo4LCihQljGel249/U8OsI8sqTMVblhATulzHS0WRjVqMoLowx13oA6uhVWPGfC6DhdYLGw1DcSarzJZ5eB0lR7w7wfdQFCpZo7jBpS1/zoriK/dn+R8wWLn/t2lktlC9teLVN133rPINXgMpv40NCKUWx3d9MGRKVtABipdXJXboDpZIG3+udJGKt3Z2u9NYt4FMkzSh7LN2ipJcjaKfKZOsnODGATJUNE9HU1VqU87bLf62Ohw7miDbrUDJvpP13Av9F6BMc3OJwu8v35luV+lfNa5+0Xtk7JPlHefrL/6/U600ESzynT7VRoca4ShClukjMiXLITBOk4ShI6jylpuqC8jSQlclt0FxHT5ssn/oqJiYnwOllNH+qCLErZyDX8sV3wP3X8gLjh8qZxiO/wIF7XCCkgteY+XV/1+5e4RCcV19NSjTIY7dr1MecUaYtmltsrr5XzUs47RSuHrcuqX+W8D1uX1RgJS5UlZSrfTzpImar2yvt1qWAcx6GYHma2407SM6+TXToNlrWqPerZ5LiQqWSUPBq2wUMtMZKlHIvOipZaPk9b28rHhM6MRa7h6nfd2qbavrZcOZ7DaEtZhg7bYoO0gx3sYOvw0yMz/NzeIt+9FOVXn85SeBtYz75qljsX+pmPl3i1axLT2FwKC88MWExWaKTXd7Vb6KgxPJ4m2YhQiV49Uu6NQONywMj72gv8hws3Ke+2YTAXTZOPprADv5lawTIxggDXaWACZhBQDgzKlw26r5f8e3TgHnL1Im/On7nu5uvwSNscf6fzFJecFv794gNYvbcBoA+WcCWMwGfAmOUV/9A11e8EHmn73ZtqpxFJMTH4GPHqPO0Xvn1dZeXcAD8A+xYPXLctNkjGmpD2YdoZBZ3BI6zekSrIXaj8klE7/rCYIesZQ28k7YjuWrV7lV/hYWkVVBvDYvLIrwBVry71AOjTr4R9heiMCNdLZhum3ZFfYbqvAAmd9iRMo6JLtxAWP0u1R8pLl7xXIszwWhdjSH6Z6TRXsr2yLCkn9WUclixVl1g4zHBUtuEj3fP83N4Z/seFJP/0pTY80yAS0ct0vThIqo1dXV3L5/btWwkoJzVIUlPQXk5w92I/uViVl3rG8c0AXxPrJUzbqxuPYbFzGo0GS90OQ+MBw5V2RjO5VRoknUG+RJiBs2pPmDb3S9M9/MMDo/xQ3xLfXGyOLanVk1/0ukTMUvayXHVeamjl76VSieVSLrdNyq7NNNGRfmruy/QjSivw44OP8/jIA/iBjx/4eIGP53ukIgm+fPa75IuFVV/6CnJNk/NeahnVWtffvxJteWhoiLuCN/kEp5i2hvhK60/S2aPXFOnWaDU3Ov05YobD+VorFaey6lp1jS7uEMBtbXvpj3fybOENYtnmvJVyls8m55pqm24thpXxIudyWL+r8ahL7bH22ZWWUo59+f6Thu8Kcp2S2ut8Po+PwcWBx/ENk+6zX6JaWvldlw5lvTU8YhqYHf0UylV8senUpbwCPVuiS20TlhpE3qfGdpgDiVyX19PEbYsN0g52sIMbj8OJef7Rnku8MJ/icy+14gU34XMugJQfY7DUSkc9RWcjTcqJUozVeaHnIp659RoWNxqwlK7Rk0sx2r11bucS35jr5KM98/z8yEVeKHRScLfOWHsr8UTPg3ys92G+d+llLpXncBoNLMPEMix83+fzb331htf5QPAKH+U7nGUXT2V+CteIrn+TBv3+JQDGvK51rrwSj7W/h7JX5bn8m+zu2XtN9d/KmOx4D7V0Pz3nvkK0nuN6M+fErMt2hcFN0qhuEXY2SDvYwTsQfZESf7f3JS5WYvyT1wdxg63MNw/tRoZ7yrsYcjpI+c0vtIbhkU/WmGwpcKm1sMode6sx3VrmtolOWioxNpdR6lph8K/P7eLf3XWczw6N8f+Obj5Vw9uNu1oO8OTgE7y4eIL/++X/QECwSsO0XmLPjcAkwFhOmRLwyewJPsoJTrCfL/AxMte4OQJoCxZxA5M5/+qG3GvRF+/gjvQ+vrrwHI1ge+SIu5nIJQeZbj1KdvZ1Mkunb0iZaoPU8DftB7etsG02SOtlTN8IlEptvdQQsEKPyPgJYXFJFKSBoFRjrzUyh9UqTh11EUaF6YyWw1Jk6IwIpWGaVNXqqDtJN8hypQpZPbOUnS4+j1RV6mJwyGNdfBLQG52HGa9KekTJQT6jlI2OkgqjH9UYkHKUzyb7WpUn+0z+vh5Nq4uNIsdVWAwUnXpbyry6MMGv3nECxwv4he+0MFkurmqXjlqCFfmFUW1KTa2oNAODR/ruZl+1m16nBb8eMJcuczFZIJeoUoo1iERVn1lkrZUX12YcCHS0sjQM1c33RruFe8ln/3QH5cEGjciVdLXqn7C4NFJO6nzYvK3VapyqmXz+Yic/OTLL12a7WPT0wQp1a53sU924kO2SY0S2UefYIOvSGfWrDdBArItf3PNjnC1c5F+8/od4/pXxzyR065SMOzM4uBI0U523DY9/vudVBu1FZqxJakaC/d4pzqTv58WOJxlcY5em2ibpK9lXSg5Kdmm/QM6LU64054rOMFo+j6J7PtHzfpzA5bh5kc7OTm3anzBKXskxLHWULq2M7Gu5AVWQdGoYvRjmRKIQlqZobburRoJzXY8Qq8wSPf4l8r57xfPo1pswim05FZCiC4MARxN7DPRG2JKC09GpcrzLd6zunSX7LMyMRVKNOuwkF9jBDt5BsPH4tcNn6Io1+NxbB5gsb8030KHIMH+39Ud5b2E/GS/OseQ4T++9wLGBaSba8pTijbf109G3Ak6PLJGoW9w72k+6du2aic3gD0Z7mKlH+ZU955upL24BGBj8VP9Hqbg1fv3Y79Hwt8aw/ae732JPZI5XGyNEcNjtneWlyIM80/ETBJs02tchQ5Gctzkj66yV4r7sYV6rn6MSXH1T8U7EhegufCtC7/mvYPg3Tns2mG5uUur+DsW2gx3sYFsg4KdanudoosT/eXIvb5XSwNbY4DyWvJtG4PJ09jRT0RyBAe12+/o33kQstdR5Y/88h861c8+FPo4PzJLn6l+M14uab/I7oyP8s0OneSJ7jq8W9m9pfTcC72+7i+FEL7/5xh+SaxTXv+Ea8MGWcR5vG+cb1aN8qfoehjuG4XKQy87rzLiukAlKnPc3F/j0A213Yxkmz9VO3JA23GowCQCDSP3GzYvd2SQH29Kcr7rUfLiV/QK3xQbJNM3QrOC6sO5hal+lQpYeBxI6LwBJpejUdKp98i+spol0sZSkCjrMK0F3TrZBxUDRZY9ei/W8AGQblWozTI66jNdhnoXKC1CqwaXaUpeuQUepXK2OtfeDnoIJSw+i88STZeliXkmE0bw6SiMsDpU6DlNNqzaExX2SY0DJXFLCMzMzPNwywwO9Y/zOqXa+eNYElpbrk/NLF9dEPk8YNahU2gMdfXQEWX5gnCLf7pK8HI9ZlyYnTKWuU5/L38O8/dT5MAohssaTq5YJOHVHgX2nstwx3kOyL8pkR3FVGbKNuvgxsLJOhNHD8viZhVZ+sNjKj7Sd5AfFfhY9fbynsFQysj06WjrMW1NBylbKVK51Ko6RWfX5+IH38vrSaV4pnLoiFk9Yn8is62pcSMrjwEAbB2IL9EcK9Gaq3Gu+xRl/kOdTT9CVXr3eh9HSunEhf1cyaa43AZlkgZlqy/Jz6saQpGiy8TTvbbuTY5Vz0BKh7bK/n/IGC/OslhnpdeuunMO62EbSc1qum2pchMVM0sXHWuvRqCD7WrVdZyZhmhWImVSdYNVzhdWrS8Ukf+9tyfBQTwtzNYdRxyQSiaxqS1hsMB3tL+tQJhNhXsKSllT9J+/XeXFvBNtig7SDHezg+pAwXX524AznKmn+4OzWanK6L0emmSWHxc1PVbJZONGAU7fl2X02w/6pdiKuyYWerdUk/dvzu/iP97zJZzrf5F/P3LeldV0r2iIZfnLwI9imxe+f/4vrLi9qeLy/Y54f6pnhUHrlZV0NokwG3XzefYIgsjVWHS1GmajhsehsPEHqg5kjJMwY38m/irWOTc87FdHgcp7MyPU/f8Q0eKgzgxMEPD9fJJ7daASr7YudDdIOdvAOwJO9o7TaDX5j9A68YGtf/mqDNEeB3ltggwTgW3DuQJGBUzFG5lqpRl22MhHJTD3G08Uh3p+9CFucs2yziGDx8e738kTn/RDAH57/EjO1jafl0OG9nXl+9dBJemINxioJ/vvSUU7VO7nYaKWzdyVh8VZktrHw+Juxb+MEFsfKnevfQNM87tHsHZypTjDRmGMXu7agZdsfEb+5QfJvQM60R/o7SNkm35stUPMDNr5V3b7YFhsk3/dXqZDDVGOKOgsL666jMcLoNp2qMIzC0UHSMlJlp9ScUt0pf1fqTlm+PJZqaqVqlXVJVa+sQ9EtUo7rBRqU6sowbwldIC1d1mjZFqlClu1RMpdq1rDAezqVa5inj65dOu83GSxMQpalU+vLMSjlodor+0xSNBI66lUXjFL2WdgYVO1VVOauWJ4fHh7nK9PdvDpnrqpD5+0SFs5fR//JoJDDw8PN+uK9FJ0a3f29q55dtlfJLEy1rfOglH0eRlXqKCUdLSNp4mUPFgNmbvNIH3c5eKmD+i6XXLq+qk8lPayjGqVs16N8U5bLkhvHNK1VZSlqQfaNjgKHFdlI+kNSFhKq3jBabWFhgftbbuNHet9Pe0uWZ+de57+OfpX5em7V/bJeGXxQ9qUK/mgbPn9//xgPJcaY8tv43eqHORMMkGprjot+9GlW5JyT7ZXrsY66u5LKD/ih4Nvssab53YUHeGPGBZqeYboxpuralx6i1c7w1fzz2La9qi/UcViAWJ2ZRJiXoVpzdN5qsJoaUuNJ58UIq+WgjsPWex0VqVtvLKM59n07ueoZwmg+NU7lWtrV1cVI3GIkFeFEqUHZjJBIRJbLCEsrI8+rub+KAhWyUfNLzlXpqSyDwa7tawin1WQQUx22xQZpB+88+KaP4d/KETBuDRgEfLb7TQqOze+NDa5/ww1Aaz3BXOLK/IK3BEy4cLjM/tfTHBnv4pU9W6dH6rLLzLmp9S+8Sfg7uz7NkcwexqrT/KsTf8TJwoXrKi9uuvzvu49xJJHjK6WjfM94EP8mO0Y/wOu8Lz3KlwuHeaE6DIxv6L772o7gBC5v1S5ubQO3OSL+5QwM16FBylgGB5M2sw2P0eo7K47UttggBUEQarya0KQbD9vdqt1lWIyV9QxSwwze1JeVbIvcncqvzunp5oIrtSiyDl3iVFmuPK/aIL+GZRtlwkD1pSi/8nQ7fwmdITSs3qWrOsIMd9XOXNUfEDDdOU3unhyRXATzKROzsDoRofzC0qXjkNfIryb5hSvlr8ZDmOGu+jIKi/uk0zZtJEmuukZ+ycj26mQeljpFd22Ykb2S49LSEh/rmmZ/Isc/fa2XiYUrx4u6Tz5P2PzQxQ8ZGRlZPh4eHibpRYkvRahlg1VfeKCPaaWLEQarZarT8sp26TSDOk0S6MeA/MqORqN4Bpw5VOTQGxnuuNjDefsCdaPZ3rCEoKoNsi1STnIMqPPdkQqvVvtD2xo2VnSphcKSakvNki4ZtNJc9MY6ONK3hz8b+xZ/fP5rVGvNMqRs5DMoDYGcqzLOUW93J38r+jUOmHmeSn+a8x13siskbpfO2DlMc6lbG8IYhe7im3yM7/FCoZv/PDFEQEGbGFzWm8lkMID72g4z6s2Qak2TYvU6pGQq+y0sjo7O0UWnudAZHK99diWnsBRCcrzptCRSqyPvU+8nXRy4wLgcHyyeWaUtlnHG5PtNaXhWJQYH3AA6IiZHO1uYxgaM5fbIcSNlJ+vQaUWl/NWxlIFOwySfTTd/15axHnbiIO3ghsGJOozdPcbSA0tE8hGcFofaj9dwb3MJtpkdxjsBbZEGPzN8kdcLWb46mVn/huuEGRjcXmlqqfLJWztmTCPuc3JvjljD4v76jY96HTNcsladeW972GgdSDXp0b+aevGGzMXH7Rc5bF3ki86jnI7ded3lbRYtziyf5ivM0cG/mbydYBNBt3YnB2iLZjnlbkzb9E6GGbgYvntdRtolL+DpXJ0Fx2eX4XCYOrFbJAbYetgWGqQd3PrId+eZPDKJb/m0vNJC+nQaL+kxe/csjQ80MHebGE8ZGJUd2u1G4Eh0kp84+jpR0+ffju4BNu66ei1IGFHeXzhEj5PlQleuGQjyFkcp7VCPetjujf9O7I40+2O7UGz700Ms1QtMVefXv3gdDETyvN9+nZfcAzzv3cbNIXZXEPGrfHj+P+Jh8sd8knowuan77205hOO7nPUubVELbx0YgOVUcCPXN04bAbxcdDjQnmCEBrdTY65RJn8DvOPeTmyLDZLruqtSfoQZ7qrzYelDlCpQqtakqlFnYKmjTFSbFJTKLswITmcsHZa9WReDSJfSQJ4PM8Rbz3AwLDbHWloMVlOCUqU6NzcHrKZtpHrVTtks3bNEZaSCvWDT/kw7pbESNZrXV45VsO61sB+zCT4TUP7zMv8/e+8dZVdy33d+6t77Yr/QuRu5kTEAJieG4XA41JAjZpGUKJGSbSpbkle79vHu2tauvWsf++hYq7MrW7ItWRIpiiIliqRk5plhGE7mRAxmkHM3OoeX0037x0N11+uuwkPoBhpgf8/pg4f37q34q7p1f+H7mzmyoFpV1c2LTTbQOnaqSUInA+qc6MyWavkmx2o5L6rK1pRWRrbNZK5TIcdf52iplqXKkurYKb+PCo+PxF/kPZ3nOFGM8dsvb+FUyWu5T5ctXG2jyawpTV2qY25PTw8ZknyI+8i4SV7qOkuuxwO/tfzFZbUzj+j4vEymTF2ggGqWU+uVcmpaM+pai1kR4nWbUsqdN6HoylLbY0p9szjb+2Csee+km1giE7q1qt6vq8NkzlPXqo6vS47djuRGDkwdnTeZSxkxmc6lWWTDhoUItK1btwLwsdoXcYlzfPM/5BY7Nb/WTCYNda7l+lHnwSRDEovTJG0sHaHTm+Iv3fcyEcSNATHqOpBrP5PJcHfXLRyrDeMkozhEl1wr297C76M4AatzJftsMofrYOJr0811u0Aa0/pS9z/dc1Eds2h6klrHoJGjSF0Hura0mHxj6zgSJtjslRms5um1INnbg4jFl9SrQhdcobZB7sE6MyO0ypv6LFt8/+JrVRO1DmsmtjVcMeqDdcbfO05lc4WOAx10f6sbJ6/JO/eST+NPGvgzPulPpUl8PMFNEQN6jbElMsvv9D3GT3Se42szW/nlF7ZzqrTyA/l+7iFOlGf7TjHSsTLM3NcDyYqDQJCPXG3u8qVYTRqkzclBemOdHJg+etVldQazbA9OcjjzTur29TEf5mLrAehg6YO7He7o2EmXk+bV8vIkZb0ZEC+O4MW7cJ3l0fa4wuKkk6I+uBm7UqRx4AVCw4vjasfaAWkNl43QDineUyT3SA7hC/q/20/q9RQiNJvPwtmQwn8tUHm8QmR/hPRvpXG2rwoF5qqHRcD7Uof433ufICo8/t3wfXx+ag9ueO2W7yQ5ZmLl9hfeQEiUm2/fucjymyf7IhUqgUM5uDY54EzosBP89q6fJdco8uTIS1dczno7xzsb3+WT9c/hY3Es9dZlbOXloeT0UrGzbLUuz0QWsyJ8oOutDNcnOVA+sUKtu/EQLzZZ1asd65evUCFwuweobdgG9SrB7OTylX0NsSqeUJ7nMTExMf9/1RSiU8WqajZV3SlVlCYeCVNkjIQp4kaqEFX1nynlh6zDlDFdlqWqB3XcR+pnU3SdGnGjUwubTJHStKaaNdXxV7+fVyHbddhI8287kAXxqqDjtQ4afsMYDajCd31Kj5covFag5xd66PhHHbjHXNzTLt4ZD6toIX37ZD9VU4k674s5jUIREsZDRE0gQqHNvq2OXX//QqZ1da7aqfhN0W066HhHVKhjJq9VTQSjo6P0Ryr85rooiy5HAAAgAElEQVQD7E7m+N5UN//p5BCjcwWg0CKP6jrQrQkT35fu8+LokGmvyJagD8eeAtEquzo1uLxvcfkqdHKqqu1NkZ26dat+p4vuUe9Xv0+UbVwnwItBRFw8XY0ca1M0oFpuo9Ggp6/ApJvEdZt90qW9MJmh1PbKa3XpRxZfKyFNsxaCX9/2UbqjWX7n5T9kpppbUoYp3ZCUgQfWuTwcPMk6Jgk8i/Md+3ku+xCx3i0srlltl8lcKmXTJIOmfVOtI+aX8bDpCmbI5/MtZhJVhtTPQRDwwU0P0umk+YuJb+P5vrG9su+qqVldU+qepIu+0vF26fjIFtcrx0mVBVMaI10KIXU/UPc6nVlLnZP6xEnYXWfG7qZxYe/XmelhYX9Sx079XW1Dc15sonaExunj5KpuizlO/ayLRFb3ePlZlXf1+WeKYHa8BqlKHjsP0UaVeiyJ7fvk4ml8u/3xZ1UckNawuhASEqQD/EEft9clXB+C3CtcEKMC8YTAGrYQqct3unZHXCZ+b4L0I2lSd6ZIvre5eYRuCGPACITDIYwCqi9wFMgCnVAbrBGkg+ZfJiBIBWCDNWORfCYJei69Gwr3p8f49cGDBAj+/dFtfH/60liClxvTosAeNhD3I9Sclcn0fj3QUXaoJD0uIwDqktEfrTLuLvWpu5b4cP+D3Nmzh/986IsczZ+5ojLuDV8hS4FvW++muOUR6nbTV+t6xebF/SI/OfVfSfoFPld+4JLv64118uFND/FK8Sina2Mr2MIbDyIMiOSHcTs3r0Dhgmq6i1RuErtx8chXm5A4AXFC4oR0lOYod3RCm0OzEWFIV36SWKM2v8Qdr0EIOIHHRLrvYnc3r7+ymtdwsyEkpNZdozBUoNRTIuy48EZcA2vUIjwQwggwCbal155dVn1uSOGbBYIfBoikwBly6NjVAZuAt4D1NoswCImON9/cRKdoSQtdo4aoCayihT1jEzkTQdQE9X11Sh8q4Z/wSb+SxmrcqFbkkF8cOMSY28H/M3IXx6ZXNkrtYpgSzdNmZz3O+E1yQBIhJKoOEwPL738EELWCa06aqOLezC080nsf3xh+iidGX7jicpJhhXExwEvWXQzZK08lcTHE3TkenvxDUv4cj/f9Mm9OXtzBVsXPb3sfISFfm31mBVt44yKSO0tl28METhzLu3zfrouhmu6iIzdFojhLOZ4m4ns4nkuyXiESeEQDnwgukcXnoPwUtu9RyLY/yOgQr1eIN2rMZfqop7uwfRfPjhCbnaC7mifn1qnaF7cCrIoDUhiGLSoy1cygUz3riNTU303mHl3ERrsM8ipMURo64j1TGgEdUZqO2M3Unksh3pNQ1Z2qKlia0+bm5gjsgOKmInPvnMPr8hANgX3Wxh63sUYt/EkfgVgYx0V7vqxD10fQz9+Sa0vgv+HjnL4gjlFgPdhb7GauAh+C4QCraBHmQsK5kKSXRNQvpItx7PlyrZcsgvsDqndVqW6oYj1lETkWQSC0UWHQSjevSx+imnt0qTVMZKTqvMroIXVOdCpm2a51kSLZzQ3+5PR6jk6UW0jVdFElJvIzKRcmk4YutYNqWohEIhTDOoEX0OkmmbIr2rQaoCc/Na0vXVoL1YSgwpTNXQdd1J66PuXekqxFsEJBKd4g8PSRXCqk6Udtiym1jeM4HC2l2ZeeoVwuAUKb9ke9X90vdKY9FWrUpU6eInWLT61/L4cLp/lvb34JP2yWp5qJZN2qSUslCtywYQNxGnSJAufsoSXypd4n14xpX9bBJEM6uQiCAMKAB079HnEvx1dTv8Cot57Z2ecAs9zI73d1buHt/XfwuWNfZzpcMDOaXAFk29R1bzJZyToWk5FKyDJMZmJVLnRmdtOYyu9NkWm61Bpq9KPaN9/3sWZOw3ZBzunGmj5kNCVLeTNFmcqoZ/U+z/PYG4OB4iybi605/+ohVEPBjOtTCcC1HKoh1EK4tbODztIc1QBq3UsTcKv7qzqXvu9DGJKem6CGxdmqi19eYMzvSMTJCIvu0ixjnYNcDKvigLSGa49qssrUpikKmwqEkRBn1iH7QpbEmQSluYWFFlwPwq8GBKcCglNByyJoyd1jMO0JV2A/bRMeDvEf9gneE9DY3yDyZAQu/YXzumNPvHkgOpi/vm/tAL4ImLMqZOs3T+hhw/EJREi6HGGJM80y4M1SJw92TzEQrTHRWIkUrWZ0RlNErQjfHn9u/nB0uUiKOr/e8RjxsMqbzrUnglyMqF8iUx/lh4n3MhoZuqx7d3Q2E9E+MfI8mQ1LH7RrACc/Ar5H2Lsdxg8te/mnG02uJFdY1C4cihrCIrhg/CpXmwfMWGxhX59OdhIJPPoqczQKcwSZLm3ZOqRqReIEnHY6lpjoQmExFU2xrl6go3FxDfKqOCBZlmV0vNa9lZreTuRbjSnJp87B0+SMpl4r61XfElSuBR1Xk/pGqP4uH/gmJ29dIl4dVf/i73UO6qoT2+joKCEhub4c53efpzHYAB+ip6PEj8SJz8URCEJCLa+PyXlStlF9i2jhmtG8KeqcUNWy1L6ZtDNqfbK8Fv6sGR/7Szbh3pDggYDGJxq4r7hYL1gIVxg1G1IO22kSVJjettRUMFIDpMqQLmhAcpZs7RxntuFwtmQDXsucyM8mp0x1/eg0KipUjdj69c0oFpXzRcq+2/BJu3Fc122RMVMyaJ2GwjSmujJM2lo5x5fDk6TjAwttmMiU6JvpwBm08KylDrI6rZtJg7U4vcTL01HYDFsY4fBsT4vWR/ZHlQXTutbxw5icw+V6n5lrvgnYrjDyzsg1o7ZLznvarvNPMo/Rxyzf6PhZzkf3EOHSnLB1fdBx9ah7wGIOqcV9q1arxOrN9TNdi1BoNLXh7Tiv5H6RuUCCWKVBn0FzpVuL6h5veuboNDVqWhLZH5PWSCe7Js1Iu7RbqpVAl9RVHXM1/YfUrBfzw4Tr95E49V1yirZdt/7U8VLbqGq6pewlEgnywDjmcZR1LA5AmAX2CkHH2aOMxzJ43QvBNeozVu3v5PgY60WNWc/n0AWNlipXXV1dFAjJIuiu6JMIS9yoDhpruAKMbxnn9K2n8VM+qVdSdP11F+mn0kSmmiaomw0CgXXIgj8D3oDwnhD/0z7++3watzXw+31Ca3WmQNmXynMgl2JFPIgvEwONDINulpHkzcOBBHC+q4gTWGysXPqb6aXibCVBwbW5NXvtk/oW3OZBKRO9fA6mtN3g/9z8I3rI8ZfBBzkd3bPczbsiJLzmi0NZXL42LhtLUfPrNIKbw39upRA9/ypBehB/JZy1rxABgkNhjJIdY129QGdhGgxuJhLrhUdUwOHSxeZbMEyUaKA3s0qsCg3SGlYevu0zuXmSzHSGxHcSiFBoNWo3JWrAY2AftgluDwjXhzR2XXjr9MGb84jORInNxKhH6sTcFbC5XAb6ojX6Y3W+kL8y58TlhBUK7i4PUbRqHM9Otb/hBkIhUacYr7O13MOZjpllPYuGCF7Pp7g9e+25o2p+g4bvzmtOLge/0H+YddEynw0+wulwI9dfApvorZ0GYJz+NlcuRWcsTaFxc3F4rQQiYweo7nkfjS1vgdMHrndz5hEgGElkGagX6S7niDZqzGX7aInauQDL9xjEYya0yXkXNy/nsCjbF+cpWxUHpDAMjVT6OjWoajrSOXCqKj+Tylyq8kwO3araVpZhyiSscwQ3qRJlWab0FGq97ThfVMj6VDWrymd0ruccfsQndSBFqbyUY0hnwoEFta7JoVHClNJFZzowcXeYuCx00HHB6FTQLSgCT19oS8bC6/Nw+1zcPpfijiLF3UWmmcYu26SLaTryHXROdNLfsbApq2pqNX2BhEmepEybTFKSy2Vqaoq71jU1Nc+OhOQLzTdndcx068DEHyLHxORorprTZFqJnp4eEl6E/nqajeUuMn6C5wfOgC2waD1Y69L3gN6ErDM1q21T14yqPlfNRDqThApdvYtTVUi4rstIV4FbxvrorieZiZWNaS/kZ13KHmidC2naeX5U8MBtdShNMjOzICMyKEB1hleh48dSyzfNu1z7+XyefL1IPIy2mKV1XFmqLNzXW+XB7ChfL+7lbMdmLGHm5NGZ1UxcTjoTpzq26j6kmmRVs3NX4TAzziCnzs8BTbOINOeoe8hiPqOYFWFXz1aqYZ2enh66FWdfte9qe3RmSfVaFVKeTOY6KSPqmtGlDFHvM+0hqsletx+b+P8k1PlRx0HuAdVqFX/yIOV1dyHiaaiXlrRX7kMmXi6dm0Q7h30V6nio5rqZmRlOATu70mwNa/RPDTM9N8WkkyQQYn7/3GF7CBFyYLbU0i51TNUzw/DAxalTVsUBaQ0rC9/yye/MkxhPEMvFKHHt1f6rDXbVxj5nEzvX3MhDK8Tr9rA2WtS765T7yuQGc5SzZfrPX/5b69Xgjq4KRdfiROHasTDbWKz3u9gY9LBlvJ+M19wIq7bLkc4JphM35xv4RLbMrrEe1tWyy84U/vJ0U7bu7q1zfFlLvji641kSkTjOZdBxRK2AT3W+xISX4lvFW+i5/hlS5hEPyqxrnOZQ8i2XdV9fvIt/decvszW9gc8Nf2uFWndzoWPsFcob7oXtb4dD37nezVmCycBiNhAM2T6Dfo0uv86sHadOiENIvwg4XfWoBpfmOlEVFz8CrR2QfgwwMThBEAvoPNzZ/uIfU4hAEJmOkKo13xSz2Sxn9p+h3FmGy0sWfpUIubOrwutzyfkIj5VETER4R/xW7o3vJtJw8AmYiZU51zHLRLxANe6vBjeoFUNghcxFK/TUl/9EcCQXpeIJ7u6tcfwaEZcKBP/q3l/BETZ/dfSbl3zfpzZPMOCU+P3ph3BX2WNhT+VFHDwOJ+4FJtpeD3Bbzy7+9f3/GEfY/NtX/phz1nT7m9ZApDpDLHeG2o4H4PBjbf19rgc8BCd8h1IiQb9Xpd+v0u+ASzOH9onK8rmOrJqVoFPNLYZUr6tq9naRJqYIB1mGSYWsy8i8mDtCQjUH6DhOdJEVumi1xf2RMEUg6dTrqhp2amqKwAoYuXuE2HgMZ9LBw5tXeartUtWOuszval06M5/JxKbjR1LNRarqWmd+MkW5qdCZ7nR8KjoTK7Sq1MfGxua/czMu7qDL8NwwkXqzPFU1LeVBbZc6jrp0F2p/1Ezs4+NNno4HMyNsSTX4kzdjLeZSHR+OieJf7Y8cE9WUtmPHDgSw3xriHZH9xEKHs/EZJjNlZuJlfMVxXcdzpMq7On+6NCyqLKjypppSdJnl20UYqX3XRUGpv6vzozORFlMNtsx2kUmmW35X2yjLVduoXquTJ8/zODpnszVVpz51cfOxbn7V+tQ+qOOoptmoVqt8ZNND3NW/lz9446+YCQst5lbd+onFYqQdj5/bPMFLjW2cc7aSdBZkuyU1i7L/mdaShGlf1cmFKq+L+ZXs0GV34SlOhut48WyJU6dOzf8u97rF6+z9mx/kV2/5GJP1Wf7gxF8zHs6wc9tOAAYGBpa0FVrHVMq3KTpVlTc1ClBtt4QcG3Wtt+MDM0XY6lKNmDjn1DbKNdqSXkSZM7kO5HXh7JuMbns/ie334Uwe1kZVqvebIrJ1ctHO9cSUDkz3zHp9spnfLWlbbElE2JyKcSRfoe4vfaNT15fJvKvDqjkgrWFlUBgq4Md9ug+t8X9cLiJTzUVZ7aoSGb90O/qVYiBW5/+4vcQLExH+5kQcWJm3t02il4fs2+izskw5RZ5KD5OLVNr7cN2kmEvW2Dor6KwuP8/TTM1iQ+racIntzmzhZ7Y8wpNjL/P4+ecv+b63d88StUJ+UN+3gq27MtxW+B5dVom/qT54Sdc/vP4+fmPfz/DCxEE+M/oNqv6l+zWuoYlU/jSilqex5S04k4evd3PaouIHHMyVOZhrmsiXcx9bFQckIUTLW4CqIdKdenUnS1g4+avfmU668u3P5CytS1Cqvt2o2grdm5l6YlWdKmW5JodH9XSrYyPWsZrCAmeHqkGazc+S257DGXdwT7m4uC33mThSdE7WOi0YLIyD+sbSzlnX5MCpa4MpMaTad3mN+p2O8djEZqtLcFmtVgnPh+BBKVsiMdycC11yVl0yx8Xl6ng+1ATBE+Nj/PsHm29E//yZFH4QGjmgdDC9sUsZ6unpodtO85OZ+9kbGaJk1XgqeZRSfwjCIkVK61Spc+5W14GJs0XHY2V6I9clWr4cxni1DpU7p9398nOxzyccCRnwsy19U9eHlC0dkzq0jlOLNi+o0hNvPXzKMZszcM2oTv86jbKOAyppx/mtXZ9gsjrHH7z+ea286Dh1stks7x44zlg9SaFjK5kL9lTZT3W81DE1ccbpoNYrNV4m9mx1r5w9/gK3djzBdyc7+cLhMWCsxXFXrjW1LR/b/hOcLY/x/534Ivv2Lxz4duzYsaRd6lrV8TKp5bbjx1LL0mklTPxZuuebaa3rnI7VfVeXoFttu4nLTv6uyl126g1ym95O9JaHyZ54BhE251DuwTruuMVtl/Nuyi6gs8KYkl9LqM8A9bO6vqQ8Lma3l2jnkK9ijQfpJkZ9Z52gIyDx2o+nZuBqIQKBNWVR617e3EQ6/PyOIvf21fm3L3Zwvnz1ue4Ww0Lwqz0fZHt0A68lzvH17GsMR2dvav+iS4Vvh1QSHqny8msJ5xoWnVGfldIGSvzC+kfpjmX5jwc+Q+Uycmll7Dr7O2Z4tjDIahKGWFDhlxKPUw8j/OHJjZd0z77u7Qyl1vPY2POEKzzeNzvSE68SLY4ys+095N/xv1DbdB+htSr0KdcUawekmxSNZIPq7VWcSYfI2Mqbh25W2BM29Wx9RQklN8bK/Pb+HN8fTfC3J1eGgylhxUjbSR4rvsihxHkCsfYAUVGP+UTc5d8O5+o2URvi1sVpMq4G7+y+kzuzu/nssf/B8cK5y7r3/swEluDCAWl1wAkavGfuL+iyyvxZ9SeYbVza/vXh7Q9T8Wo8M7V6OHxuVNhelXVvfp6Bw1/CquWp7v0Q+Xf8U4KdDxG2SfB6M2HVHAlVdVo7B0BVVahTUarqNhMlvlS5qWpjVa2vM7uYoN7Xzkyhc/Y0ObLqHNdUqOpByXmUy+Vo9DWYe+scYRgS+2GMRr1hdPaTMPEg6ZwBVfWtpNVXVaOmxKk6Bz+TuVTnlGdyZJXjo0siqf5uml91fKXKev73UeAOqGVrJOYS2rlQ+6DKk84MuNjB1hYB/2T7Ycqu4F8812FMfWOSAd216jjKlAJbB7dACLHOBCKjT8Mh5VSdP53zvfq7aUzlHJs4iFTozHHq/OnWaLvUNyazj87k5/s+Ddsn5UZa2qj2TbZHx78FrdxTstxCoUApaI51xnGpNZyWck3BJqoZT4616gystsHJB3x88GHeKJ7k829+nZCwxUylcsqpMiLreLBvmnG/k7BvT0sd7ZJf69a4Wq+O30eF2kdVbqZOHeQfxb7NoJjmPxzdyvenJ1oSoKptkHPV2dlJb7yThzbey4/KhxnctA6AzZsXGKHlXJmCa3T70KU8k3TJunX7qzqeukS/6n0mdxMd/5jaRtXcpgsGMSXKlvKqzslCuwqkT32Vamojs+vvp3rHR+GW9xAeeQJOPIXw6i391XF7mfqgQo6vLqEyLJhm1XE2cVPJvuv29cVQgxx0WDUHpDUsD6pDVfJvzWOXbWJfj2EV1pSEVwNrvDl+tZ7mAWm58alNY+xKVfiNJ7PM1FZurhI0N4gqLjbXjl/pRoHnBDje8o9/7sKhKGO7TLL88nNP9hYsYfHZkW9ekVmp38pz3FvPajCvbawf4xOxr5AQdT7beJTvT196aP6v7PkYQRjwdOn1FWzhjycEkCyNkDw2wrjXQXX7Q3i3fwT2PEJ47HuEx59E+BePBrtRsXZAukkQEjK9a5r8rjzR8SidP+ykUliaSHENlwdREThlh1rX8vsh7U6V+NSmUR6b6OHxkeX3O1IRp/kGW6NBB6uIBXCVwHUCLARRHBpcXGN8Oci7FxxgnZVJ65N2kpS8CkX/8te6RUhGVMiHS51hryXS3iz3F7/J9trrTJHlM/WfZCzsBS7tgHRP717eNnA7nz32NeaSayS4Kwknd5b0y59lzsrC3kfh1g8SDN6C9cM/QgTLt25WC1bFASkMQ6NpQRc9YOLc0ZnjTNEWUg2nqjPbpdNQYbpWVbtL6NprMtvpOENUVaGOij8QAcP7h6kMVYidiJF+Lk0YhG3NG+3MgGodLREOiipemhbU33XRB6CPiFMzZrdDf/8Co7WqLpaRe6qJTTV5LDGb0SoLOpW4em1kKkK1v0q5Um6JnJDzYlLF68xAsu8R4fM7O04yVXP43de78bxmdI5Jva7OleyPTlaglatp06ZNAPSne6EAqb4sliGaTGfqasfTYopGkmWofTD1R16rrlV1TnQRbSaTo+yPKu/qPOhMR67rUrsQ4SnqIdVgKUeaNFWZ+Jl0Js5EIkHtwjVdsYBIrfm9zgxoinLStVeVzYzTQdGvYFnWvByaxlw1f/T29tLl1LFFiBvvoyvZpQ2PNrkCqGMqZVq3NkDv8jAzeoah8Bx3hq+zPTiFj8XXyrfx2ZNdeOEMMDNvGlLrXczvE7Mi/OP9n2C0OsVTpQPs3LBLe63OzK7+rrZR7psmnit13mQbdSmv1GtNzwu1LFmHKnfqOjBF6UqYzIC6Z51OXtV6dXu8ep83MgKvfR538nZqd/4c4r5PEnnliy1l6Pj71DFX900dP5bO/KVLuaTer5Zh4n1S57Wt68JFf13Dqodnexzec5hKpkL29SyRVyOIVaAuv5kQnY5SHariJ5fP0XZzrMBQqsG/ObCOkrey2iMHm22VXurCo265JPjxcbK8VAQXnPAjLO9cSNK66Ao5aaedJEXvyjTFPZHmQ6Mo9L4cK4Hd9QPcWX+WPn8ci5AiHXy7sp+nqzvJBUm8cPSyyvvVWz5Of6yL3z36F/jhteGbWsMCIqMH8OJdeLc8iihNw/iPrneTlhVrB6QbGIEIOLLrCMVUkZ5ne0gOJ6mx8iHpJgghsCwLy7Lm3zDDMJz/u1FhFy841ieWbwOu+BfemK7BsLwvdT+dXpJnuk4Qrp2dtYj4FzRe4fL6UqQjzYNRyV+ZQ2nKSTJdHbuie7svHJAKXMUBKQybfwaneRWD/ijvqX6VGbufp8VbGBYbOSs2MVK+tPQhi/HRre/m0c1v5xtjT3OkdOaKyliNcDyPZL1OwaCJX21wjj1BmOrFu+VRqkGZxOSb17tJy4ZVc0AyRY+0U/HrVGQmdaj6ve6BrbZBVRVKtZ6OBGsx5MFAVeOZ1NS673QZpqcVZ0WZCiMk5ND6Q+Q78wy+Nkh4MqRBwxgloKpqZX26VAqL2yPbIE01iz+n0+m2UX4S8gDV3d2NbdvYtm0kf5Rqe1X1rdajUvdL05qqktVF3FxOVngVtXKzrEq9QsFbaK+UTV22ctBHeMl2TbnN37IRjyAI5mXbtA508qqqsFXV87p16+Y/P9h7J3exk6PpCaY6ytjYbeVRZ85T+6DCRE4nZUu9p13kmfq7aQ/QQdcfHZkp6M0Q5XKZsNKUs2q4sEfo0kiYIoHUNkg5syyLtN1cd7mGM982+a/JlUAtV65bdQ9Q10y6I0nZr2Lb9ryZ2xRRtdgk0R1rtiMWiRCzYy1mclmGag5Xo9TmpsZ4G6/wDvESU36apxt7GKluoXFBO6nuY67rEsHlUfFl8mGCPyi9h5GZEs3MWWcYHV3QGqkmd9le1TQox/m+3v18eveHeX76II8VX5yPptVHYi3cp8qYaf3IPUd9XphSE8n2mtKl6MyPKoQQ2EHApmqVvdUaQ+USGytVnDBkLB7nmXSaV9MpGpalba/aLtVkpZrF5NjIf6FVLmQZ6vyr0Jl/1T4Wi0XC4e8zlemnsOfDWNUckfxwi+xIqCmP1PUlx0fdw3V7iym1io4oUo1+bOeKY8KqOSCt4fIwPDBMfmOenuM9dI50Msdc+5uWGUIIPM9DCEE8Hp/XHEUiESzLIgxDgiCY/9f3/WZIdaMxvwHbtr36NUxybS2j9aXsO/ghdEVXjh9nU3yAB9nHMNMczoyvWD03A6KBjSt8fJbXTNMZacp50Vt+DZKDTcKOXZGDNsBrpV4qJPlg4+/4y/g/urSbwpAdwQkeFo/TLfIcDbeSEjl+NvksH46/yCF3AyfdfkbFVibDLsILVHvvFU/RTY7/Vn8/VWLAlTtTr0/08T/v/SQnSyP80fEv0dmzNLR8NcMKQzbUamwrV9heqbClUiEShgTAWCLBcz09FCMOd87l+PjUFO+fmeHldJofdXcxpfFxXQ0QoU/Pka8wcesvkL/tZ+l66b9Dcar9jascq+aApJ7wTKc93duu7q1U1aLo0gWoMGmjFr8BgZkbSecQZ0rYKq9V26WetHXcDidPnpz/fPbsWWqbauTuymEft6k8XuEc59om3dO9BagndPXtRPcmMjQ0NP+d5BfJ5XLU63V27NjRwrfSTjNVLpdxXZdKpUKxWKRer+P7Pul0mkgkQjQanZ+rxQkapRZKHrxmZ2fnx9ekyZJlqG/m6pjr+LFa6OjzJSwsStUSRW/hDUf22eQAqEKXRLXg2vQkmvMg592UtkQdB11qDnXOMpkMCRHj1wY+Ql14PJ8+SU92wcFd7a9uTZgc2HVrzeSwreMiMSVd1jlpm9KstHPA1CWDNu0nsm+NRgPbFdQtT8tLYypXHSdVuyLXdiqVmtcghckesos4jdTxMu0Hsg71u3m+N6cpM7lGCdd1tcERarmLuc7ypPn75Cf46cpf8FONv+WFyL8ksCLG+73Jo3w08QJ7I+cZqXfwn8fv5mC5B89z2Z0s8L6BCfYnx7k7dgb4EUEIpSBKxmqOwffyW3j8bA041aIpMu3xci0tthK8dfB2YnaUz019h86eLrZv3z7/m6qV0AVPqOvTlPJIF6ygtkvVBsl+qAihcHEAACAASURBVFowNYWMlJvBIOAOz2Ov57Pb9+cJH4ZtmyfjMY5GIpxOJqkqdX6jq5N1hQIPN1zuz+d5IJ/nSCTCDxJxDiYSBBf2Ql1/1TGVWmBVG6zKttS+qFoYncUBFnjV1LFrSZnzxheZvvPTFG79BM73fg9BqzZLHWfdM8vEjyVlV31mqc8cE2+ahE7Dq5Zrwqo5IK3h0uD2uOTeniMyHcH5nnPdHLIbjQa1Wo2+vj4jCZcJQgii0SjRaBTHcQjDkEajQT6fp9Fo0Gg0EELM/0nIeqTGSWqqVhyqBmkZI1nzrkM2svwaJAF8ovtdZOwOHu94g7p184XfLjdigUNjBcap84KGsBwsP/eUfUGlGV6Fc/KovYlvxz/MB2pfwR/9DG/0fxTXitEILULRLD8SNnir+wz3pJ/Hw+ar1fv461MZ/PlEDIKjlSwjk+uBkD6nyu7EDAORMmm7wUOZczgi5PMz+4CrTx67PbWRseo0OW/1h/QP+T4fbDS422uO1qgleD4a5XDE4ajjUFX2zsjivUwITjgOJxyHLwQx3hUEPFit8euFIrlSmacTCZ5NdZDX5Lu8XnCqc6RP/4DCrvdhpwcQxSvzL1stWDsg3UCox+rM3TOHXbPp/EEnZb/c/qYVQBiGFAoFLMuit7f3qssTQhCLxUgmkwRBQKPRoF6vL/HB8Txv/k2gXC7P+zKtOFbAxAZNv5RsdPkfyrcndrAnsYW/m3uaUteaV3ZbhNDpJpiIXZxV90qQjfgUXUs5TCwfCn7pQh1XF4V2NLKfzmCWB/I/YEv+hfnvfeFQD6PY+MSo8yN3B1+r3k0xTOJz3lCaYMpLMlVc0GZ8dvp2mrnoBMtxQNqR3sjhwpmrLmfFEIbs8nw+UKux3/MoA/8jGuH7kQhzi3yJLvUBXLQsvh2P851Egv0Nl3fVaryvXOa95TK/39vDuct8SV1JxGeOUwD8wX1Yawekq8diHiRTtnApWCYuEh2/iImfQmdyMvFI6Ew3Jg6TS81sbfK5UdV/Um176tQpQkJyj+YIrAC+CFMzUy11mdTREro0Dqp5RVWvqk6+Gzc2E0X29fXNfxcEAZ7n0dfXp1Xrm5yA5WfTGMl5jcVi83NtcuxNJBIEQUBvb6/WMV51apXfq2YKtV06fp4Wp7+aS4wYHl7LtTq5MDnIyj6rfS94DhsTdWzb1jqSq/OjcyxUNXdS9Q3Q1d30yah2BvT0NE1rqupaHQedWUytS/1dqspNc6JroyoL6pjquHFMZjMTR9DF6lVlQa1LXQfSLFafKBELIpyqj7bITbv+mEy6su5UKkVvEgpepKU9UrbVPcAUWCLlVG23akYq+1U6I2ksy9JmMVdNEqoMyPZIGX2K+8l1bSfl54iEdUSjTDSs45bnsAh40dvDs8MeTd+hUosD7OK2gjnljs4cbkpto0sdtWfzTnpinUxbRbZt2wa07k26PoKeU85kztGZnU0mHGluGxsbgzDkjiDgF2t19lkWc2HIZ8KAb4UhrgtcmB+T2VmXvkVti6zr+8Bz8Tj9sSj/V8Plp3N5frczi6/0V5Utuaeo3+kCKtT5U+vVpedRHbrVa5tmr4B8eZxw4+30zr1uNMeZXAR0kG00pRFTzZ6LgyFAb867FKyKA9Ia2qO+o4434MG3gZnr1w7p9xOLxYy5cJYDpofw9UB4IRZf2MvbprzrsC+z/FrAUZrEmRvo4froGG8srAubB8oxsfyBDlnHo+Ct3Dabd0t0OsuwDoVgJLZAsli1moeA0TmVl8ikNbp22BRtHviHGxOwSvi8RBhyv+fzYc9jKAyZFII/cl0eC3yCCweglZCAScviy6kOfrFY4i31OgeVKLXrjY7cSWbXvw0/0sGy+iVcIfy+nTTe9mvEfvD7MHPpCZ3XEnXdAAhiAaW7SzgTDrxxfdrg+z7VapVCoYDv+/T09FzXQ8w1rXuFTGxNHyQPriCH1sVQokY+rLCe7vYXr4HBsJMKdfIsf2qe/niDmcbKmT/yXpnschyQbgCknARvTe/DD33ONy49T9tKYl8ux28dPcZvuy5R4L9EIvxSo87XA59rkZ3shViMk47Dx0pl4m00rdcSHblTIATV7u3tL15BhAhqW99B422/BkD9oX+Kv+3thJfou7tqNEgmbgIdn5Au/YgJqhlCp769FMg6TLwYOr4bEw+SbIPaFlUTo6ogpYltZu8MRMH7lmeMGpKf1YODqjZW79PxU6gqU7U9mUwG13Xn1bSJRIKBgYElXCGqmlU1EahtkONoMsGp46jzLVLHNJvNMjk5iWVZ8yZBk0lKl3FbjTrSccW0tLt+od0iaBtlY4pymplpqv3U+XU6PQIEgedqzSOmcZLqaFUtrfKL9PX1MVsss7HRyxmnAsIs7zoTtak/OjW1KUJMtk1nWoLWdSnn3cQ1o9arM7Or8mpKJaIrV36+NdjIeWaoN1rHSGfKN6Wr0UXDdEV9NiVqfGeynzpL9w6T/5y6hqXZRR0vdZzybonBji0tJjZTmg+VB0fOi5RLWEjZo5ahjpd6rcpDJuda3VdUPhsdB5Apoko3rxvWr+fujt28v/OtJKwYz3OUDZs3zvMjqetAxyMHC2tJvdZkVpMmNHV+F0fAOr7Pu06cZP/EBCORCP9vNMKLlkUoBJF4fF631S7CVoUaVanWpevPPA+S6/IX8Rj/ulTm3VPT/G0mveQ+2WdTpLHOjKvOgypvKgGwhLrGN2zY0PwdmHCL+IP7qU8sJBBWoxdVk6LOnKo+k3TpokxRybKsMN1Pae9P4XVuIj59hPTwsxSGHqJ+508TGbqHzuPfoDI1wsWwag5Ia9Cj3lOH24AXudTcjcuKRqNBGIZkMhmSySS2bWtzNl0POI5Do9FoG6p51ZBrcpmrubOrzBu5JP4K0FtPRYpsrfeRbESoxFYmUerNgFQ9SkYkeTk4sexl35ppHgzeKKRBz8F31ch7JTJOx02bXGhzcpBf6f8IW+PrOF0b47nYMWZYfmf6y0F3pcL7Dx2mp1LhW5k0385kmJq5fn4PZ22bJ6MRHqpUeCaRYCxy/R/rAsiWzjGd3U3aimAF124PChGU199DfughROCSPvgl0rnjCKDnjS9SGbyD/NZ3M3nXrxA99HV4w2yWWTOxrWKEImTunjkoAM9epzaEIY7jkE6nr03E2GXAtm183195kkkfgrkAe+vy9T/jeOxM13h5tqP9xVeAKaf5EOmsLnX8XMMCNuU78UKfY5eZA+xSsD9TpOZbHC+vzBwD5LwStrBI2TdGWopLgS0s3tZ/O//ylk/z72/7TfojnfzNzPf5r5N/d90PR5tPneKTr7xK0nX5yq37+VY2S7gK/CW/HItRE4KfKRabqV9WATpLZwkth1rn0DWr041lmb7t58lvf4To7Em6nvtDYhNvzL9ACKBj/DX6X/nvREpj1G/72EXLa3vUFEL8GfABYDIMw/0XvvuPwAeBBnAS+HQYhjkhxBBwGDh64fbnwzD89XZ1hGGopYUHPfGeqvLTqVFVNZzJHKcjnDNlR5cPYPV+UwSKjihSF+WmI6EDmJhYCIuc2DCB2+nS+FKDoNgsw5TaQbbdFGWjI91S1dFquL6qioXmWOiindT+qGp0k4lN1qeWr17bLrv54ui3+czSnkckEmmZP50KX5dOAPRRGovr8V/1iTwcwX/Fx87ZLfepfTQR/smoH/n7vYMlLMH8AUnW2y5DtXqtOn/qZyEEfX5T1e6LYMn6Ms2PzkSjW18ms7YuEsWU6kdnelV/15mBYaHvquyrpiNp2lHrNZlehQfrC2mOhefnU4yYZEh3v8kEI2Xr9s4yx6tZYsm0NoO4Oo4qmZ7OLcAUhVMuN9tzb89epitN860p6k8dc7leTaZXWYZqSjOly9Dtu6ZILTmvan+k3KQiSX5uz/t5V//ddEUzzHoFvjn3HKNdJeq9Lpt7t7SkOZJjaiJ/1O1/pj1GR1apmhSnRkZ48Nhx9o2NcTqZ4Ivr11P0PG3Emw5qW0zZ5OXeYJo/3VqU41kB/tqx+cVGgz1zc5xT9lhZt4kUWT7L1N9VedS5lqjXqs8Odcw6xsew/Tpu3x7ileElfVdlQDeOaooZKUOqDC5OHVUZvIPCjvdAGNB97Ot0F08gOiLQ0dVSb3N+Q7rOfp2x6Z1L6lVxKRqkzwCPLvrucWB/GIa3AceAf6H8djIMwzsu/LU9HK1BD9/2ce91sc5aBEevj/OdbiNfTYhGo6RSqXnagZWE/5pP6IXU91w9jwvAPT0Vqr7gcGH5zZUJP8Idpc1MRgqMp1c/md71woZiBie0eT04s+xld9g+W+JFDpU72198FThWG+ZI9Rwf7nqAPamhFa1rJZF04vyH+/8nPrLhnZwtj/F7Rz7H747+FT8ovkZdXF8TcTqf56dfepl9Y2O8uGULf7p5M8U2+QGvB75r25wRgk+5LtFV4LAtCMmUhyl27SLXd/slO0ZfLkIE+e3vIb/7A0QKIwy++qd0TL3RtjYBpMZevug1bTVIYRj+8IJmSP3uMeW/zwMfb1fOxRAEQcsbmCldgy7lh6rJkadQUyJZ09ushCnRqLzPxM2iOrzJt0f1d11Z6ulZ5V4ZH2/mzCruKEIUxLPCaNpqp10zvdHJE7/6NrZjx475z9I5zvf9ZqLJSMSYukFXvvpZbaN8M1Y1DepbgA66xLmwML7xeHyefbu3t3d+rFUnUTkO6huJiedDx1fkOA6UwD/k09jdwH7WRnhifqx1KQ3UetV+yPG4r6/GwXwK4cSIKP0xvT2q3DdSEzYwMDD/ndq3+8vbsRC81nOeaHSpQ7fOoVGF6UAsr1XnRJV9nTya3tjV9S7nTNU0mDQBct2YOK3k76aAivm+hbC50EU+VmPc03Oz6DQMpoTIi9fE/s4ytoCzbCCbzbZoueT6UutS+6tLGqr2d7Fm63scpJdOfmPrx/hPY1/m6OQp7X06p3K1DWoAgZwfk4ZEl6bIxE+nrnE5pmofB3r7+We7PsVQegOfmfk2x2rDkIKB/qZ8qwEIJifsxeWDPgDExMGmyqNs7+joKLsmJnjX0aO4CP5iaAsn0mkmx8e190mo8yPbaHIO12neVe22Os7qc0Te18Kj1NnJXwqL36lWeVcux7cv7AlyTZgCfCTUstR1rbZdtke9Vu2P6ujvOA6bZ1/BtWJMbX4Xpb799J55nHhlEtDLltoudWzl2KjflctlAidGft/HaXRvJ372WTqOP0aqqxPi8ZY90cRPp16jw3KoBn4R+Jby/61CiFeFEE8KId6xDOX/2CEkpLSjBBM0/65XOzSmxdWIeDyO4zjzyXJXCt5LHsTA33l16UG6oy5bU3VemVt+3pJb2MRAPcOh7DgV51oEGt+Y6CrESDdiDGdz7S++AtzeWcYLBSfrK0+10MDj7/3ncUOfX+p/P2nnxvFHEgh+ddtPsS+7nT89/ffNw9EqwZ7xcR49dJipVJr/snMHJ1YRz5AJxxybZxyHd+XzdK6wVv1SEPUrbD33TTaPPIHrJBne83NMbnoXvn31SXe9RDezd/0Sjc4hUof+ntTx7yCWmTLlqp58Qoh/RTPG5/MXvhoDNodheCfwT4G/EkJo4zeEEL8qhHhJCPGS+la2Bqj31fGyHtYB67rlWoOFA9JqIm3UQQgx/5azkm0NRgLEtMDd7xJexUK8q7tJMfBqbnk33BRx3sFepqMlTnWsDp6Y1QgrgK0jWUqRBqPpldl7bu8sc7bRSSO8NhFFRar8+cQ3SNtJfmvrT+OI1RVQYcIv3/JR3tJzK1889xjPzBy43s2ZR+/oGO8+cpThzk6+esftFFahSc2EL8eiREK4u412/lpBAJ2Fk+w++Td0Tr5Gvu9Wzu77B5T79l7xLlpJb2L27l8iiCTpeu1zxEdfWc4mz+OKV68Q4h/SdN5+d3jhSRqGYZ0LyXbCMHxZCHES2AW8tPj+MAz/GPhjgKGhoVBVH5pMZDo/E53TpMnco+O6MDno6kwlbdX2CnTmIPU+9X6VG2Jubo7a3TWoQXAoIPD03DugV5PqnLGhVU0q04eoWbBVuv5YLEa9XqdWqxGNRonH48Zx0rVBVanruJpMHFC6VC/qOKmq58WcVp7nUSgUiMfjRKPRluzact5NDqnqoUp+NpngUgdSBO8OaPQ05mVITfOhSxcArU6id2QLFF2L18YDggtc11LtazKLquMkHShbUix0pHikfhuWb/F6/9iSsTbxBum4YExcTPKzaqYw8aWYnKwl1DHXOfma0g3JMTHxL8lxvJjpdmgiS6Lh8FTvCcq1sjFQQ8eZpL7MqXuWur42ZCz2ZSt8p7RlfnxUk5LqAKuDOu9yHEwO+Wp7j8we4SvFp/jZ7MN8etMH+G+nv9JSrtpPaaJR79eZONVx1q1lU7vV+3TpTgYGBnhvz/18sO8Bni2/wZuxEbZs2dJiTpPmD3XP07lJmNLZ6Ey+phQoauoUcW6Ye156kZlYjC9s2Uy9WGwxP+pMQyaOLwkTt5Fali7ljmk/l5/VuuS148Bx2+aOfIEvKzK6mN9OQo6TKgsmR3L5WZ0Hda329/fPf5Zjrf6+NfcyleoZhgfezuyuD1Fffzfrxp4mWp1eMh46Lrt6vU5x8E5y2x7BqczQd/hvcep5sorcyDHRjRe0rtV2KU6uSIMkhHgU+N+AD4VhWFG+7xOi+eoihNgG7ARO6UtZgw5BMsDb6hE5GrkuDO1hGFKpVMjn8ziOQ3f3jcHGLBfTSnMiiSMC6hDcduVOkPf2VHl5JkGwjNrBnd4gG/1uXo6eohpZ4z0yIVF32DydZSJbZjq2Mm/YPzkwhS3gmcq2FSn/YjhUP8vfjDzBW3pu5ZeHPrIqNUkdToJf3vAhPtj3AC/mD/Pt0o+ud5PmkahU+MCrr+LaDl/YsZ36KqM2uVQ8F4uyIQjY5F9/Z+3FSNZn2HXua6w//yTVRC8ndn6CM9s+TCG7nVCYjyShsJjb9gi57e8lPneKgYOfw6nnjdcvBy4lzP8LwENArxBiBPjXNKPWYsDjF06HMpz/QeD/FkJ4NBM0/HoYhrPagteghbfHAxsihyK4XPsHXb1ep16vE4vFyGQyq477yIRarYYQYsXNgcIViLOCcCi8oqP/uoTLxg6XL57Jtr/4EpGxOrivsYMxa47Dznn66W9/048jQtg52k0gQk4Ozjbzri4zbBHy/oFJfjSXZcq/PilAvjn+DLaw+NiGh+mOZPj9I39JyVvqTHw9sDuzhd++5ZN0xTJ8ZeIHfH/uZTrbOMpeKziuyzufepqo5/HVe++hcIUJTlcDXopE+CRV7m80eOJ6N0YDQUj33CEyhZPMdd3CbPc+RrY8ir3uAdJTB8lMvo4dLMisb8cY3/4BqpnNpEeeJ3v2yWX3N9LhUqLYfk7z9Z8arv0y8OXLbYRlWVqVLegjRUyRCvJ7kze+DqrK1VSujkND/Wwy6enqkJoOVc06Odn06g9FSO0tNYITAeOHx+frMKk720FV5avmGEkHv1idXSgUyOfzZLNZBgYGEEK0NR/KsW6nqlT7YeKaUT9LU4bJ/LHY5NdoNOZ/X8z7I8tSTSaq2l/lZZLzYzLR1Oo17HU24XA4zxGjmthM/Dtyvveub97zzHlLy4WlmghMEXxSVS4joz4WewcCwUvZsyTsRMs4yvkxRV2207jp5t/E4bWUa8QchaOqz03cU7rPuvWsM7PrOF82zWToLid4ves809UcJ0+eBBYiRxeXpfus9kFti6zjwb48vTGXPzq3ASe70G6d2cSUmbyd6VydEzUKZ/369UBz7F/hFN4cfDT7IP/ujt/kj4a/zNncgtlZjvliXjUB9Nmd9ItOzrvTjNUXfNlMHFAybY/aLtWEk8lkEAge6bmX9/e+nZxf5G+DZ5joLbCjd2fL3qSinfle5yahQidXKq+TalabmZjgY4ePkCkU+OzGjZzI51vMqep9ulQuJrcQOe8mc2w7c5wq+7pUIabUG+OexwEhuK9e56v5PKEQ888ZaOUOk9Gw6vNCNcep5cox0UXvgT7tiPqs0z0L1zPK7OlDFDo2MJnZQ279W8itv59U/hSd0wdxGiXOb/sAbjTNhpHv0ZU7CtlMi+yrbdedE9RxUse8nYXk+nOSr2Eebo+LlbWofefSyMeWE5VKhenp6flca6vdMVtFo9EgCALjIXtZsRFEWhB898pU133x5n0jJYflsLDdZm9lmz3ISx1nKNvLw9F0M6K3kGDbeCfnkznOpFZOqf1TG2eYrMd4Kd/NxuVTEl4RXq+dYjg3zq9t+gj/fOjn+YMTX+RYqTWTuYVgQ6SXodg6tsc3sCnSR9JaODSdqo/yfOkQb1ZPX3E7tibW88+2NN+zD1RO8JW5p+ge7Glz1zVEGPKek6cYyuf55o7tnLiBHLIvhqctwd1+yA7P4/gq75MgJFseIT57kkYkzVzPPnLdeyl17oAwxPaqbDj2Zbq8a2uQWjsgrSK4A823Mv/01YWRXy5832diYoJoNHrDHY5g4a1kxXOyAdYtFmEjJDwZwrrLvz8dDfACqPiCq21uSiR4V/R2zvmTnIhfRz6IVY50Jcotw70UEg1e7R5ZloOpDluSNe7uLvHZkaFl9S+7Gpyqnuc/nv48v7H5o/yvu/4Bnz37daYbefZkhtiV2sT2jo1ErebDc8bPc6QxzDl3gnO1SXbGNnBf8hY+2fMTFP0Kz+Xf4LnCG+T8S7NNboj18UjPfdyT2QPAN6ae5an6wRXr65Vi95mz3Do1xTObNvJmfz8oDtk3Ml4Sghrwlnpj1R+QVETdIgPjz9M9+jzFzh1U0hvpOv8ckUYRDEEwK4VVcUCybbtFpadClwrB5NkvVZCqKtJEvLe4TDB70Ms6TPT5qipX10YdWZ6qapTq20Z3A2/CozrTqr40Pfh1Km9V1auqD1VzmlSpZjIZwjBkamoKIQRDQ0PzUWuLoSNdA72qXh0P9T5ddIFp/HURiSrUOhqNBpFIpMVkoX6W9apl6cxQoDfhzLdLgNgtCI4HeFVvvo0mMj5d9FXa8Sm6FkEQGk1VEibZlWrsocx6Ym6EsVieru4FdbOqPpd9azfOat8vh9BRRyKnlqGaKUymPV3KCBW66ChTWfL3eROf67DvTC81y+Xp7HHOnl/QoMhIR9V8YorQ1BHALv78oQ0zuIHgidl1WJbVMjY6c4/aB5OJTbcOdESSap91Jrgvhc/wgeA+fmnrh5vtDQMmgxyv+2cYcac4708TJKymZ2kMRCrKCaY4WD3HVm+QOyPb+Ymue/mJrns43RjjaPEcJ6sjnK6OEb9gYpb93RpZx0OZO9hqD1IPXV7jNGfEJKMDefYkm4cl1SSi9ldHKqkjDDRBFxW2eEwkKpUKUdfjjsOHORGP82XbhrGxebkw7T06IkhTaimdqV591rVLp2FyAdHtDYtNvi7wYhByd73Onzt2C4mjSjK7ZcsWoD1BM+gjgU2uKdJ0ahoPdd+UMr10Ly2Cd5igLwNkWp7tasSc7pljkhtTtJ4Oq+KAtIam/1GwLsB97do6ZlerVarVKoODg1p7+I2AeDzO3Nwcvu+vqFO5tdVCdAj8N69cw5eOhhQay6NdGLXmGLFmuNPbyjPeWRrOtdU8rnbEXYc7R9ZjhxZP956gYa9cWGjcCvjJdXN8fyJD3lt966iOyxfL32dfZIhKWOO8P0Mdt+VwmUCf9uZ0MM7p+jhhweW+jlvYHdvEoz1vwRICP/QZrk9xuj5KQVS5O7GLjZE+SmGNJxsHec07SSR19aSAK4W7zpwh4br8fV8vrBLNuRAhqbRPsXD1j+dnLIt3BAG3+T7Hl6FtP25YFQckIYT2LRD0p3gTB5F8OJo0LuoBQJ4c1bcxtVzd6VN9I9E5aC7u0+L7YaFvi98swu4QYmCP2fNtkv0wceu0c9hW31RUbVJXVxdB0ORXmpubIxaLGU1rUrOhS5uhQm2jqV1SA9GuLFgYa1NZ6hxns1nm5uaoVqtLEu3CwlulSXOie4vQaXSsvRbUITYWQySFdl5MBzT5fTYaUvJsHMfRahZNzriq7M1r4iIOL9gn+UjlHvbODnJ40/SSa3WpV1TeLV0SXLVdqpZLlqVq54KqS9pNkItWKLH07dDUB116FlOaD7U+OT66IApYWLfxHNw3tQERWjwRP8hEpaklUvlsdGlJ1HIXJwBe3BZ1nD66NUc6EvDNqfXzb7YmfizZT1MCWrUNcpwuJdHyunXrWu6Bpbw/LhAhxrp6fEld7TSApWiJA5zjAOfwiy4bnV422f1sjvTzYOwObGGRp8wPxBvMDboEImQjm1vGQa416dgt2yWhaqdl2y8nebmO0wwW1oxab/38eW47e5YDXV28rMiFXB86rqDF7ZWfTWljdAme1XLVdE+dnZ3EYhX27n2Kru4Cj33nbbz22tj872owgW5fVPdEWe8BQvKE3Fur8ZKiKdXthYvTeEjouLBUTY+656maQTWZuIRJy697zujkUV0zi60Ii79XNemqXKny1M4tY1UckNYAwYYLubiGV5a3QgjBzMxMi+p+48aNN5zfkQrHcUilUpTLZZLJ5Mr0xQZ7jw0nQPhXXn46ElB0l699RavKwcg57sgPMdZVIpdaWQd/EQp63RSDjSyDbpYeL4VAULc8RjJ5hjO5687D1JtLsGtyPTXb5YW+00wUV5YrpTvq8g83n+eVXIY3iym23BjUYVeFOi4nvTFOemM4voODxYaOAWYpEgoYEAPtC7nOeHhsnBD43rpBOH3lTujLhZ7eMfbtewEhfIQI2bxljNdeu7oyfSH4EfA2gDBcNVqyGwVrB6RVgmBdAAVgBfbyvr4+bNuePziEYUhHRwc9PT0rd6C4xshms5RKJer1ulHjdjWwtlmIuEAcvbqxSkdDpovLawY8GD3HLrGBXaPdvLhjtP0NiyBCcEKbCA42FqFvY4UWNhaB72OHFpkgwXq/i0G/kygO810f0gAAIABJREFUASGzTplj6UkKkRobqlm25rrZlutmKlnmRM8Mxfi1j6rbOJFm63iWmViZF3vP0rBX3uz4mzvGiFoBf3ByCyvmAb7K4REwI26clFFds7PcPjfHU/39FK6za4EQAfv2n2DPnjMUC50888w+7rzzCFu2jNKMBLk6mToHPIIgDdw4M7Q6sCoOSKr6C9qb2FTVms6h1OTAqX4vH6Im1aj6vXSaM9Grt6PdVz9LFX+LWtgSBBsC7BGzs7qE2l/VVKJmt1fb6DgO/f39BEGA53kEQTCfGd5xnHnVpMmJTcKU7kRea3Jg15kaTaaudtxTJtNqJBIhDEOEENRqNcIw1KafMHEq6XhHFsudvc8mrISIc0tlS2f+glbzhOxbyvEp1CN4ntfSX51zvzrOOnOBOs5Huqe4a3g9GydTDFsL9c7MzOAEFrXpMukwTooEG2sdZKwkWZEkI5KkRALrIgy2EnN+iYPuKUasGc4FU9RxSZGCKrwMDHT2sqM2wM7qAHeMruOJ/sMQ0ZvYdM7Qqspd7a9qjtaZu+dlvyDYOt7BRLbM962DBNXmvqI6p6prRmdGNWVa17UxFotxeybPe9bl+NvJbZTj6+iMLwREyHUGrfIk+6A6h6umYR3vmSkVkzqOOudt05hKE4nKBaTbA9Q+9Pb2aq+VbTSZWtQAEV1b1L7pnJoXpxWSkONg2rt0XGhnz56FMOTTp89QEIIvNOrUzp7VyoK6T6l7h840anIRkfu5uq+rZrWtWzvZuesHZDKTzM7eysT4O3GcSaamXQYGf8SWLS7nzzdNprr0Vbq0J4vHQRrm1lsWJy98r5rQpFO66rht4i+T46SWb0rvIudKHQ+Ta4o0C6vrWuf+oq5Jdd51aYrUNprkrZ3f7ao4IP3YIwEkwZq0rioJqg5S8DzPW3IQvZkgSS1931+RfopBQXAuwA6uTvuTjoQUltHEJjHbUWU8XWJopot4ECXm2sRdh2h9A9FFCVP9SEAxrFAIK5z1pyiGFaphndAW+PgIx8IjwCegVC3hEVAOa0zWmgcNEylo1WpwMDnMeCTHI8X97Cz1c7zr2iXNTU/bhIQcXz9LMHENWHZFwG8OnWKsFuOr01tXvL41LA92F4tsLZf5XCJB7TpqzwcHZ7jt9qexLJ9jx96J5945/9vU5AY8z2HvvuL8AelKIXXKA0Ewf0Baw6Vh7YC0ChDGm5u5qIgVOSCt1KFhtcG27ZXra5VmCPRVwBEhHZGQYuOKUiC2xfH+aborm+jPJ6lHfGoRj3GrRNVuMF6eoSiqlKgxXpjSyllENN/eYmKho6Xg8vNxTEWKjCTm2FkaYDidp+ZcG5+k1LRNPlnHs69N/qmPrRtlU6LK7xy5hUa49uBZ7bB8n3dOTPLg1BRTsRg/jF0f05oQAfv3n2bvvjOUy10cO/ouarUsirIO348wNbmB3buH+d53+/D9K98zJgGfkIE2lDdrWIpVcUAKw9BIXa6j+zdFPkn1rClNhKr+k59N3BKq+k9eq0t7svhaqZo0pSLRmZn8aLOssNz60NKZmVS049hwHIeOjo4lalg5jqZILh2nh8mM1I7fRWfqMkULqpERsu+Xk2YlEonQaDQIw1DLE6Ler+PzWFyfRBAEBJUAK2u1LVdVTauaFsdxyEaa41poiCWHuHZ8HKpaX35W51WmERjOjFEqlyAA6jA93dTgqOOsyo2qstZFk6mQv5siqlST0ZOZBp8IH2D3bB8/yi51gFVlSMqhqvbXRTOZYFkWTh0SJYtz3QWq1eq82QDg/PnzS+qChfFTvzNFtSzmIxqM1/m5DSM8m+vjzfo6uroWImakaUBdizqZV/uozqUaaSfvU01wpohR2Xa1XtNeqTPN6PY0dX5Vzh5VtuV616WRgNZ51ZmH1f6odch+qPKqmgTbEcSq5tTY0aN8IpdnwPd5VsCfuw2m6wtjoIuuMvFjqdfKuk1tkP0ZGhq60NcaD7zjENnsBBMTOxkfewghIiQSC+Mo53pubjfr1p/ljjsszpzpaTEVy8+qaUkd8xaTbTLJTL3BQBBoo1p1L5Q6HkBY2KfU79Q2qGMmYXrGqnMtOZNMUcDyPpMLiroOZHt0pkEw7186rIoD0o87wsSFiVzmACTLsojFYhSLxbaCcDNAJqs1PRSuChWuiDn7/2fvzaPkyK7zzl9E5L7WvmHfG0sDvW9cW+xuURJFiYekZVuLF40tj2X5SOM5HltnrPEme+SZkX08tka2tdG2qNVaKJFiU6R6J9lNdqPZDaABNJYCqgq1b1lZuUfE/JH1qm4m3kMCjcxCojq/c3A6Oivixdsi4r373ftdiaRaILWAYltHm/gIr1gF3rJGeaCwjwvRGRZCq40vug3E56ovyJlYa+9Thc9P7RvD8y1+deLgJtyvg/eKeKnER0dHOTK/wKzj8C9si+/cIVptcGiWhx46RTDo8e75DzE7u49YzKxwvbw8zOpqkH37Zxkdvb3ULFOWxaC39VmEZqMtFkiWZRmdpeRKVrfS1Sn9SkuEvF7uepQ2h1wJm5xIFeTq1+Qcp8ozfaRVuTWOznGHChWC5SAlNiwFOoVhWa48Vvet1ztS7ZLOlmqxZNrxyd/VPWTf6ZwQTermJke6+jbW10H1k9wJyfGRZamxyOfz+L5PpVKpmQM6mHZ8qm2yfM/zcLIOTszRJkBspHAL1Z1zLLymdeRWk+nqnMNNiso6vx9p/ZG75fn5+fVjtVM0JRrVOZJL6BKqyrJkHaTlI5/P82XmONS3nXuXRvijwGtG9XmdNo78u273J+uayWQYmEpRDLmcm70E1poz7hpMlgAFnZZa/T3UOeFwmO8bmOTx3mU+P3+MSqyfFLXJoNVYmYI+VP+ZHHt1gQumnbXO0q1zxq4/VpA7cvlOU+VKDSPppC3rrt4XJmuGnGOqjvLv8jqdQ7bJcq/e9/J9Jef+yNg4P7a0RMD3+T3b4o8syLn6pM26e5iiext9G+S7dt++fQSDJR599BJ9/e+Sy3Vz9p2nKRS6CYf173Np4bh6ZYhD94yTTDo1fa6+l/K+N7Iyztg2j4p7yedaZ5XRZUCQ15mCZ+Tvalzk36XzvqyvqoOcz/Kdpn7X6dxB7XxUFkfTt19arhptpttigfR+h7IgWYXm7mzUpGqUbqWDxvBzPlbAwg/5oNf3a4iZQvUjORx7fyhel6jwmvMuT7rHOOJtZ5bWhP1bHqSXg8z3Flsex/xQepH/efdlvrnYzVcy+1p7sw7eG3yfx+fmeGZxkavBIJ/r7uL0HcqvNjw8xYn7ThMOl7h27T6uTdyPZd2875Pnq/Q/t+e3OGVVw/zjvs/qFpB12Sx0FkhtAD9S/ehaXmeBdLuwrOv9e5qBdf+wKO95gZRzHRaLFtvi75/xeNeeZJ83xBPuPXwrP8q1aPOFvtLLIRzPZqmr1NIF0r5Enn984CKXc3F+4cJBUn2dD027wfZ9vnfiGg8vLHAyEuFzXV2U7c0fp1jM5ePfs8jRo2MsLyW5eOF7yeWqFrhbWZ/09y+zsJDEdW8vCGB6rQ8GPY9LnUi2m0ZbLJB839cmpAS9XopJY0iZ6OWCwKSdo8xw0tSoS38g62ByEjY5hevqoEyQNQn+Qi5W3qJSqdTQLuocXXJEqDWNKpOqNImrtsViMa1jtc6Buv73+rqAngbSUQjXtVNjzmyUSsTkMKyja0x6G6oM2QcmqlLnAB0Oh/FWq+0Id4WxS7XOyqY26Ki3iazDtsT1+i1qUSdNyPJYzlNVR+mILOurSxMg72VyuFdlmJyHdRSpfD51ujGe5/E5Jvmxrmd4aGEXfx58i3FnXksZmqguCUWXFQtF+rIxti0k6V1NU6DEa9fe4uLFi0AtrdPIId+UkkBSN4Mxn39z4gp5N8C/Gj2BHwzXUClS60fSCAqN0vNIOk6X4sLkmK0LBjFtiOppY6idV3K+6ZJQm2hpOdYKJrFWRfOZ3CB0Sb7lXJDzRr131XMQcV0+e/Uqx8oV/iwS4bccGz9bnQe6IAiTm4Sub0x9riATp37sqRQPPnieQKDC5UsnGBs7QjLZheo+nY4cbNDVql227XK8N8OptwdqqGzYcKWQbZB9Wu8KcHVtXj8QCDKXTGhTgjRK7ivvYXJa1zlLmyhUHR0n30fyWTQFzyjo0pLIuaJzFQDzu0GhLRZI73uEec9WiRthKyhkv1c025LkF9fKus1Q/4lVh33p1iVNbUeUcfnvy1/lJwY+yVPle/my9d7zJwTLNgPzMYbmBoiUAxQDFU6GRjkfmKRitcYyF7Fd/vnhiyQDFX72wgMslNs3+er7FYlKhb81PkFfucLn4jFeikTwG3z8WoGHH8nzxBOnmZ9L8dprh4nF9r/nspKpeRzHZ3LyxuLBN4NJ4O1wmI9ns7wW2/oBO81CawRZOrg1lIAWSHK8H7SPTGh2263w2mLzNhey46s22+IuNFnvqt1R9Mt8OfQmWavAM6UTpAo3t8iwXUhlgmy7FufwuS4eOj3I7skUuVCZt7dP8/UDY3wndIW83YIdBmDh87OHr7A/scq/OrePy/lk44s62FQEPY+/PnGNnnKZf5dK8lILUg3dDI4eK/D937/CtYlevva1B8lkbm9h05WuShpMTd3+AgnL4vfSKSx8PrOcaXx+B0CbWJA8z6uJgNHp4YBe7l+a2XR6KiZzszJZmtJeSOuLMo/rNJnk3+t/V9CZcmvohKJDOVomEAhoo6Tkx94UfaDMidI8H4lE8DyPeDxeY6LUaXeY6A1VH1MknWqvNHGaaBfVv6b+MukJ6WAa91AohOM42qgUSSOatHV0dIHneVXfI8ApOdhOtZ6KmtGleKiH6r9FL0E0kGfPQJLZ3MbHVndfnQkaNp4DUzoOGcmjo6pkWXI+qfaYIg9Vn8q+lWZsabrW6X3N55b4H7zCZ+0P8sD4Nl7oPc9KsEDAcgi6Do5b/W/IdUgWQnTlo6TyYWyqAqqZUJEzzjjng5Ncmh+D+evbru5nSmmg6185t+spq5/YM86H+5f5lfH9vF3azvDwhtaDpFV0tImJTlDnmp5lSd2pZ/RmIiXV/DbRx7r3iClyV/WfvF6ncSNhomV0z7ukjEzUuOonWa6kTmdmZrB8nx8YvcK2SoV/H4vyRrkMa32t0+ox1VG2XV0n3xfymyLHbWRkBICPfKSfD3/kLebn0ly+/AzDw4GaNpjupauP0jg6fGSCubkQ8/OF68pSZcjn0xSRpeo7Hwjw5USST66s8O78PJfWaDZ1nWkuyD5X/SCpMN13SP4un09ZR50GnryvLFedq9Poqz9WdTBpNclvjsmFQ6EtFkjvd1gFC0Lg2+8vq0Ir0Cpa0YpXy7Xyt1f+ZG4tki1aZjZ344dzKyJLgT/wvsFftz7GM3NHqj9OXn+eh08mWuBqzxIzwRUWwzkqjrcuiLkZOJDI8UM7pvnja/386dz2TbtvBzePp2dmebhS4fORMG8Gg6DJk9ZqbNtW4oMfOkUmE+OFF+5lcLAZn1Wf3t4lTp9ugvVI4KuJOI/kczwzeoVfuTdJpeOwfUN0FkhtAPXRVSlHOnjvaFUUmx2z8Ss+3GbWjGt5tUCq8BbvvwUSwDKrnExd5f7MTkaj87hxKDkeZcel7LiUAh75YBlvbcPQyJGyVXhqYJ6SZ/GroyPYsfevP1+74qHFRT4yP8/XQkG+0iDpaKvQ31/mh39knkIhzPPPnaBcbs4z3dW1QjDoMjF+e3nY6uFaFr+dTvPT8ws8fm2Sl3Z0Fv43QlsskOpTjSi6zfd9yuVyzQfPsixisZhWCl8H+XedCJkuhQOYRd4UTGZu1Q5pydDJ6tdQUuU1k3zCqfldRwPpKDjQUynhcJh8Po/jODXtUWU0ks+X99BlT4cN6kD2nSnqTplHpclVtlGaZ3VpZeR9dbRKoVAgGo1SLpdrTPi6FDTyvrIfdKkQbNvGjtv4OZ9g4Pq5IPtGjrsucmIyWy13OFbG865Po2IaX50wm0k4Uxdt1ihrtbyHKXJNHcu+kfWVc0yJsckxleW+vPwWL/MW5KA32gse1UTAa82U4yNN/Io+NGVaVzBFA+pSrsh5sU7r4PNdA0u8numBSNe6SKIuShT0wpcmylhHu5jGRzeWJsFN1Q+mKFJdHeT18j2r5oIpXYPsR13aJukmIftXG8UrnnFdGgh5X1WfvoUFvntyinPxOP/NAs/3YU0kVldfXUSwLoITNvrPlG5D0Wq27fNjf20Zywpy9p2P09dXpahlVKRqgyzLJGKr2hYIBBgYqNKZ0zNpQqHqcy6fA/WNNH2zdNFgqg/OBYOc6evjsclJ3hkcWB8TE/Wks8rLc+Xf5X11z4HpHjrxVF3UsWmzpKP5TK4cOncFE9raSbs+8ajjOOuLqa3kgGwX1j6O4eZG4bQ09UYbwrZtbNs25q67HVhxCz93+3NuteKwXLIZiW5OAtcO3htOpFfoDZV4YWHwTlelAw36FhdxgD8eHMC7Q9G6992fI5nM8cbrRygUmuu839u7wOpqlNVsa6zML+/cgeP7PHRNw293sI62sSDptGh838f3/ZpVsm3bBIPB9V2J/JvOOdLk9KpzGC4Z+Gud1o8pIaRaqcpVs7xO7VRqVuireopNrczlYrC+LxTUrqQ+TYhlWXhrSQrrHS9NVjCdjpRJ7l+3Czdptqg6mpzd5X1V/8rdv278YMOpUZU1NzentRbJ3+SuR84XneZVOBzGSTj4eb9m3FS5MsBAtl2nF2XbNlOFICOxSsNdmsmCpNPd0qWdMf3dNOfVjk22XbfjNln1dI7+JqufPNZZxORuWc5p3eJXp70iy5L11Tlk6zSinh5cJO8FuBQ4QG+vs65zJPWO5NyUljLdHNJZeE3zWdZXlWtKudPI6VzWQTfH5LtF9z4wvSNkHXUWEWnB1SUDNqWM0D2X8jlQTsKTa3Oxr24+6KxNprJkvaUDujpHpqRQViOA/fv3Y9seH/vYa2Qy/fj+vTVWo0aJp+W7VNZR9U04HKK3b5G5ucGa/pDPgSrDFGijc8iX7Xl4agqA84OD2uAmmbJKF6Cjs7qDXtvNpPGlY3TkvGmUFsj0fKnnQ/deB7MFXIe2tiDB9Q3YiqrQVrl1PkhqEulM9VsN0Wj0uhxnTUOcasLaJmAyF2S4rS1IPkfSeX5g+xKOtXUstTeLoOXxgZ55vp0boex3nFjbEXNrC5Jhg9hjq3Hw0DXi8RJXRu+n2RmiE4kVwuEiiwu3l6DWhD2rq9x/bZKTIyNMdKUbX/A+RltYkHRQq89GVJrnecbQzbsFleHq4sWZdyjfrhdwHVTflEqlhnzr3Y5oNGoM378tRMDusSl/pzljc2U1xIcGs/zciSn+68UeRrN3xsG0Fj77kwWeHl7h6eEM22LVtvZHyvzKhf4G124tPNK1SDzg8s3VHXe6Kh0YUAoGWQwEGClsvgN/IFDh2LExrl3rYnl5qPEFt4h9+9/BdR1mZ4eAiaaWHfI8Pj05xVIkwst7dje17K2Itlgg1acakcjlcutmu3rzeTqdxvO89d8bOT/qtItMKTQkdDoRJopNmfJM2Y7VB1yaMwsnCpCB0pXSLaV20DlNSmoik8msU5L5fH7dstJIG0eWITMq3whSut6ki6H6yWTN0vWZiV6RfVooFAgEAsTjcSYnJ8lms9oUDCb6y6Q3pBA5upZB/oqrzbpumkM65/x4PM7/mN5BIhLg+0Zm+eSOFV6YTvIbF7o4tVQbcNAotY3J10pnQTPpVO1Lezw1nOGpoWX2JEq4PryZ6eZ3L/dzf2qRv7l/lrdyA7yzkmiYgkZCzW+d6bu+bTrKUNIfOrO6zgHXBJOjsa5e3d3dPDN8iaVKmNzgQ+xaM7Ir/SNJEegoVNDTOTo9NxNdIOeNLtWIrIOO7pZl1VPuCjq6TUc9mFKv6HRl5LkmFwP1u4ny0J07Nze3/tv4+Pj68ahtM5zLUQrodYV0TtiSSpPH8plR7zJJqx0+fHitfhU+8IEFIpEyM9NP0N9f3TyY0lQ18v+sz16fSk0zPDzByTd2cOXKcs27WEJRlKbydTRtIpHgmStX6C6X+f2jR/CCQWz072X5/Mn3uaLpZICCfA/J75r63fQ90D23kmKTdVDzQpZlaq+CKUjiVsanLRZIN8KNGlAoFIjH4y0L7d4MuEEXb4eH86aD1WRTLWw4tt/tVrZGiEQiVCqVGn+gZsHeWQ3x9yY8aILPbrYS4D9e3MF/OdfFZ3cu8NldC3zkAyu8Ph/l186n+fpMlGab7SWGo2WeGVnhmZEsh9JFPB/eXIzxxcvbeXmxj+xadN03lnq5J77MPzp4iZ84eZQ7E2y/uYjZZe6Pz/DV5Z343Vv7mbnbcTUQ4ESpRNixKbbYUXvf/kkOHrxGd3cWy4LZ2d1ks300CKK+RXjs3fca2WyIU6dGGp9+i9iVyfDQzCyvDQ5wTZMvsIPr0fYLpBvtDovFIrFYDMdx7lofm+xwFhyw323+y9iyLGzbplKpbOm8bJZlEQqFmJ2dbYmPmr3LxrvmQZODAZfLAX7l4gC/OdrHJ4bn+eG9i/zHx6c4txziN97t4tnxKK7fnHHrj1R4amSVj2/LcrynutR5azHCv31nkL+YTjFXDK7vDtVaOucG+D/P7+UX7z3L3917lX99uvkv7XbDw4kpgrbHK5ltBLobn9/BncN4wMEGdvk+51v8fjt8eIxAwOPtt3ZhWQfJZJof3Tg4dIFEYpHnnzuI6zbX9y3keXzf5VEWwmGe37btdlNKvm/QFgsk27avi2zSReIoc7M0h2azWZLJJNlsdv13U0ZgWaZaMMgPqvy7PNZZsUzRA+p32R5pNpydrebXUZFXmYczePMeKxeqplS50NNZfUz6IcqELNu+f/9+AoEA09PTNVEJyjwqTeZSoVhmiVcUm6m9yvSpdGKgNtLHlLn6ZmFKRVJPX1mWxfT0tHaBpFscmqjMejrVClnYQzb+qz6hUKgmWkVRHTp5fag1Q6txkeequQDwh1Mh/mR6kCf75vjRvQv864dm+Lv3OPz6uSR/NBpnpXA9vVgul3Esn+6wz0DMpzfi0xvxGE459IRdesIe/TGLvnCZA8kCtgUXsjE+d20vrywNMFOKEgqFiA7ADjbM9pLmuDoX4g9n83x66AovTcd5eS5d03dyTOQ8V3PLREPJftJR23Ku6GhNU1og9byboqgk1H0VldLrrPKDQ28wTxfhPY+xfceGD5Iad51Oj7wvbFBdJnpazRuTBpGOTpO0moneVzBF8Uq6Rl2niwCUfzdFHureUyYrtWybmrum8ZfHyhp8+fLl9d/kM+OulbWz4nLGvl7nSEJ9G0w6PLI+6v21Q4x/JHKGhYXtLC4+RjqdRgXhqfebKV2N6n85V+RYbkQ9FxgcOsnCQi+vvw7reXQEZBnqGTS9U+W50WiUT05Nky6V+J1778UROoKw8fyYUqvI+ahLASXfafLvjeamjuoyRcSZdP4UdN9rU6SyvG8jSZi2WCDpoMLTG6FQKJBIJAiHw3cdzeZFPcpDZbxXmm/1iEQiRKNRstnsXdcvtwLf94lEIpRKpZYoLod2h7AcC2+s9dGTFd/mixNdfGkizYcGsvzI7ll+7sEl/u7RDH98OUzQgt6oR3eoQl/Epy/q02OIfCx7sFB0WCoHWSwF+O9jIzw/18tYPmoMsTbhd6b3cn9ygf/t8DhnXo1x7c4EDrUMDh4fT53n+9PnsLD5gv1x2MIW17sdva7L07k8HyyW8IDrPdiaD8ep4Lqt+1ymu14mFCry7W9/gGY7Zu9dXeXxpSVeHxlmIt04b2QHG2jLBZISOLyZBZLSUAoEAi0RCGwliruLYIN7uvlCjmr3o3OA3UpQ9KFJnfZ2Ed4Xxvd8/InNW2T6WLw4k+RLl+ChvhL/0z0ZfvxwnuWixXzRZi4HF5ZtXpsJMF+wmC/YLBQd5gs28wWbnB1npWwD1vrOWO7ybhUV3+bfXT3C/7X/Nf7R4XH+/qtDtNJHajNxIrXMT4+cZiS4wrdXR3gl+QkyVucj0o7oXV3lb2RWeKRYxAdechz+NOBwpeXuFX5LF0iB4Dyp1LcZH9vNSqaLZi6Qwr7Pp6emmQsGeXnXrqaV+35BWyyQfN+v2f0ri4frunR3dzOWGOPdrncpBUrE3Bj3vn3vukPzwsICkUiEWCzG9PQ0UGvClNYTaZKT91DQRaPJ3030ls6sa0q3IcX4SntKOAsO/pz+46uuM1F/Omn/fD5PMBhkZGSE5eXldTO1LppPUmkTExsPpcwGrxZYsu90ZlZJ18n2yug2laVcfqxle3RZ5E1UmDIBBwIBFhcXmZubqzG/y3N1Aodyvumyrqs6xg7FsGYtInYEIvoUFtI8L9sry1X+PbIfpQlYRdRIJ/NoNMbp1Rg/83oX5WIBj1pa2EQnpBNplPuMirKRFKiso67PJdRYzxHhly4M8zOHrvGp7WF+b/R6mkhClSXnhen5UdA9n/X10j2LcnGszpXjK+kGNQfTgRJ/Z+84j0VHWSTNb9mf5mJ6L/39/ajZLYX11HVyvsp7mKgoHVR95XMk55WcT7o0HhLyWVIUiewvUyomVQeTZpii4xqJdMrfTXNB924wUfay7xS1Fr5yhY/OL3Akm6UIfC0S5s8jUaYq1fuaPmK6zPCm6FXpgqA2l3v27Fmrn4tlvYFjx4jFYlrK0HRfdT+TYOrq6ip79v4Znhfg5MldFIsrxoz38l6q7qbvjKrDZzIZustl/ts9h4ikNzSPdBHfJuFFXfS3vD4typUuCI0iy3TinPKdKJ+DDRFNfToVXZ/fTLRao+Cltlgg1cO27XUVbYDp2DTZYJbuSjdzoTlKwRLh8kZHFYtFUqkUjuNct8ip/61d4MZcKoMVYm/EWGW18QW3gH379uE4Ts1CZytCRei1qp12n01wTxD763c+mslrA4vNH4z38kRfhv/l2Dyj2SDfmmtqCM+mwMYD5IdKAAAgAElEQVTnmd4JfmT4EmHb40vZo7yVfpqKtbU1wu5W7Jqc5GNXrpKzbb7a28ufeC6r6qO2SXE5wdBaXkiv+Z/LZOoK6fRVJsafoFhsrh7a3lKJj+TyvDo4yHgySWtkJ7c22mKBVJ9fLRAIrK8oU6kU4UCYiB/hgeIDfCX0FQqRAlG3+nIulUpkMhn6+voYHBxkeXmZSCRCKBS6Ls2FdDxTq0y5A2uU0NPk8CihdoLy3jonXn9Pta2pyRTLzjI3Qn3aCwXdwq+rq4s9e/YwNTVVY32RbVeWltHR0fXf5Lm6Vbwpma26TjrFjo2NrR/LHZvamcndmtwlyP5XdbhRkkfLsigWi9pdsC5FhmkXrnM6j8fjBD4YwHd90lfT2OnqObodjClprG4HKx3YdX+X1k/ZLl0yTQldWfJ+ss/l+DWiJmsdNKP83xcP8AtHzvD/PjbFz729i5dn9fovapd8M8KdutQcJudh9Y6Qf5fjqu4nxz+VSmHjc39ygb+2+xQ7nVnerYzw9fRnWOrpY7tIQGsKKtA5h+sSIss6NkpYLcdJWpB099Wl/6k/VxcIYNIYUn1ao8emUaWW/WGag7ogCJMzu5rTpvYoFgBgcnKShy9dJmPb/PPhIUq2XTNfdY69Og0pea4cJ2n5UNYi2HhPdXd3091zkV07v4HvW5RLI4TDYS3rIPtW3lfVV9/PPofueYlcLsXo6B7y+SvX9Yesr2y7aqdJ9yngOHw6u8qSbfON3bsIOo5Wq0uWZUrN0egZls+ELvWXLt1UfdvUuSaLpy6QQ5dKRh6bLHGNrOYSd35rDDXWIqg2oEboDxvXckm6VfNdIVz7IBeLRS5fvkylUqG3t5dgMEihUGBpaYl8Pk8gENDSQncS5WQZq2IRyDZ3jbp7924sy+LSpUtNLbfdoBbRLUs9EwTnhIN31sPOt8Vj0hZYKgf5qdf3cWk1ws8fH+W7Bm+8uL/TSAcrfGrgCr90+Jv8k31vkbZW+c3Ck/ynwvey5PQ1LqCDO4qd2SwXw2FKm67j5rN9+6vs3/8XFEsJLrz7WXK54abfIxTKUyzG8f3mtu9EvsDeUokvplOU30P0cAdVtIUFqX4VV///tm/j4ZHwEli+RS50/a63UCgwMTGB4zg1q1DbtrEsi0gkguu6bRPR5cZdnNXmikMmEglGRkaYmJjQ7ga3CizLwnXdljrlO0cdrIhF5dt3p75WK5GpBPjpN/byb+67zD+9d4yo4/HFa+0kGuRzJLXKp7bP8+TAMmHH51S2i/82uY+5vkdx6Xww7gakikXSpRIXN13U0OfYsTcYHrnCzPRhrlx5gnC4FXSyzdUr97F337fo7btKs/a0ju/zycwy1wIBXo3F6CTMee9oiwWSbdt4nrduDZAmxkqlguVZeHgE7SBxP04pWlo3Y9bL29cvgJRQouu6VcfoNROgMtnJxZRJjlwHeR9pNlTlS6pE5yTqp32i+ShdXV01pl5pdlRlmRzJJWKxGCdOnMD3fWZmZkgkEjVmR1lHJdcvJfylJUaaahUNIPtG52Ap6QapqaQzYcr+kI6wujQd9VRKqVTCsixKpdJ1Y2RyWFSLRdP4SrOwGlfnQQdvxsMf87F3bJyr01ExZU/X6btI+kOXMVvSLiZKQ/Xpzaijqz6Rc8GUdkTRAHLhKc9VDt9qjv7L0W7+4c63+NmjEyTDNr99eWMeq3JNekZyXujGRx7LcdWlRVjXorFdvncozw8Mz3AgmSfnOnxtcYS3I48y7XVDDxw6cGj9usHBwZrr68uV9VUOpSbtIlmGGmsTpaHaJv8uKRg5H9V7xJSmRUexyOtNFladFppu82ii0nT0oUlrRtZdR53L+SZdF7YtV98p7wYDWud83b3ku8WUzkRBpY+BWs2jw0dG2b7jChMT9zEx/iBg1dRR3kM5JZucv3X0v5wr7767jZFtb7Nz57f50he3A7VjIstt5JCv2vtkqcxAxeWXerpxfX99Xsg+kGOt+lT2o+59I+tj0tqSz4z6XX575Lk6Vkf2Tb02Yn0dTU7aujRVcl7JcxtF97bVAsn4d2w8q/r3lJvSWpAaoVgsEo1WhfE8z7ujliQfn1K0RHzh1vRoboRUKsXIyAjj4+N3rap4I6g5oijUViGwI4A9bFP+0t0lG7HZKHoO//vpffyTw5f5qf1jhPwi/3V0YBNr4DMcynMgOcuxZIbHuxdIBFwurUb45fGDvLA4RMELsGdPO1m3OrhZ7FrNUrBtJjSLm1YhnV5g5843mJ3Zu744aiX27D1PJFLg0sWDTSkv6vt8qlTiXCjEaU2kWge3hrZYIDWC7VcXSD4+SS/JbHiWTDhDqnjzeiWe51WVhx3numSO4XB4U3OVFe0iXsAjlGte1MKhQ4colUpMTU01rcx2RavTpkQei+AXfdxT7Rf92G4o+zb/7J29/MODo/zEgRliAY9fvtD8NAwAFj67wiscji9yT3SBw/EleoLVnfRyOcC3lrr5o/Ee3s4kSKc7uabuduzMrnI1EcffJNFOy/I4euwkpVKMi5cex27xfbu632Zk5AwTEzs5f/4ocOa2y/xEqUwK+KVUqiN22gS0xQLJ9/0aC1K9THokUDXFhRIhdlu7Oeec47Vdr/E9l79HS2OYIlF831+3rqhzXNcll8sRCATW/ZXqy5DnKjTKSiwhLTrlcpnl8Jq5PlvNIaeLuJLlSjOtTqtpYGCAgYEBTp06ZaRlJJ2mjqUOhck8rmubLnJGF9kGtZShup80uco66sZNzoVgMEilUiEejxs1j27UBpOmUn1kTM+RHtx3XFjrdmkKlnSoOu4y+EhIK6Uy8ZrmiopikuNvGncdhaPTEYONcTFFM8ljHX2rM0HrJP5/ebqLsnWaH90zzUDC5pXpOEvlALOrYZbLDpmyY8wrp8ba932ClkvSqbA9CUm7SMIp0R/Msz80x4HwHDG7atWbK0d4p9DPucUezpcGmCwnAIvoUJSDQ7X05fbt29ePJfWtnnXZbpPmmJovJv0zqf+ixtJE16nfTWmFJEWjjuVzYEqhoMtYb0qtocZVtlHSEOq5ldfLSDtZlppvOkqkvm3qWLZRPn/rdfB9eopF3opFjSmGVBvkvSStIp9LnQ7SwMCGtTOVStHTc4VUapkLF57EtqLGqC5Jg6u66TR9YGPcZHvn5+fp7b3K8PCLjI938bWvjuD70+ttl3NFjrWcu2p8aqLGcjm+2/N50YKJSHg9AkvVUZalm4/y/Wii0HS0mZwXciwUbSzr2CjFkIl61X2X5fMn66PaYWJS5DtN9qkObbFAaoQet/qym2WWw/5hvlH8BnaTvP6j0SilUolKpcLKygrRaFTLVzcTq8HqxGmWBen48ePk83kuX75c49Oz1aALn24JLGDr+ri3BD4W/2F0HznX4TPD1/ju/uvPyZRtlkoBlkoOuxNFUkGPs8sRLNshFSzTFXSJOnqr3WQ5ybdy2zmb6+FcsZeZ4u3l+OugvRGqVHCA1U0c26HhsxQLcRbm9zQ++TaQTM1wz+GXWFnp5fnn9jUtgi0JhIGTbaCZtlVwVyyQ+txqOO6MNcM2fxu5QI7tK9sbXHVzsCxrXduiXC6Ty+VuKy3DzSAXqK52g7nbF6fbtm0bfX19nDx5snUh720C3/dbvzgC8GgTAYy7DRa/NraHP5zaRqSSIR10iVt5ukIu6WBl7b8uXSGXVLA6V7tCFa4WwozlI+SsGJlKkEwliBfpJuuFyLphVvwYq351M7Gxq+zQn1sZ0bVxXrU3Z4EUCBTo6ppk7OoJWv3wD/SPYlk+p089SaXSvLQiyv6XvOFZHdwK2nKBVG8KjlI1U844M2TJUqFChAjBYFBrfpVWFJ23PmzsOuVv6gOswsjrz5UfZx0FJ+9nEvuanZ1lPjmPk3coZG9sptBlyZb1DQaDHD9+nEwmw+zsLJFIpGY3bVpM6CIrbkZEUaGR0Ja0wOkiy0wicbKf1Dm6TO6rq6s16tkqPYepXHVsojzkfItGo+BDJB4h0ne9oJ9OWFT2hyn6Q80LXUQI6NOWSMjrdOea2qb6RPatpCFMInu6OirKQtJJ8limSZlfSTAPFAvFdWtcTSTW2PVCqvI5SjpJcIBgtZ314Qyyz3W0S68Qf1TRd/VQ89EUDSPfHarusm/l3+Wxeu4kLaajdOVcMVmtdRE5umhP2HiuTdRQIz9LWV/VTvmu0EUO1rdDoZEAqSxXnquiYRNr83W+XMILXJ9GQp4rx0SXQkNCUiqSguvrq1L2+fye9TmkS18BehpIR0OBnu6puHFGtvlUKos1tJa6TkY0mlKyqPJk3/nhCC6Q9H0tfWWKJtOVLyHP1c1TOTdl3XWRZ/I9pIsqNtHO6l1nmnemlCwK9W47unvocFfsk7/ufB2ABAkCBAi6QS6kLpBzmpOg1Pd9SqUSvu8TjUZb7rBdCBcIrN7+2rSnp4d0Os2ZM2faRt9pS8Blq+Ri7aCDuxKxtQ9ldpOCZ6KxWXzfIpdrfRTm0lLVZSSVXmpqub4FWToWpGaiLSxIvu8bHcRW3VVOBk9yT+UePhr4KJZl8dT0Uzw7/CwX0hcIVq6Xz2+UMgQ2dgSBQIBsNovv+3R3d6+vUHU7L/mbzlFVYmlpY/JLh+LJqUmyJ7JYU9a6FcQkJ6/ua1IBHxkZAWqdK006SbIMtXMyJYrVWazkLkKeq3YMcuUvz5U7RbXK1+0YQb+jljs0JfSZzWa1OwadhRD02h2yXvI4FAph+RaBUGDdUmPacSiLic7yJe8r722y1KnfpdVPOj9KqLknHcZNqTl0O1zZd/JcnUO3nDfKWmTSS5G7czWupsSt0vqljqV1TudoDnodHZ2ulrQayXvpHD9NTsA6IVL5fJmCDVS5pvQh6ljey2T1UXXQpTKph+o/aRnR7ehBbz3TQadXVV+WmlumRNq6xMNyDuqs9Ym165dct+YdYdLV0tVXN/dk0mZp/YxFXVw3SiLRtd43OsdfqH1G1bmNEszWWrcVM7C6fizLks9coyTI9U7LK6USXZaltWJJ6FKy6CzPUPtc6yx0cnx0VnN5jekdrStXF1hiSlItodprYnxuJv2RQttbkJasJTzLY6+7d73ByUqSdClNJphpcPWN4Xke2WyWSqVCLBZraJ5tBsrxMm7UxZm+fW69u7ub1dVVrUlxq8D3/ZrUM5vhZ+V7/l3wZHTQwdZFpFL9WOda7nPo0dt7ikTyLJXK5theyuXqhz8YbL5eXQ6LeIdMaBrawoJ0IyT9JPgwYU9wlKMA5O08K8EVelZ7Glyth/roqoXFZi2OAPJ91dWrc605CyQZvr+VoMZI+lVs2kLQA9/qvGU66OBOobhmXYi00HUgkRxj27ZXiEYXyOe2Mzv7dMvuJREIKJmH5n9+I8BSxz2gaWiLBZLjOEZnwqgXZY+7h+8Ev8OkN8kSS9iD1dxsO+Z2MFHaiALQUV31IcDK38h1XQKBAIODg+vmu0b6PyYtGbm40lEA8jiTymDlLbJXb5ylWR6b9IEikQjz8/O4rruuw2HS+tHRKiaqREf5SZpCR7fJOup0QkCv32Py9yoUCusmX3WOiYpUddCZ/UGfQVxC9nkikaBChWAouG5alhSOzlxsciyUx8psbpLlV+0xzSuds7u83qSZpPrGJNGvM9ubdEIUpWdKqyCpAV3fyPsqeljeT5a7sLCwfiwpZNUnkkaSVKOi2OQclPfVZbS/Ff89kwaRLl2GLFcXGdvIQR706YZM6RrUWJkCEHTO3SYKRx3L30zvNAU5x2TbJc2n6iufKZ1uU4bq9THXNQYVKJhSq+io4q6uLqKxFQ4e/A79/dcol9NMXvtB4D6CQYtgUJ9yR0cdSTRKByXfy4VCNRXT4kKJfN6/7pxGDseg1/xLJBKkFxa5HAxp3QmkNpicj+oeJmd3OcfU73IuyTmic7UwOZrL/lXlmmjpRnk3dfeV7ZF1NLmh6NAWC6RGGPQGucxlZqzqxEq7aR689iDJ0q2bRF3XxXVdotEo0WhU6+3fKvj4lIfKhKZC5Ll5HlQH9YGQH5KtAt/3cV0Xx3E2L7RfwgPf7liQOujgTiHnVD9NyRZYkB566Dkcp8Lc3EdYXnoQ3w8Qj2/eO6avv/qxXliIU3WrbhJ8n4Tvk7U7JqRm4a5YIF1wLqwf/6j3oyxdee/e/2r1GI1GN/3Dmw/l8eIewengbS+Quru718UttxrUbsBxnFta7TcDvuNX1da2Zjq7Djq4K7C6ZnVItGCBVCxGcSsBlhYfbXrZN4Ph4WWKRYfFxRjNXCBFfR8HyHZSjDQNbbFACgaDNVEn0qy4HFpmzqn62RwsHSRaiDJV2Mg3Jk2F6rhezrxSqaw7+nqeRzgcXo9gMNFmjUx6Jh0kZZ6Vnv3KvDczWLWAWeO1UQYmz35lTpYLOVXv3t5eFhcX1829KlJO6gNt27ZNW3dlyjWZ6k1aMLpzdSZzScvIspQ2jRyz+gWQSjvjui4rKys15neZZ05GBiqTtGyPzuRqGtOaTOyfCOKmXHZM7qB3oFpfGe2iM/vqMrXXX6fu0Sj9hMm0raNHTBngdWZ5U9t1ETly/HQaULLepsgm9bucPyaqUt1Xpzsk/y7bIe+li4KqT1Gjq6+6ny6yrR6qDiaLs6yjKsOkIaSj9OWx7H/V5/I5MI21aoeJpm1Ub9n/qixd2pP6e6g6SNrbpPfVSPVcjWV2bRi67etzZyqofjY9U1IPT1ncU6kUudVtDAy+w/x8Gd+vjZaFjT4z6ffIsdClwLhRsnDHKbN79zyXLqZYWVmt+U4oNsCUHkZHycs69q5RzYVQiKGhofXf1TMs57aujvJ9I9/RNe9HjZuEpMUaZaEwRUPrXDV0z7VpPuqih3WuBvV1b2RgaPtYHWlpOV46fkvXVioVpqenmZubY3l5eT3nWquVsk3IpKv+R/bS7XW7bdvE4/EtS6/BrfHEzYLzIYfCngKJkwl6F3obX9BBBx20BAXHwWMj3L+ZyKwMYdsu0eh408tuhB07rhIKebz1dvPfLwNri57FTuqdpqEtLEiWZWlVXAFiyzE+ZX+KnJPDnXOZZbZmFyh3Ccrxs7u7G9/3GR8fx3EcRkZGiEajVY2buh2ibpVaf6zTQZL1ldDtSl3XxcdnJb1CaDJEKBiqWXWbdI7Uyl/u4iORCIlEAsuyahZIup2Zafeo04uSxzWqr2vHJm0cBZOztay72hnrEl1Ctc/U+Ki2SauRtI7VaxfdCLpkjBKxWAz/Hh//Iz7JK0kGrgyQ3L9h/WmkvCrvLx2GZdtVu0zaHWr8TDtsnaVT3tekGK/bmZmsVOo6k7K0zolUjsn09PT6sdpxy/6SZelUmXWW0vpz1e5aziHZz6qfTA75Oo0oE3TJPU0O+RLq95pEoqLtqo66ZwNqx0TNl5uJstVZVExt1NVBjqvaRMrfbsZ5uL78+vqo60wq1fLcOdtmoFRqKNx7M/p0qtzV1VXy+R527w6RSr1JNrsTqLWYqPJ0gSCgV7Bv9Pzl83nC4SIHDp5ldDTCpYsesGp0cFYwWWilG4LCgXIFFxiLRLhXMDKqbdJaopub8rk3KU/r9NxMyvo6psIUbKCs4bKN8l2qu0Ye694zjZ5PaPwOaHsLEkDaSzNcHr6laxYXFykWi2zbto2enp474nMkUYqUKEVKBKdv3ylcTfitaEGyLGvTVcH9bT7+Mz6MwcCbA1gdGe0OOrjjeDfgcLBSgSa/DzzPYXJyH4nkBQKBzfLh9HnwoTMEAi5febaPVkj17y0WGQuFKG+S+vj7AVuyJ1dWVlhYWCCZTNaEA99JrHRVH8Tg1O0vkOLxOPl8/oZc992IO7E4srot/E/6kAHrTywsv7M46qCDdsD5QICU7zPSglfCtYn9APT2frP5hV8Hn+PHzzMyMstb3znIwkLjTA+3ihCwq1TiQrj5Zb+f0RYUm+d5RuuOTodDmt7qNVuy2SzT09PE43H27NljpK9UWSZTsbxOmRh1yfWg1vSszHvSbOx5Hpl0hkApQOFaAQurpr31TuUKurQnrusSi8VYWlqqMTEq86g8t1FSUlM6AB2t0mgxJss3aSKpsVILIfVP9YXneczOzlIsFtfpGmkWluZmXXtMTrHq7/WUoh/2cX/IxbZs+l7uI9AVWA8WkGZlE5WlzMlyLE2aOzrU6H2t3c9ENev0reTfTU726vkxUcmSolbjJs3O0olUOafKMZE0hPxdzS3TMyP7UUe7SApaBnCo9piea50Tt4lerL+mvl6NoHOylzBpEKl5IzdvJtpZ9aOpLHmsS9osodPwaqT9ZkrOq6M0JKVlcqJXz4ouXRHUzvN31s49gs+UvZaCRLxPVLmm1DnSmVr1ubpmdTXKwvz99Pa9weLiYYrF67XbZL0lBSr7XFHMsg0S+XyW4ydOs2fPGCdPdvP8c3aNuK/umTA5u+sc+VXgy2HPI1CucDWRIBwO15ShnvGaFF6ivmpMdHpH8u8Sprkg55DuOlOCWXWdLFf+XdVHpwlogunvusAGE7aUBalQKJDJZEin0+zbt6/lSWdvFj4+K90rJBYTt03fhMNhAoGA8YFsdwSDQTzPq3HGLpVKFAoFxsfHNzVtivcxD1LQ/VI3gWxb7BU66KCDNUxZFkuWxaEWpReanX2McjnB4NALLSk/Hl/kgx/6Jnv2jPHaq708/9xgS+4DcMzz8IBRw8ahg/eGLfVVUKvtnTt3ts3iCKr+R+VImeSVJPPMN77gBlCr8jsR5XU7sCyLUKiq8GpZ1vq/W0kc2Ez4ER9/n4/1pkV4dnPSzHTQQQe3AMvinONwj9saVwLPC1Es9hAMNt8PqbdvnGPHXqZcDvKtb93HK6+0buNn+z4fdT3ejUXJdyLYmoqGCyTLsn4N+AQw4/v+sbXf/inwtwAlRvOzvu9/ae1v/xj4ccAF/r7v+882uofv+zVmS0lTqAzunucRj8fxPK9Ge0fnke66rtZcrNOBMEnE68zYJo0G3WJMUoNTwWokVmW0UmP2VTBl9Vbt0Znvy+WyVntFmgyVyb2+Pep+8noTfaWLltBFD0hqSJrBlXN8T08Ptm2TzWZraBupZzQ+vhF2q/pPl3rFBF1qD9kGieCxIHknT/xKnIGBgfXflX6ISX9E1+cmKs0UcaErS1eGSedjaWnpumtMFJsu+sqkMaT6V1rxZJSaiijUacaAPhJIUhO6aJj6uinoInZAr2mlM5Obopl0z7iJLpfPhI66M0GVa9JYU9ZTWZZOj0rClHZBvk9U3eX1sh90/S/7Q1Kkqm6yLDm+umzx8jfTWCvqx5QSScK2bWYcm0crkI5GKVuWdqxM7/D678j19V4gFhtjeup4zTxXdZf1NrmA6MZ6YWGBnbvG8Dybz//mPRSLtla3rf5YsQKm6Cz5XlW0WSqV4r5ikd5SmS/392vrrsqQrinyfaHTzzIZGFQ/mmgqnRaaHGvd90/WV14v+1SncWia2zr63ZQmp6FO2A3/WsVvAB/X/P5vfd+/b+2fWhwdAf4ycHTtml+yLOu2lrQq7YRaJEG1wxWdpvOjuZPRajoUe4rYJZtg5vYdtFUb28lCdiPYtk1vby+hUIhsNrupFNqNUNpXwl60cRY6O64OOmhXHKy4XHEcyi14p6e7xrBtn8XFXU0vOxCoUC4FKRZbT9J8NF9g3rY5n7z11Fsd3BgNv7K+778I3Gw8+Q8Av+37ftH3/cvABeCR91o5uShyHIdwOEw4HKa3t5dkMrmepFVZjKSOTjvBD/jYJbsp4eOqP9qxnfUIBoP09vYSDAZZWFiocaK+k/CTPu6wS+hiqBPS30EHbYqY77PfdXk71Jp8md1do5RKUVZXBxqffIsIBFwqbus3X4OVCkfKZV6MRPDvgm/C3YbbWd7+Pcuyfgz4NvAPfN9fBLYBMm5yfO23G8L3/RpzqIpgyeVy+L5PKpUiFoutm86U6S2VSjE5OVljSYrFYkZPeR1tYsrS3ChqS1qu5P0UNSRppFK0hOd6Wol60NMc8h465e9gMKgV9jL59OiihnS0G+ijwUzpNFQkTn30XTQaZefOnViWxcTExLrFD2ppNRltIY8biX1JqPqa6Lj6yCT/UPX/uya7CCQCxmgiBTm+cix0lJ80J+vonProRgUdnSrrLeeLLtLK1E+NUnPo5pakWnTigKZ76aLFZHtNFI0urUWj589Ep+ooD1NZ6n4y4EGeK2lyHWR7dWKlumdO3kOOqYnCVnPbRMvospSbhBPluOooNgnVj5LS0EVHynNNdIVsuy66UbZXRlUOLSziACex1vtBviNU3U0itjeiWmzbJd01zvzcPnz/emFfqB0fE2Wr5mG9+4ZjlymXHe33QH4HZD+q/m0UdQkb75mnw2EqwLe70vRpIlJlubqIYtBTlXJMZJ+rdujGFPT0780EFK2LF1sJUoF+ksF+0qFBInaSK/nXmc/PXndf2R5dVKWpXhKNvi/vdYH0/wH/AvDX/vv/AH8TvfqVNm7Wsqy/DfxtgL6+vuv+rhKxhkIho2p1NBplcHCQ+fl5QqEQyWSyoaryHYEFNCkQ426wIPX19TE4WI3YuHr1attYjhS8Qx6huRCB1S0Vo9BBB1sKR0tFVi2Li07z3Qn6+uZwnHJL6DUAJ+BSqbTWgrQL+EB2lW/G46w4Dtd/RdsZFjG7i0Sgj4TTR9zpJRnoI2hXF7We75Fzqz60hxMf45L3Ehl/YtNr+Z6+EL7vr+cUsCzrvwB/uva/48AOcep24JqhjP8M/GeAkZERf2FhgZ6eHoLBIIFAgGvXqpft3r17fdGjVsX1C6Z9+/YBG6tquWKVq1+5olS7AJM+jITOoVvu4qSuhXL2k7sEL+bhez6lUkmrGdJotyytEnJhpHN0NFkddI50ph2S7F9VT/n34eENVXPl4FwulwmFQvT09Kyfe/nyZa5cubJ+ruobU8oPXfJcucKXCy2d75nJWVr93t3dTbmrzPcqzEQAACAASURBVHz/PNsubmNox9D67wo6a4bJeiPpXwVTao1GGjNqZ2bSPWkk929yQqxvV317dHWQKUPks6TqY3I+NjlW69rTKBhB/l238zVpbalj+Xf5rMqdvHo3mHaXsn9VeSZdJ10AiMnfTrVNZ/2pr496VuTcl3+XbdNZFk3JOFU/miyijayUOode03zXpWiS81lacNff177P0WKRM6EgcyLYRFcfOSY6646sg+pHz6+OTf/A28zPd+G65gTaUNvnOstxtT0+0egCXV3XSKVyLC12r4+PfOfJsdRZEU2Jb+WY9PX08PdKJfKWzV+MDBN3apP6vpf0LHI+Siu/TPfU6JnRfZ8qlQpBO8JQdD/p0BCp0ACpYD+OvZZU1q+wXJjm6upp5rJjLOQnWSpMEYoECVghPrT9h9kd+QBvLn6B+eKGM73JKq5795h0/hoF/rynBZJlWcO+70+u/e+ngFNrx18APm9Z1i8CI8AB4LVG5QUCAVZWVlhZWSEWixEMBsnn8/T397enRehWYWGwo703eJ7XVk7ayhE7kUhQqVQYHR1dj7RqNxR2F8CD3vlOMtoOOmhX9K2skPZ8TrXo/X9tYoh3z0fZt/9VTtz3LGfPPk1JiEXeOnz2H/gz0ukxAPL5CJNTw8DcjS97j/iw63LI8/n9oX5ybRza3xPazkj6KEOxAzhWgLJXJFOa4Ur2OyyXZsiUpsmWF8jlr8/FBkEqfolXJn6bJ3f/dU50fYJ3is+y6rWmT3W4mTD/3wI+CvRZljUO/B/ARy3Luo/qZ38U+AkA3/dPW5b1u8AZoAL8pO/7DQV7AoEAu3btIpPJkMlkyOVyxGKxmhDhuxm+5WN5zaPEpPr0nUY8HieZTGJZFsvLyywvL7ft4sjHJ787T2gyRLDcGsfPDjro4Paxa65qKWjVAglgauoAhUKCw0de4PjxLzA6+ghzs/veU1mp9FXS6TGmJu/jzJl+8vko1Z1x8z/mKcvir5YrnLMt3ki33zcyaEUZCh9iMHWIeKCbsldgLPsWY9m3yZQ3LFM3q1pf8vK8sfjHPNT9ae6JPM2Z/J+R9zfnG9NwgeT7/l/R/PyrNzj/54Gfv5VKOI7D8PAww8PDeJ7H4uIi8XicQCBQ04k6ukeaiBtRCyZdGQWTs/SGPP0G3SApNKk3pI5rnKVt1i1I6h71aS909TJlYvc8j2AwWNN2ZbY1WZZ0tJbpXJ1OhDRjJxIJIpEI/f39hMNhSqUSs7Oz66ZNqSkitY0UvWEyd5qyzCuYaAidiV9C+UPF7o0xnZhm3+w+tm3biB3QOUKaaE2dtpGkGxqZb6X5V7ZH9bkpY7ouu7bJgbbR3Jb9Lxezqs2SlpZQ/STLapQOxUQHyfqquaujYqBWv0VtmnSpZmTdTE7NOid6WcdG81GmQDHRDOp+krLQaQQ1SkUD+ufa5Hyq5ovp+ZLvC3WdfI/p2m56phpRGvKZ0QUCyPHTOclvn5vjaiBALhiseRfo/BllH5jSNqmxUK4bUO2n6Wmba9ce4fEnznHgwEsM9J/n7NkHyeXS2uCb+ntU2+EzNPRNcrkEZ88e4vLlUSBT0zY5R+X1EmpuymdSPgfKFeAfADHgf/T3Exeh/bJcnXHBpLul2jY2Nrb+2+jo6Prx5OTk+rEuRY2iSPuje9jf8yC9wd3YlsNyZZLz+ecZWz6NhwuWWbNKjaHJ/WLaG+f5zOf4rl1/g0Ohp3h58jdrxkT3LJrmri6NmAlt56Vq23bNC3FLoMkU2520IFmWRV9fH11dXZTLZVZWViiXy22dONcNuiwcWSCzJ0OkGKFvqQ+6G1/XQQcd3Blkw2F2Z5bpcV1mG59+W1hZifPWd76HwaF32b37DR5+5M84+cZTzM7enK5QT88lksklTp9+HN9vrevDXwE+iMUXUikmg0GGWnq3xogGUxzseoKdiePEgmnKXp6Jwimmiu9QsqsLGI/mZH1YLS/xjanf5QPDf5XHh36I15f+gJKn38w1C223QNqSaGIUG9w5H6RIJML9999PV1cXS0tLzM/P1zg4txt8fLxDHmMfGsMNu2yf2c6ea3sIeJ1p30EH7YxX9u1l9+wMn82s8C835Y4W01MHWZjfwUMP/wEDg1eYnT12E9d5bN/+Otlsmpnp1kTEKXwU+EtYfBWfP0/ejr9UY1jYBO0wQTvKYCJCOBAn4sQIOTEigTiRYIJYMMVAYje2ZTObH+XM4vPkAtP4ax+7gN389+xKeY5vTv0eTwz/EA90/yCvL/wBZV9vdWoG2uJLYVmWUdNAmgV1VIrOLCzN4CZJe2Xek2ZYkzy+gjTvmqLj1D1qaJeAA35tvaSJ2ZRGQN2vPmLE931s264pT6fZoquXhMmDX0dFRqNRHn/8cSzL4p133lmn0dR9ZT+bqAVl+m+UJgL0qQFM/aQg501yd5Llh5cpD5ZJZVMcvHSQ+0bugz3Vv5siRdR9JU1honPUdabIGR0dZ5LlV30m+06WJeugrIe6KCvZBnk/U5ZtXfZsU0ScmoemqD2dtoqcF6ZnRtXXRJ3r3gemaE4d7Smhy2ivo3Pr79vo3SPHTdVRFzUr6yb73kSLqXN1Oj31dVTvAx3FaoKuP2BjrHR1qf9dXWfS7NE9XybaU/VTIZHgK13dfP/iIo8EAryxFuovo/J0mlcm+lE3H+tTIinMzfXS3T1BuXxo/TfVtr6+SXr7LlAphymXw6TSl4lEM/zpn+5i9PIZoNatQLXdpPsk+0ZHS6sxPe44/CQWZxyH34xGGF6j0CSVJpkX3fdLRnBKGm9mZgaAK1eucH//9zEcP8CBIUE91ekHFMs5im6OQmWVtyafY869QK6ydF0dFEzfTQmdbpoujVgulyOXu8iL5d/iIzt/hHtT38srE79Vk+NU9a/8Psqx1ummmdAWC6StDt/2sSp3p5O2ZVk88sgjnDhxgoWFBV566SV6e9s4AiwAPAazD89iVSzSr6a5P3B/RzG7gw7uMryQTvFQNsvfKJc5bQcpbtI7b3amn8F7Z4jFVsnlqh9Zy/I4cOAUu/ec114zerl1ztJ7bZt/FoszY1v8+2gEt0X9MBTbz67UcSay7zC9PEaxskqhkmV+eYZ8KUu+nCWbX8bz3RppBpnLcrMws3qZb03/IY8MfZpHhz/DqZUvNY3Kk+gskDYDTfZBcl2XeDy+TnW1ColEgqeffpqhoSHOnz/P66+/jud57btA2gM8BaQheilK6mQKp+hgHeosjjro4G6DZ1n8fl8vPzU5xadcl99uoFnTLMzMDACn6R+Y5cponFCoyAMPfpPe3lmuXt3H2NVHcJwKgUCRcOTqmt9Ra3wwHw4E+LlYnLzv84vRKLmWLRItjvY+yUppnm9P/zELixvZxWo0/RoHpW8aJlff5Y3pP+GhoR/g4eBneSfzHJnKdOMLbwFts0CS5lmT4JWOLtCZ7U1pCCR0Zn0T5aQzmeuk3GUZ8u+WbWFjEwwGtb5DugzIN8KFCxc4dOgQx44dY3Z2losXL2rL0kUAwoZZUZpnpamxXC4zPDzMY489hmVZvPDCCzVRDVJI0CREp9CIGjKZxJU5uJHE//o9dgOfAifjkHo2xbGuY1WZUmDnzp0ANQs7XYZx2DDFy3kj+0lHq8jrZUROIFAhlRonlR4jmZhgcvIIk5MHtW3XzTFTKhg1riZTvfxdvdwa0ZOgj+qS5nFFQyRF5Iyke3RUh6yXnJu6yCVpEpfzqlHGbV36FtOzrIsSNKUMaSQiZ6K9FCRtU5+KB/TikvXHqlwTlamDjr6U95V1M6UY0tF08pmQ80k3H+XGTUb5qnNNlEd9n7wbCPCC4/AJ1+WVACB8HmXycgVJdZr6X2FhYWMRIO8bjUbIZiP0982wMJ/kkUffIBwu8cbrx7l6dTv5/IZw4tRUdQ5NTGyoPMt+UGNlSqkkUa/596lIlJ+OxRn1ff5puUT/wMA626Uic6UlR7ZB912Uz5+MWBsbG2Nf94MkR/p49uyvMr04bZwLar6Yvqu6+8pnWZYr556aT6Z0RPXnQXXcLxTfIF/K8eDw9/Fwz2e4uPg6706+Qtkr1rzvZbkmAWUd2maBtKXRZAvSysoKr7/+Ojt27GDHjh10d3cTjUZrFkrvFZZlceLECQ4fPszi4iLPPfdcw0XQHUcPWJ+0CCwF6Hm2p0pndjW+rPmoKumm02Oku8ZIJqaxbA+3EqJUirJ7z2usrKRYXr7TsScddHD34PPBAA+4Lj9TKvNPggFWW061WUxN9rJn7yQDg7MUiyFefPFxlpc2J7raBn4ynuCHYjFedV1+oVKmAPS36H6OFeRY/5NMZS5xZfFU4wvaDBMrZ5levcSx/ic52PsoO9JHOLPwPDkmG1/cAG2zQLoZmXSdhUhnfTGlD9FJ0stdlWk1qUvSKXckchWvypX3tRyLgBMgHo9rdw8m/SUFubOW9Z2enmZpaYndu3dz4sQJ9u7dy8mTJ9d3bHInqkviKC0BKmHw/v37SSaTTE5OcunSJaLRKNFoVOsICxsWClPSS53VzZRmRZfcU/aX3AWsOwNGIPiXgni+x32j9xHZU23boUMbDpZqJyF3rTodJYmbSQWj6lssFolGl7jn8NeIRquLyWy2m6tjh5ifHyGz3Ee5nOPxJ57n0D0v8vVXnqRQiNb0jbJsmKwSuh17/W5Kd6xb3Jq0ftTOyuQoqX6X9TIFG6i2mRJA69JpyOtNaUtUHU0WXAVJC5isa7oEwiZrhtr5miy8sg7quWqUjkH2jSxXpwdlsjbpHOrl3DVZ5lU/mCwF6r7yepPlUKWlkJYik0aNeoZln0urnpxP6rmdB36tUOQnZ2f5Xz2fX0zEcC1L615gekcryL6TfV6fSmRsrIv9ByaYvJbmxRfvYWpqCajeT+oC6YJj5BxS7y/5HjMlrFb4O719/CXb5guex5dHhhlcG3uZs1T1k2yvvIfufSDbLsdqd+IBosEkX3jzl7TO+fIe6h0q55gp8EQXaGPKjKETjZTnqjqY2KO5pRmeX/gd3o69xIf3/xD3938fc/mrvDn7ZVZKc0ZNpP7+Gy8722aBtKVh0VQlbYlisci5c+eIRqMcPHiQD3/4w4yOjnLmzJkbahMFAgGi0SjBYJBgMEgoFGJoaAjbtjl79mxNfrm2hQ32D9q4cZeuZ7uI9OjNvq1GKLTKkaN/jmW5nD//GIsLI5RK8TqqJMjJNx7l8See5777X+XVb374hmXGYgV27Zqlv3+OpeUUU5P3oc8F3UEHWx8XI2E+39PNjy0s8mO5PL8eu7HA3+1iYqKHL33xBPPzCXx/c5+7j1gW3/I9fsX32NZia1nIjnFi5Lu4NP8dJjOXWnqvzcB87hp/cuY/cKj/ER7d9Qm+a8ePc2HpVZa4iPce/MQ6C6RNgOValBIl/GbybHWYnZ1lYWGB7du3s3fvXoaHh7lw4QK2bROJRIjFYoTD4fV/OqvJ6uoqFy5caH9KbQ32x2zs3TbJl5MEZ4PQcwfqYBc4fOTPcZwSp099nEzGzO2trqZ4+60HuP+B1zh8+G1OnbpXlOPS379I/8AMw8MLpNPV3VGxGGLb9in6+nKcOf0oXkfDqYP3Kb4dj5PO5fiBQpFpx+bzLb2bxdzczQlFNhM7LZtBy+L3b0Gq4XZwsOsJAnaQb1394qbcb3Pgc272VTJc41jfkxzsfoKid5zR0jdZdMcaXy7QFm9by7Iamh1BT4XcKGNz/bGObjPRdbq0JSYaUJdNXJrEt49u5+I9F+EQRFaq9zXpM+msPtKEaXJYVb9fvHiR6elpjhw5wtGjR/F9n1KpRKVSWVe+np+fp1Qq1fzzPG/dJKpzOpftlXVUZs6a1CoC0hSr+kSWb6I/dLozkmrs+kgX2QezRE9HOVA6ADtgZGRk/e/SsVqXrVrW10QP1rexvo7lco5D93yZaDTDO2eeYnW1F8vSO6Cr+XT+fJJodCf3HL7E5FQF37PYvmOJoaEMwaBPpWIxNZnkzJkdTEx0s7wU4dixKR559CqOs8xLLx6nVBrQ1OXGaXRMbdRRjdK5VY6P+rscU3mujhYzUXDy+VDjo6VQ0TuoSydvWZaqoy6Ni7wX6J9VEy2m7iepAJMTsE7PRtZHR5HKOjTKJm8qVx3rAjLqz9VR/ZIaUv0k323yeklvKTrT1M86StekPzM0tOGfp+aOnM9fzOcZ8uEz+QJjgQCvOrXfBHmujg416e1JSlYFiMj2mjSE1LyQ7ZVzpJGeW32AwEc8H3yf0Z4eBhyHHTt2rP9dJ8prSokk32+qbfVUWCLYw87Ecc7OfJOV0oaOUH0ddVSziZ1opL1notjU3JF/1z1T8nuu+0bLus8uTvLc4ucZiH+dD+z5NIciT3E18xZLi2fXxSxNaV8U2mKBtNXRO9vLtR3XGNs1RtfrXVgtNtlms1lee+01otEolUoF3/e10QEmcbp2h73LJvtoltB4iPjr8fVotc2Fx779z5NKTXHu3IdZXh5pfMka3nprH909GR577CoAy8sRzr7Tx9hYiunpNJVKdSzUC/zUqWGKpRRPPHGGp595nZNvfIBstv2SVHbQQcthWXwumaDXdfnJSoUxK8jona5TE/GA7zPmOCxuwvv4aN+TuH6Fk+Nfafm97iRmVkd5fvzXOdT9BPf0fIgef4hR/2Vcrs/rV4/Nz1fxPoSFxY7RHRSjRfL79JaWVqBcLt90xuS7BVaXRfDTQZyMQ/LFZMsXm3r4bN/+Ej09o1wZfYz5ub23drVv8/VXjvPCC3v53d85we//3gleeWUHV69uLI7qMTHez1f//AFs2+Oxx1+gr6+5eh8ddHC3oGJZ/KdUkhDwyCZRUZuBmO9zD/D2TSQxvl30RLaxPXmY8wvfIF+53tF8q8HH4+ziy3xr+o+I0csB62lCNKZQ29KCZJLSV1YOHRUDGyZ6aQ2R3vo6OkFHF9Ufq3OkOVSa/3TH8tyuri7SXpqZ1RlWTqyQnkgbo8LeK5S5UdJIJnl71TZprjTRh+pc2U86vRtTdm8dXWAyz+oyXkvL18DuATIfz+A5Hvve3ke4t9rHik6T95L9oEzEckxN6VAUZB/Up0XYs+c0ff2nuXTxAOfODRMM6nVNpNleOb3LOly8GADyQF6rTSX7KZvNks1a/NEfHua7P/4uDz70db7x9VWuXavSbZKS0mU0183n+naq50anXQV6TR7T3FVjKWkoOedl5KcqV54r54IuYsYUwWfSZ1GQZnnVTvmsmuh5nU6VCboUNDqY+lGXdV2WpdPtArQUuTzXRO3UXw+1FKbu77p3h0mfSV6nzpFjbaLn1VjL6C1537GlZY5Z8PsNooBBr5lkGms1fiY6TncPE92jo9hMKXU+GI0SWFrm2sgwI2vuBJJWky4GMvVGfb2hlhJUqURkPz+158fJlTJ86/Kz2naZXEBUfU1UtGynjo6T/Sz7V0VI6qJqZbmyrEapb+SYKUPB+MoZ4l0hDoS+iwPWx5hdeFPbDoWOBWmTYGFxYPoAbtRlZf/d4QR9p2ElLazDFvYzNoEfD7D4VxZx0y7J55KEczcWD2wVdu46y779p7l2bRfnzh3d9Puvrob40hePMT+f4NHH3qarK9P4og462IJ4JxDgQMUlsEWs5MeKRVYti/EGQqC3i+2pwwyl9vL6+LNUvMY001ZD1pvlTPGLlP0CQ/lHbnhuZ4G0iehZ7SEyGSFzTwY/uDUe6mbC6XOIPRKj6y93kfiZBKl/mCLwgwHse238rE/0jSjpP0kTnGy9Cfp6+OzZ820OHnyLqakdvHPmYe5U2H2l4vC1rx6iWAzxwQ++STTaumzWHXTQrjgbcAgDB+50RZqAsO9zb6HImXAIr0Wh/RY2O9JHeGjke1nKT3N+9rWW3OduQNHPcqb4JQrOwv/P3pvH1nXdeZ6fe+/b3yMf930TJWqjtViSLdnxGjtO4qSSVNJTS5Jq1MwfPT2Dwfw1CwaYngEGmH8G00ADNUBPF9DTXZWuSjpLVVKVxWXH8Rbbkrxo3ymK4r4+vo1vv/fOH+Qhz6PO4aNkUqJkfgHDT5f3nvs76z3nt3x/a963JUxsjuNoTR4qE42sOlOlCdCRP8rcPuJ9sqq3ktpQlkVW78l+PrIKUUA2f7QOtHLr2VtkD2QJfBy44/lKUEWYgTprtAxZ5SrqrjOLqcqVZZTfoYo200VXCciqXito0fynzYT7w3hqFt/rLDh4p71YVy2ai834E34M16C9vR3agfbytCGV6O+F+luury7aRchWblZLc/z4Vdo7prh8qYVTp9qBseUxII8huZ1kE5ugTtCp2oVpTVapy226uv8KBfjlL3fwh394jRNPfcx7756gVLrTrCVU4rI6W66bKvpNR6KpIg/UmZxUxIo6wjgV6Z0u6kf1d515oxKEbDoyS3lNEiYnHaGjPGdUbS6jUloZ+TlxrzyWdGYVlTlHl05ItLXc17poTZVc8lwTbaMykYM6ylCGfE2+V7SjnAxVpiAZDAZxMlkOGCY3POWBDaA2ocnzSJXqQpZBbhv57/LYFXNCLlceI6oITVVE8LcdhyoXTjc20t3dvfx3mZxTRcgoR9QJws7V171GkL1NJ9jTfYKIv4ZUfp5/uvhXJJLxO+RZLReoCU3lv8t9rTKNq1KVrK6bMLnr0saIuuvcXFTrjC6SUh7nA8G3WAtbYoP0eUIgGaBqvIrUgRS+Sz7M7OdXiWd4DNr/23ZCe0KkPk5hTViUhko4sw6dHYvhrYHWB0P+KGBZJZ57/jytrfOcO9vLp582sVUIG+djQV5/vZdXXx3g+IkLvP/+YXggTuvb2Mb9R8Y0GfVY9NsOf8fDE4W7GrWuyzdcOBeJMBwMsrvyI+tCS6SXPY1P0V3Tj2laDM9f4b3BnzAcu8RC5k4fs88n1lZObIkNkuu6ZSckGao0A7qkiarUAfJpWkUBr9MqyCcZ4Ryn42qST7BCHt1pKhwO0z3SzcWWixQOFwh8GFAm7pTlleuo02KJ3bi825c1BfKuWezGZbl1WjtVegkVJ4v8d7nNVbwYXq8XDKj9fi2h/SFyf5/DPGfSt7sPmoAm6O1djAyTNUWyY28lLZYM0Rc6jdnc3AoHyPj4KPX1Oerq5+jsyNHZlSUYdPjtb9u5cjmM16vm1RKQ+0TFxaQar7DSZrqTporPZm5ujhvXvbwVaOGllyfZt+8ip052l53MVPXVaQpU80fF8aXjGFJp4uS/yyd61SlcHjc6LbAoT5f0slJiafkdoh3k07ZcNzmZqYpLRtdOou66NDlCHl0iZrluqrmqS6MiypNllNcAlZZYvlZpLZUht6NInCq/S6cVEtBRjMjjQqU1kFNDLCwsMGw7PBmLEfZ6KRpGmYZJpSnVpe+RHaBF28gaDJ22UAXVmqcLjIhGo3wvl8fjlDi1u4+GQECbZFUOOBJrlnDAhsVx7DG99NU/wXP7TlAXaiFXXODC5LtcmfqAWHolye7qwBMhi+q9qtQ28hiT12W5DFXAki6tj+gXeezLfan6DslQJYOWIddXXu8rBXVsiQ3S5w2BbADvNS+F/QV8F3ywthn0kUT0W1FCR0Lk38hTOnf3FPAbjXB4gR07hvnKV4cJBBYnYSLh4datEDeuNzI6ujah2IPE+fO1dHTYPPbYJJ9+0v6gxXnkULAs5qtqyPn8ZEwPeX+AvM9PMRCi4PXhKxaoMlwCxQKBYoGoCcFikWbTJeCsTUK6jc+GwXCIZ2Ixdtk2VypsXLYiOm2H50olXvN6SFT4WFdCV81+jnd+k4i/lunUbd668TcMzJ7BZXsM3isevhH1iMD/qZ9iX5H80TwMP2hp7i8iL0eIPBch/XYa3n+wstTUjtC78yzNzbM4jsHgzWpu3Ypy44ZLMrl4KpFPl/cCb8kmlM0yH9y8/FFTU1Xs2TuD3//gN5uPEsar6/jlvicoeO7UpPgKebylIkWPl4LvzlOrx7H5zvAVdqXn7/jbNjYGQ6EQDrDvId0g/UmhQAb4B5+PnfdYRsgT5WDjl2gN72Y+M8Gvr/5bhueuLv9dl/x9G5WxZUaULtN3pTQQKu4NVToBKFdTq1SuMlROl/K7dNmqhSpWlZFblifiRnCuO2T2ZqCexZTVqM0QqmzYq6+LSaCiZ5ffK5erc4yXJ5SK7l/FY6Tj9pDl8Xg8OP0OzpccvANe2gfaaXtihYFadk4UqtpK6mxYaV+VyhZW2klWs05NTdHQMMu+fadJp72cPNnM5Ut1TEwIs4gBSycvue1kJ2oVV5Oor1Uq0Tw6SvutIZpHR7Fsm/GeHi4/dYL80oZL7j/h5ClfU/EZwYqJRe6T+bjgHEkoc+npTCXyeBP3yPVRzR+5fPl5lelNFbQA6kVbl96gUjohVV/LbSObc1QOsrIpTXZ0HYw2cHrfk4QyKfZ89B6+XIZAsYA3l8Gbz+GV50kwSNHrJ+8PYEZryPsCXOw7wI+79vPC5dMck8x4dXV1Ze9fDVlGMaZV/E2ryxBtJo9znSO4yuFebn8xBuTDgSo9jHyvXL7sNqAKQtGt8XIZwnSjChqBFdPogNfDMyWbf6r2l5lLVQEGugAFeS0U9ZHXE53pR7SvzjysMkkJk+RB2+Zgocivmpqoq69brq/O7CPXbWxsDAOTnvBRDjS/iOu6nJn8J67PncTFKWszUWdZhkp9ouPFE+uyLGNra+vybzlVjOq7KUMuV7X+yaZkMZ50Y0Uep6JPZBO33H/yvXK/q7BlNkifR0QuRcjuymJ9x8J5zcEdfrRD/51eB+clB8+Ih9C7IYwH7Ozc3jFBqWTxg7/eg21vzCmrbmqKHVev0jIyiqdUIhcIcLtvFyW/n50XL9E0Nsa1o0e4vX//hrxPIJdd/LgFAjaPELnwA8NQWw+nHv8C1fEYT7/7K4pzixGwOj8303XxF3L4CznCzuIi352K8fqhL/BW/3E8I9c4PDt23+T/POH1YJD/LpniyXyev3/QwqwT3bUu8AAAIABJREFUUdflu8USc14vJ2v1Ca51qA90cbjpK1T7GhiOX+Lj8V9RcLcdrzca2xukBwgzb1LzTg2xYzGs71o4Fx2MXxm4C4/gRqkdnFcdmIbwm2EM50FHW7m0tEwzNdW4IZsjXz7PgU/PsGNwkLzfz2hvL2M7ephtbgbTxDRNRvr6OHDyFP0nT9EwPsGHL77wmd8rkMuJDZKDIg/pNu4CN7p389GB49TPTHDivd8smtHuoRyfXeIrZ9/jzcdO8EbXXnKWh+NTtzdc3s87zvt8DHssXs1k+AWwFc8HLYbBQY+HA5aHx3N5Wpc0OH/T1Ih9FyYwwzVpKh6kr6OLhWKctwb/mrHUNWB92vaNggtkjj6FHa7C47XwZjN4shkWIiF8+Rye4qNBQLllNkjr4eNQmZHk54IKHw9dBIswHciRN7IaW36HUGnLUUm6wagyHcgyiAiFjo6VDKu+13yk+9Ms9C9Q1VeF50MP5kUTc4nHU8f7pIrI0antZbW8SnZdhJE4McuqTbnNRDvpovYaGxspRotMvzSNL++j71of7UdXHInliCuVOl/33krU8qrIJnlceTyjBIN5bg5Ulb1DxUckZ9SWo2i8Xi+4Ls1Xr9L77nt48nmGjx1j+MRxHK8X27YRI8ayLIhGudrRQel3b9Fy8SJBnw93SWahPteNQVV6l3J+khUNUi630g6iTXUmVLkMldlZ9XddRI78W9yryqgO6shMHV+KKv2APO/lsSvmhC7iVKV2F+p7FzjduoOBgydoGL5J+0//I+NLdRXvFeax1XVQzSnxri+cepNTR57lvfZdxPJFXpocwqC8r+U5o+KZ0kUVqdKh6DKi6ziRVO8V9+pMs6os8jq3AlWKHx3vmq4dVj8vy1jf0MC7fj/fHxvnq9XVnFK4JqjWgErriTxudNxuov1VKa92GAZ/EgrTbxg0LLVRGhgJhzkbCjEYDhE+eHA5rF+Y2OT5Nzm5Enk2Pj5Os28P1ZEurs9/yNXYe2RyC0q+IXlcqExs8r2qaGkZsjmtu7sb1zCZ+oM/Jta3mElAjj+/vPR/03GIFvN0ZpL0FjL05FLUFfMUFG4uUD42V8sNiy4RoI6IBJSR4PI8kL8z8vVtE9tDAMM2qDpfRXAoyNzjc5ReKGHsM/C+7cWcebgd7EqhEjPPz2CUDHae2YmnuDWGXFdXDMeB0dFaYP2q6YZbt+h/83e4hkExGATDIByLkWht5cbLL5GR8kYpYRikWpppO3+eYCpFRgqL/SxY3iAFbYhXuHkbZbANg6GmDi537GSqpoGWm1fof/c1YprDxt3CdF2ePf8hvmKBS737CPs8PDU6sCFlb2MRlyMRJv0+vp7Ncdrrxd0kNur14inT4n/2+SgAZ12XwYCfa6bFmGnQ2bVy4LpbFvAGXw85O82lubUJDjcLjmUx+OofEe/rZ9e5k/RcPoOvtm4psjOAt76BnNdHzutjoaaeG1V1nPcs+lxFSgU6FxJ0ZZL0LMSp0RAzbyVsia+VYRhafhjVqVKnRRE7Xd2pRz6FiZ2oynF79W9Rro7dV9Y2iOfknakqQZ/MDisj+kmU9GSa2QOzFP6LAuEbYbxnvJhF8w55ZYjdtszoKp9EVKcxuT3kXbXKAbaSk7b8vNCy2D6b+JfiGF6Dg5cOsq933x33qjQU8jvk+qqcx+XndMy3q9mIA4EMBw5OMzFeRSplKzV87e0rWq62tkVHcm86zWP/+EtK0SjZHT1YmSxWLsvIU08xd/QIHsMgrEn4KerpOA4LS6cl/1yMxKoEy6s5s1bXQa6HPMai0SiFgkkgYJedyFUnLvmairNKPllXcraV5VL1pY4lXuUQrHKgXi2vSkOrcsCUuVlkGWUn7OFMjps9uxnYd4JCMEwwGafnnddoOXeK1VZKMUbkxKk6jYyou8xbE4/H6Z15jfTTNqd79+K/foX+/Ip2QHZuVfGqyVDNNfm9Ksbs1b9Vml/5lC3u1a03KoZ8WS6d9qUSK7ou+EVAnh9iror+P+vx8JVLl3kxGORCVVUZ341YH3VaEllbIX7LY1AeTzrmdYHv+v38c9PiuuvyV22tJC2L1tZWqoC9lPe1/B0QfSGP0Vu3bi3/np6c4Qt727kVP6uUUeeULOTVOcaL75suOEOshbbXx+1v/xnxlk6eHjjPwfgktLWutKlbwJ9aafPIwhwukI7WMuSPcCsQ5lY4ypXo4pjtzKV5MjFNfzqGZ6k+Yq2V5ZYh96m8TsnjWNRHHs+yFkwut1IWiy2xQdrGCgwMqsaqCE2FmO6bZqFvgWxnlsgnEQJD959V2vW4uAdcnBYHckAWrKSFm3EhA2baXPGZktYzx+Mw+/wstt+m/0o/4exnC5XfKESj8xw99iHg8NHHbRXvX4brsus3r2GWSox977sUGhuXPyK6bOQ6ZJYW23ByYxPNOg5Y1iPov7bBKJkmb/Yd5mbDYvRNw8gtuq6eo378NqkN7hMZBtB/+m3iTW18fPxFdp19F39p65+iHxYMNDUxff0GX5yLcVGT5mUz4QP+p0iEV0yLdxyHv3AdWjUbsntBc7gXj+ljLHm18s0bjJI/yNVvfpd0UztHTr/Fwaya2Hk1DKC5mKe5mOd4eg7DNJm3vFwOVvNBuI6fNffym4ZODsUmORKbwHsX2vz7ge0N0haFVbKIfhIlOBgk/kSc5LNJcrty1J2pw5va/GStrs/FPeTiPO5AiEWzjRcIgteU/LOQtEFFF7Iw6UxSqlk82ey7to9oamPMSJ8Vzc3jHDr8Mfm8n3/8h53E4+vnJWo5c4baoSEmvvENCtKp/V5QDAYpeb0bukHyem0CAYdU8kEk8n24cKmlm4HGdvbeuEjfrSsUxkfv27s9pSJPnHyTd176Ju/sPsyXLn+0RRLXPPxwDYO36uv448kp9i0s8N59fHedYfB/VlXT7/XyA8fmJ3eRX3O9aK/eS9HOMZ0Z2vCy10IhFOHKH/4ZuZp6jn/4Bm1jQ7BEVXC3MIA6u8gz6TmOzY0zGKzidLSJkw0dfNjQQU98hscnb9OdnKtY1v3Altkgqej1V0Oc2GWVuypprKw2k1WJ8m+hQpTV5LbGPCLUzDqHLhXvksphFVZUgbKqV/4tqwKFKaX6vWqSO5LE9seY/PIk0YEo1TeryadW1N9CdlWyQFCbAJR8R36H0v4ShccK4AfrtoXvUx/W1KKMLi4lq4QbdCEAVpWFG3Dx1/hxfA52wMaqs0iRIpQOscPegfBUFjLIqngZKjW33Jc6ynqhopf7R1Y9T05OUlMzxeHHTzM7G+Z3b+5ldraAUHnJ1P6C06MuGqV+aIiGoSHqfvMbgrF55nt7iT1xDBFHL+qhM+mq+FBEX6ebm+kYHGTi6BGykvpe55Avm06FCl5Wxbd3LM6JuTmXQODO8ahLkaFyZJXnV6UUNTr+MjH2VGlPQM0dJZtadMk/VeYA+bcwGerMNuNzc3x07CUap8dp+d0vSaHmgoLytUH8lk1sDRp/M1WaFVkGz/AgOz95n4EnnuN08Drdt66VySubN0R95HaUTfoqbjad20Alp3J5/qkCXnQorXJkX12+LKNYp2Tzo9w2qvbXmX5U/GY329uZn5/nlXiCT+tql32RxDhWcWqtLlesOTqT7+p1qBeD/83rJQL835bJRO+OZd+i3bsXXbDlsSK3jby+CX4lmf9HTiVybMcubs1eZHxihS5CXkt1hJCqIBZVmhw5AEFw0mUj1Zz7+p9S9Af44sdvs9vOQUuLNkGtypldFdQDEPD72e8U2D8/Sjw5xelwHaeq6vj72ib2ZxI8G7pAdbGcR0oeK/JvFVed7nuh4wlTYctskLahh4FB9FaU8HiY2f5ZErsTJPoSBMeCRAYi+Kfv9C+6WzhBh/yBPPl9efCC55YH/6d+jJny862BgZFf/A/AG1sceNXRlY9JW1sbLu4iz1E9DxzBUJLHDrxHIhHgjdf3Uyx6AHUYquE47L1yhb6bgwQWFij6/aQ6O5g+eIjpw4cIbZDz5/UvvczhH/6IQ7/8FR//s+985vJqoosLeCLh4TNmLHikMbhjL/lAiP5Tv7u7B10IuDV4s3UYthfT8eDkq8E2wXLAssFjY3hsDMfADazNtdB9/jTxrl7OH3mG2tg0ao/EbdwtXMPg/dZWvj50m3+Vz/P7SISTYTVR4Ubgf7AsXjAtZoF/5bG4bRh0Vnzq7lEXaCfsj3Jz5twmlK6GYxhcePEPyPv8vHzqtzTE50Bz4PmsqLGLvJKc4oX4JL+vbuTNaDM39j/FU5ODHJsa2ZR3rgfbG6SHCJ68h6aPmyheLpLqTZHqSZHtzOJJegheCxK4GYC7c4fBCTnkDuUo7CmACd5BL74zPqz5xdOVc4+sIg+aBFLAsrIcPPgOrmvy5m/3LW2O9KhKJjlw/gLJpiauPf8ccz09hDZhUcjV1HD+1a9y5Oe/4NAvf8V4RzuGC4ZpLCWYdvFYHkS26YI/wGx9nba8ammDdI/a70ceRcPk6u6DNE2P0Tg3xUzlR5YRchvosp9dZrwHcM2ljZFtgiM0rIuWaLtuCphUFQUsmhqOnnqLt175Z7z98ndIDl/j0PANLHcrsvg8XDhXX0/BNDk4Nsa3Egm+lkjwgWXyW4+HjTLcHMTgvzRNdi4dmP4Xj0ViEyPn2iJ7cBybobmLm/aO1bh98EmSTa088+l7i5uj+wAPLi8kpzm0MM/PIk28297H5bpW9s4naZjVz6fNk2cLwDAMrdlFxdcgq85U2ah1vCeqe3WZ51W8TDrTn4qLSae+rfQu2cwnVNayilnIUjtUS/JykoWOhcXN0hMpUo+n8Nzw4L3kxZq1ylSfcrmO4+BUOZSOlCjsLoABwcEg4UthPCnPojpyyW1IZdJQRRzKf1dlsZefk1XxOhOaqq3l51S8PrJpQfCH9Pefwu9f4LXfPMbkZIlFJpLyPpHlXYhGKXi9JBsamNmxA9CrZFXZxlXRgjLkPin29XHza6+y89e/oWZy7cnvaWjgN0ceL6uv/K66OodSyaBYDJaNaVG3srQkknmjkrpZFxkjoJu3oq90am65HYSqXJVaAFDyVMl1LGvTpT6RTXQi8uVSz6L2aMfbvyKdTi/XV66DyqwG0Ojsws3a5Nuv43pKYJaI1q783TI9uCULiib2dA1MN9Patge3arFOcjsKeTK3b3Hgb/9fhp59hY/7+rlS30r/6bc5KMku5pUcRSWb2+S6i3Ehzx25HWWThDB7qKIJQc2NI88v+be4V5XuQSeDLsVTpWhZ1TW5n4SJPN7Wxl+HwzTlcjwxF+PJWIzn7QLX/H7+oVDgrWKx7DmVGVC1xuwC/tzj5aDrMgv8fTDIG8EAdQ0NiONLT0/P8nPCVCWPV3nOyW0jxv/Y2IoJTYyV5s6dDMeuEl+KElOltJIhjwvxblXEN6ykPpEjdyP7D3LryBfonRrlhJuHpcg7MYd1pkq5zVRpVuR2jkoUJ6I8MT7qXZs/Hr3K9cQ0r7fu5PcvfYu+sVu0p9KYS4cInWlPtU+QZdBxH6qwJTZI27g3mI5J1XAVVcNVxLwxcnty5HflKe0rYU6aBK4G8N7yYtgrGws7apM7mKPUVwIXfNd8BM4HCJU2Tw39oFBbO01r223One1gZqYKsTlaC65pMtPcTP3ICLgubDKfytz+/cT27CG1tDhmszmE8s1xXfz5PF/5yU+Zqlnb0b26ukQy6YEtornbaihaFhd37KN+fJi66fG7e9gFf66egj+GG1CraA0TDJ8NPhvfrjhO1oM70UnJl8f1q8kyAfwLKfa89jOKwwNceuJ5Tn/p28xNDvPUtTMEtiPcPjOmAwF+1d7Gv02neNZxeNG2+R+DIf5lwOVDu8QF2+GiY1ekDmsHvmeYPGOaJF2Xv7Ys3rBM/KHNS0AtEA02URdu5ZOhNzf9XQCOafLW/qP4iwWeuXEWgg/OZr87FaMnHedXkUYud+8m0NlL4/D94xDb3iA9IvDMeYh8EMHzvofiniLF/iKZFzIYJwx813x4xjwU9hYo7ihCCbwXvAQvBTEzSyeBR8xvxTBs9uz9lEwmzPnz7ZUfkDDd0kL76CjBRJJshY3JRsC1LBzBhutZOY25rkv9EoPsaP3azly1tQWS2xFsWow2tpPzBzh44aO7ftbv1GI6PvKBWdbTwoYJob0xkp/W4xnrodh9o+IzjeO3efaXf8PN/mMMHjjGTHUtXz77Pi0Vn9zGepAzDN6wLP52Ic0By+LrPh/HPV5e8SweKGK4XGaRCfoiIBLC1APftSxeNkzywA8dh9cDfrJCQ7rJcntMHy/v/ucU7BzXJu5+7N4Lbh46QSxSw5fPf0CgWHigGyQAn+twdOACl7v6SDU0fz43SDpvfFl1JlSEKpU6rJhrKhFNyvfo6PFlNZxQ1cn3yqYhWWUqVMA6MkthetCpB1XRLLI6Ws7oLKsohbo4nU7DNLjTLrnGHIneBAsHFsgfymMWTepv1lN9vRqrYOGp9ixHmOlMaEJdKatkVWYk+RlZ1a6KmJLbVq6bXIYYD7pIPHmMiPZfNB25NDSMcPjwx0QiWV77TR9DQ+N3PC9noJajggzDYLptKZJtdISxmqj2vUI9q8swLaNSniRVJF4ymWTPzZvkPB7OJJO4UhZxWCEJrK4u0tQ0ytkzvbS1tSnTPOhUzCpTh3xNJbcuGkYV9aNTZ6syqcumP924ENCZxcQ4ld87Pz/P0K5DeAp5ImNDFJfmrmgneR7JpqzldBszHZBzqG63cKRPoi61g6i725XBGOrBO9FDKDi2rNwT7SDPKVGfx66eYWcmwdtHn+MXx17k27cu0JGOl60xOtI7VTSgjhRP3CObreU+Ee+Tx5Lut6p/dKS7q2Vd/VuGkFceN6roOF1qFfk5YapyHIdx4C+B/2BZtLkuex2HfS7ss22ecV2wPCwYBiNeLzuX+vW9SITXq6tIWxa1Hg9ixRBrhzxuZPO9an7polNFxNrw8DCw6Mf5fO+fUh9u52cf/xsSmRU/IDHXZNOtvIarokfl+SnLK8gZOzs7ma6u5dbBJzkYm+AIRaivV85x2dQpjzdVmiJVChso7yvxnM7k31JbQ30uQ6mzm86Z4TvqJn8XxRjR7RNk2bdNbJ9TGBiEZkOEZkOUAiUKzQUi0xGskqX1pXq44dDYOER3z0XC4QTxeIA33+xlZKSGtZxlVUhXVZGNRKgfGWHsscc2R9z1wHXpmIsxVle3ZuqEvXsXF8mRkYczFirpq2cm2E008Q6WszHpPWS4wExLBw1TY5h3y0/jgrlQA5EFDMsBteuMGqEsbssk5kQbwVATWe905WeApvkZvvrBP/G7Yy/wk74jfPn2Ze5OB7qN9cA1DMYMgzHT5B2PB1yXBtel3zDoK5bYadt8FAzwq3CE1APQohzr+Bp9zUd449IPGJw5v6nvcoHJaD3v7D1CKJ/lpfGbm/q+e0FTNsntqtrKN24gtswGSZUcFiqnFpAhdqryqUjeVeuS9Qno0huIE5LOAVc+0akS6sonN1USVlnjItdNOPDJ79VpIoTsOv4Yj+OBhjvlEdBp3VTtr0pVoWsbuU3Fb13/yf2u4hhSOVICpNND7Nv/W0KhBMlEmJMfPsbp0w6uawCZZdlkTVGzFOolXxflxru7abxxA69laTlhRDvpTlMqTagst+q5Mt6aqSmqcjneb2khFostXxenHqFB2t8/STxejePUEwrpnWlVMqq0m5XmiS51hFyWGLuzs7PL12Qn7FQqhQskGg8y0/E8mBYLDRmaRt6+oyz5HeLELPPDqE7RcttOYZGNVNNx5sMy2QXvy86dO8E2MUe78QGe+gXM6jyhUJBi0kPipo/qzgLBpqayOsinXZWmIBAI4DYvYMcKNLn78eysxjBWtBm6OqTTaYx0mmff+DvOvPh1fr3jMQJTgzy+5KCr0z6r1h5dX6m0PirOOHley/NP5YyrO43LZai0/LoTvYqvTV5rVXVQOf/DiuO0rC2U6yu/YzISYRI4u6SFaQY6NPKq0l/JUKUEkSGPJ+GcPTMzw+GuF3ms5TlOD/4Tp2/+0x0yqr4j8m/VN1Re50S6k5LHQ+LAMS639zJfVYO/VORbg+ep8XmBO9PRLGtHFdrI1TIKLVallDyg5qmS+9q2bTqKOa7UtRJsbiVUKmjfK74vOi3m3SgItswGaRvbuFc0Nd8gGEzy4YcHGB1tBtfAddfviNt6+TK9pz9i+PBhbu/fh2tZzHd10XrpEtGJCWxFpun7gScnJikZBgO1NTChdg6uqirQ2prl8qWu+yzdZ4NjWEx3v0Sqfj+B2ABWIU2i5TCR+QFC6Y1ltp7v6AGgdnRIe4+RrsbMRChlHUrTEfDaOI0FnJIBhou/8d60roYBZnMMZ7gFNxHCqFmbH0mGr1jg6xc+5G+feJnroZrlDdI2Hm30NDzGy/u+x83ps/z24n/alHeULA9XDp1gpHcvJa+P+tQ8X759hb3zk/gcBx5AqpZKaMktHrqmQ1X03Cem7e0N0jYeelRXT5FO1zM6cvcurcFMht2/fx/XMNj9+9/Tee4cA08+QWz3bmyvl+bLVxjfs2cTpF4b1ek0B2dm+KSlmbQmlB5g165FjeH4eKv2nq2GvCfC6N4/IB9qom78Q0K33sE1vRRqupnq+RLdlzf2ozDf0YM/lSCYnAcN27CRqsK1ioSPTGLHA5TmQuQmQ+AYeGsLmN57Tx1h1KVgsh57og4juv4NEoDlulTnFkj6H7Eoim0oUeVr5NnHv89Meox/PPvvcNmc3IrDO/dza89B2oeuc2RmlKZkjLra+2u+ulu0ig1SuPrzt0GSzTayulJHny6gcsKWn1HxhMjQZZNXpU1Yj2OhUHOqzAIyVGpnUKc4UXE8rJZBlW1cVlfLMggZdaYhlbxyfeS2EepTVVqN1e8Q9dRx58h9JcpTOfIByyYnw7DZ1TfDrcHuMjOULE9HRwcAXV1dROIJmsbHaDx7lqqpaULz87imyUd/9n2CiQQ73v+AA2/+juzFSxRqami6cYO0z4erUKELVa6Orl5lqtJlpl9tOn38ylWKpslbdXVks1nleAwEAuzek2Z2NkipVIcQUcUzpTIZ637r0uSIsnTmArnfhWnt9u3by9cmJiawG3dTOPZ1wMR6/y9JTV7GjEaBLF0T73Kz5xvEu5+nu3Rt+TnZJCucMXWpiYRZRb6WaGqnZniAYqGATzJnC2fammgt6WvVeBszNDTVIWitTQpkp018UXc5ylAej/I8UZkGZGfd0s48ySsRgrlmOjruNNnK5jbZNJ7L5QhkFpgLVS1fl83oqvWvUioZWUbZlKlKP6FyH1hdlorvRpeyReVIrkuBItZCub7ye0W5um+EfF2kE5LdGVSuArBSd90ar3IbkNcbVaoeuQ5yO8n9nkgkOND9CrguP/vk31Cwc9q6iXZSmcjl98KKaVTuh9m2TkK5DK9cP7PYNjU1ZWXpvk+qNU8e5/JvVfvpAjVUz692RwgBdcU88ZoG6gvJsnGTkgJYBAeebGKVTZm6dFwqbJkN0ja2cS+IVM1gWQ5zc3qW6WW4Ls+89hr+XI58OEy6qZGZvl3M9faSq6khV1Oz6Ht0/Tq9H57EvxRVVXX+Asknjm1yTVZQF4+zY3ycd5oaWVhjAre2pmhpWeDkh1vfhdcFin1fpLTvKxipKawP/j3GwmzZPeHsJA2xC8zWH2R+PkZt8W64rvUoBYL4FvQcWHYiAI6Jpy4HrHwkTA+E2xY/BBWCXSoi0FogM1oieTmCt8EisGN92dABQvkstz0+XLZZrh51OK5D0S6Qzs1XvvkzYKa6joZErPKNWwxt+QwjgTCl+zQTtjdI23hI4dDcco3OzjOUStbSBmntCV8Vj+PP5Tj71FMkjj+pvskwmNmzh8KRI9R/8gnN77yLd35zF6uy17suxy5dJuf18v6SE7ZaTJenvzBCKuXj0qUm2rfwHskxfUz3foVSXR/W6Bm8Z3+CnVebmlqmPyIZ6eJK9VGejL2Bx72bsDHVuy1cy8IqqgMDAEqxAJgOVrR8g7SRMEyoeyLJwlCAhaEgxXk/3miOYtV0xV1POJ/FNk0ylpew/ShGoG5DIG9n8Hs3l7S36AuQClexe/zWpr5nM3AwHeNipJZ/aOjixfj8pm+TtsQGyTAMbVoMGULtJ6tJZTWbKpu1rApURRroIi9ktaLK9KDjaqoUHadSK8pqbLluKt4gXQoTlTpTbkdZfSrqrOOoUUW56aJHRGSEjkpfVnOqKPx1EQVCnvHxFWdroaZuaprjwMHL1NZmmRiv5p13upmbKw+hFlEasBjB4svm6L96ZfHCoYNl6mi5ncQYCUQiLDz/PIPPPUdtTQ01Cv4PlSlSLldW+4p66saCuH7s/AXaZmf5/YEDzKZXnpdNSjU1NRw6lKShIcu77+7D79fnihP9VinTtyyDHK0kQ9RXrrfMPzIxMbH8W5gO5jyN5Pu/jRuswTz39xgD72BTPnYFJ4sYS/tTn3C2/ouM1B7lUOmqkh9JHrsy54sw3y6bkZf60+86BAIBpRmhlPBiRnKU7KLSlAkrY14XFSv3q5iL8t9F+we7Fwi1lUheCcJcDyGzFqtrtszUIo8b13Vxw4uatpgLnnxea6IW806ec7oo0PWakXTRSrroKVlu1XOizWVzjzy25bqreO/kdhZjT2f6k9d7UV85ik0eNyoTmSxXpchenUuFkFeWSy5X7qtSqUSuuIDX8hEJV2E7Je23UMUTpzP1i7YWbTDdvOhy0J5bIBQKLa8R1ZpgFNU3Uv4eyG2qisiW52olDjXd91r01dPFIrFMjNeqG6jt7OPZ+Yk7ZBDfDHlt0s1r3fhfvnfNv25jG1sI4XCGg4eu094+TSrl53dv7ub27ToyGXWEl2Xb9M7OcvjGAE2jo5iuy/zOneSjUdBQDdwBw9A69m40ei5eZP/QEBd37OBadxdcuqS8z+9JWwZwAAAgAElEQVR3eO75GFNT1QzfblDe86Bhe8Mkel8m19SPkZ4h8OG/w568vq5no8U5dtrD3PR00+ZM4eHeNXgl79KHZK3+tk0I3j/NjCfkUHtkgekLLs5kLW7Bi+newDHUvl3eJe1XztpmSn/UUSgtrmV+T4hMIVnh7nvDfP2ik11TulKCla2Jr2VjzFheftvYRV0xT39680yF2xukbWx5WFaRHb1X6e6+juuaXLywi08/rce2FRxNrsuOTIanLl9h18wMPtsmGwox+Fg/mSeeJNukN1s9SDTfGmLfhycZamnm9P59a9779BfmCYUc3nl7J1vNK8UF5qJ7meo9imt58V57He/A2xhO6a44FveVBpg0Gzjj6eewMYLXvbcNjL20QbJK+g2SWzIxrc9myrtbGAZ42mPY/iL27UYarYNM+T9V3psPLGpSwsXP6Ai1jS2P/P3YINU1UpNJ47c3npT1fsAAvp+eZtqBv2vZSXR08+bFltggGatYgmU1qqy6FCo3WT2/+lkoVwnK0QOyek+ob1XpEUBtdpGhU68L1bJKvS5Dlw1ZRREvq2F1JICiPLksWX0oq0RVz6ui3GBFTSrLK6vqhUp1PVmlxftkE5zOzCf6rVgc4quvXiccLnLxYhXvvlNPOg2WtXL6ESaaQ4bJC5cuUZ3LUfR6mejtZXTXTti/H0yTUCi0nChCF6mlyoiuI1YUfa0zsapIIeX6imuBdJpDb73FfEMDv9mzh5LCVCJ+R6Mux44VOXc2QibTiKJblaZVHcmmSn0u96VKxS9HWsom0MG5HAv7v4ld24U5M4Dv/M/wCWdT01wmZgTKfjc1LZ5oGyWfK8MwOO5e4y3zMJeiJ9g38xYm7nK/6CLxxPwRbbvQuEh/YC6kKZVKd5o4XQNsixJ5StmsNoJWvEMVaQn6lCuqa2VRX9EYhCKQ8SyPDbnfARJLmiMjHiNtl7TZ04XZRUW4ulpelZlOFdErm4N0ZIhijKjW4tUyqsgs5Xeo2lGec/J6LtpJ7lOVWU0uV74mm5TkNhX9oItwlueSkFGeE/K9lSKGV5vF8vbi3I+Ga8m5iYpRVrKMuvQ8ou5C7mRdE93Z5PK/RZvo1nBVGiqdiVVe21e/fzVUa4+KDBPUY/u/WZjhX/sC/KhjL9+ZGL/jAKH7Fq7HLLl875p/3cY2HiCqq5M89fQ1bNvgFz/fx7Vrai2C6bq8MD7B01NTxMNhXj94gOLhw8uh2fX3yUR2r4jEYnhsm4tPHKNUIVyqpcXFsuDixYhyc/Qg4AIzdQdJ7j6GUcoRuvBTnMGTi7qtCgv8WqgnyVH3Oh8H93Kr9hi983eXrLPo9XH18aeITI8TnRhR3mO4S/JZay+Um4qSB5uc9s+5UARfqYjvIT3xb2P9ECY2n2dzggUAHMPEaz/A8b5BqHJt/uvkOP9XTSfv79jPK9fPbPg7tsQGyTRNLf+BvIsUOz/VNVjZJcq7UNnpT8WhodKsrJZB7P7lE4eOw0aVfkKGajct74plJzfVaUukKVgto3ivbreuS54roOOVEb91nC9rybL6veK51QlZBeS6WZ5xXvnybQoFgx/9sJV4vFhWlnDCjmazfGvwFnVzc0wePMjQiy8Q8fnKTj2qcVPJ4V7uP/l0qBpv8qmpLFWIgt9FvibkCRYX35UyTW2qGCFjVZXQUAaoqlrp60qJRHUcJ7Ls4rfc17I8wlla8IwATE5Nker9IgtNxzFGz2Kd+THFwsrz8rwWSTGhPO2B0CYJrhpYaf9DZBgbv8hE9DEChQSl7CKvkk4DIdo/nU5z4+mXyQdC9PzkP5Beqsfq/jPsJe2MYWCYppKHDFbaTJcQVJZBdTKWr4k+WdaGlSzyTpbCkhlQvte2bdI+P4HswrLTqbxmqRzJ5b6uxG+mW/9EWas5mQTkcS7qruNKU2kCdCd3Fc+UzkFalURchipJqnyvzmFYlchct/6pnLBVXD86bZRcruM45IpL6aWsOx3UVRo8ef7qkvqKuSbmmQ8H/P7luaniVNIFTam+B/JaKWuGxdjSaZhU80v3XvGO1fO3C5cv55P8qqmDo+k5dqTjy1yAulRAOqd+Fbb20Xobn0vU1aX5znduUyqa/OiH7cTj6qidfVNTfP/TM0RSKU4++yyDX34FZw3W6a0K79JEzmtMGDLCkcWFNptVfxTuJ1wMEru/xkLn04TGPsY69VcYhbtjil4PuubPUJsZ4XbdUXK1vet6JtXQzFj/EdoufUpockx7n2sWwbQh94DGjWNgOBYlVx1oAFCIRAlmN75dt7H1kF/WIG1eqL/Htikaj86n/yv5BDX5LK+391FaI6n3veDRaaVtPBKoq0vzpVcuUCiY/PSnPcTjd2rE/LbNV65e5SvXrjMdDvPbr73KWPfDlYtMRjg+T8HrpVgh5BQgEnZxXcjlHuwGycHkZtNzZFsfJ3L7PaoHXsO4y7QIhutiupVV/Qawa+b3hApxYnv/kGKosqN9rGMHmCad509XLjyQh1zlzemmoLR4Ii6hPsk6lodsXQNVC5vjsLuNrYXmqh4A0vnN417zOjaFLe52cDfw4vLlsRvE/CFONnZuaNlbwsRmGEaZ+lBW2amy9Mq04SoeJNksoOOdkVXplSDKkE1DOop3cb2So2slfib5vZWyaENlynSVClnnVClDpfrUpRIR0HHuiOfkdpS5KsLhGb70ygD5vMVPftxJMukhHF452Xd0dBDMF/jWRx8RzWa5+eQTDB09SvOSaUY2ecjtL9TbOpp7lcOvygwJ5WpbUU9Z3axzzlep7YU8tROTTNfVUSgWy9KlyGYbMQZqahfI5w3q6hq0fGCyyVb0my4NRESRlFKeXyJlCMDNmzcBGJ+eJX34u5QiPfgv/xLj1u9ZoJyLRDjOCwdsWDGLGo5DbSmLPzaJa3kxm/vBMMrMPbK5VbRv1+1fc7XrG8zs/Q5VH/wFRmmx/WTnbtFmNSODcPwF5ls7CY8OL/9dFRRgBAu481UYhllmClEFi8h9rWo7+V5dIICQIR6PE1hoJQJMp2+zYCfveM49cATHH6AvOavkqVEFlujMx6q1UOcUK2SU10lVwIx8XS5fx0ck7i1oaBdU5n1ZLnktFONFXu91phQVN5UuDYu4V5XKCcrXLOHCoePeE/LKZcluH6tdQPY2PUU6H2ckfuWOslQmJ7nuMuQ5IeagWNP8uNge38q/l+qm+x6onM7lsSCvQ3I9VSlo5HaU+1KMN3kMyd8cFSegLO/+Upb+1BwfNnXzfE0d4XSyTBYVt9/qeqjw6Gwjt/FQo74+ydf/4Ab5vMU//KKPZPJOk4fpOLxy7hzhXI5PvvkNbj3xBO5DfhLyZjKEYjGmG9bHZ9TWViKR2DwHzkpwDIvU0T+nVL+T0MW/w3fr9+t/2HUIp+dpnrpFcGYM1+PDKuQgPlv5WcBXWsD36Y9ww3WU6tY2tUVmJgkk5pnZub9ywYECOBYU7/950Z9rpORZYMFWc7mM9/ThzWVpn9+YtCvb2LqIBhvprtvP1ekPcdk8J2qvY1N4hExsAl+aGaZkmgzv2LthZT56rbSNhw5+f4EXv3iBXM7DL36+m3RarVF75uo12uJx3u7fT3wr59a4C9QtaWWmGitvkLxel44Om6lJNePt/cB0ywns2m7C53+Mf0zN23MHXJd6p0Dz1BA1iRlKHh/pzt2ku/fieHwwNbru95vzi9ogJ7K2mc0AGm9eZr6jh2IwrL/RBTcRAcu+75Fspu3DW4iSD6g3P7bHy3THDlqGBzA1J+BtPDo40PYstmNzbebUpr3DZZFwdKN9dbYCpv2LGqnauakNK3NLmNhWQzZvyGpSYd5Q8f/AirpRVt/Kanv5t47CXfV3lXpdpZKV5ZHlUql9dareSmYvXbSSeE7HK6Ty1tdR+KvMMTreGaEC1kUMyL9nZhY/BHKG97m5OV758jgeT4lf/HwX8/MukF9WEQuzTN+tW/SPjjJ05Ajm00/R0dFxRz1UEWKwol7VcVvJ/SeeU5nooNw8KEdMCcjPyf0j1MlyP6RTKVrOnCVdV8ctjwdSqTKVuzyGotEo3d1ZLAsSiSbC4bDWBCDLK0wkcv/I80MVmSn/fWxsxcH5ZjZAvvEw5sA7FAZOUqDchNbZuWL/F/1X7fdSPTWMp5DD9oXJNvZih6upWYqscQo9OEPXCbp2GWO5bOaTU41kkzHIJiiFGvAujT1VGhzXdWm4cZmRI18g3ref+rOLHx15nBcKBSLFNsiHMDunMD0uHo/aD0z0tY5rRhXFKfeJPKfEeLFSi22QssbK5qLok+kdu7G9PvbEJsv6ScejI8auPC5k84cMlduADFVEsFwHVSoRnQlO5RagMx3J14UMuqg9UZZsUtalB1FFzamis2ClbXR1kL8DYr7q1hbR/vK8ls1iwlznMb3sPXCCaxMfMTW3MudkM65qbZffK8zaUG5iEzJ4PB7ea+pmLFLD11PTd0Q8y22n4wQUfdEgabzltVbFCShDbkd5vIj1UWVGBHUEptzOhUKBs011BEtFakcGKTpOWVnyGKnEAydjW4O0jQeK9vYM/f0JPvm4nvl5teaoaXaO4+fOM9vdxc0Tx++zhJsA18WzsEDTjRtUzcwwdvDAIrVyBXR25XAcmJ2LVrx3o1G0AuQP/xFGcgLzwj+u65lAPkPN2ABmqUiyuYtszz7sSLSsrkZTO1geiiOD6xcmNY0TrqxxC89N40snSfX0ae8J2o2Ai1G9fp/EDYFtEsl1UbAS2JY6gi3W3oOnVKRpVZ7BbTx62N38BEFfhE9vv7lp77hY08TvW3o4EJvkiwtzlR94iJA3La5X17E/MYNZgfzxbrAlNUjb+HzAMBy++NIkiYSXU6fUH7xQJsPzp0+TDoW49Mor9y0v2kbDSqVpeu01fBMT+GMxrKXTWiEYZGrPXhi8WbGM7u4s09M+SsX7m5PLBW63PAeeAIEP/pKSU4Gw0HWpziSoTcewfQGSzd04Xh8BxSbQ8HjwtnVRHL2F1bMbM7AO/6rkFG7X4xVvczweisEwNfN6H6d53wARuxVnpAmzd0J730bDmGzBcH3Mhc9p7wkl5il5vOuif9jGw40D7c8ykxplJHZNG7TzWTAXrubXHXvoSsf56th1jMatmXLpXnG1up6SafFYfJqNPE5siQ3SavWnboCosizLpgNh0tBlu9ZlcFdBpWJUqflWyyvUlro6qFKC6ExdqlQWlSJJ5Guy+lyur6iHLt2JrBoVal2dql20v44oT5ZBEAwKU9uxJ2I0NOT56U+aWVgoUlOzYg5oaWnBsm1e+fAkXsfhzDf+gKhENChDlXm8UpZmnSlTtINOba9qR13kmvhtFAp0/uAH+CcniXd2EO/fT7amhsFsltmaGvKTE4yOjpbVBcqjPNraLbq68nzwfpNSdt0YUqmQ5Tqo1OCryQHn6g+SDHfiPfd3kJwok0tW5be1tYHrUDs/RSgdoxCJUursI7DUpvJzZebBnXuIjwziTAzj3bXoVK2K+lqWNzmJ6wuDP4JZLJ+TckqJueYOXMuiZnJUSSqYz+fJk6dQP45vtoPsuBer8840LTJkucpMf4p1aLWJVMCeD5KP15Lw3yRnxMFW1BEI3L4JJ15kvKqObmlTKredLI+Abr24G9OCKFeVZmL1O8RvXWSuPDZF3eQxrCOCFPLqxquQUZVuZfV10b7ytdXmVgERDatrL5U5TefaoDJbryZnDXhDtFT38Naln5DNZit+m2Cl7qqM91BuOg9HIvzDniP4XZvvTt8iHAwqXTxUpjQoN6cJk5/O7UAXZab6u1yG6Lf1RFYLyO14rqqNaC5DdGaCG0vmeTnaUG4bHcmsCltig7SNzx+qqoo8/fQsN66HGBhQ+0k8ee48VTMznHv1VTJ1dWweddomwrbp+NnfERgbY/R73+V2c/Pyn8YGBtZdzMEDMWzb4NKlWiQS6k1H0RthuvVpIslblIY+WPtm16FhdhRfIUe2voVcbTP+CmG0AFYwjK+lg8L4bXw9uzEqpSdJLjphOuEGzPiw9rZYczu4LpFx/T0AdnQaO12Dd7YDt20EYxOdtV0HCrfqMIIFEt61tYbhmQmsUpGZhmaI6ckut/Fwo6N2N4ZhMjR7eVPKv1jfxnikhj+cGiRcSfv7ECJhehiJ1vPk2MCGp+6uuEEyDOP/A74OTLuu+9jStf8M7Fm6pQaIu6572DCMHuAKcG3pbydd1/2X6xFEl5pDeSLXpIwQu2n5lKDjB1Kl5tCdAlScSXK5Ks2U7hSgqqdu1yx21TquBlUCPtVpDdQ8HTptlPycKlmtXAfhTKvrP7ntxIk7l8vxta8tapHeeKNu+X2yDIZh0DU+ztS+fSR297FaH6RK4CufdlXJWXWpBeT6qjQqlZxE5VOI/Ds5Ps6+X/6K6MgIl04cZygQYPjCheW/j4ys5AcTbSNrLYTTpcdj099/hdtD9Xi99cvtpEuHotIayPWV/y6XIca/rCmdrXsM1zBoGn6b1NLpUT6lL7eN61Ibn8ZfyDFf34a3uR3vqvroNLv5fB6rvQcmR0kOXsNpbCvTzqzWqjnFBAXA19BFxIkrNaFer5d0QxNVyXnILFBSlLWcSNQuYQRjBHJd5DMF8JbK/i5DXltUiTlBnVRbyOWUwC1aGHVJMrGVPtP1X+38DPPR+rINUqUkuapk06B2FNc51Yp3qPjToHytVHHjyGua7Cgu2k/l5A3qNtXxHKnWxUpjW5eEWqVZUvFOgVo7rXP4FmuEPKfktnMch/baPmynxO2Za9i2rXU0V41zub6ylrJ56SCW83j5ZWcf3ZkkB+PTCClVgSWyk7dcljyOxfont63OoVvIrgtIkqFLebNaRlUA0JlwPRgGfZMjZQmpZU45uf3lfq2krVuPBuk/Av8P8Nfiguu6fyx+G4bxr4GEdP9N13UPr6PcbXxOsXNnlr37MvzudzUkEmpTmLdYxF8skqmvU/59q6N6bJzdb7xBIJHg6pdfYUiK8Lpb7N03j89vc/VqywZKWBlFLBL1j1EVH8BbTK15bxNFQpkFUtUN5ELVd2xoK8GK1uL6AhjpBDSqTakCRmYeHJtScO2xkfeH8GfX53xt5SM4ntzy5mizYHqAUB53YX2ZhgPZLPHa+so3buOhRVf9Xsbjg5Tstc0994JLzV1kLS+vTl/dcO3KVsGkL0CgWCCa2/hAi4obJNd1313SDN0BY/GY8EfAFzdWrG08qrAshy9/JcbsrIdTJ/V8PuGlHX+u6sFx/twLfKkU3SdP0nrxErmqKi5859skOjogtfYGYzX8fof+/jn27YvR3JJhdjbM9HRV5Qc3ELfNVhyPn9rptbNkV7kluiiQC0ZIV9/7x9wNBDFy+pxkAobr4MknKAVq1ryv4A9QM7++djeLAWxfhvuRwMUI5nETYdbzxfIVchR869tMbePhg8fy0Vqzg5M3f73hZTvAxZZuejJJWgqZu0wE9PCgI5/h00g9KX+Q6nzl9eNu8Fl9kJ4FplzXvSFd22EYxhkgCfyvruu+V6mQ1SYm2Rwkm0pUUJkOZPWtig9Hhqz2V/HhyL/lv8uqOdmMoOINkt8r1KQ605+szhRlrYd7RagVZRnltpPrKeSVZdCpuVVpE2T1rHhOLkuXaqRUKtHdnaC2tsR/+kEd+XyJQGDlObnuNUuq2Hy0Wtn+Khp6nTOnyjFe58gqruuc9+R7hVo4n88TGR+n/fRH1C75Fd08cID3O9op5XIwMLDsoC7+L8u9Uh+XQ4cC7N4zQ09PDI/HJZGo4sL5fUxM9NDYWG5yldXGqrQkUO60vPqakF1ApPcYGhrCxeBqzxP4EiPY0zdJS/WtlZygWutqaI2NUzS95Dt2EjLLgwXk9tI5u4vfeQciuSzTU1NlJidZdlG3SU8Av2FTVVWlTN+SzWbJ+/2YC2llqgRYmTOlUgnD9uD4ChQ0fFFizuhMlarxpuIGc13I5z14S9XMJVdCrXXpGMKOTcHnx8HAXPrEVUrdoErhAOXzVhVwoqqbbs6pzPPymimbTGQTm7hHHndy26mCIHSmMJWJTed8LvpEHle6VE2q9DwqfiZYGUO678iyGVfjEN5Z14dlehibv37HM1Def3J9hTlMNoXV168cToLBIDer60kFQnx1/MYdMqi4suR5rXO5EGNa1zYyKpmvVIFK8jOqsSePYdGOHal5qO9kKFDFrvm5ZZOsnK5ILms9LjjLf1/zr5Xxp8APpX9PAF2u684ZhnEU+LlhGP2u696RMMYwjH8B/AtYIQPcxqMPn29xAszMrD30wgtLGiSNH8BWgi+V4rEf/Wdsn4/BAwcY3reXbFUVpam7Y3R95pk4zz4XJ5+3uH69kempXcTjUcCoGJW30YhHuij4qqkbeGPN+6ILcQxcpqPNVJmfTf9S8vgwcLFstZ+CgGuY2J4gntLaKnXH8mCuIyIIwHBNXGMTnbNLBoWZIIWJML6MF8fKs6hC0p/rk+09DPbsIZRTR89u4+FHT0M/ruswGrtR+eZ1wrYszjS0c6qlh3Ahz9705iW+3QpoLGTxFfNM1jaya2JoQ8u+5w2SYRge4NvAUXHNdd08LKaldl33E8MwbgK7gY9XP++67l8Cfwmwf//+R1X7t41VMC3Bar22fSG0sIBtmhQraBC3Ato++gjDcTj//e8xeY8pIfr70zz7XJwb1xt4//0d2LZJff3aJqTNxFx0D75iisDc9TXv89glCpaPkoaB+m5Q8iyewj2ltX0xbF8EDANvce0NkjeXo+hfn3nKMUsYzuYE9dpZi+QnjWCbWJEC2fpBSuEYzOvHykz/4wy99AdUZRd48aO3MCNbfx5s4+7QFO7m+M5XGZg6S7702U1DBX+Aob4DDO05SCEQpHUhwQujN7CMR/vzagLN87NM1a4vn+Xd4LOsCC8DV13XXU6kZBhGIxBzXdc2DKMX6APWRZErq9ZU6RxAbbrRefmrnldFLsnv0mX8FepTlVkHytWRqntVcsnqaJ2qV3VNR3mvip6T61vJDCjXRxW1pzNTqMqSIZtHqqurCYcXfUJC4SiWZZVFFMgq3pqREXJVVfglVf2dJim9DKpxoYs0kSH6T2emlfsql8vhSadpPnuO0Z07Gbdtbt26tfx3OaWKiMqS1dyCX6S9PcvXvj7L1FSUwcFnaGlZlFfHpSX6XY7u0Zk1halDLkunwhe8IfPxOOneRsKxaxTyK38XfSWr8n2lFI4/SG1tbVn7Cxl12blVEZbzuTyNgJ1OlY3t1eac7BKLdm3AoK6ursy8IeZzKpXCyqTJerxldVRxRAWDQQxvCa8TokGjzVZF5OjWC9nMB+DO1IJtkm+/gRtKMzoyAgvlfbbML2MYTLz4KiOHjlM7MshLF0/hKxVxQivzQDahyfNa9LUsoy7bu5gzOtORkE1n4pEh+lWWRTd2hWy6tE1yihnRfrqxLaBLVaJ6Tq6DPG5Ua4cupZXKRKNzvxB1WG0Oj/hqeX7H90lm53j9yl/h9/uVEW+yDHL7CrNYfX09+Wgt08ee4c2DT2B7PLRODPPU7CityRgGkFGY0GRuI1F3+V26dF3i26BzMZHbVNRd1ycqU6W81srlqvpEltE3P0eyqZ2ZhczyGNK9V2fqV2E9Yf4/BF4AGgzDGAX+d9d1/z3wJ5Sb1wCeA/4PwzBKgA38S9d11Wmqt/G5hGUuaZBKa2uQrFKJYDJJ9+tvMPbMFyhtUU1S86lTmI7DjUMH7+n5xqYc3/zWGAsLAd59p5+qqgfPFF4M1OJ4AvjTkxXvNUpFnFCk4n3rgW2YlAwDXwWuFtu7uOD77LVP3d5chmJwfePGCWSwEg24TpwNT3SerMLx5nBD6rxnMub2HGDk0HHaLn3Crvd/i6+1dYOF2caDhtf088qe/wrTMPn52b8gX7p3E6rj8XLlz/97HJ+fntvX2XPjItFUvCxH4qOOgUgtg137aZwcxVPc2EjA9USx/anm+p8rrv0M+Nm9CKI7naj4e2SoWE11nDwqxzLdCUnlsC2fiuRdtYpHR3dyVjk06k4nKiZfuVxVYlT573K5KuZanQZJ5Vyq00yJU4nuFCdrkGprawlHFvmPamoacF1D6/z9wZEj7Pf52XnmDPUXLnDjwAFGHz+Ms87TaqWTgY5VXfWcTsbExYsc+uhjrtTX8cnEBExMlHEbzc7emeJCXriePB7kqaduUix6OXfueaLRSFnbyafpSklyS6UiftMh71hlY1q0v44lV8ayo2R1++Kz+VkSCq2bkNFwXUzHxrE8OI6jHK+6RJbyKU7UI5FIkDEMrEJey1ofDAZxg4uOqX77zuTVoqxkMokxO0Nm30HyxSLG0rxUBSuEw2HcUhEnbuKkgnhr73T0VQUj6LQGQp50Oo2ZDxFcCDFrXWR+SaMoczwJCK3QQu8efLksj5/9ECMcXtbaqdpWlgtW+keWUXUKhxUthS4ARKVh0vEcye24WhYoT9Qq1hads7Tc76p1SoZ4TmdlkMe56He5PVTvkq+r2NFXv0P1TZLHtpjDssPwMz1/RE2gmZ+f+wvGZlc0zqI+cn1lba3q+xMwDZoun2Xy8HFwIZKK47quMsCgEru5jNVs+quhc26W21yVVUJeA+T1S+WkLUOVBD6bzTIejvKzzn2E56bZ8+sfEy8WlsuV+0zHj1WJf2mbSXsb9xWm6eA44Lpra5DygQBnjh1luL+f/Z98wv5PP2XH9Wtcf+JJJvp23Sdp9bAyGY7/9k1KHg/vdnff5dMuR48meOaZAeLxKt579xDB4N1rYUJmiUNVMY5UxzhSNUeNt8CpeD3vZPq4nG3AvUfmk2yoGcMu4Mutrfz1sJRiwto4B/ICBlWs7Sxd8oYxXBuPs3a6jNDIIPEjJyg2teKbGl/7xVUZ8JQoTISUG6R7ggu+2S5cs0jCvF35fiDR2knd9Pgjy1nzecfemufYGT3MW9d+yHDsyoaU2f3Ob7ByWcSKhyoAACAASURBVIZOvEDB5+fE6bc2pNytjrlAmJ/vfpxwMU//b358T9qjgEedxUFge4O0jfuKxQ3S+m0Y6Zoop1/6IvUTkxz45BMOvfUWPRfOM33gALM7d1KIVN5YmJkM4ZuDhG8OEBwZJb17N9PPP4erYXauBKNUYudPfkogk+H9r36FlEIjoEMoVOLFF+fofyzF6EgjJ0/2Y9sWGgXBKrh0eJP0h8c5FJ6mLxDDY7gs2B7OJGqYLfp4sW6ap2tPMlEI89tED2ecvWTcu6tnLtxMIDODUYE5xeMusSJbG7eMeHGptMwVvRF8drbiJiI0vOj+mN/RV3GDZJguRlWGUnxjzIWuC765Lqx8hFzTIE587cg8gGwkSq66hrobFyreu42HD+3hfnZFj3N+9B3Ojb69YeX+/+y9d3BkR37n+XmmfBWqCih4NID23exmG7JphyMOORxyOJyRNBojO7u6055Ou3FGG3EbiriNjY27C8VtxMWe2b0NhVYh7cmsNNqRRuM4njMkh57dZHtv0PAooLyveub+KDwgC8iHQnej2SAH34iORlRl5cv8pXmZP/P9KcC2t1+m2+/j5JHH+NnHnuOFC+/iNT96aUUcZFSdr+95ANW2+cLlE1yv3LqZMhro5pcP/T7HT0qNZMAmOiC5qXpF9ZyjShVVnzJnW1kSV8DVWbMdnPrcKP5l5ql2ZhsZfwm0qi5lHBpuSROdfro5FIt1OKpH8XvRmVOWULAluajQdkfF7JbYcSXHiaIYmKayVF58rqhydf52nnsduPTIw+ycmubw1avs/unL7P7py6QTCVK7d5PcsR1rMZmtYhhEbowRuXGDjhs3CM7MoACG10s5kSDxyitETp5k4rlnye3Zs6ZDt1qtEjx1ClvTMIJBqpUK+95+h8jMDN/bv5/LpRJTU8tpIETZiePa0RHh0OEcn3hyEl03OXduB+nU4/T2NsfLmTeiiW6ZM8nmUHCe39uzwH2xpmwv5318dS7Bm6kOzuWC6Itkgn+s9POpoTLPd03xle5zfNm6wGu5fr6bf5yKvXbqmqXUKdFOIqkLWJbVYpJyOFccM6GvXICFPJGuBEq4Q5rQeGViTgcyE1upVMITUiiYcrU+NBNv1vwJ/GZJmqJHTPNhG3U8hRz1Xfvxvvcm4K5Stw0VOxfG0yV/rsyk4LYH1OsNmOjFk49S8I2Ra1xjZmZmVVmxLd3d3Zy970GwbY40KnQMDQGtSTYdiKZX0YTtjIsb/5lo2pPtm7K0TuJnbmZtZ/2IZjM3B3bnczeTvvi5s2e58ezIuMrcxlfmsO2WkkW2X7slYXXmhZsjuSNzq+jj0LZnmcpd4etv/RGW3XyGzDwomtVEx2rZfi/utQenrhGyTd44/Djfe/ATfOHq+wSNxpLpU8YxBfIUQG5BKo58ZemoxO9heW66palql3Rbtp/UajXKisp/6N5GVdF4/t2fYBeyJJNJ6TMcrDxT9ERG+Nz9/wy1jcPhpjkgbeHnA426B5/P5KGHx3jvxC2m31AUrg0Ncm1okFFdp398nP6b4+x+8012v/kmpUSCRihEZGoKzTCwVZXi4CATjz9ObnSEYl8ftqYRmZxk149fYtd/+RrZPbuZ+tjHKK9whlUaDbrefpvEqz9DFzbw3Yv/z46OcLm3vSOkotjs2FHnU89mGRiokkzGee/EPgqFMH197Q0pR2IFfmf7DPdHS0yVdf7NmR5em48wX/O0bGzOQm7YKq9m+ng108f2QIHP9MzydGwKT+UkXy0+3PZ5ADYKir22mUsxDQKlxWzZXnnE0u3Ar0ByjUdXAz3UAl0MZVcxh6yCAsSvX2L+vqOYgSDaGrdMOxUFS8U32N6Rui1KfuzM4uEosD5+G0tRuT66l/7ZcTpqW7xHHzUcHvgkNaPMT678+dLh6G5g+/QY3kadlx/6BCd6hvn49NoJkT+MeDvUyZzHz3PHf0pXIXtbdTy6/bMEPCH+7tT/sWa5rQPSFj5QXLmyA5sCBw/OMDSY5Yc/HCSZvPUItWIsxpVYjCuHDtFlWnTfuE7fzZt4SiXmDh2ivHsXheFhLCF81kFhaIjz/+R36H37Hfpfe40Dl69Q7O8n+eADVA8fJnr6DD0vv4ynUKCwexeTTzyBGQigl8tUxsfZceo0p598Em66+5UEAhaHD5d46OEyXV0mpZLGd1/so1Q6yHpyTOzyZ/gXh6/wYLzIfM3D/36mh29NRDFWOLavhRuVCH8y04VhqTzXeZWXK3uZNaNtf9d0aHZvY6CYIZJNolgWytB2lA06IPkUUBWF6hqHs2zXARSzQU95fT49PafeIXn4YfIPPEr89Z9Iy9iW0gzFj5TQwhtglliM1KzpmXWlEwEY37aDmj/Arusb45eyhc0F02pQNyvU2kRebgQG56eJ1GsUNvDispmQ13T8lslAOtm+sAtOT73CSOcBtsX2AT90LbcpDkiWZS1xsMAKqn0hMkKW0VeWIsMt2kIGUR3tlsajnRpV/Nxpu1sUjlNWlsoE5NmzZak/Vv5OFtEh/k5UOzplxLKi+l0WSSc+S1Q3y6j9Rdmt7puHt9/aycR4Jx974hpf/NJV3nm7m3ff7SabXb69y7J6iyY4EdVwmKmhIcL79rU+q1iEYnGZj0ZQC2uaxvToCGcG+hm+fp3h8xfY8Z0XsV/8Loptk+7p4dIvfJx0f39zbi5G4ixYFq/efxBu3lwygYn9jUQi3H9/lqeeTuLx2ExPB/nhDxNk0tuxLJV4fJn3SezP5GSTTmx67Ar/8v45nhsskKoq/OHxMH9zNUDNBCcntKO6FlXxIp/USl6ZPyt18wuxKZ7X3+QPJw61qMTF3y1Fp2Gh6h58Pl/L911dXfgsg2h6FtMfojK4nZ7h0aXvZXNMFsEJrZFNSxFV5RKEIywUSi3fL3EEaV7ysd3EC9eJhXzA6ozzztx0ZOAr5gjevEbuoY/T/c5riHDaW53X8Bo69cgYpdLyHBH3nrDE183NfFiuVfADtbJBrpJbJZuVqXMaHi9n73+YrlyanaUcEYGjxpFfuwhbWJb5ynnuQDSROWXcMsc7f4ufuZk9Zal+RIjtceoQ9x7RZCjum+1MbM5eKo6TzEVBfF6rKXS57zL3Czc3DPEZjhbXzQ3C2Vc9Rpa+yE6KxWKLPGRuGyu54xyIc8zpu2iCFd9lIduk4QsQDoeXPnfjiXPkJH4vtkFmfhS1127vWMfk6mZulUXSiXIU54LzdzabJRPqwW/UmZ+fX/peFhkqpmFZaQ4fS53lRuoMDww9x1/x76Ttg01yQNrCzx+mp+N88xtHeOCBSzz62Dzbtxf41rcSpFK35zh9uzC8Xm4eOMDN++6jc3aW/ps3SW3bxkx/P7Q5XMuwbVuJZz41x8R4kDffHCKVar6UOjvba316PGX+t8fH2RGp8x8vd/If3lcpG3dOypM3PPzd3Aj/eOA6h8JppmnHOGtju/S9pmhYmo7t8WL71uVZvm4E9WZfy6b8hVjrPYileenKXYTY+tOaRM+cYOazX6bW3YOeXk29oNYC2NhYgSKwdlTLemBrzU1eY303+GsPPkHF6+eZ93+2Fb32EUWlUcTvCaF8QCMcNA3KGxhduplQ1j0Eb8GH2A2vXvkav/nwv1qzzL1npdvCzy3qdZ0f/GCIF18coiPa4Lf/qymOPZRDuRfU+IpCur+fS088wcLIyG0djqLRBp/73AzptJdvfnNw6XC0HhwMLvCHo2/Q4zf4H94Z5E+uJDbkcOTgO/NDJOs+fnvgWtvotKaJzeXZioIR7UIrZmGDo2RC2uIByZAfkKqDD+KvZQhWbk21bi6SRXpycn8FpRbA9tSWTGN3DMXCxkJbR/TgwuAIE/sOs2/iKon8Rztn1s8zqvUiqqLi89x9wtuy18ecL4jWxo/ww4qy5iHYJl/jepCvLnDiprt5DTaJBsm27RY1nCySAVarpkFOduiWpkCELErDjfxKlmbAjcBSFr0jM8GJ/RXNCWJ/HTWnGzmdCNlzRTm4pQqR9UFUxTtqSjFCRazXMRO5qaNlkReiWjkcDjM7E+Yfvt7No49d4ZlnUjz8cJ7jxzs4faoD0dLmRlYpEvPJIIt2ESG23VG1i+Mj1iuOuyNTj8eDrlt88UvTqBr86Ee78fn8Sxm3oVVV7qCpIrZ5tuMav7btLONlP//0lS4mSgpQlpK9gTx9iCgP2fjUah7++Gof/+q+mxzOXOTVXJMMUpbGxtMoUvOtzgO3tA46OvGm59BzaZTBIWkbHNmIpgu39C7Ouu706c3Dkaq29DccDlMPdmNEh+hfeAfvijUgjpXMHFNJ9KJn01ilIqKRyJGT7fVS1/NkM5kWeciy0It9EOXckrIll6VXMbFNhfpiXjmZqdG3ay9nH3uOeDHL03NjeBfXmmy9i2O9kizPgRMRKo6DaHbxS9L2yMyisCxTcf90I2GUwS2tj/M8cW6Lkazp9DL3lmzdiqYdp29ue6KM/HFlyg9ZG2VuAyJEmThlxT6IpJDO+osrzfUUC3eRjywfhMWxdmQqi94CWvYTZz6KprBAIICpKHxn/8PUVI1fSk/i8XikaTrEep09XhxTUXay9eVGhCw+w/nbLRJSRsDrttc6n09Oz5Da8zCR+RnGxsZWfQ/L80KcK2J7xbn56oV/YC1saZC2sClQqXj59reG+fa3tlHIe3j66RT/9J+N8clnUkSjd35buLuw+fSn5+jurvHSj7eTz60vQSrYfKXrNL/ZdZY3UjH+u5P7mCjdvTvLT5JxLuaDfLF77ciWUGmaSqAHS3G5MPiDmF4/ei4l/f524LNN+vwexivyw2yh5xBYBonCrUfl1HoH8CZnpN+p6GhWAEPfgOg1AbZioeJuBmx4/fz0oafQzQZPHX8Zr3X3Ipu2cO9RNZrzy69vDM+WG14b3sd0Ryefn79JX/3uO4R/0MhGojQ8XnruwEFbhGGtfXneNBokt9QbMs2HW8I753PZKRZaT5ROWTcHQBlFv5sWRrxROH+7aaNkvxEhtsc59YrPEk/z4m3I0UK5nZRlN0E3jYx462yXIHjJ0dWFJ0R2KxVlE1yRYy2ZjPD97w8QDM5z9IEUDz6Y49ixPFcuBznxXhfTU35AkWrH2jmUujkTyvhB3JxiZTfYg/en2be/wIkToxQKIzgXPVkKFPGm86hymmc6bvD3MwP8L29o2KRb+iVqnfqEJKqOZsMtdYAsdYPTn7NpD88Mllc5M4v1xSsLLKgaZnwYe/r8qrZXqlWUYAfhbJLCfBL8gVVykjlpuzls+3w++qo5TNtm2lDw+/2rNJK26kGxbeoWsOI7t7QxAJaq0kj0Erl+aZWmwePxEFa7UVCoqwUsy3INxHDkJY6PG3dYsVikyzawLWVJvuKzI5EI04OjlAIhPn/hXYZDwZbvRY2ysw+J7XILJnHgxpUmQpauRrYfiOvTTUsp20vdNDLOM2TaAWjVIDnyderXLYtBr5doo0HS78de5H0S5SFq/cQ5JtMyu+2VMgd18XtZqgq3/Xw5QKQ5pj492LKuZdxTbu8OmXVB1Cpd6x/hZP8ox5IT3JdN4oyALOmvKBtnX3Z7F4paKseSIDrWi30X54sjM7dAAFGmjsO1m8O+E8R1Ptbb7NPJ4y2aOhGO/NyCKG4Fm+KAtIUtrEQyGeAH3x/ipR9HeeCBPEeO5tm7b4K5OR/j40FSCwazsyGq1XvriBgK1XnwwTFmpqOcOzuISxLzVdjjmeN3e27wRrqTPx0fwWaq/Y82ACGPRcVa28E5UkmCbZH39xHivLRMNRwjlE1Cag4GR++oTZplEW1UmKpZ1F3cgKJTb1Dq2sdkz2PsmP7xuuuuRuPYuo7PRYMUVpsv2bqek35/u7Ax19Qg1RdDsOPVkmuZn1folsWhdIZwoUCn0SBumMQNg4hI7KiqvFOtcnJoaI2aNg+qjebBLOhdbWrfCKQ7Ovnxtr0MFzI8NX0NAuvVYn+4kB8YxlvI4S9s7Hp1w9YBaQubGoWCziuvdPLGGzEOHy6zb3+eo0ez6HrTjp/N+kjOdTA7F2Z2JkQu19QwfTCweeKJMRTF5s03d6/7uZ1qkf8m9hpT1QD/9vqudeVMC2kBShvAoRLSLCpmG+2m3SBUS5EP9rvGdFm6B8PrR8/M3/EBKdYoowI3a+5mJk8tT3TqTbLDv0A+OEQf63MQN/XmAVqrymUXVrsx1DKWurFZwJsHJHc51xeZz/3GZjcff7DoqNf51RtjDFQqNBSFjK6T0XWmQ0EyuodKOEzJo/Pw/AJPXLvOvtk53jl6hKRAebEZUaxnqTSK9IRHuDD3xobX/+bRj+E3GvzizXOobYIwPqywUMgPjBCduP6BPXNTHJBs23ZVBcu4OWRmDhB4Rdo4g4pl3dIFiOpMRzUpfi8zM4llRbWjjD7drY0yp0mZI/rKtjvPcHNYldXhluFdlvlYVJPK+iZzXAS5052bKl7GRbLM16Jw6lScU6fiaJrFwIDBwECZgYEy24ZT7Nk7v1g3GIZCo6Es/d9ogNFQqNU1Ll4Ice5cEF2Xp3eROUqKfBqi6XV0+zzDIznOnLkPTeslugYH45IzZ2qOP9j+Dopt8s/f7md8kY3akYOoMu/r68OnevnK0PM8FLuPv5j/HmfLN5baJqrJ3cyajvyd8fGrDUqGTzoWDkzTJFa4wVT3w+S93fgKTY4mZ92ZpkmgmMVTr2L1DGIv1iFT4cvWRkt7LQt/o0zZ46eqmDhDITOzB8ffoNT/AMnO+xkpvbX0vYxnxemfWVoMIvB4sSyrxVzQ1dlFR7UXLVJjYDFNjYwXCpbNPetxOvd4PNCwURU574xt29Q9XlTLglqVhksfYHndyUwxK+t1IDN/rSwr400T17hjShF/I843GdeZzOF/5d9OvaJ5xDGrDObz/Maly3hsmz8f6Ocd2wZFaW2DAhgGJ+IxHkt08dzkJJ957XXO9/fx+s6dpF14nxwTi9seL8pf5oLgtpc6fRbXrQiHn6derzOVuUJ/x46WusR91/lbxu23sr3O85b2K0UhYBpEFVBWmJJlYy1LG+NmTpXNMbfxFWXmyFEWNAKt880xrYom1pXvhtn+YRqhMOGLZ6hUKq6BQc7zRNm5mQ/dzh0ONsUBaQtbuBWYpsrMTJCZmSAnToBhNOjsrDM4WKGjo4HusVGUBrpu49FtNM1E99jE4waf/VyKTz6T4dy5KKdPxchkbo93yeerc+TIBVKpKNevja77d7/ec5Vhf4F/M36U8dLa5pUhfw+/N/p5ur1x8maRL3U9zXjtbyjacsK+9SCkWxTN9hxC3dnzJOMHyI4+Sc+Z/7xKxxXJL2BoOsrQ9ttuC4CeT6PbFkl/BFhbHopt0Z27yHTiGKVqmJDZ3rFaW9yELd9qk4NuB9BtP3Zw48Pr25nYGj4/PqO+xXu0iMNzczxzY4y0rvMfBwZI+rxNotc1cDkW40YkwqcyWY5MTLB9foGffPzjpOPyw8q9xlT2Krt6jhL0dlCu59v/4Bawf/Iab+x/kOlAmMHKxgYc3A1c84f5dv8AHY06g9USUVOlr7i22ezGroPoxTyxq3Kz/93A1gFpC3cdNjZ1rY7dzPJ1F56gkE77SKeXb7iym77Ho7NtuMaDDxY4ejTDsWMZxsaCnD/fyeREiEpl/cvh6AOX8XgMTpxYX+oQgIhS4dn4BK9kB3i/2M1aB4JPD32M3939BYpmhX977a+xAgr/vP/L/Grik/zZ/Iu3rUQPeWyStfYHJNU26UudZKL3Y1TjOwlkWqPHSuE4Hbl5zHwWop232RrQSjlswNDWJ/uu3CVmuo4yHdjB7uLp9vXXFzVlkrQLPmvxRRrc2GgfxdbwWBFquEf5FSIxwrXbP+h+VKBaFp+6fp2jc0mux6L8eVcXVReHZxkamsYbu3Zysa+PL7z3HvuvXuX1h47dxRbfPqayzbx8Ax27uLrw3obWvXPmJsf3HOZ4Zz+DU+vL/3evMOfx81c92/GbJlmPwtVQDDuxmJy5lCeRTdGVTRFPzRLLpdEsi1Kog7n+bfS98RKKizbobmBTHJAUpTW/lJsXfzvafVkEimh6kPHGuKmF19MeB6La0KnDLfO1jLPDTdUr4+MQ1Y5iu5zniVEcIkR1o5j5WNYuWdZv8cAhRu84f4ufOSpzUzUZD46TGclQi9Xwpr1Er0QJzYVQ7NWHChm3lGhOFc0jYt9lqQHE8RMjieaTAb7/vRhnTofZvSfJvr1zfOYzk4vtDjI/H2U+GWNy0keptJpvSNM0+vuTjIzMcfHiXmrVTny+1abOlf3JZrO8EDuNplj8xVgP+WrrDdJJG9Lb28svJj7OM53HuFyd4Gu5VyiHqmiaxveL7/KLHY/zdNcx3q5dbOmjGw+LEx3iyC6oWZQa6pJqWZbaxllfPcWrzHTcR27kSfyZay3RSoVQjEAphz5+FWP/UVDlLzWZyh2EeTqyG/vscQZKacZ93iV/LFH9Lo5rRzFDKD/OfLCPkfrxVWUdmS9xHNGc96bH2zQNCuuyQ+/FrpsEOzUUNbSqjTKTuizz+co2dhq96LafyfrJVb8HKGs6qUQfD05cXpKPbC2LcDNLy8q47Y+yvU7sr4y7SFz3Ihea2F9nfbiZomUpPZLJJMFGg89fucq2QoHXe3v46cAAuqLgrHKnvbJUF2Jd6XSaNHA2GuXQ1BSpgX4amibdL8T3gbjXyqKcVq57Wd9kqUZke1axWKRkpqibVbZ17WWqdGFVWVlEsNu4O+1diuw2TQ5m5jjV2c/TU1eJSsxebilOZDJwWwdO29yiPWXRi2K96XKF/2//PlTT5Ll3XiJSLVPXdK6jke7sYSHaxXR3HzcGm5ppxTSJZVOAjWLbdJ16d6kuWcoXWJ4vbuYzN5cVGTbFAWkLHy1U/BXm+udI9iQxdRNv3kvXlS7yfXnmH5knXUoTvRYlciOCKrBF29jYmo1i3n3DQ6Xi5fSpIc6cHmRwsE53d5bunizDw/Ps2jWzWEanWvVSr3upVT3Uah5QdHbvHqdS8XL1yq51Py+iVnkqfJ2fLiSYrrpHmPgUD78QO8zx/EW+UXqtRVN0vHqJPb4hPhl8gOvGDCm74FqPazu8NmVzffRnKjaB9GUKAw+BsuI3ikI21kP3wiTq1BjW0I5bbgsAvgCFniGiszcZ1FQm1zH2wdIUyeh26qofr7W2FkbBRqnVsCQvBE+jg4ansKprd4Saj3B1mJJ3mmJJztUyNzgKqsrogjyy7ucBXZUKX754iaBh8PXREc513r4W0sHpeJxjqRR7UinOLVIAbCbYWMwVxugN35lZ2g3bixneSwyy4A8Rrctzgd5rFD1ecr4AvzB1lUi12UavadCdmqM7Oc22xYtNNRimMjhCpquHTGc3mXgP225ewVvcWNNkO2wdkLawYTAVk6s9VxnrGgOgM9VJ6EqIQDqAgkLkdIRKf4Xc7hzpQ2ky+zP4sj5Mr4npM7G8VpO61AS1pqLWVLS6RvhqmODk3aHot22FhYUoCwtRLlwYQVFsotEi8c4U8XgZv79BIGASjZXw+Rr4/c0bx5kze7Dt9b9Zn+u4gkcx+ZvJwTXLHQrvwqt6eDV7ElvCYPDN/Ov8fuKLPOa/j+9U3r6lvmqKTUCHyjp8kBzUwwN4i7MokrQFdV8Qs7sfbX4GxbKw9x9CuY3TRiPYQT0QZqBcZMpU2kb1BYvTAOR83XRXJto/QAEkTtCKpWNra7Mm3xJs0JOD2IpJPngFXFybZod24C8VSLTxufioQjMMfvnKVXTL4q/u28+ki1buVjERCpL1+Tgwv7ApD0gAs/nrPDT8GbxagPoGRKWKmAxF0SyL/nIB9PWv8Q8S8VqF7nKBy7Ee9qxRzl8u0jl1g8GpGwDYNJfx2AfQRhGb4oBk27ZrdIhMXexGCOioT93U+jK4pQyRmdXcIkJk6kg3r/mVbV35e7HtTtvciN9k7XVLASDW4ahy3SI6xKgD53ctqRSyyzmtHBPOdGCauYNzGEGD8FiY+Lk4elUnk8mQR4gAmgH1pIqv24dxyKDR0UApKmhVDU/Ng1JXsL02akjF8luYcZP0o2n8L/nxqXJiREcOogpZFjm4MsWJAzEjdrOOOPPJfuYXFQCimcLn89DRkaZc6iQWW72xi+PqmCR0TJ6KXuONXB/jZR/QbK9okojH4wB8vOcoGauIkdAIGcvm0iWyUizOG+Mc9I7yw/IJqnZTnSya2EQTqTN+8XgcdTHHndfrXeq/zAyxtM5QqUX66Zh9H03T5Gl0duzB9nhRp29iXjiF976jKG1I88RnQTN6xu7uxzd+hZ6Aj4Kiu6Z6mZ+fx1ZSsNsir0boqNWkqYeW5oSiYnt9WMUClUqlNcJSmyZa30kpOw+e5vwXo5HaRciuJI5VizHUcoS0/zwNuyoleDV1nYX+bQzfuIguIZhdKRtn7rqZ4WVwMy3IzFPiuhbNFDLTkVsEbbuUHytJNB8/c4buSoW/2D7KmKpiCN+La6Jn8ZAjSxkCy6bkhYXlBMRv+X08m8tRvHkTe3h46XNnX3SLRBbhjIU4JuK+Ku7Xjnzc0pN0d3e3PLeiNKO0ugKDTOYutaxbB7LxF58ltl3sw/VQjMFiFqVRpyJYjmRRauK6d+aFG0mjjCDZLQWNTL7ivCsWCuyZvsHruw5xoVSjI9scO2csxShScZ477xwxyk2EOHdlbRTHRxbN7oatVCNbuCMYusGVA1eYengK1VAZfmOY7hPd6NU2XDvzGr6XfIS+HSL4oyCBnwUIHA/gP+0ncDxAx1sdxF6OMfDyAEpDYf7heSxFvqHZ2Bheg1q0Rqm3RG40R3p/mvTeNJa20Q59Kvl84pa0R0N6ioBm8ma+d81yHVqIEbWH8+bNNcudNK7hUXQOeW/NrGXZChUD/Nr60lo0ND+oOp7KGilFFAUGt2OP7MZKJzGm1267G8xQFBuI2O35jRTbQjdrGGp7MjxrceNUzysbqAAAIABJREFUJC+womeqGTSQ2YCoJxs86X4sT5Wi112rlRscxdQ99E/dnpw+7BiZnWX/zXFeTyS4JlxM5LDpH5ims0v+UpTheCiEChwrbU4Tk0dtzseasbHao4rXz3wwwmhh/bK6V9g9N4FqmUzuuu9eN6UtNoUGybIsVypwmZOheFoUT6yyVBJuTtjOKdPtZibj/3DTGsm0Nu2c2MTTrVivTLPkpjUS+y7TCLhpx5z63JL6yhzUZek4yr4yZw+fpRFoEH4vTOhCiLpdd00mLKtflL/MmdNb8eJ72Ufl0xWu9l0l8l5zU7W9NrWhGtXRKrXe2uqZbAEqFHuLJH6WQKtqUsdtaJ1jzlh2CcRz4vcyJ3i3W7bz+ahnFoD3F7xyR2UgkUjwiHcfiqJwyZ5G13VpomaApJVl2kxxLLCHUzRV0OKaEDViTnuceVE2soR1e6m8TFPqzPe63qzHY9dbykk1j8EIHsDWdEzTlPJnuWmQPB4PaBoNRSOoqQQDwRZtn8wxWjMq1BUPtRUapJVtbASb/W7ks5RKpRYH9uxgkjhJgtkodC+A4r4OHIjj0CKTVIBAPUA+dpFcNrdKTs7vCr2DKJbFUDmP3hlf81kg10yIbRAdhp2y4i1b1N7ItMgrkwKv7JtbuiLxpu+smRZNgaD1c4JCgpUKL5w8yUwoyEt9vat+D8spdXS9zpEjp4nFm6SAqdRuJiceJZ1efq6zD4kapKv1Olc0jWP5PC9PTWEuysrR5Ih9EOeYjAfOzaFb3DcdiLIT4cx5Z/+NeJvtmMuNY1h1aUJesS1uvFzO+DjzZra7yeO1LTuPaZot2iJnjN1SE8nqd3POd+DGyyU+13mGjJdt2+wEU9v30v/T76Ja5tKzRXmIa9UtrYis7c48FOej2ztUFhAhYlMckLbw4UM2nOXsrrNYpsXg64OY43cv2aZn3INxzqB8oIxSVzASBrWBGmigFlX8l/2oeRWKoJZU1JJKRItQHaiSfixN8lNJEq8m8FXXmQdkg7HDO8901U/W8ALucrrfu50ZK02W9jwmJ43rfMb3EI969vF249K621Iy1HVrkAylefBQzfZ+OsoiI7QiCadfL0xFRZP4OsmgWXVMrf2znPB+RZKbDyDDGKH6w9jlIIRuT+tg2xAsjmDoJer++TXL5nsHiBay6Ob6mMA/KlBsmyeOn0CzbL61axfmGmbCaHSBg/e/hd9fZXrqURSlRm/fKaLRm1y7dojpqZ2sZfx40efl98sVfn0hxV8luppazk2CqK+HXGW+bZLUW8VMoo9Ao05P+dYDN+4Fdk5c4+bAKOkde0hcvXCvm+OKLRPbFm4Zc51znNpzCm/Dy7ZXthFIr30K3wj43/Kj5TRKR0s0OhsELwfp/H4n3d/oJvR2iMCFAN4xL/q8jlpWUWyFwFSA7pe6sRWb5DNJioNFbPWDpuG32emZ51xh7RxM3WqUXi3OBWsdTsfAeeMmV41pnvQe4h/7n2HU37+u35UMhYC6vpeztmjustU2TrRGA3V+MSLrDl5GKhb2On9vqR5Us/1Lxlq8jSsuqUZyTGKrJqTj0u/XAzsbQTeClMPja1Ji2UCxp59EdsG90EcUBy5fpm9hgR+NjpBx8ZNUFJvt28/z4LGfYtsKVy5/nmTyAaanH+b8+S9SLifYu/c49x/62ZrPOunx8Hc+H8fKZZ7LfbBRT+0Q9fWQKm1s9KINTHf1MZxPfWiIR/sWZvEWciTvO3qvm7ImNoUGSVlBJy+inbOzzEQmqtPcVGiybONunEoyDg0RourSjYfIwUqV68pnydTnbs7UokOp49wo9sFNPS5zQhThRiMPYGFxcfQioUKIXWd2MZucpUZNmgkcWlXEjpzcMpNXJbf8Fh6rH/kwQyaeBQ+msWgixZCaZ5c+q0DsxRj5p/PMPTwHBnjmPCwkF/DN+fBkPfgFluVEIgG0qszbmXvEMRGdLtPpFC90jhFRa7w7p5HJZFrm28jIyNLfj8YPYhkWsx1F4kq8tQ/IeYG+Xn+d3eYgz3iO8D9u+xL/euxPKVnVljnvzIslJ1Vbw0t9Sdaiw70zLkvpEfQGdEHZUqFUWmr70pywbZTMPNrkdTAMzL5tNHQflEpSM4QblkzYoQjhQpbtAZ3y8LD0sOXU29D8+Ooz1Gq1FpOEI6clM4l/0YHYNPB6vatSftgYmNF59Ewf9dA8OSFprWy9r+Ips0GbGaGu5JmrXIHqsolrJVdQOdqJ4QvQk8+sMguKZWWBKW6pH8Q54pgvZmdnV30G8nUn9kdmqnQLbBBNKY7pTnTynZkRDgEXL3F4fJxTkQg/MgyYnW1xxk4kEvj9VR548CTd3Skymd1MTT5FMNhJR4ez/4WZmf41KuUf0dt3hnjcu1SHyOvmrL+/s216dJ3ncznGqlWSi0EQMtPgStk4c8iNI0dcwysDG0C+fzYaDVRFJ+zt5HL5hLSsLJjE7f0ltrcQDFPxB9idmVoaI7Gfztxyy27fztwmPsv5nfgbsb2iGdeRn7PH2LSaJxPn3mP6kScp+YP4JBxQc3NzS3/LHK9lKbHENri5KIiQ8UGJ2NIgbeGW0FAb2KpNPBlHNz7Y87VW0fAueG+ZjVsra8S+G6PjpQ4ClwNYIYvc0RzJTyeZ+eUZ5h6coxbdwHBvmtqQ3+k9x1d6LvJ2oZcfzLgnalNQ2Gn0MaGmqCm3lrz0ijnFvJ0naxQpt+EE2tNR5UCsyvVyO+fYJvLhbc32uWhqImYdfewStteHse8IVv/IHWmQqgM7MCJx/MlJhu2qNDTfgaX5Uaz2mjDT52iQ3GVjdM5iearoyW3Yt8jBpeRjKHUfKf1SW0L1fE9Ty5fIre1P8VFCuFLht6amyHo8fKOvVzo/unvm+cRTrxKPZ5kY/yQT489iWTKtpUI217xUhEJrmzJRFP7M5+W8pvJPajWG26Qt+SDQ4UugKhrpDdYg1TxNWYU3ceLjN7ffx589/hnee/DjpLp6sYHuc++DorJw4N5pkdrRkmwKDdIWPjwwlOZLSbsFLp3NAMVS8E368E02bwx6TKfaW6XWV6M8UKY4XCQ0HSIwGyBUWlsL2PZZ2HxZ/QEH4xN8M7WDr87voW6Nu5bfrvcRwsdb+qxrGTeE8DOq9vLj3Ltt0o/Y/E8H5snXNf52dnjNkgBlXxdTPY/hS13FPy/3Eagtsmfb0S4I3JnMAFBVqoM7sOan6E7NYqMwocjNMYHiFPnO/XTNHV+zSocgUq2tETWk2jR6x/FN7sGeSaAMtb587YaGnY5g50PYio2im6CbKHYdbaEXWzMoqe1fevmeAbR6jegHTHZ3r+AxDJ5//yS6bfMnQ4PSFCJdXWUeeeQSxWKI4+8+QHf3/jXrLJe6mz5foXlgbbOoqSj8O7+ff12u8Cs3x/m/D9zbqKmYv+mYnipPb2i91uI61D/AFBy3ilwghKUoTAzvYmzHfkLFHLHTJwikkiwcOMrA26+i3HYCpVvHjp6DHBn5BHsHHuRfXPsl13Kb4oCkKIqrqktGwe+WjsMp68YjIYueEk0XbpwIjnqulQ/HJ/1bRsUuttdRO8oiA1bWJVPfin873Dkg5/kQ1ZmFwmrnPTdeJxm1vKM+L/ia9VhVi1qttjQmosw7BVZcxyTl8XhQ1WaKCze1vqhelaUPkX0vfu6mFpZxyTRKDQLXAwSuBygaReoH6pQOljg7cJbARIDKQoVQObRKHrKM9eIcTCaTfKHjFAfDV/mja0N8bSoOzC/VIY6ZE7HziHGAum1QTFh02HJfJdGE6czZarXKEf92VEXhtYWTVOqrM5Y78n1+qMjRzgp/eKaPhaIBNGUhRoc4YziVTJN+6Aso9SK8/Rdk6825GlkRlq3aNjZgmQaGYUjN1eKYiOZJ2bpeWt/hIPXULN5gkES4s8Vk5MzpxM2XmDjwFeYGnqC/8v7S987ccsZJc57vD6CqastzHTk210aBcDCEf2GAsncWy1dCK0fRCwm0chQFFcNTxLZtVNuLannQ7OaLKWuPk5xfNvM4bVwpj2LvAB2pOTzaYttcIuZkKS7cIjDFdT093XzxysymonzFtrlF5TltEOerzNQCyybZqamppc9mpqb4yvQM8VKJ/zMY5Nyi2dF5RjQaxes1+NSz12g0fJw5/Qyq6pdGHYt7hKIEqFXjhMPzBALNyC1xXq6M1KsD7xsmn6rXMU3TNVWMuB87MnHb49tFN8rGVVVV4oE+TMugUFtY+lw08zltczNZiWUdE6fP50Nd1JIGdW3ptzKTn7gWxfee03axX26RyLL3tCwFivi8XC5H3TCJFPPs/us/JrVzP/P7DzP1+NNLZQtDo3RM3mjZj8R1v3KPWAkZR5QoO7Fv+0cf4Dcf+Z+pNsokq9el9TnYFAekLXx4YCw6+IopQtaCqqpEIhF8Ph+2bVOv1ymXy219yz5IqHUV//t+vOe88AAU9hQ4ve00nQud7Lh2a1xDTwSv8Vz4Ij8t7eJrU2s7ZvdbcQ6ZIwzbCW6EUliKza1eog55dzBlLJCsu2ekD+oW//3eec5l/Xx7Mkpk7WZR2P0cpi9G/OSfU6m7JNS1bfrrBdA9GIn1OYivF9b8DApQDLg31FvLEp95h/Tg42TmZ4nX5Boc/2zzpd0YGsEzOyUt46AUHsNXT+Cb2wmAanqxtQaNaJKKfwbLU2nZiDOpLAE7QUVpE4KsamR7Bih09jBy7sSaZT/UsG2ilSqDuSyfmp7hvlKJb/R0c05Komjz9NNjhMMNTr7/JI1Ge04rB+VyD5GOcZb5ldeGwi0vq7uCqK+XfG0ea52RmuuFufjy19sQiN5L2IqCYltojTo9F0/Rc/EUea+f9H1HyO2+T8rUfzegKCrP7P8tSrU8f/bav2RweO29a+uAtIVbgqEtHpDWkc8rHA4TjUaxbZtCoYCu6/j9frxeL7VajUajgdfrRdO0pYOU47BvWU0N1Vr8F6FQiHA4TC6Xa7k13y7UukrkXITI5QjGYwZz/XN0z3ev+/dRK8uvRd/nfLWXv80dBda+nXzaOIKBxfvqDaY6bt1HokeL0ad38t3S2ilH/tt9Obr9Bn/w3mDbNB4AZqATrZrGk5vAzTAVN6oELYP6wC7QNngbWXSs9jZqVNaoOz57nELnXq7Gj/Hg7IuorN5kvakkSq1KY2gUjr+x5mNt1aSWuIl/bidmoEA9Mo4ZzIFiY0n4amzFoqyszrdmqSqFbdspb9tBfnCEYt8gtu4By6Jrauwjt+v6KhW2X7vGsxcv0bF4GCpqGj/q7OTNWAwEZ1sHRx+YZWQ0x2s/20ajkbil55XKvXR2XSIeT5PJdLX/wSZBzN9DsjS24fWajontAzpk3A4sRUWxWg9w3nyWvrdepu+tl9syWm8UHtn1afqio3z75B9RN9f22YRNslRVVW1R5bppF2R0/6JK1lEVimo4t4gPGUGXaPoRozRkaku36DfHFCLz5hc/F6NL3IirnL/F+t2iq2SkXGIfZSRj4rPEm7EsS7yjyp+LLW52peaznLp6hNxHiUQCVVWXzRyaRiwWw7KspolCVfH7/UsqY+eApKoqiqJg2/ZS3aK5zhk/Z5ydsl1dXTQajRZzg9h352/xECWa62RRcOH5MPSDlbKoxeRj6fSvaVKx+bzyfUwL/q8bu0g10i0RbY6auiW6RLEY1xY47Z+g09OJhuYaASjON6euI5VRTNvikjXZYk4V+7m3S+W3dhX41ngHp9NNHiY3E7UjP7X0Do1DX6Tg68E0l0kHnfHyer10l1M0VI16JAaLc140dThz082ULIuocvpuD46QvXaBeLWA2tUjJWJ12uqdO0dp9BfIlOt4jPLqSDtAnxqnMTSyal9x5CDKK6/mIXAZgOLM8hqVpeeRma1tFMZ+5R+RHtkFlkU0s8D2q+cYLhfozczjV0w6OuIt/V4pD7GdjkzE8Xcj8XMIE0V5idFisuz1YlmZ2VM07YrzOZfLgW3z4Psn2XntGpptcyUU5CfxXm4Eg1wulZoO2fl8S9/i8TjDw0UeemiC8fE+Zmf3MTKyvKfJTP0r3RUy6Z309LzPsYeOc+b0Z2k0hqR9dNrrrTew63Xy+XxLf8V3jrgXOjIX91e3/dGRmRtZrNgvXfVSM8qu5lTnuW6koeK4O2U7OjrwLEZOBz0efIs0JjJ3A7c5JotMk6XZEf92I14U/3bcMmZnZ6k1GliW6RpV6USsiWZamfuMm4lNHHfZO7ijo4OwP8anDv0G0/nLZOxxenp6WiLBZdgUB6QtfDhQ8VeYGpiiY6oDb9mdG8c57FiWha7rLfZ5RVHweDzNEGvbJhAISG3gpVKJer2ObdstByLnUAStuX48Hg/hcBjDMLAsq0UTdTuohWtgga/sg3VkotjLDfYqN/jzuV2k1mkuqCoNfLKMtOvEfs8wY+YsFdudD+gPHihSMxX+34vrv2l7pk5R2/8CjZFHUWYuSsvkfCES1TzWwgyNRRbfjYKiqlSiCcKpGfSqi4mP5mGk0nuIUGkKj+FOK6BPjFF59Ml1cyzdCWaPPEJ6ZBfb33mFfTcv4zFW+559VBCoVNlz9SpXuxO8sWMHF8W8Yi40D+Fwg+c/M00+H+LE8ftYj4lsJUzTz7VrL7Bnz9+zf/+PmZl5CMNYex1tBuOTaRmoysYHtzgmNs8m1iDZ6moN0geN5w79I3RV5+2Jb637N5vigKQoSssGInOkBPeTuQPnBevmcCxLwCc67bmdhJ2y4klaPJ2KGgjn9OrmuCbjQRIh0465pSURT/ErOSegVUsl9t257bj1V5Zks1avcXXvVVRLpef8srbIuWk4N1VFUZacYb1eb8sNyWmDc9CBVvmvvLHV63U0TUNRFAzDWPqdqJ1y2mjbzfQZMidM27axLItwOLw0n2RjJsqhEqzgLXkxG6ZrCgXnhprJZHis4y2SdoSvTSYw7Wbd4nxxbiqipq2hmQTxEQgElsZYfJZ425U5TWbmiwxrvYz4+jhVO7X0vbhmenwNrmVhrmQDq9PcyJx/NUy0YhI7GCck3CTFpKRFvZMOo4qWS1GOdbf8XqxXvNmJtz+ZhlaE3dWHnZolVGw1nYrO+0bPPqxAjPjNt5Y+d7RuogwCM5NUfD7UwWHIL/tqOWMptlvUksj648ZZ5vf7KSV6GX/iGfomb3Dw2jm6E8umI1kSTrGN4piIcnJk47afiFosR6biHJPd0sU2uN3InX1ExrPkPHfbIgnjS5rO5fn5Fh6klVojB595YR6PB86fe4ZEoikTtyAUmaP/0lyx+5iZ/iWGtn2dxx4/x9kzTwEwMbFMtOrIplGvY9k2+Xy+RaPmxvHktF1si7h/yrQv4mcy64Gqqli2iaZ61hXss7J+sa6V7TEWD10BrxefvZrjznGiF8dHFsgh/saNA6qdNkpsl+Nk3Wg0mpmfTKNFziJ/laM5cuNnkr3b22ntROvD/dsf5f5tH+OdsRdR/A06/M2555bcfem5a367hS0sItOdId+ZZ/DGIHrN/VzdLtP4euG8fJzDjfMyEQ9XYllVVZcOSKJfk6qqS2a9zs5Oenp6iEajbQnC6uE6vuL60mYMaSl2eOZ5tboPc51JbBNKBxHTj2LfvlbjxcY7WFh80nPYtcxXL2kc6bHZH1s/z5OtejCjg2iZMdcyqm3hMeoYoTYe37cB27bxJSdRsNesvzF0DKWaJ5K7sWZ93sXEsPWhkTXL3QlMXefyc7+CXqlw+O2ffmgYje8EsUWTz4JnfffsSKTBwECaixe3Uanc+bwpl0fIZe+ns3MGJP5nDmzAw713YrZs865okEKN5trOqJtC3yHFvdQgaarOk7u+TLac5MT4D2/pt1sHpC20hY3N9Mg0gWKAnumetuVFM9jtQjwg1Wq1pUOQGyOq8xvxn3NAMgyDRqNBJpOhXq8TCATWNHnYmk09VMdXWN8B6Qn/Zeq2xju1nesqH1fC/Lr/E9jAe+Hbz+o+oHbhUzxcNCddy/yXSxrlBvzq9vXnaDJj20DV0dPuB49QtYgC1CIbbzpqJKfxZuepd/ZixNZw4LUtMOsoa7wcAfTkDEq9Rn3w7h2Qxj7+HJV4gt0/+ga+envnzw8behYWeOHEe3zi3DkO3bzJcC5Hb6mEqShkJUzMMhw4kENR4Mb1vg1rl6YXKZcjrPUqO61reIBj9XtLpGjZJtpdOCD1LuZfm9DvTa7J9cBW1A8sUm0lPn3ot4kFe3nl6t9i2reWA3FTHDk1TXNVs4oqMEfFK6rxRDW1jI5cRkEOy6o60STjpvqUqXrFNohqeVldMpOVmwbDLQ3HWnWJbXNzDpfVIaozRQfAlRnAU4EUlVCF0Yujq4z5Ms4QTdMwTRNVVVvaI1PlipDJv9FoYNs2kUikpb8yp0nRbCPK0ZlDK023sgzc5XIZO2E3M7tntSUz38r+gjPuNveHx3g718PYbMY1FcyuXbsA2D48yrOZgyiWyrvbJsHrJYZXakqRpdFxZKNZKk979rBg5ThpX3dNVVEyFV68YfLMSBn1lAIoLXJqSeWy2Aa7azfYFoHiDIrLugxXi9R0L4bHBxKeFVkGcTezmvM7Z00Zi3OmHOzAXBFMIZo/zMoC5f6DeALhpbxxjilLlEcgl8M3O4UxvL3lc8cE4GZakAU2iHPGSSu0sGMvcwcfZMfZ44wWM3QsqvZF85U4fs6eJX4m7nOyS4DYbnHdip87dYiyFZ24xb1Dtv+I5jpHDslkks5qlS9euIhh28SB/YJcZlSVuUXncHF9dXUt+7w1TX42h4/cJJPpJRrduYpTSwZHfm7j00wzkyKdji7JQdxvHPmeU1VmVZWn63X+Uqh/5Zpy4IyrOA6inJ1UMiAP8HD7nWk3fZDcLnlO293MSOL4OSbQYrGIRhGv0WBM0XlgsT3i/ueUlQWNwPK6dHv3iOvWkb9orhNNrzKToGmaWIoCptnybhEjlJ063DiXZKYw8d0vtt3Zd/1+P4f6n+Lo8FNcyryOEikzHBmmu3s5Mlnsmwyb4oC0hc2NsfgYWkMjnlyftsDRIN2JFsnZRCzLIhgMouu664HvVut1+JjaYT2JbXvVHB16g7PlzrZlAfaV+4maAV6JXqLqvX1DzN5SLx1KkK8ar2K1cUF9c0blS3sMdkQaXC+0STwLNGIj6PkZVLMmrdlj1PEZddLh9fX5VqF1NjcwbzlPxeeeCFkrJkFRqXpjhGprJ4D1TY+TP/oYpj+A5pK49nZQC0W48okX6EjNsefUWxtW72ZBoGHwq1euYikK/09/H2mPh7BpEs1kGTJNJnRtzZQwDnp6soTDVS6cf2DD2qYodXQ9S6k4tGY5W1F42e/n18pl+ioVZl38ru42LNtEvQtmMAVIFLNMbQSb/V1C08T2wWqQRjsP8fDwZ7m28D6XCq/dVh1bB6QtrImqVmU2MkvPZA+atT71sONQfSdwbhI+n6+tv9CtYK3EyEtINTmRql1VIhNr33R36E3H1wvl9odHHY09lT6mvBlmvTli6wmPc0HQ9FKzGyRtd4JIB2/NNGV5tLPa9oBkan4a0WEC46+7lglVi9hAyRdi7fvX7UH1+TF8ATzlApV4r2s5vdR08qz64m0PSJHTJ8gde4LkV36P3v/071GN9anaK9t3k3nu81jBIFq5hK9WRauU0CtlgpbJ2GNNNuAj3/8a6iYiP90ofObmTTrqdf5y7x7SAsfRtNfDBRY1iuu4bOzYOUO9rrOwsG3D2ubxplAUKBbd8xw6eMPn5fPlMg+lUnx7aO0D1d3C3fJBAkgUcpzv6MIENkMSKEtRyHb1kukdYK6zl2qsk9DCaj6su4WeyAif2PkbzBXGePX6V+nqvr3L3KY5ILlxP8io8t1SaKzM5A3uKnORo8eBqCJ21KywbIaT8Rmt/Lvdcx2VqVt/RTOGLEJCPCzIotjc2igz3Yjfi6p4UQ16M3ATW7GJT8SXfie2wVGVO6rKRqOBaZpNfg6Pp6XtMhOAW3u9Xi99fX0tNAFukYOyvssipkzTpFKpEIvFWnyQxDng1BtcCFLuLFNfTFHgQPy7Wq3S702Sb+hcmm8AuRbZDQ4OLv09MDDAcKMLX1kn2VelO9wtNTO5mUdEBINBZpUSI5Uu7o/sYkyfb1EbiyaAWq3GZNkmU6tzoLPBN6fcl7yiKJTiO0FVCWeurIoIbMrUJlwtUvEGMDW9RR7i+Djrxy3LuWg6kKW9MCMxvAszeBed7x046yYQCGDbFTKWQSOYwF+faHnuqlQ0lQL+H32Dq89/kdSX/2v6vvafqCzuIzJ+MyMUIfXpz5M//BCeTIrQ7CRGIEQj1kmlf4hGIIi9SGLZd+MSfbYBi+Y3xwznFo3raFbdogllmlInEglaTROizJ25I0ayivujKBPHFOkWHbewsMDufIF92Sxf8/l4ZWamZV6JpgnHnCaalHt7lw+2g4OdDA+/SjK5k0RiNSWE2z4l2/+W+2PT198kSE2l/EvrTjSBtvBbWRbveDw8ksnynYGBpslHgMwUbLgcole6IICcpwxooSQxLQNd9bbUK3uG2F9RzuI6cOQ0Odn0P1T1IMa2XZzL5ElUii37n/O+dDOhOc8TzVji+09so2NaE+eCuAfMaF5OHXqEha5eTL25rrzpeWJn3iN24vWW9CGiac5pj1tUs+xS6xaBnujo57MHfo+6VeJs4Xv0DfSybdvywVyUTTurxKY5IG1hcyIbyeKr+Zp8QG1g2/ZSvqONYEb1+XwbmpLEMAxUVXX1gWp59ryP6kAV02euWS6iVkk1PKyHz6XXiGKoFtnQnTvxZvxlGhj0mTHG9DaZzVFYqGnEvO21JsX4brRqFk9Rnjg3hI1umWT8q/23NhJGOIpvYQa9lHMto2Cj1/LUtfXpsRKXz5JFZeH5X2G+mCf893+5atRsRSF37GOknvkcltdL16s/pOtnPyLkaSWqs4FgvJOFwRESU2MQ2rzmjduBblm8MD3NlKryfV8QVeneAAAgAElEQVR7s2wrbBKJNIODSboSWcLhOppmMje7i41SBvf2vUd//0VmpvdRLq9vLnZaFiVdv2ecSM0w/7uj34mmm3tAMtRBonLrrPwbgXwwzKsPfxIbhe03L+O9foXo7ATFieVE3e6sZhsDr+bn2b2/g6Z6eHvhb6lbd2ZO3xQHpJW8NiLEF6TMIVg8RTonezethFsyvrWeJf5OxkQLrSdsmRZLxp0iS5y7Ek4/3bgyZKYn8cYh3gJErZvsd+IN1ylrY5MNZYlkI1jmsmzEvjm3DlVVl+Qukj/KbiWi7N2ScDoycePOEW+KTntlDMQiHD+mlWY28QbkwJtszqtaV82VfySfz+PvKJOpqS2fO1ip7eswA5T9DXRvs23i+DgyXUmqKXuuM/dynipdRAiHwwwMLN/MRTZap968YdDpt/H7/a5M87bHTzkyTHTuPfyLbRfHxzRNdMUCFXL1BlWj6OpEKnN0lXGviGhZn9FObE3HWym21OGscWfdW6qOYjRWHaRFDaHYxtHz76Elupl79El8pQKJN36y9F2lf4jpF75MuX+IyM1r7Hr1+wSyKeiILPHnrOSj6pifBq+3ZSxFrh2ZbJy/ZXxH0LrPOBoTJxEttPLHyPhoRG2TG0u/8zvxFu8wcQPsHx+ns9Hgf9VUChKmZXH9OUmXmxpTm0cefYV4PI1l6hRLPZTLXWQzXQQC+/B4muMmamHEuS1jTxb7kMlk2LFjjIGB89y40ctbb/bRaCxr1MSxFsekX9M4kMvz5vA2uha1reI4iePjrC+3S574zhGTccvqEvfKppO27upcLEtO7pZs3dHkOPPCnplBe95gXPXQs7AgnYNuXFuONrEluEPQXotaSGe+rGTjL/uD/PjYU5jAA9/+a0LZFMlkkgKt+5Ho3C1C9m4Q55sjZ/Gzle9dnx7k+ft+l1igh1du/iWxIS8RmnNTDBoQIWrCZNgUB6QtbE6UPWUavgaRXPuIE1jW0HxQeXVuFbK0AG7wZrxgQi1RW/PaE9bqJBvruxX6bJ2GtnEasZraIGSu70peMHRG22iuih07QNUIpS+7ltEW79/W3WYIURSsjjjqErGjXENnaz4069ZCd4de/SGNUITkJz+LXswTuXSW5FOfIXPscfRSkdFvf5X4xdME2pDIfWRh23yiUmVc1zh7Gz8PhYrk8wNcvfppbMsjjRa9XWwbnuTQ4fNMT/fy9lv7WC8T97F8AQu40LdxFAO3ikojz0BkNwoqdhtqiluFYtt05tPMdbr77N0tVL0+Xn78WeoeL0e+8zeEsmsnb74biAa6eeHA7xH2xXlz8u+ZK90gxt47rnfrgLQFV2SCzZfTeg5ITtSavk5OlHsBWb46NyiWglbVsPzWmgekmqXj19b3gjaw8N0BMeRK6LaGqaxvo/WrFmVj7UNNMbYLvV7AV5Kb1wD0xeabdzttR72KUq+hmAYBdGnSXBuwNS+afWvRjQo2oz/4B2r+ANOf+1W0Zz6HGQjR+e7rbHvzJ2j19ZNqfhSxvVxmyDT5i3AYausxB9s89vgYo6NnuHL5ALlcnHC4gm1t7EUpkRjnvgOnSSa7OP7uEew1UuyIUGybhwoFrgQCFO/hoXehPMHexGN0hQZYKLlzl90uRqfHePfgwyzEuojeIt/P7aKme3jl4ScpBcM8+eaP4AN0xHbQF9nBM7t/GxuLb53+99Q97mb5W8WmeZu5pb0QVXmOClA0tfQJNwJHBSmav0QTj6j6dFR2oqrRzTfFqdfNMVusVxY+LksqK0Lso6jydj4Xf+NmMpQ5KsvMhGIZWYI/8RklpXkysLM2inBTk5kGHK3MSpJIsayMj8gNskOM2AcZ55Fb353+OIST9Xq9RcUvg2VZqDUV09uaYFF0/MxkMqS7IaobS/0Xb8ti3/ebQ3RbHcxr5SVZyzRZwZpO97iXhs+m3Cc/0DjybegWPeUIe+v9ZPqWzSqic7hjbukMFMgbfqLRaIv63ZGZoeiUOoaJzp+hKKjURXNCMBhE1W3QFrNzS1jNHTjydeNyEiGmWbEtC2t6DM/NqwCUuvqZvzK2VFZMk2NrXlAUvIq1KsGoaF6RBWcAhF/9HidDX8KyLLZ/668Jz8+ie3RY9DcS9w6fxOQYlKRhgfaaypW5BEHOfQTLe5loChAdXd1M6u3a6IyPaN4qZjI8UyzyXKFIFnipXmtZq2IggOj0+tBDOfbfl6ReD3H4yLtYloqiWMRifmy7VcMpmxcrAx8cOOu2UqnQ15dm3/7TJJMhvvviCIaRltYlS3Gys1Akbhi8uWd3i6lF1HSLdTjr3c2VQzTfysZSrMvZD1RVJVVtHor6OnYsHZDczJYr2wKtsnGeIZpTd5x8B23PYU71jdJ75eTS506fxXQ3Yt+cueeWBFn2XMMwMFSNHx95gmwkxpGXvoE2OcaEYAp2ggnEumTcfSLcZL6SK835fnfiGE9s/xKlRpY3pr+KHSyza6TJOSe6HYhjLfJBtfNx3TQHpC1sPjS0BoqhoFrtzSnORLvT8P67jVth+VZrKpZv7QVUMnWG/e63NQWFT/qP8khlJ5N6mhsD7g6UigkjZwP4Kk15j7WxBpzqnEK3VQ5lBlFUg7e0y7gpqDr0BjNVd/6XBU8ftqoTzlxhLf2Jho2J0szUvoGwa1WMqZtYc5NQr1EPdVDuGsDyeIEx6W8srbmBatbt8WPpjTrHvvWfpWR/P2/Ylc/zbHKebtPkPb+fP7VMaorS1pAaClXZs/c8ybk+JiY+R1fXZQaH3sHjqeD1pqjV7iyRsddb48DBS+zcOU0+F+L739uDYdyao/PhbJaqrnO9K8G9TBlcbuSoNPL0dYxydubVDa9fNxoMXj3HxN7DlMcvElyX9u/2UPYF+PtP/goAh37ybRKTY3ftWXIoPDj0aY4Ofoqp3GVOzH+ThrXxmt+tA9IWXFHX6+j/f3tnGhzHdR/435vpuQEMMLiIkwBIEDwlUbJIyZYlJZYUyYljb1zxyklsb5KqbHbj3WS3spv17od1pWqrcnmr7A+7cVxyJU5iy3Zsr4/Y8aHDtmRRokRSBw+QxEXivgYzmHt6+u2HmQbeAN0Y0CQwENG/KhVHje7Xr//9Xvfr/5m/sSHydlggbTYyzpV1odfYL34aPVlONkQ5s2C/8Hg8cC/3+Pq55J3ktcAIHW77HCxtY358aReZYAF/yo0nJ8h77RdzBZfBK01jHFlq49jyXjTc/FS7aLnvaCrEvfWLNHqsHyIpd1H74M0sbLhA0gTrQqRvBqnr5AbfoDA3DUhEQxPu/qMsZCovegx/MazcY9x+pT22C80weP+1axxdijGtuflMY4RBn68slcBGHD06DkjOn7+TujoXCwsHiUb7aGubI5urXJbIDiEM9u0f5uDAVdxagSuXO3nzzR5yP4f502cUSPh8FNzVr6w1nx6ntbZ3y9rvvniOa4eOc7lrP3dd/Xk8yCoz0tzOs0fvA6BxaZ7WUXufxa3Ar4V4cP+/Zn/zcQZnX+aF0X+ivr5yLqyfhx2xQJJS2uYNUn+bKje7KueVzCYqplpfNYOobVmVtbCLjrNSk6pqY6voObuoPavSKHalV9ZWE197PWq/rCLXrGSrktfyuDIu0ul0xTIFZlu6rpd9kVtF86nXo8rUKprMrmKzVXV7O0w1dSKxGhGltmt17YFAgGQhSdaftc1N9O87r+LG4M9fb1gZe6oa2+/3E9B85KTO2cAYUpSb6FQ5NeZqaJ6sYyKyzFRDgncMtRFccDEbqRyhN9wSpXu5Hp8oVgpXx4DZr7+dHuDT4Zf5d3tHeJoj6663ScYYBhL+VpaWBle2q+a4mpoa/IUU0iUs8w2p5mVTTmpfVTmbf3ePDiKic8jWTpLBMIbXB7pkdHR0ZV9VJa4+A7ItB0BKOrxpvJ6in5x5r9S5ocrDKmeZXUSj+rtSaSK1DfUeW2EVnWVX6sccu3Ylk6yijVS3A9Xspt6f+fl5PIbBb167zkAux7dra/iOx0OheIKV61Qrovf29uJyFYhE4vT1JagLzxAOz7K4sI+amu6V6zEMjenpbqB4HWsjIaH8/qw1LTU0TNC371WCwTiTkxGef66ZaNQPlNcTNNu1y4dj3p+0x0sgs4zH47F9d6hYaZjt9jVlapXXC1bHnnmNy/oMXXWHaarfQ0ZP2JoXTSqZqFWTUyqVQqRSRMaucrmrn7uvXcEtjRXTqp1JUS0JYnUuc3tG8/DswD2MdfZSMz/DoZ98j9qFWYbHVutJqmPfqvSXnSnS6hm+vqSY4FjHAzx88EN4NT9nJr/HhbkX8Pm89PT0rOzbWUoEaveeUa+tUkDRjlggOexMpJDraq/tFvSATqIjgZayniL31MzycEuMz17dw3jKfpK9oY9w2NdNd76REa91vqJgzsOdk3vIeHSGW6MUXJK8u8DA9QiRuJ9LezcORW1N1OBBY9AzZbvPTC7AV2Z6+EjbMG8lxnhLLy/cWl+IIgp50uGNC7q6kbikJJBNkfbeXMkGEZ3DFZ3DaOtGtvdgJG4sf0u2vhdPchrvDTppO4DXMPg3E5P05nL8Q32Yl4NBChaLRxUhDN77yy8QCBQXBclkPdPT/cxMv+OW9MnjSXDk6DNEIpOkUnU8//wdTE02Eo1uPP4rkdY0/Pn8pkqibDXRXNFHpznUzfXYhS05R/ubp3mrp5/h1k76p69VPmATjEZa+XH/XaQ9Xo5dOkfjCz/CtY3FZ5trO3nsyMfoaNjP9cVBfvDWF/BtjdKoDGeB5GCLR/dgeN/+5ROklCSTSVwu16ZqxEm3ZPrkNIbboP10O6zxffUJnd/Zc5HhhI+nrzUB63MgmYRE8Ys1J6xNdYG8hxOT3QjgTMckhdKH1EjLEi3xEM2xIEuLWcZq7F9eZuqAoNw4od83Z7t5sH6GDwZPcTneTg5FC4eBb3mcTIUF0oLwECJPa2yGvEsj5gsR94UwbjQBXi6L+/pVjGAtsm3jc1phuL1ka9upnXwF6irv77CKV9f53fEJujIZ/ra+nteCm1vo+vw5AoEcg4N7iS7eh66vz9N2M0Qil4lEJhkevpvJiYNMTdov+G+ElObGLSUeCw31dhPLzlAw9C1dINVfHyGcjHO+az/7b3KBlHFrPHvgOIN7uokkYjx46kdE4otMb9PiyOP2cV/v+zje9Ytk9BT//PrneGuiWAapI9xR4eibZ8cskOzSiluVArGbkKYqUU1spWKVdMtOzWel0lbV2VZVo9U+BGwKIlY6r6qeVc1WJlZmKPU4tS079eGqKtxazuZ2TdfQa3QymUxZNIVVpEgwGKRQKKxL+mmlUrXrl2pyWumDIg9VLa+2YY4HVeam6rtQKDA+Pk4mk0HX9RX52ZlIJZLcIzmy9VnaXm7Dl/CR86yaJhKJBG2hZZq9GT57IcJirFzrsTaR50kOEpUJZvzLaEIrO69IFnh37DBuKfhp81Xi+QyUglKiriiXIm7uL/TQOxHmevs8Kc/6JKQAs/5loiQ4kuti0JgoG6fmb9MM8e3pVj7eO0yTMceo3lQ+duPXWOx+CJe3FpGJlR1vXnsCSNTXU2fkaNQzNKVj1KXjDGq1FEKrppKVRI5WpkEpcY0OgpRkO/pIlZLHqYkK1WSIahumycfbdRRcblpl1LIyvF35CtXMZCatU6/RytyqtrGZxYDZX/W8VsdZmfFhvdlEbRPK559V0kE7k4ZpqvyNkVG6Mhmeqg9zSgAWiSDb2toAaGlZ9SMaOFBqS/bh80VWsmJXcm1QTWjmGLCOZirO3/HrHeRyq3PVzqxpFUFm5V8oSxG4nnTa1hSm3h81qtLEzm3A7Jvdu8Pq2bSYnqQ51L3uHGbf7Qppq+cwf9uVqDkwconTR09wLVhHoGT2UseVleuDeh+jmSxX2/Zybu8Aaa+fQ5fOcfjiWaLzc0wD169fX72eCskW7Xw+VZmYMjPnokAw0HYvjx79LeoCEc6OPcvzl76KL6itzHfVlKyagq0ioNVxY5eM14ods0By2Hl4dA/SK4umtgqYA22zEWLbxezsLJlMhoaGhrLwaDv0O3UKBwpELkQITVuXjxhK1jCb9fFoe4qvjtirL7pookWEeUa+vi6fnc/QeDh+CJ/08FzdRZIeCw2TgLORcR6eOsBd8x28tGfEOkpNwBvuMR4qHKFDRnh1g+t7V2SBhUKQMX198cZAvOhLIFsHEGOv2LYhhSDm9hFz+/Dls+wvJOgtJJmUIWQlB24p8UyN4k7GyXb0In3+lRf0jRAPtiMMnZrMLLC1ZU9uN5qyWc75fZz1+6GCWa2I5PDhMfoPjJBMNhCLtbMVuWBFKaeXlLfOmbo9meThqSlma2pY9vm4OaPwrWEueY0DTSe3rHAtQN/4MG/038GPTj7C0OIMx6ZH6Usvb5hWUwLTNfW81dLFYOMeCm6Npvgi97/0QyLRjYtB3yqC3lru7H6Iu/f+IvWhFqZjY3zt9KeZjo8A4GMb7GoKO2KBJKUsW3XbpRu3SsWurhbNlbB6TCXHarucSypmG6oWxS73kbkyt3Mctvq6tEtcaPUlo+5rpdVRt9k5vlvlTFKv3WzLV1Khu8PuMv9IK62Qpmnouo4QouxrzM5pvBLmNVdyDodVOVk5ISYSCTRNw+PxlDkQqtqKla/0TgPjfgP3kJv6wXpkyQFLlam57/+biPB7fVPsDWWZKaxOWjXXzHFXHxmZZ0ibISxWC3l6DDcPLQ0QKnh5JnSeWeLoS/q66zV5USvwC9mj9EQbuFw7u+Joqu57oTDKCfo5qnfxT8p9Nb8KC4UCXf40x8MxvhE/Rl43AKPcWT01hzuXpNB1HEoLJPWr0oxsUr+mPR4POQ2OBaA5vcS0rw5KuabU+wCQTiZois/hyaaIBcNEcxJmZ1e+GtV7omp11K/kSHMLsw13sFB/iBZjkZ6ujooaJPX+WeW0Uq/RTptrtmdXSFTtoykfq/IzUJ4bx8TueWKe1y7Xj6pdMR2y7cr3mNeZdLkIWGhoVU1PU1MTAG1tDRw+8jItLRMszO9jdPTdCOEpk6MpE/V4u2eAVb9WryWBYbjQdS9CiLKcV1bHmdepyk7VCLToOh8eGiLp0fjmHccwlHEJ5fdPLbSr5l9ae41Q/qy0yo9lNfZUOU8tDHO45QFqtCaiS6sRYFbabRXV4d6UtXr/1WCGyeEh7pj9HFNH72H8yHGGm+6nLhFj/+ggfdeHCCkrJd3nZ6htLxd77yQWjqDl8+y5cp7OwTeoW5glm81ipn80x5Bd4JA6lyrlslPHdGttD/f2PcaRzvvR3B5G587zkytf48rsGaQ0VnJwmZpNKM/Lpd5X817ZrSPsiqVbsSMWSA47k9p08cWTjWShQuJX88FkZwKsBoZhkEwmyybwRsi7JCIl8D/nRzRurAn57lQjv90zxQd7EvyfIeuvmiVS7KWFA7KdeZmhJVdHWy5Me64ev+HhueAFZrW45bEqQ64Z+gMdHIq3MeNbtixSMEA7AbwsbZD2+5daZ8kbghdSfZZ/F0DdzFmiXQ8gG7oQ0euW+61lVofRrKSHNBmXhyXv+uKxLsOgNT6PP59hsSZCPHjjX4LZhl4u7X0fWV897YUZ7shfuuE2HCDpdlGziXI7APv3v05z8wSXB48Ti93DZkt7/DwEgpPE4w1wC8rY1ObzfHhoGAPBl/r7yduYTqvBbKKoqW0OdXJ9futC5P2JOL2nnuPOK28y2b2PawN3cuboCV4/dDd9k6N0zk1yrbWT0T3dFNwaDdF57jn7It3jQyTmKhXAvnk0t5ejHe/knt5H2BPuIZNPcWbsWc6MPsP88sSmn9tb2sdqd8Bh51KbqkXognRjGleFh5YQYkWLZBiGbRqD7SSZTCKl3FRtOIlEdki0MQ2hV34JLOU1UrqLoGZvUjzlukyDUcODxmHkPLhxoVNg1rvM6cAIU2wcDr6CgHP14zRmQ9wb3cvrtTNkvKsvuLqMjxPs5xpz/Az7RYPfZZA1XCwb9n404ZmzRFuOYxx+AveLf7O5/gFDOUlT0M+ebBy3NBDCwHC5yMliqYeWxAIeQ2eurpmk/8ZMYgVfHYm+95DZcwxvLs6+6//CseatM0/c7iTdblo3mQsskw0iBExN7yUY2LrFkde7SDA4zeTksZtqxyUlHakUvzIxSUDX+YeBAaJ+/44ywiZzMQyjQMi3PWkr3UaBrtHLHJqfZDEc4creAYY7e7nStR9Nz7N/aoyB8WH8U5v7ILoV+D0hnjzxX2kN72UmNsa3z/wNb157AUPsnA9s2CELJMMwbM1bVupkdZtVZXlV1auqSdXjTLWverydatPKyczOwdkqz5GVOc0qffvatkxVoJVznt051G2qKlHNz2N1XrscQ/5FP5mmDGGP9Re/6jivaRrxeBzDMFbOZ5WvSD2Xen+sHBbtVLJWOWTU41OpFNPT07hcLrLZLLlczrIqNZTUs43gCrjwzHjQNK1MVW9l3mj05gh7DYYS5YsNtb/JdJJv8RLvcd+F7pOMuxaIhbIYpk+X8iwoFAr0MUZEn6GWFDk8vKi9a+XveVeB05Ex7l/o4+RYJxc657kuiiapmmQtblx8N/0KyzJlaVo1DIORpJ/37SkQMpZZKqw3exTvlUQb+jH64feitewjPbG64DJNUlYVyAGGhY9+8rTkEpBbH7J/SfqIxZIQS1qaisvMw3qBfEMv6c57yTUPgDSon3iJk7VLuMMGTU2rRTnVPphmLSsz1dpzmOMmYZNewCq/jt38sjKp27kCmH0sq/RuMfbXns+kkqOxnUOqSa1eQJbOafccM8+7vLwHeJPGyCLZ7KrMrUpV2D2bVKyej7qu09zyGlK6mZ3pX1czUTVVqnLy+/0IKWnL5uhLJdmXTNKTSuMzDPJC8NX+fmZqQmU6L7vySlbPXTusAgDsXCbMdlXzmNfrIZWPU+uPWJZ4Utu/kZyAqllafa6aprdiH0Zpff0Me2pqibe2E54aR2QzRLE3N6nzwJSNnYzU0idWz2XDMPBpQT507x/TWNPG0y/9FZenX8Pn8+H2umhpXDWbWZl81W12OaKsPojVeaD23c4MbrIjFkgOO5fAQoDFg4sYvmJtso3YSY7auq6TSCQIh8O2C98ySgmutZnNTYneUHHyX41vrLrPofO9wqsrC8yAsHYT7WKSj/B1hHL6n3E/UtHcLfiSPNcyyDuX9nPHWAu+erganl9xojcqVAgfTRXP3emJWy6QTLSRF9H3PUR+4DGY2LwZqyBcXNJq0ZC4kWhSIgo6reSJ4yZGZa2P4faR3nMnyba7KYSaELkk9VOnqZ19HU9uGffBg5vuj8N6WrI5BlIpvhlcbwZdj6SpsWhbF5sI1Ph58XpnqK09z1L0JPl8ZTdql5Tct7zMwfl5+pIpgqWFw5zXy7lwHUOhECPBICK8c/M/pPIxQp7q9c+Ty9J4vej4vJ06G6/bz5P3/Rda6rr48qlPcXXmXOWDqoizQHLYkJrpGhYPLZLpyxC8uPFD1fwCCW7q4bu1mCHc4XC4LGTcDtElkAmJK74502BPsPiFNrx8874NmszzAb7PEnX8dfYDHHdf5nHtFIe4ygUOlO2b1HKc2TfNwEQjB5daqc8GWPAXv4JEBf8Qc4HU4YnzVqbVdj+hZ9GGnkc//MvQ2AMLo5u/GCHQEehAVoBuwJL5mKmQO0X3hVm86yMU/PVoS9epPf91fLMXqAvthNij24MHlqLkheDHgcr+HYcPj9HVPcLERD/z811Y1FK9Jeh6HYVCEH/gGog+qBDF9shSjMeXlohqGhdqaxkOhRgJBYmv0RxYx6DuDJL5GI2Brc/js5PwuL186MQf017fx9de/cyOXxzBDlkgFQqFMg98tVqyVb4bFbuoEqtjVHWk+VvVdthFqZn7qG1V8muxU6+b/VVVuqo5QFUbmmZAVT2rtqv+NvurblPVkaqK0dxXVcOqqsYyM0Lch3/RT3ogjfaGhkCU7WuaXSKRiG0kztprs1OZq1ipctXfVpFLqnklGo3i8/lIpVIr0Vd2phTDMHC5XYicWFlk2OXHMO9fTzDFfMZNNOfG77d+oKtmVHO8qepqcwz8Qu4ZGlnii57fIG008BL38g55iQfEaS7QD5RH3ywlYrxcF6NDr+V4spuWdPE+Z5JpEkbCMvpGSkk8rzGf9dDhiVmOQ1O+fr8f3+RrxPY/jOvoE4gXir5IVmYTNTJQncOV5urasVLw1bF4/LeQbh/hV5+iLltyEvVqZflOTFW72m9VzmZ/1NwslTSIuo3DslVOJNWMMac4slrlBrPKaabuq16DXU4kc8yq51VR57j5W40aU8eCjC5xdyzOS4EAk6V21WtUr+HgoWnuvGuEhfn9TE48RDAoysrOqJhj086MYZeXafV6fczNvoc9bd9mb/cVJiePAqvPsjIzUz7PfctxLvp9/H1PDyhRs17sXRusogHV8arK0Xy22OWyU59fZhvqudT7bspXbb+xsRHpzhHyhsv2NeVoV9pIrY9nlSNK/a3ua34gWuWjUn+rbhhq/isrmar3RD1O7a8asa25PPzaiT+kM3KA75z7LCMLb6zMZbUNNUrN6r1nFwmtjj2rHFF2uQTt5r5J9T1pHXY84ZEwRthAb7cfTGaGaiFEVQvWSimZmZlBCFE2wSoeNyUREYHh25zz6oHaFFcqmNc2Q1dhjHfop3nNfQ/X3MWM0hIXL8q7aWeWXmwcJwVcCczwbPgi2VKW7kpyb/dn8LsN/K7KpTlEIYdv/FVoO4L0rV+M3koKvjqixz+K1PzUnf0CnqVbUx7BoZwH0yk8wLOhjTW8Bw8ucfz4RSYnmxkZeYitjFwzSSQOkkjsp6v7LH6/fWTnsXSa+oLBT2tqYIcXxt6IdGEZt8uDT6u+tn2rcQk3v37yP9HbfITvvfEUl6btc6ztNJwFkkNFaiZrEGlB7pB1hldY/QKudvRaNpsllUoRCARurC+lqgaFprcst7IAAAjRSURBVMoW+QZPnv01GV6dv7kwVI/M8UTuO0RFA89rD5f97XUOkSDIA5zesI15T4LvN7zFN+MvEi1YZ5AHqHHr/K/DVzAkfHVxfbFaK7yT58Dlhr23ptaWFbq3luhdH8XwBKk7+/d44pNbdq7djJCSB1Np3vB5mdkgH1nfvjiPPjbB7GyEl0/deUuTNlboIXOzjyKli337X8SuCOTBTJasEJzfASHgN0NGL2rwanz1FfZ8e+MSbj544j/Sv+c4/3zuKc5P/qzaXbohdoSJTUpZpgZX1cKq2cwqYkDFysykHm+VOMquLfXlan6Z21VUt6rIrKoCK6WIV80nVupbu4roVip8q0i9tViZmuwiZ9xuN27cMAt6SCedTpf112wrl8uhaRqpVKrM5KH218qcZuevZMpJVQurGiFVW2KeLxaLrahM5+bmVu7t8PAwYK9Sb2howJAGC3KB4P4gLbSUmXnVsbm8vMy9TcV2Xlmowe12295rq0g7VR5PeH5KWC7x5cDH8AYbWKuPOpW5m0d4gTZmieZXXwimHFXz1pW5K5bnDQaDaELyycND7PFn+cSlI8z4glBy6FbV+ea9WDWl5EjGxmHfO6mbPbtybXZmCvW8pknRLmGqEIKCt5bYkScxvCGaz3+Z9joBdUVveVX+qmnHKmmrGjljykT9u2q+qpTEzy7ZoXkd6vFWpmZYlaNqelDHqzkv1Xlt11/TZKGe187sbI4L1cxhyqY1m6XOMHg+l2dubm7lXql9HBjw8Ohj4ywu1nL1ymM0NXls5aFijunNJA+0Mneazxspw8xMP0hH5zPs7bnG3FzDumPmk0l8ySQdXi/50vNAPa+6r5UpRZVNY2Pjur+r11OW5FR5J1mVHbGLlDRR738oFEJoxbYbalpIFormYPO5apWYFsrnl9melRlf7ReslgVRj1fN1vv27QPKEy+qMrVKgpnJZHALD5rwYaQ1fO4gXneQjmCEgKcGv6eG481+Gmvaaa/v47nBp7m6+GrZOdSxZc4J1XVC3ddKzupvK3O4XQR7pehuFbETIo6EEMvAYLX7scNoArYnv/vbA0ce5TjyKMeRx3ocmZTjyKMcRx5F9kopm63+sCM0SMCglHLr9PhvQ4QQrzoyWcWRRzmOPMpx5LEeRyblOPIox5FHZRwfJAcHBwcHBweHNTgLJAcHBwcHBweHNeyUBdLmiz7tHhyZlOPIoxxHHuU48liPI5NyHHmU48ijAjvCSdvBwcHBwcHBYSexUzRIDg4ODg4ODg47hqovkIQQjwshBoUQV4UQ/63a/dluhBBdQojnhBAXhRDnhRB/WNr+SSHEhBDiXOm/91a7r9uFEGJUCPFm6bpfLW2LCCF+KIS4Uvq3oVI7twtCiAFlHJwTQsSFEH+0m8aIEOLzQohZIcRbyjbLMSGKfKb0THlDCHF39Xq+NdjI4y+FEJdK1/wNIUR9aXuPECKtjJO/rl7Ptw4bmdjOESHEJ0pjZFAI8UvV6fXWYSOPLyuyGBVCnCtt3xVj5EapqolNCOEGLgOPAuPAaeDDUsoLVevUNiOEaAPapJRnhBC1wGvAB4APAQkp5V9VtYNVQAgxCrxDSjmvbPsLYFFK+WelhXSDlPJPqtXHalGaMxPASeC32SVjRAjxIJAAviClPFraZjkmSi/B/wC8l6KcPi2lPFmtvm8FNvJ4DHhWSqkLIf4coCSPHuA75n63KzYy+SQWc0QIcRj4EnACaAd+BByQUm5ncfstxUoea/7+KSAmpfzT3TJGbpRqa5BOAFellMNSyhzwNPD+KvdpW5FSTkkpz5R+LwMXgd1V5nlzvB/4u9Lvv6O4iNyNvAcYklKOVbsj24mU8ifA4prNdmPi/RRfClJKeQqoL32I3DZYyUNK+QMppZn++RTQue0dqyI2Y8SO9wNPSymzUsoR4CrF99Ftw0byEMVU3B+iuEh0sKHaC6QOKKvGOc4uXhyUVvHHgZdLmz5eUpd/fjeZlCgWYvqBEOI1IcTvlba1SimnoLioBFpsj769eZLyh9puHSNgPyac5wr8DvA95f97hRBnhRA/FkK8u1qdqhJWc2S3j5F3AzNSyivKtt08Riyp9gLJqhzzrgyrE0LUAF8D/khKGQf+L7APuItiKdVPVbF72827pJR3A08Af1BSFe96hBBe4FeBr5Y27eYxshG7+rkihPgfgA78Y2nTFNAtpTwO/Gfgi0KIjYtQ3T7YzZFdPUaAD1P+obWbx4gt1V4gjQNdyv93AruunLcQwkNxcfSPUsqvA0gpZ6SUBSmlAXyO20z9uxFSysnSv7PANyhe+4xpJin9O1u9HlaNJ4AzUsoZ2N1jpITdmNi1zxUhxMeAXwF+U5YcTEtmpIXS79eAIeBA9Xq5fWwwR3bzGNGAXwO+bG7bzWNkI6q9QDoN9Ashektfx08C36pyn7aVki34KeCilPJ/K9tVn4l/Bby19tjbESFEqOSsjhAiBDxG8dq/BXystNvHgG9Wp4dVpeyrb7eOEQW7MfEt4KOlaLb7KDqiTlWjg9uJEOJx4E+AX5VSppTtzSXnfoQQfUA/MFydXm4vG8yRbwFPCiF8QoheijJ5Zbv7VyUeAS5JKcfNDbt5jGxEVYvVlqItPg58H3ADn5dSnq9mn6rAu4CPAG+aIZfAfwc+LIS4i6LadxT4t9Xp3rbTCnyjuG5EA74opfwXIcRp4CtCiN8FrgG/XsU+bjtCiCDFaE91HPzFbhkjQogvAQ8DTUKIceB/An+G9Zj4LsUItqtAimK0322FjTw+AfiAH5bmzykp5e8DDwJ/KoTQgQLw+1LKzTozv22wkcnDVnNESnleCPEV4AJFc+Qf3E4RbGAtDynlU6z3Y4RdMkZuFCeTtoODg4ODg4PDGqptYnNwcHBwcHBw2HE4CyQHBwcHBwcHhzU4CyQHBwcHBwcHhzU4CyQHBwcHBwcHhzU4CyQHBwcHBwcHhzU4CyQHBwcHBwcHhzU4CyQHBwcHBwcHhzU4CyQHBwcHBwcHhzX8f8c/tZg2AS3KAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "draw_segmentations(vol, helper,layer=9)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/NerveSegmentation2D.ipynb b/notebooks/NerveSegmentation2D.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..80357648f64de57ee9a437a077b9efd7920436bd --- /dev/null +++ b/notebooks/NerveSegmentation2D.ipynb @@ -0,0 +1,609 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2D Nerve Surface Segmentation " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Add Proper References Here**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Load modules\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from skimage.io import imread" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The objects (nerves) in the image have two different sizes which need to be handled differently. With small nerves marked in red an large in blue." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of objects: 25\n" + ] + } + ], + "source": [ + "# Load data\n", + "in_dir = 'data/'\n", + "data = imread(in_dir+'nerves2D.png').astype(np.int32)\n", + "\n", + "# Get centers\n", + "path = in_dir+'nerveCenters.png'\n", + "centers = imread(path)[...,0]\n", + "\n", + "centers_small = np.transpose(np.where(centers==1))\n", + "centers_large = np.transpose(np.where(centers==2))\n", + "\n", + "\n", + "# Show image with centers.\n", + "plt.imshow(data, cmap='gray')\n", + "plt.scatter(centers_small[..., 1], centers_small[..., 0], color='red', s=6)\n", + "plt.scatter(centers_large[..., 1], centers_large[..., 0], color='blue', s=6)\n", + "plt.show()\n", + "\n", + "print(f'Number of objects: {len(centers_small)+len(centers_large)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Unfolding\n", + "To detect the objects (nerves) using layered surface detection, we first need to unfold the nerves using a radial resampling." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.ndimage.interpolation import map_coordinates\n", + "\n", + "def unfold_image(img, center, max_dists=None, r_min=1, r_max=20, angles=30, steps=15):\n", + " \"\"\" Unfolds around a point in an image with radial resampling \"\"\"\n", + " # Sampling angles and radii.\n", + " angles = np.linspace(0, 2*np.pi, angles, endpoint=False)\n", + " distances = np.linspace(r_min, r_max, steps, endpoint=True)\n", + " \n", + " if max_dists is not None:\n", + " max_dists.append(np.max(distances))\n", + " \n", + " # Get angles.\n", + " angles_cos = np.cos(angles)\n", + " angles_sin = np.sin(angles)\n", + " \n", + " # Calculate points positions.\n", + " x_pos = center[0] + np.outer(angles_cos, distances)\n", + " y_pos = center[1] + np.outer(angles_sin, distances)\n", + " \n", + " # Create list of sampling points.\n", + " sampling_points = np.array([x_pos, y_pos]).transpose()\n", + " sampling_shape = sampling_points.shape\n", + " sampling_points_flat = sampling_points.reshape((-1, 2))\n", + " \n", + " # Sample from image.\n", + " samples = map_coordinates(img, sampling_points_flat.transpose(), mode='nearest')\n", + " samples = samples.reshape(sampling_shape[:2])\n", + " \n", + " return samples, sampling_points" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have a function for unfolding image data, let's test it. The result should be an unfolded image, for which we can use layer detection." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 936x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "samples, sample_points = unfold_image(data, centers_small[4],r_max=35,angles=30,steps=30)\n", + "\n", + "plt.figure(figsize=(13, 5))\n", + "ax = plt.subplot(1, 3, 1, title='Sample positions in data')\n", + "ax.imshow(data, cmap='gray')\n", + "ax.scatter(sample_points[..., 1], sample_points[..., 0], s=2, color='red')\n", + "ax = plt.subplot(1, 3, 2, title='Sample positions and intensities')\n", + "ax.scatter(sample_points[..., 1], sample_points[..., 0], c=samples, cmap='gray')\n", + "ax = plt.subplot(1, 3, 3, title='Unfolded image')\n", + "ax.imshow(samples, cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detect layers in object\n", + "Now that we can unfold the nerves, we can try to use graph cut based layer detection.\n", + "\n", + "Since we want to separate the inner and outer part of the nerve, we will detect two layers per nerve. We will use the gradient image for this." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x360 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from slgbuilder import GraphObject,MaxflowBuilder\n", + "\n", + "# Create gradient-based objects.\n", + "diff_samples = np.diff(samples, axis=0)\n", + "outer_nerve = GraphObject(255 - diff_samples)\n", + "inner_nerve = GraphObject(diff_samples)\n", + "\n", + "f,ax = plt.subplots(1,2,figsize=(10,5))\n", + "ax[0].imshow(outer_nerve.data, cmap='gray')\n", + "ax[0].set_title('Outer never data')\n", + "ax[1].imshow(inner_nerve.data, cmap='gray')\n", + "ax[1].set_title('Inner never data')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The surface will be detected where the data pixel intensity in the images are low. This corresponds well with the data for the outer and inner nerves shown above.\n", + "\n", + "Let's detect the layers. We apply boundary cost, smoothness and containment constraints. Here we set both ```min_margin``` and ```max_margin``` constraints for our containment. Then we use ```maxflow``` to find the optimal solution." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 4754\n" + ] + } + ], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_objects([outer_nerve, inner_nerve])\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness(delta=2)\n", + "helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n", + "\n", + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can then get the segmentations and the segmentation lines from the *GraphObject*" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "segmentations = [helper.get_labels(o).astype(np.int32) for o in helper.objects]\n", + "segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations]\n", + "\n", + "# Draw segmentation\n", + "f,ax = plt.subplots(1,3,figsize = (10,10))\n", + "ax[0].imshow(samples, cmap='gray')\n", + "ax[1].imshow(np.sum(segmentations,axis=0))\n", + "ax[2].imshow(samples, cmap='gray')\n", + "for line in segmentation_lines:\n", + " ax[2].plot(line)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detecting multiple objects\n", + "In the image data here we have marked 25 different nerves that we would like to segment. We could segment each of these individually, the same way we segmented the single nerve above. To get a better segmentation the large nerves will need to be samples with slightly different parameters than the smaller ones. Although it is not the most memory efficient way of segmenting the objects, we could just add all the object to the graph at once and get a segmentation for each object." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Lists for storing nerve objects.\n", + "nerve_samples = []\n", + "outer_nerves = []\n", + "inner_nerves = []\n", + "\n", + "# For each center, create an inner and outer never.\n", + "for center in centers_small:\n", + " samples, sample_points = unfold_image(data, center,r_max=35,angles=40,steps=30)\n", + " nerve_samples.append(samples)\n", + " \n", + " # Create outer and inner nerve objects.\n", + " diff_samples = np.diff(samples, axis=0)\n", + " diff_sample_points = sample_points[:-1]\n", + " \n", + "\n", + " outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n", + " inner_nerves.append(GraphObject(diff_samples, diff_sample_points))\n", + "for center in centers_large:\n", + " samples, sample_points = unfold_image(data, center,r_max=60,angles=40,steps=30)\n", + " nerve_samples.append(samples)\n", + " \n", + " # Create outer and inner nerve objects.\n", + " diff_samples = np.diff(samples, axis=0)\n", + " diff_sample_points = sample_points[:-1]\n", + " \n", + "\n", + " outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n", + " inner_nerves.append(GraphObject(diff_samples, diff_sample_points))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we also add the sample positions to the ```GraphObject```s as they are needed to draw the sementations on the nerve image." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 212430\n" + ] + } + ], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_objects(outer_nerves + inner_nerves)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness(delta=2)\n", + "\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n", + " \n", + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 25 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Get segmentations.\n", + "segmentations = []\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " segmentations.append(helper.get_labels(outer_nerve))\n", + " segmentations.append(helper.get_labels(inner_nerve))\n", + "\n", + "segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations]\n", + "\n", + "# Draw segmentations.\n", + "plt.figure(figsize=(15, 5))\n", + "for i, samples in enumerate(nerve_samples):\n", + " ax = plt.subplot(3, len(nerve_samples) // 3 + 1, i + 1)\n", + " ax.imshow(samples, cmap='gray')\n", + " \n", + " ax.plot(segmentation_lines[2*i])\n", + " ax.plot(segmentation_lines[2*i + 1])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While most of the segmentations went well, if we look closely we see that some don't look right. If we draw the lines on the original image, we see the problem." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def draw_segmentations(data, helper):\n", + " \"\"\"Draw all segmentations for objects in the helper on top of the data.\"\"\"\n", + " \n", + " # Create figure.\n", + " plt.figure(figsize=(10, 10))\n", + " plt.imshow(data, cmap='gray')\n", + " plt.xlim([0, data.shape[1]-1])\n", + " plt.ylim([data.shape[0]-1, 0])\n", + "\n", + " # Draw segmentation lines.\n", + " for i, obj in enumerate(helper.objects):\n", + "\n", + " # Get segmentation.\n", + " segment = helper.get_labels(obj)\n", + "\n", + " # Create line.\n", + " line = np.count_nonzero(segment, axis=0)\n", + "\n", + " # Get actual points.\n", + " point_indices = tuple(np.asarray([line - 1, np.arange(len(line))]))\n", + " points = obj.sample_points[point_indices]\n", + " # Close line.\n", + " points = np.append(points, points[:1], axis=0)\n", + "\n", + " # Plot points.\n", + " plt.plot(points[..., 1], points[..., 0])\n", + "\n", + " plt.show()\n", + " \n", + "draw_segmentations(data, helper)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<!-- Some of the objects' segmentation are overlapping -->" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of the objects' segmentation are overlapping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multi-object exclusion\n", + "To overcome the issue of overlapping segments, we can add exclusion contraints between all outer nerves. However, exclusion is a so-called *nonsubmodular* energy term, which means it cannot be represented as a single edge in our graph. Luckily there's an algorithm called *QPBO* (Qudratic Pseudo-Boolean Optimization) that can help us. \n", + "\n", + "QPBO creates creates a complementary graph, alongside the original graph. The complementary graph is inverted, meaning that is has the exact same edges as the original graph, except they are reversed. This means that the graph size is doubled, which makes computation slower and uses more memory. The benefit of QPBO is that we can now add nonsubmodular energies such as exclusion. \n", + "\n", + "The ```graphhelper``` module contains a ```QPBOHelper``` class, which is very similar to the ```GraphHelper``` we've been using so far. The main difference is that it has functions for adding exclusion. One of these is ```add_layered_exclusion``` which we will now use. We will be using the ```GraphObject```s created earlier." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Two times maximum flow/minimum energy: 424860\n", + "QPBO flow is exactly twice the Maxflow flow.\n" + ] + } + ], + "source": [ + "from slgbuilder import QPBOBuilder\n", + "\n", + "helper = QPBOBuilder()\n", + "helper.add_objects(outer_nerves + inner_nerves)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness(delta=2)\n", + "\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n", + " \n", + "twice_flow = helper.solve()\n", + "print('Two times maximum flow/minimum energy:', twice_flow)\n", + "\n", + "if 2*flow == twice_flow:\n", + " print('QPBO flow is exactly twice the Maxflow flow.')\n", + "else:\n", + " print('Something is wrong...')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that the ```QPBOHelper``` energy/flow is exactly twice the flow computed by ```GraphHelper``` for a similar problem, which is what we expect, since we double the number of nodes and edges. This is because we have added exactly the same edges/energies on above. This of course also means that the segmentation is exactly the same, hence we haven't fixed the problem yet. \n", + "\n", + "To avoid the overlapping nerve segments, we add exclusion between all *outer* nerve objects using ```add_layered_exclusion``` and call ```solve``` again. Note that calculating the new maxflow/mincut only requires us to re-evaluate parts of the graph that were changed, potentially making the computation very fast." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Two times maximum flow/minimum energy: 425476\n" + ] + } + ], + "source": [ + "# Add exclusion constraints between all pairs of outer nerves.\n", + "for i in range(len(outer_nerves)):\n", + " for j in range(i + 1, len(outer_nerves)):\n", + " helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n", + " \n", + "twice_flow = helper.solve()\n", + "print('Two times maximum flow/minimum energy:', twice_flow)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that adding the new constraints has increased the energy. This makes sense, since our constraints are forcing a solution that is less optimal from the perspective of the data. However, our prior knowledge tells us that nerves cannot overlap, so even if the data suggest that they do, we know this is not the case, but rather because the data is inaccurate.\n", + "\n", + "Let's draw the segmentation results with exclusion inteactions." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "draw_segmentations(data, helper)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Which yields a better overall segmentation" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/NerveSegmentation2D.py b/notebooks/NerveSegmentation2D.py new file mode 100644 index 0000000000000000000000000000000000000000..187e118a5b275ba2de05176a3482d5e13ef47b16 --- /dev/null +++ b/notebooks/NerveSegmentation2D.py @@ -0,0 +1,251 @@ +""" +This script does the exact same as 'NerveSegmenetation2D.ipynb' +""" +import numpy as np +import matplotlib.pyplot as plt +from skimage.io import imread +from scipy.ndimage.interpolation import map_coordinates +from slgbuilder import GraphObject,MaxflowBuilder + +def draw_segmentations(data, helper): + """Draw all segmentations for objects in the helper on top of the data.""" + + # Create figure. + plt.figure(figsize=(10, 10)) + plt.imshow(data, cmap='gray') + plt.xlim([0, data.shape[1]-1]) + plt.ylim([data.shape[0]-1, 0]) + + # Draw segmentation lines. + for i, obj in enumerate(helper.objects): + + # Get segmentation. + segment = helper.get_labels(obj) + + # Create line. + line = np.count_nonzero(segment, axis=0) + + # Get actual points. + point_indices = tuple(np.asarray([line - 1, np.arange(len(line))])) + points = obj.sample_points[point_indices] + # Close line. + points = np.append(points, points[:1], axis=0) + + # Plot points. + plt.plot(points[..., 1], points[..., 0]) + + plt.show() + +def unfold_image(img, center, max_dists=None, r_min=1, r_max=20, angles=30, steps=15): + """ Unfolds around a point in an image with radial sampling """ + # Sampling angles and radii. + angles = np.linspace(0, 2*np.pi, angles, endpoint=False) + distances = np.linspace(r_min, r_max, steps, endpoint=True) + + if max_dists is not None: + max_dists.append(np.max(distances)) + + # Get angles. + angles_cos = np.cos(angles) + angles_sin = np.sin(angles) + + # Calculate points positions. + x_pos = center[0] + np.outer(angles_cos, distances) + y_pos = center[1] + np.outer(angles_sin, distances) + + # Create list of sampling points. + sampling_points = np.array([x_pos, y_pos]).transpose() + sampling_shape = sampling_points.shape + sampling_points_flat = sampling_points.reshape((-1, 2)) + + # Sample from image. + samples = map_coordinates(img, sampling_points_flat.transpose(), mode='nearest') + samples = samples.reshape(sampling_shape[:2]) + + return samples, sampling_points +#%% + +in_dir = 'data/' +data = imread(in_dir+'nerves2D.png').astype(np.int32) + +# Get centers +path = in_dir+'nerveCenters.png' +centers = imread(path)[:,:,0] + +centers_small = np.transpose(np.where(centers==1)) +centers_large = np.transpose(np.where(centers==2)) + + +# Show image with centers. +plt.imshow(data, cmap='gray') +plt.scatter(centers_small[..., 1], centers_small[..., 0], color='red', s=6) +plt.scatter(centers_large[..., 1], centers_large[..., 0], color='blue', s=6) +plt.show() + +print(f'Number of objects: {len(centers_small)+len(centers_large)}') + +#%% Example of radial unfolding + + + +samples, sample_points = unfold_image(data, centers_small[4],r_max=20,angles=30,steps=30) + +plt.figure(figsize=(13, 5)) +ax = plt.subplot(1, 3, 1, title='Sample positions in data') +ax.imshow(data, cmap='gray') +ax.scatter(sample_points[..., 1], sample_points[..., 0], s=2, color='red') +ax = plt.subplot(1, 3, 2, title='Sample positions and intensities') +ax.scatter(sample_points[..., 1], sample_points[..., 0], c=samples, cmap='gray') +ax = plt.subplot(1, 3, 3, title='Unfolded image') +ax.imshow(samples, cmap='gray') +plt.show() + +#%% Detect layers in object +# Create gradient-based objects. +diff_samples = np.diff(samples, axis=0) +outer_nerve = GraphObject(255 - diff_samples) +inner_nerve = GraphObject(diff_samples) + +f,ax = plt.subplots(1,2,figsize=(10,5)) +ax[0].imshow(outer_nerve.data, cmap='gray') +ax[0].set_title('Outer never data') +ax[1].imshow(inner_nerve.data, cmap='gray') +ax[1].set_title('Inner never data') +plt.show() + +#%% Segment one sample + +helper = MaxflowBuilder() +helper.add_objects([outer_nerve, inner_nerve]) +helper.add_layered_boundary_cost() +helper.add_layered_smoothness(delta=2) +helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6) + +flow = helper.solve() +print('Maximum flow/minimum energy:', flow) + +segmentations = [helper.get_labels(o).astype(np.int32) for o in helper.objects] +segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations] + + +f,ax = plt.subplots(1,3,figsize = (10,10)) +ax[0].imshow(samples, cmap='gray') +ax[1].imshow(np.sum(segmentations,axis=0)) +ax[2].imshow(samples, cmap='gray') +for line in segmentation_lines: + ax[2].plot(line) +plt.show() + +#%% Multiple object +# Lists for storing nerve objects. +nerve_samples = [] +outer_nerves = [] +inner_nerves = [] + +# For each center, create an inner and outer never. +for center in centers_small: + samples, sample_points = unfold_image(data, center,r_max=35,angles=40,steps=30) + nerve_samples.append(samples) + + # Create outer and inner nerve objects. + diff_samples = np.diff(samples, axis=0) + diff_sample_points = sample_points[:-1] + + + outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points)) + inner_nerves.append(GraphObject(diff_samples, diff_sample_points)) +for center in centers_large: + samples, sample_points = unfold_image(data, center,r_max=60,angles=40,steps=30) + nerve_samples.append(samples) + + # Create outer and inner nerve objects. + diff_samples = np.diff(samples, axis=0) + diff_sample_points = sample_points[:-1] + + + outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points)) + inner_nerves.append(GraphObject(diff_samples, diff_sample_points)) + +helper = MaxflowBuilder() +helper.add_objects(outer_nerves + inner_nerves) +helper.add_layered_boundary_cost() +helper.add_layered_smoothness(delta=2) + +for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves): + helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6) + +flow = helper.solve() +print('Maximum flow/minimum energy:', flow) + +# Get segmentations. +segmentations = [] +for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves): + segmentations.append(helper.get_labels(outer_nerve)) + segmentations.append(helper.get_labels(inner_nerve)) + +segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations] + +# Draw segmentations. +plt.figure(figsize=(15, 5)) +for i, samples in enumerate(nerve_samples): + ax = plt.subplot(3, len(nerve_samples) // 3 + 1, i + 1) + ax.imshow(samples, cmap='gray') + + ax.plot(segmentation_lines[2*i]) + ax.plot(segmentation_lines[2*i + 1]) + +plt.show() + +draw_segmentations(data, helper) + + +#%% Multi-object exclusion +from slgbuilder import QPBOBuilder + +helper = QPBOBuilder() +helper.add_objects(outer_nerves + inner_nerves) +helper.add_layered_boundary_cost() +helper.add_layered_smoothness(delta=2) + +for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves): + helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6) + +twice_flow = helper.solve() +print('Two times maximum flow/minimum energy:', twice_flow) + +if 2*flow == twice_flow: + print('QPBO flow is exactly twice the Maxflow flow.') +else: + print('Something is wrong...') + +# Add exclusion constraints between all pairs of outer nerves. +for i in range(len(outer_nerves)): + for j in range(i + 1, len(outer_nerves)): + helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3) + +twice_flow = helper.solve() +print('Two times maximum flow/minimum energy:', twice_flow) + +draw_segmentations(data, helper) + + +#%% Region cost + +# mu_inside = 90 +# mu_ring = 70 +# mu_outside = 90 +# beta = 0.1 + +# for samples, outer_nerve, inner_nerve in zip(nerve_samples, outer_nerves, inner_nerves): +# samples = samples[:-1] + +# inside_cost = np.abs(samples - mu_inside) * beta +# ring_cost = np.abs(samples - mu_ring) * beta +# outside_cost = np.abs(samples - mu_outside) * beta + +# helper.add_layered_region_cost(inner_nerve, ring_cost, inside_cost) +# helper.add_layered_region_cost(outer_nerve, outside_cost, ring_cost) + +# twice_flow = helper.solve() +# print('Two times maximum flow/minimum energy:', twice_flow) +# draw_segmentations(data, helper) diff --git a/notebooks/NerveSegmentation3D.ipynb b/notebooks/NerveSegmentation3D.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..ceda488cd49c41cc22a69ffe0a6ffc483e5a59e9 --- /dev/null +++ b/notebooks/NerveSegmentation3D.ipynb @@ -0,0 +1,1240 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3D Nerve Surface Segmentation " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Add Proper References Here**\n", + "\n", + "**NOTICE:** This notebook assumes you are familiar layered surface detection on tubular objects introduced in the *NerveSegmentation2D* notebook. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.image import imsave \n", + "from skimage.io import imread\n", + "from scipy.ndimage.interpolation import map_coordinates\n", + "\n", + "from qimtools import visualization, inspection, io\n", + "from slgbuilder import GraphObject,MaxflowBuilder" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The objects (nerves) in the volume have two different sizes which need to be handled differently. With small nerves marked in red an large in blue." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(200, 200, 10)\n" + ] + } + ], + "source": [ + "in_dir = 'data/'\n", + "Vol_path = os.path.join(in_dir, 'nerves3D.tiff')\n", + "\n", + "# Load the data\n", + "vol = io.Volume( Vol_path )\n", + "\n", + "# Convert the stack of 2D slices to a 3D volume\n", + "vol = vol.concatenate().astype(np.int32)\n", + "vol = np.transpose(vol,(1,2,0))\n", + "\n", + "print(vol.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support. ' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('<div/>');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n", + " 'ui-helper-clearfix\"/>');\n", + " var titletext = $(\n", + " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n", + " 'text-align: center; padding: 3px;\"/>');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('<div/>');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('<canvas/>');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('<canvas/>');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>');\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('<button/>');\n", + " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n", + " 'ui-button-icon-only');\n", + " button.attr('role', 'button');\n", + " button.attr('aria-disabled', 'false');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + "\n", + " var icon_img = $('<span/>');\n", + " icon_img.addClass('ui-button-icon-primary ui-icon');\n", + " icon_img.addClass(image);\n", + " icon_img.addClass('ui-corner-all');\n", + "\n", + " var tooltip_span = $('<span/>');\n", + " tooltip_span.addClass('ui-button-text');\n", + " tooltip_span.html(tooltip);\n", + "\n", + " button.append(icon_img);\n", + " button.append(tooltip_span);\n", + "\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " var fmt_picker_span = $('<span/>');\n", + "\n", + " var fmt_picker = $('<select/>');\n", + " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n", + " fmt_picker_span.append(fmt_picker);\n", + " nav_element.append(fmt_picker_span);\n", + " this.format_dropdown = fmt_picker[0];\n", + "\n", + " for (var ind in mpl.extensions) {\n", + " var fmt = mpl.extensions[ind];\n", + " var option = $(\n", + " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n", + " fmt_picker.append(option);\n", + " }\n", + "\n", + " // Add hover states to the ui-buttons\n", + " $( \".ui-button\" ).hover(\n", + " function() { $(this).addClass(\"ui-state-hover\");},\n", + " function() { $(this).removeClass(\"ui-state-hover\");}\n", + " );\n", + "\n", + " var status_bar = $('<span class=\"mpl-message\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "}\n", + "\n", + "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n", + " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", + " // which will in turn request a refresh of the image.\n", + " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n", + "}\n", + "\n", + "mpl.figure.prototype.send_message = function(type, properties) {\n", + " properties['type'] = type;\n", + " properties['figure_id'] = this.id;\n", + " this.ws.send(JSON.stringify(properties));\n", + "}\n", + "\n", + "mpl.figure.prototype.send_draw_message = function() {\n", + " if (!this.waiting) {\n", + " this.waiting = true;\n", + " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n", + " }\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " var format_dropdown = fig.format_dropdown;\n", + " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", + " fig.ondownload(fig, format);\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_resize = function(fig, msg) {\n", + " var size = msg['size'];\n", + " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n", + " fig._resize_canvas(size[0], size[1]);\n", + " fig.send_message(\"refresh\", {});\n", + " };\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n", + " var x0 = msg['x0'] / mpl.ratio;\n", + " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", + " var x1 = msg['x1'] / mpl.ratio;\n", + " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", + " x0 = Math.floor(x0) + 0.5;\n", + " y0 = Math.floor(y0) + 0.5;\n", + " x1 = Math.floor(x1) + 0.5;\n", + " y1 = Math.floor(y1) + 0.5;\n", + " var min_x = Math.min(x0, x1);\n", + " var min_y = Math.min(y0, y1);\n", + " var width = Math.abs(x1 - x0);\n", + " var height = Math.abs(y1 - y0);\n", + "\n", + " fig.rubberband_context.clearRect(\n", + " 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n", + "\n", + " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n", + " // Updates the figure title.\n", + " fig.header.textContent = msg['label'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n", + " var cursor = msg['cursor'];\n", + " switch(cursor)\n", + " {\n", + " case 0:\n", + " cursor = 'pointer';\n", + " break;\n", + " case 1:\n", + " cursor = 'default';\n", + " break;\n", + " case 2:\n", + " cursor = 'crosshair';\n", + " break;\n", + " case 3:\n", + " cursor = 'move';\n", + " break;\n", + " }\n", + " fig.rubberband_canvas.style.cursor = cursor;\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_message = function(fig, msg) {\n", + " fig.message.textContent = msg['message'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_draw = function(fig, msg) {\n", + " // Request the server to send over a new figure.\n", + " fig.send_draw_message();\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n", + " fig.image_mode = msg['mode'];\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Called whenever the canvas gets updated.\n", + " this.send_message(\"ack\", {});\n", + "}\n", + "\n", + "// A function to construct a web socket function for onmessage handling.\n", + "// Called in the figure constructor.\n", + "mpl.figure.prototype._make_on_message_function = function(fig) {\n", + " return function socket_on_message(evt) {\n", + " if (evt.data instanceof Blob) {\n", + " /* FIXME: We get \"Resource interpreted as Image but\n", + " * transferred with MIME type text/plain:\" errors on\n", + " * Chrome. But how to set the MIME type? It doesn't seem\n", + " * to be part of the websocket stream */\n", + " evt.data.type = \"image/png\";\n", + "\n", + " /* Free the memory for the previous frames */\n", + " if (fig.imageObj.src) {\n", + " (window.URL || window.webkitURL).revokeObjectURL(\n", + " fig.imageObj.src);\n", + " }\n", + "\n", + " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", + " evt.data);\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n", + " fig.imageObj.src = evt.data;\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + "\n", + " var msg = JSON.parse(evt.data);\n", + " var msg_type = msg['type'];\n", + "\n", + " // Call the \"handle_{type}\" callback, which takes\n", + " // the figure and JSON message as its only arguments.\n", + " try {\n", + " var callback = fig[\"handle_\" + msg_type];\n", + " } catch (e) {\n", + " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n", + " return;\n", + " }\n", + "\n", + " if (callback) {\n", + " try {\n", + " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", + " callback(fig, msg);\n", + " } catch (e) {\n", + " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n", + " }\n", + " }\n", + " };\n", + "}\n", + "\n", + "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", + "mpl.findpos = function(e) {\n", + " //this section is from http://www.quirksmode.org/js/events_properties.html\n", + " var targ;\n", + " if (!e)\n", + " e = window.event;\n", + " if (e.target)\n", + " targ = e.target;\n", + " else if (e.srcElement)\n", + " targ = e.srcElement;\n", + " if (targ.nodeType == 3) // defeat Safari bug\n", + " targ = targ.parentNode;\n", + "\n", + " // jQuery normalizes the pageX and pageY\n", + " // pageX,Y are the mouse positions relative to the document\n", + " // offset() returns the position of the element relative to the document\n", + " var x = e.pageX - $(targ).offset().left;\n", + " var y = e.pageY - $(targ).offset().top;\n", + "\n", + " return {\"x\": x, \"y\": y};\n", + "};\n", + "\n", + "/*\n", + " * return a copy of an object with only non-object keys\n", + " * we need this to avoid circular references\n", + " * http://stackoverflow.com/a/24161582/3208463\n", + " */\n", + "function simpleKeys (original) {\n", + " return Object.keys(original).reduce(function (obj, key) {\n", + " if (typeof original[key] !== 'object')\n", + " obj[key] = original[key]\n", + " return obj;\n", + " }, {});\n", + "}\n", + "\n", + "mpl.figure.prototype.mouse_event = function(event, name) {\n", + " var canvas_pos = mpl.findpos(event)\n", + "\n", + " if (name === 'button_press')\n", + " {\n", + " this.canvas.focus();\n", + " this.canvas_div.focus();\n", + " }\n", + "\n", + " var x = canvas_pos.x * mpl.ratio;\n", + " var y = canvas_pos.y * mpl.ratio;\n", + "\n", + " this.send_message(name, {x: x, y: y, button: event.button,\n", + " step: event.step,\n", + " guiEvent: simpleKeys(event)});\n", + "\n", + " /* This prevents the web browser from automatically changing to\n", + " * the text insertion cursor when the button is pressed. We want\n", + " * to control all of the cursor setting manually through the\n", + " * 'cursor' event from matplotlib */\n", + " event.preventDefault();\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " // Handle any extra behaviour associated with a key event\n", + "}\n", + "\n", + "mpl.figure.prototype.key_event = function(event, name) {\n", + "\n", + " // Prevent repeat events\n", + " if (name == 'key_press')\n", + " {\n", + " if (event.which === this._key)\n", + " return;\n", + " else\n", + " this._key = event.which;\n", + " }\n", + " if (name == 'key_release')\n", + " this._key = null;\n", + "\n", + " var value = '';\n", + " if (event.ctrlKey && event.which != 17)\n", + " value += \"ctrl+\";\n", + " if (event.altKey && event.which != 18)\n", + " value += \"alt+\";\n", + " if (event.shiftKey && event.which != 16)\n", + " value += \"shift+\";\n", + "\n", + " value += 'k';\n", + " value += event.which.toString();\n", + "\n", + " this._key_event_extra(event, name);\n", + "\n", + " this.send_message(name, {key: value,\n", + " guiEvent: simpleKeys(event)});\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n", + " if (name == 'download') {\n", + " this.handle_save(this, null);\n", + " } else {\n", + " this.send_message(\"toolbar_button\", {name: name});\n", + " }\n", + "};\n", + "\n", + "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n", + " this.message.textContent = tooltip;\n", + "};\n", + "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", + "\n", + "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", + "\n", + "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n", + " // Create a \"websocket\"-like object which calls the given IPython comm\n", + " // object with the appropriate methods. Currently this is a non binary\n", + " // socket, so there is still some room for performance tuning.\n", + " var ws = {};\n", + "\n", + " ws.close = function() {\n", + " comm.close()\n", + " };\n", + " ws.send = function(m) {\n", + " //console.log('sending', m);\n", + " comm.send(m);\n", + " };\n", + " // Register the callback with on_msg.\n", + " comm.on_msg(function(msg) {\n", + " //console.log('receiving', msg['content']['data'], msg);\n", + " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", + " ws.onmessage(msg['content']['data'])\n", + " });\n", + " return ws;\n", + "}\n", + "\n", + "mpl.mpl_figure_comm = function(comm, msg) {\n", + " // This is the function which gets called when the mpl process\n", + " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", + "\n", + " var id = msg.content.data.id;\n", + " // Get hold of the div created by the display call when the Comm\n", + " // socket was opened in Python.\n", + " var element = $(\"#\" + id);\n", + " var ws_proxy = comm_websocket_adapter(comm)\n", + "\n", + " function ondownload(figure, format) {\n", + " window.open(figure.imageObj.src);\n", + " }\n", + "\n", + " var fig = new mpl.figure(id, ws_proxy,\n", + " ondownload,\n", + " element.get(0));\n", + "\n", + " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", + " // web socket which is closed, not our websocket->open comm proxy.\n", + " ws_proxy.onopen();\n", + "\n", + " fig.parent_element = element.get(0);\n", + " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n", + " if (!fig.cell_info) {\n", + " console.error(\"Failed to find cell for figure\", id, fig);\n", + " return;\n", + " }\n", + "\n", + " var output_index = fig.cell_info[2]\n", + " var cell = fig.cell_info[0];\n", + "\n", + "};\n", + "\n", + "mpl.figure.prototype.handle_close = function(fig, msg) {\n", + " var width = fig.canvas.width/mpl.ratio\n", + " fig.root.unbind('remove')\n", + "\n", + " // Update the output cell to use the data from the current canvas.\n", + " fig.push_to_output();\n", + " var dataURL = fig.canvas.toDataURL();\n", + " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", + " // the notebook keyboard shortcuts fail.\n", + " IPython.keyboard_manager.enable()\n", + " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n", + " fig.close_ws(fig, msg);\n", + "}\n", + "\n", + "mpl.figure.prototype.close_ws = function(fig, msg){\n", + " fig.send_message('closing', msg);\n", + " // fig.ws.close()\n", + "}\n", + "\n", + "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n", + " // Turn the data on the canvas into data in the output cell.\n", + " var width = this.canvas.width/mpl.ratio\n", + " var dataURL = this.canvas.toDataURL();\n", + " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Tell IPython that the notebook contents must change.\n", + " IPython.notebook.set_dirty(true);\n", + " this.send_message(\"ack\", {});\n", + " var fig = this;\n", + " // Wait a second, then push the new image to the DOM so\n", + " // that it is saved nicely (might be nice to debounce this).\n", + " setTimeout(function () { fig.push_to_output() }, 1000);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>');\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items){\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) { continue; };\n", + "\n", + " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n", + " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " // select the cell after this one\n", + " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", + " IPython.notebook.select(index + 1);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i<ncells; i++) {\n", + " var cell = cells[i];\n", + " if (cell.cell_type === 'code'){\n", + " for (var j=0; j<cell.output_area.outputs.length; j++) {\n", + " var data = cell.output_area.outputs[j];\n", + " if (data.data) {\n", + " // IPython >= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", + "}\n" + ], + "text/plain": [ + "<IPython.core.display.Javascript object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<img 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\" width=\"640\">" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Instructions:\n", + " Controls\n", + " --------\n", + " 'up-arrow' : Next slice in volume\n", + " 'down-arrow' : Previous slice in volume\n", + " 'right-arrow' : +10 slices\n", + " 'left-arrow' : -10 slices\n", + " 'PgUp' : +50 slices\n", + " 'PgDown' : -50 slices\n", + "\n", + " scroll wheel : previous/next slice\n", + " \n" + ] + } + ], + "source": [ + "visualization.show_vol( vol, axis=2 )" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of objects: 25\n" + ] + } + ], + "source": [ + "# Get centers\n", + "path = in_dir+'nerveCenters.png'\n", + "centers = imread(path)[:,:,0]\n", + "\n", + "centers_small = np.transpose(np.where(centers==1))\n", + "centers_large = np.transpose(np.where(centers==2))\n", + "\n", + "# Show volume slice with centers.\n", + "plt.imshow(vol[...,0], cmap='gray')\n", + "plt.scatter(centers_small[..., 1], centers_small[..., 0], color='red', s=6)\n", + "plt.scatter(centers_large[..., 1], centers_large[..., 0], color='blue', s=6)\n", + "plt.show()\n", + "\n", + "print(f'Number of objects: {len(centers_small)+len(centers_large)}')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def unfold_image(img, center, max_dists=None, r_min=1, r_max=20, angles=30, steps=15):\n", + "\n", + " # Sampling angles and radii.\n", + " angles = np.linspace(0, 2*np.pi, angles, endpoint=False)\n", + " distances = np.linspace(r_min, r_max, steps, endpoint=True)\n", + " \n", + " if max_dists is not None:\n", + " max_dists.append(np.max(distances))\n", + " \n", + " # Get angles.\n", + " angles_cos = np.cos(angles)\n", + " angles_sin = np.sin(angles)\n", + " \n", + " # Calculate points positions.\n", + " x_pos = center[0] + np.outer(angles_cos, distances)\n", + " y_pos = center[1] + np.outer(angles_sin, distances)\n", + " \n", + " # Create list of sampling points.\n", + " sampling_points = np.array([x_pos, y_pos]).transpose()\n", + " sampling_shape = sampling_points.shape\n", + " sampling_points_flat = sampling_points.reshape((-1, 2))\n", + " \n", + " # Sample from image.\n", + " samples = map_coordinates(img, sampling_points_flat.transpose(), mode='nearest')\n", + " samples = samples.reshape(sampling_shape[:2])\n", + " \n", + " return samples, sampling_points\n", + "\n", + "def draw_segmentations(data, helper,layer=0):\n", + " \"\"\"Draw all segmentations for objects in the helper on top of the data.\"\"\"\n", + " \n", + " if data.ndim != 3:\n", + " raise ValueError('Data should be in three dimensions')\n", + " K = (len(helper.objects)//vol.shape[-1])//2\n", + " \n", + " # Create figure.\n", + " plt.figure(figsize=(10, 10))\n", + " plt.imshow(data[...,layer], cmap='gray')\n", + " plt.xlim([0, data[...,layer].shape[1]-1])\n", + " plt.ylim([data[...,layer].shape[0]-1, 0])\n", + "\n", + " # Draw segmentation lines.\n", + " for i, obj in enumerate(helper.objects):\n", + " if (i >= layer*K and i < (layer+1)*K) or (i >= (vol.shape[-1]+layer)*K and i< (vol.shape[-1]+layer+1)*K):\n", + " # Get segmentation.\n", + " segment = helper.get_labels(obj)\n", + " \n", + " # Create line.\n", + " line = np.count_nonzero(segment, axis=0)\n", + " \n", + " # Get actual points.\n", + " point_indices = tuple(np.asarray([line - 1, np.arange(len(line))]))\n", + " points = obj.sample_points[point_indices]\n", + " # Close line.\n", + " points = np.append(points, points[:1], axis=0)\n", + " \n", + " # Plot points.\n", + " plt.plot(points[..., 1], points[..., 0])\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "nerve_samples = []\n", + "outer_nerves = []\n", + "inner_nerves = []\n", + "\n", + "layers = []\n", + "\n", + "# For each center, create an inner and outer never.\n", + "for i in range(vol.shape[-1]):\n", + " for center in centers_small:\n", + " samples, sample_points = unfold_image(vol[...,i], center,r_max=40,angles=40,steps=30)\n", + " nerve_samples.append(samples)\n", + " \n", + " # Create outer and inner nerve objects.\n", + " diff_samples = np.diff(samples, axis=0)\n", + " diff_sample_points = sample_points[:-1]\n", + " \n", + " \n", + " outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n", + " inner_nerves.append(GraphObject(diff_samples, diff_sample_points))\n", + " for center in centers_large:\n", + " samples, sample_points = unfold_image(vol[...,i], center,r_max=60,angles=40,steps=30)\n", + " nerve_samples.append(samples)\n", + " \n", + " # Create outer and inner nerve objects.\n", + " diff_samples = np.diff(samples, axis=0)\n", + " diff_sample_points = sample_points[:-1]\n", + " \n", + " \n", + " outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n", + " inner_nerves.append(GraphObject(diff_samples, diff_sample_points))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 2371864\n" + ] + } + ], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_objects(outer_nerves + inner_nerves)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness(delta=2)\n", + "\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n", + " \n", + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Get segmentations.\n", + "segmentations = []\n", + "\n", + "# for i in range(vol.shape[0]):\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " segmentations.append(helper.get_labels(outer_nerve))\n", + " segmentations.append(helper.get_labels(inner_nerve))\n", + "\n", + "segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "draw_segmentations(vol, helper,layer=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Two times maximum flow/minimum energy: 4743728\n", + "QPBO flow is exactly twice the Maxflow flow.\n" + ] + } + ], + "source": [ + "from slgbuilder import QPBOBuilder\n", + "\n", + "helper = QPBOBuilder()\n", + "helper.add_objects(outer_nerves + inner_nerves)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness(delta=2)\n", + "\n", + "for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n", + " helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n", + " \n", + "twice_flow = helper.solve()\n", + "print('Two times maximum flow/minimum energy:', twice_flow)\n", + "\n", + "if 2*flow == twice_flow:\n", + " print('QPBO flow is exactly twice the Maxflow flow.')\n", + "else:\n", + " print('Something is wrong...')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# Add exclusion constraints between all pairs of outer nerves.\n", + "interval = len(outer_nerves)//vol.shape[-1]\n", + "for i in range(vol.shape[-1]):\n", + " for j in range(len(outer_nerves)//vol.shape[-1]):\n", + " for k in range(j + 1, len(outer_nerves)//vol.shape[-1]):\n", + " helper.add_layered_exclusion(outer_nerves[interval*i+j], \n", + " outer_nerves[interval*i+k], margin=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Two times maximum flow/minimum energy: 4750444\n" + ] + } + ], + "source": [ + "twice_flow = helper.solve()\n", + "print('Two times maximum flow/minimum energy:', twice_flow)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "draw_segmentations(vol, helper,layer=9)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/NerveSegmentation3D.py b/notebooks/NerveSegmentation3D.py new file mode 100644 index 0000000000000000000000000000000000000000..9afbfb0ce1f46508399c8ce4ed46751448cbc349 --- /dev/null +++ b/notebooks/NerveSegmentation3D.py @@ -0,0 +1,210 @@ +""" +This script does the exact same as 'NerveSegmenetation3D.ipynb' +""" +import os +import numpy as np +import matplotlib.pyplot as plt +from matplotlib.image import imsave +from skimage.io import imread +from scipy.ndimage.interpolation import map_coordinates + +from qimtools import visualization, inspection, io +from slgbuilder import GraphObject,MaxflowBuilder + +def draw_segmentations(data, helper,layer=0): + """Draw all segmentations for objects in the helper on top of the data.""" + + if data.ndim != 3: + raise ValueError('Data should be in three dimensions') + K = (len(helper.objects)//vol.shape[-1])//2 + + # Create figure. + plt.figure(figsize=(10, 10)) + plt.imshow(data[...,layer], cmap='gray') + plt.xlim([0, data[...,layer].shape[1]-1]) + plt.ylim([data[...,layer].shape[0]-1, 0]) + + # Draw segmentation lines. + for i, obj in enumerate(helper.objects): + if (i >= layer*K and i < (layer+1)*K) or (i >= (vol.shape[-1]+layer)*K and i< (vol.shape[-1]+layer+1)*K): + # Get segmentation. + segment = helper.get_labels(obj) + + # Create line. + line = np.count_nonzero(segment, axis=0) + + # Get actual points. + point_indices = tuple(np.asarray([line - 1, np.arange(len(line))])) + points = obj.sample_points[point_indices] + # Close line. + points = np.append(points, points[:1], axis=0) + + # Plot points. + plt.plot(points[..., 1], points[..., 0]) + + plt.show() + +def unfold_image(img, center, max_dists=None, r_min=1, r_max=20, angles=30, steps=15): + + # Sampling angles and radii. + angles = np.linspace(0, 2*np.pi, angles, endpoint=False) + distances = np.linspace(r_min, r_max, steps, endpoint=True) + + if max_dists is not None: + max_dists.append(np.max(distances)) + + # Get angles. + angles_cos = np.cos(angles) + angles_sin = np.sin(angles) + + # Calculate points positions. + x_pos = center[0] + np.outer(angles_cos, distances) + y_pos = center[1] + np.outer(angles_sin, distances) + + # Create list of sampling points. + sampling_points = np.array([x_pos, y_pos]).transpose() + sampling_shape = sampling_points.shape + sampling_points_flat = sampling_points.reshape((-1, 2)) + + # Sample from image. + samples = map_coordinates(img, sampling_points_flat.transpose(), mode='nearest') + samples = samples.reshape(sampling_shape[:2]) + + return samples, sampling_points + +#%% + +in_dir = 'data/' +Vol_path = os.path.join(in_dir, 'nerves3D.tiff') + +# Load the data +vol = io.Volume( Vol_path ) +# Convert the stack of 2D slices to a 3D volume +vol = vol.concatenate().astype(np.int32) +vol = np.transpose(vol,(1,2,0)) + +# visualization.show_vol( vol, axis=2 ) + +#%% +# Get centers +path = in_dir+'nerveCenters.png' +centers = imread(path)[:,:,0] + +centers_small = np.transpose(np.where(centers==1)) +centers_large = np.transpose(np.where(centers==2)) + + +# Show volume slice with centers. +plt.imshow(vol[...,0], cmap='gray') +plt.scatter(centers_small[..., 1], centers_small[..., 0], color='red', s=6) +plt.scatter(centers_large[..., 1], centers_large[..., 0], color='blue', s=6) +plt.show() + +print(f'Number of objects: {len(centers_small)+len(centers_large)}') + +#%% + + +nerve_samples = [] +outer_nerves = [] +inner_nerves = [] + +layers = [] + +# For each center, create an inner and outer never. +for i in range(vol.shape[-1]): + for center in centers_small: + samples, sample_points = unfold_image(vol[...,i], center,r_max=40,angles=40,steps=30) + nerve_samples.append(samples) + + # Create outer and inner nerve objects. + diff_samples = np.diff(samples, axis=0) + diff_sample_points = sample_points[:-1] + + + outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points)) + inner_nerves.append(GraphObject(diff_samples, diff_sample_points)) + for center in centers_large: + samples, sample_points = unfold_image(vol[...,i], center,r_max=60,angles=40,steps=30) + nerve_samples.append(samples) + + # Create outer and inner nerve objects. + diff_samples = np.diff(samples, axis=0) + diff_sample_points = sample_points[:-1] + + + outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points)) + inner_nerves.append(GraphObject(diff_samples, diff_sample_points)) + +helper = MaxflowBuilder() +helper.add_objects(outer_nerves + inner_nerves) +helper.add_layered_boundary_cost() +helper.add_layered_smoothness(delta=2) + +for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves): + helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6) + +flow = helper.solve() +print('Maximum flow/minimum energy:', flow) + +# Get segmentations. +segmentations = [] + +# for i in range(vol.shape[0]): +for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves): + segmentations.append(helper.get_labels(outer_nerve)) + segmentations.append(helper.get_labels(inner_nerve)) + +segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations] + + + + + +# plt.figure(figsize=(15, 5)) +# for i, samples in enumerate(nerve_samples): +# ax = plt.subplot(3, len(nerve_samples) // 3 + 1, i + 1) +# ax.imshow(samples, cmap='gray') + +# ax.plot(segmentation_lines[2*i]) +# ax.plot(segmentation_lines[2*i + 1]) + +# plt.show() + + + +draw_segmentations(vol, helper,layer=0) + + +#%% Multi-object exclusion +from slgbuilder import QPBOBuilder + +helper = QPBOBuilder() +helper.add_objects(outer_nerves + inner_nerves) +helper.add_layered_boundary_cost() +helper.add_layered_smoothness(delta=2) + +for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves): + helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6) + +twice_flow = helper.solve() +print('Two times maximum flow/minimum energy:', twice_flow) + +if 2*flow == twice_flow: + print('QPBO flow is exactly twice the Maxflow flow.') +else: + print('Something is wrong...') + +# Add exclusion constraints between all pairs of outer nerves. +interval = len(outer_nerves)//vol.shape[-1] +for i in range(vol.shape[-1]): + for j in range(len(outer_nerves)//vol.shape[-1]): + for k in range(j + 1, len(outer_nerves)//vol.shape[-1]): + helper.add_layered_exclusion(outer_nerves[interval*i+j], + outer_nerves[interval*i+k], margin=3) + + +twice_flow = helper.solve() +print('Two times maximum flow/minimum energy:', twice_flow) + +draw_segmentations(vol, helper,layer=9) \ No newline at end of file diff --git a/notebooks/data/nerveCenters.png b/notebooks/data/nerveCenters.png new file mode 100644 index 0000000000000000000000000000000000000000..d59ea269f931e54c531a49e59620b9ea708fd3b2 Binary files /dev/null and b/notebooks/data/nerveCenters.png differ diff --git a/notebooks/data/nerves2D.png b/notebooks/data/nerves2D.png new file mode 100644 index 0000000000000000000000000000000000000000..c98be18cef1a91255ce91387d6c49ba098fe72f9 Binary files /dev/null and b/notebooks/data/nerves2D.png differ diff --git a/notebooks/data/nerves3D.tiff b/notebooks/data/nerves3D.tiff new file mode 100644 index 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