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@dervondenbergen
Created April 23, 2019 07:36
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Lab 4: Basic Image Processing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Goal of this lab\n",
"\n",
"Getting familiar with basic image processing operations:\n",
"* Reading in images and plotting them\n",
"* Basic transforms (transpose, rotate, scale, etc.)\n",
"* Basic image operations (add, subtract, multiply, divide)\n",
"* Image thresholding (basic image segmentation)\n",
"* Contrast enhancement\n",
"* Image averaging on an image sequence\n",
"\n",
"## Required reading\n",
"* Matplotlib introduction: http://www.datadependence.com/2016/04/scientific-python-matplotlib/\n",
"* scikit-image introduction: https://github.com/scikit-image/skimage-tutorials/blob/master/lectures/00_images_are_arrays.ipynb\n",
"\n",
"\n",
"## Required packages\n",
"* numpy\n",
"* matplotlib\n",
"* scipy\n",
"* scikit-image (skimage)\n",
"\n",
"You can execute individual code blocks by pressing SHIFT+Enter consecutively.\n",
"\n",
"You can trigger auto completion with TABULATOR"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import required packages"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy import ndimage #ndimage provides a large amount of functions for image processing: https://docs.scipy.org/doc/scipy/reference/ndimage.html \n",
"from skimage import color #many tutorials: https://github.com/scikit-image/skimage-tutorials/tree/master/lectures\n",
"import matplotlib.pyplot as plt # matplotlib is the major lib for plotting\n",
"from scipy import misc\n",
"#from PIL import Image # we do not use the PIL library for now\n",
"\n",
"import imageio #scipy.imread is deprecated\n",
"imagepath = \"../../test_images/\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read in images\n",
"\n",
"1. Read in image \"einstein.jpg\" into a variable \"im\" (use the function *misc.imread()*)\n",
"2. Plot: the size of the image (with .shape)\n",
"3. What kind of datatype is the image? Check out with \"type(im)\"\n",
"4. What kind of values does the image store? Check out with im.dtype\n",
"5. What are maximum, minimum and mean values of the image? Check out with functions np.max, np.min and np.mean\n",
"\n",
"Note: on Windows, do not use backslash (\"\\\"), use forward slash \"/\" instead!"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shape: (256, 256)\n",
"Type: <class 'numpy.ndarray'>\n",
"dtype: uint8\n",
"Numpy max: 236\n",
"Numpy min: 22\n",
"Numpy mean: 109.00067138671875\n"
]
}
],
"source": [
"im = imageio.imread(uri=imagepath+\"einstein.jpg\")\n",
"im = np.array(im)\n",
"print(f'Shape: {im.shape}')\n",
"print(f'Type: {type(im)}')\n",
"print(f'dtype: {im.dtype}')\n",
"print(f'Numpy max: {np.max(im)}')\n",
"print(f'Numpy min: {np.min(im)}')\n",
"print(f'Numpy mean: {np.mean(im)}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot the image\n",
"\n",
"1. Use plt.imshow() to plot the image. If colors (brightness values) look strange, explicitly provide the colormap in the call to plt.imshow(), i.e. cmap=\"gray\". imshow does not directly show the image. run plt.show() to display it\n",
"2. Save the fig to a file: foo.jpg in the current directory with plt.savefig(). Note that this command must be run before plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(X=im,cmap=\"gray\")\n",
"plt.savefig(\"foo.jpg\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read in color image and plot it:\n",
"\n",
"1. Read in lena_std.tif into a variable imColor\n",
"2. Show the image (as above). Note: here you do not need to provide a color map, because per default color images are assumed by the function\n",
"3. Print the dimensions of the variable imColor (with .shape) and its type and its dtype (as above)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shape: (512, 512, 3)\n",
"Type: <class 'numpy.ndarray'>\n",
"dtype: uint8\n"
]
}
],
"source": [
"imColor = imageio.imread(uri=imagepath+\"lena_std.tif\")\n",
"imColor = np.array(imColor)\n",
"\n",
"plt.imshow(X=imColor)\n",
"plt.show()\n",
"print(f'Shape: {imColor.shape}')\n",
"print(f'Type: {type(imColor)}')\n",
"print(f'dtype: {imColor.dtype}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Manipulating pixels\n",
"\n",
"Now that we can load and show pictures, we can try to manipulate them. This is easy, as the images are stored directly as matrices. Changing values in the matrices, directly changes pixels!\n",
"\n",
"1. Take the \"einstein\" image from before (variable \"im\")\n",
"2. Cut out a part of the image (which part, depends on you). To cut out a part of the image use syntax: im[a:b,c:d] where a, b, c, and d are row and column indices defined by you. Note, that this does not produce a real copy (see also Lab 3 where we had the same issue). Use the function np.copy(...) to make a real copy! Plot the image, once you have cut it out. \n",
"3. Try to add a \"censor bar\" to the image, i.e. a black bar in front of einstein's eyes. To do this, set a rectangular area in the image \"im\" to zero. You can address and specify this area with the same syntax as above: im[a:b,c:d]. Plot the modified image im. \n",
"4. Save the image to disk with function misc.imsave() and give it the name 'einstein_censored.png'\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"face = np.copy(im[0:150,50:200])\n",
"face[85:100,50:110] = 0\n",
"plt.imshow(X=face,cmap=\"gray\")\n",
"plt.show()\n",
"imageio.imsave(uri=\"einstein_censored.png\",im=face)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basic image transforms (translate, flip, scale, rotation, affine transform)\n",
"\n",
"1. Read in image \"einstein.jpg\" again\n",
"\n",
"2. Apply some image transforms to it (if you are unsure about how to use these functions, have a look at the API documentation: https://docs.scipy.org/doc/scipy/reference/ndimage.html and https://docs.scipy.org/doc/numpy/genindex.html):\n",
" 1. flip the image horizontally with function np.fliplr() and plot it\n",
" 2. translate the image with ndimage.shift() by 30 pixels horizontally and 60 pixels vertically and plot the result\n",
" 3. scale the image with ndimage.zoom() and show the result. You can either scale uniformly or non-uniformly. Try both.\n",
" 4. rotate the image with ndimage.rotate(). The function takes an additional parameter \"reshape\" which can be True or False. Try out both. What happens to the image? Plot both results.\n",
" 5. Optional bonus task: apply a general affine transform to the image with ndimage.affine_transform(). Here you must pass a transform matrix to the function. This matrix is in our case 2x2 elements. Start with an identity matrix m=[[1,0],[0,1]] and then change its values and observe the result.\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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nyFh5QDoMww3v5kXkVikGFu923O8XNTElm8pbazYo7hsT4zeWxyzYjJ4h54HObDZri4rP4HngGns+gOcTEPf6zId3NXk2f098B8omk8lY6MR9QEWWNklZHsfg/hg7mHWMhU+rTadTZbNZJZNJZbNZDQYDDQYD5XI5LRYLi40Zp2w2q1KppOFwaCEcix2MgdAEdx+PxIdQKCQPjhJ2Mc/MtR833G6PAfh09jYzkTHkGttYi/cQvCfi1x/f7YFtnhdvgvEkTCJEINPmlZUP73x6/CZyqxSDX7gehfdIuiTbjF4peFdO2qyp8BkGNLMHCxEm3WcYptOpTSiv+Vjb4xM+jeYXB8+Dq+q/j2f2oRMuM/fvFQ2LbRvhBilnsXkUfZvjwBjjBmP9fUYCzAFlk81mN9zydDpt1tpv6Hw+b5aUVCKhCBsLDwzvh7FiDOfzuX0OpQ4uwphjsafTqbrdrprNpnknzD0ehiRTMKwpnwplflBUPsPDWPF5fsfrkdbkKr6blDPUfpThfD63sDWdTltIhnK9idyqrIQvnpK0oQx8zQCW2qPR3tJIm6QkaR3nSWtMAGuFsLHYnLjgPq+NpXueW+rjSG9dPF7AvfE5UqXe1WXReR4GC9YLlliSRqPRBuYhrXP4fgMnk0lLyeKK80zlctlAQRY294bbTfowl8up2+3a+PB87XZb1WpVZ2dnNpeTyUT9fl/pdFrdbtfSy/APhsOhKSHuGSaldJXaZJ4gRQVBoGKxKGlNtAKkJB2NYpxMJub14Jn4rBJeE14nnh7eCcqR5/Hrhmv4f36++NlnNjyO4o3NTeRWeQzSepN5IgiWyrtcHgDcHlifZvJus6dZexKU38B83ueY0fweZ/BuKOIBTr/IeB1r6DEIUnpemXCvPKcHt/yC5Jrz+dxcfq8YgyCwTeWzEqQlGUOsJoJ1R0Ew/hRfjUYjDYdD8wzS6fSG9Tw/P9d4PNZyuVSxWNRqtdL5+bmGw6HhE/1+X6PRyPgFzAPP7z2pVCplADAuea1WMw8LPoO3wihNr0w9/8AbEf73Spj58sAnGRKvDHzWxIdFrBGex4PGHvNg3LbX0g+TW+UxMKm48B4U8wDPNoAmravXEP83XGFceA9AQtf1ykCSgU2+NNZnM7ZDGKw8WQfKuvGCCANgHHrv4Hnic+JsSI+KJ5NJNZtNU1A+7cqGSSaT6nQ6NgZseBQdmAIb6eLiwjIMgK7FYtGsH2ECm61cLpuSSafTGg6HmkwmymQyGo/HCoJAzWbTFESn01G5XNZkMlGv1zNvoVqt2rjwDIxVoVCwqlTWiOeEhGGoUqlk9xSLxdTv99XpdDQcDk3pomB8rM864vt8mEI9Bm4+HoUXn7HwOA7z5r1Gxg2PCyXxPP7Di8it8hi242dv+YnVPHgkrWmtPoZm03lUGEWDlzAcDiXJimg8wOetN24pmn4bPAyCwOJ5cARiZxakxyJQFD7jguXhs1gtn7bD5eczMA+Jez3oCWMP68x3kkFgLOEXMJ6MXzabtQ3nsYp+v7+RUiQVOx6P1ev1NBwOlcvlNJlMVCqVlM1mNZ1OdXx8rPPzc52dnen09NRSxJ7LsVgsNBqNzIvAO8Q7AW8Iw9B+9y6752Aw95CZer2eFX6BbTB/eJGEL7zugWyMhP8bawHMiO/wn/VrFHCYe2TepOvVoy8it8pj2M4Rs2BisZhZIg9S+Yo8lIeP333FpWfJES+Px2MD+byrSOORTCajyWSiQqGwATL67EkYhkaUyWQyZvV8iELI4D0aUp6+EGc0Gtnv3sXHG4E05HkNeCjtdttAVtKNLE5i8tVqpW63ayxFlBfgIQpxMBjYJsRTisfjRuYBhxiPxyoUCppOp7q4uLCeGPH4VeHUYDBQt9tVo9HQ4eGh3nnnHcViMY1GIyNI0Rzn8vJSq9UVjXqxWOj09FTpdFrlctnCOSwyHiBKIJlM6vz83FKPPiNFcRfeCQp4G2vAG5Vkc0/6ehtfSqfTplxQxj7D5PEFab3xuTfqRlDQ/tovKrfKY2ACCSkQUndkEhjwdDqtbDa7QWyS1pbcu4iAVcTisVjMUllo9u2qOt8hiY3CZz09mNCEBYIF5n14I5lMxv75ZilwI0h/sXA8as3r/MPTCMNQnU5HjUZD0tWihnLseQJw/svlsmazmXkPvV5vIyMCJkHZMAoDCw2pCUUBXpBMJlUulxWGoQaDgZrNpiTp3r172t/f13g8VqlU0v7+vtLptI6Pj5VIJJTP53V+fm6hXiwWU7Va1eHhoer1uhkDn9GYz+dqNpuGIwwGA0sfMrbMF+FIqVSy9QKwyKZk3Ulr/gHX85gEc0ImxWei8ApQXihJjBEGSlpXX0rrTBwG6kXlVnkMDKCvPmSivPX11psNKW125fFFKQw+YYr/Lh/reRovsSChCIuAOBGl491APuvvEUHh8LdkMqlut2shAO45bDy+dzQa2cJJpVI6OzuTpA0liQVDScbjcUuzZjIZ8wj4n5ic97CpWLjD4dC8NTaEZ2T2ej17HxaQDAKxdiaTUb1et8KqMAwNX0in0yoWi6acAAXz+by63a7m87kqlYopZr6XVPNyubSYH65EoVDYqFEhBCkUCuZZVKtVG1+YmihvX3Yfi10xPn05use3uAfWBZvcU+Hx3lhr1ODk83nzbj2FPspKfISQUvIxGUoBrQxwJK37N3hWJBPHRmSh+JQg78GlJq9NKMHffY4bD4T7I+/tr8FCgS3HPXqAEItKqo77hExFWBKGobn9uMSnp6cWKqB4isWiFouFOp2OgWFUUaLI2Bjx+FWLtouLC8u3z2YzA+r88w8Ggw1XHdc9FotZ+JDNZi03j/ewXC5VKpU0n891fn5uFpRNAmmKPpi5XE6lUknJZHIDLGw2mxoMBqYwYQ0CPrKBmQ/CuEQioWKxqFwuZ14MngLPQ8aE8fFGCOWCl8fmRUEwjx7gJXxAWGu+B4T3KFDoPkPm6zBeRG6dxwBO4K0wC8unkdhw3s306LCvB2ABkVXw6D6dl7D03toCVHrL6dOJxMO4jT5T4oFTBO8DC4kFhmxEA9ZCoaDRaKRcLqdMJqPLy0t7nU2LZ0S8joK7uLhQGIaq1WrGNGRzQHP22QvGYLVaqdfrKZvNqt/va39/X+fn5+ZN+CzLcDhUsVi0ugewERQCAOHBwYGRqLbJZN1uV9lsVk+ePJEk1Wo1pdNp7e/vq1KpGBA9Ho/VbretR4QkKwDje+PxuOr1uqbTqXq9nnEkcrmcKQ3fzyGbzardbkva7NvolYBfk6RjMQ6sE0/P9lkRD1ZKm01Z8FBRkhiZbY7KD5NbpRhYtJ4H4PPZkjaUAbEgC84veNxC7+oTIvAebymkTW4AmIBnu3mrkUwmDbzi+1FY3C/YAYqIRcY9SGtSDouL4iM8JlzQ3d1dA/xYWPwMuBgEgXZ2dmwMCRkIC0qlki3q8XisWq2mTqdjC54S693dXfsdhRqLxTQYDLSzs2M1Kj6EgULNOJLZIOxiI6EEa7WaJJlSi8fjOj091TvvvKNCoWCvg6ccHh5qNpup1WqZd7K/v69cLmcAqaccA3L6knZfr8B4wcXgXpkf1grrzpPqENYDZe54CBgPTzjDoDEuAI+s0whj+AhhAbPBGDAsNBvCa/VkMmkpR5TFdhoISwegxnulzfoMhIo/FjTAGD0QWUjgFlgUlAzXA4X2rdPDMDTWoCcYgQ8ASkrrBZ5IJPT48WMlk0mLwwHRer2eZSCy2awWi3XjFCwl10CBbP+NccZNJpwAPwjD0CzwaDRSOp1Wp9NRtVrd8MKYp1QqpUKhoG63q0qlYmlfvCPGEKXONcElUJK0tiftSYgGg/P8/FyFQsHcdJ4dxY0S8jwV1gqGh+f3GQiAWx/KMt/PI0DBc/BgdT6fNw4J4DmeBErSF2ZFBKePEO/iYykAzPAOmCg0NwvdMwUBwrxb58km5OZ53XsqWA4svq/ZZ0IRT+H2HAeu6y2PtK4A7PV6FvJ4dJ/F0u121e12VSqV7HkrlYpardZGvlySAXyz2UzNZlPlctnc5Fgsplwup3K5bGnQXq+3QWFm4xDLoyA7nY6xFgmr4CrE43ELd3z3LFrMo9ym06keP36ser2u/f19a/jS7/dtg4NZ4KIDts5mMxWLRQMh4T0AKq5WKz158kT1el1vvPGGZXD8WQ4oMeYZMhb4D88KQIoRYW2goPEk8AJQ+igTiF9+/cLFYO3wnXgerB/CnZvKrVIMKABpzSvgdWnNbfCblMUgbVJbETQ0//L5vHkNIOKQifhecAAIRvzOd+MC4hlIm23gWVxYEhY190kcHwSBBoOBuaCePVepVCTJrDyLisUJDuKVT7lctvECaSfD0Gg0rjH6Wq2WXZfFmkgkrEISK0vOPp/Pa7m8KvCC5VgqlQx3KJfLVhPRarU2sik0jCXliNIqFArmRa1WKwt34Bmg5NvttuLxuGq1mqrVqjV5SaVSevjwod58800b6+VyqcvLSy0WV/0mPF8Bz8aTwvAuCC2Yu0KhsJExQIF6spoXP/eSDNNgrfpCMq+E8WhuIrdKMTApPgTgH5tWkm0Qj0ozUT5W89RUYnZcRP9erN1oNDKX1lNYAbWIT7F83BuEHgAz0qKkvXzhkiS7DjjGcDi0/3FvScm1Wi3VajVjBkL28n0IPMsQJVGpVDQYDMzqP3361K5P2FIsFi3Pv1wu1ev1lEwmdf/+fTWbTbPQ9CNoNpuW8mOexuOxWeThcKhsNqvhcLgBOKbTaZ2dndn45/N5vf7665Z9aLVaOj8/N4Wys7Ojfr+vTCZjGRBcdk7PQqmgQI6PjxWGoZ08VSwWjYuSSqVMAbNZGWeUNYp2MBioXq+bp4jBIEPlgePtbALXw6j51Lun2Humrce/biK3Ll3pQRmwBs8axBXENdsmNxFmkDZkEyNYje0iGbABj0wTD/uCK8+2xNpgafxz+KYifAZL3+v1tFgsjIzkWZtgEr4oqtls6vz83FiWWFSeGXCQmBivoFqtSpJVNKZSKct0oCgHg4GlQWEjjsdj7ezsWBgDYNZoNAy4zWQy9noymbSMirRe5KlUyhq3sKlTqZTq9br1bri4uLC5GAwGBr5Kso5QzCPro16v2xwDfEICQ+kul8sNNmij0dggMbGuwBVQYL5cnnUFgAoOwzrz5CZp82gA5p1rejxjmwrOs9xEbpXHwARtu2hoVTYampkJ8elK4lE8CUkbHoefrG18wYNMHjHG40B5cI+g4YQiKA/uz1sELM9qdXVGIrE+r81mM1UqFXPX2UxUEpK+xDvhftgIMPhokoKVJcPhi5B2dnYsDUxmgd/BHdhwl5eXlp1hMfM+rLW0LoceDoeq1+tm8SVZSpXNN5vNdHp6qmazqYODA3W7XeXzeVNsYBTUamDJAVHBCthgy+VVkZYfTwwMhqLZbNo8w5jkGXw2Cuo53oi35B5c5RAd5gCiFeuGbMV2121vcDxfIvIYPkLYIJ5RiGX2eWL+R9P63Dwa3+en+bvPIftr8juWisIjz6zc9hZgCsKpZ+LZsJ6Eg4XySodn4HkIXz744AMjKyUSV2dFnp2dqdvtWvbh8vJS3/ve99RsNpXJZAxbAAmnyzPWmfdks1l1Oh21Wi0jD8XjcVUqFWUyGXs+QrXJZKJyuWx/IwTBzQZkZWNQmQmgWCqVDBdg3Ov1umKxmM7OzpTP560SVbpS/LAqq9WqgiCwjA6pU2nNBUDZ+FCS+/ZkLI8j+WpI1gyNVfr9/oYH6rNdzLufLxQjyswbBm+UGCeULxwb1ogHxl9UbpViYNA8CYlNxsDiGfiWWp5AgnhatQcxPXFKWreVZ0FLsrMdiCVB0HndA3K4ot6bAFjy7Et/KE0stm6LjgfDidM0H2m1Wup2u4ZTLJdLPX36VCcnJ8pkMrp3757F+OAZbGRifIA+AL1qtapKpWJjAk4BYzGTyahSqVgo4q0q4xIEgWEdicS6StIrRDAIYvBWq2XhAik8vJ5+v69cLqdOp6PJZKKDgwPdu3dPsVhMnU7HMIJisahXX31V+XzePkv4BFZCnQQGhc3tU4+SNipmWU+EQoSHYA4+fYkiZW3ipaEw8Mo8YcmnSqX1Cdc+Jf+jZCV+qGIIguABX2+pAAAgAElEQVQbQRCcB0HwN+61WhAEfxgEwXvP/q8+ez0IguB/DILgQRAEfxUEwX904zt6ieKBGBYkSLDf3D5d6TUt2pfF4TMYfBcbE4vhKbtMHu8HNKQpCRsRi4MLT7zOvXqFxf/EvbzHg1mg1IVCwcBOXFMYheAOlBBTNQgo2e12TYGNx2P1+331ej1NJhMLS6bTqSqVijqdjsIwNDYkR9n7sy5hSaIY8Zr8hgT1z2azprzYgGRxqFREmUuy4jVJBm62Wi3dvXtXlUpFiURCDx48sGYux8fHdqx8qVRSJpOxQi5AYu51Z2fHsi94IBx7f3FxYc/OnLOOfFjpTz/3Xp7HEgCVUcqSNrwRlAWbn7DQKw0fNvtM2ovIi3gM/0bSP9p67bcl/VEYhm9K+qNnv0vSL0l689m/r0n61ze6m5csuO1Ye2kzBenByefhEL4a0ROUPMiE5WLysO7Eq1wbMIz26rwXN5rvAFtA4fjUHPePS8zCohpTkoGNLKJcLmc9DbDsnPGQzWatOpNeh2wMah1QAB647HQ6arfburi4MK7DYDDQ4eGhGo2GMpmMSqWSpHXvAOkqNAHzYMzplsRYVKtV9Xo97ezsSLqiNtdqNXPh8YAkWQoVUDGRSNizfvazn9XOzo4ymYx6vZ7y+bzef/99vfvuu4rFYmq32zo6OjIPAoXD/DL3zWbT6iyguwPI0tYe5c6cMWZ4Gfl8Xo1GwzJQeHUYAAhhGAUfEm7T3fGaUBp4Ch7U9HjYi8oPVQxhGP6xpNbWy78i6Xef/fy7kv6xe/3fhlfy/0mqBEFw50Z39BIFreyZYF6jExqQ/vGIL9kKcAc2OWlJvpPPe5eenz1egVvIpOJ9bIcnWFEUGe4m1yRzgjsqrbsQ+ZJemquSgeD5SN+tVleNUjyBy+MClUrFLBJVgfQ4uLy8VLvdVqfTMXIXHZUkWdNWFjVFR3hfXAu3O5fLaTgcmtJks+OaMz75fF6DwcDAyzAMDSc5PDzUxcWFhY6kCH02odFoaG9vz7whiEQ0XSHzwrOXSiW9+uqreuWVV2ws5vO5KdCnT59ad2vqMAhFUBQUbEHkgv0pacMASNpYKygJnzHyJDrWhs9esaafB7j/0L1yo3evZS8Mw5NnD3MSBMHus9cPJT1x7zt69trJj3idT1y8S+V/9rUSHozkNWnzkFLcRSaH3/EioKkOBgNVq9WNycZ9JM4E4V8sFmZZiBVBun26EwvrFwELmmfC3Qb4IhtQqVSMQZjJZHRwcGDPtre3p06nY2Ad1pNQpNfrmXJ7/PixtX579dVXzZPydQ5nZ2cqFovWls2n46gZIMtDRgcwEAyB4q94PK6Dg4MNTwgK95MnT8xz8oVidHzK5/OKxa7Kws/OzmyTVSoVwyC4R8BV+jiUy2WbD0KVSqVizWpQ6hcXFyoWizZ/ksxzwuvC6+HZPH8CpenXhqfVs1495uTBS0kb7FI8VgzJTbMSn3S68nmBzHMpV0EQfE1X4cbfimDBPdIvranJHghCaUibLDI2rf8ZJJn3MJEoF1w9NhvW3TMt/fv4XhaL5+H77AgLApINPQt8w5BqtapSqWQLEwJQsVhUGIZ68uSJUZCpImQD0ZyEjEq1WrV+CaVSSbVaze4ZPKBUKun09NTcfXCHbrdr4Q1cCH/oDudcwl4kTQjrEGsNJblUKtl3ei+nWCzq4cOHdm9+o8HApAFNJpNRs9m0MT04OFC/399oXc/c+14KEM98ZqTX61kqFE4ExDSeQZJ5TaQmn4cJYEhIDfvXwBb8et5el+Avfg2/iPyoiuEsCII7z7yFO5LOn71+JOmee99dSU+vfVpSGIZfl/R1SQqC4GZ8zR9R/OD4LAMxmOcTSGtGI4Km9srB/420Em47YJxXJKQh/QInxeYXL0DYdrUmcTRKBMUF5kA7OcIeFADFSsTdMC2r1apRl1nke3t72t/fN6s8Ho81GAzMAqfTaRUKBX3mM5+RJMMmuG+8E0lWp8E9oWBoyUZmgzQloQV5/mQyadkD3H3CGTIp8Xjc0qaz2czqIchqlEolG89isahutyvpyqIXi0VdXl5ae3zm4fj42IDRVCqle/fu2cYHlKQvpgezeX7WFGxPQjSyLFC7/Ynd3ksEMyBUZe68x0SoAKbAdZhvuC43VQrSj56u/ANJv/Xs59+S9B/c67/5LDvxH0vqEnL8XRAPPnpwyBdQ8Tvum2egeYAH15WfPf4Akkzcy4IjRMFDYBH4kl7iTZ+mAieQ1qdy4234tCUbeTgcWkrR07txRXGLqejE26DvJdeYTCa2iarVqmq1morFour1uoFujUZjowuzz5R0Oh3zWOBO8AwoEtKd3t3FElPfQJpzOp2aVUfR7e7uarFYmOdFeAFRiXkaDofq9Xr22Xa7rUKhYF4GVZdYehitELwuLi4s+1KpVDbcexTYYrFQpVIxbwhFCs4ABkCfCd+pfJuPQubCcyNQQGx0jBT3wbrAk/BNjW+alfihqiQIgn8n6cuSGkEQHEn6l5L+W0m/FwTBP5P0WNI/ffb2/0PSVyU9kDSS9J/f6G5+DMKi92CMp0j7nLB3z8AS2GwoATYEVF8fY/ocPdYeMAn3GmQbS+Sbungmm48RsZ6ECGxoGHcsUs+S9H0ZqLSkzoHrwfhrt9u2OFE8iUTC6hYAVQknfFYDhXR2dmasSt8Ul0VLSi6Tyej8/Nw2zsHBgVHSLy8vLd5nnur1ui4uLqzoKZFIqFqt2viSTdjd3bU0K+xKFAXfhxKp1Wo6Pz/X4eGh0cK5T99BieenDb4vax4MBur1emq1WioWi9bsptvtmuFhLmGmMvbwSUqlkq1D36cDNiQeF/fh1ynelLT2XplvnuEm8kMVQxiGv/4D/vTzz3lvKOmf3+gOfoyCpsUlwxI/j92G14AC4L3UPvg88nb7LTS55x9QROVDBSZSWnsmnlvvKdkAVNvgZT6fN6+Apibn5+e2wBKJhIFiWDJc0NlsZtWHPgviOxRXKhVrZuq7OKOMUJzE9ownz+67YJM9oCKTMx8AKD1jkVJpyFu0pkNZ+oa4gJPwN6gurdVq1s6tWCyq3++bd1Sv19XtdjfOqmBsuQ7FVr4KE+D2ww8/VCqV0s7OjrLZrDWqJRvB/YP1cG+Ur1OoFYZX3bBQ3v6kcg+Ao5B9KtxnHSQZSxIFxN9QKjfaKzd6999z2aaFetRfWruFDKz3KnjvNhDlLbnHJvhO4j96GvhKSCr08BJA6b1r6cElFpqPGbk+ZzHiGXivAaWA9WVz8N1BEFj6E4WFC477LEmvvPKKHaBzdnZmIBtx7mw2s0Nm4vG4Go2GsTnxbHZ2djQYDDZSoHgmvlsSIV+/399Y6HgZeH0oPVzv7fkuFArWnwHCERaVsG25XKpcLhs2MplMdOfOHQsP/YlZzGWtVrPvgPCGshqNRmq1WqYcAFLn87lVjzJuKNTt8JN5IZ3pDQbz7q+Nh4EX5Q2TJ4S9qNwqxSBpIzTwqT2PArPp2aT+vdL6+DmfU/dIP5TdVCplMTtuHYuJjQsYhQLZfi/3BLJNiOGtBL9j0QHxsMzcF1aahUSqjs2MQvLMO9Bwagl6vZ7K5bJZIuJ2Qqjz83NDwhuNhj0jxVTpdFq7u7uWuQA0nc/nevz4sS1uwgK8AzIehEI0ir24uDA2IR6Yb2JC0ZL3oCi/zufzymaz1vCWz1SrVXU6HfMQgyAwghb1E9PpVO12W++9955KpZLhGOl02rIgXL9arVqJOu3y2NiQpzyZCcMDXuAzXx74JjxBcXr6OGuckPCmGMOtqpUArZXW50B6QhIegK+yxMVn4/I/VhK3zp8ezUJmwiQZc3AbpMOSeCshacNb4V5wDX3fBxQQLjWf9wqQz9H4lI3i8/t4EL6F3GQysQXtszUnJycbwNk26l0oFKwM2Yc/HFyTz+dVKpUspvZdlJbLqw5MsCJRMp1Ox0A8XxXJRoGtyb10Op2NnpFkg3x6l6rKi4sLc7cJBXzvC0C9YrFoHoDvU9HpdPTo0SOjiT958sQ8HuYe5Ulx2XA4tEI6vDUAVRSA93K4Hw/uEnp6EpN/zYeiN5Vb5TEwUfzPpvabDjccIM+TRDwlepvvQCzJpiVEYAJpksJCYPNBcvIkFUIOSUaAeh57DcvPYiKO9FgI2YDVamUWDfd6OyOBBUVR+pJeFjbWGeAORQWKT08FMheMkS8ygh2IlfMdkomz2+22WfbFYmGuN41VyuWyut2uhVvUN5C6bTQaSiavmsJ0u127B56N+2DTDgYD80harZbNJQqIfhWHh4eWlqbYLBaL6fj42IwG6V2/MXO5nDXcBTgGYAXMJeXIXKNYPabAuuUe/HrzQLYHJH1B4IvKrVIMvg8/rjX/YPhJa74Ck+XRYWnNeyCcYAF46rIkUyZ4BL5bD8qH+2Gzeh78NrhJ+IBFIJ/vJx5PqNfrWUqThqfw/s/OzhQEgfUowBPi+vH4VYs6shZspFqtpsvLS1NeZFbi8bgdcc+JUNxHEASGJfjQjMwIz4VyJWtAuu3g4MC8LeJ/KiA5F/P8/Nw2DnUiYRhajwRpjfugnLC+3MNgMFCpVDJuB54W3lQmk9HFxYX+/M//XJVKRdVq1cI1uBLgBel0Ws1m09YOlOijoyObL0hl9XrdyGS7u7sbxDXWE//wjnw4yRgzT4CjgNXba/dF5VYpBgAeBl9aZxektULwtQdYGI8GM0HbjDI2jGcpEld7oI/3Eo7gFfBd2wCUvx6WjwUBPsLmAizjHlgo0I1ZWLjHuNOr1cqaxMINCIJAd+7cse5IDx8+tLw8BUDSWuFSQUnqE2zCI+dheHXQTblcNiYllplybGlNP0cge8GQlNZpW5QOIR1uvOdwUDKNd5XL5cw7IXzxacF0Om21I5J0fHysYrGo1157zeYLjgfYDeuK1vnbVZSEIoQrnNpdr9c3PEVAST8OfAc/s26YezwyxtkDljdNVUq3TDF4ZYACkNYKAWtGbwNpnSaSZBbax+9oZN/mjQlEPNHEW35cR6wTTUT4fuLKIAisfTjfD5rPxvChD7/Tkr3T6Vi4gPUDqcf6tNttozFjdfFiaGriiUOx2FU/AxiHNCLBu+F5aS9Hrh7F6ZvFgNngEvMaXgTdkwBzyU5gRcnVo0whcJFJoNMRHg7KhY2Mt0ABFs+TzWZ1dHRk18pms7q4uNBqtVKxWFShULDMR6fTsY7Yk8nEejow/qwXql2bzaZ2d3cNP8HDol8FmSsPNAJMsj7oVg1ozNij/DEg3PtN5NYqBmkNyoBws0G9wvAeARrZE5CYUDYcr7PQsWDSumsP7/OpJdxawDquTfwOZZeejPxDkfnGpTwbqTU2GBwCqiAp/aVCkY2E5zEcDpXP5zfOaIzH4xv9F8FPJJmXxM90X4rH42q32xaa+OIvLBvdoAHdiLVRshw4Ay7hlYFPOTMu/rh6ad3Biu8ABPapPrIHnv2Kx/TKK6+Yd8M8YgjG47HK5bI9M5Rv5pdnAZchezCfz42fwf3Tz4H5Z23wrJ6/AY5E2OVTmd5z8GnvF5VbpRieJ2wan7r0PAYwCBSABwHZzCw+FiN/Z2I9ddlTmsl6gMb7NKQH7QgZ8CB8QQ0hDtek8UsqddWYtd1uG9hJzQLdnbDmjUbDQDCeh/oCNk2n07HQo91uKxaLWfyPpQRjYDwYM8Ip/uYzQ/4ZfGaCbA2AL+8lPPBeEpYY/gPKyR85B67DPQFYrlYrwys46doXswEMPn369FpKO5fLWVk2BwgvFgvt7e3pvffes5gf2rjv2YHnxynhFKONRiOdn59vcFtQCoSJKBFCY69Mt42eByxvIrdOMWCNpc0DaHz+mNdQGvxONsJ/BmHg/Wt8FleUzY9n4pUKQCCaHSshrTcYnAi8DlxJiC40a6nX67ZZaUwCo47KT/oBBMFVwdB8fnXOAaAi90KW4s6dOzo/P9fx8bEqlYoqlYrOz8/V6XSMyIMFxWoS23NNMjI+Liavj6fGHEgy5cR3enAYCjbpQ5S4BzF96AXwyjyiTLk2ZevValVPnz41pUIJOilSH5L1ej3V63VjMeKRHR8f69Of/rTi8bj6/b76/b7a7bY1nCWjUCgUrI8m+ApFeKenp8a+xEvBsAA++5QlnoEkw0nI8qB4byK3SjF4peB/96xGrAULaZtUgovny2OJV/k7ICH/4y7yOZBpUkwoCk5M9h4MuWwyJP77k8mkAVjesuJN4PmQaYC1mMvlNlq5e8tNsRIu+tnZmWazmY6Ojuwchmq1agrPLzhCDgBNDrXxQK13aVnoAKPbqVxCMRQB7jLeEGlPwMRut7vR44Jn8pki7+UR6nBtvmNvb89CHr6HE7xR4Cha5os2dxRkUYh1enpqHh4pbJrZkOF55ZVXNg7MyWQy+sxnPqNvfvOb1vKeUEtae01Uw4It4N0BqkoyTCZSDB8hKAE2F4vfsxu3vQIWKbIdSuAaA3KRW+fzuIGEAYBAfrEShz7P6/Aehs9Fs6HI8XuCFkpjNBoZYIgiyOfzdrI0sSrfjyfiwTdJ5p2gyIIgsI1AZoGNi0JF4ZEJ8KQs+jhizYvF4sYBsbjv8CiYGzyBWOyq8xSKjJjfHzOHV8JmxaqDqXBdr4h9qg9FzrPDEO12u8YXwCNi/glJYrGrA2/pCu03POdhAlpfXFzYuR14fg8ePNjoOAVzEXzJ17UQSgHs4nn5dnQ+9HxRuVWKwROS2LzgBrjtWHTfB4GN462NVzKeMs3BrCDSHp/w9GgmU9KGhfS5fX/PvM9zHHxWRNrMYrCwcU29AiMcka5cZEg+UKnBIej+7M+Q5F7b7bZtUk/uYlyCINjoOYCFDsNQpVLJNhebkD4P3PdqdXU+Bim/7TniWHqfrSC9mMlkrMEum4QeFIQVhFOMI2MBw9K3W5OuOBw0g6HVfj6f18HBgXmWdIEC9IVVeXp6qtdee01heFVZ+eTJE8ViVwfbQI+vVCp2v6+99ppGo5GRutrttjWzJVxk/phTPBIMHkqa+cSDeFG5VYrBAzJsMhaAtO4w5DMT3n33vAUfD7MRWaj8g0/glZDnI3i3nw3C5uGz3puRtGHluWfSnp5dSCUn8TMKxx/IizvOd9FGzTPxaEYCMJbNZtVut20h4oYvl1eFSFwvmUwqm80asQrFWqlUNp6FnpiEFVC1wWcYc77Xc0woHJNkIZVnszLu1FcwHtC+C4XCRgs4uBe+fJl2+ZeXl+r1epb2xHo3m01VKhUlk0k1m01TbjA3s9ms3nrrLSv4ajabSiaT2tvbs5ACI8S10+m06vW6Tk9PrYMVRwKC0fg1J61b1nsSHIqaZ7mJ3CrFgHhX3W8saa00fBUeG5HXPWXVVzEWi0UDgojrUQK4f56Sy6aR1kQmj7576jUTjUvt6dpMOt7OdjqORcOi5fnH47GVCMdiMetPSJ/D2WymRqNhG5b6h2azafcMMYkN6zc5HhLXhUjEPcTjceMz8LyLxUJPnjzRZDKx8fTjjPIDJ8F9hmzkSUKJRMK4CcwLmApzAo7BJiXtKK2b5ezu7lohGGdzeNqxV0JkQIbDofE6CoWCUavhfVC3gvKcTCba39+3MMgTmgh3UKII3h9rBkVKWIcnxzq/idwqxeDdemndO49FywTjfkrasPKeMQny6zcCJcL++9mEkIl8OIDywNX1aTLewz1J68NEvKLxxTdsBMqEUVZYOsKYRCKx4VbTYAXEnIU/Go2sYxLt2x4+fGg9E4jHwRIA8hg3X5xF6ABIlk6vj4/nGVjkWDqfuWF8/JF1nqBFPE7KksYsng7c7XbNs2L+er2eeXU074W7Qb1DOp3W4eGhufAoYz7PWLJu+v2+Dg4OzBth7BeLq6Psnjx5Yhu9Xq+r2Wzq+9//vt5++2298cYbBjiTdaIvJkAs1/e0aLAfaOekQP17biK3SjH4jYGV9QQSFikb1oOI0ubp1lg8QgJosFhyfx2+l9+9ggrD0DwHOAIQlUDovYLB4/DEKWl93gD3htJjoUBNxmpjefFCSFX6VNf+/r4dxwYwiFcBIIabD4EIvgNuOq9z75B+mAsQfk80Alfg79yjV+rUGozHY+XzeTWbzY1QYbu3hSQDBgEqUfQwI1FkzB/eEd+LV4kXF4tdNbPlNG8YjJlMRo1GQ0dHR8rlctZw9oMPPlA8Htdbb72l8XhsWEWxWFQqlVK327U05snJiQG04/FYe3t7G2ld1h8eC8oND5T7ZY4jxfBDxG9O74r5jIBfHGADPq3pFQsTwiR4i4+1wnXl8x4xJqYkfclpUVTFoaR8ShVLyQLxjT/xXtjM4AssKNJiPOPBwYGlHgeDgfb29izevri40O7u1ckAFGaRhsQLGAwGKpfLtvBQdJRMg9vwHWQ6giCw+gePL/j6C5qLEA6xyAmluJ4k62TN3NLBGmWJAvB4DR6MV+KERfSABEPhjE1Jevr0qYGpHv/IZDKGCUAYI0NBq/l6va52u20NZlutlmU9CE+918Jn+B48Ic+78WEH6xivzIdWN9onN3r333PxSP62UoDDT2wOiOfTgJI2Xpdkri0gF2AYmzEIAiPgePdPkvUWKJVK1mTFLxLPcMMV9eAbYJVn1PH+MAzteDifrmJDY2lJoZF/Pzw8tOYvjUZDy+XSuiSdnp5KWrc3g+9A9+N8Pm+dl6FNz+dzOxyXGBlP7PLy0pqV+J4EFH/5ykaUAWMzGo3s4BhJZvHZ2Cgd3GhPdsID8SEZ90QIRYiFAWi1WtZ+/969e3ry5Il1amLuAAdpMkt2hrFara5K3z/3uc/p6OhIT58+1WuvvaZer2fK+PHjx7p79671k6DxLNeghgUswtea4CGyHsFmAJxvIrdKMUjrBeDZZAywzzh48eiuVyjkuX2BC3EqFFd/joD3OGq1mvb397Wzs6NarWbMN09D9r36cF9xJ5l03GNpzW1g43M8G5YN+q10BXzu7u7q/PzcDoO5d++eKpWKFQ6RxmTcPI8il8tZnp4wgIYupOrK5bKNg9+o23Uk4BDz+dxwAD8WeEg+TZdIJHT37l3b2NPpVI8ePTJFBScD74yj46S1YsMoeFAThSCtkX2ux9/T6bTu37+vXq+nQqFg6UkUpccHaM7SarXUaDT08OFDDYdDfeYzn7HiK+aJNUDdhqdEQ9oiVEWJtlotyzD5mgnWLIoQT+xF5VYpBha3d/H5HzAMDbxd/MT/AIA+5pfWfRMBJD0JynMgJBmTrdFoWHOUZDJpzUfYgFgCFBmeDp4IGAWbBhISiikej1szEohOEKIIaU5OToytyPtPTk4UhqE6nY7u3r1rDEAqMrmGxwwkGY0Xr4Ej5OiniGJAGDOfZwdf8NWSbHLGO5lMWok4uf7FYmF9FCBAwRV4+vSpeSzeevrwAfYoWYTVamXNbCQZAQsiG6ED4DGhj89moZyz2axhPPfu3VMmk9GHH34oaY17ELKQqcFLovAKsNVnZ6CjE1LiSWLEuL+IEv1DxPMXvPXzmQc2L/l7ad0eDWvNgvV4hc9seEwAMNMjyfV63UqAsZzUHmAxJRlbD4XgPRmUjyc/oYSkK++EJiKj0ciUA+cedLtdPXr0SOVy2WLRyWSifr9vFYXb501QRJXP543FSV+DRCJhHZ3i8bidFQGbjwyBJOM4+JCt0+lsgI2481hI3+WaMMBbcV+8RbNV6Mcoe+bE08vxGDAYeBxwNPCmFouFFTdxHzTXXS6XlgWYzWY6OzuzsKJSqVhY9sorr6jZbFpHKYwRSoufaezS6XTs0OB6vW5gJPeOUsFYMH5eWbMmo+rKjxAWh988yHae11tkz0SU1mQRXwRFzIcL5z0TvAgfqniEG6CIlCDfVa1Wr9VhkO6TZBuRv3kF4jENFqAvG14sFtrf39d8PrfFD2kmCIKNrtaexMSzkoEhry+tsQ1fxOWbk6AM6KnIZiCPD0i5Wq0sjKILFddlrgDzOFiXcUZxoawIJwAiPbmJ7AzPitstrfkQ4D7UsuDGB0FgxgNs5fT0VNlsVvfu3TODQEiYTCZ1enpqYQbhkq8WHQwG6vf7Fl6goJbLpU5OThQEgSlyng8vzAPm0jr8RXF6Q/gicqsUg6SNfnvbrjDxLhtM0sZg8zk2PblsSRa/ejBIWqdI/WJPp9Mb/QWk9TmGpAe5rmdees8GHoT3VLwS4TWfhaDvBKEIrmexWDSrmM/nrdWY36jc12q1MktK1gAFyT/cbFKKXmFWq1VdXFzYmPnx94oNZTwYDDZYi9IVvkED2WQyqcvLS/uefr9vG202m5kyQamCgRA6EBqhtHDfY7Grdns0ez07OzOF0O12bcz8GRzehSdEBNfpdrsGUIdhqIODAyNczWYzPX16dZIjXou0prinUil1Oh3Dh/zBv3grgL2sG19xyVq4idwqxYD7511HwoHtLIS05qF7z4BFw2uehASA5HP1XBdFwj1gmZLJpPVaZGPjaZCe8mATGQgsMFkM7ynwHNwDZKR8Pr+RqmND9Xo9Cx+wZMTxxK5sBM/dACGHt8AiJG1H3E8qFQwGdmE2mzXcQ1qDgrPZzAqt2KDMGWMP9yIMQ927d8+AUlq0L5dLS1kyHnwOTAfCFJwG8BGYrHgzZAF8wRJ4BMqRZi2ETXgT4D0Yhkwmo52dHeM9rFYrnZ6emtKlirLVall1Kh6Lp7379v4YCUIcFJTnwNyU+Xir2sd7bIH/Qfg96i+t27H517D+bBy+z7v6WCxvuanmY9NT1OQRdCoVcT/ZRP7+qMKT1m3nuT73iEeA1cRdxZVmM9JzcLVa6c6dO6pWq2aZstmsIfmkEfE8fJkvOXv4ClwXKx+Pxw1bQKkBolEPwvdLss3KWNFLgMwKmwKCFz+HYWibAh6FdHVoLUoJUBGAUFqHJp4b0u12LT2MZ+GzT/P5Vcs8sALIbb6oiQpW2KTZbFaNRmOjX6YkG1fO7yQzg8eGgoHfEovFdHJyYnMz07cAACAASURBVOPAOPqMzTYpjzV4Ux7DrVIMkIp8/zsGctvCo6H95vcWfTtuw5oxYbwmyRQFNQGEGqQWvZLAOxiNRlal6TkUWB5ceiwXLrtPV7EwJZkFvLy8NHIRoN2rr76qd955R0dHR2q1WvYMvrCLLsierMT1wCmy2az29vZUqVTMw6DGgFgbEBMwzXtX3DfPChYTi8VssxBPgyng1eFmMze+ZwHzTejh6dmEBmAcpJtJD/q58vfIfJE1SKfT6vV6Rovf29uzOYHHgAINgkCtVkvn5+fG1+j3+5byZL7wmtrttgHGJycnG2nUMFyfK7LNkmUet8H2F5FbFUoQT/rehNK6VZdH/nFFpXVxCpPqN7onyrCYeQ3PAheUe/B1BMVi0dxXMh50+qFPAUVNLMhtkpLnGPgsiac38zfutdfraXd3Vzs7O/rmN7+pnZ0d5XI5Y/wlEgm9+eablpZkQ2NlyZsTRhDOSLLQJQxDqz6EzemZiZ41ypiAbWAlz87ONjYz+AXjEIaheQbUdTBfkszyQwhjHAkhCBuoDEVRAQAyj6+88op1w6IrExRxQrRWq2XjTLq0XC4bu/HRo0cWIoIzUTnZbDZNqbCuSNEeHh7qyZMn+vDDDzdAZdbparXaCOWYe68go34MHyHE4N6d3Ha9vMv1PA/AYxHercfd9/wFT6vmNV8UJcnOXYThRhEQcanf6CgjFgDdhDwDjnvhlCNv6VqtlmUYisWiWq2Wut2u0a/pUl2v1yXJwgofMsCVWC6XhhUEwbr3AooHl5vn42g3MhEoYTwQr5B5fhS5B3Pz+bza7bYpEUKS2Wxmx8gR16M8CAHogM1G2WYJstF9P07G32cKuG4sFjN8qFqt6u7duzo6OlIQBJa1QclnMhnjqcDO5B89IHZ2djSZTDbOmpCu0q/+hHJCQjwljBy4Dc+C9+GJYS+8V2707n8A4olMxPV+A7FgPS/AAzreGvE9vG8bbMR7YCPzGeJ1Wpbz2VKptMGu854Ak4vbCODklQYLxZd8c3/SVbMRWHbE2+fn58pms3Z8e6/XswNbWUzUMIArXFxcmGcB8k8aMh6Pq9VqGSswnU5bvQXgHiCbX7goYcaUTe2BXklqNps6OjrSkydPjB1J6Le/v687d+6o1+tZJgaFwWnXNM+R1m3fCM0mk4nK5bLdK2EJVGNIaMfHx6a8UIIUW5GJwCtj485mM9VqNcNDoIcvFgt1Oh1VKhVTzByUQ7k1xVyZTEaHh4eGN3GEgD9IGMPEvWwboheVW6UYyN9L64GTtFH9h6UGyPGxGZtS2qQI+xBDWvMjsDikjvgOmrNCaIHnT7pwPB6r3+8bYxB3ls0OQIfn4/v6QWbBSnq2JgvHhy3E2MTzYRhaVSAt43H9fbdlni+Tyajb7ers7EyFQkGnp6fqdDq6d++edZFut9uSZLl/lI7vWM33QRiiAAySFpuX3ovgF7j0qVRKJycnFur0+32jmvOdeCE8K88NwAn4y3dyQjghGe9tNBrWwo/TsQgbiOcpu768vNRgMDAFipEARCSEI0M0n8919+7djczK48ePNRqN9OUvf1lvvfWWer2eWq2W9vb2bG7BSLxR8gViEcbwEYLVwcLAbWdDYKWw2JI2LDOuLZ4BSgbk39OsUQpsRm/ZAZOwkN1uV+fn5+YuEoPiauNy+u/0mIivwGQDYI2hPlerVQtV0um0ZQ6wPuTruR4dqHg2FrR3ScPw6mTt73//+9aY5PLy0pRrPB43ktZyedWi7ODgYINBSlqTTYsSBWtYrVbqdDoqlUqGFRB/0+tAWh8HSIjlMR14IdVq1QqvAG15D/E8nosPFbrdrmq1mt1zpVKx/p4oZOJ6FOeDBw+USCRULpetHVuv19NisTDsig7T4EXJZFK1Ws3GgXLs+XyuSqWiz3/+8+Yh1Wo12/QYCe4f8fyXm2YlbpViIJb0g8TG384weE4AP/uQgIWDsuG7+Tw/M8meVTidTvXOO+8oCALdvXvXNh/pqljsqr3Z7u7uRiqN+wKHkNb4hk+HsmD4LBaFeyMGz2azevjwoWESu7u71roM+jPPyzU9vTuVSumv/uqvjIkXBIE+//nPm7LliHosPulQaV0WzNh54pb3tPDSwCoWi4V1P8LrY3zAVeAAgIHgkY1GIzUaDfsdBQjRC9A0l8tZGXq5XLbUMIQoTp0iHOAe2+220bDhXwDccpYoh9+mUik9ePBA0+lUr7/+uu7evavBYKDvfe97KpfL2t3dtdb1X/7yl7W3t2e4CJ4AKWHCCebcY1839RSQW6UYWNA+5vJoP5YYTwJtyyb0mQxc+23A0b+P7/P/uA+ovqlUSru7uxsH6FYqFe3v75uyYOP7SkBpDZx6JiYb2eMN8BkozInH4zo9PTUrw5Hzi8VCtVrNFECn07H+h2wALPlyedVOrVAoqNfr6bXXXtOdO3c2ngNOByAk6WLAOKox2YCMPfGz9+TgdMALIL1Hv8ZcLmfNa4nlPceCjApeEp2bmTe8CB8ScrwcTEYsvac54wXU63XDFcApUDqQ1Bhz4n6fDoewde/ePVNwKIhyuaxer2ch7tHRkXkt3K9vTLONLYFr3UR+KI8hCIJvBEFwHgTB37jX/usgCI6DIPj2s39fdX/7r4IgeBAEwfeDIPjFG93NSxZvVbH+LAoWEpZhm0UobQKPkqzGnsnw2tojwZ4eTeyXSqUMHKICkk1ML8Nut2sLGc+GMIXN7tNzWFA8GRawtG5KQotz4nUyEpRQHx8fW2t4rCXMR9B3xmyxuDoPYmdnR5VKxZQKIRmbgrBpPB4bg5Dx8EQsxgsLjFJkg1FnAGZRLBatipM2a9QawLSk+rLValnMDobAvMEg5HeYkdlsVjs7O9aBmkY1y+VSe3t7qlarKpfLGo1G1ksSTgPYiE/D3r9/X2+88Yay2awpWbwCUsS1Wk31et3O6PBFbOl0Wu12W+VyeUM5SrI6DtYCaxFsCWPyovIiHsO/kfQ/Sfq3W6//D2EY/nf+hSAIPiPp1yT9pKQDSf9PEASfCsPwZgHOSxKflvRhwHbWwYNznsrsSSSkBr3F9iAhf8P1ljYxCbwKgMbFYqFGo2EEGyYXGrK0PvLO56vhB2Ad2XS+boKMi3R1KAzAaiaT0cnJiVk02JCENMPhUMvl1SlUAG2kO72y+uxnP2sMPlxnrDL8BzyNs7MzFYtFU5ykXJkHeCYonZOTk430K+lMOBGNRkOr1VXTl8vLS9sg7777rmKxmN58803V63XlcjmdnZ1trAO/YZhXvt+nprHyKDdpzZjd2dmRJL333ntWRu9LyPk+Uqr5fF77+/uGJeXzeSNKkX3Y29tTrVazZwaDIHRASfu168NYFLOvAfrEqyvDMPzjIAhefcHv+xVJ/z4Mw6mkD4MgeCDpi5L+3xvd1UsSkG3POfDpMP86BT2EC7xPWlcy4knwflBh0GXf04HUlKfxcs3j42PjyKNckHK5bF2aUGYwJPk+DnjBenjyD0phMpnYoqVvI+ctAqjiqvsYnCPaAcc8zjGbzVQoFKzEmPv9zne+owcPHujNN9+08aDoqVAoqNVqqd1uq16vGxbgadVchyarIPSEE2RMgiDQ+++/r1QqpUqlotdee83GHG7Fo0eP7HxJ6SoViEsOoOi5HngwUNIHg4FWq5VVvtIbE9e/3+8b5fnk5ETVatW8MMBJX9OAV0qvhmQyqXa7bYo3lUrpe9/7nuLxuJ0vQRqzUCioXC7bmPj0OB4a65ZxeB535kXk41Ci/0UQBH/1LNSoPnvtUNIT956jZ69dkyAIvhYEwZ8GQfCnH+MebiSAVLi7vqrPE538QGIdUSIsIJ8LJxZmkWFNWHBocQS3HgpuKpXS06dP9cEHH1jsSwyLEN5IsjQrSstvWNxJnxnwtGpp7U186lOfsmuwObFsWCe+D/4DY0ffQRY3m+1P/uRPdHFxoa985St6/fXX9fbbb+vOnTs29vl8XoeHh0okErq4uNDx8bH1R0Q54WGh3AACCV84QerDDz9UvV43hB7mIzUZsVhM9+/f14cffmghGd/vCUy+SSw8B++iM9b+3Ak2LK3ia7WaGo2G3S+eHg1+u92uhUQ0yuVe0um08Sym06lqtZqd43FxcaHLy0vDUDA6eEaeCIcyIAzG69wOgV9EflTw8V9L+m8khc/+/+8l/ReSnnf156qqMAy/LunrkhQEwc0ZGD+CEEN6DgL/e0YjCoLNjCLwyoJNg4vmAR8IREyiDw34n4W2Wl31Szg4OLA4NpfLWVNW3HCsgwcYpXVXKcITng2wEmVFuADzrlar6fHjxxY2hGGoVqul4XBo7nI+n9fx8bH29vb06quv2onPoPOe2n18fKzpdKpPfepTCsNQ7733nlqtljqdjqrVqg4ODlStVnV2dqbpdKpGo6F6va7j42N95zvf0c7OjnZ3d9VoNLRYLMyrgbgThqH6/b4VKPX7fdXrdX33u99VqVTSL/zCL+h3fud39Ju/+Zv6/d//feNf1Ot1feELX9AHH3ygZPLqxCdcdPAEOAp4DBRo4anwN8bw7OxM5XJZFxcXNt8QnDKZjN577z0DRMfjsZ2aNZ/P7Wg9uooXi0VdXl4aRtFoNHRxcaEwDPXmm2/a8YPNZtO8DU+LZ+0SvkmyIwk9gH5T+ZEUQxiGZ/wcBMH/LOl/f/brkaR77q13JT39Ua7xMoSN64lCbCIUAh6Bpx5Lmy3c+J3FwuJhYrYxCzS458H792GRuUfCh2KxaFaSmHE7JoZdSK7eKzCuIa3jTI+Es0Hq9bqdb+ArOk9OTswLwfUFy/AMzcFgoGazqXK5rPfff1+PHj3SwcGBzs/PNZlMdO/ePf3hH/6h3nzzTX3qU58yhH+1uuL4n5+fb8TA9JvEs2GDETbRjerdd99VtVrVr/7qr9rY/vEf/7FllXZ3d/W5z31O7777ru7du6dYLKZut6vd3V3DWSjyArAsl8u24TxGtFwujYlIJSQcC+a42WyaK99qtQzIJiMDN4TmNxiW3d1dNZtNOyJwf3/fiuDwPDAyhBsYAp8+9wQ75sl7XzeRHymUCILgjvv1n0giY/EHkn4tCIJ0EASvSXpT0jd/lGu8DGHj+3CC/8ERvMcgaSNOYzOAEDNBaGxfpoz1YZPxWSYKhUDsjCXwYQ0pKO/2AmiBRUDg4bsBsSAl+dgTBcWC9XwLNuI2DRpX9ejoyJQTXo5PJ2I133nnHdXrdX31q1+17MEXv/hFGzc2PUfcs0lA2D0jkxQigGSj0bDOycPhUI1GQz/3cz+3YS19R+79/X19+tOf1unpqeEafjN7xiv3R7wOjkAWB8+LrE8qlTLikseGaMVGZqLVaqnZbOr8/Ny6dMVisY37lGTpTkKik5MT8y5IMQOW+tOqWKNefNt91tpNMYYf6jEEQfDvJH1ZUiMIgiNJ/1LSl4Mg+CldhQkPJf2XkhSG4XeCIPg9Sd+VtJD0z/+uZCSkzS4720guXoR/DRfcg47bNQySbKFAnYVAhIUDnyDO9qEB74P5B/iF+INR2PRYEhQbRB6fSSHn7sE4ng+LSk9CzlHsdrtWKNXpdJRIXJ1YxcG3LEwWKky/ZrOpeDyuR48eaTqd6tVXX9XOzo7lz7/xjW9YOviXfumX9Jd/+ZeazWYqFou2ybHcKFHfkAQv686dO/rZn/1Zo1mDhQAOvvHGGzo9PVU8Htfh4aF++qd/WtVqVV/60pfU7XbtGoQ+h4eHpqzu3bu3YVV9+bMvTiNEgRUJljSdTq2KkjocMjiPHj1SqVRStVq18QNEJFRcLBZ67bXX9OTJE2NEsqHJ4JDq9Z6jtD6NDCPk6f7MJ6Hyi8qLZCV+/Tkv/y8f8f5/Jelf3egufkxCrt/TmrHQ3g3zJBcPMnpA0WtguikRg/oya2kdTrCx4vH1Ya6SLK8NqMTm9rgBaUSUBAAlbjbeAt4D3oTHNIJgXRMAcaff75vX4118np3NTayM4qRHgw9dQM8BMcnxcy7F3bt3JWmjKpOzG7lHvo8xBIsBC6BfBOc6AMJVKhV95Stf0dnZmbrdru7du6fDw0NrrgufotfrqVgs6vXXX7fv92daMj/xeNwasTAegK+LxcKqSXH5/+Iv/kKNRsOyDKwFCq/8eSHMGylWQEuqI6mlka48Oc7p4LMYAV/IRb8H5g3vk3H8xD2Gf0iyjRew+byXABD1PMDGI/u839N30fJscH8tLCGKB+QawQoxgXyOmJJCHTYP1oTNIa2b3RL6sMg9v8KThur1uvr9vr773e/q/v372tvb09nZmdrttt0nabdkMqlqtWoeDGi6pwrn83l98YtfVDqd1vn5uX75l39Zf/3Xf61+v69f/MVf1Fe+8hUDMOPxuOEQWGd4E1hunpNmJRcXF8YBuH//vqX5JpOJ1TO8/vrrVp04HA6N9ITFhvNALD+dTjdOxMJDgATFvPr57/f7evr0qVWo0gR2Z2fHvqfVaqlWqxkvgVZ6eJUQslAePv0bj8fNY2P+INP5PpUeo4Ksh2eAESDcu6ncKsUgaWPjeEoxoYH3JPxGk7ThqiHbykWSAXzEks9z/7BKtDnn+igmMABwDB+++FJxFhJuN9/rn4nn5plHo5Gq1apyuZzeeustdbtdPXz40O6deoHd3V11Oh2dn5/r6OjIWIDE71hL6coL+NKXvqSLiwtzfQuFgn7+53/e2H0ffvihstmsyuWyUXqfPn1qz0YFJxgK2MtqtdLu7q5Wq5UeP36sV199VU+ePLHQA4/jW9/6lpVzwyAdjUZ66623DASMx+NGAceVx3MBYCRV6dcAc0cYs1hcnc/xrW99S8PhUF/96lct5Do7O7Nxo4birbfesrTl/fv31Wq1dHl5aTUagMePHz/W/v6+sV8Hg4FlOKgmRehgBUtTWhsr7ynelA4t3TLFgPbdBhk9SAMJivc9L9OAEvD5YSaEv1EgxKIC1MJr4Prk2yVtnE3A62h8XEZcSBYt1XnSZmNZHwJ5bj6MQU+YisViFqPyN6jHuVxOtVpNnU5HnU5HtVrNLDxVnKvVSnt7exuMyfF4rIuLC6sP8OQvSVZV2mq1DFwlA+LrU/AYfLGab3lHdqFarepnfuZnzCWn1sN3lgKXoYDLF4mB7/APfAhvwbvkhEFnZ2c6Ozuz1DKUZiz7+fm5VquVNcSF8ET3ql6vZwqHENSHc1CqfdaMsI+wQpJ5WdtkPJ+VuKncKsUgrTEF4ktvjf3iY8OjKKR1JSOT6ctZvfsbhusTrKEgk3Zigr0XQuaAa7NAiPHJDIAzsOnZSJ4URLrMI9ZkJEi9hWForL8gCKyegLE5OTnRG2+8YZ7I7u6uPvjgA7sfyDncN6XV6XTa2phXKhWr1cCKk54kDCKdyfdSyLVara4xLX1I1Ov1zG1nLM/Pz1Wv1+35SSuykWGPQuv2rfTZVD4jRLYBj4SCMK+YHz16pGw2q5/8yZ+0zJSkjX6PKAwIYtK6CS2MUhq1+PlnvVFUVqvV1Gq1rLzfp8B9Rov1jGdLyIFCfuF9cqN3/z2XbZfca1Pcc+9++59ZgNsD7MFBlAbWGLeYz3vikd+w/jthE5KdYEN7C8pkS2sWJfiI58U/jzPhG8m2Wi1TNrFYzEgxbChCh9PTU/3ET/yEpc+SyaSdprWzs2PxOEValC8TznQ6HcXjcasFCcNQ3W53o6cmJdC+LgEF6M/ZIHTiZzwpmpeQKeAQnNVqZSc7SbImtbFYzIqioEAzL5yZQbhGa/pEIqFut2v40P7+vu7evav79++rWCxad+2nT5/aZoU3cXFxoW63a01YgiCweghOEF8srk67kqTLy0vl83k7w5IMB+sWyr1XAtyvJ8OhdH0K/kXkVikGj7bjcqEQnhc2MNB4Cs/TvFhavAevoVncPnzw+IHnGcBk47uYVOJiXGwUBS3HuQffU8LfP7/7Z/Yuc7VatWIe6arU+M6dO4bkJxIJtdttozFzHRQe1hi2pOcGsHgbjYa1H+MzuPvIeDy2KkLfGMfPDXhAp9Oxsxl8D0npig9Alol8/3A43MimENYRztTrdZs3NhbhpH/WwWBgVnxnZ0elUkn1el2lUsk4DYy3VyCdTsfGjTlls3P0HnUh2/yTXq+nWCymg4MDa/2Pl0CYw+cwTHiFns17U7lVisHncll0ILzSurMTg4rSIP4kXpe08T42IFgCC5MF61mTaHBcY9Jt/juxTl5ZbQOJntQD4Mgz0XvAu5MsND5D4ZOPwXHDPaeiXC6r0WgokbjqE9Hv91WtVjfwCMBECo6onqR1WywWs85RnU7H0qgwL8FeOECHxe27UPmGLCgWMi+UsFMrAaBHTcV4PDZglr4PvqyZz/DdKOEwDE3hIYQfeAdUlvo0cz6f1+npqYG8vV7PQE94JRglXz1LY95YLKb9/X1VKhWrsWi323a/PmxAyeFVsUbBILyneqO9cqN3/wMQLBD/PPkHwBHxNGa/4X3aEcGlZ2NizdvttrnBLEJiZ5QHn8GV9vl0JhQvxBcAeT4GpbnkuX32hAVElgN3OpVK6f3337fux7FYTE+fPjUrhtJAoRwcHOjo6Mjif9qdMw6AbP5AHe8xAbrl83mr08CT8dRh7+0EQWCbVVqXSp+enlq1IxwSSriTyaQGg4Fdj824t7dnmA9HyPX7feOB0AyFcfNVnSitWOzqBG3AZapWWTtBcFXxeXZ2prfffttKwVEOYBxUafowJgyvWuHTaq9QKFimQ5IpQ5QY684rMzAIshXPW6svIrfqwBnvlnqQRtJGDO8ppGxc767yXu8NsKA8OQclgnLxYKHHI/h+71p7DMJzHMhP062HfywmT9tmExHDA8CR3iqVStaliY10fn5ulpJGrXt7e0ZY4jtA7AuFgobDofb29lQqlZTP5xWPx81Cs+E9e9MTsli4pNu8l4PHATDrW6nhVZDSXC6vyrHL5bIVS3nvDoQeS0+o4vkqpAOZVzbfNgGL1PNoNDJCFSXsg8FArVZLrVZL3/nOd1QqlZROp83LIqzhucA/SJn6MBOPCqAWwhXPRRaIe+O58PxQzKylm8itUwyeEOJBGQ/Y+Pci/B0qMD9jHX0OnG7KpN2YeBQA30ucyATjUns2JpuEzYXyYKF7j2I8HtvvvmcD9wqIJsksyttvv60PP/zQsgm7u7u2KagYDILAqLU0ZeVabEiOZCN9yOE1XBvk34NkLNZMJmMekrfmHMvGuPgMEOEE484BL8Ph0DYpfRHy+bxlRsgIEAJyD8wLRWlQsVHcngvAGD969Ei5XE6np6e2Yb/97W9Lkln5/7+9d42NM73uPP8vWbyIVcW6sEiWRF2oltTdUtvtdrt7ojjpgQMD8dgO3HaCLBzn0lk76STwBjvGOFhvkg8DIx8mC2TiSZC1E+eCZDGO18CMM4bjxJukN17Yhvumvqpbl1ZLFEXxUldWsXiry7sfir9Tp0rqbtJuWzLIBxBIFaveet7nfc7tf/7nPHgbNF8Jw/aBQnNzc6YEwVWi0WhX9SVeBRgO/TK9MmW9wT5IPaMkUCy95Lw3GrtKMbA4numIFUDI+BtW3qcx+YknwO+9iK+nLksdb6L3pwczuQYb1H8WK4kiQjngAeGFYG0AMv318R4YbCLAM05TrlaryuVyWltbM9ZgX1+7r0Eul7NaA7wF346NjshQeAltCH0IE3qPgYdqTRjgwVe8DISRE5wYMB+ldhOWtbU1ZTIZy+owX8A/PDeeEyAxLnlvbQTPhPXq7293UCL2j8fjGhgY0MzMjJ5++mkVi0U98MADOnbsmN3L7OyscrmcUqmUTp06pSAI9Oyzz2p2dlbxeFzZbNZOEE8kEl1pc64Ri8Xs+eDp8A/sBS/Kn8Dtmbc7kpUdvfuHfLC5vALwgA2C44uY2NS4ZVhQ74JST+AfhNQB89hQuH1SJ3PAXMALcP35Li/4/MO19fNhHigl3/7dpza5fwS01Wrp/vvvtwNPMpmMWZ/5+XktLi5aLcfg4KByuZwBgzR5bbValocnS8D1YX5Sx4Gnxhp4heLRfd9jAooyJdcQgDypzBO98vm8vRfPiSIk2ub7dHDvPvBNXZgHp2hzP9VqVW9729u6yrY3Njb0oz/6oyoWizpw4IB12yYDwcG20LHL5bIWFxcVhqFVjvp0Kx4YlavUnLAv8BYIH9kHyWSyKzN1M+P1RmNXgY++mIQNJXWn97y77xl4vI+N6l/zGQyP8PsMhE9zojCIlfm81CFUIXxsVs+C89/B3Lm+JwQxADQJa8hqoIQajYYOHz6sUqlkx6W9853v1CuvvGKkpXK5bIesbm62T50qFos6duyYxcDwOYi/WWfWIhqNqlwuKwjaZzwsLS3ZYbk0pfHdl6VOp23AOwTjxIkTJthra2tdXZv8M2ZO3DeEI86/6C1pZgCixuNxNZvtI+vxflAs1IUAEk5OTmppaUl/+7d/a0ohEolocnJS4+PjWltb0+Lioo4cOaIrV65YyEXXqNXVVR0+fNhCOFK4nI/J4TR0s/Lr49caLCKRSBj+sgc+vsFAe/psgx+kHKXuA2o8eOM5DWxE3E/vwrPZcIURVjQ9Vs/zD3rdSK9UvIfgwTxPpMLD8J/xmRhGLz8gk8no5MmTajQaestb3qLR0VGdOHHCWtsjAKDwtVqtq0gLoQY34T583QhMSLgGpCg5wp7nQ29DGIqEBHRgxvtC6ZJ5AOFHQKhihLDk07UoMNaItZPUpYgRLP88Y7GY4vG4JiYmTFk0m03lcjldvHjRMjicxZFKpYyfsrGxoQsXLujUqVM6cOCACoWCYRXT09NdbE64JH19fTp48GAXX4b96Z8z4DZr77Me3gvezth1igEr662td/8R8t5Um9StNHxuuJdOzcbkkBSARUk3CKwnWgFG3YxIhWWTOp4L+XhP2vH3wWbmughSEARdRVrc1/T0tB566CGdOnVKkUjEjnmDAJXJZFStLTUSXQAAIABJREFUVrvao1H9ycYjDEFpSbKS4M3NTRN4lGE0GrXTsknz4tFgcdnwkox0hYIHx4Bt6fEZj+fQoYnP8NwkdYU+AJ0MiFqEIIRolJavrq6qVqspmUyq1Wp3xs5ms+rr6+uqlFxZWVG5XFYul7MzSyORiJ1BcfnyZRNizuZkv3iSlrf8GBj2IjgZeBOK2oPU2x27SjGwyRBun47yYCPvpVkrAklogWASBoRhaEQbPkc6DJIORUSeKAWyjNX2riwKApeROJl5+OwCyLcXTrInYCTeusCu88VdKKrJyUmjGvP9pDITiYQmJydts9KfgGyJd29RUngjgI8oMXLt4CHRaNQ8BMq7KezyipewA+ow64xQ4Z7jzTAfrLU/pMUT2Sgf5/3+5GjSuwhhoVCwveCfHfjIXXfdpUuXLpkCwGtZXV1VOp22JjaTk5M6fvy4yuWyCoWCsR8PHTqk8fFxW2cUL6lg9hzzZb94Y+K9oF5lt52xqxQDggr/XergDr0ADTlywCZvgYnLPa2XtCNWh5jeg5Vec/MgyfdDrmGjUgbMg+Xh4pZ7boNv0AKPAkvncRU6N6GsuL4HY5k/2QUscKPRMOvMga1Y2VqtZqk0hMWHLZ641Gg0DHDDU2LtISoxT6kTN6N4UcYoI9aQug/PLvRKmtQprMve2hLQfZ57f3+/VlZWDHD07EaKmsrlst0HWQ1wjEQiYdcrl8vW7v7w4cOamJjQgQMHbL1zuZwkaWFhwa4F6WxgoH3w7dTUlPVxYJ9iKFBO7DWUL/fpyW7bHbtKMXiwkUo4CDhSh1qMgHkOgifLeBae5xuQxsQN9rl6hBor4JmB0Fl9Tt1bAHpMeiuPq+7dbTa0/x7uFxzAE3QIL7xnAR6yubmpTCZjYBubl07NWEOOfetl5HFdLDnuLYpwY2PDjncj/YniZi15Ln6ONEdptVpaWVmx4iXfKMdbWFK9dKpqtVpW3o5S5BRqv87ewuIxoAgjkYiOHTsmSRaWoQzJKkhtLkmhULCQMggC5fN566i9urpqB/1K7ToP3H88qUgkYl2m2W8+hc0eRUHxOe4NMtxOx67KSngADovkFw2LDjiJlkVQ+Lx/jwcqPe/BW3pYfT7O4xoepENZAKD5giTm75luHhhjE/WmRz0Hgnjb90bAQmMxab7i5zMzM6Nms2lt2l544YUbwito0lgrb617BQ0a8srKip566ilNT0+rv79fhULB7rler6tUKun8+fPKZrMaGhoyRdJqtRu63n333aaE19bWtLS0ZJbaFxDxf6w63h4xOqlIlD5ele+VgNKt1WpWQBWGofL5vOr1uq5evap//Md/VL1eVzab1f79+7uyNslkUqOjo8YoRcHQVcorPOZ59OjRrmxSo9EwJYai8GFlvV63U6q4Z4zJTkOJXaUYXmt4zMEzH3szEVL3wbZe0NHinkjTy3Xo/U6svY8DAekkWTqN2BZPwFOxsfpsHC9YPuMB8cnTaSORSFdzUxQSsStCCG9gZWXFyoDJszcaja5j7UiN4nmhiLBe8BUuXLigfD6veDyumZkZ408wz0qlYi3aIA719/fryJEjdgZHIpGwkBAPaHl52a5FiICy9oQwLH1vARLPv6+vz0InLDECi2CvrKxofX1dc3Nzeuyxx6yZbjQa1XPPPaeBgfaJ35OTk+bJsG94H9kT1p5QpTc74UFyjIPPUBHCsEfZM4RvOwUfd5Vi8KSh3ny31K0gPBnK8wT857EuxOFeQ/NdxMu9Xoi/Fg/QV3F6l5HPeYXjQxifleC9njjlj0OD6us9Es+txzpS1AUgSJxN3wNINLjizIPmpaydpK5wgXqOl156Sevr64rH4zpx4oTF16wDHsPjjz+ufD6vWCymkydPKh6P69VXX9Vb3/rWLgIUCu21KmEhK+Ep+LAGrwZFTEjEc8XjYb0uXLhgKdeZmRm98MILto6RSEQXL17U+Pi4Heqzb98+ozTv37/fKk3x3FgfnjVhJwqL50GYxR71+9TXTfAsfDasNy3/RmNXKYbe2NszGEHAAXG8gHlQspeoBI7gMwoILRvP91HAMmBpSb95a+sVBpbQU175uyTLmvTOkQ0dBIGh63wHuXHCDBQT5zAimJIMSIvH41pYWFCz2dT09PQNig6hjMViXWxCwih6E0BfPnXqlF588UXl83k7hyEWixk5Z2NjQ9evX9fq6qoeeugh3X333Uomk1pYWNDAwIBOnz4tqeNV4QGEYahyuWzFSX5t/OnkXrAgSfn34UkRWpHiXF1dVT6f19e+9rWuEM6nmoeGhrR//37V63WdPHnS8A36L0gyBUi1q/coCQU8B8XjN56I54vtvMeDEpa6GxJtd+wqxeC9AJSCDxewnAiqB++8IHhWo9R5UN4L4Xo+/uPznkHJdQAPPaDoU6ee2dcb1ng30wsrbjm/s8E8QUbq5MMHBgZUKBQMhKvX65YWrFQqOnHihBX60ECEjYi1YsNzfdaK9QZxf//73693vetdOnv2rJ588kk9+eSTxgAkI5DP5/Wbv/mbunbtmiKRiGKxmN7+9rcbi7C3J2I8HlckErGeDzwPQgKEi14MHrWPRCJ2CIzUocUD3oFxUMpNCOABXZrMtlotlUolAy0bjUYXC9EXy4EFeUPE8wC38VkzQh+p0xUcL8M39fHKxIeU2x27KivB8MBfLwEIQeUheG4/uWMsjfcofEdj4mqsjtQRTM/w8z/Ju+OFeKWFsMCi9Hn43tQjKTjm6HP1nsHnabRSJ1MzMTFhTMS+vj5lMhlls1mNjY0pCALlcjkNDAxY01PWCIvr8/reRcZLYR7UPAwMDOjBBx+UJKtMJdvw0EMP6eDBgzafK1euWINZlCIHy9brdeXzeUmydvOe5YhbzTPhOXvvwSsKPBAwCp/94bOstSdfjYyMGC6EQqcZD4CmV+hkY1BkgKAUmkmd5jDeqPDdPvOAcfGp8e/GW5B2mcfgQwipw3L06Udex9qwWVAAWEafHkKgGbj3vYxK//08aJQOB9+urKxoYmLCPiPJeApSh7zERvZZEeYC89CnKPke0HBQds8LYC3I9VPvAI15cHBQk5OT5hGMjo5qdnZWw8PDRuSpVqsql8s6fvy4FhYWdO7cObVa7a5O8Xjccv+vvvqq8Q3Gxsb0yCOPKAjah7rWajVdv35dzWZTjz/+uBYXF63Iq1Qq6c4777Q+ic1mU0tLS2o0Gkomk5qbmzOrTXxP81rKzgl7UEQ8Y7wGeiVA7kLY6CnJc0UBQq9uNpuamZmxhjW0yFtfX9fCwoKy2ayFUyhvGgXzvFFmnLGBgkcRAaiyDylQ84rD70+MzB74+DrDx3FYMgSNhfMgnAcrffzmraznI/h//qH66+E2wrZkLj4l6ZUI8/behscTEHwPQnlFx3vxOqg7wPPwlpONxDVpykI9A4oCVxe8pNlsGiGLWJqzGnO5nCmO1dVVjY+P69y5c9YmjgpMSYrFYrp8+bJarZYuXbqkqakpXb9+3cBOeiqQJSGLwzPIZrPKZrPWfZrWaCg+vDE8EtZ6aGjI+BgDAwPWdYt9QXgHAOup5lh2TpjOZrOq1WqamJjQ8vKy4Rq4+fl8Xq1Wyzp8wY3wRx8i/ISOKHkPUuMtQohizxGiSurqfLXTsatCCUIHNpLU3Srex+a8j1jfA0Ee7fbsRv/Pcwo849Fbdf93Hr6vdwBh9y453+dDEo9jeIH3saYHWqWOd8Rm82lRroXCgHiER4AHQCUm+fUgCKyBC8IeBIGxOguFgp599lnrLbC8vKx9+/ZZBymAvYWFBWv/NjQ0pPHxcV29etWeIadrE0ZQoXj58mVtbGxo//79ZrWJ8XkueEP+OD0PQtKQ1reiX11dtfezRrj73CuNbgiPNjY2FIlEbI5kpwqFgq5du6ZCoWCni7Mv2H/+3Ezm5rEbb/19JoXh+1B4w7WTsasUgwcf0cRsfIQeK+ItvnQjOQoF4dNACD1lvmwGDwT57AVC7PEJX9vgy749oMc14EJI3eAif+O6PrXJfXIN5sR9o4AA16SOV0KrdWoZnn76ac3NzSkSidi5jACX4+PjKpVKWlpassNrqUysVquqVCq64447NDk5aW7+5uamdWxeWFiw7smlUkmHDh2y7kr0TSwUCiqVSnbgbhiGKhaLun79urLZrCYmJpRMJo21iIKguKlWq1ndA4Qr8Aw4Cqw7nkoQBBbCpFIpy/hwpBxhxcGDB1UoFExBjoyMaHZ2VkEQKJvNKpfLaW5uTvPz8129JshkkZkAG+n1RlFKGB3Ax2azaQbF0/P30pWvM9Cennzk3Wifs5Y6FZTek/BuPMMrCkAkH57cjCwFy41MBL/TzkySlTn7z/cCXoQm/N+nN7mOJ+94D8gz+7xFZU0IKxqNhrUXi0aj9r73vOc9unDhgrEJuY/19XXFYjErn37llVfsviYnJ7WysqJms6knn3xSyWRSd9xxhwkhJd3FYlEDA+0TowqFgmZnZ3X06FHVajUjBkkyklWz2dTi4qLd/+XLl3Xo0CFTsLj/MAN9OMA+8B7b8PCw9UVACeHCR6NRVSoVRaNRHThwwD7rW8jTXBfuSDweVyqVMno4e2p9fV0vvPCCpYRjsZjNAS+MZ9Fqtbr6XEid1DSp6GazacVkhD94PjuSlR29+4d8IFBYDzACQMTeDIInukgd4E/qjvN9LM/vuP3epcNl94fB+toG3uPjSKkDkuLqelaf9xKkjhvKhvSZDUA3lCAW3ocmfNZnWMjlUy6Na9tqtXTXXXfplVde6fI4giBQtVrVyMiI5ufntby8rEqlYidaJRIJPf/88xofHzcF2d/fbx2oOaSlv79f8/Pz6u/v1+LiojY2NjQ9Pa2hoSG9+uqrymazunLlivbv369KpaJr165pcHBQlUpFDz30kPEjisWiRkdHLYTAa5A6hXUo6zAMVa1WVSwWba2KxaLK5bIpgEOHDimVSll61CsDwNxGo322JdRpeBA+W8OzO3TokPr7+5XL5exYvbGxMWNYsqd8Szf2I9/JwbxkUiRZuXi9Xrf73e7YVYqhF4jxm5z/99ZIeArtza7hgUnAH994xG84qcOq9N/r30va0Kf22GjE9lhyNhZKwINkCDsx8dDQkGU+AKu4Pqkuj9iz4f0Br15BQYyCoUefRaxuX1+fZmZmunL5ly5d0unTp3Xp0iW1Wi3rm3jp0iU9+OCDKhaLdmr1+Pi4VlZWdPHiRbuPWq2m2dlZLS8va2lpSdVq1RTPzMyMgaV33323arWahR2cbj02NqaxsTFVKhWzxsPDwxaaEJIg6DA9R0dHTdhGRkZ09OhRO5sTEhfXx+2HYep7NkKR5nsxHIRzU1NTFpaQWgWr4Hmk02nbR4QvKHKyKXiLvneFJ+ZtZ+wqxeDBN0+88QOr5wHD3r8zvNfgQxFPs4WwInU8Ed+f0IcCWBFy2VhlrxwAw3jYnjtAPp/ffQhB/OnTmqxJb9qLGJe53Sx84p5RTlg2qZN6lWTNXTiF6sqVK7ZxaTjbaDT07LPPamhoyM6LOH/+vCk8EPqRkREtLy/rxIkTqtVqunLlinEWDh8+bLjA8vKy8QnwrMbHx7v6K9BgBq+KZ0LoxtxYP4R0enpad955p3K5nK5du2YZF5QoeBV7i7ZspCk5GhCBpoBrYGBAy8vLRpMGwPbFb75WIxKJKJPJ2HMAYMZr8Abtu+Ez7CrF4AtppE585gttGP49vZwEH/f59/IQGD71SfYD7c9cyGF76jQC5pmFeAyQnGDP+cIciDie6dff32+8/Hq9rrW1NSUSiS5chOFDIElWL+E9BRSqT4Pi0gI8khbl2ul0WoVCQevr67pw4YIOHjzYRQ4bGBhQsVjUyMiITp8+rYWFBdXr7dOq77nnHmNfwhs4cuSIlXoTimAtjx8/rrW1NV24cMEOazl+/HgXCOmJWXw/NSX0YAC4A09A0f3Ij/yIUqmUpSd99icIAvtOzpr0wCChIM1jo9GoeWe4+yhB6OEjIyMaGhpSrVbT+vq6lZBTao4y6zVYa2trKpVKxpi9fv36zmTljd4QBMEhSX8jKSupJenPwjD8L0EQpCX935KmJV2R9D+FYVgK2iv4XyS9T9KqpF8Ow/DMjmb1AxhYSh8m+Jidhw2zzLv9KACPTUA6wTX05CWfbvQMNXL/KCiEls3rMyV4BVg8NgQuI9fGlQVrkDoMO4Ap7sMrSbwID2RyDTa3r/jDw2Gjg8jX6+0OyoODg0qn04adVCoVzc7OamRkRPl8XkNDQ10ZCKmtHFdXV3XixAlT2BCe+vr6rAtSq9UyII8Gs4cPH1YulzOOyNTUlFZXVzU6Oqr77rvPwozr16+bJ+eb5NCXo1wuW7aCsIhwKplM6sd//MclyU7p6vW0fFcs0tLFYrGrBH5wcFDT09PGneAkKwBNGtCS6anX63bGKCFStVo13ADFw/X4Hjw/vNidjO14DA1J/yEMwzNBEMQlPR0EwT9J+mVJ/xKG4X8KguBTkj4l6X+T9F5JJ7b+/Yikz279vOWDDe0FFSFAIaAcJN00nPDvlzr1Ff7vbA5PrOG7UCr++DdGsVg01qPHLSi2wpqQgkLoPH9A6hwsS74dQbiZd8AGJlRBIRJvs2bMhfn7tYvFYuZOw7YslUrav3+/pLZiQTjn5+cVi8U0NjZmqb1sNtvVPSmXyxkwSRNYQLZsNmsuOeXhBw8eVCaT0cDAgDKZjK1FPp+31ChWFwVKNgO3Gw8CfgbAoz/U5oEHHjAGJgYDwWOQ0kRZRCIRI1PR5Ib9wzmaKBe8PArZCB3oIkWhWalUMoKY79bE4LAaOBV4RjsZb6gYwjCclzS/9Xs1CIKXJU1JeljSu7be9teS/lVtxfCwpL8J26v1nSAIkkEQ7N+6zi0dWElfFelBQVx03sdi+2pFgD8+Q/jBT3ACNm1veIFA0VCUTR6G7V5/vNfPDS/EezEoBIQ9Go3aJgJA9BbMdz2GP+G5HCiQXmKTT2Nyf2AWkowmDYGJo+FyuZxyuZzS6bT27dunTCaj8fFx5XI5S+UR9mAhWff+/n7rhORb1iNUrVZLhw4dskwDmMvU1JSlE6lw5J4XFxe7sBM8CDwYvLdyuax8Pm/KHoUxNTWlX/mVX1G1WtXo6KgKhYJSqZSlcPEA8aD4PJ4ewol3gBflw1c+A06BAeA9FK55wJLn64laUMAJHz34vW1Z2cmbgyCYlvR2SY9LmkTYt35ObL1tStKs+9i1rddu+SCmJQzw6UmpO53J+6X2A/PgHSkjXHTSn15hcMIyn2djYMV52Lj2bCC+E6GE5+4tE/Px98VgXrj+CDwCIumGdvPMyysl1sUrKObpMRbCl2PHjnXRm8fHx1UsFu17eS+9GqBlo0joFs3rhCms1+DgoHU5oqu0x1V8abkPw1g3QhzqFOjnSUZCaiuBhYWFrvCQcPADH/iAKSYGXhXeI+AnZdvQoPFA6Fexurpqa0NVJhgTwLPHf0gp4x3QUZvajvX1dZXLZetPShjkM2Y7bR+/bfAxCIKYpP8m6d+HYVjpRfP9W2/y2g3qKgiCRyU9ut3vfzMGFtbjCn74+gmpO+vQi0N4q91oNLqOs8c9hQGJG++5Ah7R91x3NqknW3nMA96Fb70mdejZfNYzHH0TVdzcXqDV32uj0bD4ljJjwE6ujxIDQF1bW9Mdd9yhV1991YQbotLU1FSXB0bGAM/FV5biSdDN2VOGmTd/w8Ojx0SlUunqZelDQcBJlIHU4WuAI6DMe3sk9vf364EHHuhidvq5bmxsGOaDgPu2dvF4vKtYivthblh9SV1dtEl9DwwMGB8BXkYqlbL1i0TazYMBKBOJhH2eddlpVmJbHkMQBANqK4X/Gobhf996eTEIgv1bf98vaWnr9WuSDrmPH5R0AyQahuGfhWH4QBiGD+xoxt/D8KBgL1EEYfd/9797UpTUKXziGngE3jITlnhFhPb2aDhdhbAyXB9r6anTzAUvBIHyWIVn1mG9GD786K2s9FRr7sErEE+4Anhjfer1dq/DaDRqVrfZbGp+fl75fN5cfBQc98dpT6D4ExMTBmLydwQE4QYnoFKUdCJuNmtFRgYvAppxtVq1Z+Gbz5ZKJfPQuCcwnomJiS6WKidqsW941j7e90VMeJEoYfYSIRMWHqISiiAI2u3q2TcYAwhYHHEAyWlwcFDFYtF4JpKsYctOxhsqhq0sw19IejkMw//s/vQVSY9s/f6IpP/hXv+loD1OS1q+HfAFqfv4NjYnm8wzHKVul9nnlXtTelI3EYoTlj1IiaXm/57LjmX3AB//p3LPU3g9ICh1lAAKxVt13u87+XAtgC2v7NjIXkGyif3cETrWD8E9c+aMnnjiCc3Pz6tUKpkVy+VyqlarJqC+uQmVm4ODgxofH1cQBEqn013FYACN8XjcUHtazftzInhurDkCi0fRy+Hg2a2vr6tarXYZBO4/EonYob9Yb0k6c+aMxsbGungfPDOpUwBXLpctPCDcxOOQ2kLL2mDdo9Gond+BwsH6exo76WO4LaxvMpk0pib3673V7YzthBI/JukXJb0QBMGzW6/9tqT/JOlLQRB8TNJVST+79bevqZ2qfEXtdOX/vKMZ/YAGG6h3o3iXvTdt6MMH75p5wUeIPJ7hwxZc0N4sAei0tyi9vAs+B7jowwlSoAgtWQz/XXgoeDD+YBxfQ8H/fR2Jvy+fiQmC9ilJMzMzWlxc1OBg++DbkZERnThxQslk0kqvPQUcd5fNLcn4FWRhqD2hQW40GjUXmRAGASFM4L7BEWA/tlotA+8QNJQzqUKECc+IsOBDH/qQhQ0jIyP69re/rcuXL+vkyZMG6hJKJhIJIyxJshb2pGJ5nv6wGF6DL0FWAZwJDxNFF4vFbH/VarUbKM8oX1KhXqFsd2wnK/FN3Rw3kKR33+T9oaSP72gWP6Dhswy9m1vqBuIQTh+v91Kl+QzEIUnmEqNgpM6D99dHYAGlICv5uJj/Sx1r74FIvtu7r319fV1VgSgi7oXNDoPOk2QQLrwK5u/bsWOhuZezZ8+apUwmkyoUCpLaR65JMst36dIl628otRF20HOpoxRQSB4XoXfFwMCANWEhLMA789ae5yvJSqbX19e1uLgoqVNoBgAIWxIhY61WVlb0hS98QalUyq65ubmpz372szp48KAViwGUAkZjWEi/En74g3B8cRyKHnAykUhofX1dqVTK9pYPmyCUESZhYOr1ujE6odXjuew0Xbmryq4Z3lX0Quv/LnU8Af9AAL2k7mPAQH1hGeKOS53+gT4cYKP5rARtw9mY0IFhthFj+02KwPRiAp5O64lLpMywQgCFzBlLzXv5XpQK11taWtITTzxhIQxnMHKfrVZLr7zyiubm5hSLxTQ8PKzr16+bV8M19+3bZ+lI1tR/H5kABBBLjwL2TEYyE6z9ysqKxeoIEH8DO2i1Wtbr0XM1lpeX9du//dvKZrMGvI6Ojurv/u7vlM/nrY0b3hchSX9/v/WT5Eg+3oeAlsvlrnuhBwSpUDIPeDN8N89kZWXFvKVoNGppXXAcvhMvpRdM3c7YVZRoqWO9pQ5F2ltXHpZPWXrrL3X6K0qdLAVgIhvAcx+gsoJeS+piSbJZcQ/Z3FhKvh9FwGd81sPjH56A5D2YMAy7moh4zMLX/PswwnsnKIULFy5oYWHBjrAjbx+JRJRMJo2n0Gq1NDMzY67zwsKCndrMveCNwNzjDEtCCDwlBJYUILRvFCnPq1KpGCeB51er1VStVi2WR3B5vbf3wtramj7ykY/op37qp7S0tGQYzezsrL72ta+Z14RAAx57TxArj3eC4O7bt88IT4CkPP/BwUEtLy8rmUxaOnVgYMAUS6VS0fDwsClAFAXr6UFu0sijo6NddSzbHbvKY/BxNhu31/Xk/8ShuLNYGzagTwfiriMkvbgF7jvC68k8CA1hA+6hVzzSjcVdniPvQVLmzxzhyiP0HqfwcyXm9WGHZ2Zyr3Nzc5qdne3iHyCw3AduLJ979dVXlc/nTZjwjHB9UZjcN+lSzsUk9FlaWjJ3H48Krw2Xm1CFFCTt1ZrN9mE0PlSj5BrPbGhoSKVSSe94xzv0qU99SktLS+ZBJRIJ/cu//Ivm5uasYhJuRBAERlaDU4BVJ/2cSqWUyWS6lD0KAWGGsARjMZ1Oa3Jy0prYjI6OWlUor7GGkUjE0q0edATDIUW73bGrPAbcbalTG8BDRril7pOmETz+eaHztRV4DN5lRYn41CYKiIfnQwBPKSbPD4DG/xEKj+779CXfyXdB82VefB/3xv0TDhETE9MiSM1mU2fPnrWmpj4EA1H3CtYr0CBon9nY399ulDI1NWXcB6/wKCKijZqPizlIttVqn3+B8gFkJJ6XZJa1VCppc3NThUJB8/Pz9oybzXZXazIReEnr6+v6xV/8RX3kIx/R/Py8hTRhGOqpp57S3//939tBO6Ojo11hXavVUiKRMOFGQG/WOAfvzxsQnu/Q0JAWFxfVaLRbzufzeWuWg8dB2IQChxfCXHgPxgcMaydjVymGXoKR1EHZvRbnd6n72DrPWGTRPVEF7Y/C8ZkK7zpSNst3Mw+sMq8jcL0cCHL2vWk3P7g+hBmvbBAQiFikFLHGdEL2HhWWcGxsrMvrIdSgkCuZTOratWu2vqwp93D16lXV63VNTEzYWQv9/e0+Ayg5SqybzabVN1AjMjQ0ZFWSkoz7QYiBgNMSrtls6urVqyZAiUTCrDyuu4/dH330Uav78Nmmv/zLvzRrzdmVKysrSiQSNl/miJcmdbgs/jl7A8XzxAvo6+szejsVpLyP9UShopjZN+yvVqtlp1/ROct/53bGrlIMPn6/mUXvzSL493ucwXMFpI5QkibEKvkYUOooCKmjZJgDaS/Qar6Ph+2vwXcjKGwMvnNtba0Ll2D+hAWXLl3SlStXVCqVjOEYhqFGR0dvaG/uLVEymZQkg9X7AAAgAElEQVQkqzPAm6DZiSQTEmJk1ot7ovnKxYsXNTo6qsnJSR08eNDKmMnxQ1oaGRlRuVy2jlDk+alPqNfrRgdmrVZWVrS8vKxCoaBqtarjx4+bYiQ7QIpycHBQ8/PzymQy+vM//3PDILxi5hxNOmUfPHjQnjVr7fePf1aNRsPifLpPg/uAPeCZocRbrZbS6bQpNt+jstls95qExIQXSIq31WpZuTVYSL1etxBru2NXKYabjV7vwA8eEn/zCqMXnOQ9CCqeBPiCt/AoBV7rVUJsMDIHuMw+4+CvgdB5Eg1eBWk/ui8vLS2ZJYFLIMncT+bIgTm+cAnF4vP0gIQITaPRsNOqGJ4M5kelUjEmIgAabeIh7ZCD37dvn1lR0HosM52rOcQmn8+bopBk94BBQOnRT7JcLuu3fuu3dOzYsa6WegMDAyqXy/rc5z5nr/WGgH7f+Pie1OO+fft0/fp17du3z1KyvqgKjwyjQAoX/KjRaBi5iuccBEFX4RnpWvYWighPq6+vz9ie2x27SjF4LoGn9+L+ey/CKwU2GILoPQUfLqC1sbo+Y+AHyoDv8PgC1/PpQd7rUW+/SfgeD/oRgqyvr+vcuXPK5XJGtkmlUjYnj9KzkQDMsN5YPuYodXo8kHGJRCLWyNQTmFAUAKBSB+BlfpVKRVeuXLGS5pGREetOlM/nLWtBJ2XCBUDFtbU1bWxsqFQqWRjEOtKslfVC8a2urhr28MEPflA/+7M/a63SWNNoNKo//MM/1JkzZ5RIJMxzY20B/sKw3UGbDAIeC/sAD4TwhbAHj45nRs2EB54jkYgdFMz1vFKqVquWxaBaFOr15uamEomEcRt2MnaVYvB5b+nGE4DZUAie/+ffywb38TNAk+cM8J3+moQZbAifduoVekgscAxAl0lNkcVAeD2luVwua35+3uLNkZERlUolTUxM2MbyACZAFqQrj5N4vgM8iGq1qjAMlclkTEHAUejr69P4+LgKhYKxEsmpe4VM2rRWq2l+fl5LS0tKJpOKxWKamZlRNps14fBFWQgIHBB6OFLtiAKFPg0wWCgULGTKZDL61re+pTvvvFO/93u/Z88ZslE0GtXnP/95ffvb3zZchqwDFZmEOnhv7ANCgn379tn1UDaEM6w1pecYJtKwa2trGh0dtfQlPRlQzmBItIojBQr+wLV9LctOxq5SDDwcjxv0WjGQYrwKnwpk+JADawbXH2IJYYTnFHAdrAUCjauMIiBTQAoRAItTjTwI6vkAQ0NDOnfunKHWnHYkSaVSSalUytxPQhbfWq5arWpgYMBicAYYg8c0KHRiA/I+/jY2Nmbsx5MnTxqx5/z587aGPg0M869arWp5eVmpVErPP/+8HUjDnKFH02UJcJLOSNxfLBZTOp22jAzkITIGjz/+uKampvSZz3ymK3OA4vvyl7+sxx57zA7HkWReD8pmbW1NqVTKuCpkMarVqoVikJU81gTeA9+DhiuSLGRCueCpUHfiGwUT9oA1ELLSOKevr89wFLzA7Y5dpRg8f0BSl3XpBRwRQN4ndXdtQuBRKIODg9q/f78mJibU19dnwBEpR5/NkDrgYSwWMyQehcR3kj5kw5NG9MxLzmv85je/acAcACRWv9ls2qG0WKNWq2U9DXrjWxQYzUlHR0cNY2i12t2dR0dHjbEIHoCVhvRz6tQpUyqEB5BzLl26ZLwCqXOgjkflS6WStVvjPjx+greFZ4NSpcAKZQptulQqqVQqaXFxUQsLC7p48aKq1WqXh/Ttb39bf/zHf6xoNKpUKmWpw0gkomq1ap2n4EygwPlOMhqkggGT+/v7jeREKhgFk81mrSENxgrPApAT8hfeCmxMDsnBmxgeHlY+n9fk5KTR9Pm+nYxdRXDygu/rIBgAOL6akP97EBJOvgcgeb/fsGwQNLqvP5BkqDTX9K97BiVKwcfmkUi7wcfjjz+uL3/5y9aLQOoQuQhb6GiEsHANiEbMHcKS904kWRUmKTVSYb6pCFWFKA9KgKlI9Pc+MDCgkydPGhjHGsPFIOU3MTGhUqmkSqViLD7o1bjjFGdJ6qq45PvW19unZy8sLGh5eVm5XE5LS0v63d/9XeNLsB779u3T7//+76vVamlqasoYj61WyxTEiRMnrE6Dv8O+9IZAkpGcwjC0ngj9/f1KJpPmlWFg8O64f1rV+UIq8JfeNgAoIzAXOBz+nItarbYjWdlVHoNPAfrqQ4QSDe3TlwgMuECv5iW1BvBGYxSsr38/LjMFU2QNwAp4j8dBJHUpA+ZZLpf13HPP2anPnNBECMR9wojz9Qikt+Ay0OcBkAs6Lz0JCXkgBFE6DLsQZiCC4glZeD0MSFrJZFL33nuvzpw5Yyk7XHaElD4IpVJJ+XzerOPIyIidHI33Q3NYDwzj0WFdIVj9/M//vD72sY9peXm5SzHhgk9PTxuoCZDXaDQUj8dNgLHWY2NjZu1RtLjw/f39KpVKGhsbs5ZuPhNB+Mc82WuNRvvgXfgWKBgYjgC6sExRFo1GuwNUMpnsKigDz9nJ2HWKwWMLXgFgbXFtvcX3IYUPBaQOgxAgDSvpsx9eoXANSnURTs9Y9HG7pBu8jEgkojNnziidTltu31tR4mh/ZBruKUqGe+OauLFQm0mZDQ0NWV9DehQyV7wDQqF0Om0U55GREeMa+Pex5qurqxobG9P+/fv10ksvmVcFgMo9Dw0NKZPJqFKpqFarqVKpWLVkLBbT+Pi43R/hGfE3IQw4Rb1e11133aWf+7mfs0YrntNC9WY6nbZUKPe6ubmpo0ePWngAdkBoRzgGFgIYCMALx4IQwZOSPCjtLTv7iPUYHx+3+RSLRWWzWXuuvn8F7eWldtaiUCjsuFZiVykGrxS8hvYl2DwgTwf2G0jqeAm9+XkEROoGOgGLeA/C6T/v0W1cSPAHj7LXajV961vfUjKZ7CIiQeAhXUYKku+CmYdb770k3NF0Om2eAe4410Z5+CIw1mZ9fd2OiaMKkANm6BiNIgXc5HRrPBdPEkOZsuFxh4eHh83K07+xXC7bmRG+vX4kEtHY2Jg1eNnY2NDKyoo+9rGPGT+ENfCpQzI45XJZhULBnuPQ0JCmpqYs3PH7wAOJAwMD9n0AtLVazbI/8EV8mhmOAR6fbwGHkQCPImVL3ws6bheLxa6GwGNjY8rlchbi7YGPrzM80i7JXDmpw3708X0vqclz7b2bhmdAbh8PwnsmXsAlGfWZTelrJjwxCje5Xq/riSee0HPPPWcuMwJAxgArQXswLDaWGPYbyPXy8rIBUwg8mx3Qjk0JbuFBUYA35ptIJCy7AWBH/IsrzefI52cyGSWTSVMkUndTXm91UQ7lctny+Y1Gw8qgk8mkpXdJ1TGfWq2mn/7pn1Y6nTZglrVgX6A4vdIk3kfoidvhJvCP9C2Ksb+/3QQWLIGwlTCPNvN4jL7DNEVkvltTX1+fNXohlANw5GcQtM/kXF1dtbM6wKJ6KfNvNHaVYvCLgxXwOXxe95kLqTs96WnNKAM+D6cgDEPrH+g5DbiFPl/tQxVoxsTFKI8vfOELymQyWllZsdOP+JzfXBCLWq2WtVT3mRM/V/7mU43kwGmlhveDgBDLokyolCTOxisi7qcZjE9H4hEtLy9bqnZ4eFixWEzz8/NmSSuVik6ePGmIOziF5ybMz88rl8sZfgJAGQSBMpmMeRDHjh3TBz/4QVMkPk0qdcKzzc1NHTt2TJVKxbIVkuwQW0hrjUbDTuMeHR1VPp+3MASuCadJsQfwKCRZhSWhHkLPcwLjGRoasmcBVnT27FlFIhG95S1vMZwC/kY+nzfwmO9mzr7v53bGrlIMCBrWqDcdKXWUgGcm+r95UM9TnbHaUqdZKtaETcj3wpKUZCk432zFhx5PPvmkstmsoc25XE7JZFIbGxsWNwPcYR0Rdiz56uqqWRIsDjl5XGFcXtxfqiX7+/utHDkWi6lcLlu/A4/GY819B2Y8C9YQ6jIKgRGLxZRKpTQ/32kNSij38MMPG8JOrO69gvn5eT322GN6+umnDe2nyIm1/8AHPtDFIO21nh7DyWQyunLlitbW1lSr1fSOd7xD+/bt0+HDh/XSSy9ZezmeEevJmqB0Y7GYKU6eHRwQn4LG24TA1dfXp0wm08WOBGx+4oknFASB3vWud3VhGng5qVTKru9ZvNCzdzJ2lWKQbjytWrqxalLqYAEMz1xE8P1PNgvWMp/PS5KxznxdA/wB37MR19gTkJ566qmuMm7fGjyZTFp4wz15AJTwgdw2DUw8rZmMBG7s8PCwarWa4Re811s/NnMsFlO1WlUikTDlRi0DGR8+SwhCWMRRcggXAGEqlTIKNGDq2972NgMVcdE9SWx4eFjvec979A//8A/6+te/riNHjmhsbMwUJ2XSvqjNp6l9yjkMQx05ckRnz55VuVxWPB5XKpXST/zET+gb3/iGKXPCRK8MfAMZcAPStj61yE/CRxQJFGwO+fWH+HJadzabtVPAee4bGxsaHR219SUDxf5ljnuhxOsM3EgfDtyMvsxrCBrW3qcype6ww5914IHM3iacHq/ozYAQjwZBoEuXLnWxFSVZ4UyhUOjyFrA6ksyqsvFwr31zFLwB7xWRyUCQUBCk7UZGRqzCEoQdfgSDDATuNsfC+Sau/r2e9wFzdGFhwa7L9fi7pwPzLMFOPvrRj0pSV3ejeDyud7zjHZZC9EYBIfWZqUgkorvuuktf/epXFYlENDU1pQ9/+MM6ffq0/umf/skOhmG9AYNhZKIU4V3QB1PqJhn5lDT7BYMiyepOLl++bKdkvfWtb9Xw8LDm5uZM8ZLSHRgYUKVSsc/jofjuW/45bWfsKsWAEHmAz4cTxLcIJ+i1xx96AUwv3LFYzDCAbDarCxcuSLqx3Lv3e7kO5bHValWlUknxeLzLOuCOQmRBqNkEkkzAIdbgTtMvkvw4yDnxOQBWJBLp4viTjwesTKVSBlr6Cj9AzsXFRcuglMtlTUxMGNiHF8A9oMDwWBKJhPr6+pRKpZRIJCyO732G3Cc/cbUfeeSRLryIZ+djbK8MEXKeQRAEOn78uPbt26fl5WV94hOf0KlTp7pOuwbLgKsB4cvXIxDmBEGgYrFong3AZX9/vxWf+baCAwMDGh8f1+Liop5++mkdPHhQp0+fNiVCihcvEu+T1nIDAwPWHwKsqFQqKRKJWJPebcvKjt79Qz482ix1Vzn6QczWy2xkc2CxfEEQmx62HUg0aL6P56UOtuCtBCED6UKox2AGGxsbRlNGcTUaDS0vL1tcSnYCq4ElrNc7R5dlMpkua4kXwWDzk+YkowCtF2WEhwMvAe4AR8iBC1B5iKXlPiHlpNNpi4E5D/Kee+7R6Oio4RHeC8P6e1DX4yuEDq1WS//6r/+qQ4cO6cSJExbC+cazHnMgq5BOp/ULv/ALuvfeey01iDIAM8FSExKiFAgBICVx33hOZGpYZ2jcg4Ptg2JefvllNZtNC4l8Jy+UGEqU//f19ZlC8BwTPF5KsHcydpVi8C5ob4zpFQQamZCDmBQLjFLgdawg711ZWemqLGR4MNPTl/FiEEY2XDKZVDQatcq6bDZr/HfSWrjSbHKQalq1RyIRsxpQfelS7F1Ssg7E85JsMzebTS0uLlpmZH19XaOjo5Zy8xRkUHF/XDvpNQAzLCXhGkpmcXFRP/mTP6m3vOUt+vSnP23X9lYdgSes82nkr3/963rqqae6ahSWlpZ077336p//+Z/1yiuv6PLlyzp69KjCMNR73/tevf3tb1cqlTIBXVtb06c//WnLHEWjUT3//PNWn4DC5btpN8dzw3uCCcu6oyxoRe9p4o899pgmJyd16tQp3X333ebxIdhcm2wNfAUAZUnmzQGqs3ehUhPSbHfsqloJtCbC6S0OFt0jy8TKnoPgsxR8lnQTlorYz1tFFIjnSHjqMu8BwIKKS/OPiYkJcxFpYspPYl2Pg0DLXV5ettbutCj3oKSvcQD9Z+MSmzYaDY2NjVlqLJlMmhUNw9CAVl8TAsPPe1soQ0+aqtfrdq3h4WG99NJLSqVS+oM/+AOtrKx0AY9Sp9ITjyEajWpxcVF/8Rd/oWeeeca4HGHYPsbtyJEjKpVKunbtmgYHB3Xfffcpl8spkUjoi1/8oj7ykY/oQx/6kH7jN35Df/RHf6QwDM3lB1y+ePGihT++jsaXOKdSKcXjcQunqE3xIQS0c9aAPhQPPvig7rvvPq2srHSRtGKxmM1D6oSbpEYRfjwPPFWo4nyWNd7J2FUeA2lG6caOTB4xZtPxutTdMt7zEfzGRzD8xu3lTjD4XsA0ADIsMWEAFX00IOHEIV+1Sa0FlhqXFWuFAgFMJKRZXl62NBml0px1SUqVOUKTljqeFx4Hyq7ZbBp+4cMkqcPR8IQiqVNmDGZRrVb1wgsv6OMf/7g+8YlPdH3ehyPDw8OanZ3VN7/5Tb388stmUUkzlstljY6OanR0VJcvXzZP6tVXX9XY2JgJcTabVV9fu5L0S1/6kl588UVlMhn9zu/8jqR2Q5erV6/a9XHLQfoRfEIHaiqogqTwCd5Cq9Uu64b4lU6nLaPD8JgRxoN7h3YeiUSsazSkL7wXwh66TdfrdaOOb3fsKsXQa+3Z0LiFvViD5y0QjyMsPgRBodDIw6eHvJfBNYiZfT8GvqtQKJhr74ufAAt967HNzU1rZsLGxdpjsWOxmJaWlkzR8Xepg14TgvizMhuNRle78o2NDXNjoU/zPp9SjUajBiYSNoRhaIqFTQ8KDz6xsbGhbDarkZERvfDCC5qdndVHP/pREwJJFvYMDAzoM5/5jF566SWl02nFYjHDAsrlskqlkg4cOKBoNKqZmRlVKhXzmiKRiBYXF61xy/T0tH79139d09PTWlpa0sWLF1UsFs3DuXz5spaXl624zPer8OxDXiPti0dBGXiz2bSWdX19fVbo5FPZ1FewJ73S9JmVVCql1dVVlctl87z8c/AVrpydudfz8XUGQorl9parVylIHd4+eIL3LvAGvNcBUalWq3WFJb6ASpK5dr00WQ5bwbUGo0D7487C7iOmxKJ4khX3tL6+rrGxMXOBAT0RYn/MG1Z9Y2PDQECEnHuGCoyCggfBe6HfUthFOAU2QpiBZe19BmNjY7p+/bq+853v6OGHH7Y5p9NpSdLZs2f11a9+VbOzsxobG7MGN0EQaGFhQevr6zpw4ID6+vp0+fJl1Wo1TU1NSZIKhYKGh4c1OjqqSqWiRx99VO9///tNsA4ePKhDhw7Zd0YiEc3MzEi68ZhB9gTzxhPDcyRTAZ+DtCZYBX0lwLIIJwkDfd8NaijwymhAS5gHg9XjQygtsia92bQ3GrtSMWC5fdoQBeDDBU+G8Tl4n5FgUAlHyqj31GtJJoTEhVQ0+nBCUhcRB2IT3AGfMWCjgROwUbD6WB1qCfAMSNf6WhFCj+HhYbOYfm3YiD5E8FWYiUTCQhPKqrGi4CT0BRgcHFQmk+nCN3xvwpGREZ0/f97wmnq9rj/90z/Vt771LS0vL0uSstmsAW90flpfX9f4+LjW19c1MzOjeDyuQ4cOqVwuq9VqaXp62kKKQqGgD33oQ3Y9nznyaU7ay3smpw8XWUvwEJ+l8D0sCJXIaIA7sA9YW7wnMhpkGni2hAlgFigW373Kh7GXL1/WsWPHTDFvd+wqxeAJIFKH8CR14n8fUvTSmCUZmuyZj5CJ2FBw3f21PDuR8xojkUjXiVCg4J7HT9bh6tWrisViymQyJuSbm5vK5/NWOYcC4D57SU14CgCbPsSBNj03N2fpTDCLeDyua9euaWJiwhQqYBbCiWWiuo9qUTwfmrj6cIJUK+3mcYEl6dq1a/riF7+oO++8U7/2a7+mTCajSCSicrmsqakpnT9/XrFYzHATskHFYlH333+/JCmXy2lhYUHT09NGqII0dOjQoa7v9PwSrHY+n9elS5eseIq19PfnQ0hCAgwAWawwbJdhx+NxlctlCydZA7pgUUFJiEkKuK+vz/gs/lnSnwJlVKlUNDY2Zr01W62WMpmMeZY7GbsqKyF1N2dlo/aCgr5AyafDPHDmLQbvgYlHOzLPkuMzvnYf6wQuAXGJngjMp1QqaXJyUolEwsqVfUEQJcZYDj6XyWTMq5DayglQjPJd7n1kZKSrOxOKrl6vq1gsWskv68PRb3yejY5yQ4i5R2JclMTa2pqGhobs2HjKvYeHh41k9eKLL2pwcFAPPvigPve5z+lnfuZnDEeA8MP1aZ761re+VXNzc1ZcdeDAAVPU586d08LCgnlGveBxL5ltaWnJir2gQPvwiP0UhqFlEKgw5Vn7bBfl1Vh3FDRpZUhT4C6SlEwmDbz0GBBgpwd1STfj1bEmGL+djF2lGHq5Cwj5zUBJYj4E32cxfIEKP3kAbDpcP8/tJ+b0aVN/nVarZUezB0GgdDpt4BXXpnGKp2w3Gg0jHiFkkJHIZBA6gIGgRGA9VioVExQEk3QbFg03vL+/3zoZIXSSjAzF2hJKcW8wCCEYUaDF71QJkrotFou699579Sd/8ic6cuSIfumXfknvfOc77RoICZWQBw4c0OzsrHk/ExMT5n1xKA3enxdu5ouQc+2ZmRkL43yvScIkXH1Sh+BQeIC+OE2S/c2TleCJYIzgUrDWhJkAnFSo+r2KkeB5otQBM/FKdjJ2lWKQOgBgL7EJofA4g9RNefaeRW9mAu+BQiXy6T5OR8n0ApKEBqlUymLKXkAPYYjH40bZZRMzXxBxhNfjIpw3IMm+AyVGDh7hwGUlF88mQzmxXqQ5IVgRRrGxwRNYI9x2QFqpgy9QwIUiox8BXgvP5ROf+ITGx8ftulB9jx49qosXL6rZbFojV86ZQHmxVh6D8d4e60VIwUndHncASEX5+mIwrsc6ouBoweYPIyLbguL0Jd0oZMIRnhn4FJ4lngmEK/YbJDPCj1arteN05a5SDJ64hBVn8IC9hZO6BZtreIXQe33AI2JqLJb3QKSOYuJMBklKJBJ2YCzpKMBH6hWo2qOGAXKVpC4gktOQ6QpdKpUsXz4+Pq50Om3u6fr6uvL5vHEl8B4oBEokEoa0Q8Ai/CH1Cl+Ce4RjwU82fG9qTZJ5Qr5mAU7IlStXrKdDs9nUxMSEPvnJTxpWgoAuLCxYr82RkREtLi5qYGDA8AtvWePxuB37hofCM2ZvNBoN6zzlzxoFe2m1Wl2H36BgyA753hNUxMJgxTPx1/NFdSg9PAlCPvYKDWk2NzeNiYpCJsxsNpuam5uzLNGex/A6oxdX8Jqdh+AVAILNZmFTezaj1DmmjfdRKovLyqbmup4gA+gFWw2X9MqVKwqCdhGOr7cgPqUdfBAEdkoR7j8nENXrdet25C08NGXfYj0ej2tyclLpdNqKmSR1lUDjriIInNuAh4PQUUZNOEMWBWXMT67J2g4NDWl+ft5SuePj4/qrv/ori80B6E6dOqX777/fBLhcLkuS1Xv4Ho9UHWazWb373e/WiRMnLCXqhZNnicKCvwCj0OMMZGhGRkaUy+VMKZClgboMJkBTHjo14fmhmGC0rq2tqVKpGDPVp7c54o40pE+B0tIeD29zc9PO7sSQkX3Z7nhDxRAEwaEgCP7fIAheDoLgbBAE/+vW6/8xCIK5IAie3fr3PveZ/z0IgleCIDgfBMF7djSj7+PABcaF8xa/N/3osxW9dRO0POPvvJe4MxqNGkMRXMJ/XlKXW8330xUY8PHChQtGu5XUBUphibEGfI+vUqTdWTQa1eTkpKrVqvWRXFtb63JlmQOAYr1e1/z8vBFrAE1LpZJZPF8hSfzsc+30Cegt0EIQwEAole6tR2i12ge0nj171ijaWPVPfvKT2r9/v4UldFM6ePCgcULIEExOTioej1vNwNWrVy0l24sjQcY6d+6ceQaAxX19faZQeT9sQ7ICCDN0c4BJrD1KzitErDnXRonT64Lnj3KiiI5wEyIZ+ykMQy0sLBgDE+9uR7Kyjfc0JP2HMAxPSjot6eNBEJza+tsfhmF439a/r20JyilJH5Z0j6R/J+n/DIJgZy1qv0/D8xJ8uODDCI8joLUBgPx1PBDJa7jSbG6pw4wEjMRtxUshRw6gOTQ0pGQyqfHxcWWzWRPEvr4+O9IcAhWFWlioZrNpabSlpSWz7PAfhoaGNDc3Zwg6c/H1BVJbeEdGRizNRQ0FsTheAtfujdnZtGQx+BtgI8VfxNEIBsIldQhGMCE9cNtstitEf/VXf7UrNAOsQ1EMDAwYJkMmI5fLSZKdjcnwaeX19XUVCgUzAKwrigEPg3uDCo31Zx7gJCgzlBgt8Nl/KG/uYXBw0MrbWU+ULh5ptVpVvV5XKpWSpK4QE+CWk7d2ynqUtqEYwjCcD8PwzNbvVUkvS5p6nY88LOmLYRhuhGF4WdIrkv7Njmf2fRieqebTkDfLThCPegTbKw2Yg3yGzcJpQwi99yjgQLBBOM6dPgwwBhHIO++80wSeeH9lZUVDQ0OamJjQxMSECTWIPt+DZ+BjSw54Ic4l986mZlOCVfgwxTeiaTQaXQU+eA14EWxg1pfGJcyP3DueiyT7Xog+WOUwDHXt2jW7b0DItbU1vetd79J9991nqU7CpiAIVC6XFYvFFI1GdfXqVVUqFXPVORXbg8H849rXr183gcTzQHF6UhjPHko6ng2Ko9XqnDJGCAUpDGWzurralbqEwyDJFA1eYb1e18svv6xnnnmm61QqwiKfdZqcnLTnvdMu0TvCGIIgmJb0dkmPb730vwRB8HwQBH8ZBEFq67UpSbPuY9d0E0USBMGjQRA8FQTBUzua8fcwiO8l3UAf7vUi8CDAGDxLkteI28AA/MYAQUap4M4RG6IMYMQ1Gg1rqQaaXywWdezYMVWrVVUqFZVKJWtXVigUurwWTmjyuMXAwICV+UKPHR4e1uXLl7t6TgCQIoicQ0DfAEBEhIm1rNVqVlWKYFGTgIZaKSwAAAjpSURBVNLhQBSIT4QSbGDWEpS9VqtpeXnZeCBra2vK5XI6f/78TUlZjzzyiMbHx00pVKtVXb16VWNjY11A6ebmpi5cuKBisWguOJgJa4hXs7KyYid7odAQ3EgkcoNiBdTl89DY+TxpW5/2xYojsJS945XhdeKh8dlSqaRsNqvDhw8bbR2AEwCXk83xGFDEOxnbVgxBEMQk/TdJ/z4Mw4qkz0o6Juk+SfOS/oC33uTjN8wqDMM/C8PwgTAMH9jRjL+H4d14PAAsurdwnvmIsEgdC8H/PekJNBqiEGkrlIovn41GoxofHzfqMLXy8Bb80emJRMIEEsGXuglFKB1ced9dKJfLdVF2Y7GYRkdHtbS0ZGdPAI5R2UlHZI5Xl9rHrUWjUZVKJbt36hcAZcEmPIDrkXaEhTw/4CeYAnl9wEyp7WaPjY3pySefvKmivueee/S+97XhLYTp8OHDKpfLWlpa0tramorFojY3NzU9Pa3p6WlNTk4qm83as8TD8TgNXhr3gcKD9Yil57mwBrAOPWt2fX3dmuxArUa5MMAS2KOjo6NG9ioWi5qfn9fCwoI1u81ms5auJLxcWVlRrVbT1atXzRP1Xu5OxrYoUUEQDKitFP5rGIb/fWtBF93fPy/pq1v/vSbpkPv4QUnXv6vZvcnD56l5cB4LYGP44d/n/+ZxBkkWzxcKBVWrVcuBS52HzqbmeDViUlqgbWxs6OjRo5qbm1MkErFKxomJCeurwCnG/myB5eVluzeUFeky5klMv7y8rHQ6rSAIrHckFGiKjHK5nMXEtVrN4mEKufjs6uqq1TJ4j4meDQg/IKk/eAXhB3yjXmB8fFzVatWUDmv23HPP6fHHH9fp06dNUQZB+2TpX/7lX1aj0dC5c+dULBb1jW98w55TvV5XOp1WOp229cJT89RzPKf+/n4988wzZuUJ/zx3ACtNCplwCJCWIrRqtdrFj0BReKCWkIEW8TTUXVpa0vDwsCYnJzU1NdVVUi11SrN7vdX5+XkNDw/rrrvusqpKnxXb7thOViKQ9BeSXg7D8D+71/e7t31I0otbv39F0oeDIBgKguCopBOSntjRrL5Po5fE1FvZRxzI6LVQvI+fCF5fX5+VA2P1ICURv+Od+JoLUlPQfGnPNTw8bGk+ctaSLJXnezVIMipsqVSy74pEIqpUKl0sPN9jYWBgwLIClUrF6vlxO0HVseCJRMJqMWgEC10XzoFn74HI9/f3G5eAdWJ9fEUiVHL6I2BlWd8DBw7opZdesmfnn9P6+rpOnz6tZ555xpRqKpVSMpnU1NSUMpmMTp48qfX1deVyOZVKJZ05c+amQHSr1dLCwoKFhHghEMpisZilbKmhINUaiUQsRUjxFc+clm8owEgkYkQwvCxKrOnWNTk5aXsDwacAi7mAg+Ap5vN5ve1tbzMlx7XJkm13bMdj+DFJvyjphSAInt167bcl/VwQBPepHSZckfRrkhSG4dkgCL4k6SW1MxofD8NwZ+rq+zjwDLAULCAblPdI3bhDrychdXgRCD/xYSKRsM7MhBCezIOV8f38hoaGrHW4tzCATslk0khPHDaLkKIoEolE13FshCaSrA4BoQaQikaj5jk0Gg1VKhXF43GzRt5TSqfTKhaLdv80VgFDgNADixElhHWGDASo6ftX+uIlvp8TtbD058+fV6lUsjQez6/Vaun48eMaGhrS9PS0qtWqDhw4oCNHjuj69euqVqvGBxkaGtLKyore/e53d3lxUifELJVKpuB49tFoVIlEwuYPTiLJ2rxHIhGbM8qLa8BGBUT1HazAAbjXdDpt6wEWJXUK8DKZTJfQ06/Bg5jQosEpdnqobbBTUOL7MYIgyEmqScrf6rlsY2T0wzFP6YdnrnvzfPPHzeZ6JAzDbXGjbwvFIElBEDz1gwQiv9vxwzJP6YdnrnvzfPPH9zrXXUWJ3ht7Y29sb+wphr2xN/bGDeN2Ugx/dqsnsM3xwzJP6YdnrnvzfPPH9zTX2wZj2Bt7Y2/cPuN28hj2xt7YG7fJuOWKIQiCf7dVnv1KEASfutXz6R1BEFwJguCFoF1a/tTWa+kgCP4pCIKLWz9Tb3Sd78O8/jIIgqUgCF50r910XkF7/NHWGj8fBMH9t8Fcb7uy/eC1WwzcVuv6OvN889bUswF/0P8k9Uu6JOkOSYOSnpN06lbO6SZzvCIp0/Pa/yHpU1u/f0rS79+Cef1bSfdLevGN5iXpfZL+Qe06ltOSHr8N5vofJX3yJu89tbUPhiQd3dof/T+gee6XdP/W73FJF7bmc1ut6+vM801b01vtMfwbSa+EYfhqGIabkr6odtn27T4elvTXW7//taQP/qAnEIbh/yep2PPya83rYUl/E7bHdyQleyjt39fxGnN9rXHLyvbD124xcFut6+vM87XGjtf0ViuGbZVo3+IRSvp/giB4OgiCR7demwzDcF5qPyRJE7dsdt3jteZ1u67zd122//0eQXeLgdt2XYM3sRWCH7daMWyrRPsWjx8Lw/B+Se9Vu3vVv73VE/ouxu24zt9T2f73cwQ3thh4zbfe5LUf2FxvMs83bU1vtWK4bUu0GWEYXt/6uSTpy2q7YIu4jFs/l27dDLvGa83rtlvnMAwXwzBshmHYkvR5dVzbWzrX4CYtBnQbruvN5vlmrumtVgxPSjoRBMHRIAgG1e4V+ZVbPCcbQRBEgyCI87ukn1S7vPwrkh7Zetsjkv7HrZnhDeO15vUVSb+0haKflrSMa3yrRnAblu0Hwc1bDOg2W9fXmuebuqY/CBT1DRDW96mNql6S9Du3ej49c7tDbTT3OUlnmZ+kMUn/Iuni1s/0LZjb36rtLtbVtggfe615qe1K/snWGr8g6YHbYK7/19Zcnt/auPvd+39na67nJb33BzjPH1fbxX5e0rNb/953u63r68zzTVvTPebj3tgbe+OGcatDib2xN/bGbTj2FMPe2Bt744axpxj2xt7YGzeMPcWwN/bG3rhh7CmGvbE39sYNY08x7I29sTduGHuKYW/sjb1xw9hTDHtjb+yNG8b/DzOMCPubKSEuAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"im = imageio.imread(uri=imagepath+\"einstein.jpg\")\n",
"im = np.array(im)\n",
"\n",
"A = np.copy(im)\n",
"A = np.fliplr(A)\n",
"\n",
"plt.imshow(X=A,cmap=\"gray\")\n",
"plt.show()\n",
"\n",
"B = np.copy(im)\n",
"B = ndimage.shift(input=B, shift=(60, 30))\n",
"\n",
"plt.imshow(X=B,cmap=\"gray\")\n",
"plt.show()\n",
"\n",
"C1 = np.copy(im)\n",
"C1 = ndimage.zoom(input=C1, zoom=(0.5))\n",
"\n",
"plt.imshow(X=C1,cmap=\"gray\")\n",
"plt.show()\n",
"\n",
"C2 = np.copy(im)\n",
"C2 = ndimage.zoom(input=C2, zoom=(0.75, 1.5))\n",
"\n",
"plt.imshow(X=C2,cmap=\"gray\")\n",
"plt.show()\n",
"\n",
"D1 = np.copy(im)\n",
"D1 = ndimage.rotate(input=D1,angle=60,reshape=True)\n",
"\n",
"plt.imshow(X=D1,cmap=\"gray\")\n",
"plt.show()\n",
"\n",
"D2 = np.copy(im)\n",
"D2 = ndimage.rotate(input=D2,angle=60,reshape=False)\n",
"\n",
"plt.imshow(X=D2,cmap=\"gray\")\n",
"plt.show()\n",
"\n",
"m1 = [[1,0],[0,1]]\n",
"E1 = np.copy(im)\n",
"E1 = ndimage.affine_transform(input=E1,matrix=m1)\n",
"\n",
"plt.imshow(X=E1,cmap=\"gray\")\n",
"plt.show()\n",
"\n",
"m2 = [\n",
" [1.5, 0, -50 ],\n",
" [0, 1.15, -25]\n",
"]\n",
"E2 = np.copy(im)\n",
"E2 = ndimage.affine_transform(input=E2,matrix=m2)\n",
"\n",
"plt.imshow(X=E2,cmap=\"gray\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Simple pixel-wise image operations: addition\n",
"\n",
"Images are simple matrices. Thus, we can add two images of same size simply by adding their pixels. The same we can do with subtraction, multiplication and division. In all these cases, the operation is performed on each pixel individually. Note due to a concept called \"broadcasting\" in numpy, we do not need loops at all for such operations!\n",
"\n",
"1. read in \"einstein.jpg\" in variable A and lena_std.tif in variable B\n",
"2. convert lena_std.tif to grayscale with function color.rgb2gray(). After this the values of the image are mapped to the value range from 0 to 1. To bring it again into the same value range as the other image (0..255), multiply the grayscale image with 255. \n",
"3. downscale lena_std.tif by a factor of 0.5 with command ndimage.zoom(). This assures that both images have same size (check this by outputing their dimensions with .shape). If the images are not of same size you will get errors in the following experiments\n",
"4. add the two images together. Use np.add() for this and save the result in a variable \"C\". Note: this does not need any loops. The funciton just takes the two images as input and sums them up in a pixe-wise manner.\n",
"5. Show the result (set cmap='gray' again to get correct brightnesses)\n",
"6. Check the maximum and minimum value of the result (C) and its type (.dtype). What can we observe? Are the values still in range (0..255) as we would expect from a grayscale image?\n",
"7. Show the image with plt.imshow(C,cmap='gray',vmin=0,vmax=255). This sets limits for brightness (black = 0, white = 255). Now you can see that we oversaturated the image by adding the two images together\n",
"8. Add the images together by first dividing each image by a factor if two. You can do this by: im=im/2 (Note that again this does not need any loops and is automatically performed for all elements of \"im\" "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Einstein: (256, 256), Lena: (256, 256)\n"
]
},
{
"data": {
"image/png": 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