{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Image import/export" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have already seen a quick example of image import. Here, we are going to learn about this in more details." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import skimage.io as io" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.1 Simple case" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of the time the simples command imread() will do the job. One has just to specifiy the path of the file or a url. In general your path is going to look something like:\n", "```\n", "image = io.imread('/This/is/a/path/MyData/Klee.jpg')\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../Data/Klee.jpg\n" ] } ], "source": [ "file_path = '../Data/Klee.jpg'\n", "print(file_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we only use a relative path, knowing that the ```Data``` folder is one level above the notebook folder. However you can also give a complete path. We can also check what's the complete path of the current file:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/gw18g940/OneDrive - Universitaet Bern/Courses/BiaPy/Data/Klee.jpg\n" ] } ], "source": [ "import os\n", "print(os.path.realpath(file_path))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can import the image:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "image = io.imread(file_path)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(584, 756, 3)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image.shape" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(image);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now with a url:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "image = io.imread('https://upload.wikimedia.org/wikipedia/commons/0/09/FluorescentCells.jpg')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.2 Series of images (.tif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Popular compressed formats such as jpg are usually used for natural images e.g. in facial recognition. The reason for that is that for those applications, in most situations one does not care about quantitative information and effects of information compression occurring in jpg are irrelevant. Also, those kind of data are rarely multi-dimensional (except for RGB).\n", "\n", "In most other cases, the actual pixel intensity gives important information and one needs a format that preserves that information. Usually this is the .tif format or one of its many derivatives and we are focusing throughout this course on this format.\n", "\n", "Very often data contain multiple levels of information e.g. channels, time-lapses etc. There are two ways of storing that information: as separate single-plane tif files or as large multi-dimensional tif files." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2.1 Series of separate images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the first case, you would have multiple single .tif files within one folder. In that case, the file name usually contains indications about the content of the image, e.g a time point or a channel. The general way of dealing with this kind of situation is to use regular expressions, a powerful tool to parse information in text. This can be done in Python using the ```re``` module.\n", "\n", "Here we will use an approach that identifies much simpler patterns.\n", "\n", "Let's first see what files are contained within a folder of a microscopy experiment containing images acquired at two wavelengths using the ```os``` module:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import os" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "folder = '../Data/BBBC007_v1_images/A9'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's list all the files contained in the folder" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['A9 p10d.tif', 'A9 p10f.tif', 'A9 p7d.tif', 'A9 p7f.tif', 'A9 p9f.tif', 'A9 p5d.tif', 'A9 p5f.tif', 'A9 p9d.tif']\n" ] } ], "source": [ "files = os.listdir(folder)\n", "print(files)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two channels are defined by the last character before .tif. Using the wild-card sign * we can define a pattern to select only the 'd' channel: *d.tif. We complete that name with the correct path. Now we use the native Python module ```glob``` to parse the folder content using this pattern:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import glob" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['../Data/BBBC007_v1_images/A9/A9 p10d.tif',\n", " '../Data/BBBC007_v1_images/A9/A9 p7d.tif',\n", " '../Data/BBBC007_v1_images/A9/A9 p5d.tif',\n", " '../Data/BBBC007_v1_images/A9/A9 p9d.tif']" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d_channel = glob.glob(folder+'/*d.tif')\n", "d_channel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we use again the ```imread()``` function to import a specific file:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "image1 = io.imread(d_channel[0])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(450, 450)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image1.shape" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(image1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These two steps can in principle be done in one step using the ```imread_collection()``` function of skimage.\n", "\n", "We can also import all images and put them in list if we have sufficient memory:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "channel1_list = []\n", "for x in d_channel:\n", " temp_im = io.imread(x)\n", " channel1_list.append(temp_im)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or better:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "channel1_list = [io.imread(x) for x in d_channel]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what we have in that list of images by plotting them:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(450, 450)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "channel1_list[0].shape" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(channel1_list[0]);" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "num_plots = len(channel1_list)\n", "fig, ax = plt.subplots(1,num_plots, figsize=(20,30))\n", "for i in range(num_plots):\n", " ax[i].imshow(channel1_list[i],cmap = 'gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "scikit-image offers an out-of-the box solutions for such cases. You can simply import a series of images using:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "mycollection = io.ImageCollection(folder+'/*d.tif')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "num_plots = len(mycollection)\n", "fig, ax = plt.subplots(1,num_plots, figsize=(20,30))\n", "for i in range(num_plots):\n", " ax[i].imshow(mycollection[i],cmap = 'gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2.2 Multi-dimensional stacks via skimage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now look at a more complex multi-dimensional case taken from a public dataset (J Cell Biol. 2010 Jan 11;188(1):49-68) that can be found [here](http://flagella.crbs.ucsd.edu/images/30567). It is already provided it in the Data folder:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "file = '../Data/30567/30567.tif'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset is a time-lapse 3D confocal microscopy acquired in two channels, one showing the location of tubulin, the other of lamin (cell nuclei).\n", "\n", "All .tif variants have the same basic structure: single image planes are stored in individual \"sub-directories\" within the file. Some meta information is stored with each plane, some is stored for the entire file. However, how the different dimensions are ordered within the file (e.g. all time-points of a given channel first, or alternatively all channels of a given time-point) can vary wildly, and thus image import might have different outcomes. The simplest we can do is to just try to import the dataset with the ```imread()``` function:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "image = io.imread(file)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(72, 2, 5, 512, 672)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the reference, we know that we are supposed to have 72 time-points, 2 channels, 5 z-stacks, so the importer did a good job at creating a mulit-dimensional numpy array. One of the drawbacks of this approach is that it's not usable for very large datasets as all data are loaded into RAM.\n", "\n", "Using slicing, we look at the first time point, of both channels, of the first plane, and we indeed get an appropriate result:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize=(20,10))\n", "ax[0].imshow(image[0,0,0,:,:],cmap = 'gray')\n", "ax[1].imshow(image[0,1,0,:,:],cmap = 'gray');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have a Numpy array, we can do the various operations on arrays that we learned about previously. For example, knowing that z is the third dimension (index = 2) we can do a z-projection on that axis for a given channel (0) and time point (0). Note that since we fix the two first dimensions, our array is reduced to a 3D array and we project along what is now the 1st dimension:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5, 512, 672)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image[0,0,:,:,:].shape" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(512, 672)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maxproj = np.max(image[0,0,:,:,:],axis = 0)\n", "maxproj.shape" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(maxproj,cmap = 'gray');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "skimage also allows one to use specific import plug-ins for various applications (e.g. gdal for geographic data, FITS for astronomy etc.). See [here](https://scikit-image.org/docs/dev/api/skimage.io.html) for more details.\n", "\n", "In addition, one can have access to a lower level reader in particular for tiff files. It is accessible through the MultiImage object of the skimage.io module:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "data = io.MultiImage(file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The advantage of this approach is that, using the default options, the reader doesn't load the full dataset into RAM but only parses the content of the file. The length of ```data``` indicates the number of images found in the file:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "720" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that this matches what we obtained before with the standard image reader which had $72 x 5 x 2 = 720$ images.\n", "\n", "Then we can actually load a single plane with:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[3598, 3341, 3341, ..., 3341, 3855, 3855],\n", " [3855, 3598, 3855, ..., 3341, 3598, 3855],\n", " [3855, 3598, 3598, ..., 3855, 4112, 3855],\n", " ...,\n", " [3855, 3341, 3341, ..., 4112, 3598, 3855],\n", " [3855, 3598, 3855, ..., 4112, 4112, 3855],\n", " [3855, 3855, 3598, ..., 3855, 3855, 4112]], dtype=uint16)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This loads only the first plane of the stack. The following ones are loaded by using indices 1-719. We can visually verify that we indeed load image planes:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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5l7gNoDn5J+UzowZpartyMRsEo87FBSm/ieCHPz/bIDCQ6242k/GFvxRx/fBvtny+2RD+SXUfZ8iCnOixH3j9BrXpWFwJc+W4KmzYWSVdIWSTUGC/b8lEy990QQZyFmC0FrKtOA7+4xZyrzim5twSBt88FvAvOvr8qxyHHOypFjUSN+N6GaXiE7/laNU5iy9yM+E3GdvuQBnfl+gUskAhaPI+XEmo0SOIlki1uFQIIG0/BkYMgMWeA8iXA5i5Haawm6O7UYgUrSbIWZ9Ye2QimK2xRAmJZrQZ9t1YTclQ9xIIWcQUTUjwtL5A9AkHKwMhRyBLvRh8civsfrP4mshMqmYvmJabpkfzEOibHia1NsFoNmnUFxulYcBrgULqfKaa9WOs8thNc+WY8Im70PQt7SQp1mRtY02w4PcDAAHME2JhsUXBP18kZty+JninyQj3Z7qvVwlQuVjRVdGuGSiR6eOjtImLy/Ee5TkkwX+/A5YnHFhi35D+2WastEa1aZZ3Z5e8H5m3zhReq7tgqAiIMchxU4Y5GS24ECg/s76jn7ltM9raJiBaJ5+3uydxMWvJ5stsDbI990BLNXNp748Rshw0Ci/9b3NkFBewc3oH9t3+TwnO0m0JbJKibSCF272FzxAgk3KmNwdkHwaczEqpOkbg8P8UM3fIZXOGa4AUkeWIhM/yHfvoAIDIwUmTL1jgmPFTew+WxkAPJT5kcdVUnvctfDUpCBdnNtTZOYsTToBqtmZ7yD7HqRU2aydFwGamZCWei0CrBi4VaGkGj1NOlJoZs50Kw2S/VxO1F5BwQD4EQZD3MV2emtlKUHYWPE4exOBEh096stM1fXAE2/dTCM2SoRid/UdfHQSHRYmLR7vyvQHYpXzPF5oSlFG4C2JY7kMEVGbeY5yQi9RUW1BWY/wM9gEIP6eKM+HVgZHPs3ifen/2q+Z7k2S/MunP5HxCLpDO+MM8X4xZUqI0F8H+A/vuctGDFtQANsEUV3+VMb4k1BCdEWa+67WjbcPnZzvizQeO5wGKqpbJsiwJNL27dso/u25mXjYB6ReDMqFBJAsk07sVY5M9kiHu6duL3EhVA8N1yc95nSYGRFVszUcQd8ZPA6tDuh5wNJUHo7yWtkSz+aD7GzYaBKmZs/Smo96OwZa2lYBQAVQ9Yi0YVGHKFbMoAvzY7mAY7gt0xmYSFkGDHsxACqXDVJc0bcl850LzNlEtpCALTag0+UI7iGQ9cynA56+Vv0c0tQPS9egbFCQIaFnEuuZiABwivkC2hX192/cQYDKSLhZoaAOY4tHtErCQAiK3kWgy1XEnaFt+1nZ7F2j27A0WBFL2dTFTx9n6sj+xb/1esSgZCMU1ucCQPSL73MAtgb5tiHdP9so+Wi7qDBEHfytNZhujBpBzwSEqTeBUf0WLp2wGIBLsVTDu3Yq4mqsl3EtVwjNovfnzDLM6x/2aChERaAk23h7PAxQBA8R1sQgvl1BO6KnB1owVeqeq2vfI7hhhpi8Q5fsoQRL6F9xXqGSMdgMDxAhYSF6LvkbXJGprGd5fGmYrgKkKLCUCK2J+QgdBTsh6XwAeWFHMXnK/VSNdL3x4fDwHGUaFAQNJ+IAh+AKITJQwPZpYFBbFN1dZXks94CGDA1zlJTRqZNnVFzq7YL/z6xazjrIfSmhAU7GbqZrpegkmBEOCZWW1FPKGWdYABU14jc8MGCVYJf17VfOoyv4mk0YCRwkKEfRCPzjJuFLUTbA2TWDtS79mB6LgAmDReLZDACzu6yM73bI/ZCL8jOMkYRJD09/IRWJ5sP4x0My+pa6wXzWB2t9RvyI+s37iAmbARL+iXczOHTdKAQrtyZoJpPQxjpN9r202BqavGjLhEWe7V+gW3X9v2TWmXzTWOiNIdFhw14ZRJHXtOg6+748dzwMUK+u6XExcTYYmHliRBLooGlG/Rw0hE7/h54tYMAVAiMPnNGf90sG8S6byVS1ijSLDFf8h0laFjJGsUNX8hNWxK8a85DKgni8tqi4yp+SgHdiHOEgf/JUegTZZjd/bWW3co6YgzpTLiDrDFURifjC8aWYXgTMS+V0OA6AMIiAj2mRQEn65kGgAQDEZGfWtrIishIJj+qmCJaJMQs+dDhlKz9S0SHmr8hoChk/oWoSB0hx+lywqJDAzGU2k2zG67dHNOFcLY3cWqi4p4jXa1SLdumQ/AUC/OGBVnx8QJKD6CbXZ5ZtLaDJfvDBAZ3oR+HKQs1xtNtB9pWRSyH46XEPzvnxX0Z90Tww59DNKP1T3SNtMPcDc7WTNlPggZDk0s2met5mfdw+wWKCm9Dn4/ixaHemT4plam83r8H+3hlpc5GPH8wBFwH1+3lhml9Tk+3IIAx81p5nBlJq+N2FARqDj0aqo2K4j+/CIroMANYslNzqrjyDZKRA+Q2NYM1mkZ7DouchuPNqtS0fkONMMUBOhWhvdxwexFW7tFt3evDDFjQ8S8Inr7TdpTDI4ACHYtonb0pdWii2QXRxyT+tgZ6aGm8QhPSHIRGDAGZdHg8fqk1iQKVhlYNu7SH1duwLaNSQ+VQQefrloYP4e14qopDERi0SXvqLP0SewOeYR2snZAD1VU9aBzoshWIQdAcYh4kZhXAf7OP9bAXKStTKKS4DwPgp/bAEgXRPMKMdBc+2lAEBaEyaQTpY5nVWyAATbK/7u2xUZwLppG6PbAMK87t63NehDM7paFwQ1pkEesny4ljNCrcYyrQ+sEk7zd5AViMhc01KxakO0hFpKwmJ4W2aNpZ5+GFuA5wSK4UtcjyDWespvpvvBSjAGIhZ93jb3P7aD3zAOAqWX9bKgRDJImtPq5ncEWOh37F6tY7GZoL0H4BIIxQGZyecEobh3KV/WNm+7ANqbmQIT5hAuEWZGoXXxEkwA5tkZ7tRgKJEhQlOMg46AEiv/MfARUUkOeCEoJmDMpXxH5LCiqwdqLOUQhxWfEeFxKp9385vV9L4qiO7MLV4JvHoANDNH63stzIqsy5lsGwjTE8igCFBZT/7ORYGMqV1z4kbEdgHadMZIYrIjzOxDYIemv/cr20FzFLBz2ji+B7hpTFdCNZtp2lLnSAZMDSLlTEw9JADyXPq5xc1ZSzfNvo00P4VpI6U8E3JxaSPvS18mrxG55F0iQ+cgn/LoevSBG1uR2VPSX31wxWIfCz8XCPqC9xntpK5W9Ci6DzeTWvrgx47nAYoCB7jmveNvhhpEVSg0zec5j/UWKzukprFqkQhI/nc9rRlkYe1DIKKwAY70ZVZgq4yz/l+SSQKIrBFmJoQ4nV91psUADiUClk2RTuRIzSP4eUBnLgJE2SS/p/sV6acLP5oio9gNkVVS6/PRJGXbuPLXSV6DKXa/nNQRTOnJFEI/p+WnZnpayIBU3wsecFyoBxYYHJinbCfc1ENDyGCs/ciIZ09/HEGZAGr978NjPwJVjRTTTDffl/07mL2xmJRnps/PAXYUxkctnziwRCBm9/a10hc9AZvvaF8A6gO5eIFuiJGfA/lMHIu2WGX/hs+1l8/20g/Ia88VkZ2jDs4GikC7ir93dzO4WXtgzw6wWoX//nN2AA5idYxpT5dF29SnXJZY42JrUfjyXu1y6f7ZZjDH2QX92fsUIYhSYLMB2wU4nwEAug9ADQRDonMr4VHNEl6tJZBVMJyFGQJQFoUgiBZRZ5jNQNxLGeCZ5f8UbjtjjcjWItBumSfx/TXdAxGIWMsIJXAKjGWyIg/9Yj1fMIEsxdkp2am5uJFipvpBs5g3ZzECmiPhDCdr9L/TtJtrAsBcE2j6xdq2kxFxEvZkWnZDX//2jDofzOlqdTL6WyYQTd958mvRfNYEkHqddk2AD7OboC9HQJyrA/ueUd0DKDkwE8TMp+nXIWgir42eudKzgHvIaogPbhZTOtT2BKr3+g/5/7lkwCqi7T0Xl+bMjhIevjernJMgGoGuRYAz+zW1qm1LeREzTYanC7arv4vNAGcpPmnqFm3cSLQ9KgsxX53vmfcq7J/XYVCMonzKcdoAZLrbBT6NPBqdZAbhArF+e9/9xON5gKKSBXp0mH61SIdrKe4WOZYBY/Wby/V9hsi84aVD9hEBFRZQBWDfWTpwpW8ywSuqapBlwc0NTiyazl7eS8YInWBDRrp4T06CYH+AzwhqB1NwnbpEjVxq+N+iEOqpRcoVGWKAXiuFEvYEyAAgmr4NYQIbgzGdWB3AZBdh5pXJuTyRQbBPynstZueB/S0FsBwYc+CWyU12UZkQLzPcJVuZgbOqmpVCsGXWhiLBqPn1mBNdP4+h2fIZKhAFo2t2XbHXYj45TRBiql6Y55LXmtXcLeYpI+0HtljNcm9jAEkBtlspGO8fkeLSL+1aSqbxfaliitijKgJY5irB8A2MUmUQ7YznSuE23TGUlgH5jqMMW8+F3PpcopGys/0+znczj+diygZKjJZHdxMpIquFmViASXj6xdhiG4r97l8CSc4hlY8rDcGtiwUjyO6q2XpavbDDkil8noesd15ncR8GXP53xQyTFACifFj4/uzeBESavaKCeV6PBR94sG7hnNCzFWxIUa+B/qzfmeqRWVgQpYvJc1gjkRWLOagmV1vPCfZCqZYy5yugIoqF1rxVsrnDxGwFJL0f2lbO89WcYNaGi62rOURflrOk0CL6BAKS7dD/BDgQnH3BcB8U/Z5h4i9mNh+1njhIUQgCs+WkDDOvA8sjEsiYFnfy4TWKDo9Mk4xl5L3IhitbrWZ+ZWBwv15IXkvgppqkwcS5Ll8T9MhGIzrrzC+YqDoY9wQX69SbPmHetLeb4uzqQ2WUPHzJrbRplD5Zbu5D1k7GN8vfva/bntHmuSIi1uHzZpaKf2+5aMi0qkWRwJ9a2emFa/kMdn1gfUyCYGOOGsmG/mQr4OA2HdVveXM8H1Bkat++A8sCWbqlCtFUPq/xNwAHsDocqlHOy1iV++qaHKU3NLWHj24GVchUVaGnxWQ2ktHeKPcFAC6PMSCeLi73yDZlMQoT99ZV0Af2dMmQLhJ52fF/IADx4Bu5KZtF6QX9UbX8kzGtrHxcP6OuqzkohY+mHpwQDAz4xCFL0FJCi9eWAXTVwgaQmSVA+s/Kc4SPc0c8a3yH3xtpKgYAHgDe2+xMqSHveQCQCTNTtQA1gbOY3iFE1jSL55Jgxqhu9YFmoMqekxKgQ1srkDkYs8rMQVQtOMidwlcpCZyR3ufnhF+Q/klvp9w8a/X3EnRrBF/op11T45rRZM2xVHShrKxNHy6QAaIapGEghd8dZ/u8XewZxilJQFO3iFYxF4Wb8hyLLDDRn5hJw370ccX70g0ApAugTKHb4/mAIinzsgC9WzClCp+37ZjC13w2AEd/4i2TrD5IAhiAjFD347lloynx1CDAU+hORgOoFQxJDvdYmQa67WrL8Vw72j5zENHv2MQiyFHB2BljBUTX3tWCDDLVsmHCLBewIGls9lQOUasaEwEbmpJ0TE/rk+VhYp4E19dZtmzWiUJ2ENfVADdrSIInfyfQjHMCWWypwOtq2eTJTSQrX1+uSx+ZA4KBsj+DT27ZbZE5mKllsvOIwIkzMzIM+6OZ4xFw0nI9sL2IKO/07wTQleIHol7l5mSfRyohD7+P+ZUT9BjVDZ8wAdoXlrkUtngDno0pedVN0c2k1+ZibPV2sv/83q2wWAaWEjCdkbk/tG1HZQJNYBuP+X7tHWsG3QYyxa8l2PaLOIOzVD/WccwgkhOHpgH8FMYvDoZt0wL6OX66qzOsP1yq43PhPQJQjucBigILrFw3T4NLUzq2JaCvsKYCAogUvND3tWSQFQRby/nBjBeR1DGWoAazVOr+KPNsy5/47mC6dmNxp15MC66c1GJZal67DjeFBSru2KLQlgJTgtFdu4na5so2vZwWxMzkuQj6k/kWjSGql+zHMXo8chLVHF5Gqce5xfemePoe2RiDFAsy5c2vFUVdfRJzUvSrdz9lMbj5Hgdwy4lFaccsLI7aOf6sMpdb9gSkLy6u76YkyiSLKHJhRrMDfXfW4qYgPyPgM3oc/tAyqVSAea9omy88kyDvfVKYyfJ47KtglJL3os+QoF2ftwq2+V7asKIOBJMIXkj5fnv/+eHeoTBpC+sHHMhO6Y44mM4Ez+MUw4AAACAASURBVIMpbc/fN3WXg7lR2sYFyeYq/cgsNTbcLziKn12G+zAbDhW9SQ4s5RRBOLjYc2dE+tBN70jhvc/1igsfOJ4HKHJUn9aU4IwJhfsRgSPj40H9IqPHZJLFN6m32wQAdi4LxnKbU4q4ueENAdOvAziTWTuU7JK52Bt9lva95tFjVu+uka50Itu2o7wHdWPmM+Ms14N5RzCMXpsGJDQrqCEEEqyYFRJaOTqfew4oc1zXlCq4pCLZij0/Ito9mwCUltDf6cLguWi2oeb+OgPZ7yT0ZuPkz1BMO6ixQDIOKGJ/kEgXdDDABMZ9gpn6Ohbmqi9qnDSi7h9dihk6js86uJvFXV08rG3jZOAXvk2CUM9JW3+G3MQBpUqHGGnW2IgKGVkvJbjidD0CG58xtiaA34uRXYLtJMPKe7M0V5Uu2QW8XWLtIjPXDlxfK9pV0K/5neUxnzMWbAaO1BiglSGzzKRQN9CNM2m+5DhpW5bMq6L8KFm20/+ocW7qcxUYCa62L4xfn1u7fgtLBJ4LKAoy0sw9TWoEmtkrYRa3ZIu9fF5/Sslhrv5HkfA5xvdpensmShxqqXtWJ7Gk9BXdoaDFd1nGf96AabAAXjoyY4opLGUzI95+YYpSrsqRbzsL8EmaY/FdTgDN/1cBLOCAqQm8Ub7e2xwmTABWttV+sh0WXaxmV2Q2OFvhOpIAk2lyYaIOhC8sGJ6bovw7AJu4Pe8T7asMsyVLGsWnqHDg8GsQcGczSVHdoyRMP01/Yr8U/ScQbDBSCG/fAd+/gw2vz/MPUpvC2ipwhozEwZU+Ti3vKWo5lmCalHdY+08UkC2jtNH3mv1EU5dBuu0TxTybzGU+CvpFsH6DsiB7NLtG7ikN6sAohKb6WKlVnd2COzZexaZt00NAhtku2gxkWaCCfyMJYP+FbtEZKXeSBI452rfH8wBFBSDNgJAT1qU2kb3SboCGwurKHgme1OORPZ5W2yuapcB4LQq4lx4RaxnDfYQwPyLzptU3cXLgCzPd/YgCyl00gjkyJijGprYrC0Tky+bv01MJRRMw7YU6CLm/a7rfjQ5026ktNzOK3d8IDpyAvioPF9W2gUMpfE72tsNMbgZY4FkLDrKM3E3JwSWFMQJ+LYKqd2EV2MYzrwXcFhxW/VYWkmAs3u5gIucEJra3RpJvxcy8r0wABBeamSOBJL7j7K4CcEqrgLlaif7+lJk+2mGumKYWdWXGC/JZGGCYDFZpAgj/TyAOobj3aZtHQJzFvI+gRmFY/J2BpnbN81SsqvksWUfTi47Ag2/7G8X+gwF0hTw2tItbBCUq3jzfmu/l9v02Bsp2Hxco59IwcjO6RtWjghMXZMDJAyKZILbWFcRiWqVqudBrLsYHve7xeB6gCAA6oWWVORSWBVKPSOZXGSKBZtuh9P2NItbe9ow8t2YmM0v4w1YmKQ5jM4nGca/YxbcabUjgLtV12NEHBrT2w4o0vQIONYe15D+AKP81F7g4PP8mqsAubmop2shACTMIYrILIG5WRNS4LB5twFIJC1OLIIRr/Ch7YVBjfWdiXdb6C4agfAbYlgEEsUUsyDPLYCU7868xO4WBmLkiGBXPCbNwBYSRcAd6tjF8mrxPYVuHc2b6Gw+6SgdVFqhgH1UNX4D5asELiLrvT9CfErjmmmxGhrwXfIpUP18EaB7LwMHXW7cNCJ0ifKGQ/H2eAF3swwAZzb7bXyn6RdAuzig3jhNbwATpg0vQdxDiwrIB65cd+6uJ5aFhebSccJrwNftEp6aYW22Ms/Zi88o78VzNr+FR6xC2K0Ln2Dx7Jkq+FTbLfq2LFQ+bN54L7fKwdrXU27bNo4Lj5ngmoKjJFAEHve5yGT0CZKTz+WyJSdgzC6W1/DsBrOQ5o7DFEGivS2gPD1uNUn94e3+Qodz8nQcDJ56yl5FTL8pahK/hqD61XDVPWbHG2sX7W5ocNxBiFRIC31x4rzRLKkgczM2W12RAJIom+PVY/ZirbDVzGC3UBkxnoBG1XPI+YTJqgkyVhVCg24DQE44zIhihiznuQ8g7BVhyknHiMgJ+iDyzfx2EGBEO90C368tFMO4VsssBDGOyqY212Yv+1IsKzJP52tDg+jwNQAzAoX+vETwR7LQWxIh+AVJ4Tc9P0RhW8122KslCtMkWRA0WS19gjIUk9gj/pdi4ovnZr8aC5wr0x57FPLjgOLuG2KJou/wVs7xkt/C9LI/HZyUjjurdgIH8yIK6rJoEj2gfVAVUMGxkh+wnCR+lnedz/tQOAaXb45mAIoxlqSJE2iHcdv9fldK0FgB42Ay++PpiVz5ep4BeFHwloDJtj1krAPTulHqqCQuI0C85gXnXy4rKtvn5HqixiBeZnjeRouzOlT1BrO74ViN6Jj+RcCyHCce+s0Ux/CqAMYG2AeBWlnxWrg1kQIV5RJpfyIGSaVkaI6IYQ6bo+cBtKa+p8pOqn5tuplYfK6O8DATE+Wqsa/tkGhM6TWBvaA8N/WK+PfNxSQYSwv9ZJmXdZ5ttq4Da7EMlg+PCIQmYClhkuVyau+cRCOP6UdzWy7axD5izrcBc1L7Dfu8GxnznYfK66U45U/gc+Y43BMjq+biAjLMCTSHbTWDBWRjlX6yJWUEmqgANoD/lu2EaZwR7dkSqY9tsLDS/pgxFm+ZimV2DedMqsXdT3tnNgk03VRCUamYXVUNk90guYCEtcrN7nBvaVdE0s2put2OtxzMBRYsQWdHYnuDjWwwcduZjGh59gBRo95tHoZldMlVYVBayIrY6HKxyI7nHMrVRcnM9bja1IBkcCzC4P3CeEizDad294APLjxXzkOJqAMfVq/iGuI0omRp9gOYozxQprqZ9s2jzOOcDhBmrOfDo6I4MDdeA1WALgNDZqZfhlysCCBmgqVVmYu/h4otrxSzXZqDETJF5sgkHaujUX9MuaJtYxPc8cPfDRzx8dQ98udg1r2JpdZxMLPNFt0RHZpJ4pFjPBhQspxVg4PcL7SE/bnlOsEM1IGubVwgqOr+2VYA0ZqkngGmK9b3SxJWrxOIT7LVpCZ6JAWfL+7PfImCxqgdFFPP1QHu1Y1475Cu7cDDOBitn1wBMCRaVec1Htj2XbHvsmeJmePh2vc2jm38yfJO9+J/Ld4Mhrv7efawFw3OgtPRLOWYP0QKD5ras06jMONkzsGiu7EDDTTk9r879LwdTBGJXPtv03pqm6tyNRR9aA8ae7NHBL3x7PId6JO7Bwj2jqUcs1XHicBYqqsDmoCkC0Wm/r74nStlidZJleo5ollBS25RqKNqsBVztq1GsdRH0p5lsUb1ijINq3XrzVkoQe3MovCKJfT8iqCWaHczOHfbmV3PN2Ekw7gqYMdqNEpHlvXdv84WDPYM+ySoTTBoDP5Kfc0IEYxSEkJhRVfGAQH8UzLNAp+Dp4QRczKe1vpWjKUf25Gsk78FJbYuIf7YqyIRlOOCoHIIo9Tkk3AUGROPsJmkp2TXdZLRz/X25NKltdg+CWQigaZrTPPbFzr4s4bNjVMWux/ElGcGmH7a5POdu4Hy/YV8H9m8Wc3FQ5jOddBbGToCeXghievCKlbFDv+jTDpqsEUC4CCKwR5OZlg63l0X2gT/iIRof+7BEf3DeIBZxis1pdnMcUpXRSvBs+J4+t2J0q695M/fL8XxAkUxwDANHZ4RS5ThTgTlSqM2sEiXdnxZhPvn5VXojWdFGcKx2zRqIADKYAgl/YRNngb7n8lwMLDM3GZaGFE56L70uCN8iGSLznzMqqGkOFfDkYBlNojBnOKHFWbBmv1nkNNOnImLnA3Ws6R+MaGsAI4J5RL6q6wC1SEeCTYbJIhFdVODgdKfub/cJhlr1hezLJwh9RrdMyvxUAv26YR8ntEfB6UmwPCA0dnE+J+RuvktG5sfZ9Ibhx6OlqBYkmau9i+l/YA1DglvbvIHi0iB3F+iiscc0kO0w01APDEpXDWBeHhiocoEzSk6wYwn9llD3T04EWBgTd+azJoLzHWhX6LVj3gu2dyeIKMadnRei8FnNT9MdhqyL75h9Khmt1m7m9Fw9kAKESoHvLAI0BfRzG9dc+CLIOBX9StePMdfwNdNK6rn4UnHABIPtlcSco/+RhYo5HkMVUQjEtwSfnwsoqqX1tWYZK2MgEhcZZLlhgOob1xsTIvC0rHoznUmyijdQ/BPGPsP/B0FUy+bGU5EaiMhGidbW/ZVJ5x2IRX2hc1aoH+h9CyroMU9ZxCsqJ9W3Nhf2IuZb1LO4TsvbHWmApRirpOymSmus3fxZqmg7o2O00rspfUg+wGUCLNtPgTf7SWFBGGNjeS+abYww35q1LNBQmfCtBGZ5lABmq8qd12Fmw/5K3MeX1yKjGXeKcY9YJJi9gwn0KxfOZJG2oBkjHHc2HNsG7G8QOdptFBeLcPLal1thJ8xFBoxltl3MNQDuZaPlmXO8MKg0F7VgEIkU/ZYd3jDvCwDtqWE24PLVHdq7jv6YZjHEF6ndDZuJuA5Z5zw5CPr/UcYAJUR0C0XwSIDKrttVI589XAQzJWY1j79m4SxPM8YMXTshESr+x7o3T9TJnF6Jh2Ne89mir+r4f/7ms2TRWEaegWR7wNEkppkqcqyAw+OQ3ifxfwPBjoMA2+9Jhkg/IzqSkYIvVzHXDkoaaOLeRp/n2tIPIziytwUmh9GMilXpSHVCM9c1q14jgxCL5YOGj4vpYaWySr8aY51LDvZaCp/FZTkI227mKlCc14yesoJOcWYfxMluXrK4QbBGN1NrFFfFlzFBDs7C0GpgJtLhdkCGtXfcORiWaKz5ixJIqwTm6BvO94JukVW7hh4qy1i/uuzmaubvoHnJQhBa/X6xvgFNzYxlvcUJNBUD9lJUVtWYavRBA7SZr3J2c43MRTPYwkWJIBRR1tKvA2iPAjz2KIxQI71cWKqmMLSddXEqvlQpfVaj48yKSRmNtYk+3Ug4WBAuoLZLvNNldxcJS5JJtiOqKw31Oo323f1OMM/2e7+Y1dWevM2unTTPmrgPVsuLqdf/OFV8HqAoMD+i+xQj7Q7CJyznCg7ZLaxKQ1Pa91PJMmAFTHu3qO8+nWmQhYoBISPSS6bszbPlLosCujpgqmCszZ3iBoz9OjFOrfZ/Nnl6wQafuOPcIpuAL63tiv2+RWDG/nYEREuaR/gtpwd9amZCrWZD0yJYV0esvFxpWXRj3tkgXr9BCIrNL+NOdU2mhzIxYqIqssqMD/DQCN7q8fy7FOrOJcEj9HduGqoHc+I7vicIS/ILEqDJAMNP5iDXPLgw7uwi7Umgq6JdBNRFskipTC8+4P7AMF8l20ZzMgrTOgubJzXzdVXrsFWBpwa5NGdcHpH2vuxMBGBU9pz31AWYzSe0FlCrC8t0X6V/LoA9zy4WlYeBvbXfmRoLLtToLX10pao5RdlVUsWAWfoOcVjMqvld/XhQmBXkrK0WpagBJ/rEx1lc86qx4FZzOnZgpNl/SouAmTm9FqoV3LDTI1DeHs8EFJ0peoaIHc3ArZbzGozgthRnq28T6j5Hrd9ZekSSAYD7Ndjl06Q+iMYBYE4zz/dpTvG1hVmLxSvdnJasWO1UPzcY97Hsq/Gg5pB7zOhNZWF/8RwcUXi1rgXT98R186GKwgMsXeh60CA6gzuwAbLcEIj75z5h2tWc7W2zwRZgiASnqERyzf/TlJkrbFMnZDvIxELasgBaIpjBFJxtWHDC+4fBC7Eo/EBhPAyisBKN/06QlQHoyXKW592kbyMnxaGvnKE5SwxdYWlbZaME4YNIflW0Tzaspx3LMvHuqzvo1rA8uYCaaznbu3klod0W2HF2lwYSKNsm0bfsexkOooUtGgv1RW71HO2Rwb25KPqevrkagd3vsj8ir/pGJ1nHYtVaanO3eAHvClAR8FN373DRvcBz7hGWH8/LwrdkmN7nS7qKOLbF3Sc1eMSgIut6xrgngJcaArfH8wBF1xbmplPuaJo4bgvA6DHF017MIbbC5GZT05mhV94GAPTiO5QW+kMWbjhEHZnpsvaUd0RkV4DTEp/ZQJD0c0Az/U0yAsZN42OFbpyM4qXhbVC0MU2LKILtTQsQpPkeg6bswEe2FLvoOQiGyFdTbxYBFB8gmBIskewKE+gusCUwRKDHGUVUqvZzQu5RWBvgLJH6w8X8eMyaWXbJyjS1lL/3U2WBxhCyBBbgC05PoIEDKgNXbc/qMdqB/onN9vHNiv7VgtD+9VxgQueo2ReATVwyKY6TAAdneLoosE68en3Bb3/2JR73FU9PK1TX9KFKvY/3tZuHlLroateiS8TkOZK7B3pfZrDJFww/t6YZRr/4Me7cj7dLFuvwd8sitATB/uDPV1IndwfwtsMqKJHxOSBxXISMqwENkuMDCCnOXCywMjzwQSvouBugxuJN7S1dJcuTWsVtSdmOgfpNDYHIMrPrWNrmcwdF4AiMAMKEpmawN8h1i8wUq9TcAyRDW9g7ZDpYrkuIsrm7HgvHWq3EjnmygA32aRWN1w4KssNvE6xHggVWmUwUWBApBV+r/jBLJXGz9GAbDiCDLgCf2NJoSvl9xK7JohG3eb0HIKrv+8ZMiL0/FMF+CZgHk6eYrIesGMGhokyY2vzOXvyiiqzOvTLIAKgD4Qjmmv5AKJLIeeBB9izLZb42wd7SlNYWuOBA7+zNq8nsK7D/YOC3f+NL/OTVW/zBP/sx3uob6EPPQMDIZ6wyHE56RmQp8ub35mrmMqU9HCuvliu+utxhvFuxeEZIo0laXAxNYT5mgosCO1lttxVPZ0/2VVhS9rub0G76o5VFRuDVzf1mcHY2rS/7VYJxkY1WyQr1i6xwzj6qGUbjjLA2wuQum3PFAg07d/vE2nj3S0HfbIxwntDXS5eSjbOiqthNhiPTTWYfwyQWGTjMdEuTndEZDqsMv91MjHI8D1Bk+w7+RBjjcyWvAX2CTN3PGIAxSt9sHjdBF+0dMnbULUe1tSjbRaY4zuZzpPSmVoXRCk4OjlUcbQ3LVSp0c07rudpSzGrsSaIOIn2J+52grQaeLJUUUTfxPtDsMw6+Qz96s2rFaLJB/k180EU0DwhTkeZypITRL+TA2y9e0GBH7kHspmRkwShiT2PAJ01TzB9vWNaB/doxHhb0b3oM4ChlNQVozmq8sOlcS8mppran8syah/R3TZS2CqAni6jL3cBPXr3FXWcY2OQ2NZIdr5EuEALmBGrtQe2eSeP3lasAUyDdFAQP7874h8vneLqukEs7AA7LcDEzqAa+2ub9typwN4FdgG7+TVqw3f2gMn1sOMu1AIaBaE0v5D0EGv3bds8y2QT9kqyuP/l4pd8ZcJ2tvQ8udtubXJB5r35NNln9zHU81myceVJcPoe7BtQCeQxcxkKVGVrA0RJiINLamM+aMh7rJ6hivzMJXguViUR5uA8d7eN/8puI/DUR+SMR+T/KZ5+LyN8Rkf/Tf/6w/O0/E5E/FJHfF5F/97uuH512PmX2SY0cM5Ksmql7dqM8HzBAXZfwSeraY3sAAL5/ip3HWomzirAXL+A6YbvwAQV4Ckj7Yc5e3yuipVyEvgxjg/Zy9vssokBfYfgo/fm4R+5crd4gK9lQ4Mq6g6zorB2hK0x9JFLsKznZa0rTOFl74vq+F0rkzdJXNPN3mlDV6V8jhBEc6eX+ZBcntWyLk0Lf7Pjss3f4zR99hdefPgEUN9NsGyVA0DSKPsxFD4Gb8Nt2q6VoaW3Afn8zObyt8wycX1/x83ef4v/66kf45stXaJejVjXYVwn+VMG5FrbTNskK0XuCIwDIpWO+W/DlV6/x8PUd2pODWI0ee5/VCjYBkouDbp/AOj3CZd/tXp0GYVJ7XUFne9aXcmDNh6i/v+NJ8CTAjFxAD23zcSruygpgPynGK8X+SjHu/NqxYCDYOpD3JNvm1qzw6+z+/uZC4qABhuPkc8L3HY/nqTEA503BYDsi+Bn50nAyHf19NK9vj+8ERQD/DYC/cPPZXwHwd1X1dwD8Xf8dIvKvA/hLAP4N/85/LSId33mI2VKqBmzN/YLMcOGeKxRnV3C0GyfIAMkGXXQNOCiSKTobNH+ZOCNFlvjyar0hNYntAjzS3RA5o0bxNSYPj8HiDu6rqUns08uIMSoWu7eRPfpetxTJGgCaXm57XUA2fGI5sFhIIeoSwtrPbT4BnwQUt+4l5amswtqPbSZYxiZY9DWp+cSijqGQEdu1+mOmDbZl4v604TI6Hh/OkMeG01eWnWI/geUBWN4B6zeC/ihWpkoRZqvtC+6v2X2k84yoKqPNAfIVsL1GZKA8fX3Gz/7oM/ziF59B/mT1IASiXBknV5jHBJOZ1zXfMGJhSL2eL4RPDe1R0B465qUDj+7qcRlRAKscmSmDFgzWyLQMnn6awNYgV0G7euR4JynwNnvhicyUypqGIT8hYNHiWMv99Qj+YUl44C5Lw/k+KGdg++HA/psXbD8cnmNdxm/5x/6qJrb5GwXLO4l0y6qhZWZWlabxiIWHlgGr9DiQBkByzG96eM62Zw52VWzcHt9pPqvq/ywi/8rNx38RwL/l//9vAfxPAP5T//yvq+oFwD8UkT8E8OcA/C/fehNBmL/AAHq3nfhEgDkzugyYn7D6HnkJirqLxtG2JW2IslVCsARCa9iz3iGvM879+Hex1ac5UE7PuQ5WyNptRWPH77KiNpAvs24ixcnVZpre1SzZ74wF7Pfmi9FuWRHLYiWr8tntGvSxUWRL9hMTGin8jcITSCBUrvCVmd0cNXopE7H/L4CU/dCsLxo63Rt+8SefYrxdsXyx4O6tYHnK71KiQ5O/u0k8zgKcso9D3uKsci6WF2x7nFh/Me2Ozz2/MfSTIWi7REGIiBqzDwSYd2mSWmTZq97wWQk2ZETVfO/m12tvl0M0NPrGS2Xxd/azAYff90kwxxpM0ErzlxegXr+xWgUNybJdgA4QkBV6mlYcwqsoLW876PNjv0aUWIBa3caCTllYRO53vHpzwbshmI/Nit0/yqEfpWoGyZSd5ZkPW8J1sN9nKbJWFSJhJeXC2l1rW7W4QQ7E94HeFMLCtF5CL0BQ4emaH2eKv6pP8U+p6j8FAFX9pyLyE//8zwD4X8t5P/XP3jtE5HcB/C4A3PVPAvTMRB3hVxSPJB+2FVgXk93Qf8jKOATEipcNgIhVtRkWbDkEZ6ZCTy3MBPUIMCPKMjX3RoEDm6r5kIblDYcfcbEXkyuiD3JoRK9pWtIsqDKLWhgiNFzdIqj7azUHtSggLRhDf0JMypDGcECSuTFqectUgcOkZVBJBkLGo634uno5l2xnz4kFIPOnJa8dxWOvDWNrWL9YsH6dubtALhA5QBwkJ/vcCkPEJk0NWby1Ao8AYAQ2WI9YuTPOWu/v2PKzlT4bgDTTMc7F/WkqVh5sy4K8FsTw1DQH87gn26PO+pqBOKZg3mu0icGg2JJUYczYRc1WC9DBmYDtEp2wBsLs5GKkcW4VYLc3G6Qr1nVgDMG4vIrqPiw7xjS78MfFe86iIW0D8M2Kx6bGYieCdcd+PBPHRXJPhs2Iex3jUGB7I8H+WOQjFmofkxk4gYu5i088/uaugd2Z4Z5SnUO6H379oPix40N3+iBPVdXfA/B7APCD05+ycwLgvKJNiTzb3x30aFoD0FYKtzbk51ImvqoFTm5bV6QuGUygj0jB8l9RSaTl3wGkSXEy5ig7PP84n7zuv2x5pjPAkCbsYEl1RsSktGPkALGqxVb5GG66hdSn+Kqmg7O4ucCJOu4I5AjmkzpCthEhPaF8h3mukSniE6m5RjH2KgkGSoAwVJZp5/dvOvqT4PSFhHkd1/VJR5O4Zl2oul5yF1w+V+h0/5pP/v5oAY55UqCRXZXrFleCkEWqmPFQ2HXIRhabPHpSjJObZe6riyqvbqdFcEFgekpO4F2SsTUzn9tQ9EfTIs4l6wIGiMHuLW4wUZ8YfT4R2TUQ8YwfDSE34GzRP7d0UgCPgvEnZ+DzC159csHnrx7xjwXY3r2GfClmYShBR4JVTUae/W/cPXH5umGTFf2hRbCq+iSbuyUOR1mUGWgKPyqL+6pZBVwgop4iLTC+74u9g7ofOhfpfRHb5U/p1+fYyjRDmUB/nPjY8auC4i9E5E87S/zTAP7IP/8pgN8u5/0WgJ9959UEZjpH8VcP9dWjAJyVCvNoM4Mf65J/18zUMMrhTvUo/684BGyGxkDQgpzt6vuzqEZxWNk1JpNF7CyLgSr7kNtImiEhtlbLZjmW8DcwjKIPsMfnHiTtqlhU0K/md6tyDnXfJkWp4KNNGDiU984gDg57RCebDJYzy4CWdE63gdyljyZuEUhXEIqMF2dYMszkH2ef6BTcKnIr1ZoSRzPaQTbMrwVY31odxfClLrY/8Fw8Pe6sGfARRGqjsF8bUhjOBSFYnf1c3pkPb54tmDDvJ/DJjnltaO967E4HINLcmpfAsvY6QPl9WFTVfL7W9n7xvikLE0GPR2SIkHl7v0ZqIddQlgIrzyH0eTq3aFfBeFpw2Vac+1t8/uk7/OLTeyzvejJykLlmsIbkgHKbdrVrLW9tgauMEHCg4+JSGbxbAlQZxO+TzLCAm6S8xrZ6QKghlovGvIoxWlJVaTn0K609n5Puc7R3Ns28/sjxq4Li/wjgPwTwX/rP/6F8/t+JyH8F4DcB/A6A/+2f64oVpGjeMrrMvVYiq6UdK+UQZOiPaDjkI08HtjCJFSW9SrwcWNlwCrDB5WlWGSmGR2uTLRLHmIVihRLSDA6TUDJhHZoBIAJ0LX9vprUNoP4IyEN5vu5ygobYEpTbZpowNUs1zVXTLUDTsJis1jdlgjkjaBdEYIYlpyL3dUGZMPkIMTCLXjLcGOoFYatZRT8vrN1VVhTRRGd5zKem9GOeXa7jbcKGjLqyqpz/TXaBdI0JyTWxLi40AfvF79Pys3YVbLvg7ifvcF43fPX2Ffa3JrXpj82aO+5XvAAAIABJREFU3hAziTrQYH6rYtLXtyhUxSVPvgj30idcnODgE6aeP48HY2xB01hAIrOn9Gm7ilXHcX2iDKB90/H0esXPvv4UD08n6KuB/b5ZXUr3A9fakFRTMGOHZdjaFRCVgxkMILJgIsBI3yuDVHxfJeBX3UxclOFl1mwxkENfWXUcRfWHmxWU783GdXF1kAE7PmgX38Dqw8d3gqKI/PewoMpviMhPAfznMDD8GyLyHwH4xwD+fQBQ1b8vIn8DwD+ASTL/Y9X3kug+fHDnPcCYHZnfGAj9Itkk/YmxqZX9U7i53Zp3rv3O/VlSd2hfq5FpcRM7gJGsiaWQpICAg2mNIlLIWmUWhw13urNQDhLkS6y/kwGaOFWTwUSbFOsjok7d9jplPu2aIF43ydJ+s6JXEPLn5PiiuRYO7CvbJNhfWVv21wCDFlXkHKaqZ2SYKFsQBQVaiTQS9JyphhxksXlMoGZQh9kX42T+1Xme6N84a2NpLiCKKRCctdSXpKg5fJzOfih1Cb/izPZYXwDv/uQen/3WI/TNI754XIAnCWCqTE17Pjum+QipbbQ2uOnnfcCKNHrD/jgGzD1hlbnnqrldhB9WB1Ojf/ujBDDl1ghwMBOML8744nGBLDao5smuASBcLbNk8kRbBqy6dwQ1HPR8LAWDnQjtqtw8y3vSH8e1eTJiwncEIKp3R5qeX8d82+mLV0nLYrz2YJhXBY+qO15JaqKw3/8vTFFV//JH/vRvf+T8vwrgr37XdT/4XW4EJYLY8hTIVD8gKm5HkQem/O1eFJZm0QQi0ly0SrmnsjNBBzj6Dw8v04EHsGvoUv5etk20FENOfPehefSOGSg1/xNIUxEogEuQaCZzWZ6KkFbz+6JAnxqTaPvEPq/+S1upnSExz9bvM1fJcvJF6NsfDQzpyGZ7xN4r1nf2fP3JIob7K3jf22CPQqYAuIudnszEZeSVQuEawW2swMM2FgCPklbOUuYJmG92tLthtTmezK8V8hmF1Un0KHuYzkgmG6y4uRhaET5OsjMunFYIQ3D6+Yp/sv8Gzp8/QrqaxlIFcmXARMNsttJg6YuNIMDV/IyR+aJyKLYrYuY1x5/smb42790KCl+mhIkaez3T9RFjTA/3hwLtoUGvAj1pSIn2V74yXa1PQpbl7yP81KXvtJuAPjKkOFYI7H6/WZgjrYtgdPGcOZbpDqrVsT8EgEAhE8hAIPW7+oScz+G7LQD77KvkKGzHPTeXlTnOVXrDzBSa1jXSXJnwUAgMIEPEOk2yoe7wVwcZTDNjtQnqBvQ0GWRo0HBRc/DH5kvuZ+lPMyPLSHAAEBS/XbWUm/fzKBJm8VlKWARRdLNG1CLa5uW+CGhdFdNBKiaT16mjo1yQBTjJvKKajAOQ7XuSkcsU7yLMGF4baqYmgyLqPjwWXzDhdUYTcRXsntoFMXO4szgCn10SiLkNZqQSsj8bcP3RwL/2Z3+O87Lj93/+E1y/uAOeWkhCoiq2WEAiTHpJAGY/kN33a07UcfL7Fz+fKCDv7ALb42vo/Uzfn48/mu8QKz4hXZwV2mcM4LDqdrgJkIsEwacNx4tuBVhTOsSF2BCEbJTMvD22qPQT86q8y9Az7oK5p75Rm8u9HjzDhaZry0WO12M7qT/NlFHvQ1+4qpsk6i7iff8fU2LDcGEFqFMJcHZj1N3nTIjyi8JAvQjtOLmJ7RHsWnNgrty+BEGmPnQ8D1AEvJBDCbDQPHazWWsgZczIVrEy5xRbHdFf6z7SzavbqIT4e67NciIBtG1mxLkDmOl/CLrdxABWuTqxxJFdf662nWLbNAMgYX6bmesEwV7SWQKgjhWvS+DHBw/YLj5bmNyC9Z3dj/uO6CJhgjI7IDZLF5ddLBIAEI7u5vNIky0QrKnFBNLH2C9evLUUlLAMj2Le0HTyeogqNolrOXuCfwRyHDzrNqaWEwysP37Eb77+CtvsOJ83XOV80NqRNc6W+jXG7ebi66e42fwkATgySpGL4gKp5vTipum8Ry4YNP2dDaWTWeNZWIZMV6+BOTJ9E85wU4yvhwVSt4x6x/N0WO3A8wROE7JO6NaAxxb9EPpLBy26RWgVNBfca7PrzcXdEquxUEaGK5sPNlhJSMUWX+C4vwzE3AdVehVjwtsk3OjKmWOAri/QdH0ojUPJRaT5O9vvJaRJ496Iw/VTFmI+grKyFsK/QEnOr3Y0QUpsBNW3CN/ISoYVcNC1A2uig2wjfAaHowvaZqG3udhs19W1juWlSknpixxnFnZQuFnup/jiP6M2Gx26jpKeMjdZN8snS5gE9B+Ssfk5Udb+xgENIGQb3DWPGivWQhQvdLo8KK5rmukxud3BXNOfUDIG4MAZAzct/IwGb0egADQKX/Qnwf56ml+tAyZ/knh2TibuflcLAywPiMnPIFCNokdfiIHj9YcTr047fvruM2yj4+Hdnb2USZZoABRBlnHzHCNB/3Bw4QEORWD5Svj/2HJ0eOEFOGgPA5LwMRLwypCksBrNzo9tURWYd8xLZhGSBIl5Bur+LvM0zT+4NWibOL25YntaIO86lgdjSP1i7nSa5xRwt02gw0BLHIRja9ZN00RuGgVwyfjV/fYTudCFr5HzYzFTfNzbnGoX1+yWgh9axvjsQIMkUDsRiAXTrYYKwtTPcqFWEfSuGCVYqYvph1mIufq7bQzr+2OgHM8DFFVLQIW9JuELjEIQqsl6W7NKN0sDS4Lx3Kih6MyTom1ubkXqYBkvbuaNabIbbhRFs7G12D8CKEUgJkw2082ERhPoTtO7RH1Fwgw3UJA0oTcrqBnCW590rOBRN56yDxDfiw19NE3wWG0JjL5ChonOoEUBDADHqDD9Rr6aR/Cg+uLcP9OKz2ucbQI1BVB2/wNsMLYLQgI0FzXNpCKLnk5kxZ1e+sP9ZNcfmDTmclnwj375Q8zZMB677Xk82Gb1svT23LomCIaW00GpXbPt9M3RbB5FalSZkKVHCvq7ZpONQYduQBPpbiyMy8WhGbDx84bmLNjf85a+uSg0QROWARr1LBw08+edJ7AqtscV7ZcnrO8Esh0LM1B0z/zoeSLICRRuivt74/PB+0sG0J3Zs2ZmLIxl0Qm3zOrv9fUEPtms3355ikpGywNi8QvrwceqNHcDBInIfmcxjQicVSAeDpqPAFeN9WuJZ9jeiC/QNgcbrcZFgth86HgeoAgk8O0jfYoAYu8U1UOVG8zpwRH/29rNn6hqu+gVgTePKAm2eH7zVPSpx4gzfMJ75d65WtQ6/EBe99D8aApMwTy39D2y2CVNJmdm/apebBb+/uTAvmLSCrA78PYrMjrL9keVn3yuvimmem26uyxOEcBeIs61tH38XXJl1ubdEIsPOw/OVBC+0jTRFHqeaI8dOkycTHE1+zUKlnrtQF0U+yvzTYX7YCSw8xgnK/qw3yvQFNvDCfLQYxGgLAaaE3+0kgKHZOfanKFdxH18JfCj6c8jIFFHWSOqJm73cmFXiYkOoLgsLJ1OV+sXOfvuelvH/rBgnoG+9Yg8136aXoZM3JdIK0KmIrxEXqhXT8Dys1PsMUMmRhDZX3l7HJhMUI7cGGt6O1luLPKqNbNkqumrOV4i150ssZvpijeb7QH+zYr+ZDnOywPf7fv0LJIhBGHtsRapyjHAE+x5oemcz21lxKo/2hMraKWVOXPQBH/geCagmH6+KDRL/eHSbACXDX3CT3juxyALr7bNlKQsZf8WZ40mKubEUmdyzVdoNyXDb0Fw84FIH6FHlJkDHelRbi5X88lerAS4MSpeRbkMZpDaLxf1QSEROLGVNPd+rqJfmv+ATwQviEt2RnE0B1cbNuHmGSEpiQwA5HXDnKX5sQDUW4p6MYu7afsMq6A9uRg4Klgj/zWCTEqE5tkmU9skM0/IKLqZY6EbfOiYd9PYzpYDe/boakMmth1IeYza/7UrxmuFzIZ+NZlGTUur2z/Mwk5MrWCMWAW2D4pKmLbzlIzOzhfoeWL95IKffPYN/tUf/DH+4Iuf4BdPnwUzlGF+SsAXG1/M6BsDMiBmz2RgOU/OON8u9n26Brzv9vsMxIVf0cfF8Ao57I8Di+Qj0Hoi6wQOwB3Cemd27J+2CeZXKxTA6auG+196ymLxRx80rhNQ36ojFqRdDySAxYX5PNwpk1vyVsunXz2owrTCeI8SO2Aa2/8WRMRzAUWf7HHcblaFNHX1vEI20ymaFKYdAkkBXiKQOaEws1nGxDwtwQpld+97c8By+c28SXNigIaEiTvwRRHORp+LBLCFxmwtaYRIJghVtAmoSu6YV8WoSIYiU7HfSQAZwP0nEsiYMx1mRwU2msk+GOHBE9smEl412qKOVvknS7hrR2wXyevXAIGKgdabH7/Dm7sLfimfYp/AfGroT+bPiZ0BmQo408FffVFWO9EaSanIXIs8ZRPoBFSaT/ZMb8vtOn3Y7Pm8cS1mwZwUOA/sugAPDf3BzO1oj7LfS5Cl/H2cFLpO6GjQxXypc1H0pxYAKerSm6Y4nQZ+65Mv8fnpwS50begPLdwGsXiqLSRk0VVCFcyzaTyH7MbC+G4JVOE77T4OFMCSf2+bYNxnDnmME49ky0SIrvnceQ4ikhssGwimJzuwft3QL4L1a2eHyj6JpmZblW1WVwDU55HYZ8Wq5vgY5PtWFgBxN4EXQIm0yDL+A5T5o8u3BZ+fCyiaWZu6w0QHba4D9L/LZjNAF/MpYhgbtG0M3M9If56DYNvMJNcuB3M0bu+Mj4GWCSBKiqmi7s4ne6btGZjmy6/ly1gbjtXDw4fTEdkAZItRdt0j1LYXi40cUdMsAjlJ50mOL7i5FGHFMdInvno6+IfsQxC6rv217VLXn6x0FwGFmymFU/pgblt2jr0HA/cxG8alxwQWdX8OkkUxktwfJXx5gDEVTnoGbOggl4EALagxq0jjg50HdeYFO58ZMPNeUaU9VO+udzvmeWB7WKB/vGJ9Z9H6qOuoNPHh+8MAupoJr0WPSP8f5ThZMEMxTxPtfser8xW/fHyDn779DL/8Z59g+bJ7OX/J7JGSJRQAB9NQhvA7gMfv7dukRmEIgpeDQqgHejI+VpeJ97jY+dMLbVCzWQGR0qtD0EqDkFvgw7/SrvYelndVY1vGo48p1mXc7/1zf7a5Ajil+ydMXwYy3dqgL5HAH64Xbze3vLVgaWmH5ruN4hUfOJ4HKALHatk8uBe0atZCnBN6XhGSnebnlSq9BCgbaLYtadtnVNO2wSd2rdZiZbLvOjtQzYGqwBRBFAOAr15eU3F6imBsS8BMmbJk1VUQnHQlql0Bdru3VZJpZ0zvozk/kdei70t9EuuEbzplA9wyA5CTFjaJxAsoaAPGJwOQjvWdHK/pbKUWaOBWCArbanKcFQ/fnPHuqzvIu27BlqtE8dW5uHm2Wp+2YQBt13XW4+2LqLUzqCgQsSJNcoLCLMAl5lNVDnaayoV8R7R0b9i3jvP9htNnOx6nALLYJvXeP+Gp8X6F+MZXJ418Zmoza/RcJ4wheoQYArx9uMOXb++xfXmH5cvu23L6fc5Z/gwwkDV3jvtG7wzUo1gJg18TgO8MmNXKESmb1BdGX5QxAsBE9N6G8SrLokVVIPqgpy8w3gTep1oKFItHVe/C2ucq70m5AC6kiAwi2+ky9ash7vY2zCWtlcgFp8keFX7yndl48WeyMDxmN7LB93WQEt0czwMUVS1TpbWIOOtpiSAK4OxkDAuoAAZ0kmavwv2QvF4XcOe/dh2gFCfFoT2uVTfHUQGwCNpm5nX67dLfpm5yx+8OgjMqcdvnsWOblBfJ77t5UFdSgp7SFyeOymXlVh8sle3uZ3Gxa07UDAwhkCH2KybQTWccrWGeFNcfAFDBMsWr/RQpUbc28xrjDDx9rhZQ+nLF8tAiHc1MIQc8l8swikqfWUhapLRv1cPk5qAPF4BHk9HUKrbskvt7AMBw4TSBINptM1gGgF2gl45x2vH6fsP19Y6xNchoxuC8MdTCWWFdM1t1SRCLTCBnb7r4vioNZr0MYGLB06VDnjqWty3SCUMiUnyuIbrYYVujdldadOu7dm2pLvBxNxfFUkBWCohV37Autk8NXRga/QgL2oT5zsXVUzSnux3CL4EYiwQv7kQI8ZTDdwlooqn1pb86QJ3j3d/RfmZfe71FziFJeVIUMQlgzIIjh8DJxBFY4fOqkJBvK6/9PEARQO7SJwaOJTMlKy0vcR41iKEznICwQqqb4zSl59pMb1j0jeDm3JvvxRIJ/V504dzRrtNMaAfq2EqglYFZRdp+hKPYTdvpP1upDmwDQWKgkNJLsABnQic5+H7GyTb7GWdqFCV8hMwUOABJ9O8RpJvr4mTYnhtoGtse9Cfrw/QlpnnIgbnfOyhcjBmu77xsvE8iKUtxRKklATGya4CYgCyDZZ1HQNUIRNnmUAiz1UDfwa5xMufz0sfUtmZZIAKLGO8dm57xdjYs647LXccmiv6uo1Em4+AcJdUcQAgY826icT9n7xsZYhPeFxtVhYqiv22HTaHcik8Wx6BQR2Fz6ZsW36pUPaeb+7FEsQ5ncLEYyjHQEAUjdrMixikBXvb00bHvzJ3hi6gDN3cBjIBYFYVH29XGkgpwyTqjtSAJz/VXnBHlFbj8cLqe1czw6DOvm8gtNJiKik3DJVA36orxM5gTLgHQlF0dBOg3x/MCRfrxML00mFrUaDgbc4ALE1jN39CedgOgSdNMHKRMwK3OGGPbge6gG0JhLwbRm/sgzI/IXOIqxyFDrEBIX+P+ylZzqwJNUaoGkFIq0jaNF1gd2WZS2yAUQfhSDpIEcCI5IHZgf+16MqbesTq0T0Km41UGhR2Y9/BB5ibKsMG/Ta8Y46mM2rJowHCTmRNcqPeTNGXEI5GcoBQqMxe3uf7Nynp5LrADZu6caO+FplH4JV1r1x8korCiHtn3AAfUgUSc2Tkrs/NtcstjxxBA7wTtNDCvDboqtk8msE7IU4+ahtHnHqmFAP2hFQaVgRE4SOvJABHmnYmK4ASpymJqtB1wgDlp+J25Sx+lVKY3NHDDRAZckEyMlgkjt4D9f3szMT8ZHPZoDx1j8bS9WuCj2Tuj77dtSQj0lM9A5i+76Rp5Hxu3fr3BpAIDL+EzdvOP76+A66eK+ckwDnJd0L6ha6BUuN/pxxcMnwPvgRv72MmHTEBZH8H7OGRqHzmeDyiOYc6cpUN7j61JAbjZtgQw2qpnyEF6bpV1nDmOwu7WbmZ0AFjWYFT6O3puXGUlhib6ZWCsDXNtEeE1oPH8YwKmCNA1Cs1GvrEPzLEKxp2/1E2xeKI697Cl1sp0X8muGHQBkmESHIfneW5vbEDpYgATdRDJojQd4wDCt0QWato+AFeBOMMzYXCCK1nQuFNnm+l76xc5+PnC5CwyGKiDoO+Ap24WfjjgBbQnY2PjZJNPO9MUjYVNN/VCAoO6aCVAUodnwa001cVd0zIAPDXMscZWovNE2u5Sm44002FMcN7N+L+9FMQk1CFgOl4Isy/NBAGeHaJkdShMWe3dhUvBhd7t0jyw5gEov2U891mhu0Q17hBV63Hi26Km2H44sfzoEZ9/8oiv393h8sVdgF/oTRtN1hR7oyzGHKtAjnECPKUxWpRyzd9rrQ+g7kcE3GRekO6Vi5cycw1n1RTGnucMKCp8hz+F+mf9khWeQiA+E0B1IKRqHzueCSi6ucsc5wYzmwHXGYpFm3f32Tg4AUCjtEaTKsM3mDKntcty4lZM3LfvWCWNmh5HuYsczWa1n/QHMcDSN6ukzaKW3OSKLG7cC66fprka7GG3/VdEy0scSI2jpmN6+D4tFDnvrwWXzxyolDnDgtDeTlh1ahd/xzkehKHAVzR9UCahgfncfEINj2wCBobTI8StioW7Tfju1cAxxFkSzGFf37IayERfROktB55O5li+s2e+eBtA+0bCnGbu8jiXvGDkM6dWsthU/reI5CqgawKfrQJ+LT93nmyKq7q57AEiGxz+s+V1AcQCYFsjCKSI2atuULu9Kwad1B+WWy0EmDYAqx70mXI1Brm9cUB48kWL7Zn2DsadFctdfvSIzz81adB2WSDXFkz68I5KW3rJG05JWXYVZUNhCsMXtz3HL1wZIbugd3cVeRUhbrYmQ9C/6rFTIoDMzRakztY/D9fSDsgVXirMzOo2FHI1khEMXBHEqHkCxseO5wGKAmOIJ48qT0DEAx3T7NFD2R8BUMp6RWVr+ITYBvS8gBks3IpgnrqZr9dh4m3A/I2akhwyRmoUDcC8E50lts3bOOB6SKSprPad7kUhrIH+w8GmrrQHYatfg7uZcVDI9MT3V+L7tQCXn+xAV8j/S927tNq2bWlCX+t9POZca+3HOfdx7iPej6uGkJKkWFAQwYJgxZJgRRQSsmJBwUI+6glZyh+QYMGCIgkKWg0lJQ00FcJMQsIIM24SEffeuOfEOfucs/dejznnGL33ZqG1r/U+d9xzIyQl2DFgs9aea84xx+ij99a/1trXvnZJkJYcdfpOOQSqrwi2SsOLoLWkQYQhFi29QsYy/f+ZriED8rRWouEiG0+Mm4eNh92vIY58YZy1Z/fFe4VExlhxFbcSBaZzRywMPdB1y2eX+KccViQL3DDu3mNloK5QWfuK5lKlMwZoPFUsCcK+ympo1JCRockwqGw4LwB7M/O+2uJUpCG2FuhKDE2zFaxdINAmi1tGaZxn5xVAdt4mww/lYBZQxWucfSzrwcagfbDjG8+f8HBe8fj6CJxTlGmyLj1oMYNxJ0NhOrnyDN3zwQ0tR7UyQxrQ4fMxn3yTt9h6N4hU/7EmbNIroaT/4wYb5aC5J2XqCqRVMD8o9GKgg2Rt60HTbUQqQ5nwgLjfPd4Po8iDJXzjIV4jeymO6pJlhoFuCOGuNg2MN6cKTmP2LLRTctqSe7tSgRG2+XV+DlOSsV08XO+GCB6TtkBjajuZuwjNHsB0soe+vB0qXNR2sLwDRkA2KxC7HxNArFBw10roOrqBm95mX6Tihk5NRn8f5K/opvrNsWpgnBCjGg4nLA1nPBYiRv/+VNBpK+jGsVOiAAzjFr2Mq90rxWcbM+vJ42M05ODnzWjnzQxir7hAz/4GkVhC4r8OSEeaG0jfryKBMhgmxgGvqBoCi0+Kxts6QuIGLMZjpLq1xwB17m6nilrWfDejlzcZNjq7Zx2MDATQ1W5WSroyMBbfsyRJKjmuxyg13Bjg68jGsN34TlIFX97fYLtfkN5OV9naNnvpIzPT2Xp1Q60FBt3Z7C0XiO7LwVCaCWT0zTTmuWfDg7rkf6skfhMxe7dCbtJXfcf53P2c5cbvazaOLTfH+d7WYiKA4XgN9LUOCq7R8bvHe2MUNWdIaz0+6BUpFh/0G2XXrkGMNoRgh5iiZjOIluQQaFOnNjDZ4oZnMK5tvp6A1E/UOfVJ6dfaW5SKP3wzbtRuY7JhOttD22+6YclOrqWCMuN8dellgBbAts+2SSIzSbdkOllf5F4xA78fR4mT7+IDv5AGEvDzDDs6Y4cRa/Rz0TWqqRvpsSZWaexcaupKOELsb6mIq10PtaeuCgO/rzr3FWotFLjQDQWG+slPQDIQXLVO6NQSDcTKxI8A3qdYrY2pV3EguTCIukHbkqHwygSHgLxDxgrNE7eaWkwaYQf4tY8IFADqrYVZ4hp5PsbxdkE9Nuitxdbl1K3MGHtsfl0Uo6VqT5u1r3MiqnXYRapge1iALXV07m5pxCA9rtkOVrWTHnJkm6nrGOMrPTvM53gV9lH7eyIaplcifZ6QmB89e/xceRsM7ATA5xr74aiXp5Zb2yDyU7qKH4be6btwULohZrz+Jx3vjVGUvQChUG1GKZRsmkBa9YyxRPbZFo+CscEQaxAxRQy+rjDDmMTjk+5ue9ylueFjO1O6yfDPMpgL9MUZhpIcxalTZEb1FalmHBtVuytRTK9hvhoHdx2oxsMJyN+lXu/Y7EMcKtoTQn3HPgS/PvRJ7UZzlHMKcq8bHMb/ghDN6yMR3NHdles1aWRZjSDs9zAY58bYmyPEyGgKHB2ZkdFsccoRucYiHJADr02KJ0U8AaKTGT9x95NGxFxoT/w4mtWpWbLFq0TgjIdwH3ye8JxRX12svtkoSIYKRXtSqR2bx+0sLql3Dbomd+cb0rMd01LNydmzlf1XgXomnImBOBxhxzycuPtcy9JFHPkhWcx3bV6d4wh9gqnOCyDu/rdFLRZ8UzCtFbUkzB/PV31rGNeNOTIYIv5dxzmdukHscwRXhQEQFxweXO+ga8nwnXufR6lYWEA8pGGx9i6Hd6U0NfRdJz846tu/4nhvjGKUwzHr7LXNbZkscTKmKl3sFUmASzVhCABNjIKTSkO44kmu94sskL0BNK5DDMnihQ116f1cqJgTqjbVkeEgLwYYXWCMcfKcrFDARLTlNZ2iscBTNfKqZYY9JkLj22BPSdGz4L67F4qd8ho8xlY9AF0XAKNbxkXuu3h1UdpoME4kyYC5dmOm70xYc+klOtvZ5DVkFQwB+PUnjwE5lYSJGsNnfXevR1PNpuFOxZub+6LS1OOx5eiL0Y25uDoKxKkrq4uvYkJLEly/Dpe5cWl3g4fxCVS4NCA3pMnoYa0KWklAsayylGS10Mxae4uLYAA4sTidE9qhWb3084IPXjzhF15+ge8c3+LTyx2+/8XX8fbhCL241XgX6DA84Wg2klpJzUNSBHleG5+7Xhkoxm7N6L/DCHCDePvijBc3J3zy6oVnwzt5mskRaKd/hXdTYZn9iZtTN4ixIXpjrCvuZ3g53TNqrkhEgVhyfGXv48AY5E6tAdZYM7NP13ywKVFpNoqz/ITj/TGKA+E6mk8BkFp9Ubtr7FnoUNJGR4sYu/EBaHPGVU2yutvW1FAn+66MzanAuKGirQljrxdxntQ4oqMSyWgMg6YhcrUzmkH0t7nxaDIolESIAFe7f975uyPNfE3qJjFcF0FjAAAgAElEQVSa1JxRvMEURFyEVYZ4JXrssAt3DhOdCOB6WM34uutFGoZRX8xQtomGwZq/j0RyWxAacaLemMrc8PK8WkLmlK4meVxPuMPD60OGlOWN07FgPex4fDI2A2tmI+45CMVyAHVqiBYCKsDcsNxueHF3wrP1gtenA+4fD/Zs14q2ZVO8zr5blATsYmjRWzKohwNAYvdBIQlY54KmCT96eokvzjfWXa+KnWtLPhcUUv38FdCbamhv98y9wDLQWTttZzKDl3y+RM8cH5dI1uS4bbvGuUEEKCXhi/tb6OslxDzGKqORJB7CHoCzKIZYtCKUbAItAlHnbc/K3XJlMYLPpXcqVNiWgG1CFD6nz7YpGbdSg6Bt8969OwE6ta+jVFLhftLxfhhFGkEaHK93VjE6jmUdu3GLDnlOv6FaDmk63Z22Ln4AwjjSANprPniqVzxFgAtPzZWe+g7T0ZK/r2r0k7hqfJ+tokGaXum+sTyJGe+I59BQ+u7JLJt9kCft55Cqpi7uCRrSVOjW2DX478noNQAieRSGxQ0Gs9B0+a8SLQlXhh2MUzqSNSPsLuPkCSq/YPXvFCDCCjrbOUZOHe8PWSHHipomU4IRQbp0g9irRxDZz3DF4THJWfEzX3+NNRf83v0KPU1AEcAztb1apJO9YxVWc9/TcUfODS/uTvjeB59hTQWfz7f4gQoeTyv209yNWBGPC6CX542IbjTurmn4+es7vHk8YttsCdYz/Up0Fz0BeluAzZpz6W4JFY4Vs98MQ0ABZui5Keaz9Fgv0KthKF4rAFQgW4JWwZZm5KlFFj9ihG24Dy6zwa4wI0zKGoUfrpJ6g3oRMKBE9iPyyi8CgTi31+9L7UiVIhcRP0/9s1dK8vQA2beIHNt9+IJ3jvfDKNJv84X+J44pAaWZeKy7pCOPEADSaYemhHawFWgJlwRWyaiIfd57PHdaQUeBQF+gIVTL66NghCdlyLDvFRjdUBPRhRDmsCjEXbyWO6fx3SNiQm4A2zRc1/h9A2gduWHNs3vkg0mFuVOO7gD7mZonWRKiWRGvccx+xxgTuRIZu4sZqNPdYxpGe9Hv2Y1B/N9d5AiOz7AY3Nxw+/wMeaG4z3fIPzbrHCrcqaNmopWW+4LRBLRDwy8+/xwJis8+uMWX5Zl9f6ULjXBrdUKvaSZ8zYpprhBR3C62W9yXFZ+dbvHweMD+sPRkjNc9815ZBZQ8Lhjk9ggnCNoloz1NKAfbGVRxbVhJSQEMNSag3VaLtRZBEFKTG14YEmQdc1yPU5FiXjH+S09mdKEhZni3BWVtmLxVAjdEypGNdCKbiHa96q1n69HqxNMpYb6XaFDGDZXPK+r0YUbrKtMcr/tc4SY/dUNLPrFs3RDvN5aEZOtVgo9UB2aAh6bef/K2CNijOQRm+x+DWoPa0NbJjFXT0ERUAXSdQN1Ea0dKN7tHVemuRt9mYEBrntSBfTYQCLUWifKmge/ku1DUdIab7iAqO5JcLTtGkrYlDK6NMAvmSd5mEiYVX2dBAepkbqJWGVxeO5kZCPa3CAM2oFGW/oWbTlJt7Tu+imfLaZyJSP1clORXj19BLLOsLpUvjzk4fQLLMrdDs2xhZeLJ7iNfxBo7VUFrgm88e0L9MOHy5hmkpUCDjDEx5mRGAIDHnzAB+dmOX735FA2Cf4zvgvG3fPoJ3MQN5oI6BQUKpLlimipybnhzOuDHX7zAfp6gpwnplJDJG4REHI+ZZPITo5Up0Ck63GSKu8eb0WpkTz6XRvQGR/EKzIo0V+S5omwT9JIjaQIAeqhBLGfrA/Escxe/tdeTU4PQSBCXmFeBAjdyJi0cwRa55FQCCEM1uuL1oNCPLphyw/52QaqTGbKLBOuCWevotcJ5OcxTzomY2+naWALdm2HPayYozc23pKsowiNpZHdIX3NfdbwfRhHoMUQAIQ7BShPKhsEQIKk2Eet7V+bcNdhIwYldhTFJnku1B9jVsszRAEsRiBJAGElz5z3GsfT6zOj651C9rMk5U4gECnmAXNAtI6g87x7hYngjKLq/0uAtU30n94mD1OM++dyNnPh3RdtVIi43cJyASB53JHJ0Y8yKl54w8bGrgnq0z6bd+GNtbZCbinktWNaCp2lFe5q8PtqN0C6RvaV0VHSqa4DMDa0l7C3hZt3xdNssC71J1w0c0A4wxK1YYrYn/Mbnv4znyxmXfQJpN83LBtM2EIQVliAhfWVtWA4FKSke7w9ojzPyY0J2KapYgPBEVjF6DNtPWEdE7YkNd8chcNkx7ShroOxYWSHPofE5mRumpeDu5oJv3j3g04c7vP7yFrple/ZEjrkjdmSFolkfEn9u0YAqw4QsPJ6aisSGFhJiYoa83Nhm1WBzgzQtyqaN3kubgPqi4tndGfs+Yc9q5Z7FaEitOYIDrKqqdtQZMmxw47sAydsLgMUO2pEq1xIpOrFe/F73265obklH35zIZvkp/VmA98gohl6iJlOzKc14i+zyl7s7qx7/Q2sdxc85jJUQwXmsUCGBCOHoUhJdarq9CHe8w2xFW93wVXUtQ8SkZiZNJ4mMMRx1UtmjHOz6e8tIBZL0Dn7cadXrPBsTPWKJkSqozvuiCxnGYLN4JitAyhp7SXc9pCPCkTaRgN7wnrvxgBg65QkxPuQPtsm5bF7hURaYy3ZomNaCWhNaE7x48YTTYcblfrUwZBFbkADGVp+N7mwVtLcz9qx4ezqgNQGWhrqmqxgXhusLpJGG0MHc8M8+/TrKnk0kpBnVRhTWpW7ReB4UiYCHGFAFl6cZ+zShnSfkh4T5wa65ZaMccbzyZu1dU7HnBMp2OUFbZ6f6KILryKoZNpBiRhrZB6IJMDdAgLRULIeCbzx/wC+/eIWfO36B30w/h71mPLw+GijQZAYUNgbwcwnZBMX+LuxL3cwAT0+9VUVwDD1rnXYzhLqapuP06PfDxmLSN9dxDsuW8PDmCC0J6cE0KtniNAybx6/bBCOKMwTiCTdyJ0PM1jdpU9A2g5pP9j66xTzvdO6MCptkdl3lwGvwQouBpvMTTdFX/uXP+ZDNgl1sQ6prNtYw0NGgCz30VgIWa4yss3MVx0ZUgSoB9Ib39k/QVTekDDutfy5qoL0iosGRa5Yh0WIfyVUdnZk70rxpvTDjDV+wQ9N0+7xGfNA4eRoSZTy4kwayUkCKhjG0e/fJxkk0TJZwGUYDPLgkQXyOMEB3vfn/IET7d/G6QhUaQHo9QT+dkRtwvltwuhnSzomGWn0MnBvnBi1io5ugPk04udWTrGhHRW0KdVc+7V07srqrb5lQy8JmUWyPRlQOGa9ZTfhC7Yba3Gu4o0YaPh5bRm0N6T5bOaAbw1T9dx2C+kTdAsjFjdyq3VVWc+eC48haY0F/bVyfSwPO2eaQAiUr9pZwqRNu0oZ/6fkn+PTxzlB4mczIztoTIR6TTaK4bBNaE+xfHBzRe5JlcgI9yevNqWmp11ZLArTZ+1hKmc+44inymZVb2zBkE+jb2Uv17A1pYGdwrVBx6aoWnIjP6WZ1MMCSjALU3PVm47l4Xj6Xed6Yw5x+/hyibcdfBKTYy4MkaDQAzOAlWNXAVyVhEhxVwjiNEXuzxdqooagAqlqFSoJxFeEIsFhnQDB+xwFURFbZDBqZdehG7Z02BDHBafgUgyuMKLWztdkDwYAp6pAlEtUfMyeCn4Ou29oDxlditoM95WK9Iqv67psYKyQlhsYpdeRIp7556RfLueCKI/nJ1Lfz2RBByEkpMN9ne5bN+IeVYqVJe0lfcwTVuvvWJiNct/PaEwbZWme2iyUDpAFlUfQ2AGpoNQO6NkOY4Nj3AaHxvGoUz2eV4AjLBljPGalIlw4Te4CJGXYXO0VDV5kRhOdhi7WHRaSaKy2bdKMJ2Eqf3GctAjkn7wdtvqO+nvDJmwUP31rxo4eXeHk4YS8ZbbO4ot5Uc59FgENFmhTfen6PX3r2Ch+fXuB3f/wR8lMK/ieSAOdrQ2TVSBLGBUAIcbQZwGpVYjpJ3KvNUXum3CztOyTmaSJlq/X5BQ/38BmMbm8+2/sYlqEng+Z1/VtPHvJgSeCo5NO9Hb8+XAOAMQTyk473wigCQDvOYPMmFUHaKth4CklDSkyY4eMxiNBCEEbLJMMAqm2HQsbW/O+uyF2aJx011HVs0dv3RQtGABSIuLpub0lAug+pNHU2kjaRZcTCpLsKop2fGLsYJcrcoAYK4a5HEFz73yLWckGP/fl3kGjNwnuSrMuNXi2Aq+w4nGPmtIe8AboPiyELCpsfXQTTg0SdNwajymN6MONVDx7H2pwmMlSIsNOeOlqhMaqrWoxsUuiNGsX0YIRpirwyucCKj/Ywx33ZWFncjGIVNh8G5Av/XTTCD0wE6RB7Azxbq7ANlCjNnxXn4EhbSlsKQxBCFRerdokdsFiVS35M1zXBHqtJJePp9BwPL27w2fMLUmrIh4rKmKVLpGFPSMcdt9OGLIpPH+9QPz5ieUgRcgjUtKoR4GksWBbphkocYdu86+0R6mLzKHvMLnidiZuDZ/Ld2NE1zwOvlF4RmQjkLtaD/TShB8X+zPiT85uM9UsHKUSekwElagdc6XDCObmlc3l12PBTvebOvnu8H0ZRBKxnlr11sQZvR9ByviI32+7iLrQLz5rBITQbjSZ6MjsBLScwXd+W3IOuXPBiBtNiVBK7C13msQ0olX2pqDO6xWPyRBqQC5Wtu5FlCeGolxgGReEd/3osUTMQ7SyzomYr1E/FYiTqRukqhpgtOaLJEJvV1Wpk+tKG4ICZC6JX8k3spzHSimKib8B8L1cBb44h0Cc+xN4XrVw98UA5Mqsz9jEJ6TKNMVIigcmyqrr6xnZsVimyeAzuxEVtY0y6TGTG71osWGacO08RkHN2dRkF1mqXzhDOpOEW1qVfb94E5aAhexabGft+e2JFZ1iSKcMSMWE8Lc4aRsbHpTfxsvNMJ0HBhPOeIIeK6bCjzhnwzUqqWG8YFbw63eKHb1/gix+9xPLUzxvz09Ftzor9TkMcOJTvmYlufpmOuDWm9/WaAeyayepok82hEUCMxQHBIPC5RcoY9QDKrWL/sECWBhRBm3JHeJ68HDtwsskbKT8RNkJHjtcxdvkTsnbj8V4YRcbuVBLEXUqp7sZIrzs2JW4BWucgqhtGgPEpth4Y+rtEYgZeEmUucyi5SDd64g82uGwuHFsXMfd26vE2EQBzjyNSyIE9KUwAQOLBQIyawOoTxh0BV9fxkqWx6oQTOdwNR6IW97OdsmWJuBzrP9kc3ErgbCNJRbDfmrZevW2mMP2UsXzpM6QN8lZ0L/w62urqNqVfE1V5NJlLDqAX/Yu/RoQMc7fLnRlkdqqLGGuyhRT11DE5FKIJ8EogHYVP3XiGoC1dNOccBjr3zSTEcJMCs49n6YaHxsUQU7ON52ioaGwK31WyFQyPtETjZz2wUQV6zh0xN0S5Jq8njMqA0oNs7a6sAiGWkM+CtGfUXbArzG12aKeTb6wq+PjVC+DViuXe4qB2z+hMA/SfoZZOJOvjWQ8aSZK4ZkEIUmBGdGXUpCbkm4ky3SCyXplcWfFw0IBGW7Z5QmK3UcV83VZBepiwvBZMT94hMJ4DNx30MAWHg0bd/874c1cE5/P7ycd7YRSvjFerPYjKGOIoCdY8FtgUzduWmnWSgITKRIsLRIhTJFDVlHHUaD5tHegwamhOEyCpi9ReGbgVKN4zhW5oNOShcKUgjDgDvQ3dcI4lT5E9gxnivHXUotIXOonW5BZmqhIfJNAge7SkYoYp7Xol9NmyBcrRBPszWLZzT5YBna30DNIXJRFFJGyk77h1VUwnuRILCEGKIQkzKvSMVStpp2vqrnnq9xsK0nSvWbqmMFQ3ynxFHMkNUkInKFNMmIYTgpD8Gjl+E8vjmtOU7DvB/jCZFTqCsoxegv0s3g0PAPSDDcfbDcd1w5v7G9Rzju8Loy0dBVvJnsX7yIOtB6cMcZ23vtGlXdA8a68XX9VM3iggh2rZ9ccJ85OERiMTUxx/zYZcAQt/tBlRjijgnLNxb2KGUcG50MM75UYjbhghnuZZfg95RQko6+ydr0glnasCATWDKFWQHjLyJlhfmUFkbXP3xHp8MVxurywTRSgnRTkpKXWDaMRXHe+FUURTpEuJTHGQtaFXbrKySZUbQiNrwwRjhaTrjizbmn2htahkCUQa2muwVgLqhi29O4HNoHBnU8VArNaur+icSiJIqerJEPXKFAGbYFHBhq6ANEDYKpVM+8GAjsTsQIpTR6WagenJKCJEahy+UJZxkVUmD845m+FitlERFREs+Ru5aPns7rmj2MT2q4w5jgsD/brbDIsz+rWk3bmP7pex1htM7PjvHOtuHYZr9cWuQ411rCxeMw3gLlcJiaAEZd8oixh1Bgj6DIYEiU6KeqdoLpMfNb95uL+lQe8qfum7r/Dtm7f4wf0HeMPzuTq2MGHjfVWopqOzFRhkz3LzO2mgpDp9zBFRoL3m55/UKDx7gjZBK4Ccc1evjlYDfVMTN3KsRLHa6eZhB78ubt7cbPhspG+UEaXi+VklxP4uHitkcQF5syMzYnRrOb+nk0DPgvU1vMRT+xzTDjbI+SXJm16eqlGloD05E5uzv/+9r322m2ogT4poECmFQURrgGeSGVckH9He67G9kehNmS4nYbeckGoLDqPs5oZnbfFQDLE1NPVSPq+RVAWmC9Bqf6j2JT7pAOg8lO65EkcKF9zPzwxcc3eQgeJAmBIPMLXBMKaO+jgZ2IM5n4HpaUyc+Hv9nqiyzQqb6SSY75OjnGtDBiDaSIadma5RIOXL/oTQwxCDikQDrhckD8vAd85fTGyW62XEzQfhWfk92hFgFWh272FHIBUmDaKE75QixGD35IbKxx5NgpIUSjK8mazQqaEexTLjCkPYa8Py4RnruuPXvvHH+He/9lv4wfZ1/P7bD5FSQ5ubyd7tLgXG7zs26JYsRvpkg1J904rSO3VX1UMDkcH1cbIkoliL1+y/76bck0dXfxx37WMYryuCuC77UPXB8eEcEEDSkL1PuNLEpCgtPxBSbawzr+iVR4qugl76vGMNM1sr5BM38j73NAPRtNPXBctS64AkVWz9jOgSQPeevtom/rTup/7FIj8rIv9ARH5HRH5bRP5Tf/1DEfl1Efk9//nB8Jm/KSLfF5H/R0T+nT/tOwBALhVSa3eVG8BUoIpAc7ZFV61apc3JEiU5hQyYTgn1ICi3GfXgMccs3mJUcFXJAkeSHGx33/Kpoi6DYS2K5G5t2hX5ophOirwp5lMLxJmqhvvLhw7YjmRab+K/m9vMErW4/w5OIqYULTYdkRBtWRzGLM70ZNeTqhtwnwR5o1uPq8yyxaZM/p2vW7N7CfmtK7c3DxNv53nMcMfGlBC6h/wppSNDqV4pI4iqCfE4j7XSNPTUJpMEaxPvwxZaoLtDM1T3rFhSISv0UDuy88Xc2waM/3fEuLRI1Oii0GPr6NANQjon6+ZHN5rkaIEhzhc79IMN8wdnHNYd3/vaZ/j5my9w3464SRs+OJzQmiE3m1va42y0yoOwbt/gAYrOMt5qHknPxrdhvKQahScqY3i9je/tm3Fsan6PbXFe7UFdHcjHamlWgz5oN9pNINBdGLHJkiJttfLN8qJa1pfZ89qRdd67YRy9inC/fWg4X2LDVQzSdOh9h+T6WlqmccY1Mds/h+EzaQfmx2HBvXP8WZBiAfCfq+r/KSLPAPymiPw6gP8YwP+kqn9HRP4GgL8B4K+LyK8B+A8A/MsAvgPgfxSR76leyWVeHzpOEH/grUFz7hzAMF6GHg1VKdqcgw5TV0FdksNllmWZYa2ZuohwI+vM9ikFReMq1leNnlHXFAbRJq30ieWJmat2p3QFxM6jMlSqVIT0PCdr7GypI7/ozyLDRB5QXHxPQwSx6UpDYHp20nd9usS2oIBo0+rGL6pWXHgikGMDUBHlWRHUbnKV3eP1kXOWinrbVOsrM3IsxyqI+H0eF6xRfegyQprF2KoAZ0dcuUFyQ54aUm4oxSpX2sVIz9ZPRcJ4W+2xj2GQzX3giwzJFQVmRZtqxCuxqIs1DIYHQHKX+2bdsLUJ/+SLn8Hvzd/AzbTj08c7JFGrxnFuJitrkNQoOHNDmhvqnkxIwzP+xgiQ3vqVY+yXzPJM0pRibtCwKw2rIF0lpPo5uOm0WaEfbJhm43a2LZsiz7mHGOj2d3qbfRebhqkA9bbauM4NNSn0MVtM0jUQZajKYlxPPcxEQ1jZUG1Ejlk6SPJboUiKvYH34/Oa1DO16hYKhURhQOPGrf987rOqfgzgY//9XkR+B8B3Afx7AP4tf9t/CeB/BvDX/fX/RlUvAH5fRL4P4F8D8L/9tO+RWqFMy2WBpmTZZp+dsrGZvcai1pyQLsWbUCUnWluGWpoaytvbVVwupMPUjFpy5Clu1OqaQOXtsSEWg/eWfOkIzGJLnd/FpEwExys/zO+zW0yMOdbh/OiIjC6OePG88cMQRl2KIl96fItac9FOgNk8Ij5HcyhAUwu+TycB+WttQvwe1S9cANTJU/R+KaM7zTIuOAreETQhGu0E+47qggxjySKTKw2GQpMPBhVtIuTgvMBWEvJa0VSQBZjnisOy47zOqCVhf5wBEUOR1VxeJBhCpGHiPjy62G5sZGpWtnfJtmF7YkYnBdYK3ROaClpK+PTVc3yx3EZJ4TTbjrLfL/ZdWUNL0ZS6fVOZgGkukOeK0hbMW75G5/kKLIdBJJcTgqE6xpHxJQXSw1MOWg9Vw6M9rTqielHw89/+AiKKT14/x3n3B+rGry3q1STmRclu8b6oNGmeqHmcsN811A8U6aagNeNcahMzfDRidLmJ2KjY5Bsq54oRxu19jCXSUFaXDmO4hQyLciOxRuwcgsnRYDA5GA9mHPsrjv9PMUUR+QUAfxnA/w7gIzeYUNWPReSb/rbvAvhHw8d+5K/91ENZeeLairLXjg5TcjqD2u9edmLxQ75HkLaGuRFqa/yMoLAaEm0uCsG4GdFiDHbTXgpE2E1kOfcBpfSYBX89Qz2gQBoY8qlYpifaUSZgRG8aJgamobb7keUfNaKeWMl0PwcEYDskyxO7SxFioMPGQHXjybN0CUMGe7fvJlWiMlAtHvsikVv69UYAn5M0ibvGw6IYrhNAr59Vj0GRV8jM9dhkXhA9l3HJqJcMzA0pNXztxSM+OJzwsK24P694WxOaV5BABbo2yJ7MaIz6icx8DqV3aa6G6lSs0mRPdh1evYGLPUAFQFX3AkSFyf40Wale3C+/RyzJkhXi31FLxt3tGW+roDQxAvdFoCDiQ9SFW8bY0aFzO5l15rVbpZYNNvmm8K6GqRj6rF6nXj8s+KWf+xT/6td+gD98+hA/+uwD4JItrrgosImpGfkQWZzPvq/Po27YlpJQyozyLcXNNx7xJDeY3kx9fo6ehf+fDdZoqOlNRSghAeVoG2bazUBHjL0B7WBeWD0A+53PIQ8r5LMZV7IbuAkzSfr/S0WLiNwB+G8B/Geq+lZGgvQ7b/0Jr/0Juywifw3AXwOAw/wcoZ6tCuQcFSxQhezecoDq2+6mRSc9BdLerCbyUhCxyKE5TSC+BqTSjMTtVzu6v0bjcFKoDDtL6+V4rLwZb40iEFAXsHTDxx0K6vQdNruiEUydvC1sqerrNl8QZUyjTBbjIqQftOBC9uqZKLNqw2XSjYiyjY4AoYgKFos72vdYjEhDhRnwnXhC18pj3bSHLWhEW+4oL+TI8jAb6P57dj7tQPNgZXA7k7mTqQC4z3EPFj9K2C8Jn7WE9esVLw8nbDVb/xEnMmMz40hdw3CVkwJLRZoa2iVb4mNuSFlRVSDZq6nWGoYRuUXGVemaloTmNdZhnLyKBa6CHUaX7TabIE3mOpeW8K1vvMHDsxVPTyv21wvyE/U6fSx87NraLNNcEqKKxSdt9JkGQpmmLC2aOjGzDQHqTcPtyxNu5w2XNuGTx+eoe+otGxo6+drZBaEs5EeQ+32+5pPHQOuC04vJpheRn8uXsaUqRYZ5PcwojygwxIsBiIOPCIdF1twGoM1eSnrbkO9TuNPZW2WM6j5x/p9y/JmMoojMMIP4X6nqf+cv/7GIfNtR4rcBfOqv/wjAzw4f/xkAP373nKr69wD8PQB4cfy2XWZtQBgrCeOGiW5ei4HQObmxnKx3c2lIlzagEIHQdU7DuWBGLe3NkzWWVCFfMVXv7AcfdI9hhDoIjZq3JojsqSPFxNIjxsgA0H2ti1y53uJu9NXuxR1zNCSxy9oJ80UdPYjFXHjPw0Z1FYdKuDJG4f44ssvsxAdHh26sjGTdjS7gKPio0b95XBxj0T8NWsyhaga2TS7E4AuOrrQRpWELnGjFXevpSYJaFIK77orN9xPq64w/fLvgg++8gYgi5wasZnway+DUr8d7AcueQOKx9XIB0mLCsnmyGJs2RZrcEKGPX8qKmhK0pK6l6MmK8X3xk+WMA7dKVZCcpPzt27f43kef4i5f8A9f/Qr+8PMPcX5Y0HYaP//s3HpShUjRm3OFZiNR9WLXU6UZXZellJMiP9uRUsPjvuB//eQX8fmXd9CaegO8QIL2vaw3pwGMfuQMITExtFlJZ9qzaSuSuuaft4ZZfSOEuHfCjDQTMYPhGpkRbFYV4S+PQ9LrEe/YOK6lSA75NWdPVP607POfahTFIOF/AeB3VPXvDn/6HwD8RwD+jv/874fX/2sR+buwRMuvAvg/fuqXKEBJrSBee+MqqJX9Yc7oYgzkq1k8kITsIE/v1Y3BgG58XkXTqQSj57jQ5tjUJlqfsuRsSe7GmYseJUbsAQF733RuJhLrBogVJ4AFdlniZN+DeGh5U5RDCjd5nBBJujFNm8Xpqgim0MDzEIEjyTZQgcakSQx1BvZbG6eI6dAYC0zHLl1PegBBWDdjaMkQZ8LEe1jZwnhTKIDPRJ2+UACvHcoF4u8AACAASURBVEa4V6O4A5K5kWm3Z8CdPpoReZIpe3YzbwL5PON1eYn04QXruqPsGe1hDuQTi4AJCigwN+S5YT3sNv2S4u5wwf3pgPNpQZqMUoP7GaSL6dTQsiLfFMjUUKhnSMWZtQHUKyRSVJixX3xeVoGeMtrRyNZPZcFdvuDXjn+EZx+d8b8sv4LfffVNnE+LxSpp2B3lMnlCl4L9qXWCxU+9ugST9TKKMIQj1nrOeNQDWkvYLhPaabLeMgMFJxWgshMm55GgJ6BofIcKr1BzutgbGjsSZoZ03LPDMM9jQ0cYOyYLQ/hhePb0bhj3lubG2KXQcigh9Weu7tWoe5cJP72j358FKf4bAP5DAP+XiPwTf+1vwYzh3xeRvwrgBwD+fQBQ1d8Wkb8P4P+GLdX/5Kdmnnl4WV9kUVURfMWGQWVb7IGzY1/TcEsQRsrer0v2c/q5myPIIVMrrcf02DO6LqkLU469WxIi0y1sICVeHviOeKVmsdpkd3HfjWG0Sbz1KQAM8Up0NMRAMksNm1N66NaysoU12WyjCuAq1sdzmd5g542RsxW11ozvoLseNn79dWmAqETlRRh3ApoGZHeFxpinzjCZelZHuDsTMU9YNpSVR/ksmO/7/UaGe5hJ5FNqsoD/dJ9Q2oqnZ7knVEpf6JTuh5jBmm92THPFOu84zAU3844ExdunA+qWIE8T5CLWwN4vwQRABOUuA3cF+dZgTj1PsclhaZDsGWflwzB4rjTSS4OIYtsyvjwf8Vv338Xvn76OY97w2ekOrSW0ljDNFS0nq46h5iLQfyqG+Y9IIkkRc/+JBobWrCiCtic8XrJVNVEAuPJaNRJi4h5Bj90j6pVHT4F/oyusE8K6UAszufq4uvs7xvbe/b0uCKYFw0VEfZwHDCml3Y1eZvyR9zIYc1tmttabAZGvOv4s2effGE777vFvf8Vn/jaAv/2nnTsOAXrHLT4gha6zq9hoZ+1cyXQJNJvrbGjPnlhb8oC2jKA9VoWA7q4jwLyxUXmKHUvd7b4SpGzotJcweEPf2Whwzwmr8V70tWmXsGvsVuQiRhMqP9rSEyuAc/0ys7gSFCMbN/Q4HFHq0PuCBnG/60ZmbGnKz3tRQ1fgJjexjju0B+xfmgBpZAi5hw0uv8AWSDlSkt8MX0vaY0xiCDrB2gWYGG0fMLo8VvqH4GqGa1X76/PbhO2QDKV5y1FqJYq77eqKQSk3PL8542eevcaL+Yyvrw/4+Pwc3//4G0hfGsok5zKYYc2M4lwS2tOCetsgLzbktVryR4ex9USHBX4Bdb6lyeEp2pYhCbg/HfDb529h26ZArLVktCJoOln8MnY7dJXv2bPp3s4AHg7gZhDCvEkNvXLzIrKlDBhDGUBoM7LNQsSz0Q0XQytX0mBEbty0PLkTjAYQMSLmbBPXaRxro5c+/6/mtM8Rdem9K/FjejXqBrFoeCjUihg3ePIcv+p4LypaxkP2Aky5o8UE23FTcpTYV/PYWsASIdWrSfz1wVAieYbZq1h6JYzFjoKqMz5YIDLYbUjaBDIMl9s+xyzzdGqdtC19d2MCphwlJpjCS46IhPx2ymIGOVWrP6UCzvbcBRU2k+uq0t1LZpwNAUoYNWa8g+bj/5jtDqL41Cd50CEYzRg+q0l8Z1YTePA66OisJhbvqYuJvtYblpDB6C3S64VZ3kdEGwKyrb8WMabar5WuHDPYTP5oghsKxPkBBJ1H3UBhF2ynGU9LwbcO9/gXbj7Brhn/8JNfBj5bg3pEg8DsJRWKuFjzY0JJM/KLzbiVm6nYoDlqLwIpKRRsMDlidBTZ9oRTW0LUtW0ZUc9MbuPklqUMQVqgG0NW3/D8gk4DEhO3GDPT4kmUQPGi9nxgRpW/h6qRwMQeuIH5V8ZzGNG7PwNjHZgbnynmm7rxhJqgyHTuG6+K00g5j4bPsLQvMsip//8qhsiNeWhMdSWz52t8OuMrj/fHKE4ZYyKEbU5NXYQP01aFZon2BUbdSYFwAJhobJCze3E9a48BdJfYXwt+Hhdj6CjKWL1khoouA+1xHmOcQ2JCgDrZBMqbxXXYrpHxGCJBNpWnUWZ/aGaVLWPaDcX2zNzX+V4dwXWCOB8+DUibJSoNgrBdYFk98V2/wtS4OXHRr4c0iDZ3PUZ6ZZqB7YUGsmhHrxjJRrLWJraYnzzOxoRD9Tl80C4l5ZUa6ZJCPBfom4o9gAHZTv13gS2+erBzSLVVpUtXkAHgq86Re004nxb81hffQZKG33z1s/jkhx9aP5Ydwetjl0IKzAYdCTae6ZRQ1wn5UKDZjVJSQ3h7Qqi4jD9949EqkGzGURl/JGeyogvQ0k0euY+K4XfPQGsKIrVyR3CKkc7NN6UhC9zMWIp7EzGYvhZMddvGn/OiHu1vUSnCR1PsnFfZXekojc9SYLHpfOnPVnzYtAEollQBja4/suYhmUjUODIcDadO8A5/EjQ7AoZI/rW/ALXPABAcxASAFSdFe6sBxhdVAfHM85Qc9ZkWY1BpnHjdz+3ndyEJnbx00OOLzbPTbUrIF0U6tzhHBJlVo4aamWczYOaemQHp/L+efJAwwCadz0SIc6o8MzZOHD54dWM3xtOWNyYQywY9Uk1dJ6gt0pMdRK91RVB72DeXEy4+swKUtGfmnOdkjEcqt3L7e/JG7OpufX1RMD+/4HjYcdkmbOcZ8jhZ1nPuWobUOCRp+2oazE5BabDmRkMSh4iQSILPdiScG6ITR0YCFPs+JqLEW49CgDSbL/X6dMA/+OGv4uHzG6QHUwvnNcT8SUATbnp+LtjPfBHgzQQcCtajWfJSElrKgBPIURz60JU/mu8pU4OWBD0zmKuQpUKJClWGOKLdm4qYIs54TgX0hpIx9pocq52XaJKGc9FQ2wljGwRAByZLg66A1Ix6NNk3oStMZCbXYw+4h7A6gb/2GDc1PS0RagImY+koP0+BlTSETDh3pdl3Z1b+VAcM6KBGE4KKR9ZJlMrSqwA6f/InHO+HUWTmmBSTpBYn5N/eOWSviIqX4e+RhAFi4ZKfGD1XJhOlleAc+tvZujShG1UX3aQ4ARMaFifxTDAVdhpQDuhoDejNqbQ/xCaWQx/riyE9W8wdOeS70A0Ad8XkyQNpTnOZe4lYjJG7N4xzvssUFQUa42v+t/E70wVRWRPVORvHBrH7mkF1pLhWaEuoLWH3VpwiCHfNXEFFOl8nhIhMdGnItwXtMZlSz1B5wEXI+CMcMbe5u7hs8k5kpgft3DtF1050hKV+Eds2Yd8mYEu9YkftfGM5JNuD9u8bEAiAnBt+5RuvcCozPr2/g7aE8jh7uwDepxlk3Q3R6ZZdKNYRXwb0NMW8GF1TCHqdchvO6WpBdN+DD1nHQUboSZpwh8dbRcBmVppNQ9HeI8BaUW8EsmforSJvgnQZxpwbKIavUfjc7GyCqFhabH1Z2SaipC/mrSJCUOli2qWXZ5ZVJzKdHvskNyPYgYs0IHuoS7xlRog/aF9jdZV/vkTLn89hCC4MYAPeXcXiEmIKp+0QCgORTLHPqiFH9k4Zz+sucdpbIMm2JE9ICNLmBO2mEaIZ3TbNVnSYhgE1Qyqxa0aw2B8w43msZlEXkhU32KT1RCMsLrCLLbqULKnBniyMH1JwYUzCkLsnisgQ5vMQ++Hk4OdoZACnTziKdXHQBvTMucd66uJis57pjORLAvSSUc4ZrYrRPDzQns4p3GsMGW5VGCHZ5a9EgGXdsX1H0f7g2ONEMdZ8DuhVNJFYAspsaDZdklfGNAvM+/e3tXW9xWrZ2eJLQC/5SryW7QbEkZQhcFZBDasYHBvF89szfu7mS7wt1tbv89TwuiRDLt7UPpAZCd0sraPxP3crE7XNc8NV9jgpJCnyXCGUUgIsY43as96XFLSgqGHm2DO2CXXSvXE32ZcbgFXvTIrytWKtXE+u/VhtY+bGOyY9ytHWTij8iBGr26Soz5ySdJ5irocHQEXt1IsuNJvgBF5u0CfvuX2WqLzKmz2nWIMEH1S2SgQHXk7rc988N3zl8X4YRc6xNrzm9c9pK2ZI5o53A+VReUTITVIXqlWwq596qwJqKoILOBnKKzcpDFdwtKImyYwkWw3kc4uHNhKqDbFICD9IU5QbCU6iVFMcZmkf44URL0mdBM7kB4AgUgPosRQBqEaTqhkWEq/pSrK+lEHpsdRJqThdHbTUjgS7UIAL0vKxeMxRgVBuYVLEREH9/092Ic0NUyStmH5MXpteegMkTQmaGvJqDeg/vHvCOhX8wR9/p1fRMC7k6HTMOvMnSwrb6mOb0GuWkxk4olHZk/FTq4tA0I0EgmvXUTo3C/ciJrsgVl1EwkKAn33+JV7OT/j0codXD7c4bzNSViOCT9oRI+fa5pOIfEZBuPl6aEE0h8Lcb15rS0ARlGPF8mzDzfGCm3XDw3nFtk+o1UoIG8fA1wk3Jor3ijfLwtRdTGpVAobwdWo4vjzj9rBhKxmPjwfU+xntTQ7tTsqD1bV7QWxUzxh9WxXpthia/WKKHEAXI5EevpG+DkSB47MLtrVglwPagyCfrhM0gH1XnIv34ht6vgwVUmFD8JXHe2IUnTydEtCaWXIIpFrckAKydJtHCTCTZ1KregEgpQUvMW1Ao4iD2PeY7mJCXRO25wn7Tc92ElIHoThaB3Sitqg1us+bd/nL3TCyLSPbCsBpIuQQTpdRV7GX41H3sSUKXeA63pL7Q2+u/G0qxwOSA643FaC7YP6eoMzM3fAS5YXbFIa67+TUsKMCOF3y/VZjIQmrK6ogn3M3+ugulGXgu/sDwEsRE+o8QY7A02ZpQ10MXbAJfVyboGfJ/TrrUT3jyVCJ2+AtdbL8BMsEt9RRc4MZJvZRWRStOFWomEE0Y6zdzXNUSvHcHu5QbG3CH51f4svLDfaasW8T6pa6wZvVXGXPLIditydGAHgIyBHi6rtcsbptieuyOGbbBFsTLEvB915+hkkaPr/c4McPL/Dl/Q02V+dWZqeBnmwhG4DzhnzTBljs0e+vJGzbhLvjBf/KR3+EV+c7fPz2Oe6fHbHvCbifkM7J43uIeG+bNNSR6k1Derbj5YtHAMAXzxe0N5PPu56wCQ9iiPelTfD4xdF+P6crMBHzF8604MaVnC7XhvcS1Wpf0191vB9G0atXtLXu9laFVGaWBeLGEnOvPiFiNB6jQiUZwszJMtCTJWDS3tCWbE3VB1WaaHKT+wKj9Ly4u0uBCEt0dIUeEqXpOnOQ60HcCJlm4XRmDIqim+gBYbB1qlF82PeZwg+M3YQYKEsEOXkH5ES1bMbZYlIPk4GGti0mGMCWoppN/YQuMmugaQSIxILaoL6QU/9ehhcCPU0UgLVZSFl8IvKoehE4N06QcsNWJpwuC0wN2p4ttMdMQ2tvQGjNkciIBmTzRR+pc8TCDzpQFaDolZvaboD0JvcxIwHe73Hs1WKCt/6fpeHL8xGvnm6x14RSEmQMmLEeevQQyDd8J4EVMl1ZoScTacjnhJDuGhIb+c2Eh3SD3z18E3/l6z/Crz77DPf7AV/e3yBimIzNKiAl+bPyOe1Gv8duvS6cHsHRVIlevXqGf3RvxilnNWO/mWAEklrNOu8HuDb42Vz9w1zwbLngi/TS3sRNmiBkqMKyrL+Nd3ZhicwmXL4WmvZ5GibO154ZZuuoGXM2wYSIJ2BsLPfu8X4YRY/7CRCB1nCZG4KbGMRuJmFI4WF7Aq9w0ZzQPGsdXfsEJgQxJTNgyQ0XJeb3YWI4zy+7KAQDyhSCSEW99M4QZDmmTjp1xDk/meiseIbMCMh+/Q2YTh4rXHrmmoHnxhglJwkzZsnO3Vw5XNHpRqM4RnAStSMa2bmrIipJyo2JiRq5u6s8j5ndiD2mbpT5eaIWNlmP8auwQP6Y4RP0+uW579hEdZga9suE/eR/zNZSkwW56d43H1d5obFvVEZhQgQAVEIqy77HjUJyJMHm8YnI0s6tJQFzQ3luqCREEIZEsLgRJoFZiYgEeP14RM4Np6c1kjhCLcUxw9sMqSnjHQkWW1yaZZ4dXSrgbU+dRD64tiowY7kBojP+eH6BT+7e4Nm84PXpiLL72qGYBd1lbg7+TIgiI9YaJx9EUh4nSBOUNzOQgZ1VM/QQhs/RRY/e5pMZYm0Jb56OOO8TkBTlVjHfi3kgQ9UJqVZ1tfk3PQmqI9DpqSdojMLlG7gCcKQ6JldCJ9Xn7Ohu/4VAinSTAYA9XaO0Dx2BAEC0JxjI3IYi+NNdkWznJNm6zglwaK0KyALMp2Zd+ipcC9AWTPbsFYO1JA6zu2C+UOBAQuW6rIJpV8wnxfzYAnnRJWaVCY/pYuixrDLEE8dtD1eGpXkTrXzRnlVufPi9+iaQVOrIsM0W1zTJJqumMaqD9ubrjgBJiUgFQcupo8oNEBuFGe4u2UT0k3ZANiOqA12UtK7D/Sy+uIpAtxSGJO79plqgvQo0595MaYJJYg2UnihD9BimhKHv1xUtASpCMIFjaA/Ey/MOFS0rNGUoDSNRCe/ZXfi2aNQe79uEc7H7SFlR72eEojdgLrLHEUNAQuEIy8dtakhLQdkm4PUcXQ+NJeBGfEcvkxQzDPX1gt/97CN89PzexnuqaNWz2JGFhnFBgW6MBUCTXj8NR5McxyFzL7v1f5YJPXEzhGzSDst4cxOeEVUx5X5GOU94lAPklL23s38OCNpXxG0F0YrAPA5LGoYYhfZN2e6nV3mN4Ra60C1b0UBkzX/K8X4YRacFAOYya87hQoQRGaTEIAJdJqPvVDUuY3JD2lyNm6n9vVoBfk7Ie0M55OilQtQ3PbWr7DNJ3eHq8VybOjeyIzEA0TmPLvn82GeKJTJ6rTTQUV18dgLKPKBDfx+lv6IVgXa3IFXtFyBwtR03qNp3zCjfy9yBuzuRNlOgyWf0Hs1JUA52znqw64mMtw9/8l4o7IR3JZsVNbES2VpBR3GjyveVix68PPQN0BW3ozzMXfJMOTfp6PYaBTgqc7ksk97XMPqB1FTNaI30J1aJKKDHinoDi+ftEo2r4JU6UVY31CRrExOh9YyxbAnRY6bYPUTCxZ8dNkOJ690Fz24uuFsv+MEff2ghAHQ0bWinu6WMeQMWY3x8dYP7dcPTZTaj6t8rZ3eZWfvtmecwltnpVOcMzApFC4ASzIEKwBtSoSB6siR3+aMCKfea+EDZVZCecng9bW1oNWF/rmgn6TSo1j2TMbwVscEhY9wyMO3oHF+idy6BNITHPG5evb2xihPQv+J4P4wi0F0U5P47M86q0GUKwYbo3zKgLmEMcW8WTxxQhyEpiznmrQe0M3us7IQ9fZJFvBLopG/fmS3FH1cbscX51Fse9Pij9gSOiC0Kn0gAgpvIWk1RmBrOZNQDKpAYovDdOBqtd8EJNhPiZGD8ja0sTYbMJjeluAIN0u30654eBeXGKlUSJMBAJF/cbaRBZIxTnTgdkxgIKhIm9HicT3q63lIBXNhk3tHmEDqASl8szRa3hSWku+CCiF+au6+9skIRsbLo/UyXjY2hqkCPtSMrnxLICj1W6AFodH9ZcQJEM3okRdkytCaLtU6K2loHJZyOSW3VVT/XZGRtSYY07z54i1969jn+6PMXqMnHLvWxY9LKxsY8HCJiKPB4XnA+LdDHyRR7vKpIohbaDfg7hlnPuf8/q+lRVjPw1qTLkXl4ZW6wq6AeWhhHhlyijp9e0m5zJe2wUkbguoSSy2IwZOT22n0j1OFT6WIo1yWAGl4m53UURTRAkoXF2nTtsbx7pK/+05/zkexSpDUTim1m6OCikrJX++eEbdmrIcNoh+qGyA1pvHevhiqyIG0MdPhX1q6jOGZnxUv/1BFo2noM09zNa9QXi1IGOB8PliiY1zh8j3rypRhNJ+qRGVMc3DX4JAlqCpGZ2A44nr8HzTvKowu0vhYcP1UsbxXLvRlxc//NLbcdWjE9AcvrnoihEY2ywF2i+RS/CwCi8RX6QgikM9RXE1FQiFTBhBN8k+jUH1ZSmNvqiG8yY6CzNU6yezR0ykUWQqwcL4YHmFhxo4eDNb4HM8XoYwZKg3mliCytU2jYJnVqmFaDxOJ6avVpunJb7b0aRhiTn0cALQl5apiXgjUXfLS+xV/67o/RnhfTP/QmYxzXNvf5R2OhbuBLcakxbr5EvsC1ajeR97FC1tpfVyAdKiQrZFLobbFQg48J1W6uZOUuZjgp4MtnGH+vQLrYZhxrrdp8zBc/l6M+JtKMaYErFadQwKGH0RDCzsGwcLk+K2/t85MVZDzfO5Gaq+P9MIqqJgXWYLy1wwxMyQycax+G6wxYPLGZUbFkTDMDWpolWgSWbJkT6tH6dcjenK4zGLRBoDVthhqBbnTS3vxcYmg1jQarxy7MVaCB00AZUeO8eMngEJNjD5MxvhEL1x/a/GSxS3vYCNpD1F670YAjVdJ2LPNNA2cxp+kMrK+B6VE7pQeI38dYDQ3udHKduqy9RMrd7KBP8D652YgnQLKGQc2b2JAzIYJro6eT2y6nwbB80J4RXDEbQX2hm8Zx0mz8x7a2WFDqGfAgPMP/n8dr9b8zPkZjOfWFxtdlsQHTPfl7Wt/sqqCcrIJH92TnKwK5ZIQOIjmJjqLlkq8McNmt+udSJ9zkDT9z8xr5WA3h5n4tUr0hFSxMQLk1dQPfajK0WgVyyiYCIbx3tXsmYdwTTckNdloq5tsNz5+dotdMoOWoFuquM1kEjD2HIeQcJorjOPpGRCX1ThHz0s7BGpGpQSOWdkeHgzd3Lfpg65Glf+Fd6TjXFeniSuIDi+Dd4/1wn4eEiVQFqGU4ZzdoPiG9d8u7ghA6pS5Oy8MVcqT5e3LyeKC7S2D2lpUvCIPZz6Vdp3BoI8BdKgzfVTmfu2dk2DMUwKA2+mujqALPzX80eEzARN2vG06r7lBDiWI7ZMumptNEQl6JklpyQQSh+Rp3/pEQDYIudSXxDZCDIxJB0H94XcxMA7ZIuWA7UtM+Xn7+SFqQNM5MuYs5wMMUY+YQGD5D/uDUEK4vuYY0bPzuaXidCzZcf0d7xWOMg5EL4QjGIpsYz3BUvvZSvSt3mkKwMAMP8gL3FNncLjxrA5Uma4OgCrw9r/jk8gJfWx7w/NkTXt8sgLcU4KZhdeg2/wyBe4wzKwoRqjPQNWuPIQJRgy1VkB75AAQ5Keqx4fDRhtvVfNNHUZRtgm6Tvd9pTnwGUiXmL6lijXPZXV/OYUyITHM00XIEmDfpvFMyHMSYBYyhcrMF+gYOIHIOVm3WDWPMad/gSYWTpEDpqPUnHe+HUQQsJugissLeLFvpBs+J3VbzOdyQayoCgFSXqALMtU4WMKZLrVM3glb14qrewwDnS0VTixsywUIFHB5hWKuieRVLm/2pDkbCkJBzEN3lDiqA9HNdCWFqf6DkKvL9I3GV2bo+DoY+axak1uOSfG8qemUkeb7ghLnhDZ1GwOOtpm1YD05fGoyoXYMCnmWkqgwz3uoUGOSeyadBZ3wIY0yI8SNWVIShdITnKEu9MiLPDa0k6NMUMTMaPR1cvmhABTdUQP874HXQCGOLBjOATYcKEriitb0nzTZPILAgP8+rMMNTJBI9hhYBaSm+W2/c2/Ea7NaAtk14UME//vy7+PbtW3zz7gFfHp+ZwhAQykEMJ1iZpBl+PTYTlzhNlhS6CNrRDLpMCvVQBkSRH7MLPNCgeCwOCU9vjnh2vOCbdw84HWZ8+uYOF++B3ebrbHTwLAdCPhNr6vNfPGcTIZBim08auvRpMs1MlqpyHTBkQYM4hrh4WMWWe0UOBEjnEZ+nUatOT2yyfulfdbwfRnGsUKHBGw1fA0IlJ/fqFr4vbdUMn8clOdjkM0acsXj/FT41N3qAG6umaK61GMiQ2ehQZPWJxKJz39WMKkN/ul97dsWdNg8JCO1IkpUy5CuKXzv71wbClOH/6HHEvrMa5SBvZojKscd2gO4mN3c5Y2GlPl5G+vbFndxg++d1BtTdJAvuDzu3F/jTgBvVxrlqHnZIRaLKIeq0eQ28nl2iTC+u3Y3cKKyal4ZndycAwOkyY2tiAq41O/q1RRK18Wdv96nSqzsECPeZQrBcJ14LnNaGtmfTZmS21gdEm1hvFy+/YyxRL9mMK/tFU2mbmeq1hTIOqriAg00vyYqiwKdfPMdpm7HOBflYUF5Y9lYq0OAUl1saQwYaJZCtAqgu34YiLlLrz8rJ4Mae8BJGRRf5fco4bTO+dXtvQrjuikOleysJwSzQjE6KbwOKm/o8Zr24dWxEbK5R1gdctZrg/IGwb4+FW8bkSUd+tpEDAC5qOou+WbVOYgljKBVWL91TEX/ieD+M4ogQAQRvsaHHDukusw2Bt0JFFosVulttYhB+mhCGgGssJrCvC9sLAD451FFhVdvVneTNJlbw3s6GsK5d5FTGVgJiCQvwGuwzQTfAMLGYdQsZMquIIZk8X9ARJIfKDUXeeiuDIKoKeg3p4LJaHTii1pm7KndfZtXHwn7ANhF1Y87YnbTuZlo2u7uC5j4NLVAVHoB/5z7cQKjvAKHeInC3Sp10rv1zWSFZsd5u+NVvfoavrY+YpOGHjy/xB68+xCazGc/N5PUDyYijk4NC4YaPiK+h1xcXQToxSWevaXaURaPJa1wq8tRQtgyZra2ANjEvhkkOlva5ix6ZcYVleieFrC0EoohUxWulH08rLvuEJAo821FnjbikbGJtW9dmw8xQwSAYYQ8I/VqKIcP8JP58egVQqhY3ThdBRsLbj5/hn5aM28OG/Tx1ROkbtHFXPZtf+7xps0JgG2m6XM8pgCh3UEhaBuP2Dt+UsdJ0kU6tEUOBmVVhdMkbosFaF4OQ8I7sfNdu9xiPfPd4P4wiYDHFvfW1Q5icAIXPmmQd2NBaj/uxex6NZtNAc9RYBBBoryvkmPG4Qo4Ayk022k6Ah87spxFNxRrZ00DSIF31ShmqBhjspZy6Tn2X5t/bJKhOdOaOyOtB3AAAIABJREFUSxeJnK+8GYmaBs3c0E4Ip3BFdxsUbLKVhgRTGo2f9uvsE8hl1KQvhLQBUI8DecKIdJqQLStAUttsiP5iDODf1fhfCXEIndVaqjiatGcHSE2BTtqcUW8rypLxC7ef41vLW+ya8eV2RAq3txs49VifGX2/yaVFrXPyxEnbE+QpY763ypHqCCjV5MjW69oPDXpXreNfMpc3z80UgXYLigrHy0UW7AvEXXE4IRph4CEKnCfbXFY7byvWJXBvgv08YVoG1Rsq29w4Kj1ne614bJNtfHl+wBI/FE4hxzGanvUNLfl78kWQvsi4XO5w/nADTtmMMMewSpD+aSBDAalZQm0sMQ0PYWi0Futo72uDZZtttkqmdmiGqh8zli9zCJRQKSkKKgSdzzgYYCFvF70GmoDgp2kpAu+TURxbkHqCBUBkmq/y5CLBAzTVGy8UzwlU0g5DRgUdbzgV/DVV1EO+ypalqtavJXd0xM9HskAcWTkHMXiJDdFWQIbMGuCuubA8zycUN3NfSOXQuVPTo15J7kfNMl0SxvXcZQkpJDdgzeN69WCUl6jz9AlRB6WcqzI+4XdpuM8Ax6a7YIAZSUqQhbtLhAqLBbZsLS9HaoQ4+tcFvRysiSlkB1K0nT+fubn5OR8m7E8Jvz7/i/g3f/772NqEN9vROKlEaZwro0Gmq7aLud/HgmUpOL09ID/YgmM8NGKs0m9WBaYGnoF0KFjWHbUmHNcdT+cFOlfsp7kbLxm+e2kWb2TCga40p/viMQR3Y5WK4VUgYllpuGsNwNR9xiSQy4KpAnLjwrMCc5k9YZRui7n756V7K4rIJse9D89XCtAuGVianQuO8uaO7C3jLHG+Tv3pa4BiwhHOEHi3v472onTU0Xm7q8i3BfWSkU8J84MxIcZwljQHJqR4ESw4d1ezdG/KDWYb+g69/9lnAOGeAiE0G3XPGddG0t/fte8asJLrIggdxeEweS5DiW02tzo4iqV5fbRAiprwpnhyorWr7n4AUA8Z+dSujEbUN0+CpJ0SwMZWAJB5DtprtYe4PRfsdxLGtS0SckdjhpjiEEFY9t2YKj6pKJoKdEGXXhKYsK5ouM/hBtGj4y4q7+yi/v+62nUH0Tqyzf09MvTZEI8Btca6YK+H9RunMnObB6DKkPFgDMPASEfa02NC+907/Pqnfwnz109Y1x21JIvN8Vk7D08YCwSAWZGOBethR84N+56Rv5isdpi1z1ELjdgUZYdX0ADymFAOE5Z1x7IU3KwbTpcZtWZMa0VrgiaGzGToxUK3VnKDajKkWew9kmvUR4sAtQBjdYzMjEH6fZBPySQEk0oDcT2SFG6Q82SDWyaFnBkb7MaMBpHPVjwpo1NGW1yD0s+bWEvN76CrLtIJ5gnIZXiGfMjan/NI6YpWqN7xEQDq/YzlVcb6hbUtCGkwf06iQHpUCzcJr197Ow41kBLC0W4M55OG9/FVx/thFFXdEKLv8DSIVa9K/FgPzRheyI0NiRe2NjXj0Sc60WPaKtqS+wRismZKqMcMDBxEYHBDacwGcVigIyq+N2qdN9/V2CJhMDh0dVu2PszlFrGLps2MZd7psiCSIuF+DoY1e2dAGmfu/PBMnNE5uqEVhZUPstxvVH7hPU2CcrRGWfXGkcysjhB7PTCzyMExS/a9/L3mHpA3fpt9TsVqWevi99Js8k+P/dyjsjU3BT7H9GnG/nSL+6/tmA7FqC+U9J8axH9vB3uQ6VDw8sUjPrp7wN4yvv+HH2FmttqTMMnd7pZ7eIKEeqk2BVEFL29P+O7dG/z44QVSUu+zYoYtuQFqjvDYsB4AFMkQnyvXSLIHmFJDnhX7nsMgYk8mvMve0zD0SK4fdiBtCTqo/Kh2D0SWimmpuL0xrcU5NfywJNSyhlCsX1S4pJxb6ug6bWKZuSvk7ejyYq5ynRCJLVY46aw2BZpvcEOYhueO+TvEtGln588nTA+C5a2tp6uWBWobp60hIJ8U9ehrc2hqZ+e2+Upd0rx1Y/gXQiVH3E2OPi1AL+uLni1mEK84iYNat7rgg/1fIYwnzim4iBRVEFWgWDtUXgORok59cJVaj82QVpsdNXrs0harRpBXpRu/aJ4j8IZVGm62JvtZF8F0skXJdgZ045hli4kquJrMzPiK2gOP/jDVri3RGE/9vRHH8XPQdR7VRQAzpttLxfY1+0LZPYvp+pV1sXhR1N+quUJg2KGh93AZHlddB3eJrrvYdVFqfuRxCuuuh+SRNDPq84MAMqF84PdCJZrNXcgjYQkgWbFMFd97/il+fHoBuEBu9l7EddJoTpU3TxhVbqK28EWBdCz417/5+/grt3+A31i/h9+S7+B+XvH4tCJPDbV4DE9hhm1qlqwhSXw15CZLwbJULFPBZZ9wflrMqB6KXTtrqDePV5IP2QCK5wIwA5NwxZuUrJhWC/Sm1PDLL17h+XTBmgv+afnIHnSzLDCkZ3uj2MBJ94zv8lnE74wDM+vsQr5wgiJbw45ZdxMk7vM73GnfJOsBaMeG/JiwfmH82CiPTR1hEhwEmk/wXk4SPONUgAYNIeYGRFFDhJy+2ia+J0bRm1ZZ8qE5avSKltLc/TKkqFNyw5nis4wrWvDV0KQmCcSiOUGgQTEh9UcXz04nQarNguoC01/M0pM0ErZiyFwPWTQ3nFr7uaUSvttDSBsnml1DncViIr5TF1/4Jiih1zExoLvjbTA+Gb3vBJuLoxsVSwIBcgGQzDBD1RZ9MndlRGX8nnIUbC/cIK4VuBiNI6pp1FVn1Nz1oOPQ+Hm8SpoRfpvHC6GGDsUXwWgs8zbKoI3nGaYJwwg7x9QMbzvnyIQbWVmBXUyMwZFbEsXz5YKbtOHz8y2k9CbwFHoIAvI0oB53LQPJ1IS7fMGzfMKaduTUsNeMWpK1YPD4IYnZcAQJUcihIU2KPFWsS8EHNye8XE/45PEZ1rng6bwYBQZAKX6uJsCWTTF8atGIis23QqBWYRltR67744K0VjyeVnxxucUv3nyOn//oFX745UvsnxnBNVTQWUvdgabpbSpAjiXEmQbcACFoN75hVjHxWhWkczJOJ8Rjp9q/q/bv4QZPNXhRID8kq8vfhvhg0c7gIGOCCavByykzgCTBWeRmW442n+diYSy2Kx77q797vB9GEYC0FoYRyStPGD/kEa8DIR1WGT+qQdthjbIZUI8l5i4wW+fUXbKL0U7oziKJ6RkCnnC5Fha4vmg3RNV0Cc3FZkLH3lLXFDxGW3ASri5J1E08lraZS1tnwfzIZMeACAuukhZ88EGxoZEDerxVOrKqq7memnvB/JgYIHrdngPby54AIFcwnZI/Kxel5a7vMZ2gcjbEThLcxZluvYYIrihQj764PaYcDbwGVBxVERiulYRzRxqk14gjVvXsLnsd15rwuJsx2GuOyhRWTEQyx2OgOsQoxk50uiX8zsO38Cyf8cPTB3hzOuB8chY9DWIDgjdYLS6YJsXN7RnrVPH8cMaz+YK//PKHyNLwz9Zv4OOn5/g83eLNwwH742LxRjfE8ModLckMfrKMs06tV9T8v9S9XahtWXYe9o0551p773POvbfqVneVqlsty5YiI8mBhEAeAoGQ5CEPAUMgxm95EPgl4DxKhhA/GeSXvOXFb34JsQiEmIRgYhsnJDgJMiEKduvHstRSd3V1qaruzzln/6y15hx5GOMbc+5bVd0dOoSrDd1177n77L1+5vrmN8b4xjc2Y6WdfQnakrE0wR+/fAdFGr5x8wqH3YJF7CM4g6bOahZlbHCZ+nXleqp7Y9tjTjpdEtrcbG3cbkhJsbUZ0zlfjfjocrQu4Qp9IxBC7rT5mAFnmZToZZf3UIUR0ZRHN1aY622fo6JDPL8fKQKmb8Zpn2+83hpQxFYhk4XKAPpDXSz0Td7dEvICMsXkYezkgEjgBCzk3RoaxdvN2GLIZkoyMpkEbdAeXtlwiQC1WXGGch99I1eYUiwoHSrjZK5aJIohvLnRWtisNW569B11UO4LCSN3Z7K5Qa5zpbdShJFtm8z1u/n0vQiR3XCCv8fOGGnAdgNsN+543cQGH11gDGAdQphBmzYyVzBpXqUPv5p1MJfVYF0sGtlneTI98j29iMO/M+8UvcO+0DmDWEL0DxcnK7BTKEfQngq2lvByu0FOPpv6lCPPKQ4kFqbbvYl50c7AzaJK8Xuffw1/+Oo51uru2qLxOwGIAgud54ZcGnKpZtaggrkUPJtP+Np0j9t0wavtgBcXP65mhQxlf7Itqu7GkxUyNSANY1CZt8xWwGHOEdU+67IU/M4n7+N7h2fYakZ9ZwNeFtuofaONvKSH0+r5Trbl6aQ2XvSYLG0BWyPb3kJpPAH2hwXHJnaoq6AcUwBobzzQQfeovp7smFtxFucEgH6J7NzirKHtYIww1gQ6ULfZo6/BcZsKEXsumPLCV77eHlCc7FA4esDyiASz9oWKslUGbWeMHOOQK5Bq3SstO1g6kIVusAHYGuohu+bO5DWJGkXpuUICnLXs+QE4O6JcXlX6RD6yF39fXjXC5qHZJVoIW+yAtmCkae9YIfZv/caz4MIcYhrAzt7szLFIMK6x4maM8frz2uyA6AWG8ighUjd3cu2gMb4G5mZ/sMXOToQYdM+Qnvkh3ochJBsrlWEG6uA4it/je+SaGYsCWJl0NwZlZhIC3QH3px1+7/XX8fnjDWSR3tXgDzGSAUI+i+Ob3WQyEHVAejjusV6KdRBNFdNUsS7Fii2ez0RxKY4C2+sZ+phi3T7mp/ho/x6+/fyn8DPPXyCnhodlh9My2WfuKuqJPcy+xig4hzFGyc2AkB001BFyFrTaOtBzxmXZA5NX3HNDuV2xbYK2JM8xS9y3xmmNvgm3qZnD93228HPt6Ya0AVMV1D2wvJ5wbIAkID9bUF/PqD7vpiXtzjrOFJMCbJelEmHUs7JLi+oDwELhtKpt9hPX2vU6jAJdRch3tADNh8X11MybYV9/vT2gSOFWAhRWbCE4ArD2vtE/sVn+UZE6MyOTawo0t9qHh86t7xwER81mC1b3Fma3gijOjEUe+zMg6GyPrIwAGA41qkHbOc8FQJcGCFzF380mZAgV1I/LzrEDSFRwPbGuid9vQBbjVJ25GTu7FogD6DmyYbckuE73Hq8JsN55ctyFxxzbEFIV/wy2OYpXnRN6Bdc+3H7XBLy81/13QzqD/rOYMcMNgEDp4T57W7X49aA0RNGNVAEIW+iSAqvg9LjD9/QZak1WKPB0QxrdVxR9NAOuNw7dmXnDeprMKRxAe5yw7hxdB+aWbyvquUCOprUjywEcBB4L6os7/N5Ht7j7M6+wnzacTrO5douilQa9lAiHLT3j37NYZJJvNlTqBHML8TfYylild7PMQH2YUClcnxp0bqiXhPKQQyMog30bnbPLMSGf5CrdEtZhalpUtIx2n7HdVcjd1vWNq21M6SJ9zbThvvq1DdlX7sW4kO8M64JRDp+nVIH1ZsQFRGrG1p9aFDiAa6JJ8Ve83h5QBGAuOf7HJu6WIh0ss5nI+js6Q1SPMweto045TjyKIw2QpJCloe1ysL8YPcpxBgrXMiJyk6ZltHyhtQ+pt8+JFWSEoJWQnBmGbIwAAIQUgP3Q8H9XmARHpIfQDONpM8ZzozMOgD4rhHk4fWMTdBBJFZBlADFnVjQELSfEAk0eMtsQK7nOxwCd8frvd6G7H0M1N2+GR43tdv5QtILoygFPRa6vU4AvEHks5lgBY7ZRiXdNqzQYUyxWzef5Q+zh1lPGublCfl9RV0F5SJ1Zon+P2VT1sEsn6zOOVjovnlyxNT5nO3N7T6+LDVuS4Vg9TGeHR1qB+0/uMH34CtO8WRVazf4r5rj43Gn2cBsaC+rFZT8MQxO6xVkTwA1idQzH12QCgoTovNnuqm1OLvhOF/E8qhqgnyRSNtxA4kUV1FGgCyBbxgpEFw/vad1bHjufbR3b4DTLI2rpG7QBJDxvbZueZgATnx97z3rrIMvjYRbDq8yxVmG/v97aOZSzmsroT0P4rDSZXTfoVExz5P3QdMoRHz3AoVRpa1076GApHFgV/2eMs03FgMwHZ9MOLNinAHS0kUtDalYkIYNQF3DrUIQJr0cgCizsvUyrOpPxsLoMDz0BxoEg9IhAmGFGDsTD4uRgZuetDtBAHQTkBBk6C3NwUzTyZ88fkjU62wI68ACI+S/5zO8fQHdspfJFHwDli7LO9sDnk0SFm+F3I/g4prDzgZPbmn8uw3gFIlQKaQ4MAOqN2njTbFXUKLzw3issLPbQF1Wsegsg3a1odxVtteprzdfJ+Dr3e1IPinZn2o5Gj0TAqr3ZAacBcknQQ0XZVWzH0q36eW2H+5pWdGB6VXD/5ICfev4aH68Z68Nsxzy1KNgQsCSju9Oo6SMlm/VYyg0iCdslx/RAHXu8i1qlehwzy0XV7H/ROuq51nyRq4mNdYceHQ1rErD7Z5ZcGduT1tUA8AFbm4Mt7+NwrzhZkoPIlgm9lTYbiCqA+bWgPPZjiJ5m35DVGz0Sh87Bz2lykxSSgT8N4TPtwpCTV00FlOoAAIdSWYXZfqdNCelikK/O7EKw3QAZysUpGCYs5+YmDjGVz/9uF9B9GF34naoCrGb7xU/VTSAY3kKHgoBEjlLF240yetg+hJGjWUIABTc6khFnVaN/YbDUAdhMb4eo4sZnjlIGDAuZD+p4PL6Dkr0RZNN6vRBDR8lm/aFdK35vmAcThRb4dyq6i0mx88noWjmVN6zRYvNBTPTbnjRziVntTkuDzXVh6MtQmuebNWbBtDUBVVAPll5Bgw2Pb71fWpMzxF1PVqddDe0ggG4C4b8DAHVNSK+L5d4ENkbCK6wWNrrvpFoOUxRYX894sT+grhkyN3PbIfgS0PfV1sTOiywK5LlCUsNut+Hp4YzTMuG13qAltfes/jyNc1l4v2m3BgMlFaDtFSoK7BvklE3ADUTYm4b1OlaYR0lPObpZy0ACrLtqACJe0iE9lCDAZptQnW3Di8mPbqpRDwm7zywXmqqnIpiTjyhD+zyW1N19thtrfS1HNfXEV7zeGlAc5TemMwRiBov0Vp5IvlK9T1nO0IPLgojl5xJGvSHfn9C8cgy35G+dXTR3y/EeaoWahGFtvWDCz8zMM/ri2oC2syoXw0X7n3Q5ge+UMgjAGSo2N2/oucqe8wP6DhuSn4Pn1cTyMsz9YfU0m58+v5sMpU3ozKV1oIvPd5DjRDUytegl9cJHI/PcEEn6tEmEzvF7U39w4pyyG0GsrJC7PyUXd0WfmjcZ82ZbWLtpSLcr9FxshKYYcITO0ENMk5w0yJq6C7WoMak2uOkAwWKZAlBRm3OisHzh3KyrxN9DazDL96l3oCj0VKLNjY9ez9f5d3GSIZnvknB82KFtyXulh+u3ug6Q81UAayOEAU0pDXPZ8K0nL7G1hH+2TLi0KUJmWcXy9IpuVKEAh35BEJ0/AEybqoJ07kwt5pX7n6HG1kf2O+a+Ocubm2DPY9vPgqBOGn31oY4QD6vFw3Wn3NTKcmY5fA6MeF46rOzC+EKunpW0mbRozV1+9GWvtwcU+Wrq3ogwsJskGCKryak2yGqg1aYMTEA6bz3vODBGae7MLX6DoGCRBbTtBzwnNRjK8mKyAJKcMUKiqmtSkG6gagsfQ1ugfWOqBqh1TvF3voROpb5mE80dgCjAJIaGXpBI6pW4zfeSYoWRelDUzULJcpIroIuGeEFUEcfe5ZaBzDB7AGkLh4FeLfafDyyX09QsZLfqbb1BMAUL27uLMgdy8RgD8LJAc7OQzW2mWvbzelaRbzak1FAcMCq9/gCkc4q0Q76YYBzixa7NQYVFi016AYXDskQtHL7Y9LpwhfEZJ+KejToDYT4hatPvSrXAxgc9pXPyQpof22Yg2+a+1kLCVCyHW3ceCjcd5kQDqJ4XbMYQU1G0KiHzEQFu9ws+uLvHv/bsO3ioexy3Gb/7/feDzSI5I3S5ULTlXbz7ytMP6huAZEUqFZpLrP1RbTHKbK78C0vf8MLwl7+nns5xpyhB/70AVt8wIZbLjggq9U0z/o1sF75+uR7heXsZwmWK8rMz9vJGFPLG6+0BxeTAlbyrpRkQxghTAHWX0bKgSkI5VTNvYD90Zo4wAZz7PFaYZGCQRcJMVlS9ctypfcxPdj9BvkKSc1UVc3upaO0zYMBqrAd+Q1tJvSLLBVBdyO3hrjFF+zd+fgxyZxid+3ukqi9yoN40c5rRhHwEyhHdqsyZIfMpZIPJ2Z4A5p7twMlCT1wPNUC+GgswhLOhT/SNpO50mP5mn5uX/pDEy8HB9IwNuLOe5dacgVebQVLvGr724Su8d/OI779+itoSlsUHNCm6JRcQkg97QNykoIjl0ZjPpJUX4Bup/VxoKpFc9E2vRdh7rENG4/6MBQdlpbfZd4apBa+Rh+ORnvDjVt+o8kmwPUw2GKuJhelIAAsJSZGK90kXNaH0mtGa4NWW8HR/xh+fn+PSCuZUsd+veLxkE3mLF57Uoypx0PKCAw37ZEnQqaFMFfvDgodpZ62QZ1unzLlSa5sXBHkg+NQ9sD41GU8UM6Qz/OwtgKEh9HUR11O8GDMU3QC/bjJ2VfXPAGDu5/5smqEz9bG9eIvJNhdsb6zDN14/EhRFZA/gfwaw8/f/16r610XkOYC/A+BnAfwhgL+kqi/8d/4agF+x246/qqp/70d9T+gTawOytfLpXEATiHaYrtTqdZeRpCE7s1QfL2DdJR6WOhsEOqBJbVCxECV5Yj+tDbIp6q4b1LIdMA0XsE0pBMfsUomw1uU4/C7AQuEYeiUd1EaT2ciPjk3yDoJXVeXW35+qJ6F9UdP1RI6C+VXC/BIhBrfjAdpsI1PpmM1QOkB+3DkZHg/XO6rMQ3WQY1Vb7majtGdC8x7iGcEu2qwxwJ6s2u6JoDxkK2wB/hB5Tq8AcrPheJnw/CC421/wJy+eYD1O8RDRhIKVVmj3akyLYOMIUFpfLWLpFi9kyGo/18nD7ItJdsKIlhvA3Mxt241sVWGef8fS2+1sMcf5dbaDq2mIsdEx1zj7dd7EKsQE/NnGpIq3B9Yto76akM7JTGF9o/mDz/f4F7v3UW423NxcUKuZT+gGA0Sx8w1D3+Fes8qupUH2FSk3PL854fzehO1yYz3unMvjOT7x0JUdSKwS14OGm1KEw8XbO5kjleG6uM0Yrxc38Vh/XI/ar9ko0xoBli8Oj2NNoM9J93XP4XJf8fpxmOIFwL+tqg8iMgH4X0TkfwDwHwD4B6r66yLyawB+DcCvisgvAfjLAH4ZwDcA/H0R+QVVrV/1BQAgq28ryZO0Wcz5xg0W6F2o1QbWd6bklNpHmUpt46eCA6wA9DB8zg54DfmskWvMl4Y2p8gRsjslVUWbE1TVxcgSxReyWDJGcbssFlg0DwWRRDD03JLCQUXinMiQAiCZuxvZm+LazLYBu88SygmYX2kHO749WRuUbEA9CNY7eJjvu/sOvQiA/rttxtVncYETrAADxOjFJmP02c117gO0MLAnWoa1QY8WVfJN0HYN6ZKApMYgHwuOx4Lfv0zY7VZslxJtekKvPoJ7thOwB3PQVvpslauK5yWZ7ZZYz65mr7oWtdB/rtcFD0FUr9lGiCX1/KkPwwo2zodanME6+FAKhWGp0jJrHKYViKeA5IrlfkZ+VTDT5calPUmBtCXIlrHdTHiY9mhPNuR9RRWFeo4wQl+FMd4N9pw1sZyiH+/NfsEvvfsxfu7pp/if2s9j2w4o7Gry6yzD/5BtPMJ2Y+2C4ZeYLZUBl4KxOBebnoOjzvY+aUBL1lGVz3JVJ4AXVsbCpKx9s7nOwffnTaqpO0wfPMwt+klAUa12/eB/nfx/CuAvAvi3/Od/G8A/AvCr/vP/SlUvAP5ARP45gH8dwD/+IV9iybF56gUXhs2uXUznFXTPNgCyf9PZK4e+09pN66tN6fU+mMWmaszQWKOYYFutA8bGEShS80LMKBj33w8Bd+kAaiGmRvhsc2evG891eEhoZAtFzFWxB8lDOT+F5kLlCF2Sn6szVVws51qOxg6TO5GzpZHOPK2IjSw92Rzh83NjjslDoAiJh/AI2pPXAVyLg6OLyNsOqLctQk2djDGl1wXlZHpFirTJNjR5gaggihy2aG3BZh/UpBCkQVpSX884HRL0nLumzv0H1YEs/izOZva+gTqIhku0eHGBxQbATRY0Rp2mqVnx5+I5hktCzEz2cFlUOkCK2oOcuqEwH1q7hhISmeQFnmhP29t4AfXzjQ6WLSHdrmjbUNGOin7vPuFJlKP4s1BQFVc5UYKRFSwkjsNmp7hesDTMpaKq4LZc8MHz1/jo1Yy0eCgjvrfkvjluN+aWTUsynSwd0J9HXy++Zhg21512Rh3RiD2LdW/nk092zXQWyHkAM4Ieq9fUOTKiyQOJGF550WCmX/X6sXKKIpIB/BMAPw/gv1DV/11EPlDV7wOAqn5fRN73t38TwP82/Pp3/WdvfuZfAfBXAGBfngIpAetm4CW2e+toKJsSkg+4BwDlJL7oR+ZFEWgpbzDGAdAc9OLfXa9oRRa2BSWn2u7OA4CWWOI9zxRnd9mKRIGmTQamrfTqNmDmtVf9mgz9PIxk9Y6fSfY2ahtVEBKE7UZCFjPfd49H0c6K6APJcMRYIzAdgfXWHti0Auq5PbKttPQ8JFuwWHzhK2Z0XATt0IBdsyl3p4L5VUJ57Lv72NPdJiCf7BnZbgT1Rn3IVf9sc0+xBxjwBX5J0GMCBvfneDCACJl5rvXQIncWD44Dos6djeukxhjZHULXGQD7mwVLnlCXDNxUq+hmNRa52ugANACHFj3Iba/Ij2ID3nkvnRmZNMUWJO9/9fGkkSPlAvFNoq0Z+YULwYf1LDFuwZkoEICjCWh+w6yzR20T4abhIKRumGD94oK2z/iTz57gN+u3sJ82rDXj5v1HHOUW+T71hssDAAAgAElEQVRbHpFsT3o4Pbprj+t1O3ST5cZ75ceVNkFyR232yqu397XZgJEV6BiXSmzeelGGhUHAngWN9JDGWrLnTSCilg35CcNneOj7r4jIOwD+GxH5Cz/k7fIlP/vCIajq3wLwtwDg2f5D3xZ6keSNNwOtWfg85c6AfFg9pTPGjhJidCmAsatF4GGrjyzgz6MNpALRVug7XJsT0tIgBDU4o9yuj7MVge46+7OHdRCKj0UKz7uFv5xI7Hj5ogGmZIgjw5TmjfGCmNBXTur91Xa+zHcyx2mzQ3r7VktuzrkT7yd1RuOhNBdddLwsnRlGbtRZmWyKlATtTjEdVqzngt3HxQo9iqvWMAI8q4GUd7TN2IZUucq72pMzMD1nPE2GY2Ro6+HkyHijYroB7dAZfUz7azC7/psNkhU5N19qCfO84bBbcJg2XHYrTssEVeD0uAvgiml+CTFCVXYVuFPg6AJssrqEq6FcWvyh4MYI9LY8jl/l/OmLD+Py82fedJSbEJC4ZloD5DzkRoM0OKlIrOJqB5as0FOGIuNFfeLu4TAH8H1FqxKFR1k9NeKpCamm7qDQ24pLfp5kgWTMfu3pDBWbtj8DbXKx9uzdNqsgH81WTIuEyWyMeOB1VE/JbDDdsT9HovBhckPH3E/KFPlS1Zci8o8A/HsAfiAiHzpL/BDAJ/627wL41vBrPw3gox/6wQ5sdkQZYSFG3CmeX6TLNleRjyGQrdnvJ3ufrA2YPHfozNJmQqODKF1qtuaW+baFC13AaWxbexiamuUc2U7MfGfztrt87gwNvvMR5OrOWN22lxjJyE6NSTUm5MlQ7bbjVqusk2U4qHEcKatxPcztDj39/dYqWCdPgDsAzq8U5/c8jHYRLCu37FLh4h5ZLHfsOms44aAJtktB/mxCupDx9POgtm3cDCD2UCTP/dW9tWBFbrUB6sBow+ydHcYUQc+prX4/k/a2MCByfFY5HpjM5sx2toe+Ldmm6CEjzxXzvOHucMH7tw/4xacf41RnfPf4Dv7gxXOUecN2tt7n3tliNy+xB1oU2zsb0mN2v0IWIjSuS7DE22Y5P04BZPThNmR5V6EPJe6FAN2wlR+XeI9oVqwBcrGOOMyLyytr5DGj+KISpr56ztDZf74kyGI52rZvkCWZckHIJ3wTrwj3JRUWt+x800WieJYWa+FTbmx+Dmwj1OQRxHsLpqliWzLaNqEtgrL26/AF8Ti/D4gW2u5HgK57HVIaX/b6carPXwewOiAeAPy7AP4mgL8L4D8C8Ov+3//Wf+XvAvgvReQ/hxVa/iUA/8eP+h7/MvvPuhlrpD9ia0BKwf44zpTjTS289j/TX1ENIJKPRG1TdmMHN5bNYm2CpVecoWoPoUgUXADfdWaWIDvwmMRCXbWhfbfm6azoWsXNngSZEVVgTcD0aB6GBDgls2LUTtYIdMBFzzHaHF3PG3pYnTlOwYs6QGebot3TTrx6XXeIKiAdvAmO7NKB5wV5qhTkNrEFn09WPZ5fWMFn1DCyXzU6IpxxjiA7PXhqoXQ0p3A7ucZO+N0icULSJEDZCghkoxJdEPY++93GUDkBcl96Z8NQZT7fNizPJ7x/+4Cf23+Cn50/xf+1/xm8vBxwPO76vaAJrBvWtgRIbjjcXSA3C863M+qxoK4CWZNr7/z8kloudhpOzPN8qAmYGqab1Ux8OTXR5SzcAGMjdOZt7kd9/fcCj+csHRiTF4c4CtZyn9pzstQt+sKTIU8b+WcCrIftlhsWA8bZN2uOIgDXrN0jDqHKK6J1loUnRkDTo6C+mmx20SUjXwYPVLU1ypQLe9VH0CM4RiVaERFb2vTquN58/ThM8UMAf9vzignAb6jqfyci/xjAb4jIrwD4IwD/IQCo6j8Vkd8A8M9g9a3/+EdVnu3oHQCBHtpymL0IABNsK9liQwy5B+c2b4PFWGtXu4FUA8fkFe2EZmE0JwDyfX4MllNzAPWKVZt85ABZrfKztYenPFPt1WjLeYnJh85APQEbLHSts93Q7OaaYcHuz0+dhr5nx4K8BibEi7tm9HYSN3hq/vvh7NP6e9Y7K77kJtHrnIbEdcuIHuZUHZf8mMyw1nObq/TFSV2bEqR65REDYYkUQe6/B/ECgnfJoP8aUnMdGyvyHmZrtvxj8VSAUYl+zciK1Ltbyn1CWjpoaHJnHAXSJaOe9vinp29in1f8pz/932PZfw//MP95SGrQWtCNZB2Ad81+VoB1zdjvV/zcT/0JDmXFp6dbfPLyDuurXbiBy82GlNVaBle5vqG+KbaWUJeEiZ1GXBfcWJKDVzZmlk/iXpjuibnaccmakI9udkzbL2/fY65Rmlg/sOBq4aRLQjqLt2z6c0ZwipSGAWfcd+YX0Q0ggiVu/d9s/bmmkO2E3hJZjsDho4ztNoV5xJVrzkAC1BsHxKOE7JMmM4ddcYPYtJse/yThs6r+FoB/9Ut+/hmAf+crfudvAPgbP+qzv/Q16BTDOiyYkrFDaOqu2k3D2kv5Xs5x8Q6VtvPERrxXIq/ICjQAC6s5TB4dIKGIXIpGmx/MexFA2JbxGP1nAFwmhAh30qq2C86I3AiBjKNF+WpJopocWjkPU/hnAtiVxEC1pyN4HtrZEos9dm2A+qR2x6FkzK/OlooKxuGLr8F/30PqcrIKe5u9n9Tfny/239CQ+feFaLlcL3I7Tsv9oTK8kSggKAzY5Cy9Gwf+/DZ4FRhoRd8AEGsIwGpSHyRFfjSNH0Q7W+U0OgUw2SalLyb8k3/+Z/Cftb+In755icd1xraQpjkg6MCiePlbv4l/4dlHuHl3wW/e/Ax+d34f5/NkeN1sjAIAC5uZ30uIHKB6UUL9ZBg2qle4E4tG2UBFI3SFz68WG6q1CELq4+stTIYr0A7NJEnFC1sUVl9SrBczzVAkZ9bB2odNN62CBg0WZ/fWN7hqM7W1DRumrzdFB0q7pu4ELsD8UrA+EcsxZlyNR42N2//eDk4u1p5nj1no2onFettz/F/2ejs6WlSt8jy8pNZgj91wUi085mS/qh3ACB5eHAkRd1WIgyBtwGjuEOGxF2auht57Sx8lN/lSQScckcE0loO1BKCJRGPuzmfTarA4K9akTTEdO7u70ggO9Rtb/BL9oMCwmIAoZNAFnLkVGk9YeKGRrwEt1IZnmFZUWhT1xplTM4Ab5Q+AA0VBgHJ5dDmHIOQY0mynp+GGNAPetKKLmcXD6hHIAUT7m7K1Uz3PZEebLs4ewwDDcoh5ERdvw4wT/HpK0tAeMtwrn07IFybr+8PxprEFmqAcgfSDGf/39i18/8On2GpPobAPWZk2aYC4s/a2JZxF8WI64LdefRPv7R6xtIK5bFjdOLm1bH3Sip5P9POXyX6esu8gMoWUKI537Ws1wDF1Aw4zzOWmbQc9tqPahmCbrXjVPGbWbL7RV3RncnfSBtBF1tI3TW3OxlvffEOAnTSE/swlm5IDPZcO9BSSr2dOpbQRp9ILdH7qo7NT3dn6nB584uTmmKFAccmbPQfmxrPdvhFqDa+3AxRF3B0nGTiyAp1gfy4Z3VC24mrkIngDrT1Q54K0bPG5OiXLI6L1vH9yICMQ+Xultp7M95A53HaSfU+bknXAaM/XSaM+EG5xZp/LVsEICwEkKHQz/R72sB2ZzGbowGHuMnl4yI4XVnCju6ACZdXuzO2/Ti0hE9F1duce78KJEaveJaNzg9YMeL7Vjp/Hhet8jYNHpA/82W0TQvC9ubFD2ryXVxDOQvy8nutB5EAlhtIP3SedgNrxJF8bjPZ8rYxdOFGYUJjRw64hvygoZ7kytY3c6NCPywcIcL3dZwWf5qc4PD2jzBvWbQ65jGivBuvkH7YkbKng9eMej+cZH++f4LwWY4g12ZzqNcX1QwJw8RB2bpFFmncrnt6c8YPXM9KLnlOL32no+jzitaC3TYqFtZxyyDZD3XUywbRD2/vPxPvA1Yw9JhfcR9gOdHNff3gIfKo9PG6TT7h0+7eQiPG+kWVKB9H4u89vZmRSjtbrHwJtv8/bHtDJ20qLmSSXo625MY8N9Ly2RRLykxVa/n97NQVaNXAEEDNYAHCVcLgV4EyS+cNL60WZraHti+UOqcFaqnkwDt6JdNmxoksyEHRJTjhfe+WZ4AcQjEySQ82i5dakU3UyUEj8TnyeC8Xz2ndjoIOT/QL6ACeCo0roBVlhDX3eMKCHBq55xdUDxHnUJnmQfswOGBh0f8zXcbYK27oCeBKiF5oPgWZAm40+zed+LqP4fTtIMAhuFMGWeW0PXhFGsgopEJINKJBYjPOcngBRJKGgmEUFKNBuqxmeLqmLiz2pT6AXzpBxQA9mT+efDcCSUGvCthSkqUJzC51i+AaqH6wCWgWXeyvKtKcJ65qRnHqn0lCrmDktYFXwbH6BZjRhDC7nhme7Mz5994J63sc9TzGsXi0f6IyOY0LH/GiEzQ4oZHNIMK0mGZ1LmkaWGKSA7ZFDCBo5PoFJb/jZI/iJojqTT96xUvcazxPZeW8X9LWSYRTGc7QhXWOqqMHaIsUAsR5MOJ4vfm8H42XmGMcmhHLG8LB98fV2gKIC4aXoOUXTDTborkS7HzgC1Ysssla03QQcrBOGbsv5tLoA2xaYrOYmItWq2K300aaNIOy7JIAwmADgeUWGKt6Q7t6MV8zTf09cM8m/0/8xijHedlSBqxY6FkkYGoQfnAOCwPOjHKhFTaH/Lrz4wvwiQ24C51VYLp0NSQPyyxIOJtIsTKX1PyU/SmLjxRYoQj7TWbugHhTbKpgee6hjIKhI6CMT7CQRTGPbA+vXVyArsrOldj+FpCWS9LxWtQOZhV79oZQq5n6ziPknHlbo2PY35GDjnPmwkV0wz7uIaShXwbZm6CUjbMr21a7L6uEvu1EE9mcXSZ9f7UzTmIw1h88hD2KVHkInRdpVTLsN+8lo4M9+8Bl+f/s62sspQkpZ7XpYhd1Z+sEGcskl9eFdon0DSLiySiOQtwP8Wjmr5DqcFJXqAfHMhrP00LH6etUE6E1FvVOzWfPZ1LJ4lONieRVgu1NTLCzOfdQed/HnJKRgQOhjzVQEwf6lIVpN81Ew3QvyRU2PKPacpNWJgCsumNqyCOmtD5/RGWLxbUfVHLiHh/mKPYr0YsxqDJHVaOb57C/O2tYGpaaRL+2fZflG17tBrjtBQgiOYIYEqMRw16vManTGgGdKsXMCGG6Kg7XvtBE+AMjeaB/0CcMN5APnCyhf7GHg6NLpqFdAFOE2F29CtBeyWJJPtqAYdkEcXJbOYkNbWAcwYejGtTUUN9oOaF4BpNFudWF75LUiFjZgu7zX8ME3XiKnhlfHA473u3iIxIGOQ7AAt35iPjTZDTHWZw+2FhbUgJRMhqPZEvj83rGKyVREiuuPAJPoyFiyfefqoEMgU/FZx4gWwhg/uiRgMyBU2DHL6v6PyVicXBJGS662ZGwJeP24x75seLo748P3X+JjeYb2enbQR0hf1AtdUEDOQ1iuXW7DdEf0dycTrbezuw0h9RZItbWiirBZ0+hxt2tdb/vm1vYNmBrmuwVff2Ydwa/PO9x/fgtsxdJDZJCTYpsBeJ+0rD4u98Ics4TYm+uOhZnGdUNCeQbM0BnYvWCayo6fE/zoNcB7GKNCfgjyvR2gyJvobX6c7BdD67PnFFmFdVmO/a7Ge1ErNHsiojUHJYHO2Qovg5D7qrACv9hVIVDLQ5Kx+UgC3gipasYRU3J/RURVEOIFBlg4f9X0P+ZBxW42d7X4/iHPGTOhoxOG4b6Hy86UyArrbKAzHe1BqR5GhxSGoOuLos42hS00hUA43CT6DWoPQVi4GR12eDx19gdzUpSzVRnbO6Y9zFki72XXDzHuQJMB+uW9hnf+7AscphVLNTssAJBLMhBzZsgNRCqQPdwKIMkIiysAboPl9zspbp6ecflssnkjAyOMsGztD6KlGADxooVmmJQnN+jJN2rt32MPu59TNsCRzQ1E3Am8uTYy/AzF7ckWZ24ZAfLx2QJMueKD/T2aCs7vFLzKiq1MYawbHS7OAtNZgjWGN2Sy/wGwKYNTw3xYkZLi3AzcVQUCpgGkV/AntTbUTWKttgzAi0SaFXLT264UwIe3r3GYDmgt4VH2aDohnQWpWXGuFdgoiZ0CO/tzPgrm++7GI4pud+cSpNHoNjq+lkGCsyCeSQBukGx/rz4+mcQm2iK/5PV2gCJgOcWcO2MEEOGyXJ8A2+KkWkygRXq47CMDZG3GDqeeoyRz0OwhbdiK+QfTPIJ/Vbjp69C50hI4O5o5x1FK0yfxdWMGc/tGFFu2fWdNBJm8KeoEAOImmWzXA1RpMGAPDW+0XSJ+luXzpEqIua/CZweWOvmiPPhlcfAlyMaC9DwPc375RKZs72fozn5WyyPapsXpfeudQk/DzGj/XbKw6Iy5bSi54bROOC0TLucJ+liQyVadmY/yD6ADfqoIDz6aLIQxxa5it7Oser1paI8pAJ33nufL+xHXxVlsnWEgdIazR0EIo52958d0VayIcyxqE+2aQHMLsbPJxvp9tIUhVriZWlRlXxwP2GXzkASAp3cnvFZB9dRCRA9tYHVTM4ClxCYBFGDnpxvKVHGzvyAJsK0Za+0wQH0oWWabrp+RtnfGfUyxeXJ86zoXfLxmPJkvOJQVN7sFx7xDmxtkMAS2D7TjbnMDZhskpznZRMmr6KqvXUYYTIEA6K7y/nlX4fVAKmg8CwUkSTeX/pLXWwKKXKFqOcXk7JB/H4dYNYE0r0Brgo5AxvwhZ7sUm+Gic4k8IifvxdcKArg81Q1piry2cPtWMUDc9glZFOXUbJdWhGFEMLjhWscUQTFW07xtinlFew/AHIj92yD3Sf0m51Wj8yWumst7GmQYFA60WVBOGqDRsthzmiwZz57n7NKFOlvozLxa+CQOxxe6Lme5oROLVAIiDTAa7pq+zFlEQjT3A35s7rH4Jx+9g7iQPjqAG8doZx8Lu/WQN2Qgfk8tJ6UQN0ydS8VUKo7zAdtdQz5KSFr4wCUeN6u6rKZPark66SaznGdCEbzdC//+NBwHpIv5G7qJbetM3xzHjempuHRoE7Qlo80VtSX80Yt30ZpgWQpybua1CPTeaGemZKOyCsrrbOdFd20YQK+6w+Fbr/HO4YzaEh6nGduSHYhTDFgzkxC5chfS2UA/n6wPOZ+ddXtPectAvd/jd15/E9O7F9uwOYlwpcjcNs18sediOwi2Z52J0o8xnwB2PnGtmBYSkKUvlcb8JtMParnFCLPlOpfI569c3nZQVFg4XBj7iDFEwEBMqS9ECKq1eW4uHjgDwSjKkLnNVqhJbh8WM1Vy6vo9vii8FvExCLYTtlmMfnM3SrBqd1OAchz0PunxRX1g3aUu81i6ow1aDwEBXIV08X2W8gnXDy5Aur+MFT8a0OrwcHYAk6gAl6P/s/Qq4MjAgKE6OCHEvgQd7szQzkh5LbVagcIMbWmjpgGu6+SL2x+48pCg5wSOQqVxAgevGxD3nT4v4uJkB5XBzxHOFtHMsn+aKm52Cz68fY2Xr2+wnXKYGVDbWN1EIIA/mUFFm+whVXfDFs9Hyio2hiBphJzqmkDZPIfofdXifWniQ6I0q7GtCSaY5nLZzMEmZqVsgm3JuD97KikplAxxTbZUaQO2ZTvnSZGOGeXBixw6MGy1486PCfcvbvDBkwe8d2Nh+cdrRiuKuompECjfcZLAirUmRbokTPcJ+dTVCTGS1Is/+VhQX9gIYRRAJhKIvuZEgXQBUgbyvV348tgjgzZZlZgbMNDDZ6BvroxoIs/uxihdI8k104fHWY79bQ+feYDRbqdXIKk5B+BoPLnSgbJWD6XVTCKy2CLeNmhKVoDZjMZIG74vcRfJwRBsVAFDh9QPp1CELUiZ/F66ukdwpWGkRMeO31huzQnl3K7CX45xpOaOer7qv2tei+I5QwcWByRqDoXFeX+o87kn4EMThiHskB42A9cMbwyRY1GhA+EYkjPXiH6Zgt2mzdhXVEtdkJ0v/ln+P1XTxaUNwCxRaaSkZNwAWHVtkzGr6GrhLFEyN98oVAU5Nbx4uEFtCdO8oVYJB2xMzjTG8/WQVycHA44fYBpiY28woOw1RgdDFjak2Xmpu3HrpO7o3eJBVc/NhfP3JhGaYxXoq9naB909J/KCgFug2XogkKZHA8S8dCYr3h0U4v8JkNcTvvfiGdK7isdlsgjimJGOOa45q9TsnoHnpcvRTGSZ6+OIUbsGtg5zdUE9HNSKdaREUVF6x4o0Vyo428uXvrnFHBVBzJsOhxxfF+Vkf23eIVZnWwe5GlKQEFQarYgXbIYs3ZuvtwMUYf6GClgRpVbLL0ZHiz/1EffaK523zhYJdCUBW7Nxim4OYapS9Lwi+k7BVsEARDeaFZ/414pYDmIxCp6XXr2O3myvVCc3v1VnpXF2/p3TY4vvpqkEK2X8s/173wX5mk7Nk8VDNTQbi4281qUzuijyCGK+hlQzi9DUw3UAnbWq2M6uCIHz1SUfwDUq2355x/ECzX9v7GmOY1J0s1n/e17Ef0mj4hjjYvMAjPye1XaGCF+16xWTWvWyzUBdEu43S55ua0bKDe2mop2LpUgGw1Yz6DAw1GRejAxpr6b+OdBDLIxsRfvclqSD3tN+xkKILAyZk7cb+jX18N/WrnZQB0y4ThcOBdLai0dGi4C2r1bBfigmS/Fe49SXqf1u68UoKLB85w5/pIJaBdt5MpegfQuDXxAYvfNF52qGt4vEmFNzgRruLRBFOG7EdQZ0c1KRNExyq2tC0zYwyNRz1eGyDcSGSGcdgGDv0x+bgWErambLdNP386B2eExLXUWIb7zeElB0cKpD10mt/R+9+GKjT+lygyicYAShZtIcGQomdPGOIsjWICIm6PanWidnnZsirS3CbIiBZDkpNkn+4BuIbbfZ8hdebLBpYVaZtmFOXQQ72qgjmCSGeRE0lXADCngIwCKPF2BGc1tRhMsIdZAqHYhoJJH8s1jNgxqA85g7U1XkY8/fBAgOondKdwLUeEpOcIK1JiDs5NEZ5KjLjBQA4MPX7ZqXc2dFHDtKS6u0Sow86JIhDXaYFmDLXoXVAhonrJds80cOG7anYrKY1K9jDGJnm2D2nl2KoBOiUNBmPtzeVheArRgHYWHv85mrQG+rXc41uWs4rKIdeUbEOQQLHPOTze87/00FmprpOj+fUI69eBemuh5CRudOA2SxTVkLcP7sgJhD46/IQQ73SrNaS2Ltkq8vDI/y9RKaVjJ+dU6ywguiiGeCxzVGLnG8IKu0e98NSIbvGwyFyYrbBKzwMcH+/dGs4C2z4zTNL3u9HaCoMGG1t9ppyW/8uyKm/XlPtLAHGrB84puCa1WzFguZjvswejX7Kvc3hkdNwX5rdq7oZPKd8tisVa14xZkhF7gQBG2XAshst/WQ1wGvFe8HLuPfGTs7i6x2HJWzozGASVSaJRYCW/PIMOGVOmoLo0uDi38At/hOHVoF0RfSKFWJjoINMWjJdun+ubHYeV8xFGZGSQUZpIdhuusnGaHears/wzmT/3ATsffzsxK7FlhFJnAVmKh/AZqHtJgUNkp3YKUJ6LNYPAfITo6Ltby1SYfr4/eV4wn8QZW7BTkpWrMiQ+OsZlEDyNKAmg1gVaOHOsaueuGENmIUYUceV5mOcFa1WSdH5IWHdRJC9PGe+CufLCqqd9Ucud2aK8bi8nz82pf9inWb+wyedp3Xi2JYrPu+ERKkOfriSobmx8r7kIfh9rSzSxeEPI/PWivDnsGw3NecdX5J+ICmTaPpIYD+Oui8er0doCgwmcxuBrYKWbcOjEnAFkCJ7pNmQCdirND7ocOcdmvOuFJnkB6Kt7lrIK8Oge45sFCc5g6Wm/MH0wsrQd0nFm6AaBtsZpBQvXtFxxZBSGjrks9z4YhVPyj7zDSwSIa1gE8lA2giS3NZVsGpVbyqDg8h77jbkkXazq/xHr6SpwtGNxsykcrJc/4dV8DJxDcQxgGje/jYWSPDw2pGsZ3RfuF4Vn7WoPNrHajIbpozNeasNGk8rOJFBIJY21u4G9fQZVNW6PHzXVNn3Rk9VBaE7AcCM2K9JLRUgMOGm7uLGUDUjG3LOOwWtJZw/3BADUW6gR4/S50dMtTWWR08e+FM3Q0blOOoATZzcpEbdTbXsofSXO7agZLPHscaUL7D1EgrbqZxYyNTt6VYDtEdkJDsesfn1v7dAY4N7vbT/61/L8KZm+uCG2zaYMPOPJfIpoMA7Gpr/srIow3/8w2i7v0aVQPGEOn/ELb4doAiYItkq+BogZDZVO3aRfY6A6BFmBVZNBggGeKIeVI9dMnGRM1vLoMzWII1tmHtiAFW3Rn4ytYLKJGXcIfuLiAnyPSweAyTbcJfQ52HUakFPlrV3j/m+nhcyUE4L+oJYwETzQFsfNDZ+jTYwhO8yCS5YBJ/L/f8Zei9fGeNUN3DlNDzcU60g1HkaYaduI1tiOjskO9jp0QUVXxB52a5Uss1GTBzFghlF8GcN2NtZNjGLjrAMv8XOb6hV9vCskEvyPMcii9RYd37uAcebxXIAqSHgukhgf3H+lDQSsHj3Yz160d8+O5r7PKGb968wv22wx+W53ght9iOBYmO2hn2kDtiUPYTuUVFiKqDZbGlkT6Eqb933Hi4YQVolQ7+1rDAtd9DUSt0OCFQQLLiyf6Cp/sLvvfwNZSjLTLe+9HrMKKFkAH1z7zqlx7uHzdopjNoOxcFIkY1Fd3eDYhionjOMml3CaKvJ3Oe206uJGRvP1MELHxeN+g84c12Pmz1qv0PAAQphNkqgKQ+N2Wsmr7ZMy3OLm2R2Odp5h1UL7KYQzcAyy+63RaArkukBnGYK23VXVa9HNBWVvDkCoBDozYWXYDryvRsx8/wuhbfFNRygnXuN9pArjvSAAhTB2AAOz7wfCnQR4P64qRwfHVgd62lAF6Q6iyVLgHH+McAACAASURBVN0hIXIiNYbrb/59HGIVg6XIKhKs2CGIXF0jSKidCB+gyJ82/wwyumQFhbobROwuielssIOswn/n0lsJKVw2dsgH1kxWtRgTne5zz9VVWN+7KMqjoDxmbPd3+M5Pzfg3fuH38W++87v4zuVrmFPF7wL4XO/cT9Gv9ULDD3PGlgbg0tcKsoO35wx1akiHDXrZXeUEo4Uz+W2l1IjPhCIKF9ab3KsOV3nvasayyIDkhptpxaGs+N6hos7ZpFJewMuLAWSdhw2QQR1D2GHI1LiJZw5OG3LOXZ2gof9tyQtFIOlAjDKltpJFRwuXbdMPeRvJgTPPN2q2V6+3AxQVBkJkiLQSozlEErByLD5eAADeHGU6OudIdTa4OgIwTUmTBcp3AMsvkZ5vrY9NLQlps84YMlSOJRAfXSAbwzcJ2t6kF0AomdEEtN1QHBiY4ihu1pEpE5xYEOFLAI5sZS5G4MwNHaSvwA+9gBLMMQ87epJe9OAxe64xjs1lGdE2qIh5G/xcMpC6758drJA5Lv7YFyvsdAwUmHwvfv6JGwil9VYMoMTDQiTLH+bBLqruWck2M9Y0gMOVdq8CyZk3B3Sleh3CR8K/ClCBvCSUxz4Hmaw0XxDejwYOgvTdGf+r/hx2v7jhl+9sVFFtgrbxO706vUn0/jKnKF5siimLAmOMc8N0u2J/WPCgArzYBzCOaQoD9g5Q4xiIdqu9DZKzqn1DCzYnBr4iwGUr2FpCKs31pz364H3ndeV319nWAfPalPuE7Zyvicr534PsSwvMB5XnpPYcxJoZ2CafiZatdfZK7TCyVL0uNn7V6+0ARWjPIw5s0HSHfoY+45YsMobGj5VnEaA2iP+ORVomBFekeOBkdUkEtYTuryjaTLPov9ydbdT+vrlRbdhX2YOpsLBYmkb4G8A2sEx+lqiFwVntzy338LEXSHonwjbIdShU5U7LDU8aUKe+MMcOlAiXaw+vI6cjsF5kPjjNmBrlLpQ8iFo/NX+3HHElJg/XFP+cOgP1IFhvEedm16CziavjcCYpHjo1B3WBF6VqD43arKg3Lrug40sFNn6XP1jJhy2NaYUobABdsN16WkHJOBc79yj6LMac0iIBiHxdiYilnyfEGOv8vRn/cPlF/J8ffhM5Kc6LUWGdFDU1K5Y48EtFyFaaszuaXGAT6KEh32x45+kR37h7jT9K7+D17Q7TY6c+4yiJ+LvY+oBvPttBr6vIXAcEHgLJktC2CX98eQ9prmaKsVfUFZCjNzcQaARdXlN8Y0xu/KA99RLV58GXUcTTJl4GoDKCABrmytKPV6chEtpMimM5bu15xeFFaU6d3yi0vvF6S0DRX8zPiRhI0kKM2kVk0HNRtmaAyfdwbCnzjwTXktCmyRhPMzBkuyCKQLN3weQUoSw2/6zknzOOFvBJgZwGCCCSuNae6H3RrVk+EnYj4ubR0bvgKsRuk8TmFb3LYyjnA6xiFktVnwHTAZJsKGZQD04/AHo1OfVFRQ3jxp5f1W4IwZC3+QPjYJhPegXOYT3vC1bUvidVY0DrHcDkuxbr8Q6GRFNf3jafIiirg3PIbhChuzEJNZusuZrG7uIV3U2QTwkM963VsUt4tHg1l0UFhnMyMJgGpCoxH2Y8R1bLx/zplRcm0Nmv59DKoyCfJ7w8v4vy/glWiRb7LJ+ZomkYJp98k0noOVCmPargcFjw5975DL949zG+cfMK/+PDAfU7B5S1Rw+27uy/dYcAIc2K7UY7s/PBX2lTF4j7Oah9d/broE0sU0QRucgVGHLMgIQbD/OZ0qvQ0u/zCFhcwwy/W8L1phMGsf2cMKRt5tcajkzBcgFQyxoplOH5CsXEl7zeElCUYInSuuyh9w6LibmBayYJhDP3F9xzGHpXE3+L6xfDpFbVXEw8f0i3bs3eAaPdi82iGr+kZHWUCKiDpfLG9x7PmPucJUIFQALEQnOFIeRqMIG4YWfIc9ok9r/su5xYJbpO9v3ZTSm6RMgF5w6+oclrAwg4YbZQyN11Zgm3HEpdAGMD+QKUo14t2FFewQXN0CgtwFQtD7c8cYfkyQwg8kMy0Fp8k3CgqbP5LsqGnitjdXzUqAFAUtw+PeP9Jw/49OEWrz+9hdTUw38YmGX6MFYB1h6uAR3s2tTPQSegDWMa4kE9y9U8nKick8U0A7I2MjRFuAKVo2A9TRB3qlF38hH3eoywztdKm9yIg0vf86ePrw5Y3svI0vDzh0/whx8+x7fP3wBkQqZesXa2avk3a1msHEDFsaaiXkySYMzceHhO+SRuT5dgrtVDWiMP7J/h8/DnyOGhr3nmgmlVxp57skBeB856GVNHTAdYDhhIbtKRVgV1u2EFKB0QzT5Mrzazr3q9JaCoPtY0A7VC4HKbQYITlWfmGvnnN9r9GEJj8lo/GUiyYVgx2ErRgQ8NbWddDlLVzG3F7lBaarQBahIDWYY13gkD2I6IJNbm1xTbPruAlLlFCQU+Cxctu8hU1UxDPRy9GhnA70UvfMDnn7AdUbbrHZILJ8TfDIUqQmcJoMttdAjLM7DdIHZhsoxytB05X7rZbapqDCFJrHtpvrO3XoS5ar3zsaM6GTNpEyDJJtEZaPuWPoTzdn3996WHX2mu+LPPP8eff/ID/P78Nfz2lnG+3DqYS2wyYa8FANI9FevOGG+6iHVAZUTYaNfC189mnyGtd4RIRXSNhEyJBSS/1hG+egdPOQrWi/kqymNGqv2zourt133UiIrC2v6YY1wSfuu738Qnxyd4fjiiqeDJ80fct1vop5OJ3wf2qtk3Izd65SApW2t9s4kcNP/MSIhDxFoKz8o4vyEEB9A1k4IvKhPg66J0gH9TojNuesHOh42GjL5NZhyRNjN3INi1IiiX7nnK/9pkv6F2MOS233y9JaDoVyFArUJ3c2d9IwNEvrYXq80q1xxVOoSxSEzKNf+5fZbtghSKD58V85y5iwralNF2vfc6qsFAL04oooLcB101W9yzh3IMd33ni1Gj/jlpsPsiIEZCmQxCgLTY56TV8pI2AlX7ACBFN9IcKt08PlqHSbsuLLBnlA913avPg1ZMr5LnEO0YmovTq6cK7CTsO3IbQHwzUGVRqWWg3tmB1kNDuiRkBxu7Dp2Z+uUPcGQHicA/c9cw7zZ8frrB7+F9fOfluzjd77zKbjnHtFj4R4PUBgO5tGqMSQUsR0kQEbaoqWv/XGoDNRYYuSoZWDlTGkx3wBlO6ufFB5kO3WmRIRq4ZvKjXESzRvVci0L3lmhtS8Zn97d48XjAXCrWtSDtK7Z3EirHl6qA08H6wHumLmD/JvJFgGCY+8bxpMVCaHE2G0LuYtZxaRuYt28wBDNazGl2kw0HUxVAZrsXY0810P8b1fSdoVykABIwv5JopuDz1IoAqiH1YcoJXlBrk3kJfNXr7QBFFktCZ5g9/8d8Ya/+hhtCHe5ktpGnAnTWyCqyqoXDnpMCmueaRoW8h8ElIS3V3y/OEvmz5OBVr4CUlWnrftGwGgPQc38EZPgNzrYIttm6Ecrg7Ub/xi8UTK5yPQpQyE2jW190XAD8HAAB4uOIAoZUloA3AI7cnxjwtJ2i7Rqm++ThtUb18Gquht8SduuooNt6efi43im2dyrK0wXbJZvYmVmC1gFq7GSIfmp3PVI/hzYrsAmWT27w/Y9u8ZGP+Nw9+GcOD00IzE/eHtgMhKJV0JdRU2/rq+gPvPbrFYUO36gE12BINkwGxWsd2swNaDcwl+3amVqsI/9ebkxtpzGDJa0wZi3oYu4VOKvF5UcOp/LOGds9Ybq+SmOH6/NNFe405X93hxsAqEU7YDFEFmPGYdjANeeV5XFNMfcd0YH/t2XbaNtsx5NPKTbgfJL4zMhHcj1wza6mOlifNGubTMVkOI8erXgnWqRyWNhhysijLjqtf9Xr7QBFAa6qyK4XVLb9eTElGNrgnzi+dMoW3rKbhSMK0tXbOiByNjQ/d8pXgEfhNoBehBl8DznCAACSg3QzgYdpqHiMgj6GABZqbQez8Zoe3FtxsFXiNTDRuIaCH/651sNJVppsWJS7DocswnORdZLQTbLDgdKEbc88i9lS5QVYby2sNDmGwuypuKi8GKSI3FrkfZ09AL3wwHPJJyAfBJgantydcI8D6uspHtKoAvOZ3q4XsnXpWAioxXSA8+vShb9jBbTBC1CCLWQ5gIg6QLI45Z0xzOc2MRdyVj0jr23dSW3fAAfvNDIZZ4EM81Pr4B33M9vG0LxDZezZ1mSGGJTDsGINhVXYp2bmCQRTSYjQvgrAwVlTs3/fBPmc+udnIJ0sfg0g9tvFP8uGSCm0ScNJSXO/p0xF8B6NBZPs7Xtt8tQLAXJQQLTJQ/i9Qu82yNSw3SVgSSivMmTyr/JNgfc0TJCbsfjtAOhdxXSzYF1s3pLdE401j5Hs+JlGysWbKmJE7Je83g5QHF9uMgswrDBgBNBb/77AHPm7LtIGQmQNFgWys1B19sm/h97PFxLNJzwkt13S9XpeeEHhZxko0fiVAKnMW/rCIkDaA2qAth1sHEBajKmVYwtwDqNdjFpHDWGr5WhMJ5mqVTIZzlrBomu1yAxE1WQu/HulLVm/fPZwkMmas0t+KFfVv5h14RtL9JR6iC9NUS5+nr5T54uFq1gTHk87y8HvK5pm5OathN7GN7aJkSHYgrYFnk+C/WdmXxVAWnv+TZOFYWkB0CQYI3OFdZhrYg8cQ7lrphL/BdB2zdhWUcCZhgjCTiuKGcUyOMkFyWQjda8GintHPk7/8zVevU87LMWcJeajmdoG6ybrSjDRNUcbKCBnK4LY+21TSxey+P6MhAh9mBWdqmC7HZ4j31iBgSkDV7nZUQrDcRTc4K6q5TCBdnUji6bA/tkZt/sFTYH7xz3q8SbW3ehrya4stM6+mYNmaqAeeL/Y/mnPS14BNO163GCr4sVJfOXr7QHFZbWwmVrFQQuog8xmZI72BrF+aX4OgYVVayCKK3bBJMahanEZzlrtc30Xtpykh8ENNmYxJyS3DUurOeHIaj3W0Voo0h1utmYsY5+QLhZCJ7UCSVo1FgETxUYvHVxzl/aMjKsXTZh/lCiGlPNw4xNbnq5ZbvKOGoZ2wSgVULE8JMMjY04S4GEDyd1Zh/N8kwLV86NNgyEzfLELgRBl58eEdTlYxdX7de0BshGu+YheYfYwnaYVolaomB7QB2YJH3J0s4HcH9ByBuqNF1SWzvLSZlPA2W+dnAUx7I9OloQuG/IQdr1Vc6SpA2ADV7KTesBVor/OwPZORTrZzJntoDEi1obQE+ANYaOgA6CJIDlwjznmtFm0DIFbqRn70QoDS+8JZ36UIDe2uDGdoGNX0gCCnJ6nk+ef2VGjCIkTgZqOQeLGGXmxyIMdP9G6WRWX84SnN2dkAK1ZBb7OxtTzMCqC17d5OkXEcpftdcG6T0inbODsOfOoXPsxjQYnFnmoNzD0dM2Xvd4OUFQYILKlD8B1T7GGZOeKOSZjdDb1j+CU/DOS9TpTuM1WJjjmVoWZTNj3SIOF2+UNwNW+ijRLAKN9v1hvtnQTB3a4SEPvfnGRtzQgJwVmQT7bMZSTGUIEs2U+sfrPih01CzW2mzoTcHBtWXoyWRGjDgKXfLg4YMWG5KIthoms6NLduRwBXXpekP2j4ZxTO6jGK4C7s4jk11q9uDO9Tia8njvjvEry+zUauzJCluNhWhRiyCLH9w9hLcF8eiVozy1Hl0/cEOz6bQeXcVw8xUBbK8+1YgAMNIHuK+qhoj4VyJaQH3ymCDqzDNONYtcyGCFbDKUf/5WQXTRkMQpcPZljH7QVjVxnmxE5Q7rscFZNg1zZcTGEtRZBBap9TloSqrM/DgkzOZVEIU4cHFtRpCHvCnTwh+cn22TMM7ndV1oQ+b35FZDWhEV3+GRL2N9d0NZkUQlzu/l6g49ooDkDr4LymIBj8rESV0T46lmLaMPZfPXnZxxY92WvtwMUAYSxrEhnebVZqDyn6FIB0DWNW8WVKS1F3AyzRw2ji5kBOB3nk2SSHtksZCULNAceZ4Nbc9GzHZfUhrTY8agLuWVTCN11HJxGw4l8MSMIwPIa84Ozxk2jcqYlIZx40POH/J5wd5nt98y128Mguo1UAOiDtQBfUC7bSWRDGVbAQA/zGJ5bQt8JNkPnyTSKI/j1pL3LfIZ8EIBIaK9POvCWR5u/8aaOju1i1LmFBOMNKc4oWQlA9d81Zu0bhOvtyhlo94L1ae+IAYZw2wFMAln798X5ZMQo0+n2gm++9wprzfj+p89w/nxGOSbLu/poiRHoWG2VtYu0g8FklzRNEjk9LQaO2nwDz70FsM02DkCrFcBs+Zp3pDBXyoJV9Rwml3zxG5wA3G4uSROfcWJjCrgGsBKAYBKaHcKNyFoq7VxFhvWiAJKx73L2cRcRdhuYMleczwnLZcbpPctP5GMC546nlcfaN5hoAQQw3RvwjyMH1ltbe2UYP8xIS71vWnxNcqzInwJJDnqlGQBYXU4CFDahKtjiF0xxGg4/kTNL/zw0R4rkhgcePjOfQLOISwtwM2TwfKAIMHlIvbUoKmjJAbJRuc6CVJslfgkcHpqpmPCachnbyRS1pWAYFjLaTc2bou5z70wBIhFP0Thnvqw34sYRvuDWnk8ck+JsO4yqNsE2XQMZ3XogJhOy9xjQbAcLiTjvos7dkimsmXIPW9oMA25YWMQcK3WROuzmfNEElAUU2Sy5zgpuFOAY7qn9nDrSqJgOAuSoCE+DUFnZ9WP/VkV7XpGAPJnxrGYFdg15v+H50yP+5Xc/wtNyxm/ffoBvHz7A6eM7yMXzsNWNJRpiNjVBMsLpmxaWYRx/2jT5GFDpZgYVJikSO7+wGVNA1hT6wKsCSkIMA2PYLApL3ewAvd1wuLvg+d0Rl63g1f0B63FCrWLjX51Vafbgy6VE47Wk7Emz+OzpfgPJEEkKxjVoOlw7Jps1boQlnyXCbC3GLpkLjKIWowaPXNh/HeddvHBYJSKjOvcOnTauD+2Rype93g5QFFwNrboKX998DaE0/27sMvV8In+vKXRvg6s0GTDapmY3wSw3DNwsZPV50MTVpZqpBNRA0w+B8ptUqSlxkBlvoKC74jgYWQVY/TP4UPhpOEvVbIBHo9uRGQWYqeX1ljvBemvdBuUIlNWAKXPin0dDmgR1UqTovUavGqeBgfnxtAIbAenf2Sb1SYQdJCOX5jo3ynpMmsNKpB1bvvRdHeOIAmeK4yai2cCS5gXqIEsTUwBXFXbKlvrwc+lhsB9PZ+7OcJgPJdPBwDy1MxP1aq5mtTEpWnC8mfDp5c5ATBRPDhecn85oPmBKV4HOYkUOF0lbAcDPzZmfzurJTC/wTYrqdv3Qfi1ptDt2dTBEtkXaz7P5OaRFUI4daFjWXp8qtpKxe77hzz37FFkU304f4JPlqR1Lkj5zxa/rdrCohZrN5K2EdWcX1TYQ03lSmhOV3gpXPyh68UUh2cLe+bVEJ9FYuGGrYhgaF98Mkz+3vmYTFQqMFPz3UMRqsQNTDXkaYeOtL7TQ+CGx/OZHTsswwIDOq86ymchbS7KcYgKwrJCtmvWYWuU4eqThDKsCBoleaOEcGPCh0F6s812OYXJc/CkhX2rkEuHV6eSGELrBgHUwcWDXic7MyTng+YKus/spIvXQS21KIJpCklxJetQraOutYHnHFkjbgFaBwtCMTFfs3HsVuhtHME+jrC8NvdY9h8Xz622AFBSPUwBjR/YBXzFrY+uAGAUFf+Bi9rN4gp0vsX8jDEenw7Cgw3iArC4UC8PCn/oDE0UK/+68kOGzHcxNGHxYU2xsHoazwLCuBb/92fu42y1YasanL56gnYoxt6NdPFZ2w+jCB1PFKwEoDbunF9QtW8pyTdBzRpOEfDLpU6qArNamqFmvBlCRVYWBg9/bfO75PFH0eTjFhM75kvFyusMnT57g5598ime7Mz6b7lAZWDFf6feBn8nrZBcWvsm4G5VLZ6Z76exVXQJVmWP3xggGdARQ34SZuhnzg9w8GbGM4zikDR4BDpIRJfT9G9RXJp/yx/OKAVhf8no7QBEd8AD0HCFb+ijkngpi0JS+4awDGGAuq/3MgTM+YyoYRxMAgJw3m90iAnFJjrDYMlBtdQYiTQEXa9O1hblESnRSVWhV6Jw6e/RFktY2LGoPTwX+BoInE3X2xijWVPgbuANKtNFFa1mATG8fJJNja98ILuKSBYYZYyhP4LFWQO1OMF5IIiPkdSHzHcPhyJ0xXBEEmw6PvwFU0wpksr+Cqy4IHouxNzsmaV5QqNq99fx+jZ9trN2BZRtA1u8D5TayDnk5tTC47jynd07QNeFyyTinA15MDTI34OWEfHEwVJjY2sEwQs+hEBIymH1Fzi1MaB+WHX7w+VPUFzsDoBkQFktgx0L5TPO2vcjr+nmXowQrv0qhNERlX0WQXxX8zr/4ED/4+hNzBr+fzIwCVnRK7vzdZmdumz9bfj1py4YNKCfBWuy4gml7RMOND0CoCOJxz/06h60YQ+jU88zNLcSsEEpvBI94hsIa0zNxvos/nyMzDDDuJOHLXm8JKGo3fNg2YJoMFFhcoelsa0Ny3WQzQtAcHHaQDNRQWzeGGLwXZevv180uOlbthQ4HJqPjLsb2kBYDW4tdrZkRrU4JWHwUgo9YjDyk9O4B+M9j45W+iJTzZ6QbR4QLDwAaTFQfeJ+2zuLy5Vp7qMlyjKYX7P3R0WPro1cjx6KISXxjmNKKWLUyS7CTKCiFaQdigbfscg4yNAwgOFSTCVABFkORoF8nXAE/B27xAWABycTZrifVfq01WTeNOjjVBkwPNoUvn92XEXZcMSTLH0z2CvN6phXegyzQav/LPt1OXUpzVaSpANyWjYUVKMLurLWE22nBO/MJVZP5Iz5M0IvNpsZYfU+2UDRpCNUJmJoMNHk9w7VoyBdzs8oXYH6RUE8TXp2fQQ8VsiXEfBpPl+SNrE9iHfAzTQkgsQGNbti2mWikVGLsR+gi+/oj++Zx8vpxM02eQ+7nYBtwvvTNTdQlT3t7/1i0YxTERoBY2/9fSXJEJAP4TQDfU9V/X0SeA/g7AH4WwB8C+Euq+sLf+9cA/AqMF/xVVf17P8YXGOhMXlhJKfIcAK4BDkB0uNAE1c0h+G9gXg2AXJw9TqXfJHa98P0AOPVPqjFTWStScxcdDs9xE9jYsRhKKKzljqYRg5s2AMs/VvRCTNNBsgPPoVn+xfJi0tlQFpfjGChuB38AjgCkS4CSN72zrzpftPd4DoBMx3AO9BnDr3Fxh26N0ih6SQ6AkzaT+dDWPq0KUKxOEBxDZ/TKb4S08DzmgsgpVX526bu9TSt1jaBLlAyIe86Im09zP7/z+w3TNx6RVNBqQv18h5XidmFKwI+LrW0VSGSQDSiLs+niKZVNkE6C9SmiyDFWwiPkVnjV2XOFcB3oQ0IrBednG743P8NH8hTnZcL5cY4WQLKykJZ4m15ze62RQfO+UTT+5ubC90SLZrWQWD5PWJ9IrN/IGXrKg6qEtAwKhQpIdhG8fy9Bus42l8ukOTI8L36POexMEcUxMCJx4O5FGvsv5w7Z/dG+2QwpmPQmKFPfOwDwqFZgCuurXv9vmOJ/AuDbAJ76338NwD9Q1V8XkV/zv/+qiPwSgL8M4JcBfAPA3xeRX1DV+mUfGq82hMkDq7sqoqgGMGrJBl6j0Ls2C71T6t0vriFEa8C6hbOOhd/sc3ZPxUmgbh4hy+Ytg75jO9szhtPAnuZWEiS5AHzQP6XLBqwJbTYOr1Pqw3eG3RHA/9Pe28XatiVnYV+NOdfa5zZu/+GftGgrbZCVyImQsZATyxFyID/gIMgLkR+Q/ODIL5aSiAfiFhJSHpAgDxFPidTKjywR4lgkxC0e4lgmfksw7WAHG9yxkS1oudPtELdous/ea805Kg/1fVU11zn3x/Klz7rKHtK9Z++111pzzDnH/MZXVV9VZWe/Xn5dYtTOouRTzEwMgVk3W26qgJQeUEGfMi2UjaL+MeaO5Wpp2mjnBnf1MHP4WRaQUBOrPO8NANgj++nVKGDmC8vEJDMYOyoCOWremaPdQCJOKIJB+wsVNyiGEIEA4OU/t+Mbft//i3/x6z+HX/nCN+Jzv/k1bH9ANtk2AwfSZaBG7rsCc2QdU/eXYLB8eWRAJ90sFnOxKxRDwfI4som8ouo+AP8nJ3zpH39daDfZZ1rmvMxYVa7Ogg66Rnxy54l7i9f9ys1NwAFEHnS7jz4DpM5foAKCJn6uJyCDK+mzo28yr/FZazkydsZm2F7EOl2eNFcxPUvmNs/IknWyGHIDnG2eW/hRpWCQNXTwq1qxTLmDOhACyKIpPaCY7qTXjPcEimb2UQD/DoC/AODP8OU/CeB7+fOPAvgZAP8xX/8xd38C8Gtm9qsAvgvA//auBxJj6z1aAGQP6KZhVLAFQEhzsvBD6AgzGHNao4zY9PqeTBdUjjU/u83wLV6PDgfLmopIAIisk5HgiHUEEHL+6hqYfkYHAyYjP99rviXI8vVxmTRXLQMdFVRAMiOggavYF+eabGK2zzV/m1IFBYgy0Xuy/CHKJ7C6APseOkmxAX2fAiz1MCAjh1llZy2wH7dshvrLbJ1AoJMzf/sQ/UIqzqAH7tL8miO0geN3X/Dhhydc5optX+BfXrG+pB5uZ6rgCvgFwIggi66fbQAeqIk79fskJlTXJ5mI7kW6VejSYPFYaf/qHgYzmyfD9mQHvWiJ1GPT74Gy9LHSbzme+LsAsW8emg/nLMY4Fx6b+sUMzFzL/7vrMWwsTtWYpArYHxzzQxPzYgD7ooNsPv3DqkEqb9i1GLmyZvR6XNMiBHNtLptGq+Tv1DUJKZeF35GfFRhmV0yrze/9iD7/ZQB/FsCH22vf7O6fBQB3/6yZfRNf/z0A/vf2vs/wtcMwsx8C8EMA8GL5MA6d+oCjT5Aau9dKVauH4AAAIABJREFUdMyiFqN7RJ45/HyK1/c9/CXrAoy1AjAAt8vJBWWvfC8WUI+ISNtrARUgXjvIU5aKHtse3f/miSyXfr2xz0gZVAMsfp0rL9kdyyUE5FnnLqUwKLnDxmIPs0okWT8HQ/aGDmlLmUlzNXSzGBA7LVaUXzPBhdUAFYA9Mqf1FGYqBnOv5U4Q0OvYdhNl7PsOzbpseL8DUPEKsb8G/Jn1MPQQF5hF3UDg+mEHJvBbX34Ln/3CV+Pxnz5E61CZmzxXzAD9/a0wT9WyFUAWU00HPjWOZp7SIl/jQVMlcZnX8v0NpbuJETGoME88N+3TMOy7Hwr8SqM6z55FIgKRPRni2JHmdtYxXIMMZ4ALtel2/2i2HuXaU0EMTGQnxgRDXQf6FFUFXe4DPzv23WFrnPNU07UmU5O1srx0grSV31NAznW7vqyAXi9QYdzIpGXMRARHWlr7Gt8BA9wt65PqfHLzeJvxrqBoZn8cwOfd/efM7Hvf7f0ortLHK1Nw908A+AQAfM3pmxz7jiwTtiwVZAGas5nA2dsQtLJjdtFqHgmUGIxOy/zu5rn8k1uYvq7+LMChBqOvgz5KT5ModrMJnBaoZ/R8CEY6W2ZKSnqetihke50pzh6XWX5FRr1lAqvYxHKd6VPUbpeRtc4QUWwundOtIZb+lUYxhNdkhjLF+mrw2MWzOOewqABjxTQAx0ozbHuL82uBkV4IIyORBPQ0XwQ4B1+SR6sI1X28AuORfsIHlIxjxn43HyqwogrTNoH5W2f81hdPsGk4fYEd8hisGPLjcnnYFuBVbCUevP0Bsb4a647AEgM1Z+k+eR5X+TzjOMsjsniFGK98yDr/5RHJsGTLixGGuWslx6FYen3sgSDPQF1mfwjwCCaZzTXi2qnQK1A+OZ1zSmGaW2CZyKb3ww3uHo/lAtjTgD9MzLcmxpdHlJxjFRrVoAwroxjv+hKY3NgP7Wu1vqTjVYEIr+/RWu+l8LTed5SvX0WZpaEN6Zcfvud1470wxe8B8CfM7PsAvADw1Wb2VwB8zsw+Qpb4EQCf5/s/A+Bb2uc/CuA33sNxavTKN/33SWCaZI+s1H0IsBzYEoFyjCg3JjbaI9XuULfAiPbRp0jTEqgd282OPwMRlc32BYrEGoEt5qlGWXbd4cuAdFvzNCgt4OeYaljZJxV0UUaAWJ6KyKprINxbMc1iiZNC5s7gfAHbF4h9xMPf/V3rl+M9iu5Oi+tr4NxYNXmOyJFdlogAShsop3oKcPuCJ+CNS5zT/mBV+OExHqTdm5aM5l9sCI05knFlypd8XkYguZRMZP2S5XadwSI66bt51sXHEfkH0CryyKx1VSQ6IXWJ8JDwKGvGuGHMrft26ziTPsteZky5zJPMzAwYLwvclB+tdP6ewra9iPn2/PBx8aggSlCIaLz+7tkOQLrBWO9I8zfKrtU1zkeL57c/kMU+LdgfoliGtJJjR4m+WwreuCCzsA7XxD0tliza7B6Lj3MXk9a6yEDU4PFmkIbthTUfvmNfW8Bmb66B14x3+BOP6/5xd/+ou38MEUD5m+7+pwF8EsAP8G0/AOAn+PMnAXy/mT2Y2bcC+DYAP/tuxwEArMwKeHqCbzR9xQbdQ67Tge9yDfO6Z8D0wrQ6B4GepDqXK+zpGoyzFas1ApE9XikGj4AKtpl+N7vudTy+Xz9nl79tYrC1arRuRbBXPty2h89wXPb4zm1mPUbMZnICByGqmFcu2ovz4dUCQrIM5T7nQvb6nh5lDiZUD6kCH30nDRnETJP48IC7B6OUScQgzfaiAMuXMnc0/+WlH5npRPMrRuFd2+M7tOg15+URlbvc/axkQOoPs345MlIOPUXElptQuEdbxebmmSakx7GWxwKbNIMJYvElNXeV2PLBsmHqY01GkyYug0sAMqqsCj0oDM/ftw8560p6yX547ttbju13edQbHHXN9rcsWef+Vhx3eYpjLY+1cep+LlePzfACuk601liQQzpP3q/TF419rg3nL4xsEWD8u54rfT8Q96nWqpQAx+CHfOYK0snPuJ/ZpygvDkF3iw12YQGKHnyxPdaT+hh18vC68TvRKf5FAD9uZj8I4B8C+FMA4O6/ZGY/DuDvIUqn/vC7Rp4N8Dlh0ioCsHU9AFvMdj2yyObj89MawRV9ppnW2QxraosVk/MC0DEqANNkP5LtqE+0WCEAZM8X6iTHNfq5KJKcvaYn/zfGYc4GS8c1JrBcZz448XCOlOZgGheAs+1oLSZfQvukz60vZ9RsfDFyN5UZtLPSTe7S7c70jnVpNhtqx6XZ2iOcka7nyRzSVEaZNgK0HhWPYhbA/qLYXPezKpNhnpoI2AqMlBUxuQxUBGLZUZ3yJoBTnHiv7NOj9r62KkALKgiEum6dZev4iqQuT8F6st2A8V8tQwG34ZUWswIwXZftLcqrwOM1/2eyIkZssYXMZx8ehR9WduVjsYZktJIG7XXP0zfNn3uHR6A2ltxQF2SgUZFiuCRS9XlDrZFIk+Tn22asykypPmjyNmls54ni8QWtd5BlEG95autEbgZd1im26bmOepKBgF9BxdeN3xYouvvPIKLMcPd/DOCPvM37/gIiUv3ex3T49RqVZtYVhwj0nAGI1yvcHXY+V1ogJTYpz+mg2TNdBJiMSNu2x26kDBelGnbTep/ciZsfkt87Lhsd1wu/P3yCY5thBq8UYd+6AmZku8TPcbOXxz2ZqA8LBb8DUV2Zi7Ml10ckOm6qotTxALEqj0qMzZAUCZScLBVLhG6kW4vshQDL5eJYrgRC5sEqvxVo7Ko1AQJQmSzNDyWzKNLOSlztJqExz2miAj0EJi345bHYphP8enMpaQJvBcv7mSB2KdPLZj3c4CmNK479snukVRHiDawnCZq+DFosSH9YsexgiWKLy2McKqQqxcIFloo4p5RnKq0OYUaTZcOYYYMqXJE6P7ZX8HP4n+djPBNzYRmvyxEce8RcPsScy8sAEPXWkYvBgCwarJa3h/vcNs1kihPpftG9SX+pNgOuAWVKKejTtbcHbaMhM7bS+vHyFdoOYK2gk8T+stC03tYbhUkf95HR4gizdjrcd2BZYNcr0hwWcJkFm+wm9PRYHPIt9mo7kuwoRY9ZMJnmt+2owq5kcWKJ+v5tr6izUcc4AszUC+Yw9N3XvcTbCsLoO5Sn2wMxjLJHUYgRARhrPkNepxTmukORw3GhjxWAbY5Jdjzc2POY02gaxMjY6DspUm6yvcXST1z0uYOvFe3eXrBZEAzb2dKH2auPLC9lfsU1Tr8SikkJkC0fCm4UT+zly6DSzuZG169CZS10VtfdA7PNw4oVyUc4xXiuBZ5Z+h4NEBVY8TI7Fz6k04KRRM8R1MNOk1o51Dqw7VGkQL5TBYx8INs/hD+MQZSH0En23OYMVhBY50NIxVSPUK1S1Rp0uViyzG6BqH9LXq9mLSRgW4DQPMV7+8bqpwK9Qy67A+cvin36UVQNfu9q8Xgaor963yissT6xPPkV93KZmBUApiZRxVZknRAES+7jkB+5V6Z/3bgPUAQCeBaDezBF37Z4rXf06+yxB1dgx99vMl8yZU7vc4e/OMMew8YIv5+81S2yPT2/x1cFRXb4ekL4E2fo/MZo0b0wqV0mOcIMThnPPll6n++jN32+ILNce6aLp3P8EL8Xq9GCAQCl3QEJrPuDNWYSRSSkURw7gEsHBK9qNPJ7nSz9kkPO8hGlynoUWnXrfAQQxiTasVqrTgFN+jBHAPkhAvpYi7aCKp6bUTJBmYW6Nsbnv0fmm6vAT+Ubg5O9kSln72G8aj7qwdPPJXWJtbW5gLGZZAT4CEYB4wkpc9ne8pTZqCJ4ypIoYu4ZGLFuxOYcaMxOFa8V3BDj3F54FmX1WexQqYOlRED6DNMdo3k3H6uCO7fNz1RwQsEwba5ZQgzIgFPPTlHVI7lOBHDLoyc7Tz1t2+Rmsj6eDzddBVgARN90IK0vzU0tL2RVvd24D1AUo9snbA1WmOxMLLGBTPfLHQrKZi3FG5B0x6GNgRlwuR5/HwWYWYIMyEo9tnm9d840fYG4wM7oWTJI9wDGdWBcJ+yywSnoXrYNk/IfP4/wDz2FBkI+RLdgziOZitXD71rglBeovQLK3BhPYSvuDyNF0T1at58Q0gqZiKqUvCPT/zK/2ajBQz0AAWoh/t3ZYkFVU0Ko7WVWSXd4CraVEUSBZhPhKivEV7EyS/N58qGyLW5X723cReHdZ2YTWT1bDKKbr/lQt6Hv1bwOtRln+5kP//kShXTnuRiTRO8a0cGuPqvaheqx0iOxYpG2WfrpelRc5v16pQmvrKJpWAlu2ZlQICL21IHWxU6RusD01a51LnlvaPYuT0h/p5i2QLWn4nXd5Fxr4005mZc/t288ee2tXa8nxgX8qM0FjtaICkXY7rkJjWu5m+T+6BX0b8d9gKJY1MM5Iswat0xRrwmcev9nASJ9geH48Mh37iDXj6ditZg81l7foX/X5XhM+g9hxhJLQdvEEVTB2VsRC5gFIGZgB7CV4Hvh3HuK4GUG81JpJgyM6QGartxeS/NA0WH5W7q/ZrnMjOoNFAgCwfymhbnWmajtgA1nL5bwa0XZM2UIoAIJo+Q0Zb5WmbHl4inJAOIh1kOX7DDNnQCwZCqSYixxvpmjDFS6WQOLrsbqwNUfbMlY+gaRRSkE1PS1LfK3kVldvho4f5HZRTJ3VXfynxq2DyFTEn23ZIs2ESXlaPKmmoCBhCyp71HJR/1PtFmtj2RtKyqSrojtKVgogDCJJzLQ0hl5B8NUF1j4bHWPtJFsL+KYG3h9CIAJiGKUdnSXjGtFenW9w9y2472WDvJaLpXBwIzAMr4AaZFoza5PYpIMzjzN9FULDOUmWHrr4MteCo13GfcBinD4PgG/BvtZqCt0ryyNdSn5jQIvAFKUDZTZC/AJ8fI13mgUFZiJ+ovtO/romTQUficlB2BMG/RzFLKFGeZYYJMNreaMboJLHNfpIgDIBMUKZxzLDaFpBMIsMAFMAMq4RnBongZwnbnoYjJIxiEzd7lM7BhZjzFMWTI+MwYn6rwVKMlFCz9EbbPbHBnF9sIOLGq5+EEzuL70g4k0NkcV4q3Azn4OAJlnZKpiVkFvD0g2UmoBkGSt9Pmpr4yT6VTAJd6vAAEQYNeDMFyK2dI1NZCasz638PrJh8WHURW3JcGxDaFA4HXdH6qMmFkdWz2to01DVdtJtkV2jAlWDycLHNRfaqPz8ovOMzJA003RDLawIEPWJCQwhbg81ufC7JEu5+p+yKN57wxIeR0TIOOn9EsMMk1iz4i8NsX6wvh9VdUnXecsJB2TCXCd9ZojpHSj+akJhtZadLzTuBNQtGCI6xqASDPae8S3lxFrJmwGVg5BFj/4FX1dYNcNdvV8TwRWGohqiOH16jxm8IVSmz4ngiQAODNbEijHIKDfUBgAUVuRIMqItS9kvh5/T9+n0UcoQTf4u8DZDPuLMMGXp70tWkaHd5kKIxdUmDgjC3aqh/MrAMshYewusxMBCuHcL6aX7I8+yLnUQ3oQ6hI0JcnoMp58n5c5J1DJghlnO/o/9b0ezAcDYa6vzS1Af5NNg3+IIEAwnQ+O3ijeLVLF9L0xnzjefkZ22tsfLP1Yel+vDSiA38/qXWLppwsUREZzVdE6BfQGLJvYVAD48hTrMq+pfIMyk7vhpKCRHxm1ABceWlH1zs5IMCw3nrF5pDOapesjzPqQSmk9yScJIK2LPrRBxKZph5YZkyb6oI/QWJRWUpysFCVpmsAxgzQlCg/muPMZmnw2aW4LOD2Ks7xiPbZxJ6AI4HyCdUDKQIeVX3FtJihwYHAAcAiy7DOB1PTe5mfsFXZUcUeFJeJDo5ipR4Alf6cUyMdAdgsEDv5EzD3lJ5gTUeUbVQmcQBg+QAdswGiT3rZwjRSueK/TlxmlyBw4RevVHqV2M7iCJNrl+VCL7awvZ/gb53EBzjVY5TyVgHqQiZy42PeTAYuXREL1FCHWRIDakX60RYUGGmgPVH+Z9JN6MTFNVgUx5mqHdpxdhjOuZIE8l+USchiZ9gpC5Huaf8+yf7JlN7oEGQLcrhqGuaAK4Eu76NkrxCfgL7hp7MHSFbAY7IE8XpaZnN/H+Q8PszjzsN2zDcHh/QJGR7LwuCiojBK6A+TzE8Dnfee97/nxqioTBwpRdGbeMNKrCL78wF2Ck7nGdLk4XSE6fqy7sgS61Avts9pslic/Bk0czBQrk3h53NOKU9bSuOxHUmKRYfZOjPF+QBEIZpi+M29sbQ9AFEtT0EWg2IdanK4LstOfRvdPChA7AMnklV+yA646A7bjGcuUYaGfUcEYACYW2XbvLG4LJIvztXKu00eIaIC1PIUfJEqW2SHTBQK86VjYNXCy2vc8jUOV7wQtmmlaiN3xPa7UD8Ir2keAEpvRGFukjomlKEoeviodFFkdqANhRsh3ip7NSuy7IPtim3nKMSSD0fftD1Z+xJ0MZLHq/QzU+eoBIsgtT5THSPu4hit5PsTDpWKtk4y4a/AStKyu30HWsjDSvBEEnN/f+pBEz5ZghrWOCtz0e/gS48sn+4MH4EQ5saMAGgVml9pc9F1xzgWCQAPT5jbQdUsmymsuoXP6+8zr3u9gMOh4b1UWTOW85ArJohAU5puq2LQ5aS5Lsjtdf87F63g+2+f5PM3F4rM7gMUwnsLt5KeRz839R585zCzaA9yAo/U2ph3kaHL3IEVKavoQe5QIu5mn1tL8ch7bHgwjAywDWJdkhgmMBFf5E32M8iUiLryD+dJGM/y0RO3Fpz2j1blrzRnneg1t5P6wxE4nMfca4GvQwg+2Ns8D8wWF4wjzerCCT0aRu1+pfR7gwyXFP1lYKn24COWnNHfsy0iQUOqUdvDtQUyWciIyBZm3YnlxbTkX+fbQgNpQDbgcr5iGToBLUABSANylNF0DFwGk8JWCvNxvTPzbntUHP5jAldZASk/4kE2Lft4ymeMH1OYi01hZNHxLVZzBIUqsY51fepriy5OHjpFFDua5qttk9FiepmsJp7vfUO0jjOdxKJxMhuUW/rwM1DgqbU/vg9bF8fnJa02OcABWR5q+1UStAbv8hrJcTrWuFVRcH3fMrCGg9cy1fJ0YPmoTn4gCLQ6o8LSXYfPacVeg6NcrMFrODoExpTlAMcRlADt9kbeRaaBY35BtgXpPk+/4umTtxcx6EZPUv3y/9eITYnzrqIfkBix9jGCBVumBdtkiMn1aivXpmINVuU8soIuR8wxzvx1b12Y67Drh54XmRluwlxmn+6E1Kw339KZcrM03c+h/IZPQGGE2wK7AMM/c3Wxz4OH3Wdh3phZeHFe7uUy9nb61sTu2s2VQIQMGkncYMs1Q2S4+vNLnEuRbPjADBj4sWDSZb7DOmOf1Q45hhvHlAtUuETKCW2aatLxtGFiJHQVqzMQY+eAZH+pghe4NFAl2YRLyNbYyDSmPH5Zs3Kujj3ZBVJiJKDMZ6zAMylWs+4n5n67LwkIcJYGp4iC926T8g901k/UzgdrMeb/URiPTa7MuYvgR51rFThYF/JYbPyTXoI5Z6XpOF9LE/lCWVWz47KvEjUcjmtrJpcQXF3vXgMtdgeJBFgMEQE5R9b10jBqvo8C9+5/Arwdnuv9xVOuBNJvF/mY8fOmf1A0fdWwBYn5f81lGr5Ud9uX9CNoKkExt7U75DtklAEymDdKJZd0fCqQZHQvG+YApwGMYZKrOgrvjWj2r5d8SOA3EQyq/EvZil5nGtzjsEuc1H0IGMbbO9KhNNI96d4vn/LIArXJSyQzGtdjK6UsKqgj064GzGf40gHPcjUyMbxXQLALZAtdXFr6Xybs8GbYBKGVwfSkGi5DcrIbsKDgKRHpgSuefgQxnbjkZqqQ9sRm293cwn0ohnNhecH3JfcFroY1iffJklzPTCZGv+VSFnsagBOxGVp/pb8e1BNQxsyHaXtddqoWxeV17Hcf7teG9lBumycbWq6dMS9chGKXutRcgWm0w8d6yqKwzvkb55soUWaXXWgWD8vv3eCamWpG8ZtwHKBof/HUNX+J0qOyWhntIdQ6sMf4QQDgJNGJQMov39hpw9BnOvfyEDGgoj9qXEWY0EMDYmFnthLNAGAC2PYI1qwIvEbixjaA6PKPYhx3VHW5siQAEw+wgKB2jzNvVjg+88zoMywBONsxSBN6UEO9lTjjiO29uhyJ1xVZih55r+e1ysXVgdEl0xCSKhc3VapE7YscW+XWBSmOZMz6jnO/DcRaWu7eK8Eqy0wE/fadbAIp8n0CAwulLfmiqvjwhC16kWBgFlpgVZVX5fF6eFFyPDWUyC3Sb68BmLG2VQEsGvRjWR+ZUjwa0OzIgUaawc77ccARghlQl1GbBTCP5P3ktU2pkyPer57Pt4browJnuGm5o1faiNi/LuQVjlSmc18kr6ySj5gJ0RrBUNaq39lAyRWhzkccrGVpZOzqfOAivG8lRlsojWXi7cR+gCCQY2hKBC9+RGkXvekX9K5H3uuZFywIROuFhUH+VQ3FZRbBbvxbtKrEgeVxluewNSBc9IYjj3hS8tTnLd3FaatfS3AcYiVMKEo+tfjG5O5e/MVILY64lSmZlb/aY7seRPAFARhRz7I6BmdFVCcSVMqjPZfdACxY6T8yMYVVwk3mjh5/mmS+AwasZ0RBYNPa4UCO5R9279D8xEKRitr2YwH6uXb+/bkudq9hopppxiajnrwopRAtS50NsBQ6UlkhU3X1lPcBSUpF6cJeW7iaf3XJ14IJkxIcUQZfLIphRsp9RoJPR3hnynJ5A0OeUADrj2msNqDCugAjcbHpgxrZam/to153ML+sG8HlwAePm+brAOKve7DyHYdiZsqpzTAungVtuVjdByIxI0z0wUWBo7hhPBX5u4XuMYGZb78Mid9vkHpjJXN9u3AcoumftRAdCznI6UdA9EYGOCpRkXjQQF1J+xTmRp9R9jWMJ8BI49UAMTWof4VOMKjJLPRC35cuklzxTXzFrUeG0snqPGGcDPWcqoLJnNLpkBwgGxZqN1qMLLEUWC2Vy0c8way4OPy0R1FFwh6xQHQbd+N1iivBkFYdI+LBYXGbZbsGthLBhSqnVgswugqlkOjq1/fjgplYQIV1RVDV71eyIXXw6lr2AUA9ObAJ1zElwdS9tm3rNHEW+COZGxqMWrFEdRz2L5V6IDbg3QcLbPD8C+pQItXSyBKL2c8pWxOIs/Ifyt3XWCyAzPuBMy9yby2IHBsR8K9sIaHNuD/9yPYJh6vumWJtjQW26uqcutuXIxIJD0yc9hvL9yQRn1aPlcVbqau89Xh6jzM6qdcM1q59d4NyYadvIAUvpTWaprYPWXlmcts9ive8w7gMU+/AZgKgqOUbPtI9XwbAHUxSdBpBVuQFkoERmtoYd32MTGXTxziA1soUBP3Pl3RfA9tzr6xbvu42C61dF0x7IJCdgNss/STZQYBU312UmnZrflP/a7gE2i8zsxjgnYlMRC+3SoAaM5SOzw78A6GNj6t+VDu6lrk8IdD3ZrC8WjJE+Tz09qTXbLUrVk3FUAYgyxw6DTGjVtRuGdWOprFOxTQWJBJI+wlSU2dvnmznXl0oVm0ulkgGolMS9GFkHSe8RewOU2TH2armQEeGM9LaAxmJZGCOOJ7FyMaVqM9CY/NoAdjbmzMsrv2Vmloy2kTA/OVmm63o71kv7mzYqfl4bVrA+gSlStjVPBmtynVIDkOGzzJ3up3zHsQaRFl4IxGeri+i54efaHfGeBLjpMBUnZbUpWvIhw4EnkcgYw9uM+wBF95LXuEfVbYEWwc4lyqSZ7XMPAAUqA2bbohajl0l8yFve9mBz8U3x3fIVmiUzy06Ao/yLPYhySP2bHoAjfeQyAFaXTYkOCD5PG/zFic59hz1uqVHUexOkzAokyTgjfY2m+o2ZHUyS4IBiJlBe6HXHfGjm+fTcrSNTgOCrBby3rBmgTJCUV1hm2rghfUAZ4GhrTsLziByONKFCUBzz0MOuB1Z6xfTnSWvpelAJEFZAor/7EjpKZWgo3TCZEh9CmXTzZAzoGbqcRYWIlysZtvxzW4Fb9xVmrrMzYt5MwPR1ytfbzUUFowSuLVCjz6p9RAqVLwWQqiWoXj2KsGcNy+m5nrsKINZB88VJ90gfXTcxe+8W27h2qFXN9rgvFZnSsYHu53T5BF3XfaQp6wam/7X1JXG3XD5c49hpkWSgse1SsmxQWWMAolMnn121n3i78fYhmK/oICPci8EAsXjFzGwMVuMmiPmEPTwEmNGnZ+dz7AS9bNgyqqiDgirXrVid9Iu3zBDIxZRR431GuqBMaF1kzfm0Hhij6Vj6mcc/+Bk7o1so+3GvO8OeMT5GmATyc6r0GH2Nyq/WQuvC7WgQb2H+NPNB5pAWpnbtW3PRzTAVsGkPZhfRHqLV/FtcQ6R04tB/QwEBR1YAqh43OJhKQHzH8jjTOZ9gLDdxN3MJInK+JxA0U0//Okvb6xzUMyfPkevC23f1cvgKoghkJHepax//Rm8dy8CH5nyIsAqo2vVP0HLkPDQvI5DO1UruwvNcH2e6JrTO0hdLlrw+ipXaIbCX18hxcIeMSyQJ9CwpMcnMlOFnU6oFulu2+Oy4Tmb+DIw9CpZEf2enT1Bfomtise61kb3cSmqk4ImkO9NhTzvGZUPqkfWc8Vlx9mL6wIi3bws6+BNtnrPM6cLwQ7uCbiq7HytoK1rcTeLW9zkqo1iAl7Jg+gVzD5P6tKZfIwd9lnYbwOnZLypqm8BKRnYhWEpj5Q4oAJPRah5DwZaxwK5e7HBExFpgKc0WgGK4QDFPR/lclpGLKc7BKfHwYqzZYbBMqtCkTfZnXpJRGOUg8zQS2DLTYGsugAXADNnQPAWtUsBB80g5iNd3dB9ZnouADCimI9apjymqOZ0d6SIAIrA6mNFaW4x499YH6GCUGwG68DNCAAAgAElEQVSNkqFAi4JWXB57k3YNKxH0gQk3X6A31YCOS1NUprh8omXyFghnp8nZNg29z9H8rfz5dOwnnp9d63t7C9+KXCvC3a4TkNc0pTPbhAp/ZCCT7h1lXOV9d4/Wv5hYX+5cG0D2TdriWfbTkpv4uOzZLkRWnZ7nVHLw2YhrzOvUpXmvGfcDik77Y/oRHNc1zNx9suLIoPm8AWMp3aIyXaRHBJCNqnav9gV9rAzAmDcQ5Q7TtIU+rHpLd+AUi7xuxXBPa/x+udZrKkKrCPWGMJsnghnuMh23AtYl/I2OGaDfzWn3aKmwNzC5TprPDfTAB3zK3zjKRDaUuNVCumMO2JMCRV7pi7wOAuPYnQs8AGA/s0guARKLJbvKlq1rmUuwqOIzlS8+vEz5w7oo9mMzerqMix/MxwyKNRC1CeAarVfNEZFKAgwcwEoTzMGSXN5aslIr15rTywfmXoAYftwWeEj2L9ZZDNZ2j3zmTSYq50h6VeX443sMUX28F+nQuSnjp4vvJd05mL78OdYDgN0yMykv71oBMJm6ZWIzMr5FK16BqJi/WtVmq16dp9LzBMzc4BUAGwqcaW6w2nQJ6FrTCrrkWuXa0vxkOuc9amtNz8t4as/nNsuX/zbjPkDRECd3uQIP6k5jx5Q+PeQyjbN9wHKQ5/j1Gizy1pHafx83P3d22AER4K5Cv5/McDG/OeNmiRX2TJhxc3wgAz4JiO4VdYaAciZAzyVuj133eKAF2i2ybXMiG2gJqFuketK0HtfIVZu3wR8gfTOVqSBfrdXC3iacOdVR5isAbmHFHvn/0vTbvRiQ6tjtoT/zdmnSh/lEUDK1ZCi2NBgZB8FNP5fvUlF1A6ZlxDMacCHYzUMFiLreLc63TMjUSsqYEOujKbrMYjc9aJJBlaGgCg4ibbkt1LIzm1nJHCeTjPfWBRIzfKXyzEDIqQQGQMpiUos3S4kAt9oMGxs/9FBZ6lwUIJsny2du3Jq2S5ns3eUikz7dKfKhm86tuUn2Y1AwWgHHh0KTO46aQkOY2c0FlaxY/sbmx4dZAqSfRhDJa7v5rxn3AYqOZgLPYzuBK5sK058ozWLPblEQxva9otMAGeYOPJwrAi0doxmwb8HsBETAq2AKVBpguzmugE0P5Lizd/Ooc5D5LrP9uhfDu26wVpnH581xdfM6jg0GKnoPGKBY5MoKOWSOqsEokyJJlXGXJZvIFEGZntOBkx4GlmEyz/cMmvh+GnGsLggXQXGkuZQMVeZui9ZiGJmGl29SgSMJySev77Dm6Ec+3GnmWT2sRlY+Ty3iCrT38fOTTIsSpCxfxcrfxeACWCdrNEqorMyNaZENNBurgyP7g3TfqdEVE3ULm67RgQwhy9Agk8qMm2tIlrJIQusFnrnDxmPTnI9ydZyH8p6lR5SP0wygCyUF+hNQdaW4JnKpENCauRxrpa7z2GQ54FUATGulSWvkl2R0uQA9LJ+0gswiaEMTfjxVwBJAPRdyRYlIPDW31DsEWu4DFA8ah5uf5UdkFPqVlLfrFdj36gA451GesyzA06WCKT0irYhxP54YaBd7d6CcNGfdCyT53p5radueYF2f9QBoBICnb1NR8YnwTzY2mhW7dy8aNi2iaRPpV8w5XmbkTqtlwjroJxowRQUNEaFuEd2Dnm8ZsFm6Tie4d80XaEK51zMsv1VoAiuDwACMp52RRSbyb8EcMu9VATTg6MMbATSxkJtpN0FBOeU8N0CSvlL3LLUfL3D6WRW82Gw+hBPws1Wjrkx/swyOyMzcHyxrC3bWNZjSZkBVGuLx3SQhiu/ZWaHHtgLqfLAFqsJYaRkTzAiuigwLbFoBkOWx8o4THBUtd903MchO+ezo0jCxvwb4l5mAljUPHTCPzVAR5LmG1WFKOTUrORajzxlAAehamsyk6pabY3htnNmHPX3wnCrX+cEyo8WVbqu3GfcBio4jg+sMaBkpzRFDzIdnoyznFNWzfdvi4WWflzRnZXb23wUiev1Wv9TNaL2/ly4TS+2+O4DAGMLRgy5yb58FCpyBlAmlZGAM4BwugAx4sJ90liNTgKj5NnupMu2c87xkVFXn4qcldnyAwY9Bp7hHlSKaLZWxEvUb1VdGvhunP6v7qOYyIhDjfmAQioIDYXLPdRDEVEprRtUaBp16VZMBUBIkwIzzfsWkZLJ/rin+69YCG2TG68uZgbM0OQ3pO0ygJkD7CH9agq63/sIEI79xDQg8xT5D5oOUTGndZAR4FJilvo/mruatc1J18VhzcZIGP/h5FSEOwNH6rONOsTzeg2SOAihq+zKvWYGXrYBtnlTWjEEVnat6oOQmhbBa0iLrN45zEKGYHq4W9wREU7pu/5iB+lsRkSP90yEOag9uBngHC/o+QLEzt75TNacqbMAfH8OM3jyqdJvBtxngSKertRJhvm1RikusUVVuEihRwNcLSWgO2k3UVvUWZCd9b0tFf71/T995ZUqb0bQ2irwbg+XiCClPgKuKO0CVlNfB1pDtM7uH2WMh3UnN4nUv/aABBksGItN1riNXj/cdGfWgS3ScWR/TsZ+irJkKAiB1gThEFA8PM79z0pQOCUUBh6+jRSVBB7u+s9ZKB6AsOLAXCwZA87yYy7hIMtKALdkEgYrAKB9jCJHJAglo4VpAae44SnbTN0gAwwtMDcDsJiHN4paKp9qWC10EKZGSX24Hfa/FIHvVGuP3ufzOCXCo+y5GJoa4TfYbQrotdN/TBNX9YG59NW2r8++l8vI9HmBojeikemBrwKnvu0woCBjPTd9l2j2eXq07SBBSbjNnzjOe8fZczRmW1gci+ix5jMyonjEyHVG8YS3dojEPk0UkbAw4ZpisDLyY2qL2QIqE4b2Kd7JGHqeD896ivxotqpy+Do/obvoOpwe7nXxdN5lR7MN5w4/ZL86dEoBE3Un3CezSXBHi6ibTNHAGh8ZlPzBIm6B5TRamRX6KOcuJLbAs2QXZ3RpmZgAiAz3LSHP6MNyB3oUQKPbYWQ8BqeRBZDZ70wRyA+i6u4O55d6CBIBLDQyUKBrFABUJr3nx8q1R1EJpcJqrbRPw8GXlxnJbqmrKlOd5uaPrGJV5U75NguVujeFZsVM9yF6fuQ12KBMFCKAeT5RLvVigyuG5LgTuFHbbJcpwleYz/L3hs+VzuLNC/GUys8dZVakBMs9XEpoMisnvzM12XPZXgpyS0tg7dNeL+XvKzNLMpzrCUWCNxeAYhWwEROmJ7VZy95pxP6DoE7h6AVBvKOVkeDYICqPC8nvtFjaiQK11FgUQZJpkZ+lsbhZbA493W6hWAD2MUpiJXklHkpb6Tq3gkRILzFkA2XepVqMxvrtl2dz4dxRllsC4HFV8y3UP85fXMIXdN/IDY7AHc8IfTvm7Ir5AA0vu6jJjxlO8V3pEBU9ysTdHuktrttV9iGuw5GuRB002RpYgH9RgdNT54MufNxc7OPjFKpXFERFZj2uR58M5zJpfbDoF2gKGebIMeqW8BAIxA9SWFHL28/MLyoGfzBBVKGGrnyW3SX3prEBMHq+9nhHVZP5Wvrhk6wLepj+VGF1CZ3jea7E1I2vV31NEvvHeMPNHbM9Xg13EQj0AVx0uJeNSllWzGrSuuo8wpUNi6gJJWSnckMQcs9Sfe2h9hQvgPK5buZZy3Qfhsv5svwMw3gcokg5HzvIo9jYbg9pnluTC3OEqFDGO6C9A9Dkj+AIA+x6/nyQ8szS3M9tFQ8cbI8BQ4LztpOzyuntFuhUQku6Rx4zvq3zqdJ7rGDLf+TnLPO4NMGoK9eBn1e9iKnnTpc3ivyo+cZuvpKi3n+hDPVfkG3q4yfzSRJEZyp02o9DbPGwcGVk2sQeL3f88Don7CUBNVmPSMqKOpdQzABj7xH4azJqIjjiz+5+oRVVZtTlC1oNtYpBNRgn8mRk/y6Xp3hB/HxSZry/jAZwJFHgl0i/gtfb9FdwBypfH5dFS6RT5Dj8lwUSsHCgWqMhsN4v5/C+XeWDQKrbQK1frO+ap7sH+YhwKyapxPBwY3AmSfBuvowOTOtQu2lbgbMyJSe1f9zcWMeE1HFZFGnSgZMAseZe+yHqvMdaQyQQJhrHx23WP+y/gYxoo2nnk2uKzluqR14z7AEVHmMAwFnQlzV4WSmkmfYlbgRkcODPYse2ppZJkJ1sYaKfSDRojvkds8bKVia0OgQ3cMotFJrCqaj9UP2mZzfbyiTeLDxzT/jLoIlarHjKv86P2CLh+B2imLsEkbalgy0SB4wCyDesU8xZgsmlGE3hjDzYVi7SAKZzaiE2I7Q8mq4H3rBlf6XO7OYWsciLdWJp6ZAutf0yZwCWxUFkyVe2xvWQdihDbdqutJIhuOJrNZFLR/4UPNkpsrpJoqY0cZF7Tq9e2FYiXc05yFstz0npJkOL7xeSUWbE/RLMxsOWFGGaXx/R0w2zVaaOixDPE4NJTmrJaJIFR2l/7vjLLkesrKg1pp2r30P1gfmcxCm1kOh9Gkwcm00jbGiLYjydZacjgnK7XPEeGirulBE2sc3TXlqzG3dHbgqTyQqa0iqik64EuHvDZYbGWJDevGXcCigyQkPlhB9JU1thrBwlqPkt64xN+jXJjAr/UM6rviS7u9VoAuyzHiHNvUsWdyB4vBWgyEeXAJ7NLqg+09gajWKOCK7rJ0jGKDbfCt2VCT2TpMC20VsYsgUnCbYDmwzUKaJwWqDtg96nofQCO6n9tGFmB3HMh+mkJ/5AqevMehChW8oqZqXwA4BhpFcGOWRR5Ds3NcIiOS0i9OSDTs0dVgUz98rMdTK2xTUyMfPiztwzF5MVEb+bAh32RI78HqByhcWuO/nkelKOQAY1iikAwNqUASiQtAFte7sEm0285wj/51PvvIMXsfgpQznQ+IHyiitJ3hgpA0XJJdsb1OHfdp+rrYi0LBXWPtVms2tysSVr4PJBNu1k8bwTc2pA8rYxgsHI9cTNhk/qwFEdVkEoh9sxNPtd6IwI2Z4mzGVzKdaidWgApt9y7jPsARfn59r38imKHNipjJXs1i/J7AqfqL2bfaLEtmd1mFWQRmL6u7JhZBXd0DB3bCyi63y+dvwRVZbj0hyQLOQA4pBKuSzHaYcg+MJfrwbQ+3GDpCVqL1UzBW09IE1o76u4wxKI6aBq3tqMCcKY7plRFLC17YERv6/liKaawTSDrO/ohN1UR1ow0U/6TWQr8+yHYBWTEeko8ThYn1rKfRmW58NpKeA2Eua335cMon1oyPV5CBmcCdGYwSAJki9XEbTNk+mKwT0uWCSBZZ5rDDax0DXROORTRpbskzzUvhtg1y35d27WWyF0WKs1crdHBSjJ5jcjkrPlJax46SaSpLbYOoKrTXBpDl9+uvV/mbg+CZSETBnui6lQF71T4FUD4gZkGa9c9gyha011KY9ywD5Fm4FDB3uYscqJEjZvCM7fjPkARaMDUZDB7PHA5utnbAyE2DvpFW7iLAvEwqA6jWBpQcp11CZOrM6XcLr2ANYGSYCgtpHsGW2DNNPUGMPvMKGGWIetNsc6nuIESmcPz+xKkNQeB43QysAg6uetSiYHO6qO9HtsbAEiHuF5VWTCAUUMgd1jng5xmzeNWZrcCOtvkRsHrSFNN3zWpjbRtBrgQ+FLS0bV71JXZEtV5ZHJlls5eZl+JfwPwjk58IKO4AqV1pAmu1LzlaSa7Wp46uFbwST5HRbfTrdGDESrGIbAHN8OdOd6SEXEZBSMGM49mzlfXwLx+B5AsNlPmyHzFWkPnOMvEzuvg8L3YmoovKOUQXDaqganfQ8/ndY9G3LBJEqCNzViYwdszOVvD+e5yUcJAd6HoPQHYJACSoKl+Iv3ZYUUhTeNUJQgsOxkAjhbmnBU0/UCAItCivPSHyeRaKHFZW2AAaOZoYxliiUDJc8wOtRqzDBlQu8a6sKTYjc/x1qeR4Pia3RaIQMUaaQcFhm2uN++N/NS1wLRV1AEAXK445FdnT2tuAPsOVdcJ8LhZ5NsEMpe1z9kS0GybqfYPpsfXmskdhSJursfu8d3Tc1Fj44OiwMyQGbYTXIoNTUmD5E+exUKcwZNswrXWeYFmcV1HsFjI0RwGUKyGZi5Ak7YxxZTQzAokpGiYUfRx9WCgXqa5pEPjSbUny9SXCT4uMwHY9vBTJntVvOBmzr09LYZF/+/0jaPE9Fznh79zTlP55o5jwI2bhCodCZSzOnbzK4+neRDxVwTY87vk7goXBlkpP+PLwHjaKmJMjaBM2YhqH1lbMD4SjGZK5wZuhiwmSxDNuqXUK+f3dwBkkPJASN5m3AcougeYddBQQEU0faCCLkbfQvc52giNoRmgajvDosbiGPDLtb7TvPkjb8BiY8T5wA6BFF4rIp4m9KunY6rII58cI9yS8oSfrl36WZID79FwlvdyoG6mzeN10Q46Z6t8TabzdA0mKYezopnatRl0kOYr5s4HYS1ghDIRxESbUxvbZNUfmo4yZQ0Zudb1UwTemQKWD5nMc10/gSyju1OtKGjCjaukKGUaRoHUkumgHds23geylzE9zoWly9L81HdtodcUI1peqgxV8xt2P+cEbDj1mzNZJazYaa9BObZZ0eJZG0/PXlGFGli5OBSB78CWYwDwml/2faHPON0P3LDAIJMYuPVNtLkqDoyT7o+Ui5Ex3+oQu5og3juOpECbsTlL31ltshryQ24T5lJ0tL9frsdMMPnsYeVu6rEAtwLCYem7fN24D1AEkDnFANJvKD+jTkaAmJVyCCACRCDZoL7LJx/s0W4SULtHBlf2ikIDdQyxQ4Ek6XoCdQfyTun3o0kdgMAo9URbJPVgH7oU6vvGCHtL0eTOjLNfNPKmp4mhY88JJyt2PsC9Uncce5QjG2WyKKDSzZQwXVQgwiLKaagdf5YJO647/MwgDe175cTGtUA67DMfViaiI6slmwHYLBlLRU+9XoPnppBmnzI7hkd0luZ3+p7UfGnvLgLPh0sVgeQLdIs6kKmfE5N2hzNH/9BETJtTL8NvSHMbFASoZqAY8mAxYFi5CeYYLMY6M+dbAQ9vvtMqhCHLhr9fYgOfyzgIpTMF1BxZ+1Buh1anU9kvrnXJ+5tLVfeQf++NzaJICg7PTkrN6O+XrEbFknGdZcIzAKM1KhG21mvct/Kz5w6k8n2jrD516Pwdd/Mzs18H8EWEw29z9z9oZl8P4L8H8DEAvw7g33P33+L7Pw7gB/n+/8Ddf/JdDzIGnMBkAkQxol4pGzhGglU6LHehUYxwizQ6F8jqXxWPYJQ3Fo/kPfQ/9ui0fIbyKQqkuy5Rvr/JG9t7udwUr61ySzLtvMwLfef5FL+r0C5vKEA2qeo6kyY6QfuVRHeBf7JPg8or+Q5gQfpf9G/2rAbS5yQ2cDCp2YHQxLwWRhNPKHmTg365cKhDPqIu0J1+YIq+hBZtvrUWY7nuqTnEKRh+z26oatUeTBRIAOfLTbQc7x+X/RAQkM/ykBc7kRVZVDFGvtIEotf1ECY4i+0ocpyid2XxiJlNIHKFxObjvJYZm9MgsHQ9Y/rhLhNjoZVwOpql06z8d9OirD/1gObzkKHTXSMCtKwc5J5+wkina4qCQVAbFWiKtcJ1oOuTZnMBkirzSPGQ/sDm2sfG71DxCQBYl3IJ6dkDAgiTtPC1VvRFGWivU0NovOZuvu341939O9z9D/L3HwHw0+7+bQB+mr/DzL4dwPcD+JcA/FEA/7mZLa/7wtthy5LR4/QvrmsAgKrlOE3oOFiAUE+d8xmApnS9hf43Cb1Pp2JywNG3MEYFJxSd5uuHyDFQN0EA1Xu0mNWcZDpve+r8AJTmr0e5E3gRN1cmO881Irdkx9tOWVJbFGJvmfI302yWXku78aH/yoxzzF27Z/+kCdrYhSKBjSVnvql2fSACCAzAjMsWUpbTcnwIMxDF6DQZ2CFw1Rii5ENRoCAE9RIYZ3GLFhxQ0CFzcYWR7aFQ0dT0c5E9lhlf7+smelZIh0z4OAeJpXWtFHDLIIl8dzqfieNx3DNlLdhg3Sf59rrkpCrqxLVIjaBYJzcBox/RLnzP9KxeNC57uneU6ikfcAjRJUOLUl1xz70ICEeA76z/gBBbz9me0fpXm01er3y+eJ3pI80ADL+3Eglkes8yofvz2o5n2w67bq/Ip27HbwcUb8efBPCj/PlHAfy77fUfc/cnd/81AL8K4Lve9dsm85aB8i2qtuJ1a0BINqZq3NdL3BhRZPf4eSz1Xt08IEqNKQLdKbRuogItt1V19N8YBUC6Cf2/jexTDLAP6Q/7LhsnzAW7H4tWpFRnHP+9/d5u3iYbbQtDC4+tBSxZB1njnLDLFsGUOTOd7cDemGyf12mLz4Ai427K+A0wG6POxge2l+uK96CEygLHdYSPSrfnxE1tmxlhVX72PC8BMGSOma6YoDFoRvL7Ha8EH9QcLJiT5l73Ned+64vi5pL+PYKHHuj0g3k7P4EBGkh24iIZlFESM5BmfAIVj+XSCp7GkbFOz02jbozWCjAfVnSZUm/OJmYIgCmgBZS5ebT56z6lG0VVotp6zdRU+dlvSEamUPY1fFpqnXb2Jx/6rqj38qpF1DW9uo9mVbBl3tzHNt4rKDqA/8XMfs7MfoivfbO7fxYA+O838fXfA+Aftc9+hq8dhpn9kJl9ysw+dfHHnKhftwTHZIfpQ/MAJAUpOlDKPAaCJYpRzj1Ajv+Z2hvwe91D6F1Sl3ZhVaQ2JhysT4xQztzZPns+FWAKULcbczYuGHfqmT9nxBUoiY9MagGkjiNnd2eHwGGHtP2GSQL1oDUWIz2jpD2aH3YvxnfDpv205H/axaMQwAjf3OC9pDZNUW00d0/KPMzgD6FtTOc3GbOAsM9dn029pd1ETr3Yd6bikSHl/QJaXb9ijb1cmdZHRtUFQM23qp+zPJiCHGJrA+WTbdrDzPtuc0g3gHSI8rt5vO82CFEaWSuJzFaWSBba3WexQI/vOzJ8b3/j3xEgOfh9Cg5mjU9aGlNuDFoY6r2cgUMVhDivBPhB3zrBTlVt3KlauGHg3KCtHeMwJteeSEgHVdU8JTNMoOY5v9N4r4GW73H33zCzbwLwU2b2y+/w3tcZ66/Mwt0/AeATAPA16ze6tTam/DtwCd2enU+v+hU1pgNj0rbaX71wgxU+5aPUd6swLZAAdOgrDcRn5OPbNlS9+NcMRbL1fV4R5q5j5ASOrM+9xNIMQuRCNFaw6dF43VRKNgC8WsRCQzvjAHCNCL/Dijk2B3YyhVNj3ckI9mR/CZZWD6Z2c7t6OtX1sPk0Vsvx4zWaUTC05lrBCtC57/RXuXR1gyBAUy8e2lgHo4F+1xLWPEMikmJ3KyBLbWIKzA3O6PzyuEUEubP/OZFRaxVVEFA1kbhb+A8VeIh+xZ7FEsKlMNK/meDL628eTDhzgLl56pqED3dU8QWyunlemIJpVQez3VObZIG0Wvq1ELPvQBTsURuuw2Zb0ypozOMkmxbjQ+XtG+J6qUOlNtC4pig5DddNKiteXss334s63G4WcnsJwBsztMbmX8GJNt4TKLr7b/Dfz5vZX0eYw58zs4+4+2fN7CMAPs+3fwbAt7SPfxTAb7zLAXBbpToZnSLQis7eRo3EGtX+dNJkEOANA7Dkz4pMq49Lr6qjYypFMMxEkCWux+gzEHO5DcgsI2+ISffIc4w58MEfTUe1LE1D11jJWBqQ8LhiSL1qd/cliunqeJQuRDmoMlfV0yUeWqT0BpD5G+edDK0xHV9Y2VsPjITcmWtN81WmD1DtE2hKxWcY9R1NSjNL4pPSnukAZpluymJSaqFAk9Hq+cAAzaAvl1H7abWJyN82T+Ezy+otKoaxF+MMSZAdHfS6JdyIssPdhqMQvTFXOCKIowef35d50ybmVmDu0oI6Cty8MofGNmFPewJygH28JxtZNfdRRvwBgj9BTOfMiHumfvahAEizKFJLSNaYfmVt6PpZ5q8i0XIhKLIsk9o9A6mZcHHd6jlXlfoeUOmWEhoJ6UPz4X18p/Gu5rOZ/S4z+7B+BvBvAfhFAJ8E8AN82w8A+An+/EkA329mD2b2rQC+DcDPvttxMhKsPiv7Dt82+OUSvj+TWWplNneB9baFf5GAGL2gtQN5/L3VJPR9Vl60zNM65wIWma1mR5N5egCTwFLmRTeXdUO1KFq/6EwLFJCNYj9iknbdysyWGZyf8XzN+jFuFtahK+FpaZrGmSAip7Urn7mNeV5rV5cZQ8AUQ0yfYheP62vWZpY3k7Pv8HZtKgAgGXBFhfcyj3j90uyVeTs491GZFIpqz/MSwDZ7amIwUuUFp2lFpqV6kSlxUa8bDc5nkG2lDxEov+VejDDF4UrLQwEqQJcAWaETqMXID9kfXqCZfVJ61Rl+r9EHOK57ns+47DFf12fLP9srr5dfDiUTuuylW9U6m23Te3mFPbaAZ7+fyQQbI5R75uD7o8VyW3hZtQL0fV3xoWuiZ1Pv6T/r2Pte0p138Cm+F6b4zQD+Os3KFcBfdff/2cz+NoAfN7MfBPAPAfypmIv/kpn9OIC/h+BZP+zu++u/ug0FNsyKNfZo9E4/YfcHzK0YJBCdAPcduF7g2zh+R5qZWwVlti3W52CuddMJGj+bYKn86/3GhDKrSju9n/Q6Sie1z1c/o6rbQFB8ASrrNR4YozU5To+c0URPE0HyH6CBkx17wPRAjv5VlHObR0kEEHKJ7g973BLwsum7saKJe/WUwQ1DBIqdMgMhfJKc6+5xrIlgRnxo5ItS4YyMAJOVzvNSKYa8JpjAUDHeYQcm6ouFKSwh8oL0O0LAuYyQzMwwn9ME1mYIZKCn+6nGZU/mCXfWfJw1BwJSiKYty/NHsVp2RXza0R1Q6YPdPa9flCCbeU1S8ynAtPaMiCHRJdH/lH2TZRnlQemCYOUbgZVx/WaLXiBUBX3j42vzvOJQwKRdf18W2GVrCQE4Wiyad1pXVpZYMsx86+QAAARXSURBVN56DkUkEhjtuMnpnA7uq3cwn+2V5kpvYJjZbwL4EoD/503P5T2Mb8DzPN/v8UGZ6wdlnsAHZ65vcp7/vLt/4+2LdwGKAGBmn2oayLsdz/N8/8cHZa4flHkCH5y53uM836sk53k8j+fxPP5/MZ5B8Xk8j+fxPNq4J1D8xJuewHscz/N8/8cHZa4flHkCH5y53t0878an+Dyex/N4Hvcw7okpPo/n8TyexxsfbxwUzeyPmtmnzexXzexH7mA+/7WZfd7MfrG99vVm9lNm9iv89+va3z7OuX/azP7tr+A8v8XM/lcz+/tm9ktm9h/e41zN7IWZ/ayZ/QLn+Z/c4zzbsRcz+ztm9jfufJ6/bmZ/18x+3sw+dedz/Voz+2tm9stcr999r3MFgCyI8Cb+Q0hn/wGA3wvgDOAXAHz7G57THwLwnQB+sb32nwL4Ef78IwD+En/+ds75AcC38lyWr9A8PwLgO/nzhwH8X5zPXc0VIUX+Kv58AvC3APyr9zbPNt8/A+CvAvgb93rvefxfB/ANN6/d61x/FMC/z5/PAL72Xufq7m8cFL8bwE+23z8O4ONvck6cx8duQPHTAD7Cnz8C4NOvmy+AnwTw3W9ozj8B4N+857kC+BCA/wPAv3KP80Tk6f80gD/cQPHu5snjvQ4U726uAL4awK+B8Yt7nqv+e9Pm83sqM3YH43dUJu2f9TCzjwH4AwgWdndzpUn684iiIT/l7nc5TwB/GcCfRSU5Avc5TwDvfzm/f0bj9wL4TQD/Dd0S/yVrKNzjXAG8eZ/i6xIQP0jh8Dc+fzP7KgD/A4D/yN3/yTu99TWvfUXm6u67u38Hgol9l5n9y+/w9jcyTzP74wA+7+4/914/8prXvpL3/nvc/TsB/DEAP2xmf+gd3vsm57oi3FH/hbv/AUQ67zvFDt70dX3joPjbLzP2ZsbnWB4Nv+Myae/jMLMTAhD/W3f/H+95rgDg7l8A8DOINhX3Ns/vAfAnLPoR/RiAP2xmf+UO5wkA8FbOD8ChnN+dzfUzAD5D6wAA/hoCJO9xrgDePCj+bQDfZmbfamZnRG+XT77hOb1uvL9l0t6HYVHW5L8C8Pfd/T+717ma2Tea2dfy57cA/BsAfvne5unuH3f3j7r7xxDr8G+6+5++t3kC+MqV83sfhrv/3wD+kZn9C3zpjyAqaN3dXHN8JR2Yb+OI/T5E5PQfAPhzdzCf/w7AZwFcEbvWDwL43QgH/K/w369v7/9znPunAfyxr+A8/zWEWfF/Avh5/vd99zZXAL8fwN/hPH8RwJ/n63c1z5s5fy8q0HJ380T46X6B//2Snpt7nCuP/R0APsU18D8B+Lp7nau7P2e0PI/n8TyeRx9v2nx+Hs/jeTyPuxrPoPg8nsfzeB5tPIPi83gez+N5tPEMis/jeTyP59HGMyg+j+fxPJ5HG8+g+Dyex/N4Hm08g+LzeB7P43m08QyKz+N5PI/n0cb/B4Rq+84Z/jmBAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(data[6])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multi-dimensional stacks via other importers\n", "\n", "skimage is not designed to parse metadata, but gives a low-level access to the data. If you are using data that have some standardized metadata you can attempt to use other importers that will parse that information. For example in the example above ```MultiImage``` just gave us a list of images, but no info on the dimensions. We show here how to use the package [AICSImageIO](https://github.com/AllenCellModeling/aicsimageio) (from the Allen Institute for Cell Science) which gives access to the metadata, as well many other features not demonstrated here.\n", "\n", "Just like before we start by importing the reader *object* and then use it to read data:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "from aicsimageio import AICSImage" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "data_aics = AICSImage('../Data/30567/30567.tif')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have access to a long list of metadata. For example the order of the dimensions:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'STCZYX'" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_aics.dims" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or the size of each dimension, for example time or z-stacks:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "72" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_aics.size_t" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_aics.size_z" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can access the actualy data, and in particular specify sub-stacks:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "substack_channel0 = data_aics.get_image_data(\"ZYX\", C=0, T=0) \n", "substack_channel1 = data_aics.get_image_data(\"ZYX\", C=1, T=0) " ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5, 512, 672)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "substack_channel0.shape" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2)\n", "ax[0].imshow(substack_channel0.max(axis = 0))\n", "ax[1].imshow(substack_channel1.max(axis = 0));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2.3 Alternative formats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While a large majority of image formats is somehow based on tif, instrument providers often make their own tif version by creating a proprietary format. This is for example the case of the Zeiss microscopes with .lsm or .czi formats. Some of those files can still be read by ```skimage.io.imread()``` albeit using a specific reader to make sure the data are read properly. Let's try for example to open the following [file](https://zenodo.org/record/3594412#.Xme_eJP0lTY) from Zenodo:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2, 1024, 1024)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image = io.imread('../Data/hsp-17 translational tail z-stack raw.lsm')\n", "image.shape" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2)\n", "ax[0].imshow(image[0,:,:])\n", "ax[1].imshow(image[1,:,:]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like we only have a single plane of two channels. However, as the file name indicates, we expect to have a z-stack. The default importer did not manage to properly read the .lsm metadata and failed to import all files. We can fix this by using a specific ```plugin``` to read the file. In a large number of cases this is going to be ```tifffile``` (based on [this work](https://pypi.org/project/tifffile/))." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "image = io.imread('../Data/hsp-17 translational tail z-stack raw.lsm', plugin = 'tifffile')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1, 64, 2, 1024, 1024)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image.shape" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2)\n", "ax[0].imshow(image[0,30,0,:,:])\n", "ax[1].imshow(image[0,30,1,:,:]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more \"exotic\" cases, you will need to find a specific package capable of importing your file format however it is extremely rare that no reader already exists. Here we open for example an DeltaVision file for which a reader is available [here](https://pypi.org/project/mrc/)." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "import mrc" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "mrcimage = mrc.imread('../Data/HeLa_H2B-PAGFP_01_12_R3D_D3D.dv')" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2, 43, 1, 1024, 1024)" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mrcimage.shape" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2)\n", "ax[0].imshow(mrcimage[0,1,0,:,:])\n", "ax[1].imshow(mrcimage[0,30,0,:,:]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.3 Exporting images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are two ways to save images. Either as plain matrices, which can be written and re-loaded very fast, or as actual images.\n", "\n", "Just like for loading, saving single planes is easy. Let us save a small region of one of the images above:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(64, 2, 1024, 1024)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image[0].shape" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gw18g940/miniconda3/envs/biapy/lib/python3.7/site-packages/ipykernel_launcher.py:1: UserWarning: ../Data/regionb.tif is a low contrast image\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ "io.imsave('../Data/regionb.tif',mrcimage, plugin='tifffile')\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gw18g940/miniconda3/envs/biapy/lib/python3.7/site-packages/ipykernel_launcher.py:1: UserWarning: ../Data/region.tif is a low contrast image\n", " \"\"\"Entry point for launching an IPython kernel.\n", "/Users/gw18g940/miniconda3/envs/biapy/lib/python3.7/site-packages/ipykernel_launcher.py:2: UserWarning: ../Data/region.jpg is a low contrast image\n", " \n" ] } ], "source": [ "io.imsave('../Data/region.tif',mrcimage[0,0,0,200:300,200:300], plugin='tifffile')\n", "io.imsave('../Data/region.jpg',mrcimage[0,0,0,200:300,200:300], plugin='tifffile')" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "reload_im = io.imread('../Data/region.jpg')" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(reload_im,cmap='gray')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Saving multi-dimensional .tif files is a bit more complicated as one has of course to be careful with the dimension order. Here's an example of how to save a dataset with two time poins, 5 stacks, 3 channels into a file that can then be opened as a hyper-stack in Fiji:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "data = np.random.rand(2, 5, 3, 301, 219)#generate random images\n", "data = (data*100).astype(np.uint8)#transform data in a reasonable 8bit range" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "io.imsave('../Data/multiD_set.tif', data, plugin='tifffile', bigtiff=False, imagej=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When opened in Fiji, the stack is correctly interpreted:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.4 Interactive plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Jupyter offers a solution to interact with various types of plots: ipywidget" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "from ipywidgets import interact, IntSlider" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The interact() function takes as input a function and a value for that function. That function should plot or print some information. interact() then creates a widget, typically a slider, executes the plotting function and adjusts the ouptut when the slider is moving. For example:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "def square(num=1):\n", " print(str(num)+' squared is: '+str(num*num))" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3 squared is: 9\n" ] } ], "source": [ "square(3)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "422a719d2b084459bb02ec38af4a9e08", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=1, description='num', max=20), Output()), _dom_classes=('widget-interact…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(square, num=(0,20,1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Depending on the values passed as arugments, interact() will create different widgets. E.g. with text:" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6d5b6b9c72924cbe8a3fa4549640d079", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Text(value='Hi there!', description='x'), Output()), _dom_classes=('widget-interact',))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def f(x): \n", " return x\n", "interact(f, x='Hi there!');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An important note for our imaging topic: when moving the slider, the function is continuously updated. If the function does some computationally intensitve work, this might just overload the system. To avoid that, one can explicitly specifiy the slider type and its specificities:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3b45ffd85bf546ae99bed88fe2d74c55", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=10, continuous_update=False, description='num', max=30, min=-10), Output…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def square(num=1):\n", " print(str(num)+' squared is: '+str(num*num))\n", "interact(square, num = IntSlider(min=-10,max=30,step=1,value=10,continuous_update = False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we want to scroll through our image stack we can do just that. Let's first define a function that will plot the first plane of the channel 1 at all time points:" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "image = io.imread(file)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "def plot_plane(t):\n", " plt.imshow(image[t,0,0,:,:])\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5c379148d1c5488b9d922afad3daf504", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=0, continuous_update=False, description='t', max=71), Output()), _dom_cl…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(plot_plane, t = IntSlider(min=0,max=71,step=1,value=0,continuous_update = False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course we can do that for multiple dimensions:" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "30eec864b8c7451d8360c9c9a7678ce0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=0, description='t', max=71), IntSlider(value=0, description='c', max=1),…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_plane(t,c,z):\n", " plt.imshow(image[t,c,z,:,:])\n", " plt.show()\n", "\n", "interact(plot_plane, t = IntSlider(min=0,max=71,step=1,value=0,continuous_update = True),\n", " c = IntSlider(min=0,max=1,step=1,value=0,continuous_update = True),\n", " z = IntSlider(min=0,max=4,step=1,value=0,continuous_update = True));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can make it as fancy as we want:" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "dc3b34e2298c4f8fa56f160d4ddd50a8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=0, description='t', max=71), IntSlider(value=0, description='c', max=1),…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_plane(t,c,z):\n", " if c == 0:\n", " plt.imshow(image[t,c,z,:,:], cmap = 'Reds')\n", " else:\n", " plt.imshow(image[t,c,z,:,:], cmap = 'Blues')\n", " plt.show()\n", "\n", "interact(plot_plane, t = IntSlider(min=0,max=71,step=1,value=0,continuous_update = True),\n", " c = IntSlider(min=0,max=1,step=1,value=0,continuous_update = True),\n", " z = IntSlider(min=0,max=4,step=1,value=0,continuous_update = True));" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "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": true } }, "nbformat": 4, "nbformat_minor": 4 }