diff --git a/additional_demos/image_quality_function_explanations A MURPHY EDIT.ipynb b/additional_demos/image_quality_function_explanations A MURPHY EDIT.ipynb deleted file mode 100644 index 471f89d..0000000 --- a/additional_demos/image_quality_function_explanations A MURPHY EDIT.ipynb +++ /dev/null @@ -1,1363 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "671b3c9f", - "metadata": {}, - "source": [ - "# Image Quality Assessment with CleanX" - ] - }, - { - "cell_type": "markdown", - "id": "3af99431", - "metadata": {}, - "source": [ - "The following notes are for users with little image processing background on what the output some functions are about.\n", - "\n", - "Image quality has particular meaning for radiologists, radiographers and biomedical engineers. It assesses the quality of a radiographic image from both a technical and diagnostic perspective.\n", - "\n", - "Medical imaging predominantly uses ionising radiation to obtain images that will aid a patient's diagnosis. Whilst imperative to an accurate diagnosis, image quality must balance the risk of radiation dose. The practice of using as low as possible radiation to achieve diagnostic images is known as the As Low As Reasonably Achievable (ALARA) principle. There becomes a threshold in which the pursuit of higher image quality at the cost of higher radiation to the patient becomes more harmful than good.\n", - "\n", - "Nonetheless, low image quality due to technical factors such as too little radiation or incorrect protocol selection is problematic. \n", - "\n", - "As machine learning enters the realm of diagnostics, variations in image quality present new sets of problems." - ] - }, - { - "cell_type": "markdown", - "id": "e4faff3c", - "metadata": {}, - "source": [ - "This notebook's goal is to review the tools in CleanX to examine image quality \"blindly\". Here we use the word blindly in two senses. First, we want to be able to assess image quality blind to the characteristics of the machines that produce it (which will be set to a certain mAs and kV, and have fixed image reconstruction algorithm possibilities, and a lot of highly technical differences and settings some of which can sometimes be encoded in the DICOM metadata). We also want to be blind because we can get meaningful results when we are not comparing any image to an \"ideal\" image of, which is understood as a distortion or degradation. In electrical engineering lingo, this is \"blind image quality assessment.\"\n", - "\n", - "The CleanX blind_quality_matrix function was tested on images of the same phantoms shot at differing but realistic, radiation levels as measured by mAs, and differing but accurate image reconstruction algorithms. This notebook is about our specific code, not all of the technical \"domain\" stuff you may need to catch up on if you are from the machine learning world. For a brief non-technical, and illustrated with chest X-rays explanation about radiology image processing algorithms, look here: https://www.upstate.edu/radiology/education/rsna/processing/" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "cac4bfc4", - "metadata": {}, - "outputs": [], - "source": [ - "# # We need to get the develop branch version of CleanX 2022 (sorry, I\n", - "# # just take it off my computer)\n", - "\n", - "import sys\n", - "sys.path = ['D:/projects/cleanX'] + sys.path" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "13c0e6c5", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:root:Don't know how to find Tesseract library version\n" - ] - } - ], - "source": [ - "# Let's get going and import our libraries:\n", - "from cleanX import (\n", - " dataset_processing as csvp,\n", - " dicom_processing as dicomp,\n", - " image_work as iwork,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "39f4cc03", - "metadata": {}, - "outputs": [], - "source": [ - "# Other libraries\n", - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.cbook as cbook\n", - "import cv2\n", - "#import os" - ] - }, - { - "cell_type": "markdown", - "id": "f42c6bac", - "metadata": {}, - "source": [ - "To make this notebook more accessible to people who do not usually look at X-rays, we will first look at an image that is easier to understand for everyone- a human portrait.\n", - "\n", - "OK, a bit of nerd-culture history here: The Lena image (formerly nearly synonymous with image processing algorithms) left the matplotlib library. Politics, gender, progress...there is even a movie called \"Losing Lena\" about this issue. Suffice it to say Lena is out, and Grandma COBOL Grace Hopper is in.\n", - " \n", - "\n", - "Let's make some different version of Grandma:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "0fce24a8", - "metadata": {}, - "outputs": [], - "source": [ - "imageG = cbook.get_sample_data('grace_hopper.jpg')\n", - "imageG = plt.imread(imageG)\n", - "blurred_1 = cv2.blur(imageG, (5,5))\n", - "blurred_2 = cv2.blur(imageG, (9,9))\n", - "light_1 = cv2.add(imageG,np.array([150.0]))\n", - "dark_2 = cv2.add(imageG,np.array([-150.0]))\n", - "alpha, beta = 3, 0\n", - "contrasty = cv2.convertScaleAbs(imageG, alpha=alpha, beta=beta)\n", - "\n", - "cv2.imwrite('granny_cam/imageG.jpeg',imageG)\n", - "cv2.imwrite('granny_cam/blurred_1.jpeg',blurred_1)\n", - "cv2.imwrite('granny_cam/blurred_2.jpeg',blurred_2)\n", - "cv2.imwrite('granny_cam/light_1.jpeg',light_1)\n", - "cv2.imwrite('granny_cam/dark_2.jpeg',dark_2)\n", - "cv2.imwrite('granny_cam/contrasty.jpeg',contrasty)\n", - "\n", - "file_names = ['granny_cam/imageG.jpeg',\n", - " 'granny_cam/blurred_1.jpeg',\n", - " 'granny_cam/blurred_2.jpeg',\n", - " 'granny_cam/light_1.jpeg',\n", - " 'granny_cam/dark_2.jpeg',\n", - " 'granny_cam/contrasty.jpeg',\n", - " ]" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "04f151cb", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "iwork.show_images_in_df(file_names,9)" - ] - }, - { - "cell_type": "markdown", - "id": "c0e72f48", - "metadata": {}, - "source": [ - "Hopefully, within seconds, you can see that Grace got blurrier and blurrier as we increased the kernel size. Blur in medical images, e.g. motion blur, can happen for several reasons beyond the scope of this notebook...but we can all see some images are just blurrier than others. Or to say the same thing slightly differently; some images are crisper than others. How can we quantify that? We can use various equations we turn into functions.\n", - "\n", - "But crispness is not the only thing we need to worry about. If you look at the lightened image, you can see it gets harder to pick out specific details compared to the original. In photographic imaging, this is analogous to under-or over-exposed images, and in radiology, we have under-or over- penetrated.\n", - "With only two qualities (penetration and crispness), we can already see that different image quality features will not necessarily correlate. Thus we can think of image quality in terms of multiple features, interpreted by various equations, which we can investigate.\n", - "\n", - "If your eyes and mind are very sharp, you remix the code a little and contemplate whether there is some way of amping the contrast that improves image quality. The answer is that it's all contextual. Let's take a look at our pictures of Grace, and what the blind_quality_matrix function shows us:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "38c4878c", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:/projects/cleanX\\cleanX\\image_work\\image_functions.py:2187: RuntimeWarning: overflow encountered in ubyte_scalars\n", - " contrast_michaelson = (cmax-cmin)/(cmax+cmin)\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
name_image pixel_sum_over_area laplacian_variance fastforiertransform_crispness file_size_over_area contrast_std michaelson_contrast bit_depth
0granny_cam\\reworked.jpg132.0540837.637352-44.6333800.11264752.8076561.0000008
1granny_cam\\speckled2.jpg117.4718579697.62798624.4306870.85638462.8954301.0000008
2granny_cam\\blurred_1.jpeg77.77250335.170709-34.3899770.22719164.92817635.2857138
3granny_cam\\blurred_2.jpeg77.7641509.266523-37.6684830.18063862.56865527.2222218
4granny_cam\\contrasty.jpeg147.4921193275.7703471.3102950.42908594.2528261.0000008
5granny_cam\\dark_2.jpeg8.648249253.454800-33.0749240.17918318.9734531.0000008
6granny_cam\\flippy.jpeg112.7440006.581779-48.2549830.22008061.2996651.0000008
7granny_cam\\flippy_lined.jpeg108.4708987.305622-46.9813620.21469751.8652721.0000008
8granny_cam\\flippy_speckled.jpeg120.59284524305.48211129.6415060.91570765.2498381.0000008
9granny_cam\\imageG.jpeg77.7793591046.264769-10.6892260.36411867.9502531.0000008
10granny_cam\\light_1.jpeg206.838675472.722518-17.7711250.30197939.8666950.7762248
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "directory1 = 'granny_cam'\n", - "iwork.blind_quality_matrix(directory1)" - ] - }, - { - "cell_type": "markdown", - "id": "0344eb49", - "metadata": {}, - "source": [ - "## 1: pixel_sum_over_area\n", - "OK, we will go left to right. pixel_sum_over_area is reading in a sum of all the pixel numbers, then dividing by the area. Notice how dark_1 and dark_2 are high and low of the column? It only makes sense- dark pixels are close to zero, and light pixels are close to 255 (once we put everything on the 0-255 scale your screen works on). Therefore we can look at pixel_sum_over_area to give us some hints about over-or under-exposure or penetration. Will a chest X-ray with higher or lower pixel_sum_over_area always be differently penetrated? No. A patient with acute respiratory distress syndrome (ARDS) and dense, congested lungs will have a higher pixel_sum_over_area than one with emphysema (a condition whereby the lungs are considerably less dense). But when we group images of identical pathologies, this can indicate something when we compare the groups. " - ] - }, - { - "cell_type": "markdown", - "id": "f0070cbd", - "metadata": {}, - "source": [ - "## 2: laplacian_variance\n", - "\n", - "laplacian_variance results from a mathematical formula for Laplacian variance; it is exactly what it sounds like. Variance measures the spread inside a set of numbers. In image processing, Laplacian stuff crops up in several places. For a long explanation of the Laplacian operator, Wikipedia is not bad. To cut to the chase, the Laplacian of a digital image tells us about rapid pixel value change areas. Our columns note that the contrasty image had the highest variance, and the blurriest image had the least. Just what you would expect." - ] - }, - { - "cell_type": "markdown", - "id": "ee75327c", - "metadata": {}, - "source": [ - "## 3: fastfourier_transform crispiness\n", - "\n", - "Here I will use some code to show what this is all about. The python NumPy library has several built-in ways to deal with Fourier transforms. An interesting exercise is to perform them on different image types if you have time. A Fourier transform is a very general concept often used in Physics. Usually, medical people think of them as to how MRI data are made into an image. But we can use the transform on images, the data we get out tells us (among many things)about the sharpness of the original image. Let's do a quick code example:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "37e55f34", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "contrasty_ff = contrasty[:,:,0]\n", - "made_fourier = np.fft.fftshift(np.fft.fft2(contrasty_ff))\n", - "magnitude_spectrum = 20*np.log(np.abs(made_fourier))\n", - "plt.subplot(121),plt.imshow(contrasty_ff, cmap = 'gray')\n", - "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n", - "plt.subplot(122),plt.imshow(magnitude_spectrum, cmap = 'gray')\n", - "plt.title('Forier Transform Output Visalized'), plt.xticks([]), plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "a74b6aa2", - "metadata": {}, - "source": [ - "The contrasty version turned into a visualized Fourier transform. Let's see what happens when we put in our most blurred image." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "60aa8ab2", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "blurred_2_ff = blurred_2[:,:,0]\n", - "made_fourier = np.fft.fftshift(np.fft.fft2(blurred_2_ff))\n", - "magnitude_spectrum = 20*np.log(np.abs(made_fourier))\n", - "plt.subplot(121),plt.imshow(blurred_2_ff, cmap = 'gray')\n", - "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n", - "plt.subplot(122),plt.imshow(magnitude_spectrum, cmap = 'gray')\n", - "plt.title('Forier Transform Output Visalized'), plt.xticks([]), plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "404e21df", - "metadata": {}, - "source": [ - "We can see the image is not the same. Encoded in the Fourier transform is information about the original images- and we can exploit that to examine many things. Our functions use the fast Fourier transform to save computing time and should be a decent surrogate for crispness in similar images. Notice the correlation with the Laplacian? Moving on..." - ] - }, - { - "cell_type": "markdown", - "id": "d3c2bf02", - "metadata": {}, - "source": [ - "## 4 file_size_over_area\n", - "This variable is computed by taking the file size and dividing it by the area (height*width). In our case, the areas were all the same because we made versions of the same image.\n", - "\n", - "This parameter can be helpful in more similar images to tell us something about spatial resolution, but the correlation is not perfect. Nonetheless, even here, our blurred and dark images (images with less information) show a smaller number than other images. " - ] - }, - { - "cell_type": "markdown", - "id": "ecdc9702", - "metadata": {}, - "source": [ - "## 5 contrast_std \n", - "This is pretty straightforward and intuitive. One way to measure contrast is the standard deviation of the pixel numbers." - ] - }, - { - "cell_type": "markdown", - "id": "38ac56bb", - "metadata": {}, - "source": [ - "## 6 michelson_contrast\n", - "Another way to measure contrast is through a formula of the maximum value minus the minimum divided by those two values summed." - ] - }, - { - "cell_type": "markdown", - "id": "647484e2", - "metadata": {}, - "source": [ - "## 7 bit_depth\n", - "This is a column that will leave many sensible people scratching their heads. Our screens are 8-bit; our eyes can see fewer gradations than that, so why worry about whether our images are 8-bit or higher? \n", - "\n", - "The answer is that some types of imaging are now routinely acquired at 16-bit depth, and it is possible digital radiographs could go this way. Even if the trend never takes off, we don't want to compare 8-bit and 16-bit images in specific algorithms without knowing the difference is there. Remember, the computer \"sees\" numbers, so bit depth matters." - ] - }, - { - "cell_type": "markdown", - "id": "7e176fb2", - "metadata": {}, - "source": [ - "## So what?\n", - "\n", - "So you can compute a bunch of numbers that tell you something about image quality. Not every image will be the same, so why should you even pay attention? Here are three reasons: \n", - "\n", - "1. Images that differ dramatically in the numbers for quality assessment are often misfiled images, i.e. not chest X-rays. As demonstrated in another notebook, sometimes people mix in CTs or other image modalities by mistake when they put datasets together quickly. For example: When testing this on a set of images, ti was realized someone had accidentally put a few images of a graph made into the same file. When you observe those images were orders of magnitude different on some measures, you can open them up.\n", - "\n", - "2. Groups subject to social bias are often more likely to have lower-quality images. Eventually, these issues matter in terms of machine learning. Already we have peer-reviewed evidence that some algorithms perform better in men than women (see the documentation). \n", - "\n", - "3. Classic ML CV algorithms often require inputs of relatively small images, which can be created from larger ones. We may care about how the compression we perform (assuming we do some compression) affects image quality in some cases." - ] - }, - { - "cell_type": "markdown", - "id": "6eea5925", - "metadata": {}, - "source": [ - "# And what about noise?\n", - "Noise in radiology is unwanted changes in pixels values on an image due to changes in photons reaching the detector. As one can imagine, an X-ray with low penetration will have more noise due to fewer photons reaching the detector, referred to as 'quantum mottle'.\n", - "\n", - "\n", - "CleanX has several functions to measure noise, and you can produce a similar matrix with the blind_noise_matrix or segmented_blind_noise_matrix to the blind_quality_matrix function, but beware: noise is a highly complex subject. If we are realistic about noise in radiological imaging, we can think of moiré and aliasing patterns, speckle noise, impulse noise and many other types of noise. These types of noise are often different or even opposite in mathematical properties, e.g. moire and aliasing will have low entropy on the grey level co-occurrence matrix, speckle noise will have high. The function segmented_blind_noise_matrix should be used with extreme caution in supine/portable Xrays and not used inverted images. This function segments for the background. Let's see it. " - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "ebd07c8b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "file_names_B = ['granny_cam/noisey/reworked_invert.jpg',\n", - " 'granny_cam/noisey/flippy.jpeg',\n", - " 'granny_cam/noisey/flippy_lined.jpeg',\n", - " 'granny_cam/noisey/flippy_speckled.jpeg',\n", - " 'granny_cam/noisey/speckled2.jpg',\n", - " 'granny_cam/noisey/reworked.jpg',\n", - " ]\n", - "iwork.show_images_in_df(file_names_B,9)" - ] - }, - { - "cell_type": "markdown", - "id": "a688d2bd", - "metadata": {}, - "source": [ - "### Let's see the segmentation going on inside the bling_segmented noise\n", - "As it would happen for each image" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "02e44725", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "image = 'granny_cam/speckled2.jpg'\n", - "image_read = cv2.imread(image)\n", - "thresh = 20\n", - "blur_image = cv2.medianBlur(image_read, 7)\n", - "output_image = image_read.copy()\n", - "mask = blur_image < thresh\n", - "output_image[~mask] = 0\n", - "plt.subplot(121),plt.imshow(image_read, cmap = 'gray')\n", - "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n", - "plt.subplot(122),plt.imshow(output_image, cmap = 'gray')\n", - "plt.title('Output Visalized'), plt.xticks([]), plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "bdfede02", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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0Gqnb7arZbKrf71eWyJyX7wBwnU5H9Xo9MhhmY0lRHpAUBwj9xnX7DfUHcbVaaT6fRwlhOp1GkEz7E/CHIa3XaxVFoaIooizB5IAEgZ68XC5jG9NlFjqnDybXuPh/Op1GQF8sFvHh5+9er1dZofDA+PXcpdMI6YkHLoSgwWDwwuMa4GNcA56HxvVms3lC1wVYmURXq9UT49pJx4uMa7TRN1kLdtmP+zebzSqrBenJcc1kJT19XEs7bZdxzXiV9uO63+/H7zOuV6tVPM/zxvXREgTLbWZySSqKIi4nYXgMWh5y1z95qH2ZhrOOQcqAc489g7xWq0UnBQOUgc7AZjkGI3S2SLv9IZhMJhqPx7q+vo4PiXcgwAizlRQfkul0qvl8Hhkqy5nFYqHVaqXpdBo15qIoNJ/PNZvNVBRFlD8ePXoUv4/EMZ/P4+eZXX2Q0If0OZLEcrmMGjHLJ8AbNsUEAfgy4y8Wi9inXCPMoNPpVAYmLAy24ZrXYrGIfe2RGJzPJ9e7lB4kxSUkfcn1+7hmHKTjWlLlPdfpuf50XEuqjGvGVAih4vPgffeBsMz2cU0bDo3rWq2mT33qU28sG/ZJKR3XTIiHxjXRQMeMa54lH9eQMh/Xvpp9nh0NwDysPugAUNciWc7xANMxznjc+dBoNNTtdqO+LO31NwYSQrk7tdDsYAKwDpwmDHg6kRnTl4R4tKfTqR4/fhzbThtg2S4tcP3OQBkETFIsSzCfKXkw6RP3vvtvrrHRaGgwGKjdbleO69ovjHwymcQICQaOL502m0302HJsJlTkHO619z8gLyn2O33KtdPntM+X9OifTI70oWtmd2G07UXHNeyKh5jrPDSuIQuskqTjx7VLbIxrwBYAeNa4rtfrGgwGT73+19l8Bfki45p+P3Zce9QT530V4/ooCYITQcW90dJ+2e8DEedSp9OJneQ6aa/Xi2E0tVot6sWAB55jQnRcPHcPJwxZ2g1wZBLCgRjkPBh4rV3v22w2Gg6HlZuJxsTNYHZ0BxySBdeC1sSxe71e5VyALwOHAePMyfVn2iOpotdyre6AGI/Hms/n2mw2EXRhn9wzBqM7I5bLpXq9XsUB5x592sWApP+8bbAMmIZfC8dj8pnP5+r3+/G+F0VxZ0yYe+KkQaqOa2fyLzKu+/1+lHcYm+6jODSuuf5D4xpgft64Ro44tIp5E42oA8Y1K6uXGddIRj6ueWZf9bg+OgzNl6S+3MKz6wOUmYP3x+NxZAGps8n1W3dQuZe/0+nEge9LL9oF0DED4ZlmlmTw8hAwyGGQ7XZb9+/f13A4jF7xwWAQzyvtxXbawPVxwzxygIc5ZTrOTBgMflx/6HiQeABdX2JANBqNqHcDvICutJOI3PEH+OK99zAa7q1rlw4MztRd1mEy8vecAXAM2s8k5dr3YvG08rIfrdGvkl5oXKfvHxrXXMurGNfdbjcuqRnXfDYd174iA/BxHL9pBkFyn8mrGNfSHpwJOeW9VCPmGHzv2HF99LrPvcEsNwEVp+C+RG+1WpXYOx9k7jnk4XQdmYv3JQOMD1bK6+hyMA93dPEdB00GfavVUr/f13A4jFIFIWkwSwY2P77kJzIBnZcHK5UsOBahbp40wY+fxxkTr83n8wgE9CGv09cseWFtPkP7ZLHdbtXr9WI/0c+0kb70vmNCcdCiHwjj8okBcJhMJpXxw9IecOJ67soOjWtpv8T9OMY1S2FieHmde4HXnfM8b1zjSKbv3zRjFQF7larj2u/Jbcf1YrF4Ylz7Ctv79jbj+ugoCNhO6ghi0LlGAgvyGQBaj2YFVfdoB84Dk2AZP5vN4kwD3acdngnEQ8IDxcOCh9I7k05brVYaDodarVbR871YLDSbzVSWpfr9fqUfuLHcEA9HYWYGPHnfnYsAM31If3W73YpMIO2ZE57uQzMx5nLGxcVFBHZYnB+Xe0E7fdnKQEqdN/QvzAAmjjMS48FgYDPo5/N59Fb7PbjrJfKhce2OLJd8+PxtxzUywdPGNfKCj2t3cL/IuKb/CZl8E202m8VrftXj2p/rFx3X3W63sjJ9kXF9NAMGOJhpACIGLxfOgGWmcGeSz/jMTD7gAChYHdoOmguzCwDGTMjyDKYZL7K2r+ngGS90nqQYz8vnpd0NZvlCZAMPpzvgnDETf+uxgLBqjg0YswyFwZI44UtJjueThQP4drvLimMm92gSWFGv19P9+/fV7/dj7Ko7jVIWwL3xJBGOh8wCE2Pl0+/3K8xss9moKApJiowMDzPX55PIXYPEs8Y148Ffh9m4w+xFxzWAe8y49tUY9qxx7U7aN9XW67UuLy/js/MqxzUrn2PGNc/8MeP6KABmsKFBsYximeQnA6AAEi7OZxbAj6Bz12K8s7gwD46mc+OFmNbox2G2khQzlwi6d60W55kL8u7EYvnCjMrDyM3ebDaVSAlfWrqnHI2aB4rrAJSRMPif60kfJNf3XPcD2Hk40SRDCDo7O4uAwsDjfiDFeCYX1+tskL730BwGKx54d0xyzbTDtXm+i37/LGfFR2nPGtfcD1/xIEn4uPaVwNPGNWPNx7U7ew+Na9eWGafSi4/rN1V+wMpyFy74cY1raoY8b1wTKfO8cX0UADMzczGekjebzWJGEHn06DIMTBoOa+Q1SXGgc3xnHRxD0kGGMp1OKzHB7o2WFJcG3DB3DhLZQPovXm0GuzNbwA5ZIj0X4Mc53BnCLMvrgCM3ntnbz0X7fLD5zUR/du2ZAUB+O+BLsZdDjIzBy/u87inRTILM9CzFXIfn2jebXRo3y3GiQ/wY3F9Aj368C3vWuJ5Op+r1eirL8iMZ185UfVw3m804rmG3rj9Lzx/X+CbedOP5cunnVY1rSZVxjeb/rHGN4417+6xxfRQAswRmsLkHn8HlgAEYAGgwBRxENB7WwODzTnQgc8cOM5xrbSRiDAaDyhLAZySYp7OSVqsVgQoNiJhQOpCZ0Rkx7znQSoqanGe+0RZpX0mLH5abrj+iP8PC+S5arrflkHMIKcKXt1yzTxywBNpAyB33BAbA9fF5D7+SVHHGEkqIw2O73aooighU9IWvIDyT6+O2541rGDJ223FN+OCLjGscyiRcHBrXfJZxzQTMOe+qutxdmI9rnvdXMa5dUz80rqfT6RPjWtrXbZnNZs9s99EMmKUPg8x1LgCDwcfy0jPRWG67rsnMRMf4EoK/8Sgz8F2XqdfrlaIX4/E4PjA8UL60887leCwXaSODn4eF6wUA0+UKYM1siRyR/nD+9LvuxHTPO9/xQQHbRKbg3OkS1x9srscHqTsnWKZxTiYg1+39PrEKwJxhjEajuLyTFCcFJkgYP8enbXdlzxvXrr+m49o13+eNaz77rHHtTmwAgWP5uJZUkbCkaqIP7TgFoy99XGMf1bjmNSd+Pq4hPc8b10drwAALNx3wYPAAVmnnsCwDLDAGJBftziMunotDUPekBtqBME54mkcfwFjQ2xqNRqxNwGep44Djw2dRWCjtZVnpgxzQdMbq33N92MHX+4j+c/A+FBbnehPH95uN7sXxyrKMTkbXB5nsNpuN5vN5xRHIOXmP1G+fEDg/EwLhOi7RMGDpYwappMjaOMZdasDPGteu6/l3AGfGtbf/0LiW9Nxx7YAuKdbw4Pk5NK6Jbmk0dtmkjOu7nNQ+TuO58nEtqTKuSU56kXHtESdPG9dMqE8b15788so0YKkaTE7DfWCifXk2EZWh+B6dRicxc2232zhw0phYPiPtw0soepI60lg6uvhO6FOzuSsTiUbqmivLR2fA7uF2psrg52b4ktKZKSzUHxYPwvcYU//NQ0Z8Mc47/nfW7dJF6rQBjHnoydDya2BZRh86aMBQ/YF3cKW/WC2gr3FuwAOnk/ehyzDc17syD006NK6J5vFok3Rcp6scH7c+rv09/447e583rgFXokpoD8kIFM4/BWMcPmtcMxal549rMI6V8Uc5ro8GYPcQwlYZKO48cmGcwe3aiUsE7rgaj8cVGcKdUQx8NB13QhBuhZgOIxkOhzHTCJnCJQ48yLAPGLB7sv2m0mbXelJJIdWfnWkyM/IeYO1M2hm7a30c2weNgy99yDW65ks4m2tlPtFwLgYmfUqsK0thPiftJ1nO60t3JjPa46Dj2YIMapeV7sLcK56Oa4+jdvngRcY1D6aPa59s+byPa98QgHEN2PN6Oq4dGBjXpyJBSKqw03Rcu9QlHTeunRTdZlxLz2bAR9eCoMizL8l8xgBQJEXHCrMIS61arVapzsXn+azHCrOM5m8eCtdE+R4d4VIHzhFAAh0oXRrysHCj6EhmUNrgzM8db7zmMgw3x7OX8M7yns/MzojSVFb6zQdW6kzgYabtbLHCpEKoEo4jtHnXLdE4OWe3243LN2fxDka0E0kiDcNz0Peceth/Kid93JaOa/rRV3s+rnGsHDOuPab30Lj2SYi+5hy0kTEuKcoMzrLZZYPv3VVq910YWwkNBoMnxjW4xLher9dHjWtJH9m4ProWBDfbGe52u41eW0RpXyax9HVm6qmYDFhfyntpSUCVjqCTCGSHxTqLo9MBJ0mV+q38vVwuY01Pr7HKzYJReGe6BJPKFt5XsBYeUPpHUuUhdAD2GfXQRMOxXWKAuXl0B31BLjyOMK6BbDukHnc6ch2H2LeDM7GznU5HRVHEvpBUWVV4H6ROp7IsKzWm78LSce2gxrhutVpRGrjtuGaC83A0/vbMKsY10RCbzSbWuGXMcg7uPeNzs9kVlLq8vHyjkzAO2Xg8jhUDD41rnmfHELDBwZlx3e12NZlM4uQpPXtcu9+gLMtIfp5lRzNgQIFl12azL1IOwLhWglOHpRQDyB9WOgHG5rNQCCFKB8RkYniJAfzZbKbBYBALvdfr9fh+GguIvsvDRIpseg6XLJw5+9LfJyOuxz3/PIiAMMZnUkcPN9KXkOiSJIHwPsDgmqUzKGZjnBPcM0/lRl8ECJkY4iC5GZjO1gF6NG1fuXD/aQ9tcx8Aca44Qe5S/6V9zxrXTgakfb+22+3o0KUfUskqHdfSrv8IeSqKIo6toigqGZi36ZeHDx++us55jQxy4StAcMOTuDAnHO5E9YnOme3zxjVM+JhxfbSblIfWlztcHLMC8YrtdjvWUPAAZvLXu91uTCEEVC4uLmJmiy/za7VaBGJAiIHOQKbsHABKe/ASw9pSiQDGHEKISxlkC64rdZS4Zunyg7QHS24yn/HqTdxEbqgD+Xa7L/jMigKHgTv7YMZ8h35lMPkMz9IaJxDfB8D5vjv2/PysNDgGbA4ZhOtionH91LVpl6pgfgDcXWqW1F942rheLBYaj8dRa2TMpE4X6hNwv103pKzhdruLD728vIyrPcbMXU5Eb4IxLp2YeEz/J21cHwXAABrozsyA/gRI+qadGB7ZNFMMRxr/NxoNDYfDOLukmUb+G7bhgOjFTziGgy6dS7gagOVLTM4JiMGYuVnu8fRzAYicx+UJF/Z5CN1RxsBgeckD7eFrtMVDt+i3VBpKw91ot+tYLHV9BveByGsstcm8cy0ToPEJyrVw+tPPW5a7bZFY3rlz6S7Mx7Vrd4zr2Wym6+vrSlbZixQPel4QfrZXawBjOq5Z8b3IuJb20s7HMa6PAmBYlDuSiDogKgGwTLUXGKXrUu7UYunH3lxezxNAqdfrMd/dPcVorYCmsz4sZRi9Xi/qoK6pwgwddD0kiJsJuLsTJk3+AGwZDL60r9VqFd0zjWxwzZnffqPpY2f5PhHAzr3gj/e/79Ts7IDr4N7QH56ZRV/AGtHdPa3YAYq2OxtIi4b7EvDjNh/XaNTEdl5dXen6+vpO2pXtONtudzt/j0ajSmz2J3lcH+2Ec8EfgGy1WhoOh1E24DUA7hCASXugAkhw6PAZZyMwZcAe9oqGKSkyWJxNpH56pgpxva5TuxSBlueRC3yeB5WZzvsEUAYkXT5h9kydePzNqsAZMaDoA8CdCqmHG/3RWRoDiLY+evQoXif9PxwONZ/PY8k9ZBL6knMy8AAmlnGsICaTSSyt6Jtbuu7LePBazVwvTP8uzMc192o6nery8vLOy2RmO87KstTV1VXEAYD1VY1rqepjkV5uXB+tASMzcIFe9QowIasMQHPHBKzPK0ABxO12W2dnZ5ERp/uaAX4s4b1+Al5M12LKcl90Bv2GtqRsh44EsElY8KgEPxft4YH1SYV+kvaFXmgXDzrLUxyJfJd+5H9f9kj73HSK6xxaBTirxabTaZyIYPW0HUD2ql5oXgxIrt/7TVLsA88odCmESY/J1B2CzjLcOXkXRh8XRRGLG2V7fY0kJna18Sik245rB1If1/y+zbg+GoBHo5EuLi6io82lCC7KY2k9mwxZAcbqbNqXxASlU7+WKAZ0WwcXlxvoTEJQpH3qJ8ADiALi9Xq94oWGAePJ5HvuKedzgGMaNeCRAdxEqRrnyw2W9rHBfj3IEUwcvO4A7+yYQURb6Au+A+A7G8dqtZoGg0HFAXF5eRkHn/efO+/oYxyXaON+Tcg09JWvRJjcPKPxLgzW9CZu23PqRnTT9fW1Li4uInl53rgmeiId1w6sjGuOc5txfRQAN5tNnZ+fxwtpNpsxyoFsISIS+DzRCQAz9TSRGwCktN4CgML2OoPBQJPJJGbbNRqNynIXEPfYX5bqDp7SPgZ3uVxGLTiNdki1V0++4Fx8jjanui39weSTShKSKssU2sBN5HUvuIJ+hbbEgHGnqDscPNqCJZnnqcMCYP+tVkvj8biSoOL6GOwZ7cxLXLpjLmXg7hyl7+kLXw3dhdF/2d48K8tSjx8/lrRbBV5cXEh6clwDvmi4vitJOq4dUD2m+zbj+igArtd329z0+/3oIYbiTyYTFUURPe3SPgRLqm4xBKB4HOrZ2VmcNbhQvIw89LVaTefn53r8+LGKoohxxS5HeIgbkQSAJ+3wiAGPbKDDkTJYVrhmy83g5rrH3B1lMH8POeM9aV+5ytNYed/BC2D29/muOwthw7zuIWesQFhece1ESaCrExvMkg29bD6fa7lcVurhIpvA0rk+jwThOpgQGANMEpLiiidbto/aZrOZ2u12pfwARBDQZFx72Fk6rvn7Rcb181Z1R4eh9fv9GDkwGAzi8rrb7cbwD+QCQIEHFJ0FsZrZYjabxdCNwWCgXq+n6XSqRqMRmZbroxcXF5H5TiaTmFYIm6MKPUDKuclsoSPZbdZD0dyBxjIF0Ey1YGlffc3ZtaQKsMEunUnzGZ81iUF1oHQwps+YRHiNPuL4gK23m1Rbz97zz9AHDCYvtB7CLj7W993z1z0GGgnIg9Vh9Ug3vB5CqNTzyJbtozTYMCtxfFkeDfWsce1yHyTmeeP6lYahwYABONguDfFYWYCYRtFgLsaX64BBURSaz+dqt9sajUY6OzurxNt5fK3rq+508roHADByRFEUOjs7q+zbRttpRyq2s0SBgbtu7cycG+NREFy7tA+DA7D9PRwE7iRjRvUVA210vdcnCcCOrCsmJFgyfcagSeOYvZ6G696AN305GAzieT1Wls+xQuLapD3T96iP7XarbrcbJ9ts2T4OW6/Xur6+jn6R0WgUZcUPP/xQb731ViRwl5eXcRXJittJmAcZ+Lju9XoxoexZdjQDlhRDoGBLviQG/GhUun2PRwP48jqN+WU7Fg85A9TX6/0usDz8sG1CSCQ9EZ0AYJEayv/OlPkevwFMT1t2IMSZ5iAIwPkE5de7Xq8rNX8JvXPnnrNT13/pP2kf6E8fuhThSyVA0idCl03Qv5iQ+AySA32IROHOSPqKBBykIdpPSCK7AOMU4UFA2nCnYbZsH4dBDh49elRZuQKmVC3EyFx0g8D1+/3ImsGpFxnXR9eC8JRZGCNeQ2m/wSEPLsxOqj7AzBbSvlZvujlh6j2HxSE3UKFqOBxqMBhoNptVak94dIWkWC8CwCEiAzDEIefCOudMY465fm6Ch14B6g7I3FRJlW3IvVaEJ5fQzw6k3AOWNpzf+59BgyMPJgwoD4fDqH35Z1iGeb+n8cfcU4+6gAFwT9O0T08/R2bx/iYKhQGeLdvHbS4hSLuiPk/7XGr4qrxAEs8iAQnPkiFupQHzAAJO3W43ggtsD5ZDah6AwwaHHmEAA/TzeLgZy11AgJJzBFYDHP1+X/1+PzoDnZE7mAMuxAN6Bp2L8ERv+PfoZJ8xuREemuWCPO8T4uZpyS5RUCuAG8h3kAQ85M3jiwF7gM1rInuoGpMbrJ02rlYrDQYDTafTitTh/ZdGVHiSBe2gn5A8fIXAddJPTEgs13wSyZbtdTV/pl8krPHoTLjBYBCX4ixTpX2tB2YTGBoeRmLqYL4ADX8Dsg5usGWAy5fgACPlAH1JPRqNtFqtKrGvGNqwSxAc14V1303DmR2TgEsKLsw7wDmAcg3pbJhGOPjnYfieRg3rdEcgkgAOPb7HREa/olnj+fUJyJM4POEF4EabBuQJ+eOew+L5Htfk8ZJIFkyILNnQ1957771jhmO2bK+9HV0LAuZJfCsPKw+atI//BSTIloPh8UASKeD1EhyYvVIXn2eHWCImcFQB8pwf8KG0H1okbHI0Gmk8HkcQor1cEz9pJhxA5+FpTDjORgFMDyvzeFPXd30CcLmCyASfVaV9eB9tQg/3cDreJ9IDuYV+RJqg3Zyfe+RpzX6/BoNBZLhUs/NJyIGf6I9erxeD0nEo9vv9GBPO9dx1Nly2bB+3HR0FAeNk6e8aZa/Xi4CZLmVhR74EdXYFo3VzLdaX3B6qhVPNC2dzHo6JI5DvAi5kuvk+XwAgArpv9yKpsgsB8gnA6uEpsGdnuOikKWOnbawiYLAOWO704loxGCzASpo4erenXOJU9I1NXUpAIsLoC+QI174BUqQgVjhptTf6sdFo6OLiIrYP4OY72bKdmh2tAQNSntfvZRfREqX90p8H3cs/Oui4PpiCMFEWntkFQwNw2K7bv0ubABWpWgoTkGApThtc4kCG8OtIwRA5QFIEc5cEUmkBQEZOYEIAxFxnZVLgHHwevdfjFp11I62gzaN5uyQC60yTRfisR0W4ru+s2Scdj4xwJy2avUtUnjTCRI7eni3bKdnRwZc4Vxwc6vV6jGBoNBqVfZl8qQ3wwWABIpbeHjLGg+pFNHiw0R+3220MIQEEPFTMowE4BrU/feKAyXvBHo92cHnBHUySKkt4j81NHYeAH8yQ2rPE7Hp8MN/hb8L+UlD21QegjI7rkorXU4YFc1x3FtJONGzfJ80nI5cyPNzM9WQPzeGeeH3cXq8XpYpOp1MpLJQt26nYrcpRetIBQCepwnyGw2F0JDm48TkAE8bEjzvjAGHCwwA/QAKm7Qw2badrtyGEmETijiPa7NvxwCZxJAJqzlDT2OY0G81jm5EuXJ7w+gNMHmTkAOxcWxpP6OcHjJFDOK8zXhIq/L205kSqLXsoHBMlEwfySJoBxESJg2273cYJbzAYVKQeJo2rq6uKVp4t26nYresB80DyP84xB4k0FtYD/T1Nz2PlHHxTgOfhJRGDKmawYcK7ADOO6460er2u0WgUl/zeHk9WcGeWtEs08DYBokQpOCBK+9ReNOXUkYac4AkZhGNxbBhqWZaRtXoM7qFwMA+FcwnEpQoHeEmVbEL6mON5KJkDrydn0N84RyXFCnZMDJQnBXTJ8HPHZA5Dy3ZqdrQEAcvDscMylIfZH1Y+R6QBkRI4djzMyh9gd2p5VpvroZPJJJ7LU26lffwsWnHlgm/Og14NmOMYSs8r7YHMC3K4bupRBLB6D0tLWTKxwPSZ1xBlWc5xuV6PkiBUjOsE4F1CcOefyzF8D3DHGUm0hDv9KJ7kmXrIDdwr5Aiu2bdiQddFr2fCSUEXiSQDcLZTs6MZsIcxSXtglPY7UgA8aSA/oAj4eBadR0LwQDsYOEBdX19XnFwcA2DgYZcUw5w8+oLvwhgJ3/L6BrBVroPrl/aAC6N09u5OPoAQ2YGdNug32g2zlfYZcJ7NRz/Q74AprJ+JgImOY3h4F+fgPO5E4/6Q0AIbJm7YY5v5vBfcT0PbiEZBomDC8TrNSDPcB494yZbtVOzoVGQYrLQHIk9EcEebhxjB0DwMqtlsajgcSlJMj3XnHct+mDKf88gDWCfMT6qWwSRDzgvQOJNzVrpcLjUej2PbPcWQOqGdTkej0Uj9fv8Jr7+3J9WfaQshfCGEeM2uucJwadehWGKfCHzFQHuJlOAYns2HZES9Bt96iYpxnpLsej/x3L4TCb9xcAL8jIXpdBqLMnENSD0ehihlCSLb6dnRDNg1QnREXgdw3ckCiwPsAAPYsnvlnQXB/DyhwWNnYZC0BUnAi6uzjPZwKm8TBhA64FAtCaYo7djpfD7XbDbTaDSK5ey8PxxsPZLCAZGJ7Pr6OraDtrNcJwIkTfF2ycF3CvHwNGQi5BV3bMKGccgBhl7NH4cZOnYIIe5UjRSCeeQKLJ9JhM85o/cEF/RxXylky3ZKdrQGzJIU7U5SBYRd++UBdKYEa0MrZMshX15L1ULfvO7Zcg5oLh34ktrr9LqDib9haSyPpb2jEXkChsp1w5Tn83ml8heFN3wycuci53RN252EXs7RJwL+ZyLhO8vlMu7WO5/PK3vfOQNtNBqaTCaq1WqVGqVktblD0WUJViBMGFyHa9J8hz6E3dNfxGYjkTD5MXZ4v9VqxbC0bNlOyW5VhNXDsaT9spsHF8cMWXHOItEGF4tF1AR9ee2AJVWLWxABgTlb9qUwDM/BgmP4a4C6M3mAFWDwmgxpYXWW/O4s89q5tPlQ3wFwgCiaMd/1+GmPbACAWdZfXV3FYx9qk/cXmi6ME9B3ZusSg9eccAejt4MJyZNl+A4g/+jRozhpcm6AmVhhjpkt2ynZrSQIaZ/dxv/O+nh4PUYUbzjLZOowwGhTjz1MzXVUT4hgqezJEzzcXoAm/TyvOfhzPhJEAC4kjn6/H5fUi8VC9+7di+cFeAgfK8tS/X7/iWU9gA4IbrdbjUajeAzXV4k4cI3XQ/eQGwjl4n54xhyvManA5pmgAFTaxg/sGc2YewhLds0dkEUnR1IAyCVFdkuWn0euMGG5RJUt2ynZ0Qz4actr13gd1CRVdN96fV+bwUGFpTzsSdrrog7C7rwhqsI1VteR3dPukQzX19dRO3UnEMzc2y7tGCkhVSzrr66uYuIGS38mCM+Eo3axR4c44waAJFUy1lxG8EQTjypAR/WUYNqBzuw67Ha7S9uGgTobpW8OyQUY4IvMwETh5S9dYx8Oh/HespJJNXn60zX5bNlOxV46Ew5AdOPBlPZharAwL0bukkKa8eUPszuRAC/e84fXwcijEFx/JRUZcMKB5QVnYLd8DzAjZI2UX6/RC2sGfD0BhL7zBA8HMMpDStVt4zmvgxsA7JEOHrrGdfvE5bo698Q1WCZGJhIiJegP2i1Vk0N89cOkwb1Ck95ut7EmBUy52+1GsPf+yyCc7dTsaAbseqGDnDtbeM+rchG1AHDwwPqDnDJVByteY4kuqQJUHp3Bd2GRtHuxWGg6nUYG6TLHZDKJu6bSLgceXkNuoM6xgzC6dlrdzScSAFba77yaxsByXI/+cAecyyUuhfhrHpfLfRoOh5U+JxIFwPWICyY8rsdjnbnfvEbER71ejzUdCEvzqAtAOIRQcVpm4M12qnYrCSINP0udYyyNeUjdcy/tQ6qcPTtIpedJtWWOwXf4vC9/mSTQaBeLhSaTScXxJqnSPj4LQ+z3+zEUrVarRdliu90ndVDTNoQQi9MDmLTbIwkAG/Rln1C4Bo9XTtm/M2LM03oBuFqtFicJ5I/ZbBZlFCYoZBvC+BzgPUwQkPbIDe4d7fPsQCIiCF9rt9tx/z6A3uUIj1jJlu1U7FYAjDlgAngsK5EHvAIWgOrsCFDyaIEUeNwL7/qzRySg9/pynMSO8Xgcl8SSKuzQy0G2Wi1dX19XwLjb7Wo4HMYEjVQaYZNJluvUD6ZPYP4eOuft8KgBXudaXWbw49GHxPmmmYCkEAPifI5ze+U62kXECveTpBPq/XrbvVYEDjSP0oDBcywm5OFwqFarpel0WpmQkIIyAGc7NbtVKrL0ZBSEM1nPhuI7ADFaXxo9AYDDEH35Ddjxty/7JVV0YBgeiRTE7PIdjyIAuJ2N9vv9WESmVqupKAqtVqu4ZJYUl9Ok5NJWojJSJsxE4xNGKrcQQcCP74jBeV1q8ZAvyjnyHnviOfN2x9toNIoJH8QQe5F3jkt42fn5eSVygn5HngCQfdIk5phaErSBuhOeJOKTULZsp2RHM2AePq/ZANi6rOC1c9NqV+nDljqLYuOsktihKl8poKFZkv46n88rbMuX3ZwXQMYRx7KYWFsA/+HDhxoOhxqNRlED9iJDMG7igGkf56Hd7nzzFGqfUNxZ59qws0UkHdoKaHvoHxmGJIoMBoM4OcxmM43H48pEh4SA1EA/FkWhs7OzmLjBPQZYvR6EjwWkBtrjEka73a7ETPvKIFu2U7FbJ2JIVRbs5RldlyUCgocWZuUZc16Uxp09AI60Z9Zp3Ko//OiOm81GRVHELDbf0BNQ4Pzomx4exjLZnWiSNJlMtFwuNRgMotPJJw7YIK+nAOrMF8ADkCRVJjFfCdA3zpj5jXwyn89jlTSvLkeYGNEbq9VK4/E4ygQuA+GIc6ebh8CtVivdv38/tot7wGfJFkRi4vxcb3qd0n7bqTSSJlu2U7BbxwF76JeDoTOdVqsVi22njNd1xTRm1Z1onC9lih7m5k4od/JIqrBmAI+JAQnCi/7Qfnb18BAuwK0oCjWbzVjcPdWkncnyv1dpS3Vf18ylvUbN9zmv97FPXjBiNr9sNHZF7JELcEBK0mg0itly7hB0uYQoEQf+9Xqt+Xyu999/X2+99VYsHO/3ksnFZSWuh8kHByfnY0xx37NlOyW7lQbs2qIX4eYzxLSiwXp9AV+Os3xFFiDGlPedHaYg7CySH+o5eJFzSRWwdnD3TUVJDgHocHR5uBagWKvtdmCu1Wq6uLiohMyl6cQOyF6P91ksN3U+Al4wW+QPNg6FpXpthWazqaurq4pOS+QGzDSNuOA3kSDNZrNSuY17dX19rdFoFKMsaL9LCB7Kx2SROh99ouJ+Z8t2Snb0ui8thEP4kMf3IgU8beNIf+AdbNIlvy/lpSr7xtnGspoQMS/g457+drsdmRfH9gI7gCdt5P96vR4dcP7eZrPRdDqNzjDf6dkdlfSL9w9g6ZKFa7nu2HJQ8kgT3mdPNbYAQuN9//33Y8IJbeJamWT4n3PT18gCRIr4xEOfT6fTqK8zgboU5f3M/75y8VA69OTMgLOdmt06EQOmi646m83iQ+ixrTzEDqI8zLA9zz7jM9J+F2Zec1BgGe2gy3cADSYDJgjfV46axB6u5UkS8/k8ZmxRGhJmTB+s12tdXl7GpAuPZgCkHdRh6s7sec/jkUmm8NAvX9p7TWaXgohmIBnCM95oV1pa0yM0UmnIE2uQeuhbdP0QdlvTewyxT0BEi3jRI5dmuNccL1u2U7JbOeHQP4mzdVboTpnUuQLApGFovO7g5M4olsO+FCfqwNkzACftHv7pdBodbc48fUntacdpDVtpv416u92Om4AifwDMAJODmbTXx32pjZThcbneV+it/jqThoMyYNVut2N/eIF3+sQlBV73msMU6KnVarGKGhISfekbi9JmXzXUarWYQcjk4JpyGgHh4W4ux2QJItup2dEaMNWtJpNJZTscf8BdvwXQACJ/QL3gDAwPgHDpwmOKAU2y6gAfd+Q5Y3TmSFsWi4UuLy8rbQIwNptNZPC+15wfl+tst9sRzFwSccaZLs9TKUKqgj1tpL8xL7KTZgvSbneq0c+AIts4UR+YaBRWFM56AeJ0EgxhX26Te0JZTM+m8wiQNBzNZRQfD2nZzmzZTsGOBuB+v6/xeKyiKCqZVO5wcgD2MCfAUFKFGXn8bwqWznyl/bZIfJflNmDiYWo4kXifIjqPHz+uhK6RlQdQwGh53Rk+SQ8wPsLRAEDYpEc3SIqTVXr9mK8Mms1mBDY+w4QEOEqKkQnIK9PptJKUwmTlOu50Oo0ADWh6SCCfdbkHZu7t8JUJx6WiHYXc/b7R14cqn/n9zpbtlOwoAK7VahF8HXA9ZCrVNtOQLA85Aqi8vKEv2R3M3VHFEp4sN/9uCKECyizpN5uN2u12rO3gAC4pygs+iWy3W/X7/V1HWaU1EjYAptlspvPz8zgxpJOQO/R8EuJ8nvzgfeMrCH8d/Za4ZAfUVMf1PoNl0jeehoysMJ1O4/Vx3WW53+HCoy/od2f/gDqRMe7I4976d+iXrP9mO0U7CoABG4CCZTbvOfDw4LsjybVLT7hwVujg6KyXH6qRAa4AFXUc8OxL+6W4Azypxc66iqKIWV2wVoAx1YaRCWazmQaDQbweCs14ESKuKdVtuX5f5jtocg7XRb2uAr99BeEFdzqdjq6vr+NnXabhvBQaQgpyXdZrG8PqSUdO6xRzLUgt9J+nfqMrz+fzitzgEgdjIVu2U7Kjd0VOw4mcLaYRD/6AwQRd15X2SQB+fGdEDsYABiwSkPOKZ3zHZQ+SFK6urp7QiJElcEJxLs/iQmpxhx8skJhbSfFznhkHKEnVOskO9P5DP7oejLRCUgvvS4psn/aklem4P+jYMGWXZmCkMFy0fg+Lm06ncZVBXWTuJcfifCkT528PnQOk04kmW7ZTsqM9Hx7X6UtmZ7Lp+1I1MQGG6CAKSLnTDWZFVTVPOEBTZE81HmRAlBArtFcHdmed1CwGTGezWSUxgGO4Q01SZJ30yWaziZXDPKNMUqxjcYgFcw6XZHziYLKg2A5slknHJ5EQQmTi9CN97HWA3WnnjlTAmWtkYpL2hdi5N6w+PKvNQ9wAWZee2A/QQ9G45+n4yZbtFOxWAOxaLU4xqcp+nPnyd/rwAnQedgWI8gBLikkPMEsKxFDoneUwx6E9HJ8NOlutli4uLmIqMeBFRAXgCHC6LOGsFKbrLH6xWKjf71eK0dAWD61Lw8zSvuL83rcuIbimC5PtdDrROedhd3yGe+NRJB5Kxzk9ZZhUY79/fM41//l8rtFoFCuceRggqwOvxUE7vE9SeSpbtlOxozLhAA1nra7lusffWY6zRtdSPUSJBxFg85qzPPQhBBVFEXe1AEzI+AJMWZIDHr4ZKEwX8PDteCRV2CDZXovFIjrdYL3z+TyW2PRJyPVRXwU4u+McqazBcRyQPJHD+77f78fPMTF5lERaKKcsyxgBwftkCPJZiqZ3u92KlEG8Nf3njk1WIVdXV5UMPU96cUebA226IskMONup2dGpyICVR0GkjjS0Rn+dv2HOMF+pqi0TrcBrAExZ7rYNIuWY8Cuy4QAevus1JpbLpSaTSUVjhq2TjADQIWHg9ceIfvD0Ys/28+I0vsVQqtkykfgE5XHO3kfuGKOfXVaQ9s5PTzYhPhmQHI/Hur6+jgCMRJECP/2fyga87mnLPvlw/slkEqvIub5MyJ7r3h6ORjuyZTs1O1qC4IF3cGVZ7k6xQ2zGQdtDrDxkiwfVNWIvuAMQ+DGJx3VW7KDnkgltI9uLVORHjx7Fc89ms0o88Xa7jbsgA/AU6KHYDZ91j74DDO3xlF2fwAAgl1AAXmQEJhuAv9VqxV2O6Xd3atZqNT1+/Dgu9Qn9gsU780wlAI9qQXMH4ImT9nrPvsoYj8c6OzuLIMykwWe5fgfkbNlO0W5VjjJdFkt7IJT2y2SpGgnhTNcByaMGeEg5HhW9WO56QgDfYbnrcbi0CdD1tiJVsJRGA95u9zUOPG4Vllyv12MJSlgf9XN94vAQM3daeiRIqv36hOF6ObIM7cAhSftJCadPOM58Pq9o56kWDFPmOr08pYe4FUVR2eGDamzozrzO9wDd6XSq8/Pz2Mc+mXkadpYfsp2yHQ3AacUwB1ssZY++pHVHEuDj+q8Du28hn8oeLk/U6/XIWpkgPLurKIq49HYQhwWnERK1Wi1GUaSRAoR9uYzS7/cjaAH+HiPtLJNz0z/opvxGDnAwhml3Op1Yh0OSHj16pFqtpq985SuaTCaVpT/XSqJJugrgPN4OaV/tji2FnO1z77gXh5yU6/U6SjXz+Vz9fr8y2bRarcqExzV6NmS2bKdiRwOwL2d9qessiM858Lj59zxhQdqHQqEz8rAjT8D8+EGWcA0RVssEwW7IHinA+wAf0QOcDw8+y22+IykyfUB3PB5rPB5rMBhUKqOlqwSPKGAicemB15BTeJ0IDpcFNpuNBoOB1uu1er2eHjx4EPuGc8FuyUzzhJJOp1OJrvDwuV6vV9molHY4m18ul5EZOxvmvF5AyOOGUwnk0AolW7ZnGZE1b4Id7YTzB+XQstHz/58mVfhr7pyBXQEG/NDhrhtjeO956FNnkPTktjosz9m8slarVeJcQwgVqQFA9nZS/rEsy8jSx+NxZXIB7DFnizi4UqbMd/18Hrfsk129Xle/39dbb70V92tDP57NZpH9drvdeM04GCVVIkUY0KQjP3r0SI8ePdLV1VU8Du3B0ciEhQ7OpEUyijvsPBWbCAxAPcsP2Y6xN2m1dCsAdsCA1UjVXS5YjgI6mEdBuEc8XdZ7rCoZcNIe1AmhIjpiNptpOp1GUPX6BLBXDw0jMgLwlPYZZ+iUfh3r9VrdbjcCIwDPtflecz5xeKgZ4Jmm9Pp5OZ7/7X3uzJqoDzbcBPhcMkj33wM4kTVSLZq+IEyvKAqNx2M9fPhQ4/E4MmTupWvvznad2fpqxidnzuMJLtmyPc9Go9FdN+GV2dEA7BlVDixpOJNrtmkoGpY65VgypzqoszSW0zDZ6XQawdUjMQAnwDyNQ0W/LIqiImEQFSGpkqILO2bnY5IxWFLj5AJMAUIA1zPMYIMeBeFs2UPRUiBOI0fq9bqGw6G63a7Ozs4qwOe6spfFRCNPt4WnTUxKOP24ptlspgcPHujy8jIe3/uKPiYsD5nDJ1GPFEHGyiw42zF2SNZ8Xe3ocpSpx9odbP7DMsGXzNK+LCOsTFIEbWd5zkD5G/AoiqKy8wOMGNBYLBY6Pz+PZR09qYAIAS+9SN2DEEJkuZyLa+h2u1oul9Hh5hEfsELfZt2dlD4ROfPnfV6jDR5r7OyU47oMw3HOz8/j5EFWmod+eTgbejDaMszXs+yYBOkznHKUwFytVpF5e59xDBx8vjsJ1dK470hNvjrIlu159vjx47tuwiuzo4vxABCptusxtu7USWcqlyNgSsgEABQMDCmAh3O9Xuvq6io633jQaZdneQEUbDEPIMB+qemL3gqoef0DDwUDhFhmA7zb7a5kZafTiXqutzc9Dp+h7xyMAGRec7AiTMwZsMcev/XWW1oul3rnnXf08OHDmPwA0+X+sAM0k5zLLz6pUJZyPp+r0+lEoOT8nqlIW0n5dmelXy+Az3XSftr3prCabNle1I5mwIckBB4ygNTfT/Vhf91DvyTFJT5aLU6eWm1Xh5hlrEdFuF7rS+xer6cPPvhA0s4JxXJYqqZKEyvrIWe1Wk1FUejs7CyCVqfTiRERfIYsL7RXT+919uphcVy/L8W9v1gdeA1dJjZfIaBzwzhJEkEe8TYyUfR6vfhZSXGzUSYy79N0ciXuGXZdlmUlM7AoCi0WC11cXFRC+TxiBpnHpYoMvNlO2Y5mwA6crtE6uLrXnofZHWyp95skA45JecNms6npdKrxeByX1759DqABEHU6HfV6vbgMZ7PI6+vr+KBTOMf3Zluv1xoMBlFaAKSKoth1UqOhs7OzWIgeIEHL7fV6UQeGecJkPfLBnXBcO6/znXRS4jOAKO3mMzB7rt8nCKqlcV+Wy2XcfZjIBak6IVEdjnPQVtei/T7AbJkIHjx4oPPz89gW2uASk6+OOG9ORc52ivZSDFjaRzXAJl3X84cMfdCTJ6R9ogGf9+I80+k07voAw5b2m0XCFDeb3TY4ZF6hAw8GAz148KCimQIyfM7bAXtsNBp6+PBhhYX6tXEMmC3Lb77rumfs6JsJxh1XGMtyB3aP/fXJjfeREJxdE52QhqrRt2l/05+sIHq9XozDdmkG6QXAJfSP/gBoWQlNJhNtt9uow3NePusauLcxW7ZTs1sxYKmaVMDDnWq+7rDjAeM7ZEy5NCHt686mO/x6eBff4fuNRkPdblfNZlOz2UxXV1cRhFzXRK+dzWaxvjCOIdrgUgagyHsAlqSoiw4GgwjQTB7+HcDGZQTvo9T5yG+uGcDDwch3eN2X8a6LO7tEWoC5ArIkZvgKhL7gfNQybjabcUWBkZ4NC4f18/p4PNbFxUW8HiQMzu3jIturt/TZyvbJs1sBsHvLpeqNds3RASXVM31Zync9MoDEAWdJ7s3HeYMEAUuDDVMruNfr6fLyMtaTQO8lTIzXm82mHj58GAGi0+nExIpGoxG3O+I6iKTgeF6Qx9mvR0J4OFk6MaWRJQ6eqX6cslten81mMUKESdGrw5F4QfIEx4BJdzqdGKVCdTeOzef4v9VqxTRjj2nG8Uk24mQy0XA4fGJlRD95QZ9sr86azaY+97nP6d13373rprwyG41GcRyxhyO+idSY9D/pdqu9wAEQX1J7Gq+zRweINB7YH0rPWsPZ5XUTPNQM3ZZjEhXBbhAsp8uy1KNHj2JtX08MwGnFa+jOzl5DCBoMBjEaoCxLFUURAXc4HMZ6Cx6O50ArVVcLsEn6yqUJZysOtCkTB+wAZ+QENkxdLBZxMloulxoOh/F7TDghBF1dXcU4Z6JRAFdkDsCUlQdZbTj0uKfIJT7wuVeXl5f69Kc/fVC+4nM+PrK9vG232zcqXEvagS1hoMPhUF/72tcOZsUNBoNYje+rX/3qHbT0xe1oAHbnmic+HLKUtQHSmDum0DT5jD+UaahavV6vhGU1m02Nx2N1Oh2NRqOYXOGJGrBtAJuEim63G89dr9ejBEJsq+8MAQh5nYntdqvr62tNJpOoAbtU49o3fYH+7NKDv586vABwB3I/PqsDtlPq9/u6urqKkgW7ddC37PQMsHqqt4eMefidtE/75n3GAA7STqcTJwpnuSTOdDqdSmSGx4Nn8H21ttns9hB8k6woCg0Gg/js8Gw9zV6HehG3YsBSNT2Wh4q/Dy2X0+U3zhlpD0Dsewbo8p4nZXhaLcwPPfHdd9+NuvBsNtN4PK7UQPCwLVgz4NBoNGJsMG3hWD5xUCWN/eNY+i+Xy7j89iLmHjLHtdNHRDGkccFpLDX9yP/EAHMNm80mbtEEK/UoCNKOh8NhRWqgX4n15ZoBenea4lxEonHJwe9dq9WKSRteApNVC6sPd+hxTdmyPcvIfvUSBoekq8lkoslkcgctPN6OHvXuoJL2yQIey+vaizNAlydcA0aTRB8mKoDvOpuCRfHQAyTX19dar9d69OhRBF53VrmzyLVnL8no5RW9+hiAS+Uxd/D1+/2oJbvjzCUZPp/+cL1pkgPfc/kG85Rnjj2fzytsB2Bl0mFJ1m63Y9EeT0WGKbMPH9cB2+d6JGk6ncbtmJBoAGRnJF4TAvnI2QqTB+fOlu1FjAL/rLwOGcWmXgc7OgyN34AEsaUe18pnAAEHaP52NijtU5RhRDAs/3y329VkMtFisYiRDJIiiPq2QynDgp16/KtHCPA/AM3NHY/HMcNrOBxG4Gk2mxqNRhVG7NsAcTyfdHgN+cKvjUnKdWjvA0kVYIRRrlYrPXr0KE5Gg8Eg1gZmkhgMBhXnxXQ6rTgHiQ2Gubfb7YqDkxjjoihimBmMmWgW4p+5l9xXJlPufVEUlUnUmX2WIbI9z3iWcIofstcp8uPWURBSFUykqiffmZ/XI+D/NHSNY7gWib4p7WY+ltnL5bJShcsdODigvMg5oOKRE0RIuLzAbz7rejefJ4wtzVSjP3BeedywtF8ZAFJMTOny28HZWTDvuRbsGWiSKkWCCCHrdrtPhNJxXOKBCUPjfde4aTtV5pCGmMh4XVJlImYMSHtmDevmfrmu7p/Plu1pBjm6vr5+6mdep4iaoxmwZ7mlWi/vuf7nTNSBRVKFYTkYebgZD+l8Pq9smyPt420dVCiaA4hTu4Hz9fv9eExPnYZtegQA3+31ehoMBhE4mFAAES/mkxba8SW+pKg7p1IO/evsHQAntZjPILu44w0H2Wq10nA4jH3X7XYjwHoBHhyTXnWOe8rxvA3uCESececp96/f76vX68VrJmRQ2k9CTJAuYz1tOZktm9v19fUzHW+vm91qTzg3wALwPJRoIO2X964JezEWNEFfmjebTV1eXla2JcJc2oDhHtqVAR3TU6ABEmeb7XY77pxBAXLXqmHULJ8BMBgmxXg8sw7zqAZPQ/bVgLfJ2wVzdKbNd9Gqe71e1K+pTnZ9fR31Mu4N0gkATuabtE+q4NhMjr6LBveZFQDXRtw0rHw6narVasV0ZM/+80JGsGGXqrJle5a9SeAr3XJLopQdSdVSlc7k+CyveSaVLz1T2WE6nVY0XlgX0gNAzr5jvlOvpIrsAUh4vQXYsTv4hsNhpbYCAMf7xARLipMCziacUTBOSQeBxVcR9IevHDxCwpkw15RuwAn4l+W+zCasmGsG7JjwmDjW67VGo1Fk6px/uVzGKA+ug+gH2pfWrvCIC0qF4vDza/FQN47tVd+yZTsluxUDTrPXfFby6AIvnOPf53OpAwpwRm6AZZIwQUQETAtmCuNF05Wqm17yflEUFQaWTh7opsSsStK9e/cqWjDngTE3Gg29/fbb8bVUz40dbRNCKsdw7FTeSVm0yx58nvhbjg3QpvcoZdD0Le+7TEM7SEDxPepcYqEvkUh8tw3kEe5RugLgNzHE6NHZsp2S3QqAYW6eVgzYHAot4rU08QL90B1wZKQBRGiUeOI5J9EJzl5hfbDYEHa7O1C3wYvnUKhd2oObpMjyyrJUv9+PG19ut9u4ZO73+2q1WvrsZz+rEHaJDYCMe2ABGmf2/GD87ROZSyUwU59IfPlOv3JtOAvZtsVlAY844bPez4cckiRhePUzGDeTsTNs15vR2NHVpf1Gpn4el0iyZTslOzoK4pDe69u2S9VdMtw8ccMjBjykjf+JYHDWiAOJpbNHGgCiXkPYGSWxqJzbIx1C2FUSm81mlUpp5+fnlWpj7rwDkPr9foX5Mtn4tdIPxC+61JDq5S45SNVoCX/NS17CHgFnSbE2hhe0Z4IjUoJ76ZEjHprnTJxzIHkwcfJ6v9+Pei+TM/1GWBxRGg66XoY0W7ZTs5fakiiEfcqw65UOru6AcvmCBw4Q9EgG3gOIYXuAC5ET1PZ1DdKdfb4LBq/DsD08DHaLIwsW6RESJIrQDrLHnNU6I+R7nN+Zb7pqgN1637p+7im7GMcDRGHp0+k0RkhQt4LYaRxzg8Eg1oRYrVaxqHy9Xq9sN4+e69vI0xaccKPRqFKbQ9rruoAwgOzX55EymQFne5XG2HsdJvWjJYgUQKU94+Vvf5hSh5yDlAOsZ8vB1jiPZ76gN8LKFotFxctOGiygCiiTrQZbp52wZ0CExAUAi62NSIN0x1yaMOLaZnrtqQ7ufeETh6RKxIczbyYSZ/wpmDMZSYpRCBQoGgwGms1mWiwWGo/H8Xs4MNvtdqwTwT0AJNH0pb0nularxSJFaOZMCL41PX2FAzWNFnHGny3by9jZ2ZkuLi50dXX1WhQjeqkwNI8PTcOnpD1Yu5MLAIFVeZiTtNcscbzxGg89wCCpAqaUoFwsFrEYD8tvANNrNODccy+8xyvDrB3I+cx2uyvAQ8EeluHuSHTvPxOET14ujRBVQHsdnGG29AvLd/5OQ+q81i9Vy3CG1et1feUrX4n9NZlMNBqN4j1YrVZ6+PBhZNetVisyXCY87hV9BpNFTmDl4xIH10jMNv3ESsknk2zZXsaKoojhq69DmdOjAdiXyw680h50PPPKgQnQ8SU6wIJcQJICjNWddXzH2RO65mq1isDLuXEG4dH30DkyajgeJRkJtyKUylkgzI2UZDz9/X4/MjsAkj5wdu5sL5UnPGTOw9gAYEDWS2piDnSumXPs4XCodrut6XQaAQ8de7FYxImIfvCJg3rHPtExmUiqFHAHlN3p5qGK3j9e9MfHVLZsL2Pr9W7jXp6FT7rdqhaEsy7YIQ+cO8Dcnhb/C0D7VukYAOuAxPukJbPcpj0wMd/3zZfTPkHU6/UYKwvoS7tlTK/Xi3vC4Tw6FDngtR+cpXLN3mdpiBoTgYOPA7RLKf4ZfntYGpEOZVlqMBhoPB5L2meiUSuYa3bphiJDADm1HVxi8UI99DWxxCGE+Hl31Nbr9agvS4oTKt8BnH3lkC3byxjjkNXhJ91uVYrKPf4uPTh7wjxe1UOX0A9rtVplixqXLQAwpIayLDWdTiPTlfY7ZTAR8B1iUvGyE9MKAJOy7G2T9rIK4PHOO+9IUixETplLlzW8DyQdnIxc4qDdXgfBHZXOhgG8VAd2pkz8LxMhUR7NZjP27Xq9290ZFozWy2REUSFWDR45gRzE9UiKW0Z1Op3otONe4MxDF6ZdXl85la0yAGd7Ffa6pbTfSgNOgcElBz7Db0+W4DVnzjAmlzVgi4AQ1c8A2larFStzAbYsgT0agoceAEL39cmAc7lMggRxcXGh8/Pz2HZih2lbr9eL2+14m1MnozN+1z3dgZZGONA+Z5WArksWPmH456jOBoOmvVxLURQqiiJuoNlsNmMInqS4gnBQpW+RYnD4ERboURlpaUsmJY6Fzs81pY7KbNlOwW4FwGiDPDg42KRq3QNpn/HmuiigLKkCpM7gCDFjjzNmNkDYQ6FInXVve7fbrdR0ADS8nCNbz1PHYTqdVkKwHHycwQ6HQw0GgxiqxmedvR+KFvHQPNd+vXA5YOh1in0DSxxmacheGmONE9IlEmoDA8JeK4KEC9rpMdpMYIA5KwrugyQ9ePBAjcZumyYSZihRyf33fuK+pCuAbNlOyW61JZE7hXxJzcPP/7A3Z3QOyBzPX+fYV1dX8aEHRNBc8aSj9RA2BhhRMOfs7Cxqv76MZxkOmNIGdoygfm4IIdZXqNVqMWLAHYss9Q8lXniMsOu9ft0p+3VWjsPNtVJpL5PQBnfMEU3hO1C4Rg8w+3UwAdE/yDOcr9/vxwmXlQvFe+hP2sKEyoadrls7g0+19MyAs52i3coJ5/uxAWQpIPsD5w4o11tTPRNwnU6nlQytNBsOPRJmCKtj6S0pLnsJRSF5gtcAysFgELcTop4D7eO6AL9arRYLzMD0POTOa1946m4ansaklE48ro3yWY9ocNmCqAuXXAi5891FYNAeFXFxcREnNkmVyYn767U2WG34/xiMHPliu93V3Gg0GhqNRhVtnPPDhj0EMINvtlO0WzNgaQ+mHgvKe74U92Wyx7s6C+YzgIfXK4B5cVyPjw0hxAfewcvjd2kDDNeTKDgfLNA13G63W9GI0Yc9ksI1TZhdymzTuF/6wvvP+8z72oEcMHWpBpmFyYhr8C2V0L6RNmq13Z55JFGgeQPs6Me8R8QEE5FPAP46ERTcR+pwuGbsei/3xrXubNlOyY4GYE++ABRcI+WBSlkrnwOkndUBhLBdvtvpdCIbTuN7OQ6hazzEpAejNwKYZNFxHhg5yRkAAoCRlq+EycHaHPC5Dq4Tc/Yn7cPHPESGSck1XdeGkVDKsoyM2+UAl2g4B8wXeYC+9K3qWQ2gY7us4Bqtl79k0vRYYlYc9BGRDtJuQplMJnEfPe8Dl2o4fmbB2U7NblUP2FmbL5elKpt1JwsaZApasDiWwzz07vBx1uWZVTzwgOJgMKiEUgFORD4sFgtNp9PKLhydTkfL5TKCMgBMMgFxhZJiSBchXAB1p9OJrNEjIdIwK5+kvI8wrstXGD5RwJB9d2d30LGcdxaO5IKk49o5KcoUZ3e5xmUDX4n46sNlC9oo6YkdL2azmdrtdrwGvuMrhRyGlu0U7ehqaDi7PHTLgSKVJ6Tq7hUerkX2GiwWBgbjk/Z7xHkSBF54SRVwkBQ3zQTIWEID0r4U5zzD4VCr1Ur9fj+yZzTM7XYbkxRcQwZgAHfakAIgE4dPVN4Xrvt6JImDIN+l3YTkeVyxtE8YGQwG8Tho2mxi6oyX71NhDnYLuLdaLfX7/TgpzufzOAHT32TUcf38z8qiLMuKk40+crnF5ahs2U7JbsWApb2DysOoMGd5LFed8bE8hvmmOmun06nsPpyWf/RavtI+Q86XyTBTlyYASqQIX0YTk+oaKMcjUwypgGvzaASujc/4dfu1pfKDOyc92cGlC9ot7Vm3yzGwfGQWjsMKgu9Tx5eJiQQLpAl2FuF9B2gqxXkdYiYg5CWYLysI2kfImscve18A+lkDznZqdjQD9t/O2Hjd2adLEM6AYLSkEvM/P8TxjsfjGE4G+728vIzgQMYWDA7wo01kYlHXgVhiABHm5rWBe72eLi4uojwBkAE2aNRozEgSvl2PMzuPBPEIkVQD9UI8Kfi6/u3L//l8HktN0oesIpbLpSaTSWTuo9Eo6s3o4GnZPmf0AOJsNtP19XUEbI944f5zHP6HdXt9Cj6DQ4/+xrIGnO0U7WgATp0xLD15MFOg9eU2zjP0WaQBD6Pi8yx/OZ7XfeDh9mpHRFd4ltyjR4/UarV0eXlZqWnrji0SKpgo7t27F5MSfJlO+9BMYYAeHuYhZWmf8bcDr4OOyyvS3tnpMkRae8KX9LTfY6aRdojT7ff7MUaY/d6QCmgf95RQNK8TTP/DwAeDQYy0QN/13UdarVbsS+8b15ldssmW7dTs1uUoHUh8Semfc8eRAzeFY9LiLIAdTiYefJxFIYS404OkihceRxrg4vUlpL2uijzhoArz9esDKBwsAT6+x+swPk+4cDBNl9bET/MerBQpx7/HeVNW7Boz5TB93zYA8vLyMtbB8BKSmDs6YdLIIR67jHTjkw5lLiVF3Zl75zHY/OZeeRW61CmZLdsp2a0kCGdd7vn3h5PPYemSkzRYL+iDDgvYAlIU0QEY+JtatzzQXhKR2FccdrQFLRMnE8VhXMsFPPmca5z+Hq/7SsATS6Q9oLu04Fqyh+WlCQvOgFnKe/xzs9msbEQ6Go0iA6aUJjp3vV7X9fV13M/OpRokGsCTiYvSk7BZ3qNPt9tdeUqfXEPYbe/kfcu9AMh9YvSojMyCs52aHZ0JBzDAIp2JedEVqbrHmSc/sCxG9+Rz/r/Ht8IMATYAl4pcnAN27JtGUpfAAdbb6AXhAWePxkiZIBlzgCTb0XP9h5gcAJ+G4KWrCG+jywxILp65Bmh5mjW1FwBqj1bgnnlxdQw2y/FdFyZMj4m20+lUqpylY6Ldble2owfscYSmzkGA21Ots2U7FbtVOUoH3fShAbA8sYClq78nqfLwpQwUgIJZAtpETsxms/jQA5iUjMTRA+B42i46NKFSMG/aCBB6cXFAA2Bz4MGD72z/EKP20C9pv8uwv5ZOZi5/ALpeHIh2MfHA6kn1lVSZFOr1eqwZzGqC47H1vAM1kya6NxMbAOzxzSSnuNbOtaeV0TyOOXVGZst2SnarTTk9ZddBmPc9DCutYyDtt0V3LRKAgcHxcAK6qZbc6/U0n8/jAw0wAmywOY/dBWg4BrVsSaSA4SJ/OFCtVqtYBxjwJruM70r7wvMuQ8CWXbpAB/Z+cRnCIyj8WK6rpkWJ/LP9fj/ep16vp8vLy9jXrBqYOEgsoQAS18O1ePheWZZxl2PPCGRrJq7d+xDnnB/PE2RS/0G2bKdiR9UABJAANKkaowpbLcuystOEx7Dy8AOyHJcHmte2263G43EMNePzDrAwOxgw0gDnQoLw4uzj8bgCGOfn55HZwRa5Ji9J6YycbLnUgYgxEfC6R0a4x98jJ5yl+vI8TeEG/A9FVzg4I6cgISCBwKIfP36syWQSpaBWq1UJwXMtmx0yDk2gRJTQFy5NoQPTXiZmXx3RRxmAs52i3WpXZI9r9aX1ofArd9j59uWp/sn7/FBkxh1fvuxHekALTmNtWeZyHjLuSApot9saDodxv7SiKCr6KE5CaQeKk8lEkmKWHJEcXs0L8PQJyVmt95f3S6qTOzN2SQAgS6MLvFYFExxMnQmi0WjElGBC0FyP5zoAbiZDJiXeB9x9EiMEkExCrtmLAbl/wCWI1LGbLdsp2dEA7Fppyvx8ae2sDDblxWA8hne1Wmk6ncbYVYCa7DXOO51OK84sHmSXM3AWoVvirWd7Hpbs3W5X3W43hp+hgeL48xRczg+4AtRMJkRmpGFrDq4ONM74YNgu36QRFJzXoyxIPkEy4Ji8DmAvl0v1er0Y5kb/tVqtCMReYwNQ9cQV3w0ZRouE4yugsixVFIV6vV6MoMCZ6EzegdglmRyKlu3U7FblKAFf1/QcaNw55eFc/pABAGRHpRlxIYSYycW5qP9Qq9UqNW4BT+odAGA42wAsSTGb6+zsrOLNbzab6na7laU2LBdHF8kJaK8uMdBGlxA4dupscobsxYVgt3xPUoWFO8h7TC623W7jjs2sILrdrur1XeH58Xis9XqtwWAQozmcQXMMpAQAFCDv9/uR1fZ6vRhSxmdhypvNRpPJRN1uN4K0Tx4p4/eIjGzZTsluFYbm4OMg7OzMl5+wX691QKKFbxsEEKXhWDyoviTvdDpRemBrdY9FhWGz2WSn09H9+/dje5wV4nTyPdS4LvZRc9YLc+/3++r1elFnBoBYBaQZa/STOy4d/ByICeHi+mG3ADxtwBkJC0eaYXIB1NvtdpRskAPKsoxZgOx6wQql3+9HOcL1eULJUg3ay1Z6rWKuwycLl6p8xZAt26nZrTRgqQrG0v6hItqApT7vARheajKNbJD2gEE0Akt0L284n8/jsjhlu+z24AwLRs5SnfPC2nBO+et+fWVZxvAtL2rONQOA3kavz0sfeHieH9s/J+2ZMX/Td7TLJwiPNvBswclkUplQ2u22PvWpT+lLX/pSdKIiy3BdACWgLiluX4QzzkMDva+YIJBtmNB8bLjT8RDDz5bt1OxoBpw+RC4RsJz0ZWZZ7hIsKGNJXVo+47Gmzn4dUGBt8/lcg8EgyhYueXgaMD+u+fKgkxCAFOGfB1S5Jtd00X5hdO5cA8Q4Bn2V6r7eh675utPNdXTO7wwUsPTjpTo7ccH8wPa73a7eeustXV9fS1KM6aX4kQM3ExLbPXk0B8C62WxitqHfJyYaL8wOe/b4Z3fQpRX1smU7BbtVIoZbyjR5sGCEeOY9ZpXUWWkPIEgJ/kCi9RJKRTIF5/KkA1/yA2BED3hIF5qke/NdX5UU42JZVjujdsB09uoREB7B4ICcMsY0KYXvpAb4A8oe78ukkxbNgY16pMl2u9XFxYVqtZoeP34c45+d0XY6nUosNPcGA5gdhF2WOlQUHvbP/fEJxFdR2bKdmt06CkKqFq7hPam6LY472Fg++5JZ2qW7FkURwRkm5yFO0t4bj6QAKALsaJledY0lfL1ejw4pB08iALxWrk8KlHskocP1aJcS3LsvPZla7JqpA7GX0XQpxgHWVwJpvLInmfAak5Jnn7GzB9+p13e1IVzOcSbq/QOTpY2uU7v2zxjw7DjO6VmQ7oT02OAMxNlOzW4lQfhDJFXDpHifJTOOHTdift3pJO0e3l6vFz8PmAAA7G4h7UHfpQzaNJlMIktFt1yv1yqKQp1OJ262yTmk/c4bLiNQawJABtxdCvBkE2eKznBdW07D0HxC86U88oT3A8fls7Sb92DwMGFC7IgNxijIU6vVYvgf50Wa8axEAJUyn7QzTZfme86OkR28X6X99kUuuWTLdmp2dDU0D7tyDRhg8qWvRzg4A/bjAXrOQH2pyoPuERRezAXGhRVFEc8N+6WgureF+GCOOZvNKgkHaNfSntlTX9dLLxIelzqWnMk6+EpPZru5w9KZMH1zyFnpr3GdKdOU9hXNaLtLIm+//baur6/1+PHjKLegIXs4HIw6BVJC0OgnViT87UyZdkr7Yj/pBJwZcLZTs6NSkV1TlKpg4c4VHkokBZgZAOu7Eh9iRZ1OR71eLzIp1xYBSZIoAB1CoQ4VLYepwZKpRZwmQPBZ4lhhol51jXb0+/24Caj3CedInW0ukzgThgF6dIGneadAzQSVxlXzPWQWojVwfg0GgzjJ8flarabRaKT79+9Xigqlscfct9FoFMGdaAvSjcmCc2kojfzwAkEwbF+5ZMt2anardV/q7fd4VZiwh3j5ctqjGzxEy4vlpGm4AA2s1kPG5vN5BAipurT1vd08QUDabwHkjq1UZ2UScdCq13c1Jyjik0ZAePQH/QMouSzhzrxDjjpfbcA0CQdLSzd6SBig54yfiaNer6vf71dqQ9RqNQ2HQ7VaLb333nsxZBANudVqaTqd7gbLjeOSPndnJvKQT8jIKy6bALhMJEgh6eSeLdsp2K2ccA6Q/hogRLYYIASIwXwcMH05jlTAgwmzJZwKVsf3qIbGwwz7g/0SVYHWmW6XDhh4qcnlcqmzs7MYRuXZb4PBQN1uN+qcDnpp4aE0ygFg5LzejylIecgXYEp2muvEHmHg3/PJjuOgpfM9QNhB//Of/7w++OCDOPEB3MQFMwGxVZRHZHjkCVKFjxl3OHJOr7WcLdsp2tFOOEkVkCGsi4fYARZd0R1Aqb7pHn53+njkA3UhHFABeHeGuQYaQogyQyqPwNY5z3w+1/X1dYzW4NzUgyAels03yRLrdrsRcFx6OCQveASBM2X65GnyjvdZ6vgCWF1b9qSHtP/5LqsEAJHVQLfb1dtvv62HDx/q8ePHsT+lvbMvBfvNZqPhcBjP4eBLdINfA+PDy4566F62bKdkty7IDktKw5tgn0QVpGwM5ojTS9p77R1A/AH35S2JHICBtJcdpL1jCLCV9kDDQw9o8t54PNbjx48ja728vIzb0KODDofDqLG22+1KIZnUyZYCXioLSNVNKl0n5vsOyv5ZXwVIqujF/HaQp0/QhZkcYbYuD6HLjkYjjcdjbbe7SnO9Xi8Cut8z73MiVbgGrxrH/cD8nExQOREj2ynarVKRXddM2RdLSyIVpOpynB/AyUPUkCBgSCRwpFqyL/sd+GG/7uChHa5jEo2x3e624plOpzFmmfZ6e9A5fTsedt3wXX9dDuA114ed+buTKg1/YxJyxvg0ndSz4JisPByMvnQwh+Ej7wDqfK7RaOgzn/mM3nvvPUm7sD5qAqNDw249xdujQbguB2buF+f1ycIli2zZTsWOHvXurfedE7z6macdu0zhrDbVR3moed9rRfAZfocQYtUy32QTQABkyApbLBYx8sFD3abTqYqiqDjJkA5gb+yCQRYeQEXtBPrDtVmPHvBEEeQS78s0vMxfT0Hb+4rjci5YpNcn5n2AEakGBu+ZbkgHREr0+3298847KssyVldjd2pAlWM56PI3E5/XtOC3M25kjgzA2U7RjtaA3dvvW/EAkJ5q7KDmjjgPS4OtAdaEfPn/MFnSkWkHoA/TQw6RpNlsFlkYYID+u1wuVRSFiqKoAIiXeOQ4gAyFzB1g2UvOw7YccLgG10S9X+hTjwhxjRwnpK8uUrCm71PQp38dxDmmR27wWTL9cIBKu12WN5uNHjx4UNnok2gUDyNLIzv82piYaLenIrNaOZSCnS3bm263robmyQYAJOmtvO+edkkxasEdSTiKiDbg/XQZzoMOeyvLXfFvD5MqyzJmrnkFMf+NXulas6SoLVPq0lmhe/zd4ecOQULxAJq0ZgPncqBNoyD8s4Aj1+PH4jOcI41C4X0PoQOgvaCQtHeudTqdCIb8zOfzuEXRw4cPJe2TYxx4kSPSvnaQd61bUiz87np1dsJlOzU7GoCdBXtUBLqvF8Q55HQChDxZYjabxWWrM+U0OcAL9PDQw5br9Xrc4cGTNqjjAAB5KBznAfy5JtJxkR4AI0DWZQrAyPVszu2hZ95f7iBLoyYw17vTaAr6Fkbt8o9HVvC6nzct0uPXxPFdpvBVR1EU8TVirF1SSJ2HnBPjXh6KeEidlNmynYLdWoLw5bq0d0IBEJ6xlS7vXRMlxtaXsSx1PXrAtV3/rLSfAAAP138B3m63qxBCzOaCNbtOjdMNECbsjPMBIDBxj74AiP3/tM88nCyNfHDgdIDyyBBAOJ3YuG4mLfrJQ9QkVTRo183RdL3fYfuE5p2fn8etinySdTkjLbjjTNyv0UHbpZNs2U7NjmbAgKKHFrHk9xRZXpf2bA791yMZcLbxOU88gLE5oLiezPY70n6rc2fWOMw4NnuVFUURj88Ox+7EI8UYoJhOp3ESADRdP3VWTFscyBwknflyLH8N0OR8h0A3lS/8vsQbm1QYcxAHNImrlhQdeL6KkRTTjWHFm81G19fXT0QvuFbt4W6cg7rBLikxXryeRLZsp2S32pLI2Q0gwVIeBitVWZaHHfkuCxyT7/MdgJFQNACbMDA+D/CmTHI+n6vf70dg8hAyXut2u7p3717cSw5wx9uPvLHd7ooM9fv9GFEBYLkW7gDrGX4ekcD53Znm7DdNI/a07UM6sEduOOASteE7h/h56TeXNtyRyT3F7t27p/F4XNHsCQV0xyPAS9u4Bt9nzieQ1FGZLdsp2a004PQndawBojDZNC7Yox9SBxNMKZUaAAUHbkkxEkFSXF5zLkLJ0DNrtZqKooiFY6bTqT788MMKa4fFsSGnpMoOGFwLzjxkiJQRO5h6eJwzWgcrfw2A4nWAkr7jHIecXy5veDGjNOoCpg0j5T36kbb5ioJ+47OsDFKJhUmXv5mkiTn2rEXGiUfUZMt2KnYrAIYBE9YFOLrjiIcT9sOPszevlIauzLEA36IoJClGLrRarSfSn9kVGcB3kHJwRXq4vr5Wq9XS5eWlzs7O4jX5tvSNRiM6B1OQ8vhfZ7qxU622rQNxCvL87bIGfZjq7d4vfNfr+PJ5JjDXhekL16BdwvBoC0CSzwLyACilKpnQXN/luEyuruumYXKAs1TdjDRbtlOyW4WhOVuT9mUmAWGSHpzF+oNaq9VivK+0X2p7hMJ0OtV4PFa73db9+/fjg8926GlCgidkoCsCOiGEWEwGkFgsFnFvOJgegFuv12OaLtfE651OJ2rgLsekzJXrcvnAX0uB2RmqVE1j5nXan0Y8uLlEwYTnn3VZwQHRd7J2Buv3m2vZbHY1kWkLkyTf47xcg6cj8zoF4wn/YxuobNlOyW4FwIAPbNMf9MlkUtFQfYNHBx+vduZsCOBer9f6zGc+o7Ozs0rmFmmvrh9L+8I0qSOIdtTr9RjVACDTltVqpcvLy8jqPFLAQ72Gw6GGw6HOzs6ic8pDr1wacRlCqkZDuFyTAimA5TKCR2dIinUo3InlIO6Sjd83vsu1uQ7barUqad+c02UUSXES4m/ucVEUsQB/uqrhXB4949dLpbksQWQ7NbuVBAGIAZQwxdlsVimKjmbr7NC1TRw+lIpke5zRaFQB3larpW63WwEUMtiQODwml+w4Z+BMBLSXkpPL5VKz2Uy9Xq+SpEBmGFXPRqORRqNR3D2YScijALx9sGMPuWI576DmzjFn2s6+OYc7G1NnnzPUVIulv5lM0thg7hXvUw/Yz+GyB99jUkMaYhL21GKvLUybOBb3o9VqxWiWbNlOyY6OguAh9aXxdrvVZDLRdDrVfD6vpBqnXnG+ywOM7IAG+ZnPfEaj0ShGLQAcgACMCraK5giYo32iU/JZT38FoKgzTMQEWXwhhLj/G5NAt9uNuwj78R1IDwGgVK0clgKla6IweGfR9BXvuc7uzkx3ArqeTHiXs2omBm87k1bKkAHTdKt7D/Fj95L5fK7tdhu3t3cWzY/3gTv5fPLKlu1U7GgG7JtcSrsHdT6fR+brD71UrSjmD5k/+Nvtrt7u22+/HXebAOCkfagVoOU7CbtDyHVP12VhsoC8AyYlJjudjs7PzyMg+3fZ/qjf71fiWfntLFeqaquun6ZOKunJcpL0Kdfg8oIz4jReWNrvGp1KDx7R4Lp9HAQWK81xfLXAuT2MzOO3vf9ns1m8J4Aw2xbxGSYyzsE1ZydctlOzW4eh8fBQbQwA9kB+d/wAoIAqIDIajfTpT39a9+7di9lq7gBypxEPvIdfOUPEGYc5W0R3lva1KwA3jg2L7nQ6lbTmfr8fdV9ncW5pzK/rwYf+duD0CQ3GSFaZg7vLD2joLrk40KffOVTwxuWgVEP277mj0GtBeNU7+or7XavVdP/+fRVFEe9/CPs0b/724vCZBWc7NbtVKjJsZblcVrYFwjEEAKSMzdOKJWkwGOj8/Fyj0aiS9cVy+RBzlvYMMY04AJhhnx7B4CAoVdNit9ttJYqi3W6r1+tFpt3v9yP4ch7YLceh3e7t5/jO4D2ygHYDWO5EJJHC9WCYp/dBCvwub3j4moOs94v3SXrMVEZJNWq2Z3KA9XodTGYe7+vx1J4B5xNntmynYrfakkhSDOXi4fIlLuwLIHUWhZ7Y6/U0GAw0GAwqWqqkCpC67CDtExBc5wSwPErAGSCsNZUJPJrAJxbaSiias3YA1YGX60Ke4PvudKPdHnmQarvOrh2MvQ+9f10Dp7+5F8gRALm0nwwcpD3qgv7jNV+B+P3w/vB77tEOMGPvfxyhtH8ymcSJzBN1smU7FbuVBEHsJw639Xqt+XweH6KUCbNkrtV2W/sQTdDr9SLzdA3UGTXHcwabsjiP+fWMM2fffM+X2Q7mLkm4jOAORMDC2XXKPtPzYA6aDqh+nlTrdjnGAc11XHfM+Xe4Hqm6Wwlabvo92sa9I4LE9Wr/jlR1pvrx01oP/J8Wo3enXwbfbKdotyrGM5/PY+iYpMoS00Fls9nEYub9fl+tVkvD4VCDwSDWgwVEvHSiP8iwM1/SA+gOWu54SyMJPJQr1VT9dZcH/Bp8xwxpH3LG6/zv58W4nkN7nj0tmsH1WOphSHuHmgM/94Tf3kZA1OUhd+ClKxb+Ttm3ryB8g1PvQ5d6pH2sskfNeL+m/cCxsmU7JbvVppyXl5eR3XgdXUkVhkYsb6vVirsKk8DgbNJ1W9cTHaAAMkAlBexUmoCZS3twjRfd2O8E7MtybztAnNb89dA2GCLgxvfoB/53+eWQHuwSgAMekQbOgH2i8agPlwrcPMqA376C4LeDLMd3lu41hyVVJk/62PuPc6T31OUN7wcP1cuW7VTsaABer9eaTCaVB9tDv1arVYyfhe222+3Ieh3QpGpxco8fTsERkMMBJu2BFabF/74Th4eyOWC5lgubThmiVI24cCdc6tBzLTh1XDkoOVt2eQV2ybnpR+/3dGKifS7HpLKLM2zvY1iurwAc4Okbrpv3vD/SCcv/T7cd8t/u0PMVUJYhsp2aHe2Eu7q60mw2i/GdgJ0vXdF2Ly4uYpA+Rb9dV3T91Pc/k6ogDGgASKlmmWqpaXQC7ZL2oVK+RPawL9dVnc3SFj7v73Meb5u/njrt+Bxt5zVnjLB0ANYZok9aziLp30Ovpw40HIbu+GN35DQSAnNt92nREinz5zO877IHY+eQdJMt2ynY0Qy4KIoY60sUBMyGgPvz83N1u92o+6ZsSlLMJsNxx5LXgUXaPdDsVuGM0sELIAFE+Z4zMl5nskjB3GNyfat21zZpv8siT0s1dibpSRcOpg68fg4HT9dj/bxcU7r3XCoZuDzkfe+SkTvJnLmmDjrvW2Kp/XypJOHfd4cpEy4yBuU9MwPOdmp2FABvt1uNx+OYcJGyU5IVYL0uF7ieKlVrJ7jMkAIJWnMKdB7ZgDnAuHOMc/txUhbpQHWoyI6zSQdGX0r737SNc3KtqcaMOSP2SSYN80JGwVImzvlglQArfZt+75AWnMomaf+yEnBm68zef/wYPsmhCzNpev9ny3YqdhQAl+WuTCS7VOCIgvWyiwXZTlI1dtZZqT/k0v4h9UQEAMFlBRxvDqDOHGknr6epvg5C7sTjPQdS37DSzwNYpGDlDqdD5izWQT91rsEuaQeTzaFY6xQo+c29ob9hqQ64fJ6sOte+aRsJE95f3s7087TJJzn6ivZwHNehfWeRbNlOxY4CYDbQxDtflqU6nY76/b4Gg4F6vd4TmixL2vThS51QIYS4A6+kynEcuP0YaUSAMygH0tRh5o4iZ6YpI3fHnS+/parWyv8O1A5CqYbrbUrZOEzYY5slHZRgOBeMND02EwL9Td8BfH5dLtG4FJT+7RMo5/cVDH2aTnjuGISN+z1NVwTZsp2CHQXAPLzxyzf1eYfDYawaljrBPJ700NLff7szBuDyyAI/hgMOAJ9GL6SRAFLV0eXnRp/E0vCslMWnTjSfGDzjjXOkTNsnDs7FedJ2Opi5lgpr9DRuj1ooy7Kyc7ODoa8oXG9OJxG+59sUcb1+jbQ9nQid2fL9lJnT/9mynZodrQGT44++S0ox/zvgpqwV1uWpxqlWK6nCipyVpg+3s1QHhRQsU62S87qWKlXr3jroe3yxVwST9styZ+F8luOkWrFPHukk4TILLJi2+bU42KVyhq84uE4/rl8v5s4+L+5zaBLy/ufctD9dLaRhck9zAGYHXLZTtKMAuNVq6Z133ol1X4nvdVBCv5SqsaUONDyQqRMKc2acRgykoCvta074UtsB29men88ZL2DCeV27TkPmvI1PY5hpgopfo09M/iM9uRURQMh5mPxcp/YJy8/lESZMcIvFolJ+0sEPpgvbdR2Y9x2UPfoCc1AHkLmeQ5q3Z9tlFpzt1CwcwzxCCB9K+tJH15xsJ25fKMvyUx/3SfO4zvYR21PH9VEAnC1btmzZXp1lt3O2bNmy3ZFlAM6WLVu2O7IMwNmyZct2R5YBOFu2bNnuyDIAZ8uWLdsdWQbgbNmyZbsjywCcLVu2bHdkGYCzZcuW7Y4sA3C2bNmy3ZH9/6AW/c6X68xcAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "image = 'granny_cam/flippy_speckled.jpeg'\n", - "image_read = cv2.imread(image)\n", - "thresh = 20\n", - "blur_image = cv2.medianBlur(image_read, 7)\n", - "output_image = image_read.copy()\n", - "mask = blur_image < thresh\n", - "output_image[~mask] = 0\n", - "plt.subplot(121),plt.imshow(image_read, cmap = 'gray')\n", - "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n", - "plt.subplot(122),plt.imshow(output_image[:,:,0], cmap = 'gray')\n", - "plt.title('Output Visalized'), plt.xticks([]), plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "91a62796", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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O+4q9/BrDZpc/3P38+kInB15lmUKnrTAZl2DQ7+UgX3hKcZADexgPFYf9HGA5tyQdDsmb1jb38uJqo9BuKR4O+bI35iCvwzEH7f1Bn/qv3meVx1e8LbKN3vwl93JA3O3zscqyCujFw0FqhXx8WkGh389fw9ptxfUm94o7ncJbPihutorLlXQ8Kq42+X3jfVY0nU5+bwyolRWrJklhPCon90vsyiUKh8NhAjXAU1LyZPHgeEhns5nW67VarZZGo7IWCA92v99PnhQPLvQAD3D9IfblLqC33+/Tsvd4PCbPGRAE/Ha7XWVpnWWZ7t69q9PT0+TxSTk40k+4UzxsB+XRaJQ8VtqTSu+63+9ru91W+FqAzicspzMGg4G2223F48ezxdt1bxg7HA6pHSaP3W6XvE8mxN1upyzLNJvN0rhxPiYmnyQ4z36/12Aw0H6/V7vdTnQCE4V/Zr/fp/vU6XQSHcQ1Au6+OrpJi+Ohwnqr2G7l3izjmkWp21Fs5Z5VOBylTlvxoROF5Tp/EKfjopVe/r6kOOznf+8POWh38u+uDkfFfv69xvNNIL/Pxyu2W7lH1e8p7Pb58ccsB4himRvGw7w/253iZqO42Sh0uzlNEoLiMdMHfd1O9z9hpTvt0eUX/Sqw/7QdFTRBS3GzkY5HhYfu5GDc60rrYw6ATEzF/Qndbk4r7PIVTxgP88mt08nphOGwnDCL72bsdhTiPtESodvNzykptAtKqtctJwOpWCW9gB7warVKni8P/2QyUa/XSwDKg7jf75N3x4PHg9rv99VqtRLdADgcj8cK+OFZwrHi/eI9AU54wXiVtA1N0ul0NJvNUl84nj49+eSTunfvnpbLZVrWSyWQAtgEs9brtc7OznR2dqblcpmW/ZIqXiZgh+eN17perxPtAUAyNs6FbzYbLZdL3b9/X+fn58mbdRrFaQ3OezgctFqttFqtErXCZwaDgYbDYXqNNqUqfQC/y/0EJJ2ywADjbrebVjmS0rWNx+ME1nDG0Efe/xuxEBTmK8XCswlZEdQ8GSkOerlX224ncA3bfeHtFp5ysZQNh2PuwbZbOegW3rT2h/y9bv695u/Y6yYuOY4G+WezMogUtrt8MlD+8KvbySeIwoOOg15OaTx0mlMQ7XbiqEO7pfY7n9Iv/IY/oPvH1SUX/eqwP/G2X52onDAaKUwmudcao7TbK0LzwOeHkB/faScw1j53DtRq5Rx6Zt7zYiENBwr9XlrlSFJcr3MPeDZNYB06nZxKKugjHY8PeON1uzIH7CALd7lcLpNHxoOEd7zZbBLY+Xt4yDx8vmx1EPaIPWATQkieGH1otVrpfwJctIN3Rx9YBrt3B7Vwfn6eAMwVBdAnvC4pgQiADQizTMfjhpv1YwFW6I/79+8nD3e1WiWQXiwW2m63arfbafKAW+X6mBzwOgFcroU23VMnAMgEAThut9sKJ41qgskPW6/XaXWBF+0TFV6/r0ocdN1bv0nqAYv9HAwBx5BFtS7WOejCKcaYvOOw2pQUQZYpZMV7h2P+O8sUjllqN/a6eVuA8G6f1BRhf0icZRwN8ve6nfL97T554WFXcMG9rsJ6WwaCitckSd1uUkm86a/8jH7p13yxfnC3uYFRffHtp97xaD7x9Lo5NbPNwTR5w8NBTj+sNuWYStJmmwc4Ox2F8Ti1FxfLnDZotxR3O6lfeM0FtRHXRbu9Ihh3POZ01Gab38P9vvCu2xZXeOb+XwmAASQ8UMCUoBjeIQ8yXCwPsVTKlgA1QLXVamk4HGowGFQUFC43IwDky3c8ZEAE79EDY1JJJRCEc6oD73q1Wun+/fuVSYOJgCU0wO5eLePCWMAJu6dNGxzHhMP1uKrEA5eAZrvdrniRcKd4m4zpdrvVcrnUfD6vTCROCbAC8QAolA9j6AE6D6hyHxl3KAuA3ekU+s91wuuzqmAMnQu+EYtSyKKyYbcKtFmWe577Qw6SIeQ0Ract7fYKm10OjlJOGxyzMvhTgGpstxXHQ2XjQenNQjnEWHi03dzrhpYIofSQsyz3jHf7fCIogjwRsD0c874N+mXkvhVyjrPTkTptvf5b36VP/4bff1Oj+6Lane/r5dxuyK85jAa5iqTbTcqH0Ovlr+/2Ja0QQilZy7KcfpCqnxv08/+zLB/LbicP0knlaiMrAtf9vB/xcCg936yYvJ/Fv7gSB8wDBAfsD6NUesgOsHhtg8EgPfweDBuPx0kyBncMSPNwt9vtFCWHP+V8tMVnAWYCdMjcAG8AfzAYaLPZVLy94/Go6XSa2kL+Br3S6/USdQIo9no9jUYjdTqddC2ujsiyTMPhsAJEUDj0F1DmeK6JsaBvkhIvziqC60SKhhftdAlAzD3r9/uJc6fd3W6n0WiUjgMoue/cU4C23++nSYk2PADnn2H84fG73a42m43G43H6Li2Xy5vzhGPMQXBzyD3Ogr+DMlAICQwDAAv90B2UUrIYFY65OiLOxorttsJmK7Vaah2OuVeVZbmX3e/lHveqUH8cj0U7KkECD/hwzDnoEHIwlnL+uQj6BRQZWZZ70KucD06qiF5Xv+gTf+gmRvZFtfNsrcf+5VO5xG+7SyAb+r2St91sFKaTfHxaxWS3LwJkMQ+SxixXn+h4zAOgBRhDUcTVOm+zWP3EYqINjP9+n9/Lfl9xuZRmU2m9kVptxfOLFy4I59rVOo2AYsGBt/7+fD5Pnh4guS2kMnhjkhIISEqeG5I0X4ZLpX51v99rOBxWOFdAHU8bsAKc3PsClB955BFNJhMNBgONRqP0twcEPWmD65NKzhpAcvWFe8KALasGXoMn9wQJAM+1w3i8vlLodrtaLBYVeR9tr1aryuQFZQCtwufhp+lLXUdd99S5b9xfVht42s7p0gaf4/vBNbJquhELOa8blMvJwjbXeUIhhO2+9Gz7eaAtecj9jlr3FyUdUYBkWBfXEqPisHjMAIFOQUHsD/lPd5ADcrtQRUjpfGG3VzYZ5UBeeOdhkysoYiso7A+Kg37uZGVZSWdEEkMyvfOT30//5AP/3ks/ri+yfe5P/RqFxSqX47VCkg8qhBx4O51cd73bK263+f/tXIMtVb/XFf23VAJzr5eDL+/hOWctxZZKCqj4XBgMklQt9PJ7pNULGIRzlQOeoKSKQsCDKiz7PXjn4OkRccDFQYuH+rKlcL/fr3DA0B5E3TkPgEb7gKZLxsbjscbjceIxUQ+gOADUnBcmAAhnSxLEZRQFXujxeEyBN7xWgnH87169j2WWZdpsNsmjlErvE9UDHjljw2TDuPhk4SoO/zLSR/fKGTvGwSdjqA/kiXjA7XY7TXqLxaL80hXfG3hgSRUd8UtvQbFVqA8KzhfvN7YLMb4L92PMga7fU2u+Vux3c2+YMTxmObXAUrYI2oXCS1a7XVIIeLvtQlu82ysOexUOuLXa5GDa7ShsdvlDLZXBut0+7z+BpkE/ReSzk4m+/Av+1g2M6Ytv/+WHf1ahz+6WGYiHPDEmTCdpQpOUqyQOB8V1AcydjuIxy7W7oQDvgpqIOALHYx5sm4xyXh3+v9PJvW1JOpuXHWq18uPg8KVcefFCBeEkVbyxvI+lHAow82U4wIh5RhwcsS/L8ZoASMBnNBolnS6e7Xq9TmDNOeqpsYADbbmOFZBANgVwE/jabDYpEOYgDD0CuAHEgDAgfhkHS7/wVAnOOQDjhXqwDw8RMAdIpTKFmL4xtg8//LDu3Lmj6XSaOG+4X+6F99O9Vvfk3dz7di338XhMExH3B2WLjzMTowdqnc66EQs5aCqEEtyOxxyQs0LT2esm4IyFGiF5ucqVDXDGuRe9T5lQsd1KD2E4ZooD45qnI4XdXmG9VSi0wWGZa1JDFvOlrJT34ZiV/GWW5Xw0GuL1Nknk4IJjt6P9oyN98mhRv+JXhX36L/w+nX3Ua/MxGw7LFdehmDAPx8QPk2aMVO8BI7mioBKkQst9OEjzpeJul3vO7XY+we32OdfcaUvI0VrFZNopJ09td8/KAV8ZgAEcQMCzuTwNl9fxbDxg5p4sHhcPpetfyUqDs8Tzw2sCaOGJ+TxeaDm2ZU0HP7+nDo8tEkrfyITDS8Ub9WQHABEQJfrvx+H5Mg541agqJCWwr3+W1+izS/R88nHuFvDD2x+Px3r44Yc1mUySJtu967p3y/V7kgiUBcE6gJSVz3g8rqw4jsejlstl+g4wYQ4Gg0sB/zKwf8kslhwqQJrkRt0ys6ny+qDY8Sbkqa2x1y092ZjXbUjcbYylYmF/UFhucupg2E/LWoBdKiaDGHNwLR7msN7mtMXBxgkPr1VMEAT1OmWff/Kz2mq/aFsX3qz9mdf8gL7jq75K7/j0D8zVC61cEhiLlUossCTi3RbKkNDt5iuSQb9MDT/kKxptivvUbucys5NZuTosjovnudcbipVGnoY8KgHfpGyXgr3ZlWVoeDGuMIAv5KGSlJbfgAQPLd6Ta3cJcAEYPNiAAGBDAAyP0oM2zi27+gDvVlLSqZJMAvADbKg7CCTCPQOIeLd4fAASP3iozo8CUPSNMfCaDZLS+PnvehDOrxcAxWN26sfHBjButVqazWZpogRQ8UQ5zr1axshXOa415pxco2e7UTOEFZB7367cYBU0Go1uLghXgGjiVqEHWi2FTc7VRiuEE1BFpOBdUYOg3c7/Ru3Q75acJMqHdq4zjkU9gop2OMYcZH0cjFtWq1W23e2kYBEZeSSTBKt58GUf8+0vyRDelD3SHuubfs9XlWBIkkuW5R5su50DLRRXp52nDx8O+Q8qiCxPyIhIzo5HqZWrXVQ4Iur3pOm4PNc6D4SG0bBICc/pQVLX426XUyHP8r2+EgDjifGQeqrparXSaDQSMjUPTgG4PJDuNeIhu8bWU5xpg/9dC0wfVqtViuqzDHcgHA6HqR3ed/kcwT3XuuIlenoynpsXA3IPDvBzJYP3FSAHmD0wxUSAJ+xJKXXOHODc7/dJVwwQMylQt4HxRXngKw2A07PnoJcIenJ+rh0PFkoBCZpUarahI7gfFDjyNrgO+sG9uRHLYqILJOW/Qx7gCotVThNkMQfKIvgm5XKysCkSIlqtJL4Pm10eVJPyLKv9If98v5s801BUREspz/tDokHoQ5ivcvDHu3b+WVKcjFI7+bmzlHAQux392P820mdN3/vij98N27sPJ/kfrDQK71XdImV4tcon0xBylcRolN7TIa/7EMbDothSTilo0M+5ZUlxm8tHdThK82VZN2I6yYGWNkajskjPelNK1l4oHTCeIiDqWlXAmIdRKvlCwAXvD1UBDyXeMEBDxS8vrMNvPFU8NzS7JFx0Oh1NJpMKMHIsYArgcc5er5dAAdDyIkAAp3t9tJvf9xJoGRe8WwBJKhUAroLAk2UF4ME20o5dXw3A1wODtE26MDwwHqnL13xywPuFyun3+6nqGRlrTFZO27iskGtinFerVfKg+exqtUoTMPeFsc2yLGUR3oi1QuJ1Ex2hAhx7XUULykkqs6lCEbgrPOA4GuSeaJHQETa7StWssNrkbZpSIdcOF+nOw37SIKdEj25HYbNV7HaUnYxLLplCPGiS19ukVc6z61r67o/5y+qG9gOX+2qzt24+IB9ngqTHY+H9FquKQZFlOOjnPG6nnRc36rRzuqLdzsex0GwnWaFUUEC5Nx0v5vnv9SZNxHG+yD1snAhWv8dcRREXz56FeGUPmCU94Fnnbz0F1z1I53xdKuYyMR54jvVEDJQSDuhS6am6VzWfzysTAfKquhTKvXS8OcyLzbhUjb7XuXDaoW2/RgdqSQk8XRPtY8Hk4/URXNLmIF8PyDHpcf14+EyeDr4+RtAPnAM6xivV+X3y1GbOy/uz2SzRFrwGBcX3h/GE0/e+vORWlJMMu30JnizjY1RrtUn8KzQFgbPk+RaR9MTfFvxs2B/yh7uQoBEgo+1IBB/vF6+p1VJst5QVNR8Uglpni8pEELb7KmXBxFEE4k5ar37wlaTFcZB00zHLcg+2sDjo5asJdNqUjOwWnHtWJHbt81KjYbGqpCKrlVfKi7u9wsN3ci+5uB+55rgA9V43lR1VluWpy91u4UW/gKnIeHW+LHZlhOtT+QzgjBLBuT6PhkuqcJC0yUOLB1gHdKnUukJrsEyuZ4ohzxoOh0m2RbIEHDGTiwOIy8PwSpmApBIg3WMlgCeVmXTOKwOczsVKekA1AmB7zQh4Vfhtr9HsQTgmAVYFznvTN/htfvycvEfdZe6TyxGhQ5ChAc5MFBxH+jiTJxM213BjHHALLzaWYIY3FQplRJaVfGze2bTkjf1elT6QKmnLklKVtOQRwzsXAAqg44XDObfmy/w825zWSBrkzTYHh2OR8jzsS91Orhk+HBW7bX374vUvxejduHVDGTgNraJ0p5RPmMu14mqtuFynms7a7qTDQWG5VpiMcroC0C14elKPtd0pTEYKvW7uzUJX7Q+5x3w45KC+3ZVe8Gqd0xYkdDxLEPRaKoh62qwDLrpPABPKwANKde7UvTI4RThX9xBdokbQC6BheezaXucnoRToj1cBg0P1ZTttuQfokw3XwbW6XhclBH12HtUlaYCP0xr8hrLZ7XZJJ+zUhFMbDrSum2Z14GNEth6TC169J4L4ZMiY+ERWB1doDueNva3LKtBxv/jhvt6MxbIqmZT/HYuoOUegekBzC2VwOKTSg3hhUkkRJJqhKM4TNtuyri8PMyuJQoWRy8v6ySOOnXZK1Ii9IrAHPzka5EvhXlfZaJADda+rsN7pT//gJ70ko3fT9gcffqvuftwbcrqgmODiMculYZ08fTi0bYcRxq/TKVUPTLgGrmq1UjGlOBoo9IpazQXdQQU6HY6JclC7nZ+z0875ZClPSX4GuzIAe1Tcs8OIdgNGTh8A2s4JAowAEg/mfD5PfKeDki+p4Sqdp2232ykBwZfl0+k0BdlICXaKA68XrxpPsp427JIpqQQLl425V+sqEM9eQy/sigXvr0vEXGrGa5Iq7Tmt4vI1Xz3EGNMkA9ixeqhTLQAuY4o3Do3hXr/v6OGTB4DMvfbJx+kk+sfEfGMesFRqR4vaDDn4haT3zYvgZBX6IOzzegvUhwhF8KsYlPIzWaZwNi85WkpLZuXxsdvJq6sN+/nDXoxx7LQVJ0Nlo375mRCUnU5yznnQLXhL5T8FxRGHPT12Or/8Wl9l1g9dTT/vXaUOt9XKAbBb1PWFloDmarfz4jxSPnaFJxtJPWYFmhX36WiUVJGSHLMs92wPxWQd86y5XFkRkm5c0rOqIK5cC2I4HBZ9K0HRU4e94DiBFbwjlsytVitV56oX/XZNr4MRfwOGrh/mHPSR6LuktPR1wETpAAdJv53zZJLxIBRt8J4ndHAcr3vBIs/K4zPuCfpv+gVlwfX4igIQdKrEvVrAbjAYaL1ep1UBhYjwrqEx6CcUE3zx4XDQcDhMtIRTOT7J0k++C67xpW8Ovj5mPoY3BsAxVxRISnxwlEreVpI2WytHWQRW+nlhdlGlrNVSmC+rdWGxoiawYr7rAsV7UjlLNL2h0A+bGiJ1s99TiFGx31bstnV4eKTW7qjW7qiwz5SNuop3hurcXSsbdPUbX/c9L+64vYzs2z/o2/QRv/33641/+4mSmy+egxBCvmtIu5WD8v6QUw+rtcLhkDxmZUfFrCjK7lSUlHvB+73CoShS1WpJvU65yun3yySYfaHX7rSrtNYlduVaECzFXRfK0phlO9SAF+khzRePqL5UBqRpGxkVwM7fRP7xXgE7L4eIV8XSGmAbDAaVhAVojMlkosMh34ZoNpulPjqn6mm8DnQ+MdBXrsupFwKXXtHNC59j7im69I42/TcACBhSw5hJwINf8N18nlRueGWvTYHXzP3wMXRwRhM+HA61WCwqPLSvKgBvL5rvqhEmiRuzoEQVwMGGYjcLbdd5ke7RIGWeBbzWVpBmkzILrhVS3YDYCgqxpTjoWn2GViFRK+RRykFVLSlsi8Ldnbay0UDqtLR+fKz3fmRXx0HU6z7qXXp6Mdb7n1zow0/fqffv31dbmVohn/h+cPE6Pdxb6MOG79AX/9v/SWHe0W+bvVPXWOS+Im3SGuj7Pver9Fnf/FvzrU3X25zb7XSkbldBhSwNgMwKnTArRhQvu31RaH2bg/TZRa777bTzhLZeV2FdpIYXOuK43eYAjAKjoDTiYpPXhngWu7IHzEMPncCDjqfDEhZAIl0YioAlOZ6QVC7n2ezRA3khhCR5QmuMcQ7A+ng8ajKZVDTHBH4cnAAPj75vNhsNBgMtl8vKOfgMATzGwQHYvUjAhRoYvgUTICyVniLAc5kn7CDs1I6vDJjwaIPxZJUAxUEwkc+6LpgSl6vVqrLDRfqSFIDrlIJUqkgYfzzZeilOvjceA0C/TXDv5vhf5V5Ku60Y8nKTFOuO+33u6RRysKzf0/KNM8V20OTHz3Ovt9PWcZxTBmG9y7c1agcpU6lKGPbzgA8UhpTTGwXPG9Y7Ld/8kGJLevrndfS6j/0ZfcJrfkS/bPyj+ojec8xkO3l3+vPTPulv6hizV20G3DPZSWuoxZtONP3B9+bjWhRKj/N5uWHp0RQJ0EVerL34PxzzQGfol9mIFMRPG7MWdEeiGrKYr3Tmi3wLqn1Ru/lZcpGvrP2hvCPepKRKjVpAECkTYEbpR/ZKI2pOe/CId+7c0XK5TGDuS13oDzw0HnD4Scop+nEAI+UTvXiPS9B8wqCPmAMSYMYPr5F8wv/OTfNafXdnwBlagTGECuHaXUngygWnDuiD15tgcuB4PFbnawFwl55xzVA0KDtQkODZulaYic3pEuICrpOmTy5T5F476L+kFlSWdxwNUqJDGA6S1nfz2qne78vepq/5gL+hfpD+7sXP19P7qd6xuqNWiHr7xUN64t5Mv/aDflCS9N7tTG998nEtFgONfmCokElZV+ou8vMtXxsV37DWcLTVL3jNk/pTj/0d9cNRb+4ODDi7l/f3OdhtA19J2sa9Ru9a5ZPnoJdPpjHmdSKyrNg5PqcbQpF2HPf7HJy7nTx5gg1RO51yAt7nu11rV0hZ261cC5xFhXbhkLSK3TQ22zyDrij2nrzuZ7ArATAggIQLjwcZFyBJJNy1nb43m1TWECZLzTWh0+k0gVA9g84DNgAnnCOepnOJeMF4lzzweJ94XwARQI1nCjji7ZMEQn8d4DzBgzZQQLgO2YNQTl3gTXJtUilJow/wpl5lzXXGvipxOoONQZ2fBbA9OcKpA9qEQmJ3D1+d+JhwDXi7jKunqXt/oC3qWuaX3FpFRhQSrk47rxV7zBSnIz3xyx7W7/uib9PnzJ6WNJEk/cGHfvJ9t/uG/Nf+YwupooIOKvZCDHVw7b8w13KL7af2e81/1lgnF+t8EoUSzPIAGRuZ5q/l3GyYTW13DFYn+fchDMudplN6cVGgKRRJHXFXxABizL3r0VA6v8gL9iBlexYd8JUAGFDE0yHAhSc1GAyS5wgAs9wfFtWKnOvjIc2yLFEaq9VKg8GgUqdWKgN9o9FI2+02ndcBFkD0YBbmnqOkBCjOW7KkBsDov3On/A/YOfhznFMIXojcveZWq5VWDlJ1ZwtXajBGHnh0BQN98vO65M+1wz4OeLsEH52y8GxHxsMzDpk4WL24d83nvLpZXZEhlSsiB+4bC8JlMecJi7TfcDgqjgY6zgY6/2Mrfc+HfbUmrWfn8p7NPButfUs42ZuwD+mN9C1f+ZX65d/6xXrz199XOC+qwLXy7YUCe/51ikLsh6O0WucJGL1W0gDHxbIIhua7YIgqaFlMxfqlIhbTDlUvd7WuFMN/QSkI19vi6ZDmenJyUqmexYaYyMacK/VqZg44u92uAqauGCBhgqWwc8gA32azSam0BAY7nU767V4pwO0JCQCul1TEqyZ4RH/wKP2YFHGN5Q4d/tvHkL/xlr2teh0N996ds/YlO7w6K4z83h/TZCFJ9+/fTxytlE8Q0+k07RknKRU8IpDK5AGgQh9xj1hBLBYLjUajVPGM8zuoEvhjsuHHx+BGLCh/8IoodjYe6u2f9pC+6DO+Q59/+i5J1wffxl5a+4DORD/yWV+rr/2Vb9Rf+hefpA/5c+8qvdlWKy/vOcir0IWiYE6U8mSKQjYYesU2R8ej4nKlMJuUFc+kXOFg3+u42+XtoyluFWDe6RTF318gD1jKAcGzxrwINyDB+/CNrqUFfLyyGUtjry/AppWArgMHnlM9cu79AIioK4FH7V4jQA1gcMx2u9V4PE7gTB/dewXc8P4c1KRSqYDHXc/sI1uMicCBm89zza4eYdLp9/sJhPGmGWuvskZ/2B3ZvXomFPru1ep8hxOfXHz1w5gzQbIiqk8MXENd3ufesyfz3ITFbkdPfPxrtPq4hT75jT+s/+ux/3AJTdDYK8G6oa3fd+ft+l2f9nV68+Dz9aF/8gkdH5lp85qhxj/83gJoj/nuJjGmMqHsBScpV0IUVIMOxxx8Y8yDq8oL9IReXluYZAy12wUlUdYeDp32sxbjuTIAz2YznZ6eajqdVjhHHjxfwhJhxwsGALyMpQMKWWRksU2n08puE3we8wfdPS2SDqQS+FyCJpXA0Wrl+5HVvTYi9Hh5Ht3n3HWtMn0gwQKv2akJJh3AiHPWFSGsFgBSAm5+Xlcl1IN1Tl/EGFNtXl9V+NhNJpNEQbTbbZ2dnT2wbZAne+AdM1YuL+M8AKtTMKSVc/0kiRCgvAnL+h29/StG+rcf/ZW600YB04DvK926oa3/55O+Wr/u0d+hP/fzvk2/7y2fpzf+UK5U0JGSnd1SrRBCHrzbFx7sfCH1emWWnJTzugWwxt0+B9iQp5Vrt0+grCzm3vOgnwfnnsGuBMBQDXfu3Mk/3OmkQuZkweHNSWVa8nA4TFzreDxOS2VPkPDiMx79H41GyrJMk8kkbfsOPwtfjLHRJsFBvFm4WAc3vOLRaJRAzpURdSmWB+Lca3YDXPmsTwLuXXoAE1WBgyoAybLfdcCedcY9YeyYVGjTVxykYEPFAMx4tyhEpHz7ICZJwNJVLr1eL9E6rmJx6qXO6bqmm7F3eR9jdxP2ga9/Um/9xd8kafQ+j23slWVv7E701o9+iyQpe/My113HgsvtdnJwLDLhAlXoup287kNolWVAC91vrqAwQO33ymBfsd9caLUUleW0Rqv1wnnA7XZbd+7cSUkVg8FA4/FYk8lE8/k8UQa+NTzGg0aJxRBCZX+zk5OT5A15wRl0w61WS9PpVCcnJ7p//76Wy2UluQMPCk93OBw+kFwgqQLyLIVdJQGAOXfrCRmuUWZ5TrtQDACr62f9PVdFeGEhqVong/8xvGI8R+gZB1HvF7t4eF/cSwXMGQP27ptMJqn4D2DLhMkYMAG57AxKge8Kf6Os4DsA8EtKwH9jAThJw1so2bqN9h9/yV/Th3/B79cbvnOv/s/cywv1bLYK41GqYhaLvd5Cv5cX04HTxQkqNOLpmPUmT74Y5kXZU+H3xbKoOfzs3+sry9Amk0mK3k8mk7S8Rn7mm1O67lRSJTPLtaDr9VrL5TLRDrPZLMmd4HABi1arpTt37iTKAykTy1hkcp6dxnIZ6RPXMp1OKyoBTyCoZ2tJVX6Xv/f7/QPp05IqAcM6QAE4gDPjMBwOK9sped0FzguIel+YyJg0vHQnhh7br5W/XY6HPI1gJRPGYDBIMj2fSAaDQSXJwu+rqzpoi+vh8y5DbKyxF9NOWkP9+Kd/nf7Fp/T1h3/0U3X6504Vdpm6P/OUNByUu54oL3IUbGun2ApFfedWWc+j3cqzImMs6wcXnHKYjIvMuOyF0wG3222dnp4m2sG9MbhdIt2HwyFln9W9OrhAV0Acj/keYmSk4e3W02XhVqEUOCfn8E1BOR7QW61WOj09Tdl5zr0CEnhoeGQAGx62S7Q8uYLr8EAdY5RuasGR+3hAVQDErjdGngcV4d648730B0+fAB9j54E1PGKu0Su9cf1+X5kYOD90kEv9qDnBceyMIpUFe5AZEqjlnKPRSMvlssLtN9bYi2Xt0NInjvb6xA//Vn3ZX/pQvaZ7rm/80k/R9G1L3f/giVq/8Ullb3k/3fmhC+3ecEdPfFRP/Y+8p4u3nerkx4JiO+jYl0bvzb//pz+6UNgd1Fps8uBezHdFidOxwsWiUpv4MruyB8yyWSp3LvataFj2A1Qsg50jBLAAAR5+X86zzRBqC3hOKApAi4ffgzvQATzUXnfCky48IcM1uu7NXiZ7c+/awazu7eEFe9EavFjfABPaxANqeIreL9rHGFtJFdqDVYd7m6wYvA1AHGrAg5TU9eBaaN+9W3h2qVwBkS7uyTVQT9TewOs9HvP6yfVJr7HGXgr73x/9b5Kkz/jKr9K/XD+mN3af0i/o9/UxrU/V6+88oc995Hv1Yb2jRq2e9v/9Udu4V0stdUNbq7hTFqO+fzfVf1i+SX/rn3ycpj8ljZ7O1NpF9e9u1ZFSkaZnsivXgnCuE0lafYNMwIr0XLwgNLm8BniQpOHLW2rmAl54vYAAUqvj8ajpdJp2/KXKGgBPwgZt4P0SFBoOh4k7BQgdsJ0/dVD3DDbA171Tr8hGYI1xIJDIZ1utsn6xqwjcs3aPs67AcLB2jx+KAdqn3W4n2gXgw9N1ja4DsUv4PD2a7wLncprHKQVoIYCYRBpfraDQODs7u8rXsbHGXhC70x7p0yYXIhvxe34eG5m2i59cUeEJNSchX+19/PCojx/+mL7kc35Mq2ynp7McS95+mOhPvf2TdW890u73vEAADAcMAAOIAJdnaOHl9Pt9LRaLBDi+PJXKYju+VAd0PUvKNasACgkD8Kzj8Vjj8Vir1apCMXggDg+VYucewKO/XJtrnF1R4HSDB8Rog747COPxMbHUaQhJldKRvM61eyEdn7wYb6dbPDvRd1euS/CcwmHc3LvHW6ZPvgLw5BLvh2us/VxcI2DskzBZiY0H3Ngr2Uatnj6wlX/vP7AjfcwH/2NJ0keN7z3jZ66cCYeMjOVnXb8JIOEZ8bChFWXp7XUUXNjvQIe3DHAB8AAk/XEQJLi23+9TPWIHOiaNOoD6khrvnWvzxAUA3CkUX5LTBgAH+LDcdjDieum7VE0n9u2NeK/eX+8PPDIetnPXXAeUgme04aUC2Hj5gKgH7Vgt4C3zfgghjZF78tA4Tm347hn0/9FHH9W73vWuq3wdG2vsFW9XrgWBvnQ0GiUwA3TgYB2YYozJk6RsIfpeL8nIktuz2+BqPaWXc/T7/ZQMAp+LDA56ASkWlABpucfjUbPZTPP5PAG7pHR+D+K5ZheQ80lCKj1VwNsB3ykDluyYT1yeVMHE4J6u88z0gQnBx87bjzHfEv7s7CxNKni2jBNtcK1ey5mxAbiPx2OqnUx9D3TArsKgL1BIo9EopYkTP5hMJpXvEGPQWGO3ya6sgsDjRPbl/CRJDS7CB1jwmvmbiDig5UVxADDPPAPIPIgFddHv93V+fp7acUUEvDNAA4CTMu10BnQF7XBNvvz29pkI6l4qXp1UTe7gvO4VexYd2lqOgVrx4wAx97oBO8aOWhw++WBMeL49lI+x10L2FQETEVSDpDQRk/DiVA/30HXDnU5Hd+7cSXww76Nsaayx22ZX5oABNR5elq7whpPJRMvlMnloUqkqAKw8Qj8ejys8qQe2+M3SlyAYHhrtzOfzBBR8xusLwDu7/Alusq5A4LyAq3uVLjPDI/Y+e+KFc66ALZ/BC/SAGa/79XMd/A0XzLU4T874ea0FAoyAHH1gcsKbrsvxCMjVQRdKg9d9bzq/Xs/y4zvB5MLrTABw+HjDjTV2m+zK4ksHBE/N9c0sqbDl3h9/A5z1erbwxR6c8gcZ8JJK/jHGqHv37lWkbU5heN0D3mMX5HoQEdCSVPHQpBIM4bDroOhLeOgDAJ33uFbX5KLKyLIsBeeYOABEPuuqBwd65459myHGxGVgXAvJI7wG8HEuwNnTrZl861pr7p/XvWBMJpNJykiUygpuIZS1Jyhjil65scZuk105CFdPOsBDlarqgOl0mnhMl2BxHJ91/tUBLXWw4BoBbkCHxAqpTC92uZhL0dyrHI/HlQCWJ1IAjh48gzv1XR78eL8eD+wBUr464Npc74xBf/iGoQTVAGDnjBkrfvA2vRgSEwJtMdF4FbcsK2sC+wToig6fQABYJqN6ZptLELlnTHiMPdK+GPP06fPz88rE21hjt8WuXQ/YvTKWlPXdKAAavNi61+zKh3qihgOz/wZkD4d8E03AESDhGA/oOD8bQtBsNqukOQO2Dn51mRWJDN4P56OdbpAepBf8PfoEteJBO+ds0ctCOXgA0EHS++naXgKefjzn9gnDwZT/fbwAak9z5ph65iErEN91ud/vJw6YoCkyQFZDjTV2G+15URBSWa/ApWkulyLIhffK0pkMOh5A53fr9RCkcgcJgBHe1ykKvGyP8te1pa7rJaJPUoKXWHTPjuPrhWbck3cPWqp6qC6fgwKAm5VKQAQs6bd7oZwfNYlreQFYXyXgATMB4CUzZgQmCUbCF/tkwmvoihlbJt1er1fJEJTKxAv39qEnuG5Xd0jlnoL1e9VYY692u7IH7GmyUrl0ZjlJLQHXtvKQ4t3hzXkgx9OXSS+u1/QFXM7OztJnPCDly148SwJ2pBTXudV+v59SYX3J7l4pnjWeuQfH+IxUlqMEDH0rI7xRvFoHcQCT9hw8JVWCXfzwv2806hrselCyHhh0fS79ZDXhEyPvMV5MnowrQEu/mMRcwcEkRzqyVGqMPXDnnnxjjd0Gu7IHjLcmVbOfPPjEQwg4srTndYJh3W43BWN8WYohM/MsO6+d68kXkirg6t4mmlNfhuOd470CEmiDidDTH6L2w+FQ0+lUo9EoAaR7b4AUoOSJEAAS1Aft06+6ugBQdk/al+sEseDaGT/GC3DnOgHlVquVMhV5j3tFTQfaYSwlpZoY/hnuucv5fOPS1WpVqRkslannXKOnfjfW2G2yKwOwe391+ZFUbuvjnpZUano9SEPCBODmRbs9ZbeeUQaYABCAFkErDwa6Rta1uc7Hwle6N3t+fl7ZzkhS4o3X67Vms1mqocuO0Hy+zuU6+LhXS/AJIEIP60DsYOyaYfpNrV48Sx9/r+nrkxQTCfeB/gLmKBhcnkfSi3v5Tqs43VTXO/v9YaXjVIlL4Bpr7DbZlQEYrhdwk6rqCOcIfRnPbx56NMHr9boCtnCQHpyBZ+ahhVNkMqjLzTww5ICBp+aJDXCTaHM9yAiQSGUCBp4mNYyp/FVPJGE86twp0i/AhyAeSRCAoXvALOk92WK73er8/DxNEAS8aMt58MVioVarldqPMaaC9txHzuc7VaA+8Ww+V35wHXjgZNIxHnDOHiPgc64n73a7KeGlscZuk12rCCsg5Q+jL5cBI9d9OvdH0XaWubTD3+7xuhrCK3zxGsdKZRYYPLLLqPgbLxXw45z0f7vdpvq0/X5fy+UygYsHqOCZSRCBZiGTDO+X1QLmqoLBYKD5fJ6Oc85WKlUITulwzUwYXkEMAJSUVghedQ2vnD55DV8mC1Ymzkfj4fo9x5i8oHB8RZRlmabTqe7evZuuzTXH7XY7JWnUZXaNNXYb7Fo6YPfOfDnvHozXPSBw48G6+XyePD3PNnMu2RUEUulJuxfr2x9Bc3gRGbxxgJc+ExDCA6bPALLvouwp1tvtVg8//HA6r9cohl4gPdcLrLvyAy3tyclJugb2zXMZmQfvXBVCRh8rB8bex0Qq6Y7NZpO2BTo9Pa2oJpwmcMWCqydcU027eOreH+6DBxCpKuf3yblnwPcyxUpjjb3a7VocsHu7vrQHTOvReoCMegGr1SrxuVIOlMPh8AFRP5Kry5IQAFUvJcnrgAUUhH8WCRvbJgFyABrA7AEvQNjBCQ2ye9MAmXPVcMtQGJIq4zIYDFLWHf2tJ4T4LhpOmQD6Lr/zimtIzVy9slgs0jgRYHNu3GmUujIBMCYQygSG8sVpjxijZrNZKuCzWCyS6sT5X45vrLHbaNdOxHDv1x9Spxt48AFd5GW875RCnVpw79kDT26uP+U8eNX+Oac4VqtV2m3DvUi0rq5CcMCEWkFe5UXOORceoVcP83FxDpV2XSniWl+prCEB0DFOTtu4egIPmDa5Ny5PA9y9LCdB0BBC5ZqcK2cC8OQQqbrqcYmiTwqoKqBrfM8+1yx7YLSxxm6DXdkDxmPxBAAHZqlc+qMXhVMFPOqKAIwH2LlOzglA+AaS9MOpBudPWWK7amCxWFR0wniUbHnPJpOuq2W5DgBBGThP6rKy9XqdAoH+edQKtOWqgbqXXt87Ds0uk4Fn0hF84zXnfj35YjabVbxN32STABxjKqkCyD6p+qoCsOd68fjxzPleDIfDRNdISuNHGw34NnYb7coAjLfi0iH39vDSfAtzPETkXHVO0T1pf9B9+cwxLO0BMS/U47/5PA+9g6+XeHTp2PF4TGUtqdDF7szwxl7EHGoCGsS5ZzxhV2J4sNBrFDvgSeWEA5A6hcBr7l27/hdAJhApKUnN4KrdE3ae2RM6UF5IShIyD8g5p86Pp28z7rPZTDHGVHCHMZRKnTf8eMMBN3bb7FocsFTWdwAkHWw9KMauFK4bJiBUDwLhcUnlzhDu9QH6/O9ctMu+AC843cVi8cD29oA1QTEUFPCmAMhoNNJ0Ok1BQ+9vlmVar9eJAyXBwQOU7tX7aqHuPXMNAHVd0sY5GV9WAq4VJohGogvmHrGkBMxUoJPKSmWMO/w0AUXvO8ZYeFU0P8apj16vp5OTEw0GAy2Xy3SuLKvu8tFYY7fJrswBu+fJa1J1G3avF+yqA9533hjvyZe5fhzHOgi79yaVUXlJyaNcLpdar9dJI+tLeOedvcRkr9dLuzcAdIvFItVDoL++eSfeJQBJSUhec0+7Drz+mhftce/Xl+fu/XsticFgUCktuVqtKhSRryQ6nY6m02nyelkdrNfr1B73FsoE5YRPsAQYSazwnUvQELPqYYKC/2X8XHYoVYsVNdbYbbBrURBSqeOEi/XlJw+6c4FSNdXUKQjMPUVAvg5K7i27p1XX8W63W2232wRGgKHLnQAnluUAKqAAEB8OB927d0+TySSV2YS/ZYJg+Q+36Zw4hifLdTBG0BR+Pb7E97FzpYMrHgB/57YZf5QK0+k0LfU3m43m83mFOvJ7KJU0wnK51Gw203Q6raxMvIaG328PZmJMzFi/309j5T+NNXab7FqJGDwonjgA/4mnyevQEAAVwR4efDwxPDSWonXtr1TSEYCbJwYApHhigDCv8zlAAYDz5Ao8906nk8CXtiVpuVxqt9slIHOvn/FwD9EnCTxfBxkPcHlhGzfnyRkzb5N+UNgdkPOau0jd8HYvLi7SxMgYOohzHyRVQPRwOOjhhx9+gCbhupi8PLjI+HMtdW03k099smqssdtg186EA3QIRvmSGs+10+no/PxcUqkhdQrCeU+XIQEGzpFeFnCTSs+YIBSpzVIJeu6l8hmAn0QBovmA4WQySXwwP3h3i8Uipc8yHh4sdGAGhPmsS8XcUwb4+RwerKT0WQcqwNcVHaPRKEnKKBYE/bNYLCRJs9ks0TL0wSelegYd52Zs3/Oe9+iRRx5JsjmAuB4IrVNLXI9fp08ovjlqY43dFrsWB+xLZbhT99SInsPBugfkbXnQDCBwRUDdI3YKgeMIQnmpRzxf5xbr7bEsxwMkOQQ1ANcKaCLPQgGxWq3UarUSP3qZJ1fnqi/z2uuBL1YQTEyuOOAYdLWMu09QBNZ6vZ7Ozs6Sl02AjsnAx8Z5dcaPz1DMxxM/SJ92pQv3njbpm69YnEbhfriOuaEgGrttduXqJ17hi4c9hFAJGGVZljSxAIkDii+h+e3cLsfXdcIOTIAjwIDnW98oEokTBYD84Yc2qafu0kev3OaUCKABJYEqwT1aV0BIeiCgBlh6wNI9xDog1ZUmTBJ48FQ345qeeOKJNCau23UvnwnHEzu4Fs7FxOOe+263SwktXAvn8F1QpJKmcrmfpMoEyRg3HnBjt82ulYgBGOBBUhaRh9xrO+A98rcDrFMMLpPCeKD9YUb2xM4KXg+BY5wL5T2O82AbgToHCf7ebDZJUsY11j3c4/Gos7Ozyq4QdSoBoAPEGAPGBxDidThTVgN4/17zwYODeNHw1vxwLdTgwPtlIjgej6kdV0z4fakn1lDDmQAlr4/H49QOE4QH4pgsffXBtfB9cNlcY43dFrsWB0wNXDwhgIIlqgNHXW7mXmBdxF8vNg5wASAsz/HaKMHo/Kx7s8vlssIvOiVAsM5LYfKaVAI5bZFGzflZyjP54DW6F4cn65wwAEbg0b112nYFBK9xLqkMyCGJOx6PWq/XKUsPY8LabDYVEPQtgnwTT+gKKCT6iLftKwHniCUlD/xwOFSCl87bc0/rgUmpkaA1djvtSgCM1zscDtPymwfQEw7qHKZUcrp4klAOLgXzyLif0xUCyK8AIwDLA3lMBq48cF3ydrvV2dlZ4mS9GhogSXqtv87fdZB1PpUxgZLwNGPalaoBKJfG+TU4BeF1fpkAPLjlfcCDdhrk4uIijQMFeWjTddQAsQc/fRVD4NHBXSq3GOJ6/XtQlyFy730iqdNNjTV2G+zK3/rxeKyLiwutVqsHai9cFmzhIfaEAAdf9yjdc+YzdY2xZ0612+2kVEATy9IXKoCA3GazSbUP7t27l4AJHtnB0UHYl+ikWOPxArROoeD1SuXWSHjhz5Q8Iqkyebm360FJAJ6x8E0u9/t9qrnhKxImElYBrDQYJ5/8PDXaOeB6sNQpIe7ParXSeDzW4XBIxdX9fjLWzovXvwuNNXbb7Moe8MXFRUoldc/SH1qpKux37WcdnAGvOnjWecK6xwcFgQfGZ+FIkWex1Ka2gWd8hRDS55fLZXqNfm02m7RnnQNKr9dLRXsA95OTkwpP66sAqI/6tfmxdR2s634ZT399tVqlVQhUiu86wfG+QnBqYLfbaTweJxDHU6VqHR4tbVJYicptjAVpxgReXd7HuXwSZRzrSSgNADd2G+1KAEzgBiD12rsuEXPQdQmVg5gHnQBE50v5u/5getEZ96j6/X7aYw0lhHPF9H+5XFY87hjz7Xm8HKXreR1Y6JukBM70bzgcarVapc87f103V4O4dtbNPV/6LpW8rCsIAMEYY9rlAv01n/EAY6vVSjQS5t46Y0vfqOPgdBDeNX11GZ6rJri/rBxcx8w4OU3VWGO3ya4EwHUZmVR6qHjBzmf6A+V0hFTyvC7AB7S8zKRUggPZXh64AeTJfMPqdYYBpbrqgBKMdaUBQINn6fIqpFpoggEVDxYCMPSfc7pn7959fRxdHwyAMsH4D4FD6ivUU7/pBwFJr3/B5zudTlK0eGagKxpWq1VFWeGyMc9shNP2FQ/3njFENcJ4Myk31thts2vVguCh8ofGPUqpDLT4Etz1vc4H+7EAhvOD7XY7aVo9ig8oSdXi5hzvNWnrvDMAzNI6xpjSdZ0eAZTYKw3zJT3LaZdjATBc72UyO/fu6xMboEvffYdm3oMnJikDpQLbwNdpAL92n6BcEwz1IKmyooGq4d45GHsglb7DkftkAPD798dljQ0IN3bb7MqZcA4wPEAeueeBxDOVqqUlXWcK0PGQ8hpep3ti7KQRQkj8JyALB8r56skYvu/YnTt3tFwuE9C4ooJ+Ohfq3LYv+z3Y5qUrHeRdAUA7gF99deDj5V4oATbO794xYEhm3GXnhALhPS+3KVUrn3Evkbf5BMo99Y1UaW82m6UtpbzQUK/XS6Dr9I63y0QnNVK0xm6fXUv740ElDw45aNRpCkDaPR/E/VIpa2Jp77WCWeKGELRYLBKPS5tkw/k2PP1+P6UX93q95EEDDF6KkQw5qaRNnBqhhCP9hBdmZ4z6ZOP6Yee/MdogOMX7zpmzAiAduE6djEajBKLOp7vX7EFRSUmz7ckizlFDE+D5o+nFw2b8XAoXQtD5+bl2u51ms1lqj4mD8aGf/K4HJJnAG2vsNtmVU5E9ku5LR9d+uodVDzJ5mq5rankA4TP9HAAthdUBTwJsqBzgZllOs4Te7XZJuQF1ADXAMtmBwzlRDxDxWr2ObZbldSW4xnrJS+dzXa7nlAx/855PcK6S8Cw7rtO9XknJ82SSms/nOj8/T3vhUSSf++NSNJfD0RYTKOOM8sPv2+Fw0HK5TDUy/HjoG09MqUvPGh1wY7fRrvytx8Ny0KW2AIAJBYDVkzIAZeeRnfN1tQRendMM9cpZpBazjAZ46n0mCMUSW1KiH+7evZsAwgNOgMnZ2ZkGg0GiMwjekWXmKwCX2/kSnmuvy/Kc95b0AG/KZAbQcW1w4XzusroO9+/fT14vBv3iNJD3kT4AvuxkLJVlP+G1PWCKpjrGqNPT04o8zrlwl8W5Cqaxxm6bXSsI90ycHYEeX/Y6EPlv1w57+i8PKcvv8/PzRDG4AoJ28UjhJt2TZGleB2x4X8AEGgRJGv3DU3Mv2QuukwRBwKk+sQDgDpzOJ1+mfGAi8gnNq5ix4wW88Gg0qgA2Yw9nzmRCQM7BzreI9zGCesiyTIvFIqUmE6jsdruJd67fUwKhq9UqgTDt0aZPPj5pNdbYbbMrAzDLZacM6t5unSP2Bw6Aco8K768O4NvtNpW0dAmbP7gsl33bIbhVgoK+9PZzE2QD8Lg+SSnbzZUVqBE8eHQ4HFIGmFR6905D0GfGxtUdnrUH6LqMS1IqHDQcDtPvEILu3r2rEILe/e53a7FYpICk1+hAt+2ZbExmDoxMBgC100CUpHSOGmkfkwq/2b6p1cqLxKOV5sf3q3OKySftxhp7LnaMmdrhlb16ulY1NLyxOqUgVQMt2GVesC/TaUNSpaCPc5XQHB6thwqoL7HJ7sLbnM/nCUgAIUDAr8N51H6/n87nXDKf4X/aXywWaa81D7459VJf5tdpC0lJ2uVeLUt9B9Hj8ajJZKLj8ajRaKSnn346Besc1JgkRqNR6r+kyr5s9IX2R6NR8rp9t2LGmHHn9cFg8MD2Q9wvD3wyuXodY//uNNbYc7Fvnt/RZ07vv+LBV7pGEK7uqeANYe4R+wPrx7pX7Ltn8FlPb8YjrAe+MN8YE0BZLBYpGCSVhWwkpQ0osyzfuBPAAry8upcDxDOpA6R8uX84HDSfzyvXetnKwGV4Xg/YgRpPFE+f68BLZeza7bbG47EeeeQRTafTCp2zXq+Tdng8Hleuj4ChUwuuKV6v17p3757u37+v8/Pzys7W9NU1vUxsTFqUIwWI4ckZO68jzfU1HnBjz9U+evCOm+7CC2bXmkJcNF8PrvkSn4fQQbqeASaV6bS8Vud04TOhCgAAPKn5fJ4KhAOqLOPx1OBrAa/tdltRVXAtnqDg6b+Hw0HD4TBlcQHw7rlLZZAKTw+ggXaQymLsnJNxwit0mZ6PuXPEvE9divF4XJHXQSVAzbjqA48aUPbVC9cPhbBcLjWfz3X37l0tl8vkIXtQjWuHD8drZryhbny8nJN2TXVjjb0v+7h/+j9rkW1uuhsviF1LhgaouvQMgMA79IDQZVFu94Y9eOWyKPeWJSWtL0v0zWaTAlJOXXDOfr9fKc3okwG1HxaLRaWGrS+tWUYDFgDOcDhMniRA6/IwLxYEPeKcMF4/4+CqEh9nB12M6+P9TqeTEiFms1miLBgDJixoEV9toCqhL/RrtVqlspqedbharXT37l2dnZ1V7jtg6xLFfr+fxphJFA+ce+rZeU0QrrHnamEftI+vjhXTlTPhHBA8YObvscyWygQLBzU8Xh58px4kJS/YM8P4u9PpaLVaVXZ+AGAA0u12q9PT01SO0lOB8cagLijkgyeKlwtQ0R8PgHnQDoAdjUYaDoeVa+Z8DjKAlk9aeJNMEHW5Fudxeoa2sdPT00QF+PXyNxOFpLSjiBfxybKsknEnVb368XicjgHk+/2+JpOJhsNh8npdokZfuA6vsezfGf5urLHnYv/lU/+CTlqjm+7GC2JXLsbjIvq6KoFADMe5RhVzbxhQYCcGAGaxWKTla32H47Ozs8pSmeW7P/RwjQAty2RA02v6DgaDivrCd33wTDUpr4VMUM7BZTwep3bck/WlP6DmAOQ0A799zPDgHYQ9UYI+xBj1yCOPaLvd6rWvfa3u3r2b+Fg8XcDRM9N8w1S8fc6zWq3U6/W02WxSwM4n3Pr9b7fbmkwmiT5yysNXNV5+0iV+DQXR2HO1k9bwyp95uSomruwB+28eQn/IXG4lKUnDPNDidINzo3hmbLPuqoOzs7OUfYWX5tpSzsPxo9FITz75pCSlDTl95wvnq6kpwXsh5CnPp6enCbSYKAg+4aUDvM7JeuKCpAc8fvpYD04CWuh2aRMAZZycU2YCYskPPUJfOT9eLFIwSYnLZUJjInOdsuuVUVwwjkw46H53u53u3LmTJlN4XyY4aBAm8PqYNNbYi2UvR/CVrilDk6rLX08kkKpF1AE5D7BJZYlJXvcCLQBwt9vVer3WfD5PsjLnJAEfPNV+v59AZTQaaTKZqNXKi8g73bHZbBJ/C3/sPC/p0GhpO52OTk5OKv/7xDMajVLAjfKUfv0OsACnc+DuJTMpuWcMtw7QMuEw0eH9MxmwovDdM6Q8IMeWQtvttuJ101eCaNxPwNq5evqLcR92u52efvpp3blzp9IXQNd5b6dlfEwaa+w22bUy4Rx8PXXY+V3nLwEjgNjTmQEVl5HxcG42Gy0WiwQWeFS04/rY4XCoO3fuVCL8o9FI9+7dq/CanI8ltwPUYDBI2W5PP/10AiL3YAFtAm+AFp6ny7AqA231Hny5DQ/L65d5wfTdNxyVqpppqdyvzV/zwBj9xyNlMkTPPBwOKyUpuf7hcJj4YSYev36XorVaraS7Pj09TaDK9wOdtMsVGy1wY7fVrswBA0g8jCwlpWrZSf73vz0wxcMIyGDQDGwZz+e88hkgTHEcQKLT6Wi9Xuv8/Dw91AAfADAej5NGFmkanhoAxA6/gCLX54kMZIFNp9N0DFRBPUkFz99BFqsH41xd4lSLe+l8xmsp9Hq9JMGjH4yTe5guQwN4XS2BlA3Pmv99ksF88856LZDNZqOLiws99NBDleOZ5Pye+2qgsRfO3rZf6Gd1Jzfdjcaexa4FwB4M8qUpP3UgxvPy6DxgcJlGGF62ntQBd4unhToCcOD/0WiUtgdCvUAK8Xq9rtSPYEeJTqeju3fvpv3Q+v2+FouFsizTycmJLi4uKhPQer1Wt9tNO014pS+fbPDynVbwicnHEHNv1Sc4P54x8TFHB406RCrTrV3tgYKEMceT9l01HGiZHLh3kpICAo+a7wXBTSak+Xyu6XSaVj4+hgRZXQfe2AtjX/70B+s7/sLH6j9++V+56a68YPY//OCv17vf8bC6k52+4aP/T21iV08ep/r0yXnluH086r3HtR5t99UP3Wdo7eVh164HzIMLIG632wSmLDF9+etSNOeI8bagEkgjds8Yj8mX3p5UQRBpOBwm8BmNRoox6t69e6kOhEfy+/1+8u6kMlvOPTlJms1mGgwGKRuMmgudTl4jGLUFY+LXBlA68HCtPlZStZBOXf/stATH8eM0AgkplOhkPKfTaeJpvWbG+fl5ogSoJiepomtGicE9JKttNBpVvNh6ZTYojv1+r/Pzc73f+71fxbvnb1Qqjff7wtqHDX9G3/UZT9x0N15Qu/+9j+lDvuUJhcNRX/zhX6i/+Of/sqatjaRe5bg3/9Pfqcf/eUfz17f0n77oL2qV7XWn/fKUrV0rFRlgdS6znjAglem4gFG9TCVt4QkDvlI1i47AVt2jdmpiPp9LkqbTaeIwPVGDvuCpUmBmOBymZTFKh/l8njxr2iLIRHALUNrv97q4uEhZdU7L1D1YwNP/9/GoB+ZcIeKe7mX8uk8y4/G4EijbbDYaDoepP5PJJAUpXQoGLeM6a8YJUB6NRmky8AI8Uu5t+5b0zhn7ridOi7hyprEXzn7NeKXv+XnfftPdeEHtcz/z/5ZaLcVuR7MfPdP/t3uNPqLfe+C4173urnazoPXPz52m5cs4aePaVbAdJFxiVs9qAmx8ye3SJMxlS3CavI5SweVrXm+Ah/ttb3tbqnOAeoJUYwCWZTIeGh4YoMJkgFKC89N/OGj2XmPpD2eNZ+1LbtoFbOorAJ/IHISdf+a6fWXhShAmANpotcoKcdQtZscKJHl4yWh96b9PHEw2fI5iQU571KVkgD3HMYb01betgotu5Gg3a8eYaR13mrQGN92VZ7TfdfojessnfJJe+4/fKe0P+odP/wJ95vS7Hzjuu3/u39fi52w1Cj11Q1cf0Hn50hBX/tYDHr6E5HWpqm/ldU8kkKqeMZ4ty2ap3IVBKkEGACPbTMo9O7zm8/NzHQ4H3b17NwGvL/NdyeAKDLxwisnUAZ73WGJTapF2J5OJ9vt9KkTukiyfoDwAyY/v3ca1MmYe5PTVBeMNuDNZwFHTrqdRTyYTnZycqNfraTwep3N6Cjdt+7h7wSE8fiYbgJcKcD5BsGrxpAsoJqdl6GNDP9y8tUPrZQ2+kjRq9bR+TVTsdpSNh/rTr/vOS4/7urOfpUnoqxte/sk9107EAMBIScUcRNy7c/rABf5OT+CFEhhzj1HKPSs8vfV6nXhZgBUaAnMJGR4tqcl4qASn/HgmBCnnfKlpMJlMEvB0u13NZrPktVOonBRiD775NXBNvmIAuOv6WAdZPuvBKjzUu3fvJk9/MpkknprrgWqAplgsFhWQZ5cP3wHDQRyvdbVaKYSg+XyePObxeJySQLjXTCyMiV/varVKKhOpXBE1QbjGnovt3rCVuh392Bec6AM7lys8Xt976iXu1fXtWioIQPYyzxZzrpjsMTg/D7A5WEnlZpjuUZOZBuhSx8BrFWB4xQTK0PqyfEZ6FUJI3iv9dv2r13MgODccDpOMjWuo0wScj0CXF8bh2qUyEaUOPIyFT3JYnVv1DDSp1DGTKu38Nu14NiGUTAihkpgCzcJ9aLVaKQmFyYpiPUjfJCXKxmkpAJ7x8p03oIHa7eqOHI019kzWerKnH/2CO/qRX/c1ki6nFn7NeKVrFnp8ye1aHrB7afxfl1m5jIn/66mnrphA5gToQAnAYyIZ86W5S5l4eCk87m16IA3pFG16nwElls7smEzAKg2ayelcwSGVgUnOjafvXKjXm6hrgl0J4ZyvKwVQN+DRcgyqjslkksB1MBgkqoixY1z9fPS9rkhwqgZPnUQWwBu6BZ31eDyuTL51eso3QeUYVDSNNfZs9k2//mv1c3t79cPLmy55rnbtTLi6cP6yIJz/BoQBJk8mADB5qAEG6u4S3XfzhAY8XDxBl2hRF8Grg0nVehBS7vUuFoukkKAfJE/gTQ8GA11cXFTAu91uJ0/TPds6wHlCBGPn1cJ8JeH8s4NwfRLsdrsaj8cpMYTSlGwV7xMfemXfMp5xIZONtrlfcNv+OisAV2qwhdHhkO+OfHp6mjTVrmDxtHHO2dSEaOy52i8ctCW9/Lnd52rXqgXhMjT3mFwaJanCIfrD6nwwn/NlNxzser1OYIR3xw+gzr5jJADUyzDSvqcIAxjwnHjSs9msUtSHYByTzmAwUL/f13Q6TZ4nZS2Rv7GThlQtRMS4OB/s/HB9DDzJwoHe9c8Ofmh82bSTwJdXgwPQQwgJfGezWUVPLOX0Qq/XS+OPxhpv1nXJrg6RlBQX8MNcS31idW/evxONNXab7FoyNK9Jy0Pl3igPtG8uWV9e8tA58OCdkSrMshRg9RoT9VKPMcaUDUf7Xi0NqZbvR+Z6XACLYu8kcpBK6xpeyk/iMT/++OMajUZJAueg6dfrYOMgetmKwb3ky7h3AA2qhrbh2j0IyITpIFvXZMPtAqoE5bykJ9dB/+CNaQ+u33fmYPVAH1iBQJlAhXiZzsYauy12bQqiHrnmt9cskMq6D3hMrg2Vygw0uEFf8rpon2pfXi5yNBolgIXb5eFnub1er5MuFa8YYAEMXBLm0qnxeJw2voR3pZ1ut6vHH39cklI/6pSDVE40tAkgOWfsExhj48E9B2s+48FKn4harVbaHQODFnDP3OVneLnonf3+UODHddtw6vSFlRBAi7Z3v99ruVym2sScm3Py0yggGrutdi0PGEDl4fdEBd53vbB7uFLpTbK8B1y82A2A4jsreIrybDZ7IDWXhx7wlarF4X1bIEDBg3er1Sql3rbbbZ2enibO0qP6cKuANAoLSemzrjd2/rOe6ux0g/dXqhavh+px/bR7wfXgFnV7fYslJjiv9YAywfli7q9zwni7UB6UDGVCpSQn182KxVcK8OT+HXE1SWON3Ta79rb0Uuk5XeapOfg6kODV1nWwPNBudb4UTpZ+wOHGWG766A8zYMiS3WVol50fT7ndbqeEBXhY37yTdkjLxQukz3jacM+uL67rgmmPPvmYOTcKYDHWTr14AHO5XCZvFj0w2umLiwvt93tNJpMU+PTSmkxy0BHwuQ6+vpKR8loZnuUG+EJH1FUcdaUMlIYHbxtr7Lq2j0f9nfnj+vDBz+jDei9/pcSVZWiAiKRLAdPB1wEZMHJVgVQupx18AERAEkAkhZjlt3OIPNij0eiBFGWpLG/py2wvFuRZYSRYSEpcJt4jki6ABqmZL6l9PDwZw99zLhVgxaum/87l8pr/1JfzjDMrCQJngDLByu12q4uLi/Q5gndI7jBPsvHgpCfbME6+xT3j4fUimKh3u51OTk4qapAGeBt7oezN/+jz9YZvl778sw/6iY/9+pvuzvu0Kydi+MMCCLiX68AGj8mDhteGBwV9wQON8eD7Z/1vvCkCTgTgCN5RRpJlNT+eleV8cX3HYhQFUrlVu4NclmW6uLjQcDh8YN82Jpa6h4uH5xONUyB4jExQALNz5IwTnqvfF36jzADAh8NhpejOu9/97qRqWCwWmk6n6RyHw0H37t2rJK/4FkReaB6en/vKNTKWcMYO1j6W9aQcl9g11th17as/7u/qS975OfrPv+wv6cf3md7cHd90l57VrkxBAFCAQp1ekKoqCanqObO0lsoylR4AYmm72+1SPQeoDj7jEi32kCPg4/UGUFXAYXrf2u128qgBw/qeaqvVqpJNB9WADA3FBskf8MUubXPv3MfIi+q4xpfPMC6AOxMQ1+MJG34/HMQBRxIzSKOOMSavF8kZE4PXugghpPrJtDcejyv8PpQElAyqlXqAzwNxTmFwL/y+NdbYde2XDN6r3/4Z/0wnraFOXgHKxit10SP1PKDuETlvWQ8seeZTPZmDh9Y9Jj4L4DjXGWPUarXS2dmZ5vN5qh0B0Hv9AjwxkjGcf6XCF0v1zWaT6kmwFA+h3F9uMBikugkAOd6jAyvj5BxuHVxcMeHg4xwpr18Guv45+kG68GQySR4/xXigInid66cfvrV8v9/X6elpRZrmHDbnpcB7q9VK1A8TIhwz+mup3PqIydYnJv9+NNbYde0rnvylelP/CT15XN50V56TXetbz4PoWlLnLOv6VVc68Hm4R7zeer1YvDip3PtMyou5LBaLyjF40N42S3qW+QAsS3FPx633GQ9tMBjosccek6Skh10ul5rP55XCNVKV74XrBuzrHrDLzOpKCakEvGfifAFAV0vwHhMZhXB8/7fhcJi8eoKMeLA+NmSoAZa+o7QnXvCeB+ngqrfbrYbDYRoH5GmMm38v6oHaxhq7rn3l498vSdrHl38ATroGADuHKlXr1DqnCajUuU6XrnngCPDix6PiVD8jUOZpw4AtOuF6GUqAGEWEJ0vQfw8Owktut1udnp7q9PRUknR2dpZAGG8QnbBfv68CfBLBnPesa6gdhBgDwNaVHM6te00Gp34oog7vipfK+xQ3gi/HUwXIySxkgqNYvSdWQGUcj8fEMzNRUB3NeWn6y3V5INLHobHGnq+9EkpRStdQQfCge8UsqSy0Utd0eiTfkw5YBpMg4Mt2HuLdbqflcqn1ep0UCHi7UAwhhMRjuo6VVFr6DZdL0G273aat5wEUdMCSEtB6TQb6N51ONZ1OE02Bt+neu9Ms7gkzFrTl6bw+cfh5uV5JlYJElRtpnyEwivqBPvV6PU0mkwq9w5h4nWXXCbdarUTf1BUovgK6d++eWq1W2sLJ5W2cq14Xou75N9bYbbMrqyBcJiWVG0M6R+gcaZZlSSngAF7XDuM50vb5+Xn6GxAhKFUvZE4QjP9JjKC2A+DB+3ChnU4n7ZfW7XY1nU5T0AqwxOsNIWg2myW9MtdB0M7pAJ9MPEOO366GqMvTfKXg2W7ef8aEMQNwAW+K7dSTN2h3u91WdNdeLvJ4PGo4HFYSOCjB6eoQri/LslQneDgcpgkVoGdsJaW/PckD+qSRozV2G+3KHrB7Qe79OiBjda+X9y+L4ENLEEw6Ho+JZ/TUYpdg8Zs0ZMBeUloG8zcJCS5L47O73U7r9TpltXFdvoQGxKbTafoc7TM2qAk8EOgUh1QG3xyA6npYV0MwXs6nS2ViBisD3kMbXS+U4+qPhx56KE1otAWIS6oELKExmGS8LoSkpCThOAKk6KnrunGUIr7dPdfcWGO3za69K7L04CaSdc9Wqm5JBBXg/K9zv1JZUN2B14NMXnQGkAFYHcSIyHuiw2w2q3CoeHQswetyM5blLuvCG3bpVD2Ftx5881UBVqcpfBx9bAmi8XnKYOKxQrPgmVKLF6DDA0cRwv2hsD1UDty5a7ClnIpZr9eJqqB/TGpI9vzewA2z+wV0Dtfn35f6/W2ssdtkVwZgT3vF03P6AY/OwdOPrfPBUrnjMKDLZ+FoWXK7Z0o7nsiRZVllh2OACB6z0+kkgHe1hCsR/PMAK/12NUG9roUHJp2frXO1dZB1XbQDLQDHb5QNIYS05MdrdY6YdpkgVquVJFW2GUJjTYahq1KcMoHr9zY96Ar3LpU7l7A9Edc9n89Tic76hO0TVOMBN3Yb7Vq1IKQHa/9exmPy0OL5Yq4nPh6PlYLrUBF4UbzWauVpr55ZhYeIFwf3i1cGcANceGVeYIcKa4AyAExgbTweV7xBEg6kMliFhtb1ta4Cce+3DjT1cbssSOeJK96+v0eQi7GBW2aCBDClUqvsq43xeJykenXtsitT6soMz2L0XaT9fq/X63R/4Jn92r2/jTV2m+zKQTg4Px7GupSoHpzjb6kETYB5tVpptVolz4wH13fZBXRd5ubeoFcfk5SKiNNfFA/Iv9g23gGLveGQUpG1RcU1AJcSlp7MwJY/Lj1z+gEZnFTldi/jff36nDvnGPhXn4ic1iCYxvZJMcZUrJ399MhWA+iZbAh0+srE07fxmusTIFvZc/3I13wrIiZXl+jV5YaXKTsaa+zVbtf2gPHuWCLXuct0Aqva5V4ZQOIRcD4L9SCVXiegPBqNKrV8pZIWcSUFwOK8Jg+/e4UAMTsfS9XMPY4bjUYJUJhcuH6vfwyIevAMQHYPl9dcklWnbbB6QopTIwTQKBHJ2EK7OGdN0BA1AnIxJsDxeJwCcJ7AwrHQHYwPygfG3WtvODUB/eF9cz7Yg7iNNXab7MoeML+dE6y/zvLYPcI6cOOV4Z0CooDiaDTSfD5P2lIA4ezsrJJeDM/r2XJSuesv/dpsNmkJTh8JDgHOMea1Dk5PTxVCWRfBdx1Gn8x7rne9zNN3MHYqweVqkp4RfFny8xp8LwFE9qfjNWRzu91Oi8UiXTsBSCgCwNL5Y1QPgC1aYna7YGXAqoPrqY+/13nwSWq/3yfu+ZmSMRpr7DbZlQEY4ODhcQ/LwdhpBH+NzwIWRNZdYgUQsS1QCKGSjAH36B6VB6woOsPy+P79+ylpg+U0crPRaJR2tJCkO3fuVM4LgLJkdl2yUx1OPTiAOs0ACHvygfOg/hrncI7V5WJcCwBG/+FnmSgIxIUQkoeL7A7Adc4XJchqtaoU0WFXar+37BbCJIYMkGvGc2ZsPHA6nU4rdFUDwo3dRrtWKrJU1a86X+mAgzbUl9uAynK5TJIqflNe0jfP3G63iXvEK4VTBGDxhllOQ1F40gCADUg4HyspSc486cFlV4CiVC25CYjxmutvXV7Gsc59elt4mXVDouVaaqctUB7UQTnLMo3HY11cXKjf7yfP2CdESZW2fTdoL2YPgPqKwvW+0BdOL8EfM4Ecj8ek0Ub6V0/Jbqyx22bX0gG7fIqH+jK6gWPrXqSkBLY86DygeLc8zHiseI54vCGExAd7oXZADB0vATvOj8aVAJTzogCba5OdWyaYBkD7GHgBnro379fv8is/3oOWPqm56sQLwOP1kwUolVIzstNc69zpdHRxcaHxeFzhaFFHcIzrp6FZfFKE7kBqxsqCexhCSOUvfcspzsc4+vj42DfW2G2ya23K6eDjXhmeDw+TB6ScosADBkwBGcCYNgEbD+RBLTivC7BRPBxQdY/ZPXTnir2UpQfi6HMdMDebTQL2drudSj06tSJVpXguR3OQr6cp+2dcquUeOZ8FtLyMJ9pn+lGnQuBhAU7ah4/3ZBc+2+/3k94XmR7X70FJAnv9fj+pMAB6+uKKCu4rn3VKp7HGbotdi4Lw5IE6d+fZUM7xQTW4zAmgcZkSIEQ7rnmlMM/hkO/yC5AAwCyJ8a5ZDuMZ+xIbD40lfD2AxjUCwl6PguvlHJRlxOqKB8aozrX68Zctxf1/D1T6hIBqBDUJWW3u4WLtdjvtUszqA3UC0jyoGsYQMF6tVpUEC6lUZXhA0z1d+k2QEiD2QGw9GNlYY7fJrlULAkB17atULbQO0AI07uEAZs6HsrwGNLHlcpkoBvpABheJBK61xeumfdKUPSUXMKTA+mAwSB4eiQie2owyYz6fJx1xr9dLRWs8wOdZej6h+KTE2HigkvGrq0X8N9cHaNYTK5yDJyWZie/8/DyNKWPFCoTawPfv368E4rxfTEYxRs3n8yQ345xof/3aPcMPgKY96kA4ddFYY7fNrkS8AZZwnpIqD5oH5jwzjPcBDQASr8+9Uqcp5vN58pqhEfB43WsmhRYgcSB06VS3203SLK7h5OQkeXaejddqtVI2nPOu6GmdduCa+SweIeaUQj3i74kJ8N4+lkwGrjxxr9+DiQ7OrkpADcGEt9/vde/evVQTGP53PB7roYceklTSENwXApdQCLzPBEj/vNARlASyQb4D9aQLv5bGGrtNdq16wB5Ywni4PdIvVdNyUSq4nE0qZWd4wQSFAAup6uURYKMt2pBKsCdoxGdQXfgmmrPZTLPZTP1+P+ldAS1Pp22321osFqldgA7eta4+4No8s43xqgNvfVXhnLf/75l7TBZ4/rTLeKEOgVYAnEkJpoAPvDKqEXhwJjre53/6O51O0yTr44HXzTh4MaC6Tth5Zr9/jTV2m+zKOuC6h1ZpzDK06sE317B6xhagwY4XXpSHXRUkpdRlDE+c4I8Heoisw83i8fp28sPhUKPRKMnPADO45slkohDKnTv8uln6MwGwlHdNs3O+9QCbS/XqS3Ampzon7AAPIDKmADPXwbV77Qo24aQfXgHNawezckH+x2uApdM1qCScz14ulxoOh0mWRv+gNXxi8optda+4scZug11LhuaUA/8THILj9GCbR+UdAABd1AyefIDXClh5Ki0PtlcJI7mAXXwBMC/Ww3mhHgicuZqApTb9Xq1W2u12ie8F3Pz663SBKwScYnHQ5XOMiSs0LuPQfWslpzjq2tzZbKbVapU00ExiFEg/HA6JPx8Ohw9kEDL+zucC5JPJJE02JK8wQfmxWZZpsVgkxYTz4vzwHamncjfW2G2yK1MQdQ7Tg0OACVpbqAW4QgcuHmSP0vOeS8Zox0GKkofwwyy5XVPK8pvqZ/1+X4888khqYzgcJq8QEAM8XKc6Go1SzQRJlR05JpOJhsNhhedkHPDu6gEpgJox9LGsS9e8ahv98xUFXiSF6+v8vFMfTFKMKUCPp8quF2h9R6ORxuNxAkvGhsw2+sk5mBiYhNAfw1m7DtppGb+3jTV22+xaHDB/e6ScAJbrgD0LCq8WL9Lr+14m0WJ57MkanBsu09UBnkrMshbPvF7BjEQDj9LDdzo4uue2XObbXDsoMlEAXFw7IOfjRp+kUgPMuXnNOXYHXsANPtV5XdrmnPC4y+Uy0RRQMY8++qh++qd/ujIejIlnrZHgIinRQgQlfQKu/0BN4BV7/+m7//gxHk9orLHbYtfWAbt3i4dEoMgDY3hHPNCHw6GysaRrTes8Ksbf2+1W4/E4BZrqMin+xlMEXHwpD7cMf+nXgZeHeeF2z+DyrdXxyD2w6OoE+uQAyzhK5YRTD+TV61wwSTi3zmfg1vHeoRbw1MmWGw6HevTRR3V2diZJqVaDc+IXFxcV753tnvxeQd0cj8ekIOGe0WdJFVVLXQ/sKwEmr8Yau2127VoQmEfv4Q096n08lnu7SWXk3cHJd63gQXZvCvlau91OWVQsbVEteCCHvrA8B2RJPQbAPKPNU43H43EKDjoN4qoEvE6pTB12CqLu9XpWHWPoZRgdjOrBt7qX6GoLPwfjRSKGgz3geXp6Kkk6OztLATVXZAwGg7T6wFN2b53VjFc8u8yz5XrpqwcbfZLm3Jd9txpr7NVu1+aA+V8ql9Euu+JYduAFlJBNeVBuMBhoPp8nrw2Qhs9kSYuH6rV9fVkvKe1sXAf0VquVatc6cBL4I8DnHKnL19brdfKs3Ut3YK1ntz2TtMpBFUD3MeR1D1zVuVP3uN1TBugAVldN+Gql2+3q/Pw8gTUTjnv3kh4I0nFf/fx+L52DRkPtE7Jfi+vDGwVEY7fRru0Bu7fCw+i6Vh429LUegMFT428HkNFopCzLkprBvS12/MXLlcrCOQSaAE1AgoAg8jLoB66B6wD4HRyZPPAG2bYHrtQ5VJ+YaNtBlv9dHUK7dc/P1SKMUT1YSZvQD0wcjAWUA9fhvDTXAX/tRYbYksmzEuk74+oevvPW9NOzH32zUx9v3z6poSAau632vKqhAajunfpWNEihfHnv2/N4NhyZWzGW2x55hpXzsZ6q7JlXMUYtl8vkaUNdADzOVZJwAHCs1+sKH+uRfegOpHJk3Lketk4V+PLbwZf3fRylagU2D8S5esADh05VeNDOVxhQCh789IDZY489pouLC92/f7+yYadLxxh/11HTZ8bYC/z4ioDVhtMS9Wu9jB9vrLHbYldOP/IHxcHC9a94Tqgd6tvQu9rAwQiviICQL01dK9rtdtMxeNAxVmsC42W6VhXaYr1eV4rB0y/AGW8Zj3Kz2SQvEhAaj8eaTCYVD9YlZ871cg2ApGeuOUjhKXrSh4MvYOhpxelGFu3icfZ6vTQuw+EwSeb8nrXbbc1mMz3yyCOJ1/bgJce4xtgDn6Rksw+d9925X8bAK7e5auSZqJrGGnu125U9YJa4/tB4AXWoBw+K+Y9UFoFxYIK/hDLgXHjWAKHzmiHk5SF9ye7JFXjHAGWWZZrP5/mFG9jhNUoliDJ5uLcNII1Go6RF9oI67uG6xM6X4P6eB9M4lvN4MgYrC69Q5ioL95LrSR8chwc/mUwqO0a3221Np1N1u129613vSq+jq/bUZa6dMQd8Af16wNPVHfXgKhOde82NB9zYbbMrB+HqdQp42Hw5jwjfAZbfeGVenAaA8nq31GwgoYLlLuCDVhgaA77R+VJSnkMIaYsd91gBfTLMqEMxm80SaEFn8NnRaFThpV0B4iDMtbnnWi9g5ODrbfmSnNWES+mcd+XcrtaogzHjw+QGJcHERYDyda97nd773vdWzsV1UiUOEJbKiZTz4nkzrvWJyc/H/fbJo7HGbptdKwjnBXbQ00plSjIPGplXUpmV5ZwnD69HxeF6AWO86+FwmDxgl6NxDJ/3qD28Z53K4MGnnc1mo/Pz86RPptaDb+/ulMNkMlG/39doNKpwow6wLldjkqkDpy/n/T3O6ZpkeHafgFyFAYXD2DNxMNbOaXtFOQC+3c5TvR9//HE9/fTTOjs7q9wH+G/oCQ+gUpyHPnIN9Mc5YQ+aQlO5OqKxxm6TXTsIB8B4RhqAI6nCwwK+8It4pLzP8tX5QvfieJ//yTzjQXd+2MtUevIFS2KK1ODZHQ6HFIjCWzs/P68AfgghyduGw2GqAoZ8zQGG/rtKwLlQzPXTPq7+eQdlT9BwRUSdLwbM3RNGQ+0crANp/R7NZjPN5/Ok4WZlQVacnxf5mhekl8qaG5fVeqh/L+r3sLHGbotda0siPDDPyHJ5lWdhSaXX7MtkwMkTGlwhAej6xpqSKp6S87h1b8r5XeRwHiDDg16tVmkXZYqrY14JzYu3wz2zdHfvzjleB0U/xsfLFQvOlfqy3ANn7iXiWXsqsmuBATUHaYCUVQcTEnQC4/bYY4/pne98pw6HQyqsA4/sMQAmYSgbv1bPmuNYzgsfXZ+8GmvsNtmVvvUuhWK5KT0IBK47DSFUEiAAB/d2ASLngj15Q6p6TVAfkpKcDKMN0pXR8qJkkMrqbMvlMm1j5B6pe8vz+TyVaHRKgyLl9JvxcS7ckw3gvutpx+7leuDsMrUEExYTH8dwnGet+Tnop28b5LUgWq1WWpkwruPxWI8//ngKfqIcgXOWyoLrfi76wkqE6/akC4zJ2FUxjTV2m+zKHjAPvns8klLwSKp6sh5IApR5OAEkvFdJD2TOQU1QpB3ACCGkoBK1bYfDYQKo9XqdJgV0qigJWq2WFotFSsxwAJNU6SPeL+dgsmASAPQAINfaOsXCb6cXfIxcUoYXTx/cS3YA92QUwI8JpF7Ah/vjhd1dLufjxfuz2UzH41FPPfVU0ghLZfq4B9zqyg6/NqdauOeYr1oaa+y22bUoCB4il12hUnCZFx4xDyKqBU8iwCtF6eCqBtoGVFBHwDtTanK1WlV0wJIq4OVLbnhbBy+8sM1mkwrU4DFyvR78qgfUADUmGacaHFhdjgeA1qkH92Db7Xbivj1wx6TnGYS0Ve8z1+n0A/IyXs+yLE1eXB8qkzt37iiEoLt37z5APfFZCvJ4UNGDrkxMzks7D8/rjTV22+zKMjSp5PJ4jYi2e7IugeLYurcMSHqlNF7Dk/XkBTLQkJfh0XFsPYOO5TPBNPcEpbLuA9QC3iDKDpbutO0qA5bvTh+45+fA52PnAbL6/74M96CYy7c8acQ9aw8+Ou8M4ALuvoWSpAeUE7RHjWNqO7BqgJqBlnHv1+VrTCR+rfUdQ9xYRTTW2G2ya1MQPJTu6biH55pfSenB5+FzSgKaoU5hACJIpwAUByWABdoCgNjtdilgRIZYq9XSbDZTu91OXjPA60XXpZxbHo/HlSW2L+vxxOknr0sPbjLpfK8f716fB6EcDJ1Pxgt3oOY9397Htc11lQT8rWfT8Rr3BFma17o4OTlRt9tNNAz9dM+cVZBPLpzL++2gzPeooSAau412ZQB2hYFU8ny+nZA/cJ7VhrcqlUtfr1EglZ6Ta1ahCFhSAxTT6TR5z4Cy87cACTYcDjUYDLRer9MxZHEB6J1OWXQHoFitVhWPk+umbcAMEK17rQB4XYpGOw5YnsnmWt/6Et3pC/eWGWuAkM/5yoTsM6+p7JXnHCCR3aETPhwOiWbya+Oc7gWTkIPn7fcdioqgnk9+jTV2W+xa5SjxWqQq8BGk8cw3pxugLtw7JaDj2WiS0nby8LqAOVF66AfOU/c2N5tNqqzmMjLaabXyfc3u3LmT9pLDo95sNmlzSSaUwWCQNrdcLpfJO/TEA/f+3PP0YCR9rwOv993/d82vUwlObbhX6f9vt9uKTpvrdnrC6QDolzoPH2PUww8/rPl8njhpr8vsyRVcH+0xeboGvL4S8tVCY43dJrt2OUpfTuLZAiqALg+Y1/nF6ooB2qMYOjyvVHqYeMzuWXtAjYmBDDz0rfCZ8Jhsn75arfTUU09VeFVA7ng8JlCGC2Z5zmQzGAwqtSdcKlbXtroG1sHTuWLed+DlGEDOKR5SkL09Pyfv++rC24eu8HvHuDmdAyAzbrSHfpr+16+JNgFpNMe04WVKvYB8Y43dFrv2rsh4ru7lOh9MWUgPlHmgi/ecV3V6AWBYLBbpfcCwnn1GggCAj3FOAIEKZ/P5XN1uV2dnZzo5OUlLadJtAZ/1ep3O7YoOTzigX87Lun7XpV6eoEGfHBT9dfdUpSqw1b1Hnzzcy/bgnB+DcR+4dm/TqQImKLYuQkPMRHiZksMnW9pzRYvTKj6JNNbYbbJrydAcYKQymQKvjV0kXK3gHh3LYygLvCEH8s1mo/l8rn6/r4cffjhtgz4ejyuBHzxLryfssjXaX6/XFQ91v98nWoJJwvlkPHEAWSrVAYA+Hnc9gMZvV304Z+5e4zPRDABmfTnvnuplS3eXqnmxGw/k1eViPpnyGsFO7jdt0j5ZbMdjXrqzzjfXaQZXR7CCYO869vprpGiN3Ta7lgrCt+ZxdYAkLRaLpPdliQkAO91AtTOpunknO2gcj0e95jWv0cnJSUp4gHN1vtE9PgDHkwnIqqsH1wBbKIuzs7MEqJfVTOh2u5pOp5pOpzo9PU3BKUkPeIAAk/O+7m064NaDc94GATO8U8YYioAf554ZC8adc7iahGMcKNm2nvdcV+zp4u69zmazlByzXC4rckLG1gOc9NU5ZymXFY7H44aCaOzW2bW2pSeYgoIB72e9Xmu73VY4X/dy3cNF+nU8HrVarbTf77VarbTb7XR6eqqTk5OkNYV2cM/P68riYcHVklAAIGdZlrK6mDROTk6S57terzUcDpPXx2aeBO+Gw6Gm06lms5mGw6GGw2GahAA2Vy9IqiQrYAAnKwhfrjv/C8D5WLFKoD2nM/ze8Frdg6Y/UjVoyURaV1t4sR6nFABX+jmZTHRxcVGpoeH1nikp6mDsWm+ukZrDjTV2m+zKHrB7nFIJrKT2AsBSmUzgx/JZXyYfj8fkPT322GPJ6/VaC4AAIOEcJB61S8kAUrwu34lXUjo3Kc7j8VgXFxepn4A6lc+gK1BneFSfc2KAIedzD9cBFJACqAmMMU4s1Z2PdY6Y8fBkFc7vigSA0PvgNBLnZkxZgbj2mAnKdxzhmsfjcSVVezgcarFYVDxhJgCfUJgQ6WNjjd02uzIA1xMqkG0BvPCHkioPfl2X6g/+8XjUbDbTa17zGo3H4wS8gCZAhYcIOAJ8eKP1QJ9U1tEdDAZpKe8gQJLGYDDQ6elpKtzDuTqdvAg7PwC9g4l7sS7rcqCrB6mgbVyuxrj4BOU1gF1D7bQPYIvkzANgjB2Uw2UaYfrg3i/3hr6g1+U6XNXCRNVqtVJxo16vp8VikbLm4M4ZbyZHDxI2INzYbbNrl6PEeyHVFwUBv31J7LpgT4V14H3ooYfSLr54hb6EllR54AE/AIJz+vby/K7zn2SKwSfTN4B6OBymJXG329VoNEq8r3uZdXPP0yeBukysrlig/z7G7tU6KAOw1J5wzvuyoBz/u/fsY8MxtM/rzjf7xOI7f/gO1QA7O4ZI0sMPP6zFYlHx2plcmVy8OHwDwI3dNrsyB+zeKMt3Dwh5JN2j7r68BqQIaE0mk0rCgHt3UgngGABRD0DhVUnVgjCuPLgMFLMsS8CB1G00GiWQHo/HlZ2C6/wv7eCZuzLCl/pMBnV5mY+RF9ZxEOY1OHUmKZ+sfMzwrgE2B1EfFx8Txt/7Cbg6P8x7qBicYnIt9vF4TMfgxdc1wa4FbgC4sdtmVwZgF/Jvt9uKUJ+HiR+CRiRE8CCzo/F0OtVkMnlgNwRfIrP0racXO6i6WgHPEvC/TIfLtaDEoC3Ax0EZvtnpBj83Hihc9WWTgwcG6+AKaLsHyvsOvJ7IUfdc8aQBOu/zYDCoyOvq95GJwycs98Dr9Adt056rOtxTx6t1btor5Em5YqbdzveY8+2rGmvstti1PGC0n2ztjpbTAzc8wHhQ1BOYTCaazWaJU/VMNj/evWlAyDlT97rwfPGw6oEp9wLr0X9A0gvJ1NUE/M2Pp986reAeZZ0KcO/RAZUfX/57X51qcZoi3cAan+v0kFdL81VKPQkC82w/1wE7xeDXzZhzD/3cnrzCZFKfaAlwev8ba+w22ZUAGGCkdgIerxfg4ce5yX6/n2gGvF5/+PAeeVBdJoV35d4bHKgvXS9b9ktVTSrvOVgBpu6pOU+L5+rtMw6uieU4zuvncMDlPfdC3Uuu0wLw1fTVaR2nDtx75Rwuw6vrfn1iuuweu/SMcXHvtz7urvhg7OqSOx/Xul02aTXW2KvdrpWKfH5+nri/esDNH66Tk5NUtnE8Hms8Hms0GiVv2INMDkI8rHWgQSJF5S7fyqZON+CJAVzeR2oc1L1Xpyk8cOfUA942PLADnF+/97m+5K/zwT6GDkJMcACcjwfjxRi49E9SBWT5n/ddj+1aY953eZwHDJ0+cBqC66zz7n5PfWXhE40HSRtr7LbZlSkINmn0B9uLz5B11u/3k7eLB+zFvf3B5aGuL7H9GM6DtyyVxXfcS223y9rAly31nZd0zxaAczDH43NwdRrEwdqDiO45OjjjCXpQyzlT54KhRDCnUXxsvGQloOe7c7inKlUVKZ4o4ooS91Q9mOf8ep1XpygR56wrTPx3vfSk39PGGrtNduVv/dnZmdbrtXa7nfr9flJBSOVDPR6PNRgMdOfOHY1GowTIdW/KvU8P0kkluHlBmXp2GZ4fr9VBRHpQYoUUzQNkDjD+nnuxnU65VY/TGZgDllvd+64H+ur8ry/d66CMuafJ59y75zUHXlYseK6uZ6ZN3x3ZQRag9Qmmfkw9wOnjQMYj3xHOTeDtsjYaa+w22JUBmHThLMtS8gUPF3zvycmJhsNh4npdZeDg5TIkB19JFXAgC6vOweKd8VkvYQkIuHaYdutJBfSHfrI9vXtq9SAcoOeccj05w+kQ+uBgym8HYp+AnK910KtTKawCHOyZ5Bzg3Wt2z9iDZO7xu7nawa/LOX/3xC/j2p2KIUVZUtrBpAHgxm6bXQmAsyzTfD5PUXL3TjudTgLe0WiU6Ab3sPzBly7X99YDYpdF7gEXqZoQ4YV66iDpQT7nOTmvB8l89wZ+uzfpoOXLfAdH+uZyMs5FG+7V+mRBW9Aiztk63+uf9fHi+nm9XlCHczgl4tRI/Ro41mkC7n2dnrmMU/eVj48fgcJnC8411tir2a6sgqBaGR5Lu53vj3Z6elqpWgageQDLPc7LAIn2XEPrFAIPrh8v6QGPy9t0ztKzwSRVPDj65G32er0KcHEeBwwHNQ96YQ5m7sU6MDmHDoAyvj5hEfSs0w9Ofbh3XOdVad+vU1ICaLzSOmfu+8g5sDod5ABaD+zxHfBJoh44ZUXSWGO3ya4EwKQak+UE3zsejzWZTDQcDitgyYPl9ILrdZ16CCFUKATX/kpVwPUle9079ei6Kw8wB0BfbuMF0oaf15M/HHycx/UJwM/hoIrVQd+9X46nuA3HuaSMz9GWg5tUUg0ubQPgfNXhvLcHBT270HXGlyWDuMcLteP3zq+LczMJ+OTaeMCN3Ua7EgCzHJbKBIhut5uUDq4EqC/fsfrS3x9CX/7WlQ88sB5lpx8ud7oMsOteqEuj/BhPFKjrj+t9q3vmgJt72j4ZeD/qwOyZZO5F4lHXVw30FUD0HZEZR67Py0RellRS34Gkrmfmcz4x+vX7cU57YPW2fPLyidk/01hjt8WuzAFTbIeiLKQUw/fWA0V1kAUoeI/j66/jETno+FLbl94O+P6AO13h4MNnvQ6BpIqH6aDvdAq6YD4D6NdVAz4B+d8OZvXAFmMEjeGV0C5LcHD1gF8z56Av9bRizMfbJzpSuz24WB9/7kmdAqnz7D6ml32+zqU31thtsisBcK/X02tf+9q0WSWZbYAxQOGyMc9ukx5cnmP+t3vIdb1wfbnqgFWnIfzYdrudVA31YJuf1wEO4LksUYI+XuZh+oTj5iDmgOP9rCdUQB3gnQOunMszAj1QFkK1ZCT9YZv4OufOOX3XkbqKw2kD12DXJz/O70E2Hw+nKPhpPODGbqOFq0h/QghPSfrpF687jd1ye32M8dGX+qTN97qxF9me8Xt9JQBurLHGGmvshbMm7NxYY401dkPWAHBjjTXW2A1ZA8CNNdZYYzdkDQA31lhjjd2QNQDcWGONNXZD1gBwY4011tgNWQPAjTXWWGM3ZA0AN9ZYY43dkDUA3FhjjTV2Q/b/A8Eu0cZ/2lFMAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# let's take a closer look at the mask by putting it into a different color map\n", - "# remember the flat yellow area is our mask\n", - "image = 'granny_cam/flippy_speckled.jpeg'\n", - "image_read = cv2.imread(image)\n", - "thresh = 20\n", - "blur_image = cv2.medianBlur(image_read, 7)\n", - "output_image = image_read.copy()\n", - "mask = blur_image < thresh\n", - "output_image[~mask] = 255\n", - "plt.subplot(121),plt.imshow(image_read[:,:,0], cmap = 'gray')\n", - "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n", - "plt.subplot(122),plt.imshow(output_image[:,:,0], cmap = 'viridis')\n", - "plt.title('Output Visalized'), plt.xticks([]), plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "7cae42ac", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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eY7FY6Pz8XOfn57q4uMg/6/Va6/Vay+VS8/lcq9VK9+7d0/379/Xud7/7qa7vo8jp6ekzu3a329VstuticZ2C9ucVlTXnxNf93Kcpp6en+fNyCHJ8fHytAfWs5abP9l4pgZSS+v3+E1voaCG/kkX9SmM9rADG8cfvc7Vaqd/vazweazgcNpQAnsJgMMjXRgFEj0JS4xzA//LyUv1+X1VVqdvtKqWkbrerzWaTLTquudlstFgstFwutdlsriiTi4uLrDRWq1VWCGdnZ+r1bu9H7ll+gS8vL3V2dpY/N5vN5spn0f93j/A6heHn+Tltv9vG8Nei9/mw93RIslg8Sh/Epys3eWW39xvZIikljUajK689KQsnfgluev+m8+NvFyx1PweAlmoLEa9gs9no/Pxc3W5X4/FYo9GooQj6/b46nU4GZn6Gw6HOz8/zlx2PAdB3D6CqKg0GgwYY8YOymM/nWi6XjXnyHsqI87vdbr7P9Xqtfr//ECv/bORZW3GRJmuj3q57v8izl/Pz82c9hVcle6UEOp2OhsMnWk0vaQfED3OcdLMicgXg2tiPPz8/z/QNYM+4bfGB8/PzTNf0+/2sCLDg3bobjUZar9dXeHtpx1/2er2sGFJKGg6Huri4yFZ9pHjOz8/V6/XyPWHxoUCk2nNhfNaTc26rPGslUKTIs5C9UgJYu/skbcHSNvd7Pp+r2+1qMBhkKsA5/6gQoGQk5RgC6xO5YRQEtI2UA0XZgu/1eg0l0uv1Mq1zfn6u5XKp5XKZ6SLuyakGt/oJBp+fn2dP4jZTQVJRAkUOU273t7JFAJp9kpuyZpDlcpnB2oE8Arp7BdKOQgBo3RPgtcvLywzm8RiUzcXFhcbjcaaTer2ezs/PtV6vM82Dh+AxDBQS4xIL2Gw2Wq1Wjfu9rZkTRYocsuydEthHabMw4d8d7FerlU5PTzUajTSdThtegAO7K0JXEgTN3aL3gDCCh8H1o6eAN+LHMi60EEoMcEcRnJ+fa7VaaT6fN7wAAtVFihS5XbJ3SuA2c8qvJBH0Y4zAOXXAHt4fygfaxtNCB4OBBoNBDhTDva9WdZddKDSUB+f6HFAE0DieQirt4hNOE3n2EZY/aaHr9Tp7Evze52dXpMjrVfZOCexrAcpNlBAA2+/3dXx8rOl0moF9MploOBw2LHJP1/NMoJidAKBH6qkt8O3/c7zPE8VATUDbMaSEXlxcNILd1BPcdilKqsghyl4pgaqq9gJMrpPrgsQogW63q/l8ni1+gsWSGoFbp3iwzAFcFAaW/Hq9lrQrHvPagMjXo2iglTgHmqeqKi2Xy4ZiIYNouVzmGIDTTXgIt7VKuEiRQ5eiBJ6iRCUg6Qrfv1gsGny8VKeQUjkMwHIudQMXFxcaDAY5zRQQXq1WOUefLKDohcDXE/y9vLzUYDBo8P+bzUbL5bLhBUjKHgCVw3gAjOUxjNv+7IonUOQQpSiBpygxPdSDt1jbvLZYLDJ375QPAB+rgaGDVquVJpNJDvSyXsQHGIe/mRd/bzYb9fv9DPaLxaKhvNw74H/qB+gLxDU4pt/vazab6cGDB1oul091zR9FihIo8lpkMBjc2uQHGIE2KUrgMcnD9GdpUwKec+/AuV6vMyUUuXlvnYESuLi4ULfbzXRQr9fLx2Ohk/ZJwBcPoNvtNlJUseT52wEfJeB/r1ar3B7CvQLvNSTVAeqTk5Mn9QheszxrJXAbUmgJ+CMxftQGcl7TQr0KtSWHJKPR6NYqgZvo2L1TAreBW45fkoeRtniAF2Z5oJff5+fn2SPw8y4vLxvxAWmX8UOqaOzeiWJBibrS8ePPzs4a2Uie9+/AH6uI8Qg4nh+/H967rfIslcDTao74StKmBFz4LF7XRsWz3PgMHIrc5l5JN32290oJSPuTHdS26DFFlOArFpTUpIiw/s/Pz6/k+8O1e5EWoI2174ogNnrza7l3xQfZ4wReE8AXm7RPgr7uHXA9F+a4r1+UQ7i+dH0HUiR6s/F1/vb2I4cgULK3VV43SqDtw3fdcU/LLbvpWm1zjX2GyNTBG+h2u/nHFYFX/15cXOQArweKUQAUe3nTN8//jzEAaWfh+VhOTzgl5cHgthRUxnOFRg1CkXZ5PX6297G6/xBlr5TATe1s/cPXxq0+zBesjdd/JernJh73lb6sbjkR8PVCMLj9aLkD5ngPfFmdsnHLpNPpNGgg/93W+8e9C89cwtqPFn30XgB8FAatMFBy++LNPU15vX62D0U87XrfZK+UgKRGIPVhJILdw8hNvGcUB+i2c24KsvF/VVWNHca8UhivIGYDxbG9fiBW8/Z6vewNeIfSGJsAoFFKpJc66MceRf7Bv446QHF0u11NJpNb23f9WQb13BOI4NsWmL0OzF9J4ufVX497GHgtiL8vqZHJ5u/z922nRx63kLTyNLocvxq56TOyV0rAs2na5Doe/lGv8Wr+f9jXec2/XGThkF0AcHt3UFo9R0/BFYLTSL4xjKRGfUDbHD2wLDUDza54+XI7vcNrUEjeloJjqF8Yj8eN+MRtkmepBDabjR48eCDpegvcFb17bteNF8eKtF305jjntj2XfREy8Gj9cpvkdaUE2toRPwz4X5fNcNPiRCC/6fd1YN9mHbs15xY4wTRei0qAqmEH+rj5DMrD4wKSru1M6kAeAR/FQwqqKyrfZtKD1E5JuVW4Wq3yjmgppUZR3G2RZ6kEXG5aFwfu25oufciyWCy0Xq9vXTzkps/UXikBSdnCjcHV6yzx+N51yqDtXP87UjBRAbySR3DdtSRlsKUGwEGeWAHBY/cI+GEMVxI0jYtZQW6hR3c+dhblWmQe8XdKdQVySimngfp13BNgXPZK8CDxTQUsRYrsq3hB5j7IXimBaKlGaduApY3+iHJdZkYb0EcKheu+0jXa5uyeAJQQ20FGoPf/OcepF1cQyGAwyHsTY9lzDx5A9phD3BvgOn7aqQV4f+7BlQvve3CY/kRP8ouCwnoUuS2eQJEiT1P2SglI7Vy7Bym95TJ58/x4wMvPvy732ceOCuA66z9a2vEaLljNgHpV7TZpxwNgzLipvN9zfD+uB7EA55OpHo7pmz4mNE/MLIprEL0KjnXvwr0T1uJJp43ehgrcIkVuu+ydEpDUAB1+4MRptCbtaBa3fH2MNgVxXaZL5PevUwROQ8U5c00HSAdslMD5+XlWZvH8tnRBLHEfh3oBLG6vG2AMrHeyhzyGgHKg2tg9hbZiMF8XlzgetQU8I4qJSjCySJFnI3unBKIV70HU0WiUWx44mBOxB9B4HRAFeHk/WrNu1V9HEcX3YyaGV93G6l8E8KYFgyswT8PDSvd0T2kX3KXaF7onrh9riGXu+f+e/uk8v6cLRuXpSsiVlbes4Nr8z7UJOntlqVcpFylS5MnKXikBB1FppwDG43Hm0aFA3OKWamDB+oSG4fdwOMygtVqtGtsicjwSlUDba65EImjG8doUzHw+v5JiiWID2KNyALQ9zgDdQ74/noYXhZHV4wowpZTzwJm/W//xNb9Habd3Qew5tFwu874EXBvhGK7pHU6flhSlU+QQZa+UgNTsSzIej3OP/ci/R+vYKRhpl2XkbRJIraTzJqDFmPF39Ejc4nXw4zXEFVmktgBWqK2YzumeBhvKoPSwpv0eJTWCtYzD/gKkpPraSbrSaK7NS/KW0q7oaC7nO56dnZ3lttRt8RkoKebinkEB5yKvJ3EDsi3l/UnITenEe6UEqqruTjidTjWbzbLFGzcxj1knMa005sRzjNMrg8Eggyy7ZsVmWNED4HxAzguiIp8fg6KutLgfPiCkUpLd46Abg7M+BnPhWg7A/Gbv30gD+fHQRf6abzPpY+JNcQydRk9OThqKxZUArxHcpiV1VIBRET9uuW11C0Ven3J8fJz/jh7/k/psv25aSdN2AAu51+tpNBpJUgYerFbPRJF2wE8evnsBkjLoRABMKWk0GqnX62mxWOS2yYiP48AWA7n+Gv+3CQFUaCnmxjmebcMP/8fMINZM2tEtnO+Kygu/OHez2TRaQ0f+34HavQDfb8A7jq5WqyuB+fgbBdQWsPdj4/GPS4rHUeRJizMP19GeT/uzvVdKoNPpZEAmADwYDDQejzWfz/PGJgCbV7ECqARcpd2+vYwzGAyy9eruE9b0ZDJRv9/XYrFogJoHeokzeHAzBlc5jt/RS2EMNnpxrtyLyhx4vX4AIEeZeF9/xojbRDotJe22roy7hKEUnPN35cCxcWMZ92DagN2tfe7D1y6uga9vW6zF76ntvTYpSqDIkxa+G96n61l/tvdKCWDJowQmk0nm8IkNDAaDvBcu4tQCC53SruqV1+htM5lM8o5ZBEgBI5TBYDDIJeJu4cdc/gh4Ubu7x+BAuNnUe/oyF8b24i6Oxdr3gDmKi1oJ90B8+0i4fY6NnL+3gOC1tr0DWKP449lAbR6S37e/7xXLKG6fh9+rU2JtP77ORYo8a5nP55rNZnkf72f92d4rJdDpdDSdTjUejxuUhaRGgRgW/WKxyBr3uiIuaQeay+VSy+VSg8FAR0dHmkwm2TNwy9dpJd9Zy8E/xhvcs4gPLVrgHvz1lFjGdND0vH/OcUonZvRE/r7X62m9XmeQjhXJHhB2byFymX7dyP0TxPYNa2J6a3wuvpb0QSKzCAXBF4dYSUwt9bm1ZTEVpVDkWQle/nA4zIWbz+qzvVdKAHDC+vYGat5jH5onpaTVanWlmVObK+XgW1WV5vN5LjyjxsCVAfw63gP77DKWewSS8oMm/dS5QL+ut4lw6gcPyOkSP9Y9GubgVr6vIRk7fHiGw2FD2Ug7UI/rwofU9w/2Y4bDYbZuCNpz/3EO/O0f5DavyOMg8Tl6wZ3UVJR+nCsk1r9NMRYp8jSE7wWFoePxWBcXF/l77waX/zjQS8qxzxhPe5TP9l4pAQSwj60IpF03zU6no/F4rLOzs0b2kC9MBDd627g2ZRcvgHiz2WSeHe1NuiqKwHP5vcEbALlcLhsZO66IHNx9IxY+BIApYMx58SfWUmBJkPoKCDNX7jFy820b1zCuB7miIsOKcbqINUEBcbxTQdd5N57l5NdhLj7H6FH45yPSc37tk5OTR/sgFinyGqWqdnt/O6Xs+HBdPM3FjSHO4XtdVdXrJ0W026034wYAAC7n1BxICSSfnp5e4c+846WDrKTWRffsIjh1Ap8oB9JXPZbgGUgppez+rVarG5UAmU9eCxGbsDHfeA1XQHhG3DuAHBvx+RziBvNt1+EcHwfvAA+KDx7xF4CcVhYOwm2WuV/Hi9Xa3OI2iu9RZT6fP/I5RYo8Dmkzeh5FXosXu1dKoNPp6OjoKFv/MU3SgRu3Ck4Z0MWadS3r53MdSVeyX9CsgDkVuZ4SiQdCLMFBCguX4DXA6PfnSmAymWRlhvKJ98zY7gG4VeDWgFv9fl2OiymnUGy+PngU7qGwRgS6sPSdz/TaBebilJi3rYhKINJFbVlNMUbBfXGMHxvvmx5LL7300mv+jBYpsm+yV0qALzmtIpwO8JQrd6EAbDg3f99pIbdSEYDcwQkAHAwGmkwm2Z0jdx7wpZYB6iimkQ6Hw5zSKjWzijzADYDyv+834Dwh4l6Nn+eBYNaGuaAA8KoIFkeQd5CNgBy9BQB/Mpnk1z3dM46JJxFfcz7zOi+Bz0Dbs287juc3HA7zerJ2RYocmuyVEuj1ejo+Ps5WH3QQ0u/3G3yztLMGCe5G4I/8mctoNNLl5aXm83kjoOhB4aqq0x/Pzs5yCwa3lsfjcbaOo2XqqZqAEwBPzMO5egJIfj7UCnEP/yFl1j0iqdmgjWu70mFtUaze+iJSNjFW4GtPncF4PG7MM1JBrIkrB15zxdPmAfhx0SWOVBFNBmOrkegBFilySLJXSgCqxa1m0qwAvtFolLN0PIhJRoq3cvBx/TgkWqnw/06ppJS0XC7zHKI1KqnRj8gVD0DrwMo9kQ3k+5WiEPx8lIPHH7yeIGZQxYA03kFcD87x+EmsOm6Ls7gnAvD3+/2sCL2A77rgcPwbcQvfn1MbjcTYAD+xGJ+r01p0oC1S5NBkr5QANEtbMcVgMMjAGAOPAGSbJeoSA6y8PxqNtF6vGzt+AVQvvvjiFT7es1sAJsCI7CGnT1BqDlw+FmAVs4UANaeaGNOD3BwPLdXtdnNaKFSW1Ozf41Yyc/B7iwAOqBIrkdRo8U0Nhvcbci+DteJeo3Ufg+EukS4iHkF3WbKU3ABwCgyPLH4eihQ5BNk7JYD1y//SrkbAQZJApFMYgDdeQaQWPNMFIAL0AEIPyK5WqwYoOk/PcQ7izB+a5KY8/xgw9swht/jdmnWAYz08OwgahDXztDRPg2WuztP7XNriAh4/aEsrHQ6HuWgO8G9rQBeB2BU9/0cqKHpXvtWmB6BRCKwhcyBuU5RAkUOUvVMCERAQql7dmqeoCYDwwims17ZrRI7YrXboDJqieWFHWyM2B0xJmaeXmu0s3MNwr8CB3ufo9+mg6PMneynSU04/AcSr1SrTVqyRe01ukfucXfm5cuIYX2MUBfER96j8Wv6MXbFyfV8Pru/gL6nR28mD6lzLe0zdlH9dpMjrXfZKCSBtX1gvKIo1A255E0CNQU8ES50xvWcQALTZbBq1B9EqdTrEwcuteZ/bZrNpFGpFZeeA73SJg7C/59eDw/dgcGwMx5o4XeQ0j8cQWDfGbsvZd8/GlaHTTU6L4YG0UWVtCs+9J7wdno1vvuNBdp6LV3z78/NnVaTIIcleKQG33iPnvdnUvX8AAwAZgADkHNDg1J3vlpQBiTRHH7OqKp2enl6JK0QL3lNOAWxPz3QaJo7v82dsSQ0w528HecSViIMhAMg6ehuLTqeTLXRiKr7m0XtgPILw/j7368Dq94I3RO0G90Z9hVc3Rg+I581+D4zt60UKMfdLLKKt1YUrmqIEihyi7JUSkHb554Aelr+0A17vWbNcLhtxBICWnh3T6VSSMvh4gRdje2yBIi9JrQFmp0uwtkejUbaGsXQjfcOcqDauqirXEThQDgYDzWazXEjmwVTG4zcppsyT++N/xufeCK7T3Aol4tw96+zzpnqaWgmfk/dxYk7k5tNGg+fiMZ/YcC+Cv9cdxB+UFC0y2GuCdYmeVnxuRYockuyVEvAvOBLBb7lcajQaNb7U9P+RlAHEC8Patk70Cla3hD3N0z2TNu4/eiCR3+b4SNGsVqu8Z0HMfZekBw8e6LnnntNoNMpg2kYlOY3lVc0ovLOzs8Z9uKdCXMBB3ecLUM/n80ZtBqAu1cqCTq5OgaHMYoqsgzoFbnhz0D7Sbg9jf+7IYrHI3hKxDo8LOb0U16t4AkUOUfZOCUjN/H/nkFOqe9R4gZRb4JyPJeqWtwO+/3aawblkVwxxXgAooMV5KCAXT1v168W/uVcU4dnZmR48eJA9A68u9rRTNpnnWm7ZexM8gBbw9VYTsbaCc8/OzjKPj+VOMJrn4fdOii3PiR5D7tW5MvDitaqqcndS94ycQnN6yyugnaZj/igknhOGQ5EihyZ7pQSkXTaI/3ZO1+kWAMEzSnq9XqYI3Ppm7JiuGEHeX4t/u+Xt/XkiCHuaZqRa8AKkXXYT7Sg8YwgLd7lcZsAEzDyV1APlfq+smVcaO6iyjt64jfv1fZfn83nDk2I8B2uUQUopAztWegyKk8UTYydY7fGz4MrM5wElSI2HzwdJqa47GY1GreMXKXIIsndKwPP220ACqxJg8IwcbwVNi2nPhkHaFEAbgPDbOWunmZwCigVksScRwLtcLhv0CtWsWNxVVeV2FtIu3x9ru6oqjcfjPLeYleQpo7PZLHPnbNvpsRNply3lisR7JXlgmftwys6fEXOm6pvXoLRiNpXPI/b18eC2Z4PFZ+SbDPmz5rnQ46n0DSpyqLJXSiByuvE1zxRyK5zMHIDAs1IAEBQE50Qr3ikI/gdMHLDj5imRjiDwSsYKwCTtupZ6PIPrUP3K+zHgDa3DHLDifS4uKAQoGQ/YxloBn4srLLyFWGHc5ilFb8zbYni7hkj3+HojDvy+vl64x5pdXl5qMpnkNtH+nHlWRQEUOWTZKyUgNdssSE0PgECjtPtiA3QUky2Xy/y+A1MbmDl4cTyvOSi5JyBdzUDhfLwQbyENULuF6papW7h0vsTDITjK2AAg9+IA6krIK3rJsnHlSuzCefQYOEWB0XLBA7VeS+AFcN4d1eM27nHxHP26rBNK0p+dPyv/8fRgbxuB1+F1BvFeixQ5JNkrJcAXuq2wB4vas1CwNj07yPl6t5Y5t80DiMVKriCihxAzTTwmEYPAHuiV6swm7xvk4A04wq3Tonmz2Wg0GjXmd3FxkVttMxZAyH16QJ2/vd2C358rFw/QRo+sDYw9Ewvw99YNPC8vMJN2Vrp7WQ78VDe7AuF4B3Qyp8bjcY61cK/+efL1KFLkkGTvlAAg4oDhljxg4lknHHd+ft4ozpLUACFJGWRjAzof56b4gP/2rJX1eq3FYtHg+z2+AZ1BEBirn2IwAt1QWgDoYDDQeDxuZB4RWAXgOG69XjeUKEAMwEMLebzF54ficuuaNXQFF5WweyoEur2jJxSWez/n5+f5WbsidpCnEC9uVsPfBJqrqtLx8bG63W72BKWdx+NttIsUOTTZKyVAfrnz6FKztw+APh6PM3A65QA9Adj76z5O3FoxUkB+badxnAICtMn5d5rHx3bwA6Tg+GezmYbDYVYgABceA6Dtu45FixuQjffjHoePyT14rUQMlHsK6uXlZSOrx70CvxbKYzgc5kCwU0IeZOa9yWRyrXJFPBPLPRffuDulpLt372q1WjUoQQ+YFyVQ5BBlr5RASilTH1iIkq4ohE6n3lvYQc8rU2NAkfGcpvHx2sQB32MFKBA2lPdiJbewo+KSlBUX9FVVVRn8Sf107h1AJfvFOXdvqMa8iCe4MvN5UDHsgO+tNWKw2rl+r6pGwboFj/Iaj8e6c+dOw4r3LCNXkox/dHTUiLcwB44hruGKAW/CvQEU3Ww2y14LnkBRAEUOVfZOCZDS55kxkZsG8OgaymYmCGDj1qpzznH8qAgc8D24LO1SU9fr9ZXOmB4w9dgDc4A+8Q6X3Nt8PtdoNNJsNmvQMljNbkF7po97Cm0FaE4teTuGKJznvYqiV4H3ENMwJeWNXabTae5N5PsL+HP0WMXZ2ZnW67WOj481m82uPIuoxF24TgzY8/nw6xVPoMihyt4pAadthsOhpKs1AhyLFUvLZ8+EicFOzyZqC3q6uJLgXOgM58Zjs7IIdozFa1jHWMhYsMwV0Lxz506jwIn5Enx1ZeBUhwfC/d6cfolxlEiB+bhxUxtfW1euvrEL3hH8vWdgRa/K1+Lk5ESbzUZ37ty54gV6bCGm2LZlf7k3EXdlK1Lk0GSvlIDUbFMcv8RYuFi0KaWcESI1N4thLF6XmjtbuTjtQ4WrvwfwQ224devH+WtuJbsF7uN7MZmD1GKx0NHRUd5vOCowznfwc2+B9/wc35HN34/A7EFlAsKAeQRnng2VxSgOD7pHLp85uafDcfP5XJeXl3r++ecbCjIqWf98RKrQlYC0a0hYagWKHKrsnRJAAH0UgYMPm7asVqvcmsBBxv+WdgDdRoO4tIEKwV/ntgHG2HenjUIiqEn7B4KZHjdoS4M8OztTSruq3wjufo1YEe33A3C6wvH32taM+XlxnCsLvCS3+ofD4RWF7WDtFBDX9hiKr8ODBw80nU5z+mfMtvL15jx+x7X1tShS5BBl75RApBoAFM8Cwjr3hmIuEVRdCXiAMVrDEbTg/v231wPEMbyVBcoAz4F7c6XB/fm8fcz5fJ4VQaRR3KNxj8dbNPOatGvf4PfIfBxcvc8SCsbn1unUbShOT0/zvRLwrqoqt8aObaA51xWEKyTmt9nUnUlRmDR+8+tHZR6pv7ZYhq9FkSKHJHulBAAxvrxkAC0WiwzegHVsKsb5/I7g47tOxVRK/wGMUDBtQWAHVk+zZC5QJfQJAmQBLzKZoIkc2NxaXywWOROHoLIDp4MjyomMGbeEY3qrr0UbP88YbcVvpGB6AFlSgyLzcz1A7esNRcU6uiJAUXBtgry+hlERuAL1H7wkr+IuUuSQZO+UAI3SAFHfdAXAImURwEKiBxCVgCuNmP3CmJ1OJ1v9rmgc5PmbHHqnWhh7Pp/n4zjPQddrIQA+PA3oFlJGyYTyXjge4Oa8uGcwcwFUUTYxsO1r5dlPKGRAlI6ifg1pt7EPCpDrsHaRsooxDq8n4H78fNbA4wdcoy3A7Yombl5TpMihyV4pAaTb7erk5CSnfsbsEgfoCARtAVsA263VWIzE1pXSbheySDm55Q+YOp+9Xq/V7XZ1//59nZ6eZuuXa3nrgpR2FbzeIvny8jJvnALPzhaPHAf94tk7nMsPFBT3F5WAx0jcc0IB+I5k0HEeGwHwXXEh8X5JX0UZxayqmLkU6TvmzHpxPjUbbeDO+rQpuiJFDkn2TgkAoovFInsEbZwwYHRdoDNy9b7tolMlAJnHAbA+oT8iJeLnk9bJ+HgBMTOG34Cnpzt6MNl7AAHs0EfQVbG/Esd5rMSLsbiuF4ZFeot7Y03dG2ANzs7OGtY1cyVDiLWO8QBAnqpjKpedVoMeYgwK4aTd7md+7x5kd0MA8dhJAf8ihyx7pwRQAFIzQ8gtbrfQr4sDIE7vXBcQ9kClew2+Z6/HETxe4Mf0er3cQoI5xR5FADxA6BW/Tl24Ilgul7lqOKY/xgCxW8+85uvm1FYEa0+FPTs7y/QPIMz8PWvKPTSfO14c15KU6znIOur3+439mbknD0Z7y43NZtOolvb02rjvgX92POhfpMihyV4pAVIjJTX4X97jdacKpKuFTw66DnjS1e6h/vpms8k7kjklxPWJAcRgMMqoqqocxOYcb7oGqHn6qAc7pR0I0mDNrelo+boy43oxAwpxughL3+memBnkcQOndDww6+e6MvIx3BPwFE7WbbVaaTAYaDKZXLHypR2VRVFaDDDHGIHfr8+pKIAihyp7pwTcqsRCdloj5oZzXFQEnpfugBG9AECK4GcE0aqqGorBs2gATizU2CbBgcgVE5k+fn0PFHs2jUtst9yW8uneTluw1MGe4wF3FJgr2KhQPAjunhTHcj+cF6kdrhsVBhlHbKEZ90D2FtyM7xvI8LoH/X3NixQ5VNkrJYB17CAX3XtvDeD58W1fdugLqdnWmf8lZXABhDyjhh3C3PKOmUBcx4ObvM7/zNXTPz0WAHDSNwnLl7nw93Q6vQKeDrp+v23A5/NxwTNwpRY9A+bgMYuogHgWnkXlNI/fS8yQ8muy74KnxTJHru+b1jAelJmP2UZXFSlySLJ3SgBwQSE4aHgTtKgE3O0HPFEakq5Y1ljigAipjPD6WPWRr48KaLPZ5D114as9s8YLxTy+AbByfZ8n98L9Eiz1Vs7XWbvRw4nz9bVzT8EVGu/H6/k6xl29PB3W1517cyXBfVER7PfDMYy5Xq81nU4zNebvQw/xnOJ9eyynKIIihyp7pwTYzpCgqYO3B1KjJYr4l96zTxif374FIwVdKACA23lmt4w5FktzPB7noGdKqVHkhrQFO6FKOp26r75nBPmcvKGbr4XTSA6QsTiMcZxfZw2j1c8Yg8FAp6enec5cE4DnGoxFTYdUdxT18Xgmft34HP3e/POQUsob8cxms6yYGJcW3HhCXoPgO7UVJVDkUGXvlACggGXtX2AHX4CxLSvIA4bRyoa/l3bgRjCWwG+bVe0KKQYlGSumekrKcQaUG3N35YbyY0tFsoEASzJpHAAlNUDVvR8fl/fJSGKdPKAr7Tqneu0F/3udAeNyLRQAG7m4Nc7YNLxzXp/X4i5ynvrqBXFSnY7b7XY1nU4bn5cYYPdn7p+fogSKHKLslRKQdlsKukKQdl94iqc8KNimBKTddpOR6nBF4mmSfq5bugB6TK/0WAC/PdALEEGTeCCV3Hh+zs7OGhazxx46nXqzFu8eyhx9rihJ9wIcKPntWToeSPW6i8vLS41Go0ahnLTL1oEGOj09VVVVjdbX/hz8WpHGc0rI4ygeC3GPkAyp5XKpo6OjPBfiAx6ribRXUQJFDlX2SglgEUu7XvAeSMWilZrN19yi5Vi3zHlNUgMkO51O7oIZaSffitHBmPf5jfWOovAWDtIubZPz/XUP1LK5im8rybzH43Fju0YPXgNuKCXfZjJ6AngMHqBmTcjKgdpi20z+d0DFW+E3YyDM0/dQjrUWPu9I4cT7jMqWdaa5nCsLr1GIMaOiBIocouydErguTdKDh/6F9sBo9AY8IBkBEqvSq4Wdm6ZwyvlnxgLc8Cbog48C4BpslXmdpe7BZRQeLRkA+YuLC02n0yuZQozF+VFBRQXgVcZu2XM8HhEb219eXuaajcViofl8nukhfpw+456Zs689u6B5UN9jJDEw7POOSgPh+cXgNd6de1lRyRcpckiyV0pA0hWwjBKLoDjnutciveOBU1oWMyYg57RCTNnEEiYQvFwu8zix3fViscig5FlOXCsGtr1AyjNkyFYieOxB8VgHgTgo+mtQar4usRUG44/HY63Xa52cnOill17SgwcPMhVErOM669qpMA/MQwG5VxcVGGuOYnDvMBaAnZ+f53gJazkYDK4Es/2zUKTIIcleKoFYbOXWfqQyPDDsoNoWJ/CMFW8RTSqn9wfyDCE4+ri5zGQyaXQJ9cIr5kYQmgwXQMnTGOO9cl0CysvlMu9BzHycKvM1csUVm7o5aLtSbFszlOV4PNZsNtNwOMyWvxfK+S5prLN7OFjrHI8CBdy73W6mu/w8XxvoHY7vdJopu4vFolFjEWMBbZ+HIkUORfZKCQAUUAoOjFi7BGcdMDkXiZkv3W43py/yPry39yFilzK3rumfHzeVQSHRZ8j7+KAwPJbg1bTMgeO4X0/1dFrIlQ+dSsne4d49oOvZOe79IG09g+Jr/PR6PU0mkxzARQn4MwJw8WDW67UGg0FjXfxZQtPgORHoH4/HOj4+zvfH83EaDG8opv2iCHi93+839nKIn5ciRQ5F9k4JOJ/s4MZrcPiRFnKrz3PfnTZhnMvLS83n8wyuKARvlLZer/P2ib6FJR4C1q0rk1htS8yBQqe2LBvmTnA5NpE7Pz/XcDiUpKwIyH/HMnYwd9CPuf/8jp5DVLgcy/8EjgeDgR48eNDoYRS9Ga91IOjuWVg8D4LvrjRZ89FolHsJsY7ENFCOHkORlDucOtj7vV3XcrpIkde77J0S8O6TTv1An3h2jX/ZkUiReEaOtKOFKArzVsmANJ1AvReQW7ObzSbTD+weBvWBJcwcPOiJV+DBbx+bTJt4P36vvjENAB3B2z0mP849mGiduwLzdeW90WiUlRnH+vNxACZmQDdVz0pi7h5A9qA9z4RaidFolAvC/BlRMSwp01QoFg/O8+xRQkWKHJrsnRLwtgNuOfuXuw2oABdAyS32mAnjAO+c/nw+b+yehSXuAMkcLi4udHp6ms8H+ON8PFWR+TnVwtycCgK4Y9aLtFMsvl7Oe8fePDEYynveF8gt5bi2zGc6nWo+n+vo6Ej379+/QrPEZxYb7vkcPS7Bj9NsnA/9dXFxoclkkiuxfW8IUmpjnCWmpvr9FClySLJ3SoACL+eSAUOokgi0kcKQmrt4AZxYhuTkO8dP/3zoBw8UA/pcm9dOTk6uWLKM57RSLFqTlLNapF02kO8XEIHSu5M6AHvmEuKAHCVmEcVAeJtS9R5K/hw8kOtjQttAA/ma+BxixXNKKWf28PwuLi5yd9Plcpn7CPmzo6La6SHO99hFkSKHKHunBNyy9cCqtMuw4Vi3WF0ZOFh6oPTy8jLzzk7dsJWlW7FOAzGWByY9LdHB1v8HkODvAXS/BuNOp9N8704XSTsqzDNvXDlyTazg62oo/G+pSZ35b/729dxsdpW5zBNvwmkmFNpisWhY5VzTvRqfD4Fx1oTAsXszUEVHR0caj8c5MN82Dp+b+JkqUuRxihtpt1X2SglIzcBlG2/taZaRPnGKw1/34KlvFLNarXR2dta6UTtzAWD6/b6Oj48bAdzJZKJ79+41LFefU+wSSoWxKxe/b5+7Z8QQmG0rnHKqCfFMIKdfIjUUvQV/P6ZW4u14EZjHOjyjinO9m2qkqvweYwM8n4vTbBwHDXd0dNRQNATRY4VyVNRFirxW8TYs/X5f9+/fv7VGxl4qAf+B7nCvIIIT50VxQHJLEUoDK9Kv69SRV7nS236xWOjs7Cyf1+v1cgBUUq4L8H0IJOWcesbmOt6YzquXsXS9uAuwi43kXPnEylsUUBsnjziwI+6NMIbTXc7Hx+fHvD1riLFiHIT3O526k2qsMXDPx+MZy+VSKSXduXMnz99jP37PMVOqyOMRDLK2tX29e14en8Rjva2fsb1TArHtQfwyOyWCxA+cewAoEFcGAJmP56AsqaF4KGjy7B7+nkwm2eoFnNzr8Gwi6g1ms5nG47FOTk6yl0GcgnlCN/nOXLGvjis51iRWCHtw2gPnCHONioDXPIOHQC1KD8vblR0g7dlJnO/bZTIv4iK+X0BKKWf+eFfZqOxY76Ojo0Y7DdY0xiqKPD4ZjUb5Gd2/f//K+7cZFG8SdrWDeuSz53VG0i7OGF+/jbKXSgBe2dsJkDrqQdgI7G5lSsppnACOFxh5e2X+Hw6HVzZQ94Ks2WzW4L17vZ5efvnlnB2Epc4Hh+Zr3IMrJkkaj8e5Oyi9eeAWPV5AIJZ20ygD5uX0F8chfs02sI9xBc7hf7eqiadwjM+LsSI3ypoPh8O8dnhV0WJ3xe+dWPE4WFvvhyTVtB5fXl8baRf49vUp8trFN11qk31UANKupbqkRl+wKJ1OJ8fxfN+Q2yh7pQQAAO8D41ywZ+JECw8A82N9nG63mykEtxJRBJ526Px8zF45OjrKNQYUmqWU8kYqrgj6/X6jitV/9/v9nAMf+Xa/VzJeAFfAzwPA7tVwjHtL7hHFADE0CvfuQWIPSBMv6XQ6ms1meS2jRY/Fv9lsclaPxzAcyJkH1cgxnda9NL50fs3YHZX1ZgyUqnszRR6f3OZg6KsVcGAymWR6tk02m01uo37bZe+UwHA4bGx+4krA6ZhIXbhsNpsGb+6AB+0ASHs+uwcsaRHtaaIvvvhiHpegMse69Yz12e128zixMIr3eH8ymTTAnk1liGNEXt1z4h04sWR8jXzNXAGwVoCtK17e63a7Oj8/14MHD/K8fO8AQH8wGGQQJsvHPSufH5sFsR5k9OAhoAxYe+bPM0NxSjvvCG/BW4DjVb5Ss7siRRC+bw8D8PugAKQ9UwIAqoMqoOaWu9MHUntevFuxUBmMD9dNYJixABFSD1ECXkgFSAPGDqgO9ASLADfPxXfrFQ8itmJwqxbPAG/B21HHmIekRrCZc2NmTgyE+2uuzPBE5vO5ut2uRqNRruZlbY+OjjSZTBq8/2q10mKxyLSY1zM4DeQZQqyhKzNccwf1uNMa3hHKg+A868jnJsaSihS5Tl5P2WR7pQTcypV2oBS3ZvTjXRwEHdhRAlAWzs/Tf4fUT9pAOEXiRU/OkwNIzA3emzYLgGnsHeTj0WxNUmN+9PWHRx8Oh1mBxTz4mBHUlh0Tg8jey8cVqP9mflhFbDzDfQKyx8fHjfgFMRUUMR6Bx3p8vqwjc6JNN8eORqMG4AP69DPCq0KBMz9fy+IJFDlU2SslIDUDw86Pt1WXepaM0xg37a4F9eCbkEu7QJfXEbiFDFhBbTgIO58P2Em7jU84zz0RvAosWqgQaCGsXXbQcuDzgDlg522jfb3c+ndvAWUK8DroelYNFBWKiPvrdOqdw+7cuaPhcJgrhL3gbTweZyXucZxI8UAJ+TNzpUmWxnQ6zc/Rz0dJuHL3e6cNdpEihyh7pQTcco+vx/fcuuWYyOsD0DFfXdp1ASXlkW6g8XpQR7yOFe/BWK7p7QscDAE9rNFYezAcDhvBUaptXfnEeAJBY7e4XTny43SPr5P/HWkg1gqlKO0C0qPRSLPZLHsv0ELe6VTaxRr8mXhwOirwqLT54R7Z7nI4HOaMKgwGVwrcs2eDeYpskSKHJnulBDwYHF+P3DW/o7UeA6KAuDeBk3ZWPjuDebMz3o/8OxWwnjLmc4udKl1B9Pv9Rktqb7WAQiAOIDU3VnHaygG/zQtiTv6+j+exAp9nXFd+iAOQ8XN8fKzhcKjT09PssXAOabwoSZ+rKxfumzWN83JvgLmjtM/PzzWfzxvB6Og1QqG5t1YUQJFDlb1SApIaAOkg4FkwHCPtrEvnu10JeCdQ9wgIXHoLB8DKN5txK97BFku5jXv3eThQxwydWP0L0E8mkxyY7vV6ubjMA8o+bwdVB33WgGN9TbmHqHg9zZX3iWl4XMY9kFhJnFLSZDJpPAMPrnvQ2ZWT7y8QPTyUuO+01ta/KTb6u05RFilyKLJ3SsD5eAcyQMAt/fjldgrBK3499fLi4iJvFuObyAD+NHaDBvFcaECPeTpYoTRcAfGb8aF13LqfTqfZ20CpeN/+lOrsGxSEtFOKDuyxdiBWy/p4bcrCgRbQ9jYMnoEVKRzOo/2zA7CvmbRrs+Fz8/YQnsXT6XSyt8GaMcZyuczZWaPRKN8DVJzHPIoXUOSQZa+UAEDo1pukRsdNt+4czKT2bCGA/fLyMu8jwHgAHXnkMSgarXu/Bu8tl8usmKJicH4eEKMnPg3oRqNRIyB9cXGRaQ4CwoAcCo2/AXACsrweuXi3wD3e4WANeKIEvPUDYM450FbRa/Pnx/w8M8o9O39+3hyPY7g273lMiGdGi47NZqPxeJw/K9BSPh8fu0iRQ5K9VAIApoOXA6xnlzi94kFhqBTGg/5x8PdNZbyDKJa1gxZWrmfTEIOQdh6DB4udmnBqCuvY6yEAKy9cgyLxOUR6wy36qCS5tnS1jN9z5h34fa0jcPuuXz4290aAHYVBVhTr5pldrrDxijz4HWszCEQzj6qq21W7JwhlRhsPz9hymrBIkUOSvVQCDmB86RHPsvEWDbxHhSvimSVubft+AQ54KaVGcZcf65SP1zI4h+5xB8CfuXkLCQKqgCRBYw+SetDT18X3J5aUFZ5z4zHQ6vcXr8MauxJwSohz6ZPC9pt4JQSJWWOft9Ngns3kzxyF6RXWUVH6PNueFW0sfJtK99CKAihyqLJXSkBqZsU4wGI9kjMOfRNjAm3BQPYQBti8oMlBCYsRS9OBK3LccQx6CMUWDx7DWK1WuejLs4JIT41UGPnvDqyskadaehzE6Rm39p0OcspK0hXFGP93QOd1aVf5zHVRdPP5vKHUoHTc4mdOkapiHUn9xHNyj4hjve6DY9frtabTaYOS4rwiRQ5R9k4JSE0OOwY42yxJxDNnnBN2mieCJ3SBW7x4Dw5i/A8XjRWMNQrQxZhAW0YOiubBgwcaDodXdurCcxmNRlcqhK/rm+TKsE0BMJ9In3Hfvk5ODXG+r41fgzYSjHv//v2G5e1eCwqGa1MVHWM8HiPwrDDG41l78gDXJzAdn0VRAkUOVfZOCbTldTt14YFC55bbgrHS1Xx4qAl643uQkuOx0LF6fdNzFFOkUriug7QXjMGRE/RlrMVi0Sh2omoYpbNYLDJQSmqAaAyYtgWEfS1igZsrWs+suk7JoBgoEIPqmU6nGo/Hun//fuNenJryIK+DOi0iUHj0S4rVv5vNprFFJ9lS3IMXg3Gee29Fihyq7JUScPrEM1ikqxXCiKcNOiB6cBhr3at/ASuAOnLk7DyGZck1Li8vs/XulmZMCZV2u4x5nQEW93g81tnZWc4CwsL1rSRdgfi48T69MVv0Qvxcp8/ccwCsY+aQp9m6pzIej/Mx7G+wWCyyRwCv71Y7ShBFzHttnh7r4Oml8d44h2prp6b8miiIUjFc5FBl75QAbRcAHf/ie38cxCkbqdk9lPNIsYwtjQEct67JcCEl1dtOROXiNIcDTKRuAEwCnsPhMBeBveENb8jnEBdYrVYZXMl48Y1ivGjMewlJV/cc5ljnx6Mi8EBxm5L1Nhm0cWbNB4NBXrO7d+/q3r17DY4+Fs25onXvzvsisQbcP8HheG8oSWglPITYWsPXpUiRQ5O9UwIETds8AA+OOtcb6QOAG8AmgyQCkVMsBGcBFqdWYpWuj+P59G69Oy/uVin9dzabje7evas3vvGNqqpKJycnuUqYgrGjoyNNp9Ns6UbQBBid7ogKMFJjkd5hnvD1vt4ei3AFghJ0hct8iZ8Q8/C0Vu4Bpettnv150IGVwC80kbcUh1ZDcaA0UUwohJg9VqTIocneKgFaPzuAeO6+W/PeKti//NIuIwcayLONyPDBYvXUTBfvK+SBZTJXPJAZQRP6iOMdrNgpC+Divvr9vmazWd55bDqdZq8E6z/22Y9cu8cDeM9pHw9+OzCjqJAYM+CevK6BNXNKZj6fa7PZaD6fN9ZW0hXFxdryuq8p1+YZoAxo1ocywCMYDoeZXuOzxDUKHVTkEGWvlIAHZCNQeKtgjgWgAAHAbjAYZJCi0Mit/PV6rbOzs0zPcB3AEODxDpmeMgkgxswegN53ypJ2ADSZTDQcDnOrCOesu91uQymMx+PsBQB0bqFDm0UvKAbCXRFEBeq/+XHvANBkLX1XtV6vl9tHcw2uw/HX0Tgod1ppx6wmFB7nuIK/uLjIezPzeWFPARSDxwhYJ6efihQ5JNkrJQAAOjh78NMzh5zv9U6fAA9ffsahzYH3EUIY1y1tegxhUTrt4R7IYDBo9Msh0IvQFRTABLQ8EwYF4bENPAHPKvKAcdueCa4kua/I83uMwpUCCsw9GuggPCvfxpGsJkCav6fTaR6TZ8PYPl+eEc/W5+/eiNdscC/r9fpKS2kMARQAz5vPU4zbFClyKLJXSkBqpogC/M7TSztLNtId8NRt3DbjegFUDPz6mG5hQ0150Np3AYObdmtdavbWJ8ALZdHt1puueM8ip71QAA7yvO+BYV+3CHJ+Pvfnaxw3ogFgPVbC/6wR3k9M1UWxcb/EGPAqUCg+R9bYLXX3Tnxe3DPnUL09mUyyAnCF4okChQoqcsiyd0qgjYN2EAcUoAigcpwbjxQEuf5w2M4/O1DH4C4WLDQESsNjAPzPcb4TlwMW18T6941i4Lrdm/E8e6dNXBFKO6rJ7zlSPB7YdkucNXA6hnXw4DzFdJ6Gy5o4JcU5BLjjs6E2wi1+V7wxa8mBPdJ9XH+5XGaF6Z6Qe0ce8yhS5NBk75RA7DsPSDnYxepP58Nj6iMVvgAW1yC4yfkUfXmBkQMhO4BJu7TJ6JmQYeTpoACnb57iVq1vygKIeX0BXoYDXeTY/dw2oHOPwdfHFUVsZ+3eFwAfKShaWpAO6vfuKa/eAC4+I/fauGeoPg+yM0d/DyXO3gL+LF2x+d9Fihya7JUScCvSg61IWzVrtPRcAaxWK83nc63X6wxIHBOByrNkpOYG6AAR3SkjeDqFIjXz+Dmm0+loMpk0lACxAyxmH9vpobbMHv/bg77xvRgniGvkShdBScY0V+guwN8zuBaLRe79z3xp6ibt9l9wRePB8/h8WDv3VjxWwLPnmRBzYd7+2XE6q0iRQ5O9VAJu2brVF8HMMz684AmgOTk5yRvIQAkBNN5Izlsdj0ajDCiAB9bsddazUytSs8BqPp/nfQGcJnGL1oPMEXwBXQdDp8EixRO9E4+l8DrCtRgHkHY+n7+73a5OT0+z4rq4uNDZ2Vnj2p7X7ym5KaUcZPfUWe4b78eVMuvotQExzuMUHhvJs/beygODongCRQ5R9koJYL1LagR6yVBxkHPe2KkDAr2r1Uqnp6eaz+eNHkBYuVIz9XE0Guny8jJvOUn8gHk5yEZ6ymkPz1iKimKz2eQ2B1KzwZw3byMGgKC0uG9p1wfIrfjIifvxrsD430Ge+6D6lzWkiI33Z7NZ3h3s3r17eQwCtASTXRm4F+CgTgtojzd4wJq54rEA6DxjqCjmh6KYTqc50wlF4N1dixQ5JNk7JeBpilT7trWLkNQAT48L0J//5OSksV8wvznXLXKCjICt1xm4leuW5unpaQ54Rgs8BpGhdfAKpB394xQJcYwI9p6N5Faxx0f8NadC/LevNeDMD/w6AVxiHF5VDP9Op1PWYrlc5jTX2HMJb8DX0ttwuwco7TwAjACv4GZ93EBg7Tqdeqe35XKZYxCSGoqnSJFDk71SAg7qHijkvSgAMILbz0bkgJS3S+Y4aBaoIt9i0jemZy7EFRgHYKOmwK1OlJFz3N4PnznHjBWnwFxBOKft14rr4mvlGTueTeVg6t4HCti7pUa6CHHgXS6Xmf+/vLzM22Wyw5jvk4CVj0JgvVgL5s36szsYQfmo+HgusV5iPp9rPB5f8RqLEihyiLJ3SsDBAbCSrla58pofj1V6fn6u09PThhULwAB2zjPzt/P0gJ+3lvB5cn0X92Cw/gEzz25hDM+O8Xm45c+8IqftVIkHkxHiKH6cryNr7WDvlJnTN54ey5rgJXjxHa0i3MNymonrc4yn0bpHhNJ0peoxBLxDPh/+WYHS8zbeTtMVKXJosndKgC+zUwC85gFjjvdjAXfn9jnOKQ2A0beKdGURdyHzcVxBSc0OpC4oE9orS02l5a0q/B7ZP4BgrCsDz1xyZejje6qoz8uVgM/PlQCg7u8Bwqwz58b1AtDn83mjFqItawtF7K0dUILeW8nvy+k26iig2CTlOeBFsRub32uRIocoe6UEnAK6LqPFrXoPiErNrSn9+Ng2wFMInSpZrVZ51zDGiEVMrowcICNoMjePCwDOAGCkuuIeBQ6G0Qtw78XX6JW8FPd24n15Ow2nagisoryqapfNA7XlaZw0yvNsKM8YwrvgeN9SkpoCnx9FdigA/xwwJzwH3nPFXaigIocse6UEpGZWUKxQlXbWuPcLcrCS1ABIf9+pA0DL9w9wy5tsH8Z1cPVUTQDMt5iUlAu8RqNRbnYWs3mYH7TVcrnMvYUGg0FuOc0cYvC5zVL2Y72ozKm0qHy8pYP32uFc97YY1/cVwPNCmUKdoWgpdDs9PW2kyEpqNMKjJQV9iVhT7xrKed5SJBbguTeEYilS5FBlr5SAg6l/oaNnAGfswOX54oCcgw10A8AEl+2cPOPiPXitAIVengrK8RxHXIK+QNPpNHcOjemjruSgnAA7NpgHtH0t/H7cGnavyMHarWNfQwCbOQHEWOFeQOfpmX5/dPS8f//+lessFoscUxgMBjlzCMqL+UVF751ZSQ1GKUb6iNdQApzvCsufTfSOihQ5BNlLJQAAOvi5RCXA32650z4aKxYFAM8fA60OJpJy4VYMItMEzrNdqqrScrmU1Nzm8vj4OHcDhWqqqipTGygcspS63W7er9cbr8GTO7j5WrB2/G6j1Zxm8qC1V9bSk8djGSgnrkMqJ8DOfg0oh8lkkuMKgLnTPd6TyYPOngrq7TloDc1aU9PB/aBMOR8lGq/n91+kyCHJXikBSY2WyYCC0y/u5ktNy9f5Z3anknYtCWLBEECPNezWOlYoQAUow0l7mmRVVZpMJpJ2IMy+AcfHx4174HpsjkJAk0pcz293LyVSPJ5Rw3Wd/nFPIHoMrJXHNaRmA7nxeJz5fd6TlNM+SQe9vLzU0dFRI3XWPQjWEYXQ7/ezooD2cc8N0GctUJTurTE/1sFrCvA8vFurx32KFDk02Ssl4JkfgFPMeHHaJAaInR+GViDI60FGz1xxCx+wgl7yHHYKogBJFBHgzfwAnul0qtls1vBqIhjx/3q91mQyycFop4C8TbW3b3ZeP8ZGpF2bZo7xNZZ27RXwkiQ1vCmnznyMlFIuxluv15pOp9lTms/nOejtGUcO5CgcaDKqhSkAY27Qb5zn8RY8CTbccYvflcFwOGwooSJFDlH2TgnEXcLcAuQYB97YKybGE3wcTzsFUDxLSNp17uQ4wBCaygOg8PlQFM8991wGOQCIOaLgPNWz2+1qNptlMPSMGMYgsEzAOlJCMfWTvz0eEjNjUKasKxY83km8bwCd58N6uXczGAz04osv5jYdrDvKazgcarFYZGqm3+839lPAc+MZenpnW7YVz05SY06u5LmXNhqtSJFDkb1TAk4B+Rfbg6rEAFwJYJ3zulvyjM0PlifXiB4BwISVKqlhkfpcuQ5egQeVYzCX63sqKUBMINWLpLiGp1YyDuJeEu/FOEpUfL4WzNfnIzW9At9j2QGb57JardTv9/X888/nwjjWBqWMN1BVlUajUWNMzveqYF+D+DeKwdNS3ePy4DH3fF3rkSJFXu+yl598t9ri77a8efh+pyDccvVmYp437jnyjAPt4Jy5g6inbDqt5O8RYPUgMfONFb5O5ZCmSuGVB4cduFmPGBSOHlNbCqkrDbeuY92A3ztKDeqK7CXOJ1NoNBrp6OgoVw67UqVx3mKxkLTzaOD2Y/ou83bwdgUd6wC4RkwiKEHhIocue6cEHCwd1NyS5YuPtUnmjaRGRg9f/ggEHiOQmsVLnhoZrxUteY9LSLusJJSPA5gDl6ehQrswT3r0I85lx8rlSPP4//Fvp49cGbpEoIxpuL6+KCtfw5SSjo+PtdnsGs35udBDrghi7MJjEbGmwJ+neyxehUyMwLO/2taqSJFDkb1TAm5pS80umPDsngpKszjf1crBBOog7ingjdE888WDsg6WZAJR+ERap3PygJ5nDnFNgMlbLFRVlXsc4QVEekrabS/p68M9OsBFRRklxhK4d2+17eKegVM8HiPxjCoC488//7x6vZ5OTk7yuvh5xEC4N6fcvNo7ZlQ5XeiKkBiEVFNXZC25gi1S5FBlr5RABPGY7cI+vry3Xq91enqa2xNUVZWzgTwriN9Y+4zlYOIA7CDOvDy/XaqbpUlNoAKsPRuG8V3pAPjz+Tzn3ZM22ul0Gnn1vAcIejtmV2DS1TgFc3fF4H87UHrPIN6Xdpa/1EyhJUXUq409TnN0dJTbbXunV+bpz5a1WS6X2cpnbj52zOhyuskVAplGvgdD8QaKHKrsnRKAaojZHMPhMAO3NwrzXj9tSiBy3YC1gzxjOV3E9Z2fJk1UUs4K8uCkV9ZSrIb4HsP80O2S8VAi8OSAHnOCHmHOrBl/RwXgQBvjB64EAE5PFQV8WS9fv+viBt5iu6oqHR0dqdPp6IUXXsiv0evfvYqq2rWY9jhNVB4xuM2x1FakVGdr0X4DDyFu0lOkyCHJ3ikBb+XgwUxe9+pgYgFY05eXl5mi8eIwpyucVnCl4IFdQMmB0juUAq5OQZCVAqBCAQF2zAV6hFbM3s6ZOAJ/M0cymaRdyqRb5J6p4+95UNoBFOHavn9CBHmnzjyOAKD7DmpQbn7saDTS888/rxdffDErmn6/f2VPYNacTqaurHgWeFBx/wYUQrfbzef2+33NZrOsGBirSJFDk71TAgCqB3IHg0G2CknvvLysG655+2MAE8B1OsjH8mAi50F7eNqkpLyxCcd5HQHgTZCUvvlVVWk8Hmd6J1rJkhq7drlycUoFWgkFFEHcvZxIn0nNVND4OucDwpIaLTIijeWUiqfhcv8oKadyuF/iBC+88EJW1JwzHo8bLSpQPN7Qj5x/362M9ffML7f8KWjjPqNXUaTIocheKQFJV0DbAcspBHbAArydkvE9ABDnuwE2tzad/nCAd/Am99w9B4CerSmxTikMYxzSJi8vL3NKJfNya9uzj7y/jqSGd+Lr5aDtyiJSQB4DYR38Hv0Yn7sHbjnfYwB4FN5+wpULa3f37l29/PLLWq/XGo/HOZtnOBzmuI6kK0rWi9W8WMznCxXninS1Wl1pPV2kyKHJXioBaQeGzvcC0liAXhvAuU6F+P8Olv6/Z5zgOaSUstXpCkBStlCxaJmPpNyuwoEWjpo2ylVVF4Z5jxzPo+/1ehqPx7n/jVdARxBnTdr4/phBE8/19QI0Y6DcqS9opZi1xZr4WlNlDCDz+mAw0N27d3X//v28P7NnCfm5nvlE2i1KwOsJ/Dn7vURqsSiAIocqe6cEPHMkgirAJDUzVZzP9yyeyGU7leG1A1AIWODQE1iWeADOSwNAnMP8YgroZrPRgwcPdHZ2loHLaRTudzab5c6cZN14INn/Rxz8nR9HYtVwlFiRy2uejx89BGlXfYsH5im7krLy5pox7jGbzfS+971Pm01d48F+C/zv12MMr5ZmbjGBwGM4Dvpta1OkyKHIXikBt8q9ItepIBSBA4Tz585Fe2whWoJuLRKsxHIkbiDtetVgZXqB03A4zE3lsDiJD+CtQFtBI6FcCABj+Y/H49xjx8GXDdOdc/f14rcXULmH0OYB+BpwTyio6CnFNFVXcNEKJ0jsFBpK0qmjbrerN77xjXr/+9+vzaZuW80z5B69kyxK2D8b3l6Ec/w1f1YesyhS5NBk75QAX3hJVzYSIQg4n88bQAzAAkSAl1MEbpl7iqgXMjlQAHC872mT0i6oyuuANrEAD3DGhnfdbjf3zzk/P9dkMsm0F/EEAIwWFG71xhqA6AlcRxO5uGJwyszvnf+dYmGN3JOBSuN/V3Aec6iqKvP/9IB673vfm5MB1ut13lENMOfZ+2eDefO3KwyUFHPhHP9cFSlySLJ3SsD7v5Av78DnHD2ARHoiFrdbh87rR97YwdODyb67mQOgZ74QM+AacPhe7EQKpSsGvx82l5lMJppOpxkMqUomaOqA6PNmTPeIELfWHdSdOonpnK443Hr3jCUPQPM3nhNAzz4NHnCmAA6PCY+gqiq98MIL+bn59fGSXLG7AnCl6mtEfIXPSLfbbdBTRYockuyVEuh0OtlqBiSlXW+fTqfepzameUo7PhgwAcQ8TRQO2wvAut1u7k3PdQEd0gpjHMGpBmnXDA0wBXCwSlEoWMuuMFASDnremoKxYj58pMPiPG6KB/C/p03G+ILftysIz8BhbX0MqnV5LrG+A6UCVYblf+/evex58czH43FWijwbp8B4zWkkPAen2HyjoiJFDk32SglgVQLOUCTQAaRMOu8MIFKhi/XnaYu+1wCtJ7ieg7ZXvxLc9L40KBmUkisRqbl3sLeOYJ5Yp4D8aDTKcQDu03fG8nTIaNkz/xhHiSAZf8f1jmO3ZdG4gnMqymkwxnFFJCn3CfIaBElZEVBBPBgMNJ/Ps/fFukDjcF1vtc2auwJj7fGiCLIXOqjIocreKgHvwumtGTzo5+BEWwkoDt6HhnDAI0bA3ygOaAo/3zlwQM7pIMakvTI7i2ERO1eNN8PeA7PZLM/Dg6CDwSBbsZGiYZ38fiIFFuUmr8Azlq4rOOM4/ndPIGYPecWyp4YSeOc5ppSy13N2dqZer5f3LEaZoxDj/brCix6S78LmgXaeZ5EihyZ7pwQAY6dnPDU0Wr+RrgAYHDidPwbAGMv3D4iBV3a+cgqoqqrskQBWADvc/nw+z9fzIO9yuVRKSc8991y+DorHFQHjedFUDPpKu41uXGG1gbavGwL14vSSp9TGc2IMJWZqcQxKVVL2kDiHWIGfg8I7PT3Nu7YR+HfqLmaNMS7z8gwiKCKPvbR5OEWKHILsrRKIwV0PRLp4xk9sQgbIEwT12gHn6R38AI+2oCnAR9YLc4TigeaBzoCXrqoq9zTqdrtaLBYNSkvabURDxhBNzzwllfXw3/ztMQpXWKyr/+a+XLFIuuJNOLi3PSOUoT+HqIy8+pu1ImjsGUjHx8caDAY5c4hnFefolr8H5l3J+zmepVQ8gSKHKHulBBAHrU6nc2WzeABH2u0q5sVjLh6MBMBdqaAEPJPIAUXa1SG4AqFRGVQU77PzVq/Xy3sdkLXkljxA7wCPl0HQFCrDPRynh9wyd4Br+zta9DGgG/l6SVcs7jh2fM8Vk8/Zx/ZUUkkNxUwmlM/JPTleb1PMrB10HNdyr69IkUOUvVMCbu1jyQGYvo0klIFn/fguXJIazeWwUl2ZpJTy+4AN2Sp4FQ5kkq4oIw+Mnp2d5SZy0D8EJl3hEJwGENkEBdCKYB/Xxy1ojvUaBl9HB0/e96yfWCPgY8eCLwdkL8KLypd7jbEXaddiIioPT0OdTCb5PG9x7Za/ewkesHavznsjuSIpUuSQZK+UgFukbqmjBPAI5vO55vN5BlGvEuZLT4dRHxtvAWposVhoOBzqzp07OUMFCiZ6I97czMGobWyvICZdktbXUCjEGwAolAF8utMpWLaxHYJLjBf4a27FRwXWlmrr1/DnwT23KYKobHxMH8szitwDinEFr61YLBaNe3clhSJwWoo21VBWKOMiRQ5R9k4JYGl7RS79+S8uLnT//n0tFovcMhor24EBcAKMGI8WBSiTo6OjzEWTTdLGwTv4OEUEr4912+v18kYqi8WiwdGTB89rzIExCG56oZN7LtHKj9LG+19H3fj6xkDtdbSLK42oeOP13Ar3QL4/CwCcwDjH+r164aA/Nwf/mBaLwmWv5ouLCy0Wi0YqaZEihyR7pQSkHR+NB8Dv8/NznZyc5C0ZnSZooyU8TXG5XGYP4uLiQrPZTEdHR7lrp2fiMJ43LPN9cD1AibLBcvXXxuNxQ4F1Op3c2riqqqwk4LBRAGS2MPcIxj4Hro1EQI7KAwGknV7jepEyavMkeN+btRFv8fH9GXjQ3r08P6YtJsMGNNIucM28XcF4rIXXPD2YpoBFihya7JUScIudQB+W3cnJic7OzrIX4LTCTdw5NAybvXzAB3yAptNpazGSBzOlZk0BgV+u5cAj7WgiBCqCYHGn08mdRJ0DH4/HeV9ib1URAfc6JeBeUKSDkEgLMaZ7ATE+wI+vC0oH8Pbz27q6OoVD3YTP2++LojvGQnGiXKgDoQhsPp/n451WQjmwERFjLxaLR/w0Finy+pC9UgKSrgRRN5tNA/z5iYAV0xqlXVXq5eWlptOp7ty5k1s2Y327OM/tefvSTiHwt1+HQLIHpquqyvEFAP7o6CjPH/AD4CaTST4+Fm7FYHAEe5+L/+3gH3l3//G1bFMEMUB+XaYWMRhiKPF6sbo4ns9aYwA4zYayJug+m82yZ4ei8IZzknK8BYXSlj1WpMjrXfZOCUT+mT2EPc8/Zrd4Rk1UBtPpVG94wxty8DcGfB0Y2gKcHOutJ3iNHHQPTgKYzl1DF1FPgGeCkqF6mO6ZiGfXxDVyYG6LB7T937bWHuT19XdF59dpyzhqqytwZeJehN+L34d7BE7txEAyPH+n09Hx8XEOGhOrQCHwPLwYsNBBRQ5R9koJDAYDvelNb8p87nw+14MHD9Tv93X//v1GgNF/oBIAZGiE6XSqu3fv6ujoqFFhfBPw+2+pSW14YzTn/x1MPYWRuXnmEGAHldHv9zWZTDSZTBptD7zpmYNszAKCO/f3/G+/zxgo943uoU7aAtEAqhfXYe17KqiDtW/SE5UGv4lLtAWX8ao88O7Pw70OPMNut5ubzqFcmbtnXhUpckiyV0oAygQAYxtGulBS/g+AAljebZN+NJPJRHfu3NHR0VEO+kaqiDGcvnAK5DrP4CZQ9mCxW7Q+PucC4F6bQL8cCqe8AjZSX7HCN1rWrhxiPQCeFWDqa+rz93RZ5/l94x3f0J35RIopZhJ5zCZa6Fj7rrRQKtwP3iHKmfVAcdK1tNfr5RjQK3lGRYq8HmWvlIC0syLJAsISdKvVrVlAD7rl+PhYx8fHmk6nmk6njT2KHRA9TTFy5pIa7zmI+k5j5PAD8Hgg8XqkJ0Yl4sc4tRK9jEhNudJxL8RBrk1RMUcHa78Wism5e1dansbJ3gfMIf5GsbqnxDw9JdSVc6SKfP280ttpNve4Ynov3pTfR5EihyZ7pwQkaT6f6+zsrFHt20YJkGLJ3ryTyURHR0c6OjrK1jTHO9g4iPqWjw72bRRFzE2Px8cxOEdqNkBzYESRxOZvbV7AdWB7HQ3kVFLb654SGiktP8d5+egVeIsGV5z+OudFus3rI7wlh69bfH7unRCTQTm4IvBrukItUuTQZC+VwEsvvZQVQKQL+DLD/47HYw2HQx0fH2s2m+WtGr1/vAOXW7lSE9ilHWhhEb9SIJO5eIA28uMxBdWv59sherWyxzdi7IFxff6e1eQS54xE6sY9Ij8Hi70t7sA4rkj8/zie0zmuHN2DYlwUuBeZxftyL4p7cOqJa3rAvkiRQ5O9UwKr1UpnZ2cZRL21gluq4/E4Az/Uj+faxy++W4SSGiAs7RSEW6IAcrT2vRdN7FwZi7ccyB04SYX1rRM91dHnzpwYM1JCfj+R9vHjHPC5vzZgd4Xjr/E3CtLHd4seyseVoytJn3MbvcU1uKZ7J/7bA8ysq6ewOsVVKoaLHKrsnRK4d++eFotFrtJ1/hjQOT4+1mQyyYVf9P2JVqXU9ALcco/g0gZGDqiIp6O69eqAJjU9DMC3LW3Sj3WvwOfA321ZOxH8/Z7b7ida9JEGcos6jhsVGgDrVj5Fc8RiPMPJlUrbnFgbv4eYfhqViT8nDzSTQRTrLYoUOTTZKyWQUtKDBw8aAWG4ZqkO9N25c0d3797N1r/vHOVBQam50TzjO+A4gHqjNn/flYX3KnK6IY4VlUIEe8b3jBm3gF0J+P1w7TZqJr7O9a7LzXfvxUHfr8FaRO8jKimorE6n08jCcS8MDycG4F1ikDw2mvPf/hz83tyDHI1GWRmUthFFDlX2SglsNhudnJzk1EU2A9lsNhqNRnruuecy/UPmh4NZWzqj1OTopatWpgc4sW6jRSrtaBlXAM5te5ZRm8Xtc2vjuK/zJq7zAlxxxABspGH8fOYY6y38OcS1cmURvRas/9gEzmMCrHH0BuL//nr02G7y2lgH5iXt+k/556RIkUOTvVICNHmjQyiATNEXrRXg/vliY2VK7cHJNlqE96QmxdBW+OTnxSCtA3a0ctuscqdZyGX315xHb6O1kIdVEG3vRyufv712wufj53Dd2HIba9+VSgRpgrRuxV/n2fg9IK6c255NrA52D8SzhooUOSTZOyVAz32+xJPJJHf9nE6nGUgcKP0LHvPrPa2wLcgZue9IoURax4E5Bkbd6nUAcw7dr8N13Zvx67QprJgRE4HxJr48KiUyb3wd/Df36ta1c/y+ju55eB6/zzt6SXEdfM7xHvwajNcW2Pa2Ir5ubYHpIkUOQfZOCdC+4OLiQqPRSMPhsEEBeYZKpICkqwFSB+VoCUYLmddicNbplTaKx0EtAq8rGSxlt3wj3dFm4ft9+P3G322A6hIB1YE7roV7W3gsHOvg60ooxhUcmLlGW1Wxzz2uob/vc20LznOuZwK5QihKoMghyt4pAQLCtHkejUY6Pj7O9IO0swKjpewAIV3dK5fjIlAjMQAZLdBoxcdgcOS2IyUSwdzrENwj8HtzCzaCY7SM/f6jJezX51y8KM94Yny8K2/J4IF2p60i/YYQ0/F1Z13a2ji0eQHx9TYlHO8xnlsCwkUOWfZKCQyHQ73pTW/Km8BMJhM999xzjT46NGSLYBeDrW2AgERqgmMikEauWroKvP66t49wOuU64AYIPWgag8PX0SNtgWW/Fsd5sNbvHeBmjqR0OqBel+3j83H6qE0htAWCY5CW+UaaKIK7Py/3NBg3UmbMJyr1IkUOSdI+WUEppV+X9M5nPY8ir1t5c1VVH/gsLlw+20WesFz72d4rJVCkSJEiRR6vlJy4IkWKFDlgKUqgSJEiRQ5YihIoUqRIkQOWogSKFClS5IClKIEiRYoUOWApSqBIkSJFDliKEihSpEiRA5aiBIoUKVLkgKUogSJFihQ5YPn/AUqRRKItP7g4AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "image = 'granny_cam/flippy_lined.jpeg'\n", - "image_read = cv2.imread(image)\n", - "thresh = 20\n", - "blur_image = cv2.medianBlur(image_read, 7)\n", - "output_image = image_read.copy()\n", - "mask = blur_image < thresh\n", - "output_image[~mask] = 0\n", - "plt.subplot(121),plt.imshow(image_read, cmap = 'gray')\n", - "plt.title('Input Image: Lines bigger than moire'), plt.xticks([]), plt.yticks([])\n", - "plt.subplot(122),plt.imshow(output_image, cmap = 'gray')\n", - "plt.title('Output Visalized'), plt.xticks([]), plt.yticks([])\n", - "plt.show()\n", - "# plt.subplot(123),plt.imshow(output_image)#, cmap)\n", - "# plt.title('Output Visalized'), plt.xticks([]), plt.yticks([])\n", - "# plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "dbd51563", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# let's take a closer look at the mask by putting it into a different color map\n", - "# remember the flat yellow area is our mask\n", - "image = 'granny_cam/flippy_lined.jpeg'\n", - "image_read = cv2.imread(image)\n", - "thresh = 20\n", - "blur_image = cv2.medianBlur(image_read, 7)\n", - "output_image = image_read.copy()\n", - "mask = blur_image < thresh\n", - "output_image[~mask] = 255\n", - "plt.subplot(121),plt.imshow(image_read[:,:,0], cmap = 'gray')\n", - "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n", - "plt.subplot(122),plt.imshow(output_image[:,:,0], cmap = 'viridis')\n", - "plt.title('Output Visalized'), plt.xticks([]), plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "8645838d", - "metadata": {}, - "source": [ - "Right above here, we have an image with a particular line pattern with lines much fatter than a typical aliasing/moiré effect. The segmentation of the segmented_background_noise image only picks up the darkest areas, avoiding most of our noise (the lines). We masked over most of one type of noise! In reality, this will not happen for most moiré patterns, but thick stripes are currently (24/01/2022) a problem for the segmened_blind_noise_matrix algorithm. Suppose you want to get very sophisticated at finding lines and moiré patterns. In that case, it is recommended to work on the Fourier transformed images (not covered deeply in this notebook, but see what happens if you swap in a lined image on the Fourier algorithms...) " - ] - }, - { - "cell_type": "markdown", - "id": "ff2e6749", - "metadata": {}, - "source": [ - "### Back to the big picture: we see a simple mask based on blurring mostly picks up our background but might also pick up tiny bits of blackish area. We also see that it will not pick up the whole background (flippy_lined image). The algorithm reads the noise for the entire image, however as most of the image is masked with zeros, there is no noise." - ] - }, - { - "cell_type": "markdown", - "id": "7274f2c0", - "metadata": {}, - "source": [ - "The segmented_blind_noise_matrix takes the locations it interprets as background, then sums noise by specific algorithms inside the function, and divides by that physical noise area of these locations. Note that there is not a black background on some images, so there will be nothing to interpret. We will end up with numbers that make no sense. Let's look at our fluoro-like image" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "93d0c44b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "image = 'granny_cam/reworked.jpg'\n", - "image_read = cv2.imread(image)\n", - "thresh = 20\n", - "blur_image = cv2.medianBlur(image_read, 7)\n", - "output_image = image_read.copy()\n", - "mask = blur_image < thresh\n", - "output_image[~mask] = 0\n", - "plt.subplot(121),plt.imshow(image_read, cmap = 'gray')\n", - "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n", - "plt.subplot(122),plt.imshow(output_image, cmap = 'gray')\n", - "plt.title('Output Visalized'), plt.xticks([]), plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "c0fa1db3", - "metadata": {}, - "source": [ - "### OK, let's look at our two noise matrices" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "1f146ab7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
name_image noise_non_local_mean noise_gaussian noise_3_k_median noise_5_k_median noise_7_k_median noise_bilat_large noise_bilat_small
0granny_cam/noisey\\reworked.jpg74.41034616.57422918.16093638.07605953.70477983.817667119.254461
1granny_cam/noisey\\reworked_invert.jpg75.37092216.60893618.19031838.04217853.66664781.694960121.731806
2granny_cam/noisey\\speckled2.jpg4.952841117.47193473.29776592.012428100.271181136.708050112.174466
3granny_cam/noisey\\flippy.jpeg76.80444824.31998726.44520045.95123159.87597082.856623114.588407
4granny_cam/noisey\\flippy_lined.jpeg72.14914122.72021427.26284743.62681355.38352578.148198122.324863
5granny_cam/noisey\\flippy_speckled.jpeg1.51696950.35381835.33556448.50438358.67687741.485176112.710950
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "directory1 = 'granny_cam/noisey'\n", - "iwork.blind_noise_matrix(directory1)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "db30f59f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
name_image noise_non_local_mean noise_gaussian noise_3_k_median noise_5_k_median noise_7_k_median noise_bilat_large noise_bilat_small
0granny_cam/noisey\\reworked.jpg0.1803060.1114950.0996490.1330980.1435900.1711850.184584
1granny_cam/noisey\\reworked_invert.jpg2.6001130.6042890.6021801.0944661.6037172.7889358.593235
2granny_cam/noisey\\speckled2.jpg0.9872137.1034657.1330908.0129728.6639246.11127513.910709
3granny_cam/noisey\\flippy.jpeg1.8829250.5402780.3914600.6919141.1083721.9659103.475662
4granny_cam/noisey\\flippy_lined.jpeg1.6448990.4846010.1952180.3523390.7182942.2259654.441095
5granny_cam/noisey\\flippy_speckled.jpeg0.0273683.5729571.9399062.1421682.4115963.1975266.702076
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "iwork.segmented_blind_noise_matrix(directory1)" - ] - }, - { - "cell_type": "markdown", - "id": "50bb76fe", - "metadata": {}, - "source": [ - "Notice it gave us numbers for the reworked image (which has a white background). How? It found a small area of black. We can see it if we look at the array" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "4253e766", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[[ 1, 1, 1],\n", - " [ 0, 0, 0],\n", - " [ 18, 18, 18],\n", - " ...,\n", - " [149, 149, 149],\n", - " [149, 149, 149],\n", - " [149, 149, 149]],\n", - "\n", - " [[ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " [ 18, 18, 18],\n", - " ...,\n", - " [159, 159, 159],\n", - " [159, 159, 159],\n", - " [159, 159, 159]],\n", - "\n", - " [[ 4, 4, 4],\n", - " [ 1, 1, 1],\n", - " [ 25, 25, 25],\n", - " ...,\n", - " [202, 202, 202],\n", - " [202, 202, 202],\n", - " [202, 202, 202]],\n", - "\n", - " ...,\n", - "\n", - " [[ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " [ 17, 17, 17],\n", - " ...,\n", - " [ 96, 96, 96],\n", - " [ 96, 96, 96],\n", - " [ 96, 96, 96]],\n", - "\n", - " [[ 2, 2, 2],\n", - " [ 0, 0, 0],\n", - " [ 9, 9, 9],\n", - " ...,\n", - " [ 20, 20, 20],\n", - " [ 20, 20, 20],\n", - " [ 20, 20, 20]],\n", - "\n", - " [[ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " [ 4, 4, 4],\n", - " ...,\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0]]], dtype=uint8)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "image_read" - ] - }, - { - "cell_type": "markdown", - "id": "d6321827", - "metadata": {}, - "source": [ - "The first line of pixels from the top will be read as background. But we should expect all the numbers we got from the algorithm to be worthless.\n", - "\n", - "### It is imperative to think about how the noise detection algorithm works before interpreting the results. It is recommended to only segmented_blind_noise_matrix only on images with a black background, and perhaps only on standing (not supine) images." - ] - }, - { - "cell_type": "markdown", - "id": "49d79d9f", - "metadata": {}, - "source": [ - "Also note, when we limit ourselves to background (which is preferable if we can) by every algorithm except non-local means our original image flippy from which noisy images were made is interpreted as a lower noise image than its derived speckled noisy counterparts..." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6962a6f8", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.8" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/additional_demos/image_quality_function_explanations.ipynb b/additional_demos/image_quality_function_explanations.ipynb index e707bf8..471f89d 100644 --- a/additional_demos/image_quality_function_explanations.ipynb +++ b/additional_demos/image_quality_function_explanations.ipynb @@ -5,7 +5,7 @@ "id": "671b3c9f", "metadata": {}, "source": [ - "# Image Quality Assesment with CleanX" + "# Image Quality Assessment with CleanX" ] }, { @@ -13,11 +13,15 @@ "id": "3af99431", "metadata": {}, "source": [ - "The following notes are for users with little image processing background on what the output some functions are about. \n", + "The following notes are for users with little image processing background on what the output some functions are about.\n", "\n", - "Image quality has very specific meanings for radiologists and biomedical engineers. As image quality is balanced against other concerns such as patient safety e.g. the need for ALARA (as low as reasonably achievable) doses of radiation, higher image quality as measured by certain parameters should not always be interpreted as implying better patient care. \n", + "Image quality has particular meaning for radiologists, radiographers and biomedical engineers. It assesses the quality of a radiographic image from both a technical and diagnostic perspective.\n", "\n", - "Nonetheless, low image quality is not only problematic in terms of diagnostic value for individual patients, as machine learning enters diagnosis, variations in image quality present new sets of problems. " + "Medical imaging predominantly uses ionising radiation to obtain images that will aid a patient's diagnosis. Whilst imperative to an accurate diagnosis, image quality must balance the risk of radiation dose. The practice of using as low as possible radiation to achieve diagnostic images is known as the As Low As Reasonably Achievable (ALARA) principle. There becomes a threshold in which the pursuit of higher image quality at the cost of higher radiation to the patient becomes more harmful than good.\n", + "\n", + "Nonetheless, low image quality due to technical factors such as too little radiation or incorrect protocol selection is problematic. \n", + "\n", + "As machine learning enters the realm of diagnostics, variations in image quality present new sets of problems." ] }, { @@ -25,9 +29,9 @@ "id": "e4faff3c", "metadata": {}, "source": [ - "The goal of this notebook review the tools in CleanX to examine image quality \"blindly\". Here we use the word blindly in two senses. First we want to be able to assess image quality blind to the characteristics of the machines that produce it (which will be set to a certain mAs and kV, and have fixed image reconstruction algorithm possibilities, and a lot of highly technical differences and settings some of which can sometimes be encoded in the DICOM metadata). We also want to be blind in the sense that we can get meaningful results when we are not comparing any image to an \"ideal\" image of which it is understood as a distortion or degradation of. In electrical engineering lingo this is \"blind image quality assessment.\" \n", + "This notebook's goal is to review the tools in CleanX to examine image quality \"blindly\". Here we use the word blindly in two senses. First, we want to be able to assess image quality blind to the characteristics of the machines that produce it (which will be set to a certain mAs and kV, and have fixed image reconstruction algorithm possibilities, and a lot of highly technical differences and settings some of which can sometimes be encoded in the DICOM metadata). We also want to be blind because we can get meaningful results when we are not comparing any image to an \"ideal\" image of, which is understood as a distortion or degradation. In electrical engineering lingo, this is \"blind image quality assessment.\"\n", "\n", - "The cleanX blind_quality_matrix function was tested on images of the same phantoms shot at differing, but realistic, radiation levels as measured by mAs, and differing but real image reconstruction algorithms. This notebook is about our specific code, not all of the technical \"domain\" stuff you may need to catch up on if you are from the machine learning world. For a brief non-technical, and illustrated with chest X-rays, explanation about radiology image processing algorithms look here: https://www.upstate.edu/radiology/education/rsna/processing/" + "The CleanX blind_quality_matrix function was tested on images of the same phantoms shot at differing but realistic, radiation levels as measured by mAs, and differing but accurate image reconstruction algorithms. This notebook is about our specific code, not all of the technical \"domain\" stuff you may need to catch up on if you are from the machine learning world. For a brief non-technical, and illustrated with chest X-rays explanation about radiology image processing algorithms, look here: https://www.upstate.edu/radiology/education/rsna/processing/" ] }, { @@ -37,7 +41,7 @@ "metadata": {}, "outputs": [], "source": [ - "# # We need to get the develop branch version of cleanX 2022 (sorry, I\n", + "# # We need to get the develop branch version of CleanX 2022 (sorry, I\n", "# # just take it off my computer)\n", "\n", "import sys\n", @@ -89,9 +93,10 @@ "id": "f42c6bac", "metadata": {}, "source": [ - "In order to make this notebook more accessible to people who do not usually look at Xrays, we will first look at an image that is easier to understand for everyone- a human portrait.\n", + "To make this notebook more accessible to people who do not usually look at X-rays, we will first look at an image that is easier to understand for everyone- a human portrait.\n", "\n", - "OK, a bit of nerd-culture history here: The Lena image (formerly nearly synonymous with image processing algorithms) left the matplotlib library. Politics, gender, progress...there is even a movie called \"Losing Lena\" about this issue. Suffice it to say Lena is out and Grandma COBOL Grace Hopper is in. \n", + "OK, a bit of nerd-culture history here: The Lena image (formerly nearly synonymous with image processing algorithms) left the matplotlib library. Politics, gender, progress...there is even a movie called \"Losing Lena\" about this issue. Suffice it to say Lena is out, and Grandma COBOL Grace Hopper is in.\n", + " \n", "\n", "Let's make some different version of Grandma:" ] @@ -156,13 +161,12 @@ "id": "c0e72f48", "metadata": {}, "source": [ - "Hopefully within seconds you can see that as we increased the kernel size we blurred on Grace got blurrier and blurrier. Blur in medical images, e.g. motion blur, can happed for several reasons beyond the scope of this notebook...but we can all see some images are just blurrier than others , or to say the same thing slightly differently, some images are crisper than others. How can we quantify that? We can use various equations we turn into functions.\n", + "Hopefully, within seconds, you can see that Grace got blurrier and blurrier as we increased the kernel size. Blur in medical images, e.g. motion blur, can happen for several reasons beyond the scope of this notebook...but we can all see some images are just blurrier than others. Or to say the same thing slightly differently; some images are crisper than others. How can we quantify that? We can use various equations we turn into functions.\n", "\n", - "But crispness is not the only thing we need to worry about. If you look at the lightened image you can see it gets harder to pick out certain details compared to the original. In photographic imaging this is analogous to images that are under- or over- exposed, and in radiology we have images that are under- or over- penetrated. \n", + "But crispness is not the only thing we need to worry about. If you look at the lightened image, you can see it gets harder to pick out specific details compared to the original. In photographic imaging, this is analogous to under-or over-exposed images, and in radiology, we have under-or over- penetrated.\n", + "With only two qualities (penetration and crispness), we can already see that different image quality features will not necessarily correlate. Thus we can think of image quality in terms of multiple features, interpreted by various equations, which we can investigate.\n", "\n", - "With only two qualities (penetration and crispness) we can already see that there are separate features of image quality that will not necessarily correlate. Thus we can think of image quality in terms of multiple features, interpreted by various equations, which we can investigate.\n", - "\n", - "If your eyes and mind are very sharp, and you remix the code a little, and contemplate whether there is some way of amping the contrast that us in image quality. The answer is that it's all contextual.. anyways, let's take a look at our pictures of Grace, and what the blind_quality_matrix function shows us:" + "If your eyes and mind are very sharp, you remix the code a little and contemplate whether there is some way of amping the contrast that improves image quality. The answer is that it's all contextual. Let's take a look at our pictures of Grace, and what the blind_quality_matrix function shows us:" ] }, { @@ -441,7 +445,7 @@ "metadata": {}, "source": [ "## 1: pixel_sum_over_area\n", - "OK, we will go left to right. pixel_sum_over_area is reading in a sum of all the pixel numbers, then dividing my the area. Notice how dark_1 and dark_2 are the high and low of the column? It only makes sense- dark pixels are close to zero, and light pixels are close to 255 (once we put everything on the 0-255 scale your screen works on). Therefore we can look at pixel_sum_over_area to give us some hints about over- or under- exposure or penetration. Will a chest Xray with higher or lower pixel_sum_over_area always be differently penetrated? No. A patient with ARDS and white lungs will have a higher pixel_sum_over_area than one with emphysema...but when we group images of the same amounts of pathologies, this can indicate something when we compare the groups. " + "OK, we will go left to right. pixel_sum_over_area is reading in a sum of all the pixel numbers, then dividing by the area. Notice how dark_1 and dark_2 are high and low of the column? It only makes sense- dark pixels are close to zero, and light pixels are close to 255 (once we put everything on the 0-255 scale your screen works on). Therefore we can look at pixel_sum_over_area to give us some hints about over-or under-exposure or penetration. Will a chest X-ray with higher or lower pixel_sum_over_area always be differently penetrated? No. A patient with acute respiratory distress syndrome (ARDS) and dense, congested lungs will have a higher pixel_sum_over_area than one with emphysema (a condition whereby the lungs are considerably less dense). But when we group images of identical pathologies, this can indicate something when we compare the groups. " ] }, { @@ -451,7 +455,7 @@ "source": [ "## 2: laplacian_variance\n", "\n", - "laplacian_variance is the result of a mathematical formula for Laplacian variance that is exactly what it sounds like. Variance measures the spread inside a set of numbers. In image processing Laplacian stuff crops up in several places. For a long explanation of Laplacian operator Wikipedia is not bad. To cut to the chase, the Laplacian of an digital image tells us about of areas rapid pixel value change. Look back at our columns. Note the contrasty image had the highest variance, and the blurriest image had the least. Just what you would expect." + "laplacian_variance results from a mathematical formula for Laplacian variance; it is exactly what it sounds like. Variance measures the spread inside a set of numbers. In image processing, Laplacian stuff crops up in several places. For a long explanation of the Laplacian operator, Wikipedia is not bad. To cut to the chase, the Laplacian of a digital image tells us about rapid pixel value change areas. Our columns note that the contrasty image had the highest variance, and the blurriest image had the least. Just what you would expect." ] }, { @@ -459,9 +463,9 @@ "id": "ee75327c", "metadata": {}, "source": [ - "## 3 fastforier_transform crispiness\n", + "## 3: fastfourier_transform crispiness\n", "\n", - "Here I will use some code to show what this is a all about. The python numpy library has several build in ways we can deal forier transforms. If you have time, an interesting exercise is to perform them on different image types. A Fourier transform is a very general concept often used in Physics. Usually medical people think of them as the way MRI data are made into an image. But we can use the transform on images- and that data we get out tells us (among many things)about the sharpness of the original image. Let's do a quick code example:" + "Here I will use some code to show what this is all about. The python NumPy library has several built-in ways to deal with Fourier transforms. An interesting exercise is to perform them on different image types if you have time. A Fourier transform is a very general concept often used in Physics. Usually, medical people think of them as to how MRI data are made into an image. But we can use the transform on images, the data we get out tells us (among many things)about the sharpness of the original image. Let's do a quick code example:" ] }, { @@ -533,7 +537,7 @@ "id": "404e21df", "metadata": {}, "source": [ - "We can see the image is not the same...encoded in the Fourier transform is information about the original images- and we can exploit that to examine many things. Our functions use the fast Fourier transform to save computing time, and should be a decent surrogate for crispness in similar images. Notice the correlation with the Laplacian? Moving on... " + "We can see the image is not the same. Encoded in the Fourier transform is information about the original images- and we can exploit that to examine many things. Our functions use the fast Fourier transform to save computing time and should be a decent surrogate for crispness in similar images. Notice the correlation with the Laplacian? Moving on..." ] }, { @@ -542,9 +546,9 @@ "metadata": {}, "source": [ "## 4 file_size_over_area\n", - "This variable is computed by taking the file size, and dividing it by the area (height*width). In our case the areas were all the same- because we made versions of the same image.\n", + "This variable is computed by taking the file size and dividing it by the area (height*width). In our case, the areas were all the same because we made versions of the same image.\n", "\n", - "This parameter can be useful in more similar images to tell us something about spatial resolution, but the correlation is not perfect. Nonetheless even here our blurred and dark images (images with less information) show a smaller number than other images. " + "This parameter can be helpful in more similar images to tell us something about spatial resolution, but the correlation is not perfect. Nonetheless, even here, our blurred and dark images (images with less information) show a smaller number than other images. " ] }, { @@ -553,7 +557,7 @@ "metadata": {}, "source": [ "## 5 contrast_std \n", - "This is pretty straightforward and intuitive. One way to measure contrast is the standard deviation of the pixel numbers. " + "This is pretty straightforward and intuitive. One way to measure contrast is the standard deviation of the pixel numbers." ] }, { @@ -562,7 +566,7 @@ "metadata": {}, "source": [ "## 6 michelson_contrast\n", - "Another way to measure contrast is through a formula of the maximum value minus the minimum divided by those two values summed" + "Another way to measure contrast is through a formula of the maximum value minus the minimum divided by those two values summed." ] }, { @@ -571,7 +575,9 @@ "metadata": {}, "source": [ "## 7 bit_depth\n", - "This is a column that will leave many sensible people scratching their heads... our screens are always 8-bit, our eyes can see fewer gradations than that, so why worry about whether our images are 8-bit or higher? The answer is that some types of imaging are now routinely acquired at 16 bit depth...and it is possible even simple digital plain films could go this way. Even if the trend never takes off, we don't want to compare 8-bit and 16-bit images in certain algorithms without knowing the difference is there. Remember the computer \"sees\" numbers, so bit depth matters. " + "This is a column that will leave many sensible people scratching their heads. Our screens are 8-bit; our eyes can see fewer gradations than that, so why worry about whether our images are 8-bit or higher? \n", + "\n", + "The answer is that some types of imaging are now routinely acquired at 16-bit depth, and it is possible digital radiographs could go this way. Even if the trend never takes off, we don't want to compare 8-bit and 16-bit images in specific algorithms without knowing the difference is there. Remember, the computer \"sees\" numbers, so bit depth matters." ] }, { @@ -581,13 +587,13 @@ "source": [ "## So what?\n", "\n", - "So you can compute a bunch of numbers which tell you something about image quality. Not every image will be the same...so why should you even pay attention? I can think of at least three reasons.\n", + "So you can compute a bunch of numbers that tell you something about image quality. Not every image will be the same, so why should you even pay attention? Here are three reasons: \n", "\n", - "1. Images that differ dramatically in the numbers for quality assessment, are often misfiled images not of chest X-rays at all. As demonstrated in another notebook, sometimes people mix in CTs or other image modalities by mistake when they put datasets together quickly. When testing this on some X-rays I had I realized I had accidentally put a few images of a graph I made into the same file- I could see those images were orders of magnitude different on some measures, so I opened them.\n", + "1. Images that differ dramatically in the numbers for quality assessment are often misfiled images, i.e. not chest X-rays. As demonstrated in another notebook, sometimes people mix in CTs or other image modalities by mistake when they put datasets together quickly. For example: When testing this on a set of images, ti was realized someone had accidentally put a few images of a graph made into the same file. When you observe those images were orders of magnitude different on some measures, you can open them up.\n", "\n", - "2. Groups that are subject to social bias are often more likely to have lower quality images. Eventually these issues matter in terms of machine learning. Already we have peer reviewed evidence that some algorithms perform better in men than women (see the documentation). \n", + "2. Groups subject to social bias are often more likely to have lower-quality images. Eventually, these issues matter in terms of machine learning. Already we have peer-reviewed evidence that some algorithms perform better in men than women (see the documentation). \n", "\n", - "3. Classic ML CV algorithms often require inputs of relatively small images, which may be made from larger ones. We may care about how the compression we perform (assuming we do some compression) effects image quality in some cases. " + "3. Classic ML CV algorithms often require inputs of relatively small images, which can be created from larger ones. We may care about how the compression we perform (assuming we do some compression) affects image quality in some cases." ] }, { @@ -596,7 +602,10 @@ "metadata": {}, "source": [ "# And what about noise?\n", - "Ah, the elephant in the room. CleanX actually has several functions to measure noise, and you can produce a similar matrix with the blind_noise_matrix or segmented_blind_noise_matrix to the blind_quality_matrix function but beware: noise is a very complicated subject. If we are realistic about noise in radiological imaging we can think of moire and aliasing patterns, speckle noise, impulse noise and many other types of noise. These types of noise are often different or even opposite in mathematical properties e.g. moire and aliasing will have low entropy on the grey level co-occurrence matrix, speckle noise will have high. The function segmented_blind_noise_matrix should be used with extreme caution in supine/portable Xrays and not used at all on inverted images. This function segments for the background. Let's see it. " + "Noise in radiology is unwanted changes in pixels values on an image due to changes in photons reaching the detector. As one can imagine, an X-ray with low penetration will have more noise due to fewer photons reaching the detector, referred to as 'quantum mottle'.\n", + "\n", + "\n", + "CleanX has several functions to measure noise, and you can produce a similar matrix with the blind_noise_matrix or segmented_blind_noise_matrix to the blind_quality_matrix function, but beware: noise is a highly complex subject. If we are realistic about noise in radiological imaging, we can think of moiré and aliasing patterns, speckle noise, impulse noise and many other types of noise. These types of noise are often different or even opposite in mathematical properties, e.g. moire and aliasing will have low entropy on the grey level co-occurrence matrix, speckle noise will have high. The function segmented_blind_noise_matrix should be used with extreme caution in supine/portable Xrays and not used inverted images. This function segments for the background. Let's see it. " ] }, { @@ -635,7 +644,7 @@ "metadata": {}, "source": [ "### Let's see the segmentation going on inside the bling_segmented noise\n", - "as it would happen for each image" + "As it would happen for each image" ] }, { @@ -810,7 +819,7 @@ "id": "8645838d", "metadata": {}, "source": [ - "Right above here, we have an image with a very specific line pattern with lines much fatter than a typical aliasing/moire effect. The segmentation of the segmented_background_noise image only picks up the darkest areas, avoiding most of our noise (the lines)...we masked over most of one type of noise! In reality for most moire patterns, this will not happen, but thick stripes are currently (3/1/2021) a problem for the segmened_blind_noise_matrix algorithm. If you want to get very sophisticated at finding lines and moire patterns it is reccomended to work on the Fourier transformed images (not covered deeply in this notebook, but see what happens if you swap in a lined image on the fourier algorithms...) " + "Right above here, we have an image with a particular line pattern with lines much fatter than a typical aliasing/moiré effect. The segmentation of the segmented_background_noise image only picks up the darkest areas, avoiding most of our noise (the lines). We masked over most of one type of noise! In reality, this will not happen for most moiré patterns, but thick stripes are currently (24/01/2022) a problem for the segmened_blind_noise_matrix algorithm. Suppose you want to get very sophisticated at finding lines and moiré patterns. In that case, it is recommended to work on the Fourier transformed images (not covered deeply in this notebook, but see what happens if you swap in a lined image on the Fourier algorithms...) " ] }, { @@ -818,7 +827,7 @@ "id": "ff2e6749", "metadata": {}, "source": [ - "### Back to the big picture: we see a simple mask based on blurring mostly picks up our background, but might also pickup tiny bits of blackish area. We also see that in some types of noise, it will not pick up the whole background (flippy_lined image). The algorithm actually reads the noise for the whole image, however as most of the image is masked with zeros, there is no noise there. " + "### Back to the big picture: we see a simple mask based on blurring mostly picks up our background but might also pick up tiny bits of blackish area. We also see that it will not pick up the whole background (flippy_lined image). The algorithm reads the noise for the entire image, however as most of the image is masked with zeros, there is no noise." ] }, { @@ -826,7 +835,7 @@ "id": "7274f2c0", "metadata": {}, "source": [ - "The segmented_blind_noise_matrix takes the locations it interprets as background, then sums noise by certain algorithms inside the function, and divides by that noise physical area of these locations. Note that on some images there is not a black background, so there will be nothing to interpret. We will end up with numbers that make no sense. Let's look at our flouro-like image" + "The segmented_blind_noise_matrix takes the locations it interprets as background, then sums noise by specific algorithms inside the function, and divides by that physical noise area of these locations. Note that there is not a black background on some images, so there will be nothing to interpret. We will end up with numbers that make no sense. Let's look at our fluoro-like image" ] }, { @@ -1295,8 +1304,9 @@ "id": "d6321827", "metadata": {}, "source": [ - "The very first line of pixels from the top will be read in as background. But we should expect all the numbers we got from the algorithm to be worthless. \n", - "### It is very important to think about how the noise detection algorithm works before interpreting the results. It is recommended to only segmented_blind_noise_matrix only on images with a black background, and perhaps only on standing (not supine) images. " + "The first line of pixels from the top will be read as background. But we should expect all the numbers we got from the algorithm to be worthless.\n", + "\n", + "### It is imperative to think about how the noise detection algorithm works before interpreting the results. It is recommended to only segmented_blind_noise_matrix only on images with a black background, and perhaps only on standing (not supine) images." ] }, { @@ -1304,7 +1314,7 @@ "id": "49d79d9f", "metadata": {}, "source": [ - "Also note, when we limit ourselves to background (which is preferable if we can) by every algorithm except non-local means our original image flippy from which noisy images were made is interpreted as a lower noise image than it's derived speckled noisy counterparts..." + "Also note, when we limit ourselves to background (which is preferable if we can) by every algorithm except non-local means our original image flippy from which noisy images were made is interpreted as a lower noise image than its derived speckled noisy counterparts..." ] }, { @@ -1318,7 +1328,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -1332,7 +1342,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.8.8" }, "toc": { "base_numbering": 1,