{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploration in Biomedical Image Analysis\n", "> Prepare to conquer the Nth dimension! To begin the course, you'll learn how to load, build and navigate N-dimensional images using a CT image of the human chest. You'll also leverage the useful ImageIO package and hone your NumPy and matplotlib skills. This is the Summary of lecture \"Biomedical Image Analysis in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Deep_Learning, Vision]\n", "- image: images/Ch1_L3_Axial16x9.gif" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy\n", "import imageio\n", "import matplotlib.pyplot as plt\n", "from pprint import pprint\n", "\n", "plt.rcParams['figure.figsize'] = (10, 8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load images\n", "In this chapter, we'll work with sections of a [computed tomography (CT) scan](https://en.wikipedia.org/wiki/CT_scan) from [The Cancer Imaging Archive](http://www.cancerimagingarchive.net/about-the-cancer-imaging-archive-tcia/). CT uses a rotating X-ray tube to create a 3D image of the target area.\n", "\n", "The actual content of the image depends on the instrument used: photographs measure visible light, x-ray and CT measure radiation absorbance, and MRI scanners measure magnetic fields.\n", "\n", "To warm up, use the `imageio` package to load a single DICOM image from the scan volume and check out a few of its attributes." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Image type: \n", "Shape of image array: (512, 512)\n" ] } ], "source": [ "# Load \"chest-220.dcm\"\n", "im = imageio.imread('./dataset/tcia-chest-ct-sample/chest-220.dcm')\n", "\n", "# Print image attributes\n", "print('Image type:', type(im))\n", "print('Shape of image array:', im.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`imageio` is a versatile package. It can read in a variety of image data, including JPEG, PNG, and TIFF. But it's especially useful for its ability to handle DICOM files." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Metadata\n", "ImageIO reads in data as `Image` objects. These are standard NumPy arrays with a dictionary of metadata.\n", "\n", "Metadata can be quite rich in medical images and can include:\n", "\n", "- Patient demographics: name, age, sex, clinical information\n", "- Acquisition information: image shape, sampling rates, data type, [modality](https://en.wikipedia.org/wiki/Medical_imaging#Imaging_modalities) (such as X-Ray, CT or MRI)\n", "\n", "Start this exercise by reading in the chest image and listing the available fields in the meta dictionary." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dict([('TransferSyntaxUID', '1.2.840.10008.1.2'),\n", " ('SOPClassUID', '1.2.840.10008.5.1.4.1.1.2'),\n", " ('SOPInstanceUID',\n", " '1.3.6.1.4.1.14519.5.2.1.5168.1900.290866807370146801046392918286'),\n", " ('StudyDate', '20040529'),\n", " ('SeriesDate', '20040515'),\n", " ('ContentDate', '20040515'),\n", " ('StudyTime', '115208'),\n", " ('SeriesTime', '115254'),\n", " ('ContentTime', '115325'),\n", " ('Modality', 'CT'),\n", " ('Manufacturer', 'GE MEDICAL SYSTEMS'),\n", " ('StudyDescription', 'PET CT with registered MR'),\n", " ('SeriesDescription', 'CT IMAGES - RESEARCH'),\n", " ('PatientName', 'STS_007'),\n", " ('PatientID', 'STS_007'),\n", " ('PatientBirthDate', ''),\n", " ('PatientSex', 'F '),\n", " ('PatientWeight', 82.0),\n", " ('StudyInstanceUID',\n", " '1.3.6.1.4.1.14519.5.2.1.5168.1900.381397737790414481604846607090'),\n", " ('SeriesInstanceUID',\n", " '1.3.6.1.4.1.14519.5.2.1.5168.1900.315477836840324582280843038439'),\n", " ('SeriesNumber', 2),\n", " ('AcquisitionNumber', 1),\n", " ('InstanceNumber', 57),\n", " ('ImagePositionPatient', (-250.0, -250.0, -180.62)),\n", " ('ImageOrientationPatient', (1.0, 0.0, 0.0, 0.0, 1.0, 0.0)),\n", " ('SamplesPerPixel', 1),\n", " ('Rows', 512),\n", " ('Columns', 512),\n", " ('PixelSpacing', (0.976562, 0.976562)),\n", " ('BitsAllocated', 16),\n", " ('BitsStored', 16),\n", " ('HighBit', 15),\n", " ('PixelRepresentation', 0),\n", " ('RescaleIntercept', -1024.0),\n", " ('RescaleSlope', 1.0),\n", " ('PixelData',\n", " b'Data converted to numpy array, raw data removed to preserve memory'),\n", " ('shape', (512, 512)),\n", " ('sampling', (0.976562, 0.976562))])\n" ] } ], "source": [ "# Print the available metadata fields\n", "pprint(im.meta)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot images\n", "Perhaps the most critical principle of image analysis is: look at your images!\n", "\n", "Matplotlib's `imshow()` function gives you a simple way to do this. Knowing a few simple arguments will help:\n", "\n", "- `cmap` controls the color mappings for each value. The \"gray\" colormap is common, but many others are available.\n", "- `vmin` and `vmax` control the color contrast between values. Changing these can reduce the influence of extreme values.\n", "- `plt.axis('off')` removes axis and tick labels from the image.\n", "\n", "For this exercise, plot the CT scan and investigate the effect of a few different parameters." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(15, 10))\n", "# Draw the image in grayscale\n", "ax[0].imshow(im, cmap='gray');\n", "\n", "# Draw the image with greater contrast\n", "ax[1].imshow(im, cmap='gray', vmin=-200, vmax=200);\n", "\n", "# Remove axis ticks and labels\n", "ax[2].imshow(im, cmap='gray', vmin=-200, vmax=200);\n", "ax[2].axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## N-dimensional images\n", "- Shape, sampling and field of view\n", " - Image shape: number of elements along each axis\n", " - Sampling rate: physical space covered by each element\n", " - Field of view: physical space covered along each axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stack images\n", "Image \"stacks\" are a useful metaphor for understanding multi-dimensional data. Each higher dimension is a stack of lower dimensional arrays.\n", "\n", "![stacks](image/Ch1_L2_Stacks4D.PNG)\n", "\n", "In this exercise, we will use NumPy's `stack()` function to combine several 2D arrays into a 3D volume. By convention, volumetric data should be stacked along the first dimension: `vol[plane, row, col]`.\n", "\n", "Note: performing any operations on an ImageIO `Image` object will convert it to a `numpy.ndarray`, stripping its metadata.\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Volume dimensions: (3, 512, 512)\n" ] } ], "source": [ "# Read in each 2D image\n", "im1 = imageio.imread('./dataset/tcia-chest-ct-sample/chest-220.dcm')\n", "im2 = imageio.imread('./dataset/tcia-chest-ct-sample/chest-221.dcm')\n", "im3 = imageio.imread('./dataset/tcia-chest-ct-sample/chest-222.dcm')\n", "\n", "# Stack images into a volume\n", "vol = np.stack([im1, im2, im3], axis=0)\n", "print('Volume dimensions:', vol.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load volumes\n", "ImageIO's `volread()` function can load multi-dimensional datasets and create 3D volumes from a folder of images. It can also aggregate metadata across these multiple images.\n", "\n", "For this exercise, read in an entire volume of brain data from the \"./dataset/tcia-chest-ct-sample\" folder, which contains 5 DICOM images." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading DICOM (examining files): 1/5 files (20.0%5/5 files (100.0%)\n", " Found 1 correct series.\n", "Reading DICOM (loading data): 5/5 (100.0%)\n", "Available metadata: odict_keys(['TransferSyntaxUID', 'SOPClassUID', 'SOPInstanceUID', 'StudyDate', 'SeriesDate', 'ContentDate', 'StudyTime', 'SeriesTime', 'ContentTime', 'Modality', 'Manufacturer', 'StudyDescription', 'SeriesDescription', 'PatientName', 'PatientID', 'PatientBirthDate', 'PatientSex', 'PatientWeight', 'StudyInstanceUID', 'SeriesInstanceUID', 'SeriesNumber', 'AcquisitionNumber', 'InstanceNumber', 'ImagePositionPatient', 'ImageOrientationPatient', 'SamplesPerPixel', 'Rows', 'Columns', 'PixelSpacing', 'BitsAllocated', 'BitsStored', 'HighBit', 'PixelRepresentation', 'RescaleIntercept', 'RescaleSlope', 'PixelData', 'shape', 'sampling'])\n", "Shape of image array: (5, 512, 512)\n" ] } ], "source": [ "# Load the \"tcia-chest-ct\" directory\n", "vol = imageio.volread('./dataset/tcia-chest-ct-sample/')\n", "\n", "# Print image attributes\n", "print('Available metadata:', vol.meta.keys())\n", "print('Shape of image array:', vol.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Field of view\n", "The amount of physical space covered by an image is its field of view, which is calculated from two properties:\n", "\n", "- Array shape, the number of data elements on each axis. Can be accessed with the `shape` attribute.\n", "- Sampling resolution, the amount of physical space covered by each pixel. Sometimes available in metadata (e.g., `meta['sampling']`).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced plotting\n", "- To plot N-dimensional data, slice it!\n", "- Non-standard views\n", " - Axial (Plain)\n", " - Coronal (Row)\n", " - sagittal (Col)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate subplots\n", "You can draw multiple images in one figure to explore data quickly. Use `plt.subplots()` to generate an array of subplots.\n", "```python\n", "fig, axes = plt.subplots(nrows=2, ncols=2)\n", "```\n", "![subplot](image/Ch1_L3_Fig.png)\n", "\n", "To draw an image on a subplot, call the plotting method directly from the subplot object rather than through PyPlot: `axes[0,0].imshow(im)` rather than `plt.imshow(im)`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialize figure and axes grid\n", "fig, axes = plt.subplots(nrows=1, ncols=2)\n", "\n", "# Draw an images on each subplot\n", "axes[0].imshow(im1, cmap='gray');\n", "axes[1].imshow(im2, cmap='gray');\n", "\n", "# Remove ticks/labels and render\n", "axes[0].axis('off');\n", "axes[1].axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Slice 3D images\n", "The simplest way to plot 3D and 4D images by slicing them into many 2D frames. Plotting many slices sequentially can create a \"fly-through\" effect that helps you understand the image as a whole.\n", "\n", "![axial](image/Ch1_L3_Axial16x9.gif)\n", "\n", "To select a 2D frame, pick a frame for the first axis and select all data from the remaining two: `vol[0, :, :]`" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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vNai8a9cuPtioU9NsNuHz+VCtVnlDpBYnBXY6nQ7VahUA0Gw2YTAYWIKUTqdhs9lQLpehVquxadOmy5JQ3XHHHSgUChxU02dAHbJOp8OtfbVajampKfT09HCXjZ65Vqtx8Eo6bovFAqfTiccee2zFn/tS+W3eLNesWQO73Y5OpwOFQgGVSsUHdq1Wg8vlWrImaA3abDZoNBquRjocDrRaLe5UUueSBugVCgX6+/tXtEv1iU98AqdOneLNXafTQaPRIJFIwOl0AgDLS+gwp8IEfW2r1VrSHWi1WrDZbEin07BYLDCZTJibm8OxY8dW7LlXgt/2ZGrdunVQKpVwuVxoNpu85xqNRuTzeej1etTrdXQ6He5E2Ww25HI53uPVajUMBgMqlQonJu12G0qlEgqFAvl8Hq1WCz6fD2vXrsVXvvKVS37uXbt2QaPRcAdMp9Mhn8/zwD4FHB6Ph2enALAsnKQotN4pQKDgBlgsYtTrdXg8HvzgBz9Au92+5OdeKX5b99odO3ZwZ9TtdqNery/5ORqNRk6wFhYW4PF4UCwWEQgEEI1GOXGieILOYepulkollkwVi0UYjUaYTKZLWrfXXXcdTCYTJicnMTg4yO+ZyWRCq9WCwWBAJpPhvT+bzXLXgYLnSqXCqgEKbNvtNjqdDlwuF+LxOMLhMGKx2BLp18GDB1fmg18BfpvXLAD09vayKcrF3aRqtQqfz8d7L+1FBoMB+XyeFSpkSEHJ18XjIoVCgbvxVqsVWq0WoVAIw8PDKBaLv1Z39Z577kEmk+EEh1Qy1AWlBD+bzS4ZrXE6nRyTA+CYIJPJoK+vD+12G41Gg5P/Wq3GIw25XA7tdht6vR5OpxM/+MEPVvJHsGx+0Zq9LNbofr8f9957L3bv3o1SqYRYLIZKpYIjR46gXC6jVCpxe/1X5aabbmKZGyUhdEBms1muOPr9fni9Xq76a7VaHtSjNrnFYsHCwgLq9Trcbje63S5LmGKxGO67774V/0woMTIYDKjX67Db7ajVaqhUKhxo2u12FAoFFAoFli36fD6oVCqkUik0m00Ui0WumNpsNq5c1Wo13HXXXbj33ntX/Nl/2xgZGcGuXbtw77334rrrrsOOHTuwf/9+9Pf3/1p/j9Vq5aHhVqvF8jiqjrbbbbjdbh7ItFqtcDgcqFarvGHRoalSqTiRor+TZCm0hleSVCoFrVbLQ9qUDDqdTjSbTe6K2mw2rqBptVoeiO7t7WW3LJr7I4kNbfz0Odx1113YtWvXij6/sDyuu+46KJVKmM1mAEC5XAYAmEwmdDodmM1maDQaOBwOLu44HA6WKnU6HZRKJXS7XWSzWT4MFQoFTCYTNBoNr59QKMRB5K/7bv13HA4HBgcH2eRCpVLx3JbdbmdzCaPRiIWFBZ6PMZlMMBgMqNVqqFarvH7b7TbLWUhOVSqVMD09DZ1Oh0QigZ07d8p+ewWgVCrR7XaRy+V4/q3ZbCIUCkGtViObzcLhcLBBjl6vh8ViwfT0NM/z0UwgdX+o+NpoNLi4pVAo4Pf70Wq1UCqVcOHCBTz44IPLemaFQgGlUolQKIR4PL5Ewg8AsVgM4XCYZ2j9fj8A8N6fy+W4cEBnBv1ZKl739vZicnKSYx4quu7duxd79uxZgU9eWA6bN2/mdUprVqlU8pwfAE6OTSYTGo0G+wE0m02O/ahTfvH5bLFYoNfreQxAoVBgw4YNMBgMnJS/8cYbSKVS+Iu/+AusWrXqV37eVCrFnS6DwcDGWeTiq1Qq4XA4+PkpngUW5bIqlQput5ufv16vo1qtIpfL8fdNaohGo4F8Pg+bzcZ785W+Zle8M7Vjxw6kUilOAqiDRHMUADA/Pw+FQgGXywWz2YxkMvl/tvL27t2LarWKZrOJ3t5ezM3NsVsfHexU+dfpdEgmkwAWZYEkjaLFZLPZoFKpOKmzWq08B6DVarFlyxZ8+ctf/l+f4xOf+ARvvkePHsXRo0eRz+d/6bOvXr0a11xzDbLZLIrFIlfyqbrr8/mQSCTQ7XbhdrsxPT2Nnp4eHoylr6dFZzAYoFQqEYvF+KWh6i91rmixV6tVpFIpnDp16tf6Oa4UV1Plac+ePWg2m/B4PFxpmZiYgNPp5MoeOZP9XwSDQYyMjHCbOxAIAADS6TQAsKsNSfkAYGFhASqVCj09PdxRJclUp9Phag8l2ZRck85aqVT+Ss/2qzz7tm3bWH5Yq9VQLpdhNptZKkvvnt1uh8FgwOzsLGq1Gmw2G7v5kWyRDndgcXaKZsJUKhX/HRSsx+NxaDQarF27Fo8++uglfy/L4WrtTK1fvx5bt26F0WjE5OQkB4XlcvlXdnXau3cvV+SNRiN3cMgtSqvVore3F7lcDnq9HtVqlaXL1WqVZSaJRIL1/RdLXEn+QUYW3W4XNpsNPT09+PrXv77kWbxeL7tD0gE8MjICp9OJb37zm0vcAe+66y54PB5MTEwgn8/zu0VmGWT0E4/HYTab+fuLRCIIhUIcPJPpgM1mAwC20M5kMjCbzWy8kUwm4ff7+c/R5xwMBnHu3Ll3xZnqatpr/zs7duyAVqtFPB7/tWQ9e/fupWdBJpPhOWSj0cjBZy6X4zVLEv9CoYBKpQKr1Qq/349kMolOp8MOZGRaQRgMBl7f1Hntdru44YYbEIlE0NfXh3PnziEajbLqgIq9gUAAO3fuxLe+9S28/vrrXKwbGxtji3N6vxQKBaxWKxd8nU4nB7EUd1AMc3HylMvlWBpFM1derxcqlQqFQoHl2larleMxKtr19/djZmbmXVEIXM1rdjm8//3vR7FYRCaT4e4OxRXkzlgulzkZXlhYgN/v50L8/Pw8xyM0v0QFKloTqVRqiSkU7WnkEUDx8qpVq2Cz2fDyyy9jZmaGz3q9Xo/NmzcjFAphbm6OC/mRSATAYvJmNBq5S0/dfpfLxZ4AFN9ePI5AEkCFQgGfz4d4PM7dV4pzgUUlAKkIqMlA543BYIBKpYJOp0On01mReOfX5R2R+d1xxx24cOEC3G43vF4vIpEI9Ho9YrEYnE4na5PVajXa7Tby+TxUKhXWrFnzSyVK9957L7LZLGuZG40Ga6Cp20SuIVarlTXHOp1uSUBIrX6SBFIAB4AlKkqlEqOjo0tc/u69915YLJYli8NsNiObzUKpVCKbzaLZbMJisbDj2kMPPcR//oEHHkCz2cTs7Cy/PEqlkme5aM5Ap9Ohp6cH6XSaK6HUMiVUKhXy+TxCoRA7vZRKJQwPDyMajXIA5HK5kE6nodfrUalU4HQ6EYlE3vEN82rYLPv6+rB27Vo0m00sLCygr68Phw4dQjgc5iomHfR6vR7Dw8N45plnsLCw8L/+fZs3b2YphlarRV9fHwd+tFGo1Wr+eTkcDmSzWZZ/kuvUxTNSrVYL8XgcJpMJCoUCWq12SfEAWLRWJR1/T08Pdu3ahWKxiEajgWw2C5fLBWCx+kNBcG9vL5RKJaanp9kMYPfu3Vz1pJkC0jgbDAaWJKpUKpYa0owXVfmpMxCPx1kuRskgyR5HR0eRy+VQKpWQzWYxMDCAkydPoq+vD8lkEkqlEiMjI3j11Vd5I38nuBqTqV27dnFnRaFQcGcJWAy27Hb7L5UkUdWPOozAYmc1lUqh0+lwlTOVSqHRaMDhcLBhTr1e5wF4kmjQvSg0pFwoFKBSqTjI7Xa7vP4HBwexbt06zM7OIhKJsIEFBZjBYBDlcpn/HariDwwMYGxsDC+++CI+/OEPs7QrHo/D6XRifn4ePp+PO/30jlksFl7PJJmx2Wx8VpBsRqFQQK/XcxIGgGenyBZer9cjnU7zGqd3dGRkBN1uF//+7/9+KT/WX4urYa/973zyk5/k8y6ZTCIcDsPv92N2dvaXznZ8/OMfx+TkJCfMNIdK5/Ts7CzWrFmDbDbL69RqtXLxKZvNwmKxoFQqcUGzVqtx8g2AC2EGg4GVL+Vymd8Pj8eDa6+9FtVqFS+99BIHx0qlkpMemm82Go1Yu3Yt3vOe9+DIkSOYnp7GwsICGwmQG1+lUuFYgMx+jEYju7XRO0F399BcGCVllUoFfX19SwwNYrEYzzuqVCokEgno9Xr09vZycVelUqHT6bDb8TvlGnw1rlkAuP/++zE8PIxIJAKDwfB/Subuuece7nKXy2U2cGg0GvB4PADA5ycl+9RJrVarXBhQKBRLukzBYJCl8zQ/RfN1NLc6NzfHjqu0Bmw2GxQKBWZmZni2qd1u8xiC0Whk+TMAvl6IZvQ6nQ7LZOm9otiGnP3obrRSqcRXDRSLRe6sut1u7mxpNBqUy2X09PRw4kdzgBc7ydK1G6R60Gg0rGyYn5/HkSNHVuLH+0u57MnU3r17USwWkUwmYTab+Z4cykDJpYNmljKZDFKpFPbs2cNDdf89y/z4xz+OZDLJwSXZJwLggb1sNotQKMSJA1UQSeJHg6OdToftp+12O8uYqBqVTqeh0WgwODiIer2OhYUFBAIBnDt3jgNDABzwUrWTukSkvycHQZ/Ph1tuuQVPPvkk3G43J1IajYadzyggdblc7MJTKBRQLpdRrVa5SkAWw9TSpyydnuniu6noaygYT6VSKJfLCIVCCAQCeOONN5BOpzE8PMwD2AaDAdu2bcPTTz+94kOqV/pmefvtt0OpVCKRSPBnYTKZ2NCkUChwB5MMQagKeO211+Kb3/wm/127du1CIBDgLkwmk+GOYTgcxvT0NF8QSVUd+hnSGrLb7Wg0GrBYLCgUCvB4PNzpnZqagt/vR7vdZnc0pVIJq9WKW2+9FUqlEi+88AKmpqY4uKD3IJlMcnJHCY3ZbOYqpUqlwu7du9Hb24tDhw7h8OHDUCgUbMVOgQbNSZlMJp7vUiqVWFhY4IOZcLvdOHfuHILBILfve3p6kEqluBtMm6Db7eYEjjoWwKJpgM1mw1tvvbXizm+/iKspmbrpppuQz+e5UDUwMMCzaxfbk8fjcQwODqJUKuGHP/wh/3mj0Yjf+Z3fwalTp/ji3Yud+0gOp9VqYTabkclk2KHPYrEgFovxAUrBW7VahcvlgsViQS6XQ7FY5DWmUCi4G0tdp7179yKXy+Gxxx7joXo6xOnuPdpn4/E4PB4PF5quueYa+Hw+HDt2jM2H6vU6r0uSydZqNSgUCvT19WFqaooLcvV6nQ9lnU7HLn9UOKEAhjpV3W6XZwSooEEycpKtULCSzWbR39+P55577hcWXlaSK32vvZg77rgDALiYSQmu3W7H7OwsgEUXsqGhIRw6dAivv/46gMX1Pjo6ijfeeAMKhYJ/Fnq9nmdGKEYwm80wm80851csFtkE5WJLcZvNhk6nA4vFAq/Xi2QyyfIjpVLJxiqNRgPFYhE2mw1WqxWbN2/G4cOHWZpP96pRx4fmXq1WK+93er2e1xUFpST3p4SfnsdoNMJoNGJoaAgLCwuYnp7mPZju+DOZTMjn88jlcqhWq/B4POjt7cX4+Dh0Oh0cDgdisRhCoRCKxSK/WxaLBefPn0en08HatWsBAFNTU9yRe6dmq66mNQssJkXVapXtvRuNBnbu3IkzZ86wY14ymcT3v/996PV6rF69Gn/6p3+Kf/7nf+YCPhVfAHBRnS64BRYlcnQ/UzabhcfjWaLkAMDxn81mQ19fHwwGA+bm5nj+PplMQq/XY2JigmNMnU7HcTPNVgGLMWsymYTX6+V7A0kaWq1WYbPZuPB0caGX9jo6D1wuFwKBAK655hro9XqcOXOGVWhzc3NcwKKkTalUskuwyWTiwq/b7UYsFoPP52M5K7DYSKAZbrfbzYoZcuak+a3Lba1+WZOpHTt2IJlMwu12w+FwYGpqChqNhlvmlFnSRY7j4+NoNpsIBAJLLB3JO3/btm2o1Wp49tlnoVKplkgsKDM2mUyYnZ2F3W7n+SMaaieTC5Ka0MB8s9lEIpFYUr0hnTTZqf7RH/0RxsbG8Nprr3HnLBAIIBaLsc0jBcIulwtKpZJblzTsTBX4TZs2YdeuXfjOd77DAQ4ZB1C7kqBEirpsbrebddA0a0LdOZJN0bBqJpNBu93Ghg0bMDU1BQD8dRe7+Wi1Wpw9exa33HILVyz6+vrw+uuvcxVkx44d+Ju/+ZtfcVn931zJm+WaNWs4oaAOp0qlwszMDJ/XX7MAACAASURBVNauXYtUKsVJKlWGIpEI1qxZg97eXq7crFmzBrFYDA8//DA7KFUqFfT09PBdES6XCwaDAYlEgu+0ocvsEokEJyflchmBQIDlRAAQiUQ4sab3wWAwsJzzvvvuw+rVq/G1r30NrVYL6XSaBz2pe0S2uZVKhRM2YDFBv1iScs899+Dw4cOIRqP8ZwuFAs8LUPXebDazvDCdTvN7R1IaCigajQZMJhPLvUgCSIHrpk2bcO7cOZYDhsNhFAoFDoAUCgWmpqawZ88erF+/Ho888ggOHDiA2dlZjI+PY+fOnfjbv/3bFV1DV0sydfvtt6PVarHbUy6XY9kz/Zfmn+r1Ohv1bN68GatXr8ZTTz2FZDLJBQOz2cydGaVSCb/fz3IUSjbokKffU6vVsNvtUKvVcLlc8Pl8MJlM0Ov1iMfjSCaTOH/+PMuWqNtFBZ/169ej0WjgwoUL/A5Q4Ymkg3T3k9PpxNzcHFdFaX+mTi8V62hoX6/XY2FhgYt7gUAAHo8HHo8HgUAAx44dQzqdRqPRQLfb5USx3W7znA2ZbhiNRjZfoSJLtVpFX18fKpUKV/U1Gg2i0Si/x8PDw1i9ejVLr7785S/D5XJxwrCSXMl77cXs27cPnU4HsVgMXq+Xu5/hcBhzc3PI5XIsM9bpdFi/fj1GRkbwH//xH+ziSwZWarUaXq8X+Xye5UOtVgvT09McX1QqFQwODkKtViMYDLJKIBQKcQcoEAhw90mv1yMSieDtt99GOp1GPp9n8wdaZyT9JKMWMguiijolV0ajkQ13aLaZirG07mq1GscjFB9otVoMDg7C6/VCr9ejr6+POxnNZhNnz55liVUkEmGVzcUJExWmSC7ldrt5P9br9WyAodVquaMRCARQqVRQqVRw33334ZOf/OTKLZj/hatlzQL/dUekRqPB/Pw8HA4HBgYGcPbsWRw7dgzXXnstLBYLNmzYgHXr1uHll1/mjuLU1BR3Lkk1BIA7MrQ/WiwWuN1uFItFbNy4EcFgkPfXdDrNiTkZPHW7XVZlUSJ18uRJNnajwqnFYuEiJXXFDAYDpqam0Nvby/seSfCpM6/RaLCwsACv18txB90tlc/n4Xa7UalUsHr1aqxZswZKpZILIxR/UHctmUyyiubs2bM4cuQIFxPoeahJUSqV4PV6OQEFFue4SRmTzWa522YymTiGM5vNmJycvKzXWFy2ZGrTpk18eVhvby/m5+f5A61Wq3C73fzDBhYHmmkhqlQq1Go1DA4OLqlqDw4Owmg0crWRLqOjIDQWi3Gi5vF44PP5OBkhc4a1a9dyRdzr9eKtt95COp3m5yuVSvxcNOj23ve+FydPnsTk5CR7+/t8PiiVSg5QSeZHMwBkZer1etFsNvkyVpIfhEIhKBQKJBIJfmlIAkPBuk6nQ39/P7Zv345Op8OzBpOTkyiXy0gmk6jX64jFYpifn4fVauXvYWBggBO92dlZ+Hw+loEtLCzwi0gLm6pYPp8PwWCQg6Viscj3GVGAuxIL8krdLO+44w7u3AHgSglhNpt5fVAHFABXAilY8/v9CAQCsNlsbJlMwazVauXqTT6fh9Pp5IHmnTt3sjW/zWZDKBTi7mQ6nYbH4+HDMBaL4fz588jn8/yekGzK6XSit7cXJ06cgFqt5jsbXC4Xut0uJicnWSZKsg6NRsOJGjnlqNVqHDt2DHa7naVe5LITCoVYDkWmGhaLBbfeeivr9OnZaV0vLCwgm81iamoKkUgEnU4HHo8H8XgcbrcbWq0W8/PzXByx2+1cpKBEjQ6aWq2GeDzOd8IlEgmeBSiXy+jv70cul1ux296vhmRq165dmJubg9vtXuJYRnNr+Xye9wIqKmk0GszNzfHPMBAIQKFQ4PTp02xTG4vF0Gq10NPTg1KpBJfLBa/Xi0ajAb/fj61bt7KLKAD+OyiwJBkcVeZnZmaQyWSQTCaRz+eRTCZZY08VeZpzCQaDXCSgxIZkpCQ/crlcfLku/Ver1SKXyyEej8Nms6Hb7SKVSrGDYCgUwsaNG1l5QDMGNO9EyT25U01MTKBcLuOZZ56BVqtlJUMmk4Hb7QYA7pY5nU6Mj4/D4/HwmqaioNlsRrlchtfrhVqtxunTp2Gz2RAOh5FIJLB69Wp88YtfXLE1dKXutcS1117L9+lR8mEwGDA4OIhcLodcLoehoaElnSkqBkxNTcFqtWJ2dhYjIyPcESWDnJmZGZbNDwwMcJV6165dGBwc5EDwYnkmneMU7JGUqFQqQaVSIRKJIJFIIB6Ps3SWig9UhS+VSujt7cWbb77JSQsFniqVCn19fVCpVFzQoHluGnWw2Wy8D1JA6PV6sX79egSDQRQKBQSDQVQqFZ7LIwMrKtqRkUGj0cBPf/pTvq+K9n0629xuN7sC0rlTq9XQ09ODSCQCjUbDEi8yzNLr9Th//jwcDgd+/OMfr/gautLXLACEw2F4vV6+pDYQCMBqtfLeSmuaRlio+E3xGK31XC7HxUI625xOJ8ufSQ565513IhQKsYsk7cv0PqRSKZaTUrcmkUjwnY6FQgFjY2N8dhL0TpDb6dmzZzmJppjF7XZzEUKn0yGdTvP7oNFokEqlYLFYuKHR29sLj8fDz9nX14cLFy7wTNaFCxd49oskhlRoCwQCKJfLOHjwIE6fPs1/Z61W42Tp4llxnU6HUCiERCIBq9XKcS9dbUFS4d27d6NQKOBf/uVfVmLJ/A8uSzLlcDhwww03IBaLYWFhAQMDA6xnn5qagsvlYv0xBfbZbJYdloD/ug9hbm4Ovb29SCaTGBgYgFarhcViwZtvvskB3cVyPJ1Oh/e///3o7+9HvV7H5OQkaz9JEtLpdOB0OpFMJtFoNFhGdOrUKYyPj7MjGg379fb2IhqNIhqNQq1Ww+/3c9WepEhUpadBUdI006ZGA3PtdnvJwiCZFt2LRXMI1KZtNpvw+/0sASTLaWq3UjUrnU5jfHwcr776KoDFORlaXGRIEAgEcObMGYRCIX7ucrkMl8vF8zKFQgHr169nd8RXX30VbrcbKpUKWq2WN4unn356eSvuP7lSN8sdO3bwICV15er1OsrlMnca6eWmnznZfDudTtYs0/tDnRRgUV8cDAb5MKILTPv6+rB161b09vby/AY5U1YqFRSLRdTrdfT29iKRSHDSQck53Smm0+m4Qkv3jXS7XahUKng8Hp5DIufITCYDv9/P9+7YbDYUCgUkEgmu+JNki4ofdJAvLCxw98lgMGD79u3YvHkzX4Ct0WgwPj6+5DLMcDjMTkQ0+H/69Gm8/vrrKJVK2LBhA2ZnZ9FsNvlOqkAgwAWIkydPcjeZqmRUWSPXQ6r2kq3s0NAQotHoilwKfKUnU3v27GHJHF327fP5EI1GAYCT3Vqtxha0hUIB2WyWgzsAmJmZ4SH2i52YSLJMsteBgQFcc801MJlMfPhGo1H4fD4+IGkWgC45pW4szcpNTk4inU5jZmaGAwCSz+XzeU7+M5kM//sUIND3Q6ZBlHDTGqQ5KYPBwN8DrT+dTofh4WEEAgGW//X09GB8fJzfTQpMGo3Gks6q2WzGxMQETp8+jXa7jdnZWVitVp5N6Xa7LFPrdruYm5uD3W7nqyzoZ0RJaTKZRKVSwdatW5HL5dDpdOB2u/Hwww+vxBK6YvdagpwPp6am2GyJEhhKwEl2TMk2zSeTvJ4cUSuVCnK5HEuRY7EY/H4/S4cVCgX27dvH8ya0x9J+WS6X+Rym7pXBYOAZZXJIUygUmJiYwNtvvw2j0ciSIjKvaLfb6O/vx4ULF6DX6zEzMwODwcBFKRqUJxMXq9XKDpj5fJ7dLml2JhAIYHR0lJUQJAekYl4wGOTPgJ6D1DlGoxEXLlxANBrF888/j0qlwvPTNGs7NTXF85RkqgGAzy7as+nzptGN9evXA8CK21Nf6Wt2z549XKQiZYjZbEYsFuNY7uK5ZiqwTE1NseyT3G5pFoi6SyTz12g0uPnmm2G32zE0NIRSqQSr1Yp4PM5Nh4WFBfYMoGTMYrFAo9GwsqtWqyEWi6GnpwcAMDExgXg8zsZlZCZE3Z6BgQHMzs4iFoshGAwCAObm5tDf388z2nQnGxU4gsEgz0iHw2EuptF8LJmmkUxcq9ViaGgIlUoFExMT/L8vloCTc/X3vvc9Nriie7GoOUGOh1SUpXEiKoKR/JUu33a5XHjve9+LT33qUyu5fABcpmRq3759fPgUCgUUi0V4vV4eUDeZTPD7/VwFpASGNiu/349oNMqOe9FoFMPDw1Cr1XzBrcvl4kSMKteBQAC33norRkZGkE6n2bGH5qGcTicvXnI8ufj25Xa7jePHj2Nubo6r/J1OB+l0mqUxtAnSC0Q/5EKhwEPMq1evxsGDBxEMBnHHHXeg0+nghz/8ISdD1FZVKBT8MlKlV6lUYnBwEB6PhxOci28+J0cWspEGsOQi13g8jmq1ynNmJD8gp0OqJNjtdpZDpFIpBINBbt12u13cfPPNmJ+f5+oJVd1I9lir1S6p4n8lbparVq2C1+tFKBTCwYMHeb7CZDJx8k3ypUwmw8mQx+PhLpNOp8P09DSCwSD/mtvt5ktO6bI9tVqN9evXo7e3F6OjoyiXy3C73aytJ7kSJeI0D0eyTDr8s9ksDAYDkskkDh8+jEQiwbNVJBmhTigNlVK1ku5e2bt3L+bm5nDmzBn8/u//PlQqFS5cuIBDhw5xNdNkMiGXy/Hc3+bNm7lKaTabuQtNVSr6M263m2cS5+fnOVGk+TPqrGazWWQyGbz11ltwOp3odruIx+MsK7v47oxIJIJwOMzVvWKxiGaziYGBAZTLZYyPjyMYDCISiWDDhg38Dl2q1v9KTqZuuukmlEolxONxDA8PY3Z2li3GaXh+1apVOHr0KM+I+P1+pNNpvgtMq9UiGo1idHSUnUjpcCaJa7FYxIYNG7B69WruwpKsmIbfad+kKju5RlHHnWQY1OWlazJOnTrF95GQBl6tVmNkZAQul4sLaBQk0rodHx/HjTfeCLPZjGeffZbXAJmoUKWU5FFKpZJdqqiQQEGyxWJhuSHNA1JCRQPUZDJEl2qePHkSL7/8Mgc6NCvm9XoxMzPD96dQkSEcDqOnpwe5XA4XLlyAz+fj+UOStoyMjCAajeJnP/vZJa+hK3GvJTZu3MhFUarS9/b28n04VID1+XzcVaxUKpxE0NyGRqNBsVhkeQ/J2kKhEFqtFsLhMO666y5WHNDXk2yUHMdI2UHFw2KxyDIj6rQbjUaWJrXbbVy4cAGVSoX31/n5eQQCAdx77734t3/7N0xPT/P8x+233w6Px4N0Oo2enh5ks1kcOXKEi2xkOqTX6+Hz+WC1WqHX65HNZhGLxVAqleB0OuFwOP7HBayUrNH7SN02kjlR3KNQKBCJRHDo0CE+H1qtFheuaCaMRizo/ycTrZmZGZ5JK5fLWL9+Pd5+++1f627Q/4srec2Gw2EEg0EMDw9jamqK9ymKx8jIhDqc9GvUKadC4MX3LzYaDZa19vT0wOFwwO/348Ybb+T1TNemkDul2+3m2IDiM7JAHxsbg1arxejoKKamptg4ggrEVJQPhUJ44okncOTIETgcDmzatAkWiwWPPfYYG7cZDAbcfPPNyOVyrP7y+/1YtWoVtmzZgm9/+9tclDAajawcoMIW/Vt0d5TJZIJWq+X3i5K/i+/KrNfrXJwm999CoYCnnnqK94mLx3toHbvdbr60mAoFTqeT59UbjQZGRkZgNpvxj//4jyu6hi5LMnXvvfdykEPtebo3h5zRTpw4gc2bNyOZTEKr1bKzVLlc5o6K3+9HJBLhzhANodI9NVSxJGnazTffDKfTiWg0isnJSQQCAR4spYpgsVhkHTVp6gmqKMzMzOCll17izZN+0KQdveaaazA6OooTJ05gfHycF4xOp8P+/fvR7Xbx1FNP4f7774fZbEY6nUY0GmUb1tdee40TstWrV/NzDA4OctZPcoByucyXnZLsoVgssv0wJaX5fB7z8/MwmUx86dnDDz/MFV9KwEwmEzuikRRxbGwMLpcLbrcbAwMDfHcAdUk8Hg8nc7QuqtXqJV2YdqVtlj09PRgcHMTMzAx6enoQCoW4WxoIBDAxMYFarYZAIIBGo4GFhQVe05QQ0JByOBxeIkWipIju36GAbv/+/Uin09xxokObEvOLN2gK7Oh9stvtSCQSbNxgs9kwNTWF2dlZLjhQd8HlciEajeKDH/wglEolnnjiCXbEUSgUuPvuu9FoNPCDH/wAH/nIR6DX63H48GG4XC6o1Wq8+uqrUCqVuOmmm1Cv19Hf389SSNr87HY7ZmZmuPJKRRGtVovJycklUj6qzLbbbXbF0mg0UKlU+OpXv8oWwmR0UKvVeJMkR6tEIoG1a9dienqaZxzo7y2VSpwANJtNrF69GrlcDs1m85IkqldyMnXPPfewZPTUqVNQKBQsGxsYGOAqZSaTQbfbZWlpLBaDx+Ph5IYGfy9cuMDGFeS61Gw2EQ6HsX37dng8HgwPD/M8Et3F12w2ASzOnZBE6cKFC0uKNVQ1JGMIkl+dOXMGb731FuLxOHw+H++7Ho8HGzduxKuvvoojR46weuFDH/oQV9x37NiBTCaDSCSCnTt3slyWkpuxsTFYLBaes6KqMACeHbRarazpp4KJ3+/HwsICXC4Xz7LMzs7C4/FwV7pcLuNrX/saPB4PstkscrkcS7Doe02n05zczs3NsQkCJWvUaQbAwXRfXx9qtRq+//3vX9IautL2WuK6665jQ4VMJsPvOZ2HrVaLZdEUNFGlHQB/fTab5Y7hxcEVdVpUKhUGBwcRDoc5saJk+eK7w6h7QPNtVOwl8xNSmZCNuF6v5xm/DRs24ODBg/jJT36CXC6HRCKBcDiM9evX40c/+hHP7L33ve/leOeVV15Bs9nEBz/4Qb6sFVjsAL/wwgu8Nqi4Fo/H2R6bRgLK5TL6+vq4A0DBudFohN1ux9jYGPR6PaamplitQ3Oy3/zmN9HpdHhOmmISWo8AuOpPgTLN3NJ+TfO54XAY3/jGN1ZsDV2paxYA+vv72W784o5ztVrF9PQ0d/nJlIY6jGRmRVLScDiMyclJNoUoFArw+/08h7x9+3Y2eAiHw9BoNCzru9g9j2Sg+XweJ0+e5KsjaA7qYhMXKi65XC5s374dwKL873Of+xwbpuzevRuRSIRjALfbjeHhYWi1Wrz55pu47bbb0NfXhxtvvJH3agB49NFHsWrVKiSTST4XaM6WGg31ep2Ln8FgkLtWNAdNZwk1OGishjpo3/nOd2C321kySN0putaICno0akOJ6Jo1axCJRLi7Ronss88+u2JraMWTqbvvvhvVapXNIex2OyYmJmC32zkBGBwc5PsMqOJOiRNVoxqNBm677TZOtkiyASxKp7LZLAcAHo8HQ0NDKJfLWL16NYDFTcDj8cDtdiORSGBiYgLr1q1jT3sK7CgQJUMMOuTPnDmDkydP8r1XExMTcLlc0Gq1uPHGGzE0NISxsTG2sH7llVeg1+uxadMm1Ot1vPjii7xxvvbaa9i4cSPMZjOOHTuGffv2YXR0FMFgEI8//jgH2lQ1IkMJkjFRG5jmA2jomVr+brcbPp8Pp06dgtPpZNe/F154gV2o6Ne63S4GBgZ4WDqTyaDZbPIQJOlMKVGlatvAwAAPtedyOa6sLrc7daVtluFwGOFwGP39/Wg2mxgbG4PJZGKXRIPBALfbDavVisnJSU4AOp0OX/ZZKpUwOjoKu92OSCTCemoyD6FOJLWfP/3pT+PZZ5/Frl27eHaN5t6azSZOnTrFAYHJZOJ/I5/P84A+vRvAoiTj3LlzeOqpp+B2uzE3N8czG3TDeSAQwBNPPIENGzZw55YKEPF4HPv27cPZs2dhs9lw/fXXQ6lUYvPmzdzuB4CjR49ifHyc3xmym6ZqE0kYSDNOkq9cLsdumatWrUI6nUY2m8WNN96IfD6PVCqFz3/+87z2yc2S3stUKsVrnt4NMi5IpVJ8cXAkEoHRaEQ4HObh70KhwDrq5d5BcaUmU7t372Zb+Vgshr6+PlgsFq5IAuDDNxKJ8FUPWq0WqVQK69at4ysaRkdHsbCwsKTrSYccyVgefPBBvuuGfg6NRgMKhYKdn3K5HKLRKMLhMCfOZFJSKpWwatUq1uh3Oh3s2bMHvb29AIAXX3wR+Xwe58+fRzQaxeuvv44bbrgBP/vZzxAKhRAKhdj5CVi8r4+68l/60pcwNTWFyclJjI2NodlsYtu2bbj++usBAE8//TTLwgwGA2KxGAYGBliO5/P5UCqV2DHTYrEgkUhwF0OpVGJ+fh7BYJClfQDwhS98gYtfFDSEw2HE43FOlCgwIElMvV5HOp3mREur1WJ6ehp+vx8mkwmlUglzc3NwuVx4+eWXl72GrrS9lti1axdisRgAsPPYzMwMS9O9Xi/S6fQSJ1ra8+gqEyq8Tk1Noaenhy2/ad6TZqnvuOMODA8Ps9siFXpIaaLVajkmobV+8RwxBXdKpRIKhQLJZHKJVIgUJwAQjUbx6U9/mmWnZFVN6/UDH/gAxsbGkE6ncdttt2H//v343ve+h3w+z53k6667Dtdeey0OHTqEEydO8FwjxTxUaCDp/YULF+ByuXjuj5xoDQYDQqEQy9RbrRYGBweh0+nwpS99iZMAo9GI6elpLhJUKhXea0muW6/Xl8z3UNeMfn50HcFKcCWvWer6kbKDzl+y0q9UKlhYWECtVkN/fz+fw5R40Pne19cHhULB8+/z8/NotVoYGBhgJdUdd9yBubk5FItFrF+/nufcaUaeTNXInZXMymjOikYWYrEYarUa/vqv/xoA+LqGUqmENWvW4Pjx43jhhRfw05/+FFqtlt0jlUolfD4fOp0OIpEI9u3bh1WrVuG+++4DALz11ltcFKW73b7+9a/zXbLlcpljhNOnTyORSLDh1MaNG1ldkkqlMDY2hp07dy7prqbTaczOzqKvrw9GoxGPPPIIarUaCoUCwuEwu2trNBq2gZ+cnGSLf3Jxpf2DYpN2u437778fH/3oR1dsDf2iNav+337xV4ECLLpvhC4pJJ06OYdRR4XkDWNjY9ixYwfWrVuH8fFxnDt3DqdPn2b7XZrlIMkOaTbJvcdisSAYDPKlpdVqFaVSiSsCFosFdrsdJ06c4ABArVZztwgAt0B9Ph/OnDnDtzXPzc0BAHcJzp49i0gkApvNxln/+vXrMTY2xgPZBw4cwGuvvYa5uTls376dHc3e9773YdeuXfx5HThwAADwwgsvsNMgzXZRYEiVDdJ/kj6UDoJqtcqBT7lcZu0t6WkdDgdCoRCbEdB9R9PT0yyxmJ2d5UsJaS7HYDDA7/dzG5qG/Y1GI1Kp1JI/e7VDMtJoNMrD8FQxJakqdXsunqVas2YNfD4fH7zAYlXe4/Eg8p93IFGARRINsjpvtVpc1SGLXDI0sdvt8Pv9fACSwUl/fz+0Wi3y+Ty7iGk0GqxevRpbtmzB7t27MTg4iNdeew3VapWr4tFoFGfPnoXf78cNN9wAt9uNs2fPotPpYGhoCENDQ5ibm8O5c+fg9/tx3333cdBy9uxZPP3005x4f+5zn8OWLVvw9ttv4/Dhw7zGCoUCb45ULXa5XNzZ0Ol0GBwcxPz8PK+xdruNw4cPcxfA6/UuucuK1thdd92F48eP48SJE2zQUSqVcPjw4SVzLevWrePPhCQ9Fw+Oh0Khd2V9XU7IzCSdTmPVqlU8D0dSIdLG63Q6rFq1CiqVCtFoFKVSCZs2beKvpTuQcrkcS0lNJhPfZ0Nd/J6eHpjNZszMzGB0dBSpVIqtwOmqCvo5xmIxDtZo9rJWq7G88EMf+tD/+H7WrVuHEydOcPfMbrcjGo1i+/btGBoaQiwWQyaTYTk3afu3bt0KADh27Bii0SifAa+88gqeeeYZ3H///bjnnnvw6KOPolwuIxwOo1arYW5uDgMDA2xSRHfzWCwWNvkJBAJckSdjpGaziVQqxU5rF0tc6LO7+eabcfz4cfT09GBiYgKZTIaluDRz2W63cebMGfT398Pr9bIBRygU4mTtwIEDePzxx9+5RXWZuf7665FKpTA8PMzy6XK5zOoVYHFQnyr7dJ0JAA4ma7Ua/H4/NBoNNm3axAUAv9/P5iCNRoNNpywWC2ZnZ9Hf34/Z2VlWrpCBA82OkOModWPovKM55AcffBAA8POf/xzz8/PckXe5XBgYGMB1112HcDiM8fFxlEolbNmyhSVeCoUCx48fx80338wulgD47yCHyNdeew2vvPIKPvOZz2D79u34p3/6J+7MUWzQ39+Pc+fOcWDcarWwZcsWNiS6WNKUy+UQCoXY8ZAULjqdDtFoFOvWreMz8JprrsHPf/5zllLSnycZLM19T01N8QwtFW337t172S2o320ulpWR1J+MSmhsQ6/XIxAIoFgsoqenBy6XC9lslgt+tVqNlQStVgt+v5/vvisWi7Bardi2bRtMJhN6enq4SE6zahs3buQkiu4CI2kbdZ9o5rRSqeAzn/kMAODQoUM4e/Ysy5BjsRiMRiM2bdqE6elpvPTSSygUChw3dDodtNttDA8P44YbbkC3210yf0od5Xg8ji9+8Yv4kz/5E3z0ox/FX/3VX7FiSqPRYNu2bXxnGskFJycnoVQqsW/fPr6a5cknn8SBAwd4ZtJoNHKnj1wrSfZHXa9cLoePfOQj+MlPfoKFhQW+K4u6qPRZe71ezM3NwWQysVrhnWDZyZTD4UAikWBNMOnRKUPdtWsX1Go13G43d6oOHz6MLVu2YGhoCH6/HwCwdetWmEwmPPfcczxQ/+CDD6LVauHkyZM4efIkd78A8H00tBlSEnb+/HmeSfr5z38Oq9WK4eFhnD9/HmvWrOG2N7X7f/d3fxdnzpxBMBhELBZDLpfD6Ogo21C73W4oFAps3LgRDoeDq6w333wzfwbf+c530Ol0VTx/SgAAIABJREFU8J73vAf5fB5Hjx7FyMgIPvvZz3IV42c/+xmeeeYZqNVq7NmzB7fddhuAxcDv4YcfxsjICDuzUaWAZAxkq00mCVS1JzlEo9Fgm1ej0Yg1a9ZgdnYWmzZt4s9IpVLhrbfe4jkoum/iYskJzbzR50tVbpvNhunpaZRKJfh8vqs+merv7+cZEark0OwHzVv4fD7uao6NjaHVauFjH/sYDAYDV1JJhvHDH/6Qne76+/u5akmD0waDAePj41hYWOCLEi0WC9+9QAFWp9PhgMLr9bILU7lcZlv2Bx54YMn3YrFYsHHjRkQiEZw5c4ZlhJlMBgcOHMDQ0BCOHDkCnU6HiYkJfPe734XT6cTGjRuxatUqvjPl7NmzPBhOQSN1lb/yla+gv78fd999N7Zu3YpnnnmGL30mC13a6C6uxplMJr7KgKpd4XAY6XQaPp8PxWIRiUQCoVCIu9oLCwsYGhrC/Pw8JicnuUtCgTbNC5AkaH5+nrsA4XCY3QYNBgOi0SgqlQoPqv4mcOutt3K3z+/3Y25ujqvF1Ml3Op3sWkbS4uuvv54dQ59//nnUajVEIhGMjIzg937v91gKXKvVcOLECTgcDu6MUsGHuisXm6wAiy548Xgcfr+fCxJ0HxOwOCeze/duAMBzzz2HmZkZDAwMYMuWLexMZbFYsG3bNjzxxBOw2WzYsWPHkpkjKi5EIhGoVCpMTk5yEL5p0yakUinkcjnYbDao1Wps2rQJTz75JG699VZ+Z/7u7/6O372jR49Cq9XiwoULGBoaQrPZxKuvvgqfz4f+/n5kMhmMjY3BbrdjZGSEZxhIekv3vZDGf8+ePejp6WEXOLqjyOPxcLePKsjVapVNMCwWC6sTKJHLZrNsA/ybAs2GUBJDMnq6+6ZQKGBgYICldVQEsNvtMJvNeOGFF9gxVKPR4Pbbb0e9Xsfp06dRr9d5Xo8u4+3p6YHJZML27dtZgjUzM4NKpcK2/VTZnp6expYtW1Cr1dDb28vS+7vvvhsA8NBDD6FarcJisfBsNkng6YysVCrYsmULX2dhs9lYklQoFJDL5TjwrtVqGBgY4GInXVNw+vRpPPLII/j4xz+OT33qU/jiF7+I+fl5TiRpjmRgYACjo6M4c+YM3nzzTWzatImTzMceewwulwv79+9n8yH6nJvNJsrlMhfT1q1bB5PJhMOHD3NhlYyLyAyAKv3lchl+vx+tVovl4JlMBg6HA9deey0mJia4uPibwv79+1k2CSyew9TlIPkYmcmQtHLDhg2ssojFYqwGqtfr2LJlC0ZGRnDw4EG+sLZSqWB8fJxdPUl9QeZKb7zxBtufk8lDIpFg+TrJg0klQx2kb3/72zh48CC8Xi9fyTA7O4uhoSGk02mEw2E2aRkZGeErMSL/efkwOQT39/fzGo/FYhgcHMTRo0dZqfDQQw/hk5/8JD7/+c/jz/7sz9jq/dvf/jZarRZ3q0ZHRzE0NASDwYCXXnqJ3SILhQIef/xxmEwm3HrrreyCStevkF37tm3bMDg4yEWphx56iAtkBBVikskky3PdbjfLut9++238wz/8Az772c9e1nWz7GQqm80iGo1yJ4q0vJVKBdu3b0coFOJLS8ncIBgMsoPP/Pw8+vr6OHsleQdVM3t7exEOh6FQKDA7O4tsNouRkREMDAwgl8thZGQEx48f5/uqqNpz4sQJ6HQ69Pb2coeA5lB6e3txyy238PcQDoeRSqWQTCbR09MDq9WKmZkZdLtdbNu2DaOjozz4eeedd+LUqVNLPoPNmzfj0KFDKJfLKJVKGBkZQavVwv/7f/8Pf/7nfw4AuOWWW1CtVnH06FH85Cc/wblz5/DHf/zHMJvNuOGGGzA5OQmVSoVwOMzSBwqq3377bQwNDfF9KnRpGt0xEQwGuStBF7oNDQ1xYEO6U3JeIQep4eFhTE9P8wIl++CFhQU+7AqFAm/+9IJf7dTrdf7fvb29PLMTjUbZ6GFkZISLAm63G319fSyDGB8fZ21xf38/7HY7Xn75ZZ69onmR5557jmcqfD4fHA4HVq1atUSTHgwGMT09zRer2u12tlh3uVzckfmDP/iDJc9Pg65kbkKbCunz9+3bx3K+G264AfV6Hd/97ncBAJ///Odx8uRJnDp1CuvWrUMkEsHMzAz+/u//Hn/5l3+Jm266CcViEWfOnOFKGd218rGPfQz79u3D448/zl3lwcFBFAoFnD9/HiMjI5zck+SqWq3i+eefRyAQgM/n4+FuMkRRq9VcgV2/fj1OnTqFRqOB6elpltr+f+7ePLzN+kr7vy3Zkm1J1mLLkizZlhd53x3HsbOvxEmABMhQGqAtDF2YXi2UKYXpxZR2uDqd9mI6U2iBQpl2gNKUJdAGCNkIiZPYjldZ3ndblqzNsmVZsmXLev/we87EJfRXmL7zI3P+4iKOY8mPnud7zrnvz03vF8kfSe5jtVqhVCqh0+kwOzvL06xQKIT169ezR+vTSv0+axUMBjmk0+VyISUlBZFIBF6vFyaTicmN1Gjt3r2bM5hIqrN161YEAgEYDAYMDw+zVEilUrE8iShnFNKr1Wpht9uZCqXT6RhTnZycjImJCXR0dHCGj0gkwvj4OL75zW/yz/7qq69iaGgIcXFx3HCoVCr2IQKAWq1GRkYGy7isViu+8Y1vIBwO4/Dhw9i4cSN/HclWMzMzkZ6ejmPHjqGjowMlJSWMyO7t7YVWq0VaWhoee+wxfP/734fP52M/HmWvDA0NAVgN2Ca/a2dnJ5RKJWf9EfiItgBpaWlspib8P3n1iIpIpDYCBlDu0NjYGMuHaQhJWzk6PP1vqRtuuIF9y7QVnZycZEIfhZTSIOaOO+5g3xIAaDQaaLVadHR0sBx0fHwcJpMJDocDxcXF8Hq9nHdH11M4HEZycjJsNhtOnDixBk+tUqnQ3d3NuT/vvfceqqur0dXVhe985zv8s7/22muYmpqCSCSCw+GA0+lk2ZzRaERRUREAMDRHIpHA7XajtbUVRqMREokEycnJ8Hq98Hq9aGtrw+bNmzkHS6/XswLn6i0AADz44IP8+SG5eEpKCj9TaKPgcDgwNTXFagqSWPv9fj7IC4VCGI1GzM3N8TbD6/XCarVibGwMGo2G78WEX6drniBCV4dx0yabnp1JSUk4ceLE/9Ql9T9SPp8PJpOJtzEE4KFnE4Fm8vLysHnzZg7oJtJsTU0NLly4gNHRUb7u8/Pz4XQ6MTk5iZSUFN7kkGKFPPcUJ9Hd3c15VDTgj46O5muZmp6ioiJ88YtfBABcuXIFc3NzPMi5WgFDSHcAaGpqYjI1APT392NkZARyuRy33norq3RIoTU9PY2mpiZUVFSgtbUVAwMD7MMCVomHpaWlHE3x+uuvQyKRoKSkhHPbdDodIpEIZ5tt2bIFoVAIvb29sNlsSE1NRXp6OqxWK65cucJqmcrKSj7b9vT0wGAwoK+vj4fVNKgmD5VareboJYqYoWYxLy+PFXT/L+pTeab279/PWluaGI+Pj/Mk75ZbboHRaITX68Xs7Cxyc3PR19fHxk8yBF8dOmYwGODxeNDb2wuFQoFLly6hoqICy8vLUKlUOHv2LORyOW6++WacOHECBw4cYHiDTqeDRCJBV1cX5/NQUwAAGRkZuOmmmz7yOs6cOYPnnnuO9f+NjY1QKBSoq6tjHWpcXBxEIhFyc3NRU1Oz5u9/85vfxJe//GWcO3eOO+JIJIK2tjZIpVLk5OTg7rvv5q//1re+hczMTKysrGDPnj3Iy8vDwsIC7rnnHtjtduTk5CAjIwPj4+PIyspCYmIioqKicO7cOc5fiUQiqK6uhlKpRGxsLMbGxtDe3g6DwYD8/Hz+wHd3dyMYDKKgoIBNuQBYGuV0OnH58mVMTEzwypkuyIWFBd7YUCYFvRefVCv9WdJEl5WV8RoZAF+7S0tL2LRpEzZs2MCTYZouUjNKX0vSNHqgREVF4eTJk/B4PNi5cycb7P1+Pzo7O7GwsIB7772XJS6xsbEsDSGvBTXLcrmcJW+PP/74mp+9oaFhjXkZAJ555hm8/fbbcDgcqKmpgVqtRllZGUKhEFpaWlBYWMg3Wqr9+/fjzjvvxPLyMk9Mr0atbt26lT0to6OjOHnyJGZnZ1FVVcVbhrvvvht9fX0sj6WMoJycHDQ2NjJS2+v1Mm3tpptuYl/V9PQ0Ghoa4HK5+MBkNpu5sS8qKsKePXsYCEAmbJ/Ph+effx4Gg4E3jBS+Sh6DuLg4hlfEx8fj2LFjn/ga+ix6pgoLC3mDTJEJlMORkpKCvLw8bjg9Hg9qa2sZhBAIBODz+ThwViwWo7+/H+fPn4fT6YTJZEJ1dTUcDgcDSiQSCQ4cOACZTAaxWAy73c6T8tTUVGRmZuLXv/41VlZWUFhYyNjokpIS3HvvvQAAs9mMjo4OTE1N4Z577kFiYuKa13TmzBm43W6+35C02OfzwWw244knnuCvfeGFF7hBpq09XXs7d+5c4/UDgM7OTo62oHr44YeZKjg+Po7bbrsNSUlJcLlceP311xEfH4+ysjJ0dHSw4X/37t1YWFiARqPBW2+9hWAwCKPRyBLH1tZWLC0tsV+Vgo+NRiPi4uLQ2NjIsQcA+FBKlFqCWABgabtYLEZra+snvoY+S/daADhw4ABn1VGGF8lDSeKcnJzMgenf+ta30N7eDp/Px0SyhIQEjldQqVR47bXXoFarEQwGsXPnTtjtdvT29vKGsqCgAJWVlawOOHr0KHw+H7Zs2YLR0VGIRCL4/X4eHlqtVtTU1OBLX/oSqqqq4HK5cPToUSQkJKx5dv9pzczM4LnnnmPPlk6nQ2NjI373u9+ht7cXX/nKV5CQkICcnBx+zVu3bsX8/DyEQuGaw+iflsViQVFREZ5++mkYDAZEIhGcO3cOCoUCJpOJnxMWiwUWiwXFxcXo7e3lYSldsxMTE2hqakJCQgLWrVvHUQW0IaFMQIVCAaVSyf7olpaWNXmeNGQm1QpJ3zweDz8fm5ubP9U19Fm7Zu+9915uSBUKBXp7e6FWq+F0Ovk6LC8v54a9srIS09PTmJ6e5jgKAgIBq0PO8+fPIzk5GUNDQ4iJicH27dtx4cIFeDwevo/t2LED8fHxUKlUeOWVVxjmBKwO5IeGhpCUlITh4WG2eiwsLHxisEJ9fT36+/sxNzfHcsHk5GR0d3ejt7eXlxgajQbz8/MfUcT8aXk8HnR2dqKpqYnpu2lpacxToGUE0Tjp/kf+Z5/Px9l97e3tvAUMhULYv38/Z8j+/ve/Z9Ub+aLpzETDBApTps8+NXJ0DdMgwufzYXh4+BO9b1fXXxVA8cADD6ChoQEGgwEWiwUajQYikYinw0eOHOE3Tq1Wc2jj1ancubm5mJ2dRTAYhMfjgUAg4O0JddgJCQkoLCyEXC7Hb37zG2g0GtTV1cFisSA5ORlJSUkMniCQgkAgYPmA2WzGM888g5iYmI+8BqfTifvvv5919Kmpqejp6cG2bdtQWlrKE3CxWIy0tDQMDQ1h//79H/k+b775JkZHR7kjps0ByRSJlOf3+/Huu+8CAGw2G4cLUt155508iQdWqV1+vx+9vb28Tu7t7eWNCG2wLly4gH379vFkOioqCjabDd3d3di5cycj5yORCHslCC4RCARw8eJFvvhoIkXrXpIZUk6GSqX6xDrpz9LN8r777oPL5cLc3BxPmSUSCSYnJ/Gd73yHyU9paWkYHR1lkp1CoeDDE70X8fHxPE2KRCK4cuXKmmt+YGAAAwMDUKlUOHDgAHsBOjs7uUmmh190dDRcLhcjk1966SX+mU+ePIn5+XmW4j3xxBMYGBiAy+VCaWkp/H4/y6w0Gg2blslPcy3j5VNPPcXEJ9rKEgb3xIkTbDgWCoUfixV9+OGHsbKygsHBQZ747tmzB4FAAC0tLcjPz8elS5dYhrp+/XreRC8tLaGgoADBYBBarRYrKyt47rnnEAwGUVpaivT0dNZ5k3mXKFTZ2dn4xS9+gYWFBRgMBjidTiwvL8Pv9yMrKwsAOFPJ7/cjHA6zNPEvrc9aM3XkyBGMjo5CpVIhEAjwtt3lcsFgMHBUBFENr/Y90USbtpoJCQno6upib6nb7UZvby8THIlAOjAwgI0bNzI2mWh6QqEQYrEYxcXF6OnpYfNwJBJBdnY2XnjhBQBAR0cHSktL+TW0tbXh+eefRzAYZAQ6xQgoFAreNE1NTaG4uBjr16//yPvwy1/+Ejqdbo38GViVebz55ptYWFhAbm4uNBrNNQ/Czz//POelnT17FsCqVLCgoADLy8sYGBhAQkICenp6GE5BOYDkY5FKpejo6MDOnTsRHx+PZ555BouLizzoyMvL45wYQrKTN+rUqVOsYiA5JEnhSXZLKOVPg0r/LN1rgdWJNQ0A0tPTWQlBpvfq6mrMzc1xSPMtt9zCmye6B/l8Ph4aklTdbDajpaUFhw4dYow4sDpwIk8pDQDOnTsHo9EIl8uFLVu2YHp6mv2wZ86cgVarxde+9rVrevrefvttdHV18YB38+bNvB2Ym5vD+Pg40tLSMDc3h8TExDUWAAD413/9V5Y+DwwMICMjA0tLS8jPz0dSUhLOnj2Lixcv8pR+06ZNDBsYHh6GzWbjIcXY2BgsFgtiY2MRFxeHyspK9lIT5p+AKDabjVVBkUiE8yxpwk82iNTUVAgEAgZ20QCZho0WiwVdXV28AdDr9ZicnGQSIDXJJN+kLe8nqc/aNVtXV8eDT4L7UPYiAXYMBgP6+/tRW1uL6upqxMXFYXBwkD/ztD0iH+rExAQuXLgAu92OgwcPcu7opUuX4HK5+MxFMQmBQAA1NTWw2WzYt28fmpqa2EN/4sQJRCIRbNiwAUlJSfj617/OP/tPfvITDA0NsXJJLpfjzjvvREpKCp/pXC4X7HY7bykHBwfx2GOP8fd47733eDtODSURMNVqNZqamnDx4kWkpaXBZDLBZrMxMY+2veQvJ9Q+RagkJCSgpKSEmyBiIIyOjjIYqLGxERqNBrm5uRCJRLBarZicnOSYF7VajbS0NEilUmRlZbFCoLu7GxaLBePj42vCk+n+Q9FHZB9YWFjA2NjYp7qG/qoACgouI6MdoRunp6fZQEcmdZI3UAhfTEwMsrKyOJeD8mzoQR8bG4u6ujr88Y9/RFxcHEtHKHOEgg5bWlqwd+9e9Pf3o6OjA8XFxfB4PEhJSUFbWxtaWlpw5syZazZSR48exW9/+1vOyyEUMJmAp6amIBaLWeaUnJzMkoSri6RLJpMJEokEhYWFuHjxIudGdHR0wO12s0n5b/7mb1BeXo5HH330I9/LZrNxRgVRCOfn5zExMcEhmZRGTghL6rSJakT0v66uLhw4cICzX2gDsri4CIlEArvdDp1OB6FQiJMnT3IytkAgwOLiIiKRCNxuN2fSKJVKpKWl8cH4ei2z2cyvj0KMI5EITCYTgsEgbwT7+vp4IlpUVMRESdpW0QM/HA4zvefIkSP41a9+BYPBAJvNhsLCQng8Hly+fBlFRUUoLCxEe3s75ubmMD8/j9nZWc6ZIA9AMBjEV7/6Vf55X375ZdTV1fF0/Zvf/OYajHhMTAz0ej3EYjGqqqpYMtje3o7Y2NiPzVuiTBcyw7a0tMBgMECtVnO4KIX7ff7zn8fOnTt520BVWVkJl8uF/Px81NfXo7OzE2lpafB6vSgoKIBYLIZUKuXE87GxMd6CHj58GDExMTyRok3fnXfeyQ0QSZ8A8Mpeo9Gwxry1tZUJoUNDQyyXAcC5M+RZ+aTN1GetiJ5IAbC0mQFWc3Qo7NtgMLD/id4LysIhuA7JTMgXmJmZiVOnTuHChQuQyWTYs2cPmpubeQCm1+sRGxvLk1aNRsNT/traWtjtdvj9fkQiEW6kAHAj1dTUhN/+9rdoaWmBTqdjievCwgKEQiEqKir40EIPzI+LYaBcEr1ej5WVFVy8eBFqtRparZZzgBwOB6RSKU6dOoX9+/fzRkSv1zPBVCAQ4MYbb8Q777zDEsW4uDg25s/NzcFms2Hnzp3o7u7G6dOnER0djb/9279FKBRCUVERe3QIeS0Wi1l6S+qLlZUVPlAQ5Gd8fJz9XcFgEFNTUxx4LBAI+N7wv6EikQiTy+hARhuOlZUVFBUV8fCRJsvkcwqHw3C73eju7mafWldXF1QqFbKzs9Hb24vx8XHodDpUVVXh3Llz2LZtG6xWK+rr6xEfHw+Hw4Hk5GSkp6dj69at/BxfWFhAT08Ptm/fjkgkwgRIqp/+9KeYm5tDfX09fD4fDh48yNdNV1cXgFXPallZGebm5hCJRK6ZvfStb30LL7zwAnJzc7Fu3Tq4XC6YzWaMjo6iv78fzc3NGB4eZkJfIBCA0+mE0+lkYnFMTAxyc3N5gNrT08OewtHRUWRmZrL/zu/3w2g0QqPR4MyZM1heXkZdXR3Gxsb4vSsqKkJPTw/uvPNOpg8S2VAgECA+Pp4zQolQR/cOu90OjUYDh8PBE3+RSMRZgp+mmfqsFX0OY2NjMTAwgLy8PA7jViqVyMnJQX5+PhYXFzExMcFe/vz8fKb+xsXF8VmUvmbr1q2or69HMBiETqdDdnY2JiYmsLCwALvdjvn5ecTFxaG6upo9moWFhZibm4PdbkdmZibm5+eh1WqxYcMGPrscP34czc3NcDqdiI+PZ//fysoKRxe1tLRwBIVEIkF2djZHvtxxxx1rXv/58+exfft2qFQqSCQSdHZ2Ynx8nO+577zzDkO46DxO9EcKICYKInlMe3p6WAXT09MDmUwGgUCwJoA6JiYGZWVliIqKQkZGBvvOPB4P8vLy0NTUhNraWmi1WsTFxSE7O5uVbUKhEFlZWdBoNGhvb8eFCxcYBONyuaBWq/kaJcia0Wj81M3Ux9Wnaqbm5+dZQ0raWpfLxeS9+Ph4BkRoNBqMjY0xmpNyStrb2zndXigU8laJktBXVlbgcDjQ3t4OvV6P/fv346233kJpaSnkcjmWlpbw6quvsik6ISEBmZmZmJycxNTUFP7u7/6Ob9RXe01uueUWeDweOJ1OaDQaXlO/9dZbSE5ORnJyMsrKyhAMBmG32yEQCPDKK6+gsLAQt956K9544w1+H5544gn+oM3MzKCvrw8WiwWtra3Izs7GyMgIZ4rQlKK1tRX3338/NmzYsGZ6+vd///d82LbZbPjd736HDRs2cIdOmn21Wo1IJAKz2Yy5uTnU1tYiOzubD+lOpxP79+/naR1lV4nFYigUCpYJAqsrX8KE2+121NfXM+YzJSUFAoEAnZ2dvJqlSfD1WjqdjptTkjQQBplC6wBwyByFwJH+nMIWY2NjmVzn9XqhUCgwMDAAAHj33Xf5d1ZRUYGRkRGMjo7C7/djdHSUE+h3797NkqHJyUmIRCLo9fo1HilasT/wwAMYHh7G8vIy7HY7h/oRGYqkV6mpqYiOjkZiYiIcDgcqKyvxq1/96iPvg81mY+MyJZbPzs7i3LlzcDgcfOOhg/qxY8fQ19fHn6NDhw5xqHFMTAwyMjJgMplw4cIF3hbHxcWhtLSUv85kMuHNN9+Ey+VimcLAwAAcDgcuXryII0eOcMAq6aKJ8BMbGwuVSsWDmrGxMcalEkFpaWkJEokECwsLPISIjY1FXl7e/8CV9f+2JBIJUxMBcEYUPfTlcjnDKYaHh1kpMDMzg7y8PP5/RGkkjXliYiISEhKQkZGBYDCI1NRU+Hw+5Obm8jScSKFbtmxhuirdW/x+Pw8e7rrrrjU/80svvYSenh7Y7XZMTk5CLpejo6MD69evR29vL/Ly8lgeEw6HmR5GZLJrFWWMzczMcAOSnZ2Nzs5ONDQ0oKioCE6nk7fNf/jDH3hrmZ2dzSQ4OsAQFXB6eho9PT344he/CL/fD4lEwoOB2tpaDj+lw8L8/DzOnDmDiYkJ3HPPPQiHw9BoNAgGg7DZbFhZWYFKpQLwX/k9JEOl10sNglQqxeLiIhMEacOXmZn5qbP9PguVl5eHhIQEJCYmsmrC4XDw7/3w4cN8iAfAXie5XA6DwQCXy4VIJMJbwUAgAJ1OB71eD6FQiPXr17MfyW6348Ybb0QoFMKvfvUrvvfm5+ezCoOkxbQZq66uxqFDh+D1emE2m/HHP/4RJ0+e5AOzxWLhGIu+vj7ceuut7JsimAnJEKmJvlYRappiY/r6+pCdnc1DTWrSkpKSeFNmsVgYjkRxCKSi2LJlC6xWK2djEjmZhk9jY2PQ6/XYs2cPfv7zn6O3t5cD5Xt7exEVFYUbbrgBMzMzUKvV8Pv9nC9JygjCbsfGxmLr1q04efIk+vv7AazK3xMTEzn7ivyv1/vZgIoIccFgEEVFRQw1oLy6zZs3c7yMTqdjlUl0dDScTicPW0mFRc0N+eRoo0VkxZKSErz88svYtGkT8vPz2V6h0+lYkkneq1AohJtvvhmBQACBQACXL1/G+fPnkZmZCaPRyAN4hUIBoVDI1wcpxrKysljJAoDPxFfXP//zP8NoNGJlZQUjIyMMRSMVg1QqZY/55cuXIZPJeGNZVVXF0k+1Wg2BQMCNIMFiKPaEgtynp6e5obdarfy8AFYHcs3NzZDL5UhJSUFmZibL+6iZG/2/+bT0u9u0aRMMBgOTg0l1FYlEGO7ldDrR1tb2V792PlUzdbVpFwAHlMrlcszPz+PixYs8KaepcTgcZsNjZ2cnADAZJxwOY+/evejq6kJzczMfchUKBeRyOXeXcrmcARGTk5OYm5tj4pPJZOJpwfDwMHfcFK4GAI888gjC4TBiYmKY3EagCto8mc1myGQyxppTbtDMzAzq6upQUlICv9/PF77dbkdqaiprMpVKJQegulwuyGQypKSkYMeOHexJ+s///E+o1Wo8//zz0Ov12LdvH/Lz8+Hz+WC321FaWsq6ZJIuzc/Pw+v1wufzIScnB3/4wx84nI28DpcuXYLP58Po6CjncHk8HuTm5rIG2ue5sAdmAAAgAElEQVTzoampiZuJ4uJiyGQyZGZmIi4uDhcuXEAkEkF3dzdiYmL4YU9elOu5yDwbiUQgl8uZFEcIcrlcziAKCpiLi4tjPOf09DSsVitmZmZYHpSTk8MeAKKDORwO9PX14fOf/zxSUlL4fSefYXJyMubm5qDX6+HxeHDmzBnExsbiJz/5yUd+5meffZabuaioKOzatQsXLlzA8vIyurq6sHPnTly8eJFRyxRGSprohx56CFqtFq2trXj11Vdx+PBhxMfHQywWfwThazQa0d3dzWHRALB582bU1NTgnXfeQWxsLHbv3g2LxcLbMQpB1Wq1cLlcjCangw9lu0UiEajVavT19bGOOioqinO+BgcHkZubi3A4zD4rAHC73WzmJ8zqli1boFQq0d/fj0uXLiEcDkOlUsHtdsPv9/NkTCqVcpN7Pdfy8jJ0Oh1LpIn2qVarkZyczCRJikug4cfy8jKam5shk8nQ1NTEEuht27ax3C86OhqFhYWwWq1wuVws2yZJBIFuVlZWODdQrVbjgw8+4IT7zMxMvt84HA689tprnJ2UnJyM2dnZNXK+3t5eTE9PszSGpE3Z2dmMGwbwkeEVeW67u7uRlJSEsbExhMNh/uxarVbe3H3729+G1+vFlStXMDw8jMrKSqYd0me4uLgYKysrmJ+fZ9+AwWBgsufQ0BATUC0WCyKRCKKiohi4lJSUBI/Hg/LycqSlpcFqtTIa3uFw8FBQo9EwsW/jxo0YHh5mVDGRLqenpxmXTcHL13PRe02T46vzDQHwIY28xhSSTh4MOlwtLy9Dq9WyTK29vZ0bTkLnX7x4kRuFhYUF1NXVccYYNTn5+fkss9RqtcjKymIp8NLSEhQKBYxGI3w+H99/KBA0Li4Or7zyCtavX49Lly6hpqYGMzMzLBmlc8q1iv6cZMoCgQCNjY0YHh7Gjh078P7777MPcMOGDUwj7OzsxLp166BWq1lJYLVakZmZyfd3n8+HhoYGlJaW8sGVDo+jo6MoKirCxo0bEQqF0N/fj56eHrS3t8PhcODgwYMMqKBBuNvt5hw0+jsE6aJzFiG6qQwGA4Mq/jcUDfxlMhkTU5OTkzEzM4PDhw/z65yenuaz49WZqXQmbGlpgVgsXpM5SVh9kvobDAZMTk4yoCoUCiEpKQlTU1PQarUMnyB5rF6vx9TUFA/R6urq2CtnsVhgNBpRUVGBgYEBLC0toaGhgTMk6d8HwBYGyn67um677TYexs3NzfGgvq+vj1VRqampSElJgdvtxsrKCgdI/8u//AuA1TO32+2Gw+HA4OAgXC4XRkdHIZPJoNVq+TUC4GWIzWbD2NgYb/gaGho4lkcmk2FsbGxNniUprQhGQ5YLgUAAo9GI999/nzdXdIYjCnZGRgakUukaMuxfoz5VM3Xq1Cls3bqVOe504KE8ozvuuINlYwDQ0tLCWT0ffPABZ3WsX79+jVY5IyMDBw4cwJNPPonFxUUMDg6yPj4xMRH79+/Hj370I6Snp2N5eRkbNmzgcDpgVe8ZHx+PK1eu8PekRuqf/umfUF9fz8Q1QreTNE6r1eLy5cs8kR8YGEA4HGY9vV6vh9vthlqtZgLOxYsXUVNTw9hgkit2dXUhIyMDfr+fg0ijoqLgdruRkZGB/fv38y+2u7sbjY2NKC0tZb8L5VS98cYb6OjoQE5ODiorK2E2m1FRUQGxWAyTyYT169djeHgYFy5cQEJCAtRqNQoLC1FdXc3SEjI+v/vuuwgEAiguLua0aEJjUkAtkRnj4uJ4nU/J2gsLC5yWfr1WJBJhKk5vby9Ttsj7V1BQAKFQCJ/Ph7GxMYyOjkKpVHKOSEZGBu69915s3LiRD3x04wsEAhgaGsLGjRthsViYWmY0GtHT08PTwbKyMqSnp0Ov12N6ehpPPfUUoqOjsXnzZmi1Wv5Z3333XXR0dCAQCECv12Pz5s0Ih8OMqG1sbERtbS1OnTqFjRs38gSIpIcDAwPYtGkTN8379u3D9u3bWZ5Enrn4+HjcddddmJiY4JsRNTJerxdTU1OIRCIoKChAbGwslpaWsLy8DKFQCK/Xy3hyn8+HHTt24NixY4xEtVqtkEql/F5JpVIcPHgQDQ0NbDw3GAzwer1wu90Qi8XsgWppaUEoFEJFRQW0Wi1LXbVaLeOyabtGB3+dTofJyUkmKIlEIt7mXM+l0+nQ09ODuLg4npQSDpw09gAYIU9U0M7OTuj1evT09GDXrl244YYbGMMvEAhw8OBBxMTE4PXXX0dCQgLa29s5AkGn08FqtWLXrl0MXCBICakOcnNzUVJSgunpaQwMDODVV1/l0GjynNJBmYJYAaC8vByTk5Ooqanheyo1G/SQJ6/ewYMH8eijj+KJJ57gbCyj0QiBQIBt27axLCcmJgZFRUX8YCXZYnZ2NgDw9L2lpYX9Oz09PfyQXVxcRH9/P2ZmZlBRUcE5gnTYTE5Oht/v5+iKnJwc+Hw+zM/P48MPP4TD4eApNU1yS0tLMTw8DKvVCqFQiMrKSlZvvPnmmyyPJCw4xXcAWHNgvR6Lmm4KgQXABy+1Wg21Ws1y1aWlJTbYkzWgv78fBoMBX//615miSnL/ubk5dHR0AFht3jdv3oyOjg724KlUKvYGC4VC5ObmIhAIID8/H+FwGGlpadxET01NQafTQSaToaKiAi0tLdBqtXj77bdRUFDApNze3l5YrVYUFxdzrp3D4UBmZiZ//p566imGwHzlK1/Biy++iEAgwKqD8+fPIxAIoKSkBMBq5hTlDwHAuXPnEBsbC61Wi02bNuGRRx5Be3s7PvjgAwgEAn4+0OFTJBIhOjoaw8PDyM/P56w/uh9nZmbC7/ezX4eiQcLhMM6ePcuh3yRRlUqlCAQCrPzRaDQYGRnB5z//eZw9e5ZlUwB4MxeJRNDb28sZRvR7uV6LpOGTk5NYXl6GRCJBMBiEWCxm1RRJ2vr6+qDT6dgzRQ3D9773PR68AKsDeoJPBAIBDl22WCxob29HaWkpPB4PEx4pt2lgYAAlJSVwu90crEvZUevWreOcvOXlZRw/fhwAsG7dOv7z1157Dd3d3YiKioLRaEQkEkFfXx//LDSov/nmm/H2228DAHbs2MFDirS0NFy6dAmTk5OIjo6Gx+NBeno6E3gHBgYQGxuLo0ePAgCioqJ4m0zn7srKSoyPjzPkx263o6KiAna7fY1EUKPRoLS0lP+7uLgY9fX1kEqlbMeh+8fS0hJ7ggcHByGRSBiwRDmUCoWCB212ux0KhYJx9iqVCq2trdi0adNfLXwa+G+g0clXQ+Si6OhoqFQq5Ofno7a2lg14hOSkaQmhH8vKyriRujprJzMzEw899BCef/55FBQUcCAZraB1Oh28Xi97VXJzcxEVFYXTp0/zjeFP67HHHsPMzAz0ej1qa2uxuLjIZCGHw4FwOAyXy4X09HTYbDYOMZPJZCwHJBylw+FAXFwc5HI5X8gjIyOM4k1PT+cp+tXSuu7ubjZ4qlQqCIVCuN1uPvQR0pcyp6j5vHTpEgoKCph4aLfbkZ+fD2D1QlKr1SguLsbc3Bw+97nPIRQKITY2FsXFxfzAMpvNePDBB1FfX4++vj7OrKHwSVrbh8NhnDp1ao3Zj0AEUqmUUZrXaxEClprjUCiEsrIyOJ1OlrTFxsaira2NN3rt7e1QKpWQy+XIyspCYWEhy/zog06/m69//euwWCy8Cvd4PBAKhZifn4dKpYJMJuOg35mZGdTX1zMSnVLFgdVtFBl7NRoN9Ho9urq6IBAIUF9fzxvgkZERrF+/Hq2trfjc5z7HGOK5uTkOkF5aWlpzYAyHwxyO984776C4uBhLS0toampiORcFNS4vL6O7uxvp6emQy+Wc+N7c3Iz09HSGc1DIcVdXF4xGI86cOQOFQoGCggJMT0+znDccDmNychI+n483bYWFhSgtLYVMJkNOTg6Ki4sxMzOD8fFx2Gw2mM1mbNu2DWazGcCqZ4dkUpTGfuXKFYTDYUxMTLC2nYIq6YF2PVcoFOJ7ikKhgEqlYpDK0tISpqamkJSUxH4ohUKBzs5O2Gw2WK1W7N27F7fffjtLH8rKyvhARoOb999/HxUVFWhsbITT6YTf7+fPvkgk4qGKz+dDT08PLBYLamtr2VdpsVjY6ykSieB0OpGYmIhLly7hmWeeAQDs3r2bv5dIJILZbMa+ffsArG7f2tvbIZFIkJuby0Q7iUSCb3/72zy1jIqKwtmzZ1FeXo6YmBg0NzfzISYjIwOLi4sIBoMwm80wm80oKytDZWUlbDYbBgcHUVlZidHRUWi1Wj6MDA8PM+6Y8PCEP6etfygUwrvvvruG3kZyr5SUFD4g2+12jpZISkriYUhycjIHDJtMJvZduFwu9qhQZh197q/nIoQ0SaeJ4knhuTabjUETPp+Pkdzd3d1obW3FLbfcgptuuglHjx5FOBzG7t27YbPZMDAwAKVSyab98vJynD9/nodjmZmZ8Hg8yMnJYcBVe3s7rly5gsHBQRw5coQ9oqS4mJqaYmx7IBBgQ35zczMOHDiA1tZWJCYmQqfTweVyYdu2bQgEAgyFsNvt7AOdmpqCVCrFT37yE/ZO0wDk5ptvRk9PD06fPs1yqLy8PAaffPjhh2sym5544gmUlZWhrKwMs7OzcLvdOH36NAdKT01NYXBwkIcU5JEmNU1/fz/fo2lwmJOTwz6flZUV9vatrKzw9m96ehpRUVHIzMxkb056ejpTVWNiYvj+qlQqIZVKMTs7i/z8/Ou+mSIJc3JyMlM6o6OjMTMzA5lMBrVazVtjku4DQFdXFyKRCB599FE8+eSTEIvF2LFjB5aWlrC0tIRDhw7h+PHja2Apubm5KCoqwvz8PGw2Gz9LRSIROjs7EQgE0NraCoFAAKlUCoPBAKVSibGxMZw/fx733nsvvvjFL+LgwYP885Pixe12Y9euXTh48CDa29sZnkXPaKfTCZ1Oh9deew1RUVHYsWMHHnjgAZbDLSwsMBRIIpGgpaUFxcXF6O/vh0wmQ2xsLG655ZY1xNVrlUaj4cyn0dFRDAwMYHBwEHNzcyxLpWsoHA4jKSkJIyMjcLlcKCoqQm9vL8vET506haqqKo7hAFaHTqT0AcBnMzpjLS8vsy2Coi4ikQhSU1M/Qpf979anbqZoPU8PITJIk48kISGB5R3Z2dlwuVzc2a9fvx6PPPIIZmdnMT8/j4GBAURFRWHLli1wOBwYGhrCfffdh7fffhspKSlMCVlaWkJeXh7MZjOH8spkMvT392NsbAyZmZn47ne/u+bnfOyxx1huRwSpzMxMOBwOLCwsYHJyEtnZ2TAajbBYLFCpVLDb7QDAkwfya1B+iE6nQ0lJCQoLC3HmzBkolUrk5eXB5XLhj3/8I2688UYONyP6lFQq5QMpSQKHhoagVCpZE01r2Pj4eMTFxbEM5MSJE9i3bx/m5+exsrKC4eFhuN1uLC4uwul04sYbb0RKSgqGh4exb98+brosFgtTTCwWC2PZX3zxRSQlJWHdunXw+/18APJ4PBwuSVI3QvfSzf96ruTkZA5fpBBHSucuLCxkktHu3bvxxhtvsG6e0uYfeughKBQKnD9/HouLi0hNTUVeXh4cDgdOnTqFmpoaFBUVob6+HmKxGMPDwygsLIRKpUJubi7kcjkPFij80GQyISsri/0ub7zxBlpaWlBVVcXkQJ/PB61WizfeeINzU0iuRw3QuXPnkJyczJh0ep0AkJqayjKtxsZGlvJ5vV5GhBK0ITU1FWfPnsXU1BQ0Gg1+9rOfAVidOu3Zswfbt29HRUUFYmJieLhBiG6r1cpTpe7ubiwtLcFkMsHv9+PEiRMsQQGAvXv3YsOGDWhqakJGRgZ27doFAByWmJaWxo3rL37xCxQUFCAUCqGvr4+BLxSOOjIywsQ/l8uF1NRULC4uYnl5+WP9N9dTkZyIZMJxcXFITU1FVFQUb0goU2lsbAxNTU0QiUSclZeVlYWWlhZ+UFLOn0QiQSgUgsViwQ033ICXXnoJhw8fxuDgIGw2GzQaDSKRCBPViNpksVjw1a9+lR9YDocDFosFKSkpSEtLw/z8PEcOUCMFgKUmNKnPz8/HzMwM5ufnMTQ0hOrqasjlcnR2drJ0lFC45Kelw2t6ejq0Wi28Xi+2bdvGQZfhcBjT09M4ffo0gFVJy1tvvYWXXnoJP/rRjwCsDgKbmpoQDAYxNjbGMhiTyQSfz8fTzHA4jI6ODlitVt5op6en4wtf+AIbuJeXl7F9+/Y1v6/R0VG88cYbOH36NH8me3t7oVKpYDKZ4Ha7kZSUhM7OzjXh6hS/oFQq/+oP+v/pIjx/dHQ05+uR5FMgEOCdd97BAw88gN7eXp4mv/3225DJZLjxxhtRXl4Os9kMvV6P8vJyiEQiJCYmoq+vD9PT09i0aRMuXbrEHiBqHACw3ColJYXhPlNTU7jtttugUCig0+kwPz/P+YppaWnYtm0bHnjgAfz6179e8zrC4TCys7N5ULq8vMxUy8HBQWzcuBEqlYpR4fSsp60YYaBbWlqwe/duCAQChh5JJBJ0d3ezYudPw29/+MMf4h/+4R8ArPpBaKDncDgYb04gF5L3Tk1NYX5+nlUBJNs9cOAAq06I5BkTEwO1Wo3h4WHeOhkMBlYNjI6OQqFQIDU1FRMTE7y5TUxMxMzMDNOOXS4XwuEwNwrXcwWDQVYIESCCPosENqAGlMA/TU1NqKqqwg9+8AM89thjyMnJgclkYom5VCpFd3c3Dhw4gJdffplpph988AECgQCrKebm5hjKcPnyZahUKlRWVkIqlfKgXSwWo7KyEg899BAAfGRY2NfXxz56UtkQOZfkhi6XCyUlJYiJiUFvby8TRd9//30MDw9DLBZjfn4eb7zxBvbu3cvNs0Qi4Wiitra2awKuoqKi8Jvf/IZ5ALS1jY+Px86dOyGTyWA2m7GyssIbtJmZGcTHx69Rt83OzuKGG25ASUkJ0ynpjErRHpmZmXzuJhje4uIiP/N///vfM3mZniHx8fE80LuWzPG/U5+6mSIs4tWSn4SEBOTl5WF5eRmDg4NM6SI+PoVzPfLIIwBWw8Lkcjkz6evr66HX69lzMj8/j2AwyN87NjYWtbW18Pl8iI+PR3FxMW+GUlJSYDKZ1uB4T506BZlMxr4sWsnSutJisUAgEDAmMiMjAwMDA1AoFFhaWoJcLmfDKyFr77//fjZbLi8vM3aYOuP9+/fjww8/ZKPxwYMHIRQKYbPZcOrUKTQ0NECv1+PIkSNITEzkdHiNRsOH57m5OV7Jr1u3Ds3NzfD7/fzwvnDhAt8IiZRCHxqdTocPP/yQM3dINkjmyLKyMiwtLWF4eBjDw8Mc8Or1etHQ0ICoqCiEw2EolUr4fD5eoUqlUqavXa9FMjVqCt1uN1PiZDIZ+3focGq1WrFnzx7Mzc3xQew//uM/kJ2djYSEBLjdbhw/fhzFxcWMpB0aGuJBQ0ZGBockU2MRCoXg9/t54kTGyrm5OTQ0NLA81OPxYGZmhqUpV2vyHQ4Hf51EIkFfXx9ycnLQ0dEBv9+PwcFB1rhT5tquXbuQlpbGMlYKIaaYApFIxNCGffv2YWJiYg0GPxKJ4P3330d5eTmHW7744os8DKCJO2Xo0DU/PT0Nu93On2FqgpaWltDf34/8/HwUFBQAWG3o6EY4MzOD9vZ2ZGZmwu124/Lly8jPz4fJZAKwOhUMhUL48MMP2S9E9wPyF8pkMp7CXs81MjICjUbDBzaSXVB4rUgkQltbG+RyOfr6+jA7O4tdu3ZxU0obcZJBUaacRqNBRkYG2tvbeSLa09PD/67L5cK5c+ewe/dumEwmzM3N4emnn0ZKSgqUSiVGRkYQHR2N1NRUVFRUYGxsDF6vFyUlJRgcHGTyGdX777+PH//4x5idnYVer8fx48cZ907+gIyMDN46kDy0sLAQZrMZfX19EIlE8Pl8aGxsxOTkJPbs2QOJRILY2Fj09fVhZmYGjY2NH3kP77rrLga6REVFMYSntbWVTc9XH4Y7Ozvh9/s5wzAuLo5hKh0dHUhLS8PU1BQOHz78kX/LaDRi+/bteOGFF9gLmJWVxXlfCwsLGB4eRiAQgFarZcO32+1mvx/JE6/nokMMKT/Ie0dZh+3t7VhcXMTU1BSsVitqa2tRV1fHAAgKBidgSkZGBvsCJycnsXXrVhw7dgxutxsGg4EJtMvLy+wtcTgcLEeKj4/H6Ogoe0Z1Oh1yc3OxdetWAOBw86vrvffew6OPPgqFQoGMjAx88MEHEIvFGBoaglQq5QzKubk59poQFffo0aNMzhSJRHjllVcgk8mwZcsWKBQKOBwOREdH45133oHFYvnIv/3d736Xm6lIJILl5WUOek1PT4fX62WoUX5+Pvvt/H4/X6vFxcUoLi5GdHQ0y/jJr1pRUcG+k/b2djQ1NbH3jAYt5GujIQwphOi8MjExwWqYa6mCrrei520oFGJPMw0/aLtBvty2tjZ0d3fjxhtvxA033ACLxYK0tDRGkVNYMj3LHQ4Htm7dyrJIggalpqay3/fDDz+EQqFAWloaxGIxhykTtfdqFPrHFTUQlKkWCATQ19eH8fFxSCQS3HrrrZiamkI4HGbJXXp6OoaGhtDY2MjeT61Wi7a2Nmg0GmzatAl6vR5DQ0NYt27dGpz6n9YXvvAFfOELX8Dhw4dx9913Y8+ePTh16hRGRkZ4c0b2GtoUDQ8PcwabQCBgEqtEImEqIA3KcnNzGcpBTRSFS+t0OoYmyeVy9qzS4JkGELR5/Tji8aepT91M0YOdZFOBQIDpfmTI0+v1bJrW6/VIS0vDfffdh4aGBjQ0NKCwsBA9PT1oaWlBeXk5pqensW7dOoyNjaGlpQW33347jh49CrFYDJvNxvkqJJciwhxJ+K7OeXj++ecZw2qz2figNTw8DLvdjvLycjidTjQ2NsLlcsFkMnEDotfrYbPZsLS0hOLiYsTHxzOQgsrtdkOpVGLLli04fvw4ampqWIqVnZ3NmFKSQr744ot8w/R6vfj+97+Pn//857jnnntw5coV1ul2d3djYWGBG6eioiI0NDTg2LFjTE0hGITL5cKRI0fg9/uRmJiITZs2sSZbqVRienoaDocDCQkJqKiowPj4OIaGhqBQKJCZmYnu7m6Mjo5ifHwce/fuxbZt23Dq1ClIpVKexMbExPBqv6qqag3++Hort9vN3ozp6WmsrKygtLQU2dnZkEql3IxOTU1hYGAA5eXlWFxcxA9+8AOYzWZYrVbk5uYiMzMTzc3N6O3txY4dOxAMBiGXy2E2m6FSqbBjxw50dHTw9ePz+fDyyy/DaDQiJiYGCQkJfHDcvHkzhoaGIBKJ8OGHH6K4uJjzqO68806cO3cOZ8+eZZoSVX19PbZv3w63283637a2NiQlJcFoNHLjYTAYOMEeAOdV/eIXv8CLL76Il19+GbGxsXC5XEhKSkJmZiZmZ2dx8eLFawYxXu1xvOeeewCsasLPnz/P+n2RSITe3l4eQiwtLSEnJ4fR+nv27OGtslgsXkM+8/l8WFpa4oyfyclJHDlyBFarFYODg0yCs9lsEAgEHGtAUiGFQgGDwQCZTMahmdd7vf/++ygqKgIAzu0j+mRmZiY/fMfHx6HVarFz504echUWFqK1tZWnzLOzs0hISOBw57a2NkZY5+fnw2KxYN26dSx5WlxcRHt7O8RiMS5fvsyyDZIG00SVYBiUa/Zx8krCMQOrvpqioiK8/vrryMnJYb9CbW0tYmJi+JALrF63H3zwAdPEOjs7UVhYiKioKCwvL0OpVGLv3r148MEHP9F7W1JSgs7OTqhUKnR1dWFgYAA2mw2BQACpqakAAK1WyxNPMi/LZDKUl5fz9yGJrdvthkQiQUpKCnbu3ImXXnqJt05EQ7x06RIfjp1OJ+RyOWcG0UHtf8PBdGxsjAefEokEUqmU8c2HDx9GKBSCVCplKqdCoUBXVxcqKythMBgQCASQlZUFsViMxMREDA8PIzk5GRaLhbel8/PznKlDfqHOzk6MjIzwQJCgJp2dnUhPT4dEIkFSUhIOHTq05n2+VvwJAG7Euru7odfrsbCwwPLljo4OTExMoLa2FmazGT/84Q/57w0NDbGXa3Z2Fnl5eZicnERCQgImJiY4G/BajRQVyfVMJhNjp3t7e3HmzBlkZ2ejpKSEacYEOfJ6vRAKhfB4PCguLuaMIqJUFhUVcWQMDSzKysowNjbGlGXaGtNGoKGhAcCqVJ7khF6vFxKJhJss8s5cz3W1/JnulfQeyeVyeDweyGQynD17Fjk5Objjjjvg8XhgMBjgcDiwbt06xMfHQ6FQYHx8HMAqC8Dj8SA2NhYajQatra3wer2IiYnhPLDExERYrVaOaFEqlVCpVLh8+TIOHTqEkpISzrKzWq0wGAwfe4+9fPkyqqqqEBUVxZ7SzMxMtLS0ICMjA62trcwOcLlcuOOOOyAQCLBr1y6majscDvT09GDz5s2w2+2oqamBy+VCQkLCXwwbee211/Daa68hMTERX/3qV2EwGCCXyxEKhWAwGNhXffLkSYhEIjgcDgiFQqxbt46v16WlJQ50j46OhlarZZtMfHw8YmNjsbi4yM0uyTKJoEikQK1Wy2At8lDRAuSvVZ+6mTIajTCbzUwxIbOpQqFAbGwsRkZGWJ5nMBiQkZHBic6nTp3iLdDs7Cxyc3MRHR2NsbExPPXUU7zq9Hq9jCsnio9IJMJNN90EsViMxsZGGAwGbNy4EX19fTxtJDx5MBjExMQE32BI1/7uu+/irbfeAvBfuN2JiQnU1dVBJBLh5MmTHKy3Z88efs3Hjx9nbC3dyBMSEnDgwAEAq2a7Z555BisrK2sCBj0eDxs3qRQKBR9Gq6qqAKyaB2dnZ9HT04OJiQkolUrEx8eztJFye4DVQwAZe/V6/Rpt+uDgIBt9VSoVUlNTOSDW4/GgupTMD80AACAASURBVLoab731FtLS0nDs2DFoNBqoVCp+sJPB32azQSaTAQDfxK/nIhMywRfIW1JUVMToc3o4E86bNM/nz59Hbm4uWltbWaomlUrR398PrVbLdJnJyUnU1dXx9Ts1NYWUlBR8+ctf5nW0w+GARqOB3+9Hf38/6/bn5+eh0+kwOjqKf/zHf0RVVRXGx8fx7LPPfuS12O12zlkqKSnB5cuXMTY2BqPRiE2bNkGj0UCj0fBUjYpM/lu2bEFsbCz27t2LH//4xxxMTdkO58+fv+Z7WFxc/JH/V1JSwqG/lH2WkZGBnp4eCIVCWK1WjI2NoaCgACKRiHHWiYmJWLdu3ZrvRXp0IoAmJCTAarXywaGnpwdmsxk+nw91dXWYmJjAxMQE9Ho9ZmdnYbVaWd44NzeHN99889NdLJ+xys7OxsLCAvs1iQZnMpl4U56QkICoqCj2VhmNRvT29sLtdvOEfGVlBdXV1XxQUCqVvKGWyWTQ6XTo6+uDWCyGXC7ngcz58+fhcrkwNTWFrKwsTE5OstxJJpMhPz9/jSrg42phYYHBC7Qdn5mZQWdnJ26//XYsLCxg165dcDgc/HcmJiYwOzuL7du34/z58/jSl76Ep59+miU35Mf7cwH0H1fR0dHcyNDhPhQKITo6GiKRCCMjIzyJLygoQEJCApM9rwbG0Ob4agpfVVUVnE4nFhcX4fF4OPZCq9XC7XZDKBTyc4KgCbQ1+elPf/qJX8tnrfbv389bz2AwiNnZWaYXhsNh/v+NjY387Kaoh+7ubt5SJyUlQS6XY2JiggESUqkUWq2WiaH0+09MTOSYEDr0ORwOFBUVYWZmhmE8O3fuXNNI/TlQzXvvvYebb74Zy8vLGBoaQmlpKZRKJfunTCYTbr/9dgCr4dQ08BAIBNi+fTva2tqg1Wrx1ltvMVCLqGhkKfhzlZOTgwcffBD79u2DRCLB0NAQB5sXFhYiMzMTra2t/LknSp9KpUJxcTHkcjkH0tN7ca3asGEDIpEIRkZG0NnZyUS7trY2/t3RhN/lckEkErHXOisr67rP8wNWKX003CfPI4ES8vPz2aoiEAiQn5+PpaUlxMbGoqWlBX19fZBKpdi/fz+WlpaQnJzMXnMKVAbA992tW7dibm4ObW1tmJqaYi8geYxIei8UCrmRcjgcMBgM+Ld/+7ePfQ1WqxUPP/wwvv/97yM1NRXT09Pss2tqaoJGo4HX68WXvvSlj3gzH330UQSDQbz++uts4dFoNAiFQtBqtejs7MTjjz/+id5Tj8eDp59+Gk899RS8Xi+DzKgZz87ORnNzM29ejUYj+9OI+E2AH4PBgPT0dHR2dkIgEHAAejAYxNzcHN9TqAEjHoPX62VvmkajwfLyMg9x/1r1qZspWmMSBYbeCJqOxMfHQyaTcVBeKBTiVHuXy4Xm5mZotVpoNBrExcXxm+X3+3Hp0iVIJBK8++67SE5OhtPpRGFhIbZu3crp2//+7/+O3Nxc9Pf3M95UqVQCAJ588knk5eWtyae47bbboFKpMDo6iocffphfB4XNLS0t4fHHH4dIJEJKSgpuvPFGliNS1dXVcTPzp6Sw1tZWVFRU4Gtf+xqA1ZvzD37wA3R0dHB2BFVJScnHGjUVCgVyc3Nx/vx51iVv2LABAwMDnHtVWVnJ5l7CqtJh4OzZs6itreWMAKlUCrFYzKbG+fl5lJSUcHbV3XffzVO8lJQUlldNT09zuOTMzAwqKyuv+wf8q6++ioMHD/IGkg40MpkM6enpGBkZgc/n4+yzlpYW1NTUcB7Tiy++iI0bN6KrqwtqtRrp6elwOp2Ynp5GX18f0+muzlRpbm6G0WjE4OAgQ1m8Xi9sNhs2b94MkUiEQCCAM2fOoKamBps3b8aWLVv4Jvftb397zfVKRdvdP61vfOMbTLwB8BFpJh0g6IFqMBjws5/9DCdOnGBvHclSyNh8dRGx50/L4/Ggvb2dc1WSk5MhFovh8/lgNBo5J0UoFGJychIlJSVYWVlhGZ7X64XT6WTCpF6vZ8nrxMQEgNVJr9VqZRxqfHw8qqurMT4+ztlSi4uL7BcoLCzEiRMn/uLr47NcRD1LTk7mCaFMJkNcXByam5tRWlqKSCTCsmSaSjudTojFYuTk5EAgEGB6eho2mw0+nw8XLlxgnwZhZ8mPYrVaWdtOw634+HgYjUaUlZVBJBLB7XajuroaMpnsL2qkAHzkHkL3QcLy05+TXysqKgqpqalMmExNTUV7ezsqKipw9uxZqFQqWK1WJCYm/n8eTGmSSw/nyclJtLS0MCGwuLgYExMTnNVG1zM1SEKhEDExMdBqtbxBvVYoPBVl+EVFReHkyZM8ha6pqeEBHx36JyYmIBaLIZPJUFJS8lelTP3/VfQ+y+VyblJnZ2dRV1cHgUCAvLw8+Hw+1NbWst+HfJvFxcXcEBDC2O/3w+12Y2FhARkZGew3CYfD0Gq1yMjIwPPPP8//PilYHA4HsrKyMDIygoKCAmzYsIEHuwBw7Ngx3HLLLR/7Oj7uXgsA27ZtWyP1pG0lbV+BVULaXXfdBZlMhpmZGZaRnT59Gk8++eRf9F7+9Kc/xdtvv40HHngAQqEQFosFubm5vCXNyclBeno6Ojo6oFQqmT6nVqshFAoRCARY5kdS7z8tOmTq9XrMzMzg4sWLcDqdcLvdMJlM8Hq90Gg0rOwQCoUMGvk0g4zPYhGcSyKR8H2Szj+Epe/r60NmZiaEQiFWVlag1WpRW1vLsuaenh6+PwOrQenUjFER3lyj0TB5FFj1dYdCIURFRUEmk8FkMiE9PR1tbW0oLy/n++JfsoH/3ve+d83///jjj2Pnzp3cTFitVmYHUC7coUOHsLCwgJMnT7I/2uPxfOJGimp2dhavvPIKDh06xN7egoICDA0NoaysjIngcrmckeaRSATj4+PIzs7meykNuCsqKjA4OIi2tjaOUIiNjcXp06cxNDTEyoLZ2VkeulEeJ7B67qdnyl+rBJ/2L373u9/ljg9Y1WmOj48z4UWr1fLGidaeRUVFOH78ODo7O3maGBMTA6/XC4FAAKvViv7+fjidTgCrUsK9e/ciFArhypUra3DrBFwYHx9HIBDA/fffDwB47rnnEBUVha6uLgSDQVRXV+PLX/4yXzhGo/Gar4dWsqFQCKOjo4iLi4PNZsP4+DguX74M4L9wtWRco20QAFRUVKz5fn6/H7fddhvuuOMOvPfee1hYWOA/M5vN+O1vf3vNn4M0oNXV1YiJiUFrayvT0mhiKhQKmWxFgAuaoIZCIXzwwQdYWFjgA7zD4YDD4UBVVRVMJhNvyXQ6HYLBIAKBAMbHx9Hf38+SzeXlZV7xS6XS/xVGfmD1NXs8HpafxMXFwW63o6enB16vF7m5uSx3KysrY1nc+Pg4Hyrj4uJgNptx4cIFuN1uloSmpKRgbGyMZXPj4+MoLS3Fhg0bcOeddzLAhGSBEomEMyKKioqQlpbGAwYqj8fziV5ffX09nn322TXX5sfVb37zGwwNDeHMmTO4fPkyPB4PQqEQhoeHr9lIUZGUi+rZZ5/lrDdqjoqKiqBUKtl0Toembdu2wWAwwOl0MhKdIAcSiQRmsxnz8/OIiopi6tmGDRswNzcHqVSKiooKKJVKKBQK9p/QQb+4uBjp6ekoLy9Hbm4u9u/f/4neu89y7dmzh4dBAwMD/LtaWFjgrYZIJEJycjJ7HDUaDUpKSpCbm4tz587BbDbD5XLh+PHjOHnyJFwuF2NmKUqBpJrLy8uoqqpCUlISFhcXGYO/fv16LC0toa+vDwMDA1hcXPyIL+3TEBRvuukm9mFQXX0NEgo3IyMDv/zlL/H73/8ek5OTmJmZgdvtRkdHx198MH3qqadw9OhRvPzyy1haWkJSUhJ7UQoLC2EymZgERUTWiooKxMXF4Q9/+APee+899lVdXfTz0msg8iuwulnMzs5mil9qaipj0tVqNdLS0pCcnAyRSITCwsJP/P59FovQ0jRgofdaqVSyF4UCT4PBIAc3A6uBnZOTk0wOHRwcxPT0NG9h+/v70dnZCbvdzj4Lp9OJ/Px8KJVKdHR0oLu7m4m/AoEA8/PzCAQCeOWVV9b8nH+ukfpzlZWVhezsbD6T/LmiravJZMKxY8fw+OOP/8XXK9Xw8DCuXLkCq9UKrVaL0dFRCIVCREdHsx+2paWFsybFYjH0ej2A1QP+gQMHoNPpPpbK63A40NTUBI/HA7lcjuLiYt7GVFZWQqlUMk5erVYjEolAp9PBYDCw6ud6r9nZWURHR2N+fp4XBjk5Odi4cSOsVit77ihAniSOAHDfffdBp9MhJiYGaWlpCIVCcLvdCAaDcDgc8Pv9CIf/D3dnHt3keab9S5tlrZa1WJZsy/uKbfCGWYwxBhKylCSTtU1DmmaddDJp0wYmM5k0W5OctJONnrTZ2kAzWSAJaUIaIAmrAWPAG953yZItybJ2S7a1fX/4PHdxgRRCvjm09zk9p6UgW9Lzvu/z3Pd1/a4IDh8+jKGhIRgMBnC5XGpMtba2wmQygcfjQaFQUANsdHQU27dvx2uvvYb33nvvoiXA119//bwGpc1mQ1paGv1+ACAQCJCWlkaTs9deew0PPfTQRf1clh9rNptRU1MDpVIJn8+H/v5+yGQyBINB6HQ6ZGRkwGAwYGhoCP/2b/+GdevWYd26dSgoKEAwGITdbkc0GsXExAR5pdLS0khKyeFwKEqBxXiwvDeGaWfewu+yvvVkCpgL5mM6ZYlEQhpHqVRKXxaTcxQVFaGjowO1tbVob28ns3t7eztNp9jmnWmk77zzTrS2tkKtVtOCZXpRjUaDwcFB6nox2dvo6Ci6urrA5/OxePFirFu37lu9N5fLhc2bNyMSieD555+nP+/o6KDD1urVq+f9m7vvvhu5ubngcDhISkpCW1vbOac5t956K7RaLb3G7t27YbFYwOFw0N/fTw9ztrlNSEhAT08PMjMzUVtbi4qKCjz33HMwGo2UQs18I3w+H8PDw8jOzkZbWxtlZbENU3d3N2FeI5EI8vLyoNfrweVyiWbY09MDhUIBv98PLpcLo9H4rT7HS61Y0DHDf7JwR5Yo7/f76QEdFxdH641NX0OhEHbt2oWCggKoVCqkpaWhu7ubZIG33XYbdu7cSWFxfr8f/f39UKvVuOqqq/DGG2/AarWipKSEDOkdHR2oqak568V9IdAPhlr98MMPz6CBscDI00ssFuPxxx8nCMr09DSampoolPtc9fbbb0MqlZJfh6H/8/LykJKSQl4anU6HlpYWCivs6OigDCK1Wo0FCxYgEomAw+HgwIEDcLlcyM3NRWJiIplljx8/jnXr1mHBggUIhUI4deoUHVzj4uIoy4h5GFJTUxGLxeDz+fD666+f92d3qRf7/hiwweVyISMjAyKRCBqNBjKZDGKxGBaLBePj46iqqoJQKIRer8dbb72F/v5+yjkSi8VIT09HZ2cnSSlvueUW7NixA7FYDHq9HlNTUxAIBKitrcXHH38Mt9sNPp+PoqIi9Pb2wmg0oqqqCl6vF11dXaioqAAALF++/Fu9v9LSUmpUsDrXpoE9Q/x+P06dOoWZmRns2LHjvH/W559/jpqaGppqslDs0tJSTE1NwWQykSc2Pj4eSqWSCH9LlizB4sWLkZ2djZaWFoRCIbS3tyMrK4uUET6fjyhyDIiSn59PU8FQKASJRIJAIICxsTGiabndbvj9fjz55JPf6jO81CoajUKn082LSZHL5XQPDgaDJKlubm5Genr6vImJ2WzGnXfeCbPZDGBug8eM6hqNBtXV1TCbzRAIBPMmI+zAJhKJ4HK5kJmZCYvFgvLycixatAgWi4UaQH8LSbmQGhgYoP8+ODhIEKuzVWpqKm644QY0NjYiFApRE/pCi4VSs404myxzuVzKdAuHw8jMzCQfFAsqBUBqCb1ef8Zrd3V1oaamBuPj4/D7/cjLy0N8fDz5zNLT09HY2EgEv8TERAKAXexG+1KpEydOQCQSob+/HxKJBB6Ph/KYMjIyMDo6Cr/fj6KiIkJ2MzjT5ZdfjrGxMWRlZRHJz+v1wul0ki/fZDJhwYIFpALi8/nIy8ujZr5QKASXy0VqairlV7a1tSErKwsymQwffPDBRQXN9vT0zFun7L2d7e/V1dVhdnYW7777Lnbv3v2tfyar6upq3H333ejv74dSqURfXx9mZmYIysUo2SKRCJ2dnWdtykmlUkilUnz66acEstLr9dBoNJQ1JRaLMTs7i4mJCfB4PGg0GoyPjyMUCkGlUlH80DdJJb9NfevJFADy4sRiMUq8b29vx4kTJzAxMYGUlBRkZGSgtLQU2dnZFC47OztLRvvc3Fzo9Xr09fURZSojI4O+7La2Ntp8An8dn9tsNpw4cQKhUAgPP/wwgLmpFMuaKSgogFwunxfgCwBHjhz5u+9r3bp16OvrI3MzC0RraWlBR0cH3n33XXz22Wd4+eWX6d+8/fbbKCgowPT0NGKxGD788MO/K4t78cUX8frrr2PHjh04fvw4fZZZWVkQCoWQSqXIzMyEwWBAeno6MjMzCdUqlUpRUVFBEqobb7wRLpcLq1evxrFjx8gYK5PJ0N3dDafTSaHIBQUF8Pl8sNvtsFgshPocHBxEY2MjUboYLWhsbGwe4vgfuZimtquri6aaTIIGzE0fJRIJgTeY56a+vp4Mm8w7wXx+2dnZSE5OhsfjgUwmo8ywhIQErF69GtPT0zSVam5uRlxcHEkEBwcHkZOTA7PZDLlcjs8++4x+11dfffWC3ltVVRW6u7uhVCrJEwjMrfknnngCW7ZsoT87fvw4Ojo6kJ6eTjLc99577+8epFixyQg7pKelpZEEl8FpysvLSRYik8koVJWt42XLlmHJkiVobm7G2rVrSY/PNq4sZ6i9vZ2uK61Wi/7+frhcLqLHCQQCCkL0eDzo6+vD7OzsWQEa/6j14IMPEsSAAWEYcnt8fJwm6kymqlKpaMJfXV2NtWvXorCwEIODg4iPjyfIDUMlA4BKpQKfzweHwwGPx0NdXR2uu+46khKxrClGvGQeTA6Hg6effhrvv//+ed1f/7Zuvvlm3HDDDUhPTz/jft3T00PdUmBuqt/Q0EBI3/fff/+CDlIAsHjxYshkMoLRsBw4ZtZmNFMGMmHIcqbRZ1Oy7OxsOBwOVFRUkB6fydq6u7sxOTlJHkwmcWMy16mpKaSlpaGwsBBarZbuN2q1mg4P/+j19NNPU34Uo4ux7EbWgWaRJwqFAmVlZVCpVHTvuvPOOwEABw8exNjYGOLj4ylHjkUusO+MNb/y8/MJGsUyxxwOB8VhsNBxh8OB8fHx7yzUOzs7+5wHqcnJSeTk5NA1ezESTh6PRyCT3NxclJeXg8fjISEhAW63G1KpFDMzM1i5ciUFF7O/z+pvfao+nw/79u1De3s7xRcwdQTLoZTJZLTBZ3Af5gP6R6f8nl7vv/8+DAYD5fmp1WoMDg7SMyUlJQU6nQ5dXV04duwYBgcHKRcUAG666SYkJiZi3759JBFctGgRpFIpJiYmCAZkNpsRi8Xg8Xig1WqxePFirFixAhMTE+TjZJAxjUYDkUhEYewXU0xh9PdeZ+HChYiPj8f69evR29t7UT+TFdsvazQaqFQqLF26FAaDAYFAANPT0zAYDBCJRLDb7YjFYrSu2Gd7el1++eUEWmHZUkqlEhwOB5WVlZSlyO7ZTM3Cvr+zNRMuti5qMjUyMkJTIxYU19vbS+Q8l8tF8hA2im9tbcXjjz+ON954A5mZmRgYGMDKlSvB4/GQnp4Og8GAZcuWAQB++9vfIi8vDw6HYx7ZCZiTXZWXl5NxlZlDmc56ZmYGfr8fhw8fpoTzw4cP49lnnwUwR685m2Fy06ZN6OrqgsPhINMfMPdgYGFlVVVVFBr8u9/9jmhp4+PjlMnEDmDfVGy02dHRgaSkJDKJajQaek0WLMg6FwsWLEBaWhqOHj2KG264Ae+//z5+9KMfAZiDA7S1teGuu+4izG80GqVT+erVq7Ft2zbyCkmlUgqf5PP5yM3NJf7+9PT0vKnfH//4xwtfIJdgvfzyy/jhD39IKOSZmRkMDAygrq4OACiYMDExkdD++/btw9q1a7F27Vr88Y9/hMViQXZ2Njo7O8m4X1VVBb1ejx07duDee+/Fs88+iyVLlkAulxNNkpk/mfGYXex2ux2VlZUUC7Bx40ao1Wo0NTWd9/vatGkT1q5di/Hxceqgv/XWWwgEAoS7dzgc+POf/wyj0QiRSAStVove3l54vd4zNrHfVFwuF8uWLaPNCYNMxMXFITExEXFxcRRwPTs7i+XLl+Opp54CAML833LLLfR65eXleP/991FXV4eUlBSCfZSXl+Po0aPo7u6mQFiFQkHBtGq1GmKxmHw3bNPGQlz/2Wrp0qU4evQoZWixSAShUAibzQadTgen04ni4mLExcVhfHwcvb29ZL5nB23mj4pGo8jLyyPITm1tLb744gtwOBzceOON1O2PRCKIj49HcnIymfiXL18OhUIBuVyOYDCIlJSUeVj1860f/ehHePDBB4mGecMNNwCYa1w1NzdjamoK+/btQ0FBATXJxGIxBaB+m0pPT4fP5wOfz0dSUhI0Gg3EYjF6e3uRkpKC5ORk7N69GxUVFTAYDET9HBsbw8zMDNLT0wGApqLHjx8nDL9Wq6WMtdTUVAwPD8PhcNA00eVyQa1WQy6X4+jRo+Qt5vP5kEqlSE9P/6dqApSVlZGZPRAIUPTI6SG+XC4X2dnZCIVCRL5jHmRGl01JSSG/JAtLl0ql2LBhA3bv3k0ZNJWVlZDL5Th8+DCAOZ+zyWQi2ZLL5SKJ5emTpQutWCyGnTt3EnyK1UcffYTx8XEsXryYPOIqlQo7duzAddddh7Vr137rifktt9yCiooK/OIXv6A/Y88wk8mE2dlZiMVirFixArFYDNnZ2SSbvu+++wCcXaFgt9vR09ND2HP2fNDr9QiHwzCbzRQCz6anWq2WyMoVFRU4cODAt3pPl2KtXLmSJkssfoR5b9iaZSh6NlHWaDT4+uuvsXr1anR0dODaa6+lYNr8/Hzk5+fjyJEjZBt4+eWXyT7BwCFsGl5eXk65S0wR4/V6odFozktS+k3V0NBAh7vx8XFotVqS3rFBhd/vJ+l2LBbDU089he9973sX9XP37NkDAAT+Auaulbi4OHg8HixcuBBCoRBisRj9/f0oKChAY2MjfvCDH1Dz6vRiWVgulwscDgcCgQAzMzPQarWQSqUE8+ro6MDo6CjlvLLr5G/PE99FXdRh6n//93+xadMmtLa20jhfKpXSA1YgEEAgEFAoo9PppJP63Xffja1bt0KpVOLLL79EbW0t1q9fT6/d0NAApVKJYDB41syNwcFB1NfXk1zq1VdfRSgUgkajQWNjIzQaDYEGdu3aRSGqbDFKpVI8+OCDdFq++eabEY1GYbfbwefzUVlZCZ1OR+ZSmUwGi8VCAYtWq5UCgNkFAgBvvvkmWltbkZqaCrPZjPLycjQ3N5/x+wsEAixduhRxcXFITU2FXC7HzMwMRkZGCOXI5XJx8uRJ6HQ6hEIhBINBrFy5EidPnqRJyi233EKo2GXLlmHhwoWYmJiA3W7HkiVLKFhVIBBgy5YtSExMJJ8V01UzxD2Hw8GRI0cwOjqKWCwGgUCApKQkLFq06GKWySVXjHLGpBHsAmSZSaFQCA6HAw6HA/Hx8ZBIJDTGv+OOO3Dw4EEMDQ0hJycHlZWV1JF86aWX8NOf/hQA8Oijj9LPu/zyywGADPzMF9fe3o6rrroKkUgEQqGQ5IZ5eXnweDxYtGgRPvroo7/7fiwWC1QqFYRCIV555RWa1La3t2PFihWwWq0kwx0aGoJYLMbdd99N//7pp58Gj8c7A79+rvqv//ovCuxm/iZmUGUZOVwulyacTz31FMxmMxQKxbyu6HPPPYdrrrkGhYWFdLj66KOPKHSahXGz7jH7nPV6PVwuF3p7eyEQCHDq1Cl4PB4kJSVBIBBAoVBgyZIl/zTwCVass+1wOKBQKKgLzVDmrMPf19eHSCSC4uJimEwm2Gw21NbWwuv1EvqY5XcAoGkXMLf5ZHX48GHU1NQgMzMTfX19uPLKK+FyuWhjwYKagbmDhU6nQ0FBwXlTP99++23cfvvtMBqNZzzg9u/fD7fbjaysLExOTsLj8ZB06/nnn8fRo0dx/fXX484777wg/P2zzz5LD9THHnsMPB4PdrsdHR0dFAXBvD0ZGRlYt24dYrEY0tLS6IBuNBpht9uRl5eHhIQEorE2NDTg8OHDJOFifjOGsU9NTSWfi8/nIwIoy/ARiUTnJK39o1ZXVxdUKhVNSHg8HkZHR1FdXU0TOZY5x+T9WVlZGBwcRCwWw5o1azAxMQGxWExS0hMnTtB9ZHZ2lu6vp9fU1BQBF/x+P9LT0xEMBimslyk1Tp/YnG9VVlbi1KlTuPrqq/Hpp5/SvmV2dpayo9ra2iAWi+n7zMrKAgCaSFyor5AZ99lBanh4GJmZmQSlCoVCsFqtUKlUlJXEKHvME9bd3U0TptOLYaWrqqoQCASgUqkQiUQQDocpsJdtTlmQtlqtxtTUFHp6eojO9s9SH3zwASYmJig7i32fp06dQiQSISkZI/VWVVXRev3Tn/6E2267bd7rDQwMYGpqioYEVqsVDz74ID788ENMTExAJpMhFApBJBKRVYPtR+x2OxFwDx48eNGHqa6uLnzyySf4zW9+QwCG999/H0ajER6PB8888wyEQiFRce12+zdCds6nampqsHbtWgB/bXiOjo5iZGQESqUSeXl5yMzMpAyvwsJC9Pb24je/+Q327t2L9PR0aLVa8Pl8ek4Bc9eh0+nEyMgIcnJyMDw8TP5edo2zrC+WhSmVSmmf8F0X55soLBwO5+8iWjZt2oSTJ08S1tXj8WDZsmVYsGABJBIJmfTC4TCSk5PRNn00rAAAIABJREFU398PlUqFG264Yd4HA8zJkbxeLzgcDpKTkzE0NISMjAy43W4YDIZ5+s7HHnsMTz75JGKxGI4ePYrNmzdjenoaDocDs7OzUCqVNG1gYWBMSvHVV19BJpNh27ZtqKysxA9+8API5XJUVVVRoOqhQ4fwzjvvzPvQvV4v3njjDfj9fspqWbVq1bz38OSTT8JsNpN8IRqNQq1W47PPPqNNRkZGBm655RYsWLAAAwMDEIlE4HK5EAgERNBjDx6j0YhYLIaJiQl0dHTg0KFDAEDj38bGRsKwFhQUnAHY+Oyzz3DkyBHk5eVBKBTCarUiIyMDTqeTUOCJiYl0kW7fvp3kW6w7dbo87EIrFotduBv9Iup81qxcLkdFRQWcTif5moqLi1FfX08dINadGR8fJ7pdIBDA+vXrkZ6ePu9h+Oc//xnFxcW0PiORCLq7u8/YGO3Zswe7du2C3++nLlY0GqXvLCsrC1KpFHa7HUeOHCHf3bkOBQwe0NXVhaKiItx999146qmn5iGb3377bRw4cAAqlQpcLhfhcBgvvPDCvNf59NNPMTAwgBUrVqC0tBRHjhyZl9l2el133XVYtWoVIpEI7rvvPkxMTMBsNqOpqYlw3WxC29jYSESgaDSK3bt3IxwOIy8vD16vlzajZ6tXXnkFs7OzdPiXSqUIhUIwGo0UBjo7Owu9Xo8PP/wQRqOR1nJGRgbefvvtb1wD31T/12sWOL91CwBr166l5sfs7Cxllen1ekQiEfqeW1pasHTpUszMzCA+Ph4WiwXAnBSUZczZbDa6f7W3t8Nut8Pr9SI9PR35+fkIBoNEPXv00UeRmppKuT0sX5DL5RK+lkmuHnnkkb/7PjIyMjA8PAxg7mHudrupew7MQU1MJhORG81mM37729/O24iya4jVTTfddNbgVVY1NTW4/PLL5zU6WL344osQi8VISkrCu+++i5ycHFIxAEB/fz9EIhHcbjeKi4sxOTl5hi8RmFNM7Ny5k2Q6TqcTKSkpMJlMqKqqIi/sqVOn0NDQQNS1SCQCiUQyT557oXUp3msB4MYbb0RTUxNhtFNSUrBo0SKSGGs0GqjVavT396OoqAh+vx9WqxVJSUkIh8PQ6XRQKpVwOBzzDvtDQ0Ow2WxYuHAhmpubsWjRItpwHT9+HG+99RZqamowNDSEtLQ0SKVSDA4OQqPRoLi4GHv37oVEIsGDDz54we/94YcfRk5ODu655x6ikL344otwuVzIy8vD+Pg4otEoNm3aRPl6X3/9NW677Ta0t7ejtLQUP/vZz87bt7F582YKbG1oaKDcy82bN0Oj0WBgYACHDh1CVVUVSkpKsHDhQhQUFMx7jaNHj2LRokVnhRO9+eab4HA44HA4dD1nZGTA7/eTTHX79u3w+XxQq9VQKBTo6elBamrqReVLXaprdvXq1ZicnKR8ND6fj8suu4yw4kqlkqJV0tLSCGQVFxdHgepZWVkoKCiYB5Tq6emhZlRaWto8ieRdd91FULDa2lq0trbijjvugEKhoEbOFVdcgZGRkW8VU7N+/XrU19cjLS2NDthbtmwhD59MJkMgECD/21NPPUX3yg8//BA33XTTBf/MdevW4d1330ViYuI8+ulLL71EzyWtVguVSgWlUolQKDRv2rt9+3YsXboUNpuNminAHGGTyXQlEgkUCgURrSORCGw2G5qbm7F161ZkZGRApVKRX1in0+GVV1654PfC6lxr9qIPU8DczdJmsyEpKYkedDU1NfThMQmERCLB6OgofD4fjd2Ztnl6ehpJSUmUL5KVlQUOh4O4uDgYjUYYDAbC746Pj+P111/HmjVrUFNTg1deeQUdHR3o7e0lyMLChQtpnGiz2TA+Po7MzEwEg0EIhUL09fURFhr4a6cHmJMvejwewr3/LamGod9PL4/HgwcffBDV1dV0CDl8+DB+/OMf08XADix79+6FSqWiDlB8fDy8Xi9cLhf+9Kc/AQByc3OJ4DczMwOv1wur1Yp33nln3s/t7++fl0bO+PpMivLqq6/Sw5r5sFpbWyGRSFBWVgar1YrZ2VkIhUK0trbi2LFjtKHncrn4xS9+MS+o9ULrUr1ZXn/99RgcHKSDpEgkQm5uLvLz84l4xPS4LB8mNTWVutds9K9SqSikk33m56q33noLX375JfR6PZEw2UGNZVIoFAqEQiHYbDa43W5otVq8/vrr826e7Jp99913IRQKcf311wP4a8f29JBeAHjhhRcwNTWF+Ph4mlqxENy6ujrs3LkTFRUVaGlpQV1dHbZt24bk5GSsW7cOjzzyCF566SVMT0/jhhtumLdZZQfO2dlZ3HfffeR/BIDOzk5qbLA1a7PZMDIyglOnTmH16tXg8XgwGAxnfE6fffYZHA4H+fiys7NJ2lZYWAin00no1O3btxM9LT4+Hg6HAxs3bjxrt/p861I+TD3++OPYt28f/H4/RCIR0tLSoFAosGrVKrhcLjpksU0Rh8MhcAWDjLCGzXXXXQcej4d9+/bRvSgajUKpVM7zf3R0dODo0aMYHh5Gf38/MjIyUFtbi4GBAYRCIRQVFWHFihVISEjA9u3bsW3bNnz44Ydn/f0rKyuxYcMGJCQkYMOGDfjP//xPPPPMMwQ/qa2tpb/75JNPkgTmb8NQ29vbkZ+fD5VKBa1Wi82bN6O2thYqlQpr1649Y7NRXl6ON954g6irp29IH3roIZI/abVa7N69G6WlpbTR3bt3Lx0Wly9fjmAweEZ3H5hbt+zaZN7M2dlZyOVyQvI6nU6Mj4/j+eefJzqtXC6HWCzGDTfcgHvuued8lsFZ61K917744ovYs2cPYrEYSRlDoRCqqqqImgbMNQi9Xi9qa2sxNDQEgUBA0/pYLIaioiJ873vfI1ItAym53W4KRi4rK6Pv5he/+AWFS8fHx6OkpAQdHR24+uqr531/hYWFF7Q5LS0txe9+9zuaNLCy2+34wx/+AIVCAbFYjA0bNtD/53K5MD4+jpSUFPh8PqSmpmJwcBC33norjh079o0/77nnnsNPfvKTM6iZ27dvx7Fjx5Cbm4vGxkZIJBL89re/nfd3Ojo66FDEQkyNRiMOHTqEqakpJCcnIzExEcPDw7R2MzMzMTs7S3Rmlq320ksvQS6XU46my+XC2rVr8d///d/n/dn9bV2qa/b111/Hzp07IZfLkZqaiomJCbjdbqxZswaJiYlwuVy09iKRCEmGGQWZBfHedNNNsFqt6O3txbJly2hvyeFw4PV6YTabceWVV1JjZvPmzThy5AjWr18Ph8MBrVaLm266CcePH0d2djaUSiVeffVV/OQnP7ng985og//+7/9OP+/ll1+G0+lEamoqQqEQsrOz5z07jUYj9u7di0OHDkEqlWLz5s3n/fOWLFmClStXYtOmTfD5fPSs37hxI4RCIbRaLZxOJxYvXgytVgu3233GcOJ01cT9998PjUaDwsJCmuSzMwUDqsXHxyMUCiESieDYsWMYHR0laTEwpw5auXLlt0a8A+desxcl82OlUqnQ29sLp9NJ5v3h4WHU1tZCqVRidHSUsIhlZWU4fPgwHVbYaJ/P55PHAgCN5sLhMNxuN5qbm3Hy5EkYjUZwOBy0tbXBbrfj97//PcxmM6amplBQUEBkMjY2jUQilAkllUqh1+uRkJCAW265heRrfr9/Hi5ULBZj7969uOyyy7B161b8z//8D7Zs2UJdUXaQYgGoGzduRG9vL+rq6pCZmUnJ9rW1tfTg4HK5NNbU6XSUAs0mTIcPH0ZLSwuKiopgtVqp07F//34afwqFQgQCAcJyL1++HIWFhZDL5TCZTATpmJmZwQcffECYbpPJBC6Xi6qqKoyMjIDD4cBgMKC9vZ06/5OTk/joo4+g1+upG5Obm3tRN8pLuerq6uDxeGC1WkljK5VKUVlZiZmZGQqVZBtMBiNh6Gg2Iu/q6kJCQgI6OjqwYMECospkZmYSjt9kMsFgMKChoQEikQjx8fHo7OykjmZ1dTVmZ2ehUChgNpshkUiQl5cHg8GAoqIiyhXTaDTIzs4mBH5xcfG8dXvq1Cn09fXhBz/4Ad0Eb775ZmRnZxOljUFe3n77baxcuZIObjt37sTNN99M3fne3l5Eo1E8++yz1KFnh5YTJ07AaDRi6dKlkEql+PnPfw6/3w+ZTAabzUakotNvhMAcGrW6upp8jsAcxTIUCqGwsBBfffUVPB4P9Ho9UlJSMDs7i4SEBIKgZGVl0QQqNTUVDoeD8NOhUIi63KdvYv7ZKhgMorCwEEajEVwuFyaTCd3d3SgrK6POG0upZ4HG8fHx1Oxi6NixsTG88847WL16NYqLixEKhaBUKs9QCwDAoUOHsH37dojFYhgMBvT09CAtLY1iFaRSKXnXbrzxRtx444145JFH8Nxzz9FrcDgcLF++HJWVlRCLxXSdPfPMMxgcHKQm1+nFMseYabq3txf5+fnIzs6mAFSWO/LAAw+gpaUFU1NT2L17N/Lz8+fFUTz88MN0kPr666+pQbZx40bIZDKUl5dDKpViYGAACxcunGe6PtuU9sknn0QwGIRCoQCfzycqXVZWFqanp8HlcgmowmR/Y2Nj4HK56OnpgVKppLD7iYkJTE9PX9RB6lKuDz74AAUFBfRcPnbsGPx+P0pKSiijiMvlYsGCBXC73WhqakIkEqENEPMWO51ONDY2YsmSJZSdtnDhwjPuMwDIb8ICfFNSUmCxWBAIBOggxe613d3d5y274/P50Ov1dJA6vduelJSEYDCI+Pj4Mw7bX331FWw2GwQCAerr6xGNRpGdnY3GxkbEx8ef1WQPzCkB8vLyzjhIPfroo5iamsKSJUvgdrsxPDxMZFmWZxQIBKjhdfq//81vfgNgbjrMYExswswmxmz/xCTWH3/8MRISEmgvMzMzg5SUlH/a/cGePXvIB8rAPjKZjJRWAoEAVqsVKSkpiEajBI1gIb9xcXFQqVR48803cdddd5FaJDc3F8DcIVcoFCI7O3vehLulpYUO/zweD52dnWhqasLixYvxxz/+EXfccQfuv//+Cz5MJSUlIRQK4Wc/+xldV8Ac2Oihhx6iMPHTD1KhUAjp6em4+eabweFw0NLSgnvvvRevvfba3/15MpkM09PTFFCcmJiIkydP4vjx46ioqMDMzAwNAoC5qIOzRRSw6/rll18mqa5QKERnZycdZv1+P0ZHR4lwGx8fD4/Hg87OTvB4PGRlZcFut0Mmk0Gv11/UQeqb6juZTEmlUqxduxaDg4PUCZqensYVV1yBBQsW0CZsfHycclAGBgYQCASQm5sLkUiE/Px8jI+PQy6XY3BwEAMDA2QETklJoSnAV199RZkgS5cuRWNjI1HWSkpKsGzZMvh8Png8HgJfJCYmoqenB0uXLkVKSgrKysqQlJQ0r3sPgDa3X3/9NSQSCdRqNWGu7XY7KioqyCDN6rbbbkNpaSkkEgnMZjOWLVuGjIwMFBcX49VXX8X9999PD1OGzv3bsMe+vj78+c9/RjQapcA9n88Hp9OJhoYGygFgSfCMwjU5OUmhyDk5ORTq2dvbCz6fT7jJuLg4TE9PE/FsamqKMJImkwkikQgffPAB7HY7MfrZ5OqJJ544nyVwzrpUO08A8NOf/pTCdplf7rrrrkNlZSUdnjweD4RCIUwmE4aHhwlzzPDSGo0GPp8PVqsV4XAYPB4PBw4cQGJiIrxeL9LS0rBr1y4kJiaiqKgIIpEIx48fh9FohFqtRn5+PpYvX06hnUqlEgkJCTRSZ8bQ2dlZ0qazdXp6bd26FYWFhaiqqsJXX32Fvr4+DA8PIz09HXl5eQiHw1AoFNizZw/sdjvWrVsHs9mM+++/H1arFQ0NDfPWttlsplBooVB4xrXC6te//jWAOemk2WxGTk4OBgcH0dDQAIFAAC6XS+h9ZjpnORrl5eWYnp6GRCIhP6VAIEBRURHa2tqo02c0GqFUKsHlcqFWqzE7O4toNIrHHnuMPuO4uDhwuVysWLHijLDtC61LeTIFzHUvP//8c4J/MK/o9773PQpbZhvJvr4+CkJkPlLW6QeAhIQE8tFZLBZYrVYolUqaCNXX16OtrY18Ql1dXdBoNLj55puRmZkJo9EIt9uNxx57DMDcutFoNHQwGhoawuDgIDgcDkwmEzWksrKySIZ95MiReV3+v/3fwNzm48SJE0hLS4Ner0dhYSH279+PcDiMNWvWzPu7Xq8XJpMJIyMjkMvl86Zdp9eDDz6IiYkJmnYwKRPD7peWllKzAZhrJhQWFlJ8B4/HIzR1JBKBXq+HyWSCWq2Gy+WihkJ2djZR0qLRKB599FHajMnlcmRlZaGkpGSerPDb1KV8r33llVfw0UcfkVzJ6XRCrVbjyiuvRCAQQHx8PAF/urq6oNfrEQwGkZ+fT41FFlydk5NDihUW7C0Wi+FwOJCRkYErr7wSd911F5xOJ8Gw1qxZQzj2YDCIe++9F1KpFPv27aNu+O23346tW7ee9ffXaDRECTMYDPj+979/TonyNxWTrDLJktlsxnvvvYfOzk4cOnQIQ0NDAOZ8tnV1dSSHZAekjz/+GMePH0dSUhKUSiWi0Sj6+/uxe/duLFy4EEqlEtnZ2UhNTT0rNODNN9/E6Ogo7HY7srKyaE8xNjYGjUaDxMRE2qDGxcUhOTkZwWAQL7744jzQUHx8POrq6ubFxnybupTX7FNPPUX3WTaRC4VCuOeeezA9PQ0+n09NzoMHD0KlUpFvlSlYkpOTCZIwNDSE+Ph4zM7Okh9rbGwMixcvxtVXX436+nqKo7n11lsRDAah1+sxMDCA9evXz2MHnDx5Ehs2bEBXV9fffR8rV66ETqdDZmYmcnNzz8iJ/Hs1OTmJvXv3wmw2E6zkm+TIq1evRlJSEqqrq5Gamkqyew6HA7VaTcCfL774AqmpqUSZ3bRp0zmvKUbqTk5ORlpaGpxOJ00H+Xw+BWKHw2HIZDI0NzejpaWF1qxMJoPX68Wtt9560Rj/c61Z3jed0p544olz/5+n1ezsLH7yk58QP551kVpaWsDhcJCTk0OyE6FQSCG9CQkJ4HK5EAqFaGtrw9DQEJqbm+FyuTA6OgqLxUJAC4/HQzhmHo8HmUyGgYEBxGIxOJ1O5Ofnk7GXbYSTk5OJpjY5OUm5CUzXyiAOAPCv//qvaGlpQX19PZKSkmCxWPDGG29Aq9VCKBQiGAxicHCQTu7RaBRbt24lM3dvby/0ej2am5tRUFCA1NRU+P1+bN26lbqT7ItnG9Px8XFs2bIFAwMDtNllOlKhUEjSPTY1Ye9DLpcjOzsbcrkcUqkUSqWSukyxWAwWi4XMzxKJBDabDVqtFsFgkFLMY7EYdUSi0SiGhoYoYJXD4RC841zJ7+dbjz/++MWdxi6wznfNAnP0MmZGj0ajkMlkaGxspGwC9uderxd+v59udB0dHTQJmZqaQlxcHLxeL4XBiUQijIyMIBKJQKvVgsPhEITFbDbD7/cjLS2NbhwMZ82kRDweD0NDQ8jPz6cuElszk5OTdCj/0Y9+hMbGRhQUFGBsbAyFhYXYsmULuru76XDHJkYs940hhK1WKwYHB2G1WsHlculg+Mknn+CDDz5AZmYmMjIy6ED0t3Xs2DGiUlVWVsJsNqOgoABerxf9/f0IBAKYmZmBw+GgjLLFixdTxgXTLrOsrdPfW3d3N/r7+yEUCqHT6XD48GE6EDJ5RFNTE11TLOuOmYUvhEx4tvq/XrPAha1bo9GIjIwMhEIhmuQzjyML72TyarlcjlOnTkEsFuOrr76CXC6niWk0GqWJN9O0KxQKtLa2EuzBaDSit7cXY2NjEAgERPhicgrmmWNNmdzc3Hn0JfY6PB4PycnJmJiYwIEDB6hJxefzSVLX3t6O3//+9xCLxThx4gSKi4vptd555x0K296zZw9OnjyJoqIi+v6/+OILvPDCC8jMzMTk5CR5FgKBABnFWb3//vt45513IJVKUVRURICEw4cPzwuCZiTUsrIyxGIxFBQUQCgUUsPJZrORumJ6ehp9fX3kqZDJZBgeHqbGi0QigcvlQmtrK8bHx2kjxta+QqHAyZMnL2oNXcr32i+++ILgSEyiOzMzA4/Hg6qqKoTDYdrIl5aWYmBgABUVFSQ7Z8AULpdL+XZqtZoojyMjIxgfH4fBYEB/fz+sVitJLdl3FIlE4PP5YDQa8e677+Kmm26aJ2ctLS2FWCxGWloaVqxYgfXr19M9rLy8HOPj49Dr9ZiensbOnTtx5MgRHDx4EO3t7aiurj7rdOvIkSN48cUXYbFYcPDgQTQ0NKCqqgpGoxGbN29GW1sbHA4H+Hw+KioqUFVVhRUrVlB+H/OAHD9+HM3NzUSJZNdgNBrFkSNHoFAoEA6HIRaLKaaGz+fDZDLBZDIhOTkZfD4fGRkZ2L59OyQSCT2buFwupFIpzGYzOjs7oVAoIBAIqPm1a9cujI2NIRaLITMzExwOBwqFAgqF4p96f7Bv3z4sWbKEmqTMoxwIBFBeXk55cSzYm13Xvb29pAJITk6G1+tFSkoK4uLioFQqkZKSAh6Ph66uLoyNjUGn0+G1116jEPVwOExNBKvViqGhIQwNDWF0dJQm6mxay2Bo58qeuvrqq8nf1dTUhFAohO7ubmRnZ58x7Ty99u/fj127duHo0aP4/e9/j7y8PHA4HBw6dAgajYYmloFAgCIPkpOTcccdd0Cr1UKhUCAQCFCW6cTEBO2VGWiDASIikQgGBwexdOnScx6mtmzZAj6fj7S0NESjUczMzECv14PP59Nrs3vqzMwMjh07hqmpKcLPAyBP1tmAcBdS51qz38lkitWmTZtIhsOQzC6XC6tWrUJeXh4ikQjUajUGBgYgEAiwfPnyefhxALjjjjug0WhI49/W1obMzEz4fD7CgDL5HwNcaDQaKBQK0kYyRC2fz4fb7YbP58P09DSqq6uhUqmg1+shFosxMTGB4eFh0v+2tLRgw4YNMBgM2LJlCzIzM6HVaklvHAgEcPfdd9PG9j/+4z/IIBsOh5Geng6hUIgvv/wSFRUV6OzsRCAQwLXXXgun04mOjg56cHi9Xuzbtw8lJSVQKpW0wWHUvvHxcZjNZpw6dQrT09MoKirCmjVrKJBYo9FQ5yMajSIajRJJKxgMUh5Pc3MzrrzySpq+sMBEr9eLcDiMiYkJHDx4kLSnbEO1fv163HXXXRfy9Z+1LuXOEwD8/Oc/x8mTJylJnsFFlixZgry8PMzOziI5OZk+v6amJiL4LFy4EA0NDQiFQvD7/UhISMDo6Ciam5sxPT0Nl8tFD0SXy0WSQqZhVygUZK7OysqCz+ejm4FcLkdPTw/i4+Nxyy23EA3qxIkTFOTX3d2N1NRUkvG1trYiPz8fPp8PIpGImhWTk5PkJ2S4+6GhIWRnZ4PP5yMajcJkMtF0uL+/n6Qon3zyCQoLC1FTU4OpqSn09fUhMzOTXmtwcBBKpRIul4sOfg0NDWhpaUFWVhZqa2tpA5WcnAyFQkEHR7FYDKlUiiVLluCJJ56gazg5OZk6yfv37ydsMvBXz8nRo0eh0+lgs9kglUqhVquxZs0a3HrrrRe9hi71yRQw1zU9duwY6fW9Xi/4fD7q6uqg1WohkUgQFxdHkj6GnB4ZGUFJSQkSExNRU1MDq9VKHdKMjAxMTU3BYrGgr6+PMPaxWAyRSIQ2ZBKJBDk5OUhJSQGHw8HMzAzMZjMSExOhVCpRU1ND8BU2tRWJRPjyyy/B4/EwMDCAtLQ0jI2N0bSHycPb29tRVlYGp9NJ65BNdgUCAUwmE/Ly8mC1WgHMdfbr6urgcDgwNTVF1EiLxQK9Xg+lUomioiJMTEygs7MTRUVFGBwcJP9oeno6kT2FQiGOHDmCuLg4rFq1Ck6nE3K5nELYnU4nCgoKYLPZcM011wAA7rnnHgQCAfD5fNTW1iI5ORlOpxOffvoprrrqKtqEOZ1OdHZ24uTJk0hOTsb09DTRbjds2HBRvlRWl/q99le/+hWampoQCASoIer1epGTk4OSkhKSNjFZPofDgc1mg9frRW5uLuLj42lT53Q6MTk5iaysLMqbicVi2L9/P7q6ukhSz551tbW1KCgooMmURCKhA9e6detQV1eHnp4ehMNhaqjJZDK0tbXRxregoAAOhwOxWAyLFi2iZuzQ0BBJjf/zP/+T3u99990HnU4HuVwOLpeLqakpyGQyfP7551i9ejVisRjcbjcSEhKIcBYKhaDT6WCxWCjL0Ol0ora2FiMjIwDmpIYWi4VkfUNDQxQKW1dXh2AwSFTEyclJaDSaeZPeq6++GklJScjIyIBcLodarQafz8fevXtRW1tLewChUIjdu3ejtbWVAoITEhIwMzODH//4x9+JLPVSX7O//OUvcfjwYWg0GsqM8/v9KCgowOLFi+nAmZGRQXtT5kdmtoHc3FxIJBKMjIzA7XYjNzeXJNpcLheDg4P46quvaNrFVEO33347HdjMZjPJQdmBZGZmBqdOnUJ2djZGR0chl8vR2dmJkZERSCQSFBUVAZjzHVksFixYsIBiBgKBACHzTz9UBQIBPP3005ienkZqaip6enqQm5tLktjZ2Vk4HA7IZDKCHTGqLMsfZFE+IpEIcrkcxcXF6OzspAiIYDCILVu2YOHChVi3bh09U6688spzfg9PP/00cnNzKSIlNzcXYrEYR44cgU6nQ2JiIk0Bt23bRoAqFtkUCARw2223kWf8Yur/K4CC1S9/+Uu0t7fD6XSCz+dDJBIhHA5TYndNTQ1piiUSCSKRCCGRvV4vBYm999576OrqwuDgIGZnZwmQwCQoLMCT/RyxWEzSuZKSEoyMjFDmDfPFaDQarF69mkaEjJ7U1dVFQcImkwkFBQU0zmWTBWboNxqNUKlUeOCBBwAAf/rTnzA0NESyJeYPS0pKQmpqKrZv347c3FzCMjLJI/v9XC4X1qxZA5PJBKvVisyF24ioAAAgAElEQVTMTNjtdlitVpokOBwOXHfddRCJRHA6nZQTw8acrPPBNMzsodzb24unn34aWq0W1dXVCAQCJPUxGo1ITk6Gz+fDiy++SNOycDhMMoE333zzQr76c9alfrP81a9+hUOHDsFqtYLP59PI2Ofz4YorrqDMJJZVNjIyglgsRgh0Vs8//zzpddnDfGxsjGSXarUaHA4HExMTBK9g8qvLLruMglhZlsXY2Bg8Hg+Sk5MJMJKamgqTyURdfh6Ph48++gjXX389nE4nDAYDBgcHodfr4XA4EIlEwOVyYTQasWjRImg0GnR2diI+Pp46wdPT0/B4PPD7/cjOzsauXbtQXFyMmZkZhEIhJCYmQqPRYGxsDD6fD36/H+Xl5RgaGqIHPevSHT16lKa+hYWFEAqFdGhn9wO2hqempjAxMTFPRnrNNdcgPz8fBoOBxvYqlYpkPiKRCBMTE9izZw/hZL1eLwoKCmAwGPDLX/7yO1lD/wiHqSeffBJHjx7F9PQ0+eCAOZ8Ry+JhAB+2EbLZbGhqaqLMDwB45plnyMfJ4XAwOTlJ9NSZmRm0traiqamJPu+4uDj4/X7U1dXRAb+oqAg9PT2w2Wzg8XjweDw4deoUli9fDh6PB7/fD6PRiPr6ejQ1NaG4uBgymQw8Hg+7d+9GVVUVvF4vZQ6xdcKoV4ODgygqKoJSqSR1QkZGBlpbWzE7O0vREX19fSgoKMDs7Cz6+voQjUZRXl6OaDRKpLP09HTweDy0tbWhuLgYUqkUX375JWQyGZYsWQKbzYacnBzMzMzAYrEgGAzC6/XCYDDQev9bk/bSpUtRUVGBzMxM6HQ6WK1W8Hg8IhFqtVoMDAxg//79FCXADOoJCQnnlJZdaF3q99rvf//7cLvd9Jl6vV6CNVRXV6Oqqoq8Q4FAgA5Ee/fuxfT0NPbu3Uuv9cILLxC9MiUlBS6XC/Hx8dSxf+WVVzA1NQWxWIxAIIDExESsW7cOCoWCwAs9PT1QKBS0DisqKigU1+FwzJOrZmdnQyAQIBaL4Z133kF1dTV6enpQWFiInJwc2Gw2DA0NwePx4NVXX8UjjzwChUKBkpISDAwMQKvVIhAIYGhoCOFwGAAoFy4Wi9GB0GAwwOfzQSgUku/jiiuuoH/D8iEHBwcRCASQlJRE2XsA6DpnBzG5XA6BQDCPkLZ582ZqprFm9MDAAMn8mM8qHA7jL3/5Cx1IY7EYwZZ+97vfXcTK+Wtd6mv2vvvug8fjgd1uJ58/a2ZfffXVtN8Mh8PQ6/UYHR0Fh8OB2WyG0WjEW2+9RRPLX//61zRJWbJkCTweDzViZDIZ9uzZA7PZTHvmmpoaZGdno7S0FJ2dnWTPUKlU2LlzJ7hcLgXgMpVRf38/YrEYHS70ej327t07b+/o9/uxaNEiRKNRiMVi3HvvvQDmFGZ/+MMfkJubS5MjtgcfGRnB1NQUbr31VojFYhw4cABjY2PIzc1FUlISRkZGEI1Gad1YrdZ5EDV2sOzq6kJbWxuWL19OzfodO3ZQAywSieD2228/43tg+9FwOAyTyYT09HRMTk6S5UcoFGJiYgKTk5O0ZoG/WmvUajXB3S62/r/K/FgdOHAADzzwANrb22GxWDA9PU1eFC6XC6vVCoFAAA6HQxcsC3w83XxcUlKCv/zlL0Tn8nq9NHY2GAzULQ2FQoiPj4fb7aaxP5u2FBUVUY4Hj8dDQUEBsrKyKNguLi4OAwMDSE9PR1xcHDo7OxEOhykbRyQSQaFQUHp4KBRCb28vNBoNTdN27doFu91Om4ZgMIi4uDj09/fjgw8+oLwiBr5oaGgAl8uFTqeDVquFzWbD5OQkjdVnZmZw8uRJDAwMIBgMoqqqCpWVlWQkZTlXgUCAfA+RSAT5+fmIRqPzjPdqtRo9PT1YtGgR7HY7tFot7HY7SYMcDge2bNlCWn6JRAKZTAaBQIAVK1bgiy++uJCv/px1KY/xgTlS10MPPYSenh5wOBzqMLLv0Wq1IicnB5OTk+ByuWQOLSsrm/c6y5cvJygKo8o0NTUhLi4Oubm5RNNTqVTo6+tDYmIiRkdHIRAI8OWXX9LBQKVSYWJiAg6HA4sWLUJZWRn4fD6NqNVqNWw2G+VCWCwWSCQS8Hg8jI2NISEhgfx4TI4hFAohk8ngdDoRDodpahQIBGjDyrDjDFXK5/MRi8UgEokI9Z+fn08TIqVSieTkZKSkpGBsbAyBQAAFBQVYvXo1ZbsEg0F4PB4y5IrFYiiVSsovi8Vi83KnXC4XFixYgJKSEpp8sc078xLu3r2byGvsdZVKJUpLS7Fjx46LXD1zdanL/IA5Ccptt92G48ePQyqVEnnSZrOhs7MTTqcTer0emZmZ1Cjhcrm4+eab58UnrFixAgMDA3C73bQWWDdvdHSUDrZCoRAOhwMJCQmYmppCe3s7bSr6+voQi8VIiun3+5GZmUlG4FWrViEYDKK7u5u8B59++il0Oh1WrVpF1DCpVIpAIECyJIvFQpk2DAiTmpoKi8WClJQUul+Njo5i//79qK+vp3Wr0+lQVlaGyclJBAIBFBYWIhQKYXR0FDabDRkZGTAajRgYGEBxcTFKSkrIszs1NQW73Y7ExESkpaWBw+EgFoshLi4O4XD4DETw7OwsDAYDuFwuDAYDYaVZQKXJZCKipcvlQjAYhM/ng06nQ3l5+bzD7cXUpX6v7ejowMaNG9He3k4wA7ahs9vtcDgcqKiooO+UIfhXrVqF+vr6eZ6Rjo4O8Hg88iOPj4/D7XYTFTc1NRXJycnUTefz+TT512q1NLFhz2y3242RkRHodDqo1WqkpaXh888/R15eHt3Xjx49StARHo9Hjd3ExET09vbCYDAgEAhAJpORf5z5tCKRCDweD01g2fp2u92Ii4uDXq+H0WiEXq9HUlISOjo64PP5UFlZCbVaTfsjpuyRSCS01lgDg4WzZ2RkIBqN0t6F5RQxZYREIoHb7UZKSgrkcjlNm1i3Pz4+Hna7Hdu2bSOSsN1uh9/vh1qthlarxZEjR76TNXSpr9kTJ07g3nvvxdGjRyEQCEi5Eo1G0dbWhmPHjpHqyuVyYWZmhu4vEokEy5cvp9davnw5jh8/DqFQCIvFAh6PRzE+fr8fRUVFyMzMxPLlyyksmAUps/2bSqWC1+sFl8sFn8+nGJKpqSn09vYiEokgLy8PPT098Pv9SEpKQn9/P7Kzs2Gz2ZCcnAylUkkDBJlMhh07dmDVqlX44Q9/CLFYjFgshlOnTkEoFFI8iUqlouzTL774AomJifTsZ41mljuZkJCA2tpa5OTkIDU1FfHx8RgaGoLBYMCGDRtw7bXXory8HMPDw9i6dSupzhQKBXlNT49BAoDm5uZ5g5mRkRHMzs6itLSU9uvBYBD79++HTCZDUlISIpEIBAIBVCoV8vLysG/fvu9kDZ1rzX6nhykA+Mtf/oLrrrsOwWCQcM8M1+tyudDf3w+bzQaPx4PBwUGYTCasXLnyDIN7WloaPv74YzL5MkOfzWajG1Zqairy8vLIgF5QUACLxQKdTof6+noMDAyAx+NhfHwcl112GVwuF2VN8fl8GI1GmEwmdHV1wefzwWKxID09HWKxGIWFhUhISKCOF5sEzc7OUgBZe3s7pqen0d/fDw6HQ6bkjo4OFBQUUCeTechisRjq6uro9ZhcgU3V2Mna7XZTkjubijGNMusuAKC8B7b5Yeh4VsPDw5DJZIjFYnSQjY+Px8TEBL7++msKMORwODT9q6ysPK+cmPOtS/1mCQCff/45brrpJgoq9nq9EAqF4HK58Pl86OzshF6vh0qlQiwWw+TkJI3NTy/20AXmJoo+nw8mk4lull6vlw4XkUgEAGAwGKDX6wkVPDIygt7eXhrTM5pleno6EhIS0NzcPE/76/P5aCLK6Gd2u51yWbZt2wadTofi4mIcOnQIGRkZEIlEhOrNy8tDLBZDS0sLurq6IJPJcOLECVgsFiiVShiNRiQkJKCyspJ8WIzMyW5qHo8HYrEYk5OTGBsbQyQSgUgkIu00kzqx4MeBgQH09vZiyZIl8zb2rCvHqFsej4e8U319ffj444/n0dF4PB6EQiFKSkoog+W7qH+EwxQwp2u/9tprSVLKvH2swcQaBAy5z6ZYExMT8x5WLChSJBJheHiYHrQKhYIOMWz9+3w+ACBlgN1uh1QqJWlWX18fkpKSkJeXh6GhIUQiESIpeb1etLS0IDk5GeFwGCUlJWhsbKQOOyNheTwejI+Pk4/D6/WisLCQHrJ2ux0+n48IrQ6Hg3DEcXFxBIwYHx9HcXExybGYTIy9p2g0iurqanR0dGBmZgYzMzOQSqUEQ2D/GRkZQVJSEslXGFKd1cDAAHw+HyQSCUKhEIRCIWWedXR04JNPPqHJApP9qtVqlJaWErjju6h/hHvtZ599hvr6erjdbpLnMtmfw+HA/v37oVKpkJ6eTvhjphpgtFoAqKiogNvtRlJSEhISEsDhcCCXy6FSqWAwGGCxWFBQUACdToekpCTKwJyeniaVBo/Hg1gsJq9FXl4exsbGiCKan5+PEydOwGAwIDk5GY2Njaivr6e1npKSQqRdJsFSKpUYGxuD2+1GWloampqasHz5cgQCAaSkpIDL5RJw58SJE6iqqsLo6Cjlc7L9QnZ2NjWcJBIJSWKrq6tRVlZGkC/W+FOr1bBarZicnERGRgZGR0epYx+LxWhaDczt0djvEAqF0NPTQyCrYDCI48ePY//+/YhEIvD7/RTgKxQKcdlll+Gpp576ztbQP8Ka/eKLL1BVVUU+TGDOsySRSKBSqTAwMIDs7Gzy8DBYFIvDOT1nKhQKQavVkt+dPatZE4Dh+xkcxGq10h4tGo1Cq9WSWsRkMkEgEFAgOMstDYfDSElJITw4I0onJiaSzUCv18Nut0Mul6OsrAzp6ek4cOAAeQMNBgNRKVlDgElga2pqkJubS35rsViMhIQETExMgMvlIhaLEZgrMTER11xzDS6//PJ54epmsxnt7e0Qi8VwOp2kQGGEWEbaZnX48GH4/X5qIExPT5O3Epjbi2/fvh0ikQhxcXEYHx+H0+nExMQEqqqq/k/W7Hcq8zu9Hn74YbS3t9NkKi0tDWazGWKxGEKhkLqWdrsdGRkZ0Ol0Z8gdHnnkEXg8HqjVanC5XCIuMXMbC6pkEIZgMEgda7fbjVAoRFQ/l8sFtVqNyspKMhdv27YNIyMjqK6uRk5ODnmXYrEYeVrYeNvhcACYy8/ZuHEjSkpK8Oijj6KsrIy8KgKBAD6fjzqSXq8XNpsNWVlZ8Hq9OHz4MB544AGMjY2RfGzv3r10gvZ6vXC73cjIyEB6ejrsdjtyc3MxPj4OnU4Hk8lEOTFCoRB6vZ5ke//yL/8yT/u6Y8cOMif6/X4MDAzA4XDA4XDA4/HA6XRCKBQiOTmZJI/p6ekEFfiu6lIf47PasGEDYrEYhoeHIZFISNIGYJ5HTy6Xo6CgAGKxGCqV6oyD58aNG8nnFgqFaKOpVCohEokIico62RMTE8jLyyMMK/MJsBBp1kVNTEzE5OQk9u3bh8nJSRgMBpjNZlRWVhJiv6enB/fffz+am5vJO+h2u3Hy5Em6eXM4HGg0GgIWpKam4sCBA1AoFOR/sdlsSExMpOlDfX099Ho9+WoaGhqwbNky9Pb2orW1FVdddRXJRBj5ksPhIC8vD3FxcYQn9ng8ZHr2+XwklwXmDKYcDgd8Ph+RSITw0l9//TUcDgetfTZl0el0yMrKAp/P/87G96z+EWR+rJhPlWn5eTweHWadTiccDgcUCgUWLVqEhQsXkrSoqKhoHqJ++/btiEQisFgs5B1hHVjWcWfyYuY1YffehQsXUtNpYmICtbW1CIfDCIfDcDgcCIVC4HA4OHjwIIC5Q3B1dTWtCalUCoPBAJ1OR1lZfX194PF4EIlEaGpqwurVq/9fe2ce3HZ95/23Luuy7vvybcdHnBuSEAjQELqBAmW2TIdpl6VlWUjbpZ1tC+20tJsn3aH0mrLQ6baFpVtKt1zbQku5EkgDCU0gieM48W3LhyzLsmRJ1i1Zev7wfj6P/TQskNix5fxeM55OJ1j6Wb+vvr/v53q/0dvby4IBZrMZTz31FEKhENauXQuLxQKbzYZnn30W09PTuPvuu9Hb24v6+npEo1GsXbsWXq+Xg2+SUK+treUkm1qtxsTEBBobGzmgoparmZkZ7nKY2wHw6KOPcmUAAIt5tLW14cCBA5DJZNDr9YhEImwAbrfboVAozsug92yUyl774IMPoq+vDydPnuRqn06nQ29vL8+SqdVq7Nq1CzU1NbBYLLDb7cjlcvNk6l955RX4/X4YjUYODFKpFLf/KJVKPuzF43FUVlbC5/NhcnISIpEILS0tPE9NcygWiwVtbW0spkVKlwqFghOSLpcLHo8HwWCQxbVo6H3jxo3o7+9noQj676PRKMRiMd544w0MDg4inU5j1apVaG5uRm9vLyYmJnDTTTehr68PLS0tUCqVsFqtaGtrQ7FY5FmPP/zhD1w51el0qK2tRVtbG8xmM+x2O8v7+/1+FItF1NbWwuPxsC0AMGvSLpfLeXY1mUxiaGgIf/nLXxCPx1lMi8xcAbAY0MW6Zvfs2YN33nmH9zOabyKxMzp7NTU14aqrrmLhHJPJNK8l+I033uDWd4PBwAf//v5+hMNhrv6o1WoOmKm9lKr5pGhHHV5yuRwdHR18TkmlUtDpdEilUhgcHMQNN9wAh8PB9kUbNmzgOVnSFyDzZepGufLKKxGPxzE1NYV9+/Zh+/btOHDgALLZLJxOJwYGBrhldmZmhoOvSy65BH6/HyKRCLt27eKWRmC2dfdXv/oVV9JkMhkrdNLcdnV1NTQazby21KeffhpWq5X95ChxcubMGe6CGx4e5iQgfVfz+Tw2bdqE3/72t+e8Xs7GovpMnQ1S4PJ6vXA6nexBFY1G0dzczBKbTU1N/IW+9dZb8etf/xoSiYQz6jQLQL3PDoeDqwb5fJ7b1mgAjoaMyaGeXNebmpogkUhw6tQpzMzMYHBwEFarFQaDAQ0NDSzZSC0BgUCAB6XJqZ78cP74xz/i1KlTyOfzOHDgAGKxGGw2G4xGI7q7u5FIJFBTU8OqO5SpSKVSeOWVV9DQ0ICpqSlUVFQgn8+jo6ODtfjpSzm3DVKpVCIej2NgYICHZ6n1jOac5gZSDz/8MIrFIvR6PcbHx9HT04NkMglg1oPKZDIhnU6jpaUFfr+fZ3VcLtdiLYdlz69+9St861vfQjqdZrNmt9uNqakpfuBTj/PAwADEYjEkEgl27949r3+c5pU0Gg1UKhUikQjsdju8Xi9qamqwZs0abnkdHx/H5Zdfzq9rMpnQ1dUFpVKJLVu2wGq1cqk9GAziyJEjSKfTaGhowM6dO5FMJmG327lFA5jNkldXV+Po0aMIh8N8+Ozo6MCmTZsQDAaRSqX4gEHqWIVCATqdjg8d9BnMHXqlFj1S5Tp9+jSqqqrg8/mQyWS4HdZms6GhoQGDg4NsS0DiBCKRCBKJ5K/K+JT5MpvNrNZ35swZZDIZSKVSVFdX8zyFVCrlTCllCi9WHnzwQfzLv/wLXn75ZWSzWW5FValUsNls0Gg08Pv96O7uRkdHB8RiMdatW4dUKjUvmKJe/kgkgsnJSa4m5fN5ZDIZHlaf2+aSSqV4WJ72W5Ihr62thc/nQ1lZGQ4ePIhsNova2lreb0llVaFQIJVKQaPRcIa/vb0dTU1NeO2119iUd3p6GmvXroVYLEZPTw/kcjk+9rGPwWKxoK6uDm1tbXj77bfxyU9+EsDsej916hRaWlpgt9s5wVFRUYFCoYADBw5wooLsIwqFAs8ixuNxntmjbCn5bBHBYBB2u52Fj5RKJV588UWEQiGkUiluQ6c9xWAwQKfTweFwoKWlZcEPpqXCfffdhz179mB4eJjb7axWKywWC8/EAbPyz8FgkNs03W73vGCKhvOpskpqigaDgSs61O5aU1ODzs5O+P1+Vrt85513OCCh9u5AIAC9Xs/tf9TpcsMNN2BiYgK9vb2Ix+M4fvw4e05ZLBY2PD1z5gwHO1VVVTwvk0ql2Brg1ltv5a6SkZERjI6OYsuWLejo6EA4HEZDQwMnSRUKBXbv3g1g1vSduhwMBgNUKhUGBga4s2VwcBDDw8Os9EutgXMDqeeeew4ymYxVVAOBAI4dO8bKyVNTU1xp6OzsZJU0g8GADRs2XLRr9tvf/jb27t2LZ555hoUUSOCEfClprv/gwYMQiUTYsmULxsbGsH//fuzYsQMA2FDdYDBwa/7U1BRqampYubpQKLAqcDwe5yrURz/6UdTX1+Ott97ihAEJZ1VXV+PJJ59kldW1a9diw4YN8Hg8OHDgAORyOdRqNfR6PV5//XU0NzdzG3U4HMahQ4fg9XrR3NyMaDSK9vZ25HI5+Hw+jIyM4Omnn0ZtbS127tzJFdKXX36ZR3SMRiPWrVuHgYEBOJ1OmM1mFAoFbNmyBalUCocPH0YgEEA8HufEn1qt5r+1vLycu7MogAdmK1g9PT3c2UW2QC+++CKOHj0KmUzGHQo2mw0DAwNIJpPcZnnppZcueDD1XixaZYr4whe+wF4+w8PDcDgc/AB1Op0oFAro7u5mPxtaoKdOnYLZbEZTUxO3CzqdTjY2paxoOByGy+VCJBKBw+HA6OgotFothoaGUFdXh3A4jPr6enR2drK6mUwmQzqdRiwW43kk6q+fmJiAxWLBqVOnIJPJOJs5NTXFA/16vZ69FsbHx5FIJLiU63Q6MTU1BYPBgEAggOrqaphMJvT39yMWi3EARyowZAZHLWFut5vNM6nnmbwnaNOmhzT5Ss1VENq9ezfGxsb44Ek9sMlkEpFIBGq1GlarFQAwPj7OWYTPf/7zuOeee873dv8VpZJ5Iu6++24EAgGk02mebSBDvoqKCpaq9fl8bCin1+tx2223obe3F16vF1u2bOEHOQWuqVSKKzbArGGiWCzmOTy5XM7D6nSQJfNkUlykQ+G2bdtgNBp5DolmEskMNBAIIJFIcLCUyWQQiURwxRVX4M0334RGo4FCoeB+eYlEAq/XC4VCgfLycqxevRoSiQQmk4l9c5RKJVdFfT4ffvOb38DhcMDv9+PjH/84dDodGhoa0NbWxi0jfX19GB0d5Y3y2muvhUgkgkwmm2fQ98Mf/pCTF+l0Gnq9nmcopFIpGhsbMTMzg/b2ds40k/rPQqjz/P+UUmWKeOCBB3DkyBH09PRAr9dzEopmOoDZYdzBwUE28ZTL5fjlL3/Jr/Htb38bmUyGRR2OHz8Os9nM/y0A2O129Pf3c4BNQicUDDc3N6OqqgrT09Ow2WzYt28fent7sWrVKjQ2NvJAfCwWg8PhQE9PDxoaGrgXnyppRqMRp06d4grniRMn+N67XC6u7Pb19bFc8Zo1a1jZNZPJwO/3o6qqCsFgkA8pp0+fxtDQENauXYu6ujrEYjGeNZHJZLBYLCwUEw6HEQgE0NjYCKvVCr/fP8+j5cc//jEHq/v372cBhEgkAq1Wy1VZUiEkQ+obb7wRX/nKV87ndp+VUttrH3jgATz//POYnJxks3iqDlLWurq6Gp2dnRzseDwe/OY3v+HX+MEPfoA//elP8+T48/k8V2JlMhm0Wi2CwSBGRkZQVlaGM2fOIJlMwufzYe3atVi7di2rozU3N6Ovrw+vvvoqtm7diomJCbS2tnIgREqmMzMzSCQS8Hq9bF9CARBZNNAB9vTp01yhMJvNXPEZHh6GVCrF2rVrIZVKWV5fpVLB6XSiqqoKx44dw+bNm7F//37U1NRAqVSiu7sbHo+Hzx0kUx0Oh3nGhebIw+EwP9dfeOEFVpCkwNDr9XKbbFlZGXQ6HbcJB4NBSKVSVFZW4iMf+QgHdQtJqa3ZvXv34ne/+x37pJE0OnnzUUeFWq3mdWI2m/Ff//Vf/Bq/+c1v4Pf7kUqleORFp9NxSzJ1NWm1Wt5f9Ho9JicncfjwYTQ3N8NisXDCnWwVBgcHWZCMig40eqLX69HT08P3XqFQoK+vjxNIWq0W6XSaTbR7e3sBzI7bkPhPsVhEPp/nPVev16OiooK1CaRSKSoqKjA+Po7bb7+dlY21Wi06OjrYwHduKzYAHl0ZHx/H5OQkmpqa2CONRn0SiQTEYjE6OjrQ19fHZ3WqShsMBu5qiUQiaGpqwpYtW/DFL37xfG73Wbkgan7vxVe+8hUkEgkcOnQIer0eJpOJTSKpl58MKKnNIhAIsPIZVW3C4TCbgLndbpjNZvj9fpb8zuVyrERltVoxMDAAuVzOGwu1opAhXTabRVNTE7xeL8uJ+3w+dHR0IJvNclWJbjxJ5NIQajabhVarxfT0NGcxBwcHUVFRAb1ej1WrVrHvSCAQgE6nY4+NWCzGC4Q2RvJdoSoYtYeQOtrRo0f5IU1ZEJfLxW0nV199NbtzUyXL4XAgk8nAbrejsrKSr5U+b7lcjquvvnpB56TmUmqbJQCsW7cO1dXViEQifIgsLy9HOp1GJpNBbW0tB8Imk4nnishAUiqVoqWlBVu3bgUwm8GuqqriQCwSicBisfAsBx1ISZSE5p3IoJbWIgmIUInb4XBwZolmDsiU1e/3Y3JyEnK5HA0NDejs7GR5aepnpjm/UCiE5uZmHtKuqqqC1+uFWCzGwMAAPv7xj+OFF17goX8atFUqldyy2tLSwht8Z2cnV0gokHS73ZwtveWWW7iidP/998Pv93O1L5FIAJjNOpMaELVImUwm1NXVYWJiAqtXrz5vk9P3ohSDKWD2YNnW1oauri6YzWakUim2dVAqlbDb7SgrK+M20fHxcajVamzdupXnK91uNywWC2daQ6EQi/1QoEOVbMrwj4+Pw+12IxqNYnp6GldddRUrWtJ6Hhoa4pkQ8gICZmWl3W43t1NTZba/vx9btmzB1NQUtm7ditdffx1msxkTExNwOrFDGnMAACAASURBVJ2IRqOoq6tDTU0Nzpw5g1wuh76+Plx33XXI5XJcXU0mkzAajezzdPLkSTYnvvrqq9kANpPJYHp6mg8S09PTPMy/fv16nlugytddd92FdDqN7u5u7gDQaDTsgWKxWLgFLZVKwW63QyQS4ZprrsHnP//5873VZ6UU99rvfe97+NOf/sQzZ0qlElKplJOX1I5GHRRk+PzUU08BmD2YikQiTExMIJ/P85wGzaxSYG02m3Hs2DEWCwHAhqeXX345Nm/ezGMIv/zlL9HQ0ICamhoOxrRaLWKxGH7729/CZDJh48aNPP9Nrc008J/JZHD55Zfj6aefhkaj4YMeWVHodDq2uCgrK8Pf//3f8wyfVCrFyMgI++1QJaO3txculwv19fXcfSCTyRCNRqHVanHixAlUVlYiGAyioqIC0WgUmzZtQi6XY1Pihx56CJFIBK+//jrUajWrw5Jol9Pp5JGGRCIBj8cDuVyOzZs34/777z/fW31WSnHNPvzww3j33XcRCASgVCo5yU5zgABYDEWv13O1kzy57r//flY4pYICBd6NjY3w+/38rO3q6sLx48c5+Xn69GmUlZVh165dHGwFAgE888wzsNvtuOmmmxAMBuFwOFAoFFi5lNqPySdTq9Wit7cXwWAQNpsNuVwOKpWK55slEglCoRBWr16NrVu3sjohjcBs374dhUKB26HHxsawZs0aFAoFtLW1oaWlBV1dXdi4cSOkUilbDFBCTCQScVs/tYFTNUkmk3GHwyOPPAKz2YyjR4+yLyJ5eqZSKa5CS6VSJBIJFAoFqNVqbN68Gf+bHsT5sKTBFLFnzx54vV6cPn2agwaNRoNoNAqNRoPx8XHY7XZEIhHYbDaWoU4mk6irq8Pk5CT3TLrdbjZdpL70UCgEu93OJWxSACS9edLXt9vt7E/j8/lQXV2NkZERjI+P4/Tp0xgfH+dB55mZGV6EALjHnuazaPGRPHEkEmEFqvLycjQ2NsJgMCAWi7FfFgloUJmWXpu+lGTcRhUth8PBh9NIJIKOjg4Ui0UEg0FuHywUCujv74fNZuPglKpoFosFCoUCx44dY+WTsrIyJJNJ3HTTTeftCP2/UYqbJXHVVVfh8ssvx+joKD80Sc0ukUigpaUFwWCQ5cVJjtbv90Mul8Pj8fCgs1arhcfj4Xa8WCw2LwlA34HBwUFccsklLGxSVVXFlUvg/0n0UhBD1Z/h4WFMTk6y95pWq2XZ1crKSrzzzjsoFouwWq0YHR1ldR+PxwNgdi6ssrISNTU1PDxPraDd3d08j2A2m3meTCQSweVywev18nonAQwSzKAMHSkQDg0N8fA2mQvrdDpWN5NKpYhGo6isrIRSqcS7777Lw7NUtdu4cSO+853vLNRt/itKNZgi7r33XjaupVkSaqsgVbqKigp0dXWxCqBYLOZWNolEgqqqKthsNlRUVHAiKxAIcLU0mUzCbDazuh+1pYhEIvh8PuRyOa5QFQoFWK1WrvjE43H4/X40NjYiEolwqxMARKNRthNwuVycaCAxDEoe2Gw2hMNhXHnllexLODQ0BKVSCaVSyaqXb7/9NmeOyd+QTDaB2er8ddddh1AohIGBAWQyGbjdbthsNlitVvZvKSsrY9uJu+66C4cOHWKVQQCcqKLq1MDAAH9PSNHziiuu+CtLhYWkVPfaHTt2YMeOHXj77bf52UoKpTabDXa7HUNDQ1Cr1QiFQjybp1AouJ3P5XJx9bNYLMLr9UKlUrEoRCaTQV9fHzQaDRwOB88w9fb28veioaEBkUiELVe6urrmzYdQ8qCiogI6nQ779+/H6Ogoz0WRUIRYLEZZWRlnzuVyOTo7O1FdXQ2DwYCdO3dCrVYjmUyyEJBMJsP69euhVCrxy1/+EgaDAZdccgnbFTz55JNsVlxRUQG32w2lUolkMolcLocTJ05w263H48GqVaswMjLCstcnT57E5z73OQCAVqvlFqtEIsEJQ+qcyOfzbKnQ0tKCn/3sZwtxm89Kqa7Zb33rW4jFYlyNIkVcOp9SQoi6oKqqqtDR0QGXywWj0Yj169ejtbWVhZaoRZ7sAAqFAqanp3HmzBkEAgFs3bqVTcSTySR0Oh00Gg1aW1vx7rvvore3FzfccAPefvttWK1WFqYaHR3lltW1a9fi7bff5jNvNptFTU0NCz/V19fj0KFDWLNmDU6dOoVcLofLLrsMVf9jrNvd3T3P0oXk21UqFbq7uyGRSGC1WlnQ5cUXX0RLSwt27tzJYzHr1q1DJpPh2S4AnDwgr7+bb76ZP+dbb72Vv/NzFcELhQIsFgsn8iihkkwm0dzcvGB2E2djWQRTALBp0yZcf/316OrqYileOqRqtVoerCT5x0QiAbVazeailLUilTrq6SX1D2oFoFI6ZcPp9ROJBMuRUjQ+MjKCoaEhBAIBbqFLJpMIh8PYunUr/H4/P8gBcMaLHvokJU1GkolEApWVldwbq9frUVNTA7VazepaJDIAgA8HsViMs/lUIibvlrKyMhw7dgz9/f0sJEBKMrQxklcRbfxUbaO2SGo7I1n1HTt2LFrGiSjVzXIu3/ve99Df34/JyUlkMhmIxWJks1kolUoAYHla8o5Jp9PcH1wsFlnJrKysDNXV1TCbzQBmvwuZTIZl0qlkTokBg8GA6upqeP/Hl4zWDlUcwuEwb7ADAwNswEqqYuT1kE6nEQ6HsW7dOiSTyXmeGQBYmc9gMLAqUDQaZZdxUoaiKgMF7zMzMzxrkk6n5/0bXcfo6Ch8Ph8/JEjen/4OamkgfyASmqAkitPp5AxWMBjEmjVr8G//9m8LfYvnUerBFADcc889MBqNaGtrY98PmnkjVTO9Xs8HUsoaUmvQ2NgYcrkcNBoNNm7cyFLTJLxCRqWxWAx2u50HsxUKBfR6PR8QZTIZstks3G43/H4/PzD1ej3GxsbQ0dEBr9fLwTp9p0iKnfZ4Mswkb701a9agq6uLkxRkskvBPqlqTU9Pw2q1IhAIsJcPiXNQCx4NfTudToRCIZjNZp71E4lEiMVi8Pl8yOfzGB0d5WofiV+QoMrIyAimp6dhsVi46uBwOBAMBlFZWYknn3xyIW/xX1Hqe+3PfvYzrmjSnCiZjJP4FPmd2e12BINBBINB6PV6nDlzBjabDS6XC83NzVAoFKisrEQqleJqfDwe50oCBQ0AWLiFhEiA2U4EUhejNUtm6sPDw3jxxReh0+nQ0tKCN998k9ulBgcHodPpEI1GOWHs9/uxadMm6PV6HD16FFKpFLt27UJ1dTVEIhFUKhV7GJLXDiUsTp48CaPRCGB27mpycpLPFpWVlSgvL0csFuMECCUdtFot+vv7MT09jRdeeIG7ckgp0OfzsXS8z+dj4S7yf4vFYjAYDDh06BB8Pt9C3uZ5lPqa3bt3L959910WUqA1QjP9Ho+H13NFRQX8fj+CwSAymQxsNhtaW1uxfft2zMzMcFulQqHA1NQUbDYbHA4Hez1Fo1FWyqNqkFwuh8lkQiKRQDKZhFar5YQZKYtSAvj1119Ha2srBgcHIZPJUF5ezus1kUggn8+jWCzC6XQiEomwaA/ZAHg8Hk7GymQyRCIRFItF9PX1IZfLwWKxcDW3q6sLAwMD0Gg0cLlcKBQKMJlMfN6fnJxk+4M1a9bA4/HAYrFwFfX48eP4xje+weMFJKY1PDwMi8XC1S2xWMzCE5FIBDU1Nejr68Of//znhbzN81g2wRSxbt06bNmyBb29vfwBk7eJzWZjjX2aaSKHc6fTyQdaKulRNoj8Z+x2O4tPkIdERUUFenp6UFVVxeXXU6dO8XwGyWJLpVIMDw/DZrNxS6BYLEZjYyMGBwf5oV9eXo6uri5s3bqVVQlra2u58mSxWHDixAlUV1dzH7Jer4fb7UYgEODB6J6eHvYuoixToVDgeS6v1wu324329naW1dVqtRyMkYkcbd4qlYoX3+TkJAsN0IGUTM5aWlrwf/7P/1ms28uU+mY5l3/913/FSy+9BIvFgmAwyAGSSqUCAJ77o/kRGgxWKBSsekOqenQYMxgMbLhIrXZarRYDAwN8CJBIJNzrTL366XQag4ODHHxTO1Y2m+XvBQ3uBwIBPogoFAq4XC6MjIywOXU8HmevkXg8DrfbjU2bNqG6uprNIycmJrBlyxb4fD709/dj48aNHMgD4KpRsVhEIpGA3+/HmTNnUFZWxnMEiUSCEwsDAwPseULeb8DsvMPMzAw6OjpgNpvhcDj4oN/a2rrowT+wMoIp4uc//zneeustrtqQR51YLEZ9fT3PRpCpqFwuZylwai9qbGxELpfD+vXrIRaLuYWOFMvUajUbsarVagwODqK5uZlbSUjZT6PRQKvVYnBwEOFwGCdOnGCrAVLM0+l0vIdNTU1x1wD5pdEhhWZe6urqoNVqucK5fft2Vs6Uy+UYHR3l1hKS+zcajZBKpZicnITBYMDw8DBqampY/KCzs5Oz9KRopVKp0NzczMIDlFUlj750Og2lUsleLu3t7aioqIDJZEJTUxO+8Y1vLMbtncdK2Gubm5txww034NChQywGRRUhqqKnUin4/X72OaM9jKSrvV4vWlpasG7dOrhcLvZJ0mq1fMDUarUIhUJIJBLz1IIdDgdXQt9880243W4YDAZObu7bt4/3W0pMaDQapNNp9nkDZuebyYiaEgc0h0o2FmNjY7jkkktgsVjgdDp5DpvUAOvq6thWRSwWo7y8nEcZaA5QqVRCpVLxc+HYsWMAgLGxMQCzEt70N4ZCIT4X0CwN+cqRrxq1ql1xxRV44oknuGK8WKyENbtnzx5EIhG89tprPK9KwmdkY0KJVWBWBIwqgiQmUigUsGvXLl7TDoeDLVrIskImk6G7uxt2u53HOYrFIlee6AxLyVuz2cyBzeHDhznhOTk5ifXr18Pn8yGbzWJkZAQA+N9IOS+RSMBoNLI/22WXXQaXywWFQsF+lpSYoOc5tWuTaS4wq+JH6t0ymYy7VqjrgDppuru70d7ezsUIEouprq7mUQZqWaf3nZqa4s9y3bp1OHbsGN59992FvsXzWHbBFAC43W7s3r2bvUaoCkXKaRTZB4NBALP9wy0tLWxU6vf7oVAoYDabedCdZjrKyspgMpnY34aqNiqVivstqWWFsqfAbK8rGUNarVYe1iP/E+q9r6+v5zYqvV6PQqHAkqtkpksHS7VajZmZGWg0GpaGJkly8rzq6enh7AZV5cjfoVgsQi6Xc8ae+qjJTJN6tYeGhmC1WpHL5WA0GnHs2DHOPDmdTvYbKisruyAPd2BlbJZz+epXvwqv1wu/3498Ps8D/pQNymQyXLYn5SUy2kulUtzKSqIm9EAsLy+H3W5nOd/KykqW46eWQMp80VoEZqug4+PjbDJdWVnJgRgFdrTZzDX9pTa+6elpluGn16YSvl6vR1VVFVpbWzmwo+xXMpnE6OgoFAoFS/qbzeZ5anCxWAwzMzOIxWKor6+HRCLhlshQKMSZY4/HA7FYzBlQapHQaDSYmZmBy+XC1q1bF2Vo/2yspGAKmLWYGBwc5BbkqakpTlBptVooFAo4nU4WqaEHNYmNkMADtQtTZcnlckGlUvGapTY/tVqN4eFhZDKZeYe24eFh+P1+ZLNZxGIx9Pb2clWfMo1UfSIlQalUColEgunpaa5GUcBNbYDA7FwiCbm43W5cddVVGBkZgdvthslkYnWqyspK9pmyWCxso+FyuTA4OIhQKIR9+/axcA8dNKgNxWKx8CGDhD0GBgZ4PqGvr4/bfRsbG+F0OvHd7353sW7tPFbKXrtlyxbceuutOHbsGAKBAO9dpJ5IlXmqblMSVa1Wc+s7zWBks1m+DzS7ls/nEYvFuIOgpaWFO0taWlp4jxsdHUUkEoFKpcLx48dx+vRp5PN5nimk7gSaX1YqlZw0pe8RHaonJibgcrl4Xsrj8SAajbLqL/1bWVkZPz+USiVGRkZYsCqdTsPj8SAcDiOZTM4Tn2hra8OJEycglUoRiUQ4MVZRUcHfe7lcDpfLxW1TqVQKxWKRRbvIa3Lbtm04cuQIXnvttcW4vfNYKWv2zjvvRHV1NU6cOAG/388VcKr6pFIpVl3u7e3F6Ogod1WRX9rMzAzWrFmD+vp6NkCfux+n02lYrVbE43FEo1FMTU2hqamJ9zAKpijhlEqlcOjQIbZfoZlrauXu7e1lBWtq4aeEqFwuZ8VcatujNkYKqkhJj9YWmQtTp1V3dzePlYhEIpZ5pzbSWCzGXq+kEktm11QRJhuXsbEx/g7H43GkUimIRCJMTk6itrYWGzduhEQiWbQ56rksy2BqLl/4whdQX1+PF198EQC4UkWBBWUuAXC1iSQ7JRIJO3WTqEIymUQmk0FFRQVnaex2OxKJBM+fUNaGnMqNRiO39Mnlcq4GhEIhHqAn7xGVSsWzH9T7TLK61CJIKikkZEEZNvLLCQaDPGfV2tqKsbExzvgajUZEo1EEg0G4XC5UVVWxR5ROp0OhUGCD1NbWVoRCIR7inZmZgd/v5159k8kEl8uFw4cP4/nnn79Qt5Tu44rYLOei0Whw9913s9AC3TeSo56YmGC/MJVKxe1KWq0Wb731Fj88ab0aDAZMTU3x5kUl82AwiMbGRoyPj3M7CM2tkIQ4ebJQhp98hOLxOMbHx6FQKKBUKlEoFDjoS6fTbNpHvcgqlQqjo6MoFApwu90Ih8MYGRnhNijyHaLqgMViAQCWMqXNl7JYlZWV8Hq9LH1KCpU01ygWi7niQIpFdKglBcOdO3eiqqoKf/d3f7fYt3QeKy2YIv7lX/4F3d3dyGazCIfDUCgUXDWifYOSN7RPkdpjLBbjFmtSihobG+P2qerqarhcLoyPj3P1dWRkhCX2vV4vZ+jtdjt8Ph8nl1KpFGZmZti3pVgswu/3s3Q5KVuSYAZVF/L5/LxkFc2B+v1+Nl+vqamByWTilmp6uB85coS/e7SvBgIBThjIZDJe/42NjZwISaVSrNZHnl6kmEnzhrW1taiqqsLbb799wWR5gZW51956663cQUKqktSFQu1QJIZDyUg63NHsUigUgtVq5cw8JUK1Wi1mZmZYHTSZTEIkEnFL8/HjxxGJRNDb2wu3282WF1RhisViyGazSCQSLPpA+/eqVavYBJ2U8gqFAg/wu91upNNpfs1YLIYNGzaw2q/RaEQymeSDKLU5kehRJpPB2NgYB3ihUAiFQoFtWKhimkgk5vkdUvcLtf5WV1cjlUrBZDJh1apV8Hg88xQrF5uVtmYrKytx9dVXo6uriyv+VqsV4+PjvN9UV1ejr6+PRwNohp72XqlUCrPZjIqKinntbABYdAoAP4OpK4DOwOPj43jnnXcQDoe5nY/al/P5PLf109mS1AIVCgUGBgZgMBigUCgwPT0Nn8/HARfZsMRiMdTW1qK5uZkVjsn6iP7d5XJxUoM6DrxeL4/y0JwfifX09fWhqqoKkUiEE3MDAwPsn0bJa5oDpkRra2srmpub53lWLjbLPpgibrvtNh5cbm9vRyaT4VYmymhSHzopqJFso0Kh4IVBA6bksExD9XQgjMVi3BNNZUuKdmkYm7xz6GFNkq0U3NFGmk6n57W+kPY/tY9QaZ7MRikTQFkmAJyB9fv9PDdAbYYAWLVFLBZzzzMwK7F94sQJNhyUSCSorKzkL9HJkyfx0ksvXejbyKy0zfL/59Of/jQAcKuEWCxmMRISjpBKpVwJMBgMEIlEXFkig2Bg9h6T5DRVh6anp7mFNJPJIJfL8aGXBuClUimvTZVKxZksajuh9hHaPCkrS+uF+rKdTifP0vT29vLfQBslMNvOR33Lo6Oj8Hg8OHHiBGpra7ldi4xYKQFCUu/UWqXT6dh4mip55eXlfOiVyWR45JFHzvmefPKTn0Q8HufEzIelVIKpm266iU0gPww/+tGPMDU1hcOHD/NBTK/Xs/kkJa1IXEelUnGLBvlOaTQazh6SIeQll1yCUCjE1XAyJqdEUqFQ4Ics7bVkBwGAM+ZqtRpDQ0PcWUDtXgC4TZkEhaampmA0GnmWlL5nFOi4XC4+VIRCIR64Ji8h8uehZ4rBYGBfqcbGRlY7y+VycDgcKC8vR1tbG2pra1klltRRSbDjoYce+rC3EgDw0ksvoampCVVVVef0+6Ww137pS1/CI488wvNKH/R3RCIRwuEw+vv7AcwKh1itVlYio7VJhqpKpRKhUIiTULRHOhwOiEQibNq0CX19fchms+xLMz09zes9Eomgrq4OfX19rNBG10xrsrKyEqOjo9zuHQ6HuV2ZZjwbGhq4fTaXy/E1zBUqIlEVUo/MZDLQ6/UQi8VwuVwsREWzgyRKMTchNTMzw+17c6vB5A1H3Q3xeJzFDmQyGerq6tDU1IQHH3xwnlz1B+W5557DpZdeyi2YH5ZSWLPf+973cP/997PdzAfhq1/9Ks/zHT16FMBsdTudTvO8sc1mY6sfWmMkpEBCZE6nk30DjUYjEokE3z+qSBUKBZSVlWFychLZbJZVV4FZYSkSGlm/fj0mJiZQV1cHr9c7T83X7/fD4/FgYmIC9fX18Pv9PItPSQmqxtLzIJVKIZ1Oo7q6GlVVVaioqGD1SxKBA2a7ZxwOB4aGhuD1ehGJRHj2kZ4Vfr8fBoOBAzcAXA2jGSvyR9Pr9diwYQNMJtM5das8/vjj8Hg8uOaaaz707wIlFEwRl112GavmmM1mjI2NcV8luTQbDAb4/X72W0okEvxjs9kgl8v5QDrXJyeRSMBut8NgMECpVGJ6epozr8Bsqx8AHqKnTEEkEsHU1BT3yNNhwefzcX8+eUPRYVipVLKvisFgwNjYGNLpNEQi0bxMAfkVjI6OwmQyIRqNslQ7zVTRjAm1G8ZiMTQ1NXH7FvVwP/fcc/B6vUt16+ZRCpvl+dLc3IybbrqJ2y+Ghoa4d3lkZAQmkwmRSIQ3Inq4qlQqTE9P89C82WzmjQOYPVySfxnNykkkknnzTeTLUigUeGiZSvMmkwkikQidnZ1wu93cEkPqlhSU0aGVhjmp1Y/sBEigIBwOw+PxsOE2BXL0t4yMjLAktNPp5M03l8vBZDIhHo8jmUxi1apV6O/vh91uR2NjI7evTExM4NFHH+VAc6kolWAKAJ599lmUl5fjpZde+tCH+AceeACxWAxtbW1QKBQsL00tG7QOaP+jWRWn0znPZNfpdGJsbIxtKkwmE8LhMKtK0f41OTkJo9GIdDrNhzpqFaGZE9pvo9Eoz3jRPk7zdfSacy0uaB3Rnku2BrTGHQ4HQqEQysrK0Nvbi/Xr17MxbzAYRHV1NdLpNPuzUXKADiPhcBgOhwOnT5/G1q1buS2mrq6ODyVf+9rXzuUWYtWqVfjJT36Cbdu24brrrsMbb7xxTq9TKnvtO++8g/LycjzwwAMfSnXr61//OvR6PTo6OjAxMYFgMMhtpRMTEzCbzTAajZiYmOA9SSaTYXp6GnK5nBOmdO9IhZKCIaoQUUCVTqcBAGvWrEF7ezsUCgUMBgO3UNF/l0gkUFZWBmC2RZnWE83OkmCJzWbjNkE6UFKmvrm5Ge3t7SxcAoAVfKnThJJfiUSCpatp3VISgZJk4XAYk5OTqKioQDKZ5Dkw8tlUKpWoqalBNBo9p+B/06ZNeOeddwAA3/nOd855lrVU1uybb74Jo9GIb37zm/jd7373gX7HZDLhJz/5Cbq7u/k7LRKJuKOJ5uKpkurxeNjUNhKJsPK0TqdDKBTiJFcmk+E5/LKyMgSDQcjlcohEIm7f1Gq1XFgg78C5s30kqEOV+Gg0ysnZuWfbmpoaHiuhKu/cNT89PT1vfpQ6skimn7pSqLXWbrezFgIwqyBJ3Sw0t+r3+1FRUYHh4WGuHpPaoNlshslkwuOPP87+qx+Uyy67DK+88grKy8vxi1/8Av/4j//4oX6fKLlg6r0gvwfiox/9KDweD98I8lgizw/qQU6n0xgfH+c2vZ6ennlOy+cC9czrdDrYbDbU19ejpaUFfr8f4XAYFouF+0T7+/vnVSWo3zqVSkGn0yESiaCvrw9r1qyBQqFAOBzm0isJYzgcDgwODiIQCMBkMsFoNGJwcBB/+MMfzuvvWExKZbNcSHbu3IlVq1axLDhtYBRUB4NBNpwuFouw2+0YHh6G1WpFLBZDTU0Nurq6uHWIjBitViv3D+t0OlYsI8+zVCrFw8i0Kefzebjdbs5+ZTIZbgPx+Xys6kRD9zabDWKxmK0KqIWJKlPRaBQOhwMAOGBXqVR8+CBhg0wmg2KxiKamJpSXl2NqagrZbBY2m40Vh44fP47HHntsqW7Te1JKwRQwuyeuX78ea9euPSelQ5PJhFtvvRUajYaz+UNDQxCJRKitrYXX62XfmVAoxIa41dXVGB8f59kjlUqFsbEx9oCae3jTaDTQ6XTo7+9nw3JqUaXZQY/HA5/Px8aOFPiPjo5ytWrTpk04fvw4/x75kNG8LHUBkPFvT08PysrKOPNLfj4kzkLJBBKfoNkCm82GVatWIRqNcvtXbW0tH96Hhobwgx/84Fxv2aJQKnvtD3/4Q3R2dmLbtm24/fbb2cj8w3DffffBYrHgyJEjLBJC0v6k3DsyMoLW1laMjIzwDBKdBchwXS6Xs4pafX09J4SomqVQKOD1ejnApzVL/n90QJXJZHA6nTh58iSamppYhp2SAVR1pflCev5nMhmeJ6FuFxI1onkpEjBwOp0YHBzk+dPh4WHeU0l5VaFQYHR0lCtUcrmcVQONRiO6u7vx61//+lxuG7Nv3z6YzWb09PSgu7sbzzzzDNrb28/ptUplzb7yyis4deoUvvKVr+D48ePYsGHDh/r9u+66i+eJJicnuQ2fZvypxY/apgHweqEkfHl5OUZHR3kW2+l0YnJykgsCNNeZyWQQDodRVVWFeDzOyTFKjNEsfzQaRW1tLUZGRrB+/Xp0d3dz+5xEIgEwWx0aHR1lMahQKASJr5kmtAAAFK9JREFURMJtidQ1Rt03lLAtKytDOp3mM1B3dzcqKipgsVjYPJvGX5xOJ3w+H6/Ruf5UbrcbZWVlUCqVeP3113Hw4MFzuX3Yt28fPvvZz7L5dltbGx566CF87nOfw6WXXvqhXmvFBFOlAhlRGo1G6PV6rFu3DgaDYV4blsPh4AwBKb/Ql62urg4DAwPw+XyYnJxcdIWSxaJUNssLhVarxUc+8hFYrVZUV1ejp6cHVqsV5eXlKBQKGB8fh8lkglqtRjgc5mHiV199laX3zxedTof6+npUV1ejrq6OVfZIJZMSFiRtTZYB1Drq/R//N2qHcblcbPpIM1HkIbdnzx424i0VSi2YWmi2bNmCSy+9FIlEAj6fDy6XC1qtli0lSJlproUFtVORtw+ZL1J29NixY0gkEti2bRu3ZFN7E3UEBAIBZDIZnDhxAiqVCqtWrWIRAaqOptNppNNpaDQaPmAMDAyw8bnBYOA5kXg8jkKhwOqnZG8hk8lgNBoRCATYEL2vrw/Nzc3IZrMcHBaLRXR3d2N0dBT9/f0shLRcWe577c6dO3H77bdzu9TcQKq7uxuNjY3ndB233HILVq9ejVwuh66uLrjdbhZWSCaTEIvFiEajcLlcLLRDlXJqY66rq+PqJwlYAbOJIlLapSSoRqPhvU8ikaC2tpaz7jQ3RTNNYrGYq11z50pGR0e5UkbzfMVikROlNBdDojB6vR5arRaTk5Ps20aB3cTEBFpaWpBOp9HU1MStXNT2deLEiQsiJnEuLPc1+/Wvfx3r1q3DqVOnEIlE8Mgjj2D37t342te+xkH3h+XOO++EVCrleVFKqiqVSvT29nLFnDqjSMyMqvC0H8pkMhgMBkxMTKCmpgYSiQSRSITnnfr7+9HY2Miz+VqtFplMBjMzMzCbzbxHk9peOBzmaiqJllDhglrvKDFL8v8mkwmBQABWqxWhUIiraLFYDFqtFiKRCHq9nuXbqSpFegaZTAZr1qyBz+dDS0sLd3LR6MP5CEqsXr0aBw8exIEDB1jUKxqNYvXq1ejo6EBbW9s5+f4JwZTAkrDcN0uBD0ZNTQ2cTieUSiVvwjRT2NfXh9OnT3O5v9S52IOpUkKlUuHTn/40xGIxpqamsGbNGkilUqTTadTV1cHn82FqaoqVsOiwS7N5NP8SDofx2muvoa2tban/pHNG2Gv/Go1Gg6uvvho2m41b4UlchapTNAqQzWZx5MgRHDlyZMGvo6WlBddeey3PSpP3DwCubJEoBiUJSDY7EonwLB/9L83VkkT0kSNH8Oqrry74dS82pbJmd+3ahaqqKk5A1tbW8ryeSqXCoUOHcOONN5739X3iE5/gZCSZ8+bzeR4voRZ+moGjapNUKsXg4CA6OjrQ0NDA/qYAMDk5yfNPJHn+1ltvzVuDwKxdkclkgtvt5oSZVqvlNjySMVer1YhEIhwojYyM8OxUKBTiriy1Ws2VLmo1JCXMTCaD1tZWTExM4Ic//OF5f25z2bhxI1paWtDS0oJsNouBgQFotVouXPz+978/r9cXgimBJaFUNksBAUIIpgRKEWGvLW1obEAikcDtdnOlgdrCx8fHUSgUlvgqFxZhzZYGTqcTV199NRoaGiCVSrm7SqlUstAWzRxSwGYymVhPgNT8hoeHl22V9IOyJMFUY2Mj7r333nk96eTiTNr1NpsNp06dwne+853zeSuBZYqwWQqUGkIwJVCKCHutQKkhrFmBUmNJK1OHDh2CQqHAxz72MTbaJYnn/3kfKJVKXHnllfibv/kbfPGLX1yIt11RkPfFuXDzzTejsbERGo0GwWAQNTU1rFg4V846n8/jySefXNB2rVLfLMnTRODiQQimBEqRUt9rBS4+hDUrUGosizY/MuL9MOzYsQP79+9fyMtY8Tz88MNQKBR49dVX0dnZyapY5D9gMpkwNTWFWCwGs9mMlpYWPPvss+ekqvR+lPpm2dnZCafTye7cpHJH6mTBYBB2ux0ajYaN9b7//e/j3nvvXcjLKAlI9v1cGB8fZxn4Dwqpri00QjAlUIqU+l4rcPEhrFmBUmNZBFMA8POf//yc9d1vueUWPPPMMwt8RaWPSqXCzTffjCeffPKcfv9cgtwP8dolv1lu374dn/3sZ/GjH/0I7e3tsNlsmJiYwNm+O1qtFps3b8bGjRvxqU99CplMBps2bVroSyp5vvCFL+Dhhx/m/9/e3g6LxcLKf9FolA2zzWYzwuEwm7sSK2XNAov3kL/xxhuxZs0aHpSenp6GRCJhX7JIJAK1Ws2DzolEAkqlEn/4wx/wl7/8ZTEuqaT527/9Wzz77LPn9RorZd0KB1OB80VYswKlxrIJpuZc0Hk/VO6++2586lOfwuuvv45vf/vbC3Rly59/+Id/wKOPPnrer/O1r30N3/3udxfgit6blbRZko/J+bBz507ce++92Llz5wJdVWmwbt26BVFK+/d//3fcfffdC3BF781KCqYAoKenBy6XC+Pj4wgGg/D7/TzQTopgZWVlEIlELI0/MTEBnU4Hq9UKh8OBuro65HI5loy+GFAqlXj22WfR1NSE7u5u9PX1Yd++fZDL5cjlcpBKpUilUiwjLJfLYbfb2ToAmBUVuPnmm3HbbbctWhBFrKS9Np/Ps9fN+XDw4EFceeWVC3BFpcPevXtx++23w2QyQalUsrR2Op1mvzUim81CIpGc9bMeHR2Fx+NZ1GtdSWtW4OJg2QVTwMJXRNRqNfbs2YP+/n688cYb6OrqWrDXXiq+/OUvo6ys7Lz09s/Gq6++imuvvXZBX/NsrLTNcmhoCJWVlQv6mnfeeSf279//oR29lysOhwMSiQSjo6ML+roPPfTQBZmnXGnBFAAMDg7i5Zdfxu7duxfk9Xbs2IFPfOITePrpp/HGG28syGuuVH71q1/htttuW/T3WWl77WuvvYZrrrlmwV/3uuuuw0svvbTgr7sUfOlLX8J9990HhULBBq2ZTIa9fs6cOQOdTofOzk7EYjGMjo6yCXw2m4XP54NKpYJOp4NKpYLVasW9994Lo9G46ME/sPLWLCVZFpLe3l5ce+218Hq9C/q6ywWLxYJoNIqysjKkUinMzMyc18jAYrMsgyliMdvMiJaWFjz++ONwu90YHBzE73//e3z/+99f1Pd8Pz7zmc9g+/btqKmpweHDh/H1r3990d/T6XTin/7pny7IewErb7MkLsSaBYDHHnsMLpcLXV1dOH36NH7xi18s+nu+H1VVVdiyZQtmZmYuSNttXV0dGhsb8cc//nHR3wtYmcEUcaHW7ac+9SmYTCY89dRT5yycsxjs2rUL4XB4UbyEzsbu3bvx05/+9IK8l7DXnh8333wzpqamcODAgUV/rw+KSCTCP//zP6OhoQFPPPEE3nrrrUV/zxdffBHXX3/9or8PsHLXbFdXF3p7e/Hqq68im80iFovh5MmTMBqNMBqNOH36NAwGAyQSCcrLy2EymaDVaqHT6WA2m+F2u2G327liqFKpYDAYUCwWodfr580KDw4O4mMf+xjOnDlzIf6090UkEuHBBx/EHXfcAaPRCK/Xi2AwCKVSiXg8junpaSSTSej1eq7gx2IxBAIBNsjWarUYHx+HTCbDzMwMpqenkclkYLPZuENIqVTCarVi8+bN+OhHP3rBPAKXdTAFXLgN87149NFHsWrVKqxduxYikQhqtRp+vx9dXV149913EYlEMDg4iHA4jLGxMQSDQcjlclitVphMJjgcDng8HrS2tqKhoYEdy3U6HeLxODo7O/HTn/4U//mf/7lkf2OxWMS2bdtw+PDhC/meK3KzBJZ+zd5zzz34yEc+ApfLBbVaDZFIhEAggFOnTiEQCMDv9yMcDrNXiVgsxuTkJLuMkxiJSCRCbW0tPB4PLBYLqqurMTAwAK/Xi6effnpJN+lisQi73X5BD+QrOZgCln7dNjc34/rrr4fT6UQkEkE8HsfJkyfx5z//GQD+ykzy/dDpdGhqasK2bdsQiUSQzWbxxBNPLMalf2D6+vrw2c9+FgcPHrxg7ynstYuH2WzGFVdcgVwuh4GBgQXZE+vq6rBz506YTCZIJBI8//zzS2oavXfvXgwMDODxxx+/YO+5ktdsOByG0Wi8UG/3V0gkErS2tqKvrw/xeHzBXtflcuGqq66CyWTi88Uf//hHiESis86Rz8VutwOYFZxaCIrFIm666Sa88MILC/J6H/A9l3cwRXR2dqKpqelCv+2KZsOGDTh27NiSPIxW8mZJLPWDfiWyfft2/PnPf74o1iwgrNuVQl1dHXp7ey+KdSus2ZXDUn2uF8Oa9Xq9qKqqutBvu6JRKBRIpVLLas2KL/SFvB9NTU345Cc/udSXsWIoFos4fvy48ABaREQiESwWCz7+8Y8v9aWsCIrFIg4ePCis2UWGPt/FFvS4WCgWi+jr6xPW7SJCn+2Xv/zlJb6SlQEl04U1u3hUVVVh3bp1gqrvAkFiKsttzS67ytRchCzU+bEcPr+LIfM0l+XwmZcyy+Hzu1gqU3NZDp97KbMcPj9hrxX4MCyHz09YswIfhuXw+ZVMZWouIpEIfX19uOuuu5b6UkoKIdu0dIhEIhw6dAgvv/zyUl9KSSGs2aVFJBJh7969F0yYYaUgrNulQyQS4amnnsLRo0eX+lJKCmHNLh0ikQjHjx/Hc889t9SXUlKUwppd1pWpuezfvx87duxY6stY9iyHyH0uF1vmaS7L7V4sV5bb53QxVqbmstzux3JluX1Owl67fO7FcmW5fU7Cml0+92K5stw+p5KsTM1lx44d+O///m+IxSVzyReUUojcLzZEIhHuvPNO3H777Ut9KcsSYc0uT0QiES6//HLs3bt3qS9lWRKNRgEI63Y5IRKJ8IlPfALf+ta3lvpSliU9PT0AhDW7nKBugFtuuWWpL2VZQoqZpbJmS6YyRdx44414/vnnS+YDvhAst8h9Lhdz5mkuy/keLQXL+fO42CtTc1nO92kpWM6fh7DXzrKc79FSsJw/D2HNzgpUDA4OLtt7tBSU4potuTLPCy+88IH07C8GLBYL9uzZs2wXncD/QyQSIZ/PL/VlLDl2ux133HGHsGZLBJFIhJMnT84zibxY+elPfyqs2xJAJBJhampqqS9jWfCnP/1JWLPLHK/XC5FIhEQisdSXsiz4j//4j9Jcs8Vi8T1/ABSX809PT0/x8ccfX/LrWIqfYrFYvOaaa5b8Oj7Adf6va2yhf5b6732/n9/97nfFaDS65NexFD+RSKRYVVW15Nfxfj8Xes2Wwrr95je/WQyHw0t+HUvxE41Gizt37lzy63i/H2HNzv957LHHioFAYMmvYyl+2tvbi1/96leX/Dre70dYs/N/nn/++eLx48eX/DqW4ufUqVPFW265Zcmv4/1+3mttlVyb39koFpdvSXCh0ev1mJqaKpm/tyiU8c/KxbRmS62N4UKvWUBYt8sRqVSKXC5XMn+vsNeenYtpzQKl9fcKa/bslNI9XAhK6e99rzVbcm1+Z0MkEuHNN9+EQqFY6ktZVO68805MT0+XzKITeG9EIhF+/OMf44477ljqS1lUdu/ezW0MAqWPSCTCZz7zGXzzm99c6ktZVHbt2gWtVius2xWASCTCfffdh8985jNLfSmLytq1a7F9+3Zhza4ARCIRHnvsMWzfvn2pL2VRufTSS+HxeFbEml0Rlam5PPHEE6ivr8fmzZtRLBaRSCRQKBQQj8dRKBSQzWYxOjqKXC4HAIjH4xCJRMjlchCLxYjH45iamuLfyWQykEqlmJ6eRqFQgEwmQzAYhFqtRiwWQzabRTqdxszMDIrFIiYnJyEWiyESiSCVShGNRlEsFpHP5zEzM4N8Pg+FQoFoNIpsNotCoQCxWIzp6WkAgFgshlgsRiwWW8qPccEQMk/vz+rVq3H99dfDYrGgUChgZmYG0WgUMzMzAIBIJIJ8Pg+v1wuFQoFYLIZMJsPKltlsFqlUCjKZDLlcDmq1mtdWWVkZYrEYysvL+b+VSCT8+iKRCMFgEPl8HuXl5fx9uZgRKlMfjJqaGtx4441wuVwIh8NQqVSIRqM8Hzg+Po5sNotQKIRisYhAIACJRIJ0Og2NRoPJyUkUCgVEo1FIJBIUCgXkcjkoFAokk0nkcjnodDrE43HMzMxApVIhmUzOuwaxWIxCoQCpVHrRzyQKe+37c8cdd+DKK6+E2+1GPp9HIBDg53Imk0E8Hkc2m0U0GkU+n0ehUIDf74dUKoVCoUA4HOb9lp7l2WwWAJBMJqHRaFAoFCASifhcIZVK+XU1Gg2i0Sg/51OpFH9ffD4fZDIZRCIRxGIxkskkMpnMEn9ii4uwZt+fm2++GXV1daivr0cymUQqlUIqleJ1GIvF+Hwbj8f5GZ7NZpFMJlFWVoZ0Oo1kMgmZTAa1Ws17JgDI5XIYDAak02me3aLzQygUgslkQjKZRD6fRzQaRSqV4vMHnVEuJt5rza64YEpgeSFslgKlhhBMCZQiwl4rUGoIa1ag1HivNSu90BciICAgICAgICAgILC03HPPPaitrYVYLGYxhampKUQiEfz4xz9e6ssrGYTKlMCiImSeBEoNoTIlUIoIe+3Sc8stt0AqlSKRSECpVEIqlcJoNCKVSuHRRx9d6stbdghrVqDUECpTAgICAgICAgKLxPbt26HVahGPx5HP53le+mKf5xMQWOkIwZSAgICAgICAwHkil8sRDAYhlUrnCfloNJolvCoBAYHFRmjzE1hUhDK+QKkhtPkJlCLCXitQaghrVqDUWNE+UwICAgICAgICAgICAhcaIZgSEBAQEBAQEBAQEBA4B4RgSkBAQEBAQEBAQEBA4BwQgikBAQEBAQEBAQEBAYFzQAimBAQEBAQEBAQEBAQEzgEhmBIQEBAQEBAQEBAQEDgHhGBKQEBAQEBAQEBAQEDgHPhffaYEBAQEBAQEBAQEBAQEzo5QmRIQEBAQEBAQEBAQEDgHhGBKQEBAQEBAQEBAQEDgHBCCKQEBAQEBAQEBAQEBgXNACKYEBAQEBAQEBAQEBATOASGYEhAQEBAQEBAQEBAQOAeEYEpAQEBAQEBAQEBAQOAc+L854FRjz/W8CgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the images on a subplots array\n", "fig, axes = plt.subplots(1, 5, figsize=(15, 10))\n", "\n", "# Loop through subplots and draw image\n", "for ii in range(5):\n", " im = vol[ii, :, :]\n", " axes[ii].imshow(im, cmap='gray', vmin=-200, vmax=200)\n", " axes[ii].axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot other views\n", "Any two dimensions of an array can form an image, and slicing along different axes can provide a useful perspective. However, unequal sampling rates can create distorted images.\n", "\n", "![sampling](image/Ch1_L3_Shape-Sampling.PNG)\n", "\n", "Changing the aspect ratio can address this by increasing the width of one of the dimensions.\n", "\n", "For this exercise, plot images that slice along the second and third dimensions of vol. Explicitly set the aspect ratio to generate undistorted images." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Select frame frol \"vol\"\n", "im1 = vol[:, 256, :]\n", "im2 = vol[:, :, 256]\n", "\n", "# Compute aspect ratios\n", "d0, d1, d2 = vol.meta['sampling']\n", "asp1 = d0 / d2\n", "asp2 = d0 / d1\n", "\n", "# Plot the images on a subplots array\n", "fig, axes = plt.subplots(2, 1, figsize=(15, 8))\n", "axes[0].imshow(im1, cmap='gray', aspect=asp1);\n", "axes[1].imshow(im2, cmap='gray', aspect=asp2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Note: Sample dataset doesn't contain enough amount to plot whole images." ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }