{ "metadata": { "name": "", "signature": "sha256:8dce79ddcd2e84af81fb65556fb38f14983a89988cab9ab82acaa95a663ba904" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

Facial Reconstruction

\n", "
\n", " Description: Given a training set of 11,000 64x64 training images of faces, and a test set of 1,233 64x32 training images containing only the left side of a face image, reconstruct the right sides of the test images. This reconstruction will use the linear least squares regression technique.

" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# The libraries that will be used\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import os\n", "import random \n", "import scipy.io\n", "import urllib" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Getting the Data

\n", "First a new folder for the image data called 'facial_reconstruction' is made in the current working directory . This new directory is made the current working directory and the image data is downloded to it. The image data is in matlab matrix format, so they must be converted to numpy objects.\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "os.mkdir(os.getcwd() + '/facial_reconstruction') # make a directory called Facial_Reconstruction\n", "os.chdir('facial_reconstruction') # set working directory to the direct\n", "print 'Image data files will be downloaded to {}'.format(os.getcwd()) # show location data is downloading to" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Image data files will be downloaded to /home/neil/Facial-Reconstruction/facial_reconstruction\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "data_location = \"http://www.sci.ccny.cuny.edu/~szlam/2013-fall-366/\" # url of image data data\n", "image_stack_names = ['train_data_left', # names of the data matrices\n", " 'train_data_right',\n", " 'test_data_left']\n", "img_stacks = [] # this will hold the downloaded image data as numpy matrices \n", "for index, name in enumerate(image_stack_names): \n", " file_name = name + '.mat' # creates filename used to get and name the data\n", " urllib.urlretrieve(data_location + file_name, file_name) # download the file to the Facial Recognition folder\n", " print 'File {} of 3 has finished downloading'.format(index+1) # send a message that the image data downloaded successfully\n", " img_stacks.append(scipy.io.loadmat(name)[name]) # convert matlab data to numpy data and stores it in a list\n", "print 'The contents of {} are {}'.format(os.getcwd(), os.listdir(os.getcwd())) # make sure the data downloaded and is in the folder" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "File 1 of 3 has finished downloading\n", "File 2 of 3 has finished downloading" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "File 3 of 3 has finished downloading" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "The contents of /home/neil/Facial-Reconstruction/facial_reconstruction are ['train_data_left.mat', 'test_data_left.mat', 'train_data_right.mat']\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Reshaping the Data

\n", "The data will be checked by looking at the first image in the training and testing stacks. The data will be confirmed to be held in a 3-dimensional stack of images, converted to a 2-dimensional stack where each row contains an image in vector form, and checked again. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.gray()\n", "plt.imshow(np.hstack((\n", " img_stacks[0][:,:,0], \n", " img_stacks[1][:,:,0],\n", " ))\n", " )\n", "\n", "print 'Viewing first complete image from the 2 stacks of {} {}x{} training images'.format(\n", " img_stacks[0].shape[2],\n", " img_stacks[0].shape[0],\n", " img_stacks[0].shape[1],\n", " )" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Viewing first complete image from the 2 stacks of 12000 64x32 training images\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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4DHx3P9fDYZsbi0WEBeYI8CPgZ+B294HfzNOoIavkxm13BiAzFDOAz65xYMiU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\nDuxKACl7epa3ehaNehjwyL04A8cyg7xY3mg3gzbz7jrGd6DXMg4PD5e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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(img_stacks[2][:,:,0])\n", "\n", "print 'Viewing first image from the stack of {} {}x{} test images'.format(img_stacks[2].shape[2],\n", " img_stacks[2].shape[0],\n", " img_stacks[2].shape[1]) " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Viewing first image from the stack of 1233 64x32 test images\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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3UXyFxzm59v2VSab1pfVVIHLhXuQ9adDOUyGcHEfn52RqnCZCugImqmiOLDfx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\nAP8KAHvoozjZNg2n7382d35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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# To train the filter I need to take the 3-d stacks of images and turn them into 2-d matrices \n", "# Each image will be turned into a vector and stored as a row in the corresponding matrix\n", "\n", "def convert_to_rows(stack):\n", " '''Takes a stack of images and creates a numpy matrix where every row is an image'''\n", " size = stack.shape[2] # get number of pictures in stacks\n", " images = np.empty((size, 2048)) # create empty matrix to hold image vectors\n", " for i in range(size): # loop through each image in the stack\n", " images[i] = stack[:,:,i].reshape(2048,) # reshape image to a vector and store it in the matrix\n", " return images\n", "\n", "img_rows = [] # this will hold our converted stacks of images \n", "for stack in img_stacks: # loop through the 3 stacks of images\n", " img_rows.append(convert_to_rows(stack)) # convert the stacked images into vector images " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "# Let's make sure that the stacks of images were converted correctly and that each row is indeed an image\n", "\n", "plt.gray()\n", "plt.imshow(np.hstack((\n", " img_rows[0][0].reshape(64, 32), \n", " img_rows[1][0].reshape(64, 32),\n", " ))\n", " )\n", "\n", "print 'Viewing first rows/images from the 2 {}x{} training matrices'.format(img_rows[0].shape[0],\n", " img_rows[0].shape[1],)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Viewing first rows/images from the 2 12000x2048 training matrices\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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4DHx3P9fDYZsbi0WEBeYI8CPgZ+B294HfzNOoIavkxm13BiAzFDOAz65xYMiU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\nDuxKACl7epa3ehaNehjwyL04A8cyg7xY3mg3gzbz7jrGd6DXMg4PD5e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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "# Now to check that the first row/image in the test matrix\n", "\n", "plt.imshow(img_rows[2][0].reshape(64, 32))\n", "\n", "print 'Viewing first row/image from the {}x{} test matrix'.format(img_rows[0].shape[0],\n", " img_rows[0].shape[1])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Viewing first row/image from the 12000x2048 test matrix\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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3UXyFxzm59v2VSab1pfVVIHLhXuQ9adDOUyGcHEfn52RqnCZCugImqmiOLDfx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\nAP8KAHvoozjZNg2n7382d35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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Regression and Reconstruction

\n", "Now a 2,048 square weight matrix will be found that minimizes the least squares error between L\\*w and R, \n", "where L and R are 12,000 x 2,0148 matrices containing the left and right sides of the training data images respectively. Then the 1,233x2,048 test matrix is run through w to reconstruct the right side of the test images so that test * w = reconstructed. Finding this reconstructed matrix completes the goal of this project. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "left, right, test = img_rows # unpack our images matrices to convenient names \n", "weights = np.linalg.lstsq(left, right)[0] # use least squares regression to find weight matrix that reconstructs partial facial images\n", "reconstructed = np.dot(test, weights) # then reconstruct the other half of the test set images " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Results

\n", "Because this is image data, we can look at the reconstructed images to test our results. Using the view function, any image from any stack can be viewed. The train and recon functions show a random training or reconstructed image in its entirety." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# And finally let's create a function view our reconstructed images, as well as images from the test and training set\n", "\n", "def view(stack, image): # function to view an image\n", " ''' View a single image from a chosen stack of images\n", " \n", " Keyword arguments: \n", " stack -- (str) this should be either 'train', 'test', or 'recon' \n", " \n", " number -- (int) this is the index number of the image the stack,\n", " 12,000 images in the training set, 1233 in test set\n", " '''\n", " plt.gray()\n", " \n", " if stack == 'train':\n", " plt.imshow(np.hstack((\n", " left[image].reshape(64,32), \n", " right[image].reshape(64,32)\n", " ))\n", " )\n", " \n", " elif stack == 'test':\n", " plt.imshow(test[image].reshape(64,32))\n", " \n", " elif stack == 'recon':\n", " plt.imshow(np.hstack((\n", " test[image].reshape(64,32), \n", " reconstructed[image].reshape(64,32)\n", " ))\n", " )\n", "def train():\n", " \"\"\"Use this function to view random training images\"\"\"\n", " img_no = random.randint(0,12000)\n", " print 'training image number:', img_no\n", " view('train', random.randint(0,12000))\n", "def recon():\n", " \"\"\"Use this function to view random reconstructed images\"\"\"\n", " img_no = random.randint(0,1233)\n", " print 'reconstructed image number:', img_no\n", " view('recon', random.randint(0,1233))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "train()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "training image number: 1373\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BfPmuerh8kYv2o98/K11ITA9MCxMHioNBwKuV1xVKLiAnpczKK0+6ZFIP36Ry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\nl6GxPLP1BH1r6jDy5Mb6FBgBfSllBcB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qoreA6xYgUhSZ4vI63Ishf2411Yp4X3m/RmDJ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\n21fiab8o/xF4FeSt6ThdpKMKynkb894ydzy6v2X1xyx95J5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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "train()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "training image number: 2488\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FANimDKzucDJW6u3NGIP0i0a36kNmOLJxpC55XzmG1LsPHL2v9hHLFFalojXZ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\nY/fKiKm9vAPRZ5goS8bf2So+vWiwyUJYn3TJZV2VuaD/a33f/2XXdf9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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "train()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "training image number: 10587\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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UHkr0+r4ao2W2ntw66N98800AwOHhIZ4+fTq+WkjjJF+8oZTIZe78vUuPRvN/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\nmRgL66XPg2N90kITftc7xwj8ZRakKHCmgF+xgmW3ZfTE9UL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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "recon()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "reconstructed image number: 629\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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t9UYbbRd91/4Pxe+YNCwZ8qRxXdwmK5WTJ68TszFB0lLHlHk/59lU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\nC41+8kRmjEf3AqBfykb0WpVp5iUU8A70Ks8xnp6B1TJQ3D+ulxkT5Ip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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "recon()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "reconstructed image number: 662\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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U7Fro/87KKCgVrGzpDw4OukeJ1UpkwTi18nt7e7G/vx97e3uxt7e3UEYm5Bng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\na+YzK3caio//eSCZ+mmU29E+BCG5HjrfznvaMY2MiA7ss9msAzz2yM9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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "recon()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "reconstructed image number: 622\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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DoAycI8CyQXdr9zOAdzrm0kWabN8Jt3cE3Mw4RH3PRHi/v7+PK1euLLw1fwJ6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\nlpW82OCOcHOu/3DjmHGepCpjlC7Lo52mG1UY9EEnJyeLP73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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "recon()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "reconstructed image number: 840\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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0WDTTc7tGbcKA1+DUAkJPeqwgym8FCQWvgp/t77IZt6HlKxm9H0kyWaZvAV4z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\nlGXQZ1S5lflboHe2z4KDgl7Zk/qB2tDtje9N2vUCRMai9Jg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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "recon()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "reconstructed image number: 264\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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hx7rGRIFVo+2uL32ePxvbkP7g+zrJPDeW5XLZAh77MxiMOEefLfcwxYE+Czed\nzjnDqPkH/S0rG9mRx+8RXjlwDNYq8Zw5Bj9byNlsFsfHxysPoNSr5lCcp3dGQBMkej57+j4Pui74\na6XmxbLjuA+sNH25BmVZNS/vvO26oH8QGXB/a7JQ5uiy5CwrzKsaGdWFLF/g+sjnMdj18tna2BCC\n4Nzlcpk+r/6x03tcWjvEgzRNs7I1kTObPDh+pBSeDb+3txfL5bK9JTW2zvJ5utnG0T+dwBoVqwFf\njUOmFBkoMtrH79oHZTXOcGl9CoJ17v/mtpy642vjyLyznltjMm6sKqNMDzPjrudq2/xfttLA5/Lc\ncP6g774Sff+tG3Js5CYarBxqaVnoGmvpOwtwOp3GfD6P+Xweu7u7cXx83GEVs9msc/2+Wlf3+COe\nNL73ve7E06LAdwrSZxwyT+jq1XcHhqw4OqlZ49PT0xVQ1EAzBPQ1D6jn1Ipjas4La/14dwBVj9pn\nqNSjOqOpxlAvj2UH5PbWZ2Ov/f5EeXpVKP6sCsJCc8+Qx2symbRe/vDwsBUs9shje6MKQz09Yjo1\nSFCOiO69yFBqINbCyoTv7hguSsszwLt+DFUcBrwq7lA6PxT42bjxe98LfVfFZpAry3GxcmawMiPB\nxl77oXJUZ5YxR9ShoF9n3rgfbpt0rVw66O/du7cCeFYyLgx6FRj+50QM39iSs/g4FkJQOg9B4Z7i\nDjRKv9zEONo2pKgn0t8c3VTF5uOy47WfXFT5s51gCuAM7O4ik6yP2lfuT01m/FmV3cmpNn5uk8em\n/yv9ViOU1ecMCsfl6yYjnY4i5HX7GGrl0kF/9+7djufWtXlH13hScQw8+Wg0arcwLpf3b1N9dHQU\nBwcHbQzPAgMrGI/HMR6POwk/sALNgDLQdWORK32AV4Wsfa4plVOyWnHGxRlQB/w+z+gSY+rla7LA\nZ42hnRz1HD635vl13JkBUsPGv6vR57E5YxuxujzoDLyGstl2Y67bGQT+neeuVjYOeoCXweV27OH/\nUi4eP4Vtibw1ES9O2umgeX8A/tN2Iy48fNM0navqHLXnMsTDZ8Dv8+BO4fWYoX1RRRlKSd0xLkej\njMAB3AF0KEPK6sLc9Hk4lkEGfB4DOxAYgAzEXI8zlG4MEdE6sSxE0j46FjCkPS5DnmX3fET8txHx\nIxHRRMR/1TTNf1FKeSYivh4RL8b58+yaprml5yPe5oHxLjoIgMGM31jp8RnfAWTUi/vrc6zEN8ng\ndjCBCmoZryh3AAAgAElEQVRuT68X6PP0ePV5fAW4o6Y6oXoMn+eU1/VVvYOj6TV6r1eB6Zy6PAD3\nUw35OkDXvmu96nHXNSIsEwaMA/4QY+uYkRsH5sp5e16t4nNroO9jWShDPP1JRPx7TdP8g1LKXkR8\nu5TyakR8PiJebZrmy6WUL0TEF89fnQJAbW9vt4PU69MZfC6Wj6jfD46PQay/WCzi8PCwrRNMA4xA\nDQRuaZ2BXosqmqNdGR3PFEbfcexQ6qttOVqI7+qlszieAc/J1744PmMp+ruTicuEuzyPxssZ5a+V\nPialRkDf3W98vHruUkq7OgTdxPIy66DmEbQ9hAgqWx2HK0MeYPluRLx7/vluKeW7EfGxiPhs3H+a\nbUTE1yLitaiA3sXJ7qF8mSVDLgDKpgOEEAB6PGQD9AkbfvgR0/zkHRgD1MUxP0+iU2j23k7wyl70\nNxRVVFa8IR6S+5EpjFLBjNbz/27DlDue2+OifXIy4ddQ0GdGlOWaGeyacVBnw+dwcc6J62Djyn0Z\njUZtqHp2dta5zbpehs5j1OVnN94hZa2YvpTyUkR8IiL+fkQ82zTNjfO/bkTEs+4ceHkMjD2oPlVG\nC1tzrB1DCTMgQTkXi0VbPz/GCrQJfeH+8cQ60HO/st8yg6DHqIwYOK4dxw5q9F7bY1kyqB3wle7r\nzR5cksrJBLJzxkjHxd4wA72uqWvp8/QOoDVWoN5eDUkGeD7fyYnbPDs7i8lk0nkOA7NfN94M9EMZ\nzmDQn1P7/zEi/nLTNPui2E0pxY7+O9/5Tmu5XnjhhXjxxRdXbj2VFQgIeQC+ug4DxYSw1+Z3CA6G\ngp9Yw5tz+HNNYZyn7zuuphiZsilQ1Lipt9PzQSWzBFHNy3Mdmcd1RqpWtF6Vixqi7JWNG/XpOMAk\nwZbY6OmSn+Z/uG88Fxlr6WNV2i/UAcDjfnnZ9tzanvq33nor3n777UFzMQj0pZRx3Af8bzZN883z\nn2+UUj7aNM27pZTnIuI9d+7P/uzPdgCrFqm295gnBMfyLjtOduiTaPCaTCatsPnR07CqnNlnpdC+\nOG/Z5yWUjQyhYAwmZ90dHeZj2RsB9A6s2UYc7UeNXmsZMj6eUz7HgboP+Jn8VB7KKpum6QCeE7k1\nA83j1LDMta9GlvMeHNaCSeFdQ15dPXJ6B4eK3771rW+l/R+SvS8R8ZWI+OOmaf4a/fVbEfG5iPjS\n+fs3zekxmUxWBuFeLnbGZwU9Xz8P0Ooz5/idBbq1tdWC391plNt3QKh5WD6u5uGHsgSuixU0AzyP\ng+WTeXbn6bkvju47qurG5ICg8uHjGCA1wOj/fYaGdQsy48tmHQvQvroxsIy1OMPFxlN1nnMmmufi\nOD5zApmcszLE038qIv7NiPjfSylvnP/2qxHxaxHxjVLKK3G+ZOdOVkqiHtwJtUbhIAitR+k9hxAR\n0Sb4SunG831xkAIx65c7zxX1+moglFHo2JkFuOPU43MyjoHrPLgDubsve9+YeFzcpxo7GBLT8zUB\nOg+Z52U9Y/BzsswBXudDZbuuvvDYuE1ONAP4HNOjPefpnUyHAH9I9v5bEZEFE5/pO//w8DAiurvd\nmLKoZ8JnLX0WnwXGirS9vd1S+sVi0dlrf3x83O7Wm0wmbVsq1Fo86fov8usc57xT5tXUsLGyMGBV\nyfm37IEKy6Vfe8fvCIE4gcc7Krmo4cwAyPKoze+Q7L16+r53bleps/6X9UtZJ+uwY4oqHw4zdNOX\nzmmWZ1Hj8SDefiNX2UXEilfNrJVb4nNUVekplkAY8PhNlXe5XLYZflyem23EUdC7kim8o/kOBJlX\n0BiQlZQvQsrYChtDXmN3YFIGwPkPNRo6PjenfbQ3CyWGMBGtI3Mc7GR0rtQB4T82mPiuBjZ78Vgc\n8HkDmOo35oofduFYhnME3PYTAfqDgwO74QBFJ7CWhc9oKFPRiO4mnVJKx9vhaSKLxSIWi0Ub4+Hp\ntKwQ6F8W90bk6+wO6I4CO5ArCNTDwCsAxE62qFcNXgYmZQDs6XlzDocXPGb3ciFb5r0U7FnOIQt9\nXF+YQmfGgAHPx7KjqbGImuxVL0opnWQ2e3oduzNurBc10PcB/9JBj2xkRkN0EjkeZ9BjApxSqMdB\nvZgwKKwyA2yMQNIP7evjqDOQoKhS6Tt/5r5GXFB7N+G8Ns2eAf3HGJx84aXUY2eUmWV0dna2Ano2\nQFycoVTQZ4YtM3oZ2B1TYJlyW+pcMhbAxh3varg0hOLigMl9U+/uQgR3nYd+V2ZQ68djBz28L4oK\nRzuaDRhK7GKdbBJxXha3LpfLmE6ncXR01Hr6iOhcuJPRYbRRo3wKAv7M9auyO7rL41PQa+H6AXiA\nmJNiLlGmSSW+gYnG0Zgvp9AoOp6a5659dp5d5en0i8MjR/WZXrtwIWOnPLYMcOzZ1ahw/ezg+DkR\n+l3D3cwQ9ZWNgD6z1JnldvF/xGoWWMMGTpQwIHU9GvWdnp626/m4047uG2CPqwwjy1Pwum/m+aEI\nGZVl74u2cO2/emYFJBs/eHokMd2tyPh397+j9HiHcXU02oE9S8qhZF6T28/kqXVAbvquc6V6xfXz\nmPS4mi5z/Q6cXL+uOGUGwHn7BwH+RkBfS8SoIIcORnfocf0Ahi7F4DMD7ejoKI6OjuLw8LCtiycf\nCqleEcUpn15bkB3rPDwrrMbZ7OnZOysj4A1M6ukZ0Jzg0+9qKLn/DBw2wKzwGW13d0FyYHMUtWZA\ntU3VIWUozMTUsNSYBB/nGAkXXQlwfWIddi9dfq4ZEtd/Vy4d9Lh3HSsmOsfvXDLg62Qrfc5iJFYu\njVGPj4/j8PCwsw9/NputGCUcf3JyYvuv3iO7DZIyF6f4EV0jw0aAx8PH8m4uBr0uuenuL/dSQ6Iy\nzq6d0HGyx1Mmhu9u7K44nXDe1AHQsUYujnqjsE4xM+kLI7TPjrEA9BnFd/Rex6v90LZc2Rjo2bqj\nZJ1zCoR352X4PxUcPBAmCt+h3HxhDrL4HJJwXwF6nfwsTutL8GWUECyA6TtTO22bE3YYB1iGW2/n\n78wC+FhlTtw+b27i+VLPycxA5xd1A/h8PMu8RuO1X1nIOCTMcqxTwyVs23bn8Ry6sM8xTvb0urHM\nUX6N6bUuxzZc2QjoNW6NyOm7Tgr/5jKhfCxPDl/Vp0KBt4anhxJOJpPY3d1tgaYUDjG1xvdaNPbK\njBiKKgsDG/XDyzOwMH4Yo8ViERFd0KunZ8AvFovOxiU2AGxYXMiC33hMNVrJwOf5AvBrpSZHNrAs\nF6XeKm/9rsDNdMs5Aw2B0Bd1UC4cyDy9Al8T3JnRGQL8jd8CW7PdEFRm0fUdgjo7O2spl8aMvOzm\nKBF7bEykS2ShXc6Yo32Xn3DF0UwdpzNazntoso7Bx8CBvJ2B4suMM8CD3kNB1YtCEbPQxNFaZjJD\nQjxXnzs2Y0rcppsjlrnz9PyZ5wO/KQPS+Yvogp5lxYZAddQZuD5Qq7GtGd+IDd0CW5M2PLDsMwsG\nA8G5Dvi8GQexOSaG6X7ERQzMfQFQOJuNdrlt1BmRZ3E1HueJypSE2QF7UJwDxeM+oT/sHRhQmkBV\n4PMmJU3iqVHj8bp9C5oZR1FZcVF6nxUHRhRerVHQuPrVIzvA1+aWdUa9NHtrBjS3rQZJdV9lxgaG\nf9NknjO0WdmYp3cUSF8qUGeZHeChyBg4rrhjaooNOPB+evGGgoJBz3Sb+6L/AfAcIzMoIrr7ELIL\nhNyVVmxAmG43TdO5OUnE6sUrDvDs6XUN34EeHg/yc/+zUiud5/+4MJOI8Mk0Vn7+7upj3cKxeHfG\nRdkIt6mF+6G6y4DHXDnWwe1CTurotE1lRjrWPs+u5dJBj62uERedVvoa0U1s8bEoSosAfMS6OGa5\nXLag5x1r+O3s7Ky9Hxm+804zNSIwLCpY9b5on4GPtXHUCeC4hKOL3fAOYLOscH5EtKDn5cbaur8D\nvWbs2RByu449qAHIQjM2kpmCZ3Ovy5oq86ZpVu50pMYmo8HOu2s4ifkYAnjoBeurOg3uQ5azqDEc\n6GBm/Grl0kGv1t8JrJb00onAC2COiBbouMpOlYIVFwrO9AvvvHvKTR4Ke1qm4jqxo9Go9aC8T577\njb5wok4VKeICxCxH5C34PgKllM41CDwehECLxSKOjo46sbwCN0uAuRcblRq1VANUC4NY3soslMq6\n+jTJ6MBfo/CqO8pSYQAQRjLg8Zv20TkKTWKyTHmlgF88r44B1eYgYoOgV5Ar2F2Mklk6KDE+a3LQ\neQLUCU/HAIro7rkHGNlzssIw6PmGHhGrzxLf2tpqN9aocrNH1dgOnhv9VMrIRodvFMIyUBlh7NiQ\nxNTeJddq8ud6Gfh6DH/WsENzCNoOA6YGAg6DcKxb13Y6wuyMvzsjgD4x6AF41IEX67JLhjI2NAxg\n4+jGy3KBDutc1MpGQI+OASTsyWreHZ/5pcdBmbmox4roUku+WowNj3p6F8PzObwXgOvn77ien72+\n0mgUZTKc+Mw8PcKW6XTaKi4DhL/zltyjo6PO8h33QeePFdJRYQalm3/30l2BGbvg/gMEzIi43wp6\nZ5TZuaAtBakzzOrpnZ4xxWcDr4B3oNe2eQ7VaGkORI3pY/f0/PRYvmKuloDgSWGr7OiZGyAU/Ojo\nyHo+Tla5xBqvk/Led/ayOG4ymXQMBxsizdwyONgz8vj0FXFxy2TuN47XrDGWLLU/Lp7njD3ayQyc\nZqn5d2e4sznFZ5fEBctyhZ0HzxkX7ZcDC8uF++OMnWMf2n/9zH3tK5ncWFc0bnfHRqze7KNWLh30\nu7u7HYXJsqrsyVnhNLurNBtFhYFkGtrA7jt8x4sVWekWqDPHiLzxZzKZtHfVZeMCmq1ezSXLHHWM\n6N7fv5TS8cpK9R0glTLqUh1fasv9VbC4pGPflV/ctgOCY28ZnYZ+sC6wkeY2aoZJDYEyQdSjXt6x\nMRQdO/fXxdluvjNHxvSedcOFA9rXx07vd3d3WwCh05rQwW/q8SIugK+gdhZSvTorOx5yqYrJCs0W\ndTQatbEyJ5AYBHwrbdTH8WREdMapFx+pRWbjxtSeQa9XvtWSohHdEEg9PcegSpW5bn1ugVtxcArZ\n5520PUd/VakV2AoKB3CXO9LQTfuniU0NLYeAkOvTsWXOi3UG4+XjuF2tl8+rlUsH/Xw+7wg+4mJz\nDMc9Ed34UYWSURadCHznjTbI6utLPZiCfjqdth6Rn3Wv52mMxdtidbebgp7HyRQWE4d33TyjMaay\nKQY+Gx6XQNO8B39mwOOVgT7z+I6VKZtwYMdnBp+OU4FQ64PmATRRxoXb5d8ynVPg67saD+239kEN\nhBtf1kZfuXTQ83ZYVigUnsyI+r51taI6UM7uosCqq9XnvQJqHTHZSJBNp9P2HMTwDG6EEnic1v7+\nfty5cyf29/ftPeaY4TBVRSJKE5wwAu7lvIcrjlYyABjgCnK8cBNRziGoMnI/eHz6vya+al6VFdt5\nbwUFt8XFgRvzrXrm2FgWonD9HHY45sLeWx0P572U0eg+DnYS2XtWNg76zKKxl2OqqpQsU3pHGVnJ\nkMRD3VoPez3Q8MlkErPZLGazWav0HIOizqOjo7h7927cu3cv7t692wL+zp07ncwwzuG1ZHjO8Xjc\nAoGVG+PX3XJ9dNEZS/Uc+A/gdPkKvlvwZDLpjeVRJ7fjErjL5bJNPIK5KOtwBtyNUQHv6C/3y4VV\nTiezTDiHYNw31t2I6JzPDob7rYlYBXcGfGWDKttaeSygVyHwOwNeB+o2dHBd+BzRVQw1KrrUgpgW\nn+G9p9NpzOfzmM/nMZvNOlnuiItNIwcHB3H79u344IMP4tatW7G/v9++IAN4RQ5ttre3WybRNE3n\nikCWlzNSLidQo9QKevX2LleBh4WoAXBtqJfkMehSLcuaPb0uy9XoL4/ZsTh1EhomZHLjMWSZcAa9\nypSTwrUwhWWuoK8BnkHvyhNB7yO6dBKCibhYYlHFiehaL/ynSQ0uGoNl8ZRSNPYObAi2trZWYt+I\nCybCSnp4eBh3795tvfvBwUG7Ds5j04lna8/ekMfoPDBvN83G5kCv7THLyai9Ah6gdxRaQy+dU2ds\n8B3zzfPu6HuffjEo1Km4RJeyKjemjJk69gRmo2whc0ounNXPzgg4o8vyq5WNbM5RZWRrqALnhBP+\nZ0FlSRzeGOImxlFhPRb/IRxQa8/C522tBwcHcXBwEPfu3YuDg4N2WytPKNeN71jnh7fnwjE2QId7\n+U2n087uwWyMjh4jpMBSJOcW3LKcJu80jocM8Y768M5syoFd8zxqGFzOICt6XsTFVXhspHUzDpie\ncz6uzYwtqEFlGbCceI4dO9OXYwSMFYyPmW2tXDro0RlnEZmKQbi8LBURbezrKK+z0GpV9aVJwAyY\nmjPQCWiapl0KPDw8bIF/cHDQnqdxrI4fgGKKj3YZiDgG+QVeJuyjrShsuFAny28o4AF6lpnKltvj\nOFbpMht07rN6vCwfpHOcncsA4asxWQec53TFhZQ8HuiGLoP2efrMc2u4yyEAOzr28g8F+lLKLCJ+\nLyKmETGJiP+paZpfLaU8ExFfj4gX4/w5dk3T3HJ1MF2D91OLlSmIgg+D4z3pLCBWPPWAukRWYwGu\n3Yiup4+42ADEt5nCZAPUmacqpcRsNmvzBdhGy/G+MgEAH6DncfJ7ZT47hkRBX4sjXQYZSs2yzVhV\nttIwxMup91ZjhrliY6Qv3VvvvCzLCe8OQJmhYtCzfFzYtc4r8/Q8fjXAtVIFfdM0R6WUv9A0zUEp\nZTsivlVK+ecj4rMR8WrTNF8upXwhIr54/lopeDosPDYoFmLDiG6yjwcCIS2Xy/YWThEXHgJeSyeQ\n16MjumyDKSgrCvrCE8fFxVZobzwex+7ubntLbcdinCIzbUcmGy8G/Hw+b5Nq7GnVgPHqA+8A1Hge\new74Drs8JseUSCesV2dvy/PIcuX+MtA4T1JTWAdWDgE1Psbcs1xYN/id9U3fawyKf+sDruYcWB4s\nR9U51RuWnc79Q4P+vNKD84+TiNiKiJtxH/SfPv/9axHxWiSgZ++H5BiDl2kLrhnn+CsiViZFrbgK\nHWBnRXRCRR9YoMiUO+/P4OAJGY/HsbOzE6PRKHZ3d61FRj3OW6IevgAFmf3JZNKyAb5ZhlJHzoXo\nBhyl9gxOjZtZTg/yYplmyucUm8GbsQWVo4JGwcHzqGB3m5QcC2EG4/rC4+C42r04ga31OH1Tg+GY\niQK+z3BGDHs+/Sgi/teI+DMR8RtN0/xRKeXZpmlunB9yIyKezc7HFWbq/dhLg8pGdG9iwXdzgWAV\nLCoMF2dmXok9B9PAbDlMQQ/Bgyrj1tm80cKBnncAoi0sFY7H4zg5Oeks54H+6zo5sxcFvvP0ULrM\ncGYyUhCqt1dPj7lyTIHbyNrPMu2u7/iN/3d1qXfX+yHqnGfgrv2XeWTWS8hGwz3IxI3TGWg+nvVI\nWZgrQzz9MiL+XCnlqYj426WUvyD/N6WU1LTcuHGjHcTe3l5cv36903nn9ZHU0ls5YUB6KS0Eijp4\nOcoll9zSniqa85p608ytra1OfM0WnZfgsslk48aUVzdq6KYNrlMVWvvLS40O9Khf+4gknmM2rKyZ\nd1LF5D5omMSKDA9dA71rR4uj9Xjni470NmG6D0T1xBkwZgQ8DuelHVvUFzsGJyNn5N988834/ve/\nn/aRy+DsfdM0t0spvxMR/0xE3CilfLRpmndLKc9FxHvZeQzy0WjUxpHspSIuqOdoNGqBxMDBmnfT\nNCv0HZQc9TCNVe/kFBafFfC1e8SjXX7wpU4oQOY8JocwDPyIemaX+z/EODGVhyw58cXUkBWW1+WV\nXbDyKegy48D/sXJzvawXDFplZq5+x3oc80H4xHcB5uVZNaA1sHPRvqiX5/AlS4zqyole3IQ2mMrj\n9WM/9mPxsY99rO3n66+/nva1L3v/kYg4bZrmVillHhH/YkT81Yj4rYj4XER86fz9m1kdWCLBZDEl\nVC+EY3DbJ1VSpTE6IazcGa1klqCUjsHISsJegW+3BdAjOcYPgcgsMyseLsDBZwW7vliRMqXWF2QM\nAwTFc3KEDEtZXcLj+WGZ63lZf5X6KviVsqu3x8sZPzXkGVtz9/xfLBYr24Ad5e+L6bUvKg8u2UoI\nMzveIKUrAerlmZX0GaeIfk//XER8rdyP60cR8ZtN0/zdUsobEfGNUsorcb5kl1XAN5h0AMN/ztJB\nuTUW0z3RGh+yMrGCL5fLjvdlIbp4FQLVJ8TAcAAMvHNNt6lqfTwmbZ/pvfMGakh04tVLcfKTQ40M\n7HjXPrBiqtI7UGt/1QBE5F7fLUXyphpHo1kPMrlkhhye3jEwXgfnNrKwQmXIMuH/nWzV4/M7ZOTG\nl4VBtdK3ZPediPik+f2DiPjMkAaYRrJAIFBQLQyOaRCUD3etPW+7nSTejaTC0WysUi38zgBwHke9\nIs5jhcYEqTXGOJnG691nOZxhwOgWWK1fFZtBEbF6nT36MwTwkLuCXY2OysKxFPV2mcdnw88yhIx4\nd1tmsBmw2cuBRZNgOudZGOEMT/Y5K072XJwzUjbzSEH/KAp7dKb0+O/k5GTFm/GyEkDPWW6uC8cB\n+EztaxQU3xX0LmGmihHRtdZKfXncTLX1WXIwcJPJJCJiRfl5/zvvR8iUWQ2dA6AyC5aLAlc/O6V0\nIOZ3lY2j+urxtJ/cvovz8WLjl70c9Veg8zvmMgMw+qq/KQZwXMYQ3IvP55caKTb2QwzNRrbhsqfn\nwqBnBQAISimdzDI2+OBcrlNBiWNQD4Mdv6kwMyrNioZz4Y2xXKd1cnzIOQE2AkqHdVecJnVqcV3W\nRzWCCnoFtHptpdKqVBmFz4wO1+XYktulyecwu2M9cJ5vyO8uX6Sy7CuZIVznHJalKw742v+sXi2X\nDnpn9RiwAAYUQ+/Qyh6fYx298wvXq1bS0XNHddXKOgVQBeWdhdoHpdgc4rCRc/Edj5X3vGu/nAxY\n9twPBpKO1wHdfdc5zY5TD64Gt69dlqmGba4fKv8M1BlIMkBpn1W+Gq9z6fPaWrRPKh/HfpjBcR21\nshHQu4HjHYqLW1rBK7KSO2+gis/fcQ63pxPInxnQzltzUgwemek32mAPCiqKGBVj4PqcN9SEDmdv\nnXFxgHeg1kQqyyGjlxlldzLkerIxZXpR83DO4AzxpH0GQOtHUQORHcfjZkC6fiso+15OPmy0UdhZ\nct195dJBr5PNdA3CRSa7lO5SkdJtBgLO41iOEz5ukpwlVfrIxyp9xgToKkNErHgHbR/AY6VyIOOx\n6jPqlJ040Dtgs1I4L519VvBq3iKbbwd4zXdkXp775o7NjuO6Myqsn9kQZ8ae5ZGB3n12/UW93Fat\nqIx0nsB4lcX11bsxT8+FO8XgKqW0nh5Kz3UAOBgshMehgh7vPIXrGysXvnPfMnoPQGqBEUI7UK4+\nj+BYjYvLMy9fq1dl4ADP/e0DL89hzUM5T9XnsdVA6X/62TGdPm/qxq4ydsegsCycJ+Zz1/H06oic\n3HWlSUPcWtm4p8dvzsLDayO5x8rNyUCXZcf5eO/zYPqbU0IHLlenKqHzMNm5GYXWhOI6ljwbwzqG\nodYG/6csQ0G+XC5X6L2bH1V47osuSyoDc4nM2hihS+zls/lWdsjzwDkYNToP8uL+O52qzYtjKFnZ\nGOjVurqMLkB/enr/wRQsfF5rdvRfvT0XbgP9yYDPBcLmZZ2MNbjzNCus/VEPyvLQ76Xkd8nRMTjj\n5baUKhC43cy4qAIqSLjfADzPn84L3msswAFe8y3ZCkYmm0xOzmCzzPgYBrs6NzdXNaNQC9Fqhl7r\ngDGslY2AHmBBx1XJUdjTqzLxNfdufbzPo+HdARf1cj908rOkzhClUe/A3pyNV00hXRtaHE3P2Ark\nwExC6WpWnKIxI0O9QzyUA546A7fW7jy9k4vz8u67mzcHRKXRbADQHsah8s6An/Wd5Yb5qs3JEwf6\nTEm1OK+E3xjsmozBoFnoGVVy7WZ9qdFHpenOgjuQcZysYYr2Q72gK300HfJTJVYQcN9Y3sxIlOay\nx+V6VZGzzD+Pkc9nQ5yB3c3NkFfWB517B3z9LTPQLA+dI/7O+uN0g+fHOaJM12plY6DPPCW+4915\nSSgtr13zPmy0wXmAiNy66n+w0qqYqCt7Ioz23Rk4NRIMIH53Sqf97PPw6sVwvgJTQxXnDWsvZ1TY\nOyqDi4gVJsPjVIXmsUSsbq91O+x4Xmpgd0WB6M51Hl77zW3rtQ8Z23BAd/cjRFEZOKz0lY2BHh3W\nTqn1VwXCAHGNPNboHeibpul4B9Snk6WFFVG9mVMw5zGyrLaO0YUmTtmGFhemKOAyJXHeh+viOjX3\nwMqoXhrAVeAw9Wf5oI/cf5YLgzrz+I5K1zxhpoc8dxnVZ/nhGGY3tZAwM7K6rdvpCLfvchlDy6WD\nnneiqaAd1VKhORrHwo3osgnOIXCd6klQSrm4XTMKGxF4et2njXMdtXMK5SZXJ18BuQ74XdFxO6PF\nhedJ5aE7BvFZx+xkwkY0y504w8sJQVb2jOLXxr2uQe3z8tkrAzzeneF0Hp63JHMd2jdXVB+1bHzJ\nTicH70oX8RlCRj1K4zJrygyD23JJRDeZEWGfQec8fY2+4Rhu253jSm3ynJJh5YOvpWfDGBGdLLrK\nIfOMLmRw7319zUCi9ahsHKiyrL1jac6JaLvuv4wRoE9unnn+0R+sLsGA8SYzvdvxdDq1m7LQT11l\n4SsT0f5jT+QNiVfZqzkqFnEB9q2trXTXnQJevYoDpTIAVkS9zZImZ7hNrZsZRc0o9FllPV/l5+Jc\nfrHiqYKy19a6+Lvra0aXIXMFKx+nnlPZmwO9nq+A591zKH2Azzx0FgZy/Zn+aUKXwY8CoPKl0wA8\n7snAV1WqDvPqD4Oe+1Urj2VzjrO0XDLgw4q5ZBiKAt95fZeMUkMC0Pd5em2TlZYn23l3/s8pmaPI\nyrrS7qcAACAASURBVIigsOzlFfQ6ZvSVE6OZ4XB94fbd575j8e5i9L6trxnDAaPh47PY3xkartOx\nHZ1ryNQZU+ewuF+Qvd4zgUEPQHNB+Kpe3ulirWzkWXYomcdynzOayZOkN/3Xdlz8iP+5qMLgvZYl\n1rpYEZyFzzxE5mlQlyoUj0fBrs+w536yd3BxJNeliqUyVePIc5IpnQLAARd9d4ZD63FyUzllhiyL\n0bUo0xhadJ60Ppa9Pg7c3eLc1aNzpP/XykZuotH3f43aY2IiIgWS1oP/OLbivrh3BjErjdLnLK7n\n+lz/HOjVU/M7K4eTmQO8XrOvXpO9g24MYsDiOLTBSqZMRWm2G78DlZMt3yDUsQMnB65fDY6CXr37\nUNbmvL5zNvxfZlQY+Ax6dwPMzClqPdq3xx7TZzTJ/d/30sy8AgilRrV4Itz3PnqYZfDVO2XWVvvM\n4OW2ODbOgM9g4dtwcT3cHiua3rADxzLg2YPqBTeoU8MK7p/2F+8wFvxi46XgZD1xzCfTB+fpHbV3\negNZONaROQ01Ouq0UDcbX71RiubAao4J/XNbnGtlI3fOySw3/86eogZ8nlheaqu988Sx9ea22Es5\npdRdYZrsUcWogZ5lwx6O6+cEm764P3zTEX74J/qta726bKibP9BHeDoYW82fcDjDcuT5dZ8dtXce\nX+XM9bi1fH1FRAp09+K6Wc6ZY6kVp18qW7z05pfKjpxzUvCzARjSx0sHPSeTVHHd59qE8GdMiEv8\n9MU0QwvaZ0+hwMoMk/MQ6DcKe+jj4+OVMQP8GCffs53v284vXqpDXRyX8+oHGAXiaM1XqNwdsIfK\nQWWR5UhU9lp3zbs7eu/0yBUGI47nrLgCV41O33HaFjshzG02DtSZGUoNsfrGeumg16fR8ETWYqy+\nieLETUTX+mceeF1jwP1ijwzwaZigVtj1n49DHH50dBTHx8edPgKUbHgc4BeLRQf8Lu+AfoxGo3b1\nQ+VSY1Qaozr58DxqHThW350HVnru/gf7QN8VKAyomh5lHljl4o4d6ly0T5gHlgHfDl1zJ9x/xQrr\npuKqVjbi6bXoRKqCZtZKhRDRVSJVZvyeTVDNqLCyMuj1GXvq/TKDo2NfLpftQxeOjo5isVis7NTi\nmFpBn3l653nRF92YpMe4Y2vHOQXMjAfLPJt3lZlTaBdGZSAc4jy4j7rLkMeuxoDb1rp0PBk7wTnA\nCJiXyp7H4hylw1KtbAT0ztqhsEXTdy0KdmfRdCJcXUy5ACo3qZmnZxrtPIHrK945aQfAHxwctPcF\nxIuXz5bLZcsIDg8PV17s7ZXeb21ttXci0qy9Azves732jkK7pbAaW1AFzl7ueMhD5zsDPd6HGADW\nDfSfx65GzOm1Yw/cz4hYydCzQePcCW+a0jEoyNcJZTaSyHOC4s8YLFP2PuCrAqANbS8rUGw+z7XF\nQOVlMWSZXXEeEX3mpJsCF5s0IrobP87OzlrAHxwcxL179+Lg4KBzrsb0LnuvAFZ5uOMc+HGM0n7I\nQxmDo/lZbKqA53lQQ8/srm+++4CA/qo8eBw11shtoF9ZwpF32ylINSPPMtGSAf6JAb1TMv3swB9R\nB5FSJlaubHIcG8hoLHsytzTmhOz6i7pgOBaLRQtaeHpMrFsTx/EHBwcrL35ME28drtFnlZvL8Dvg\n6+YeN16WK451oM+W0DJPr7LGnGlY56i165/2taYbDF4+Pptr6B9fXIXzeRVEx8Y5KTgcyMrpeCan\nWhkE+lLKVkT8YUS80zTNv1JKeSYivh4RL8b5s+yaprnlzmVgZsAH0BnwCl4VKv+HumpUT9vk49Cm\nCpH7r89AqyXyHNgxgRzHM11HIg/0WxUMFB7n4bVYLDrJRX2gBoPLGQAGugO2+43DhIzFYSxQYlZy\nyDULCzQu1X7jfwdCbqOP9me6kemTvmrGnXWbGSXL0oEXbcMBsJxQH84dYhhdGerp/3JE/HFEXDv/\n/sWIeLVpmi+XUr5w/v2L7sSMhjsh8/99FpqNgTIDVmQ9xylKdvMNPg9ZVt35hmx4BnT2XLj3H9N6\nABcxPSeuOAmqa/EuYcPnccLRPfST5e5A79bydW1Z7+ySfR6iiH0eXXWBPSPmPKu3r349NpMRgzRj\nNzz/ms9SHHDfOfav3Umpr59DSi/oSyk/FhF/MSL+k4j4989//mxEfPr889ci4rVIQK+gZKXgjrLl\nRNH4zdWdHavKoIzBGRf2/NxneGl4agW9JsXUuzMI2cMjLj86OorT09OYTCadRByvnzPo+QITHjMr\nG/qpe9p5rCxDR93dxhE1ChlDgLyd8c2U03n5TOmZ5Q2tuwb8DMSOPdaMBjsPNtzOKLLs9X/nEIeU\nGstFGeLp/7OI+A8j4jr99mzTNDfOP9+IiGezk10ij5Mi+E073UfxXTvZf1qPtqWfUZRy6jo9b3nV\ncxj0zBA4NmdPf3p6GrPZrBPDMVNw7Q7x9Ez7VR7cX0fhz87OOqFGjREwA2iapr2IB3PtZO/k3McK\n9BhnINSgZd7e1a11ct3MWmpMRJka5At5qGFkWWpdfQCu9SUrVdCXUv7liHivaZo3Sil/Pmm0KaWk\ns3RwcNB2BJcPsmAcrVfQQ9jOSPCgXSiR0S8+z1lgtepI4sFLI5ZWr6vUXnMBHJtzHcxANA6MuIj1\n8dhuHQeMA57+o8tAWQyKdwYtX/zBcTvHqRnVdX3SVQQcqx6P2QF/djqh/e+jvG7e+4Dv6lVvPsRh\ncYI266sbW2a0XN/feeedeOedd6wMtPR5+n8uIj5bSvmLETGLiOullN+MiBullI82TfNuKeW5iHgv\nq2BnZ6cDVgYIU3wFNcdAKpDMe+hkOCvIxkZBrr+p1T4+Pm69NHbRnZ6edu5cosquXp6TcZwQRNsM\nOpYBU3+lgmibxwnD4diBLgHBM/OFHwx6V9gAOFqq8mPZch38myqyi3/5dy56rvP2fV5+iPHSJTQN\nU10eSet0JWs/SyyrR3/++efjhRdeaPvy+uuv23YiekDfNM1fiYi/cl7RpyPiP2ia5t8qpXw5Ij4X\nEV86f/9mVkfNMmfUzBmAjLZwHWwItA39zTENbo+BD/DC0wP0vDOP+6jLfBnw2cszdVbQN81FbqCP\n8mk9nMnX5TwufCcXvokDL8s5j8PyymiuAoKBoefpvDpP38fmXHGgV8PgjnOvbAmNx6myGkK7tX23\n4oJjMnzUsIKy7jo9Wv61iPhGKeWVOF+yGzIY/oxBqaV0n/sGUrPSQ+hZRrsU9IvFot0cwxQfj6vG\nWBT0ADxvn10sFh1an8XJUGqAskb5MB6cr7f70mQgl/F43N65ZTKZrKzFswJy+NJHv1nW6B8zK/7N\njYuPZfky8Pk8LjVjkh2XeXf93YHa0XqdG2VG2q62zXsZtLhk+CMFfdM0vxcRv3f++YOI+Mwa59rf\nWAH0GB4I078sYZdNME8O2nF75t1aMa8hI/N+79692N/fb4F/fHzcekYInM9Xb8/xPcC8tbUVk8mk\ncz21jocpO2g3QgvuOzMFvZacjY9m8/WGDmyEIro31FSKq3PFiq3zxuNR743fNWeBwqENJwlVH5zn\nYyejntcZoAz4SrczRqIGj8Om7Pp5Brp7sawhL73XwhDW81junDMU8BF+4052Ho53cSULVv8fjUad\nTCuOY+Cfnp7G0dFR3L17N+7cudPx9rx1lm9A4QDPHp+TZ7WbIaL/ygR4XR9y4zve6I437AVArM/y\nUUVU8HKfWC48Zwr6jI1AVm5dX89hoHP7LmxU3VHP5xidYx6ok42+enw1HKiL19z5OL4lli6H8rF8\nCbXeEMW1kc1PrWz0HnmsnEM8PEqWuOs7L2IV5GyJS/F79Z1Hg6ff3t6O/f39uHv3bgv62WzWAlhD\nAt4lp8Df3t6O6XTaUndWBDdOXU7jJCLGjv8cLYXCsXHC/7w6wH1wa8jYkFSjr5yLcKB3lFS9Oiu3\nSwZm9N6FHOztHVjdcTUv78ajIRHrHN8AUw2qrvawrrCnZ/nCQWg/XN+0bMzTc0dq4OXCiuHiONTl\nBllL0qkH0FiM62DQ4CKZe/fuxb179+Lu3buxv7/fgh1UTSmaUntMLFNnzpg70LPCQ7HG4/GKfPkG\nGSoX3gOuxgEGQ3eDZS/NuLM3VcOqY9EwyumCtoPzMobn+ufadiGB9sfF06pnDFw2jG41YzQatXe+\nHY/HK33Ttpkhsi7xWGB49f4ITwTouSPq6fUYFKVoERc031F3Z1BUGRXgmTd1fY+4uEKulNIC/s6d\nO3H79u020w4vqYDPNvUwddWtraqczHZwvMtDqCycUsKj673t+DidJ+fZ1HDy77VjdP6cIUd/NLzR\n8Wk7DDxt07XhwK7hEffVAdwB3e1uzEI4jF/7oHklPhaM6/T0NHVaWdnojTHRYbbeOAbFAR6f3QS6\nGCvzBHiH8jh6lJ0D0C+X95+nB9DfunWrfSrJfD6PyWRSBb3egCOi6+mVHmuGnKk5PD0UhG+LBcBq\nDoATSdynPmVx//M8OvCrvPn3iDz25GMV+NkcOyBmRZkQ66cmz9TLczvZtQlsyDlkco+qYkeWtc9s\nTMegy8VDysZAr9bKTYoDcEYVeSLYu2f0z9HQLCZEYa+H/p+dnbVZfIB+NpvFdDqN3d3ddittBnxN\nzHCc7qi9shYGftM07Q48vfAH58G7YCcfFA+5BbTJsbeukGTelfs4VOlYB9BHDcUUZLX6Ha13LC5z\nCjVq765xiIgVwOv1CQz6bN+Dk4tLFiqbdf1RvPSVjdF7fXfxHE+4o+c6IJ1wPca1y+1rHe5Yrgu/\nnZycxMHBQdy+fTt++MMfxmQyidls1oKer4RzVBH0j2kfx3oMCBfCuLFrRhftcCwJtqL7vMF60Fed\nI54H1zaOd31mg6+ydWGAU9rM4zqg8+ds3rM+auJOZe4ofUbv2TiDwWm23oGc28oMhCYXeS6HGOCN\nL9kp4B1Q8b/GZXysekAVejbR2i/tg0uA8fFNc38fPoMegH/qqadib29v5TbUDHwGPdM/eAP0YcgY\nnMKrvPhxSVAQl2HW+9azt3fKz+1xmwr07L1Wp84zKzkXpdp6vrIWZ4T6XtyWtue8vPbNhW1ZaOEY\nHReWIb6DpfUxIi4bW7JTS6/fGXQR9XiRC//nYjm2qFnBueytXIHQGfRbW1uxs7MTTz/9dBwcHMRi\nsVjJ/DLVV9Dz+i2HEtqPIYrokkn8NFSAnq+GYyXidhSk+A/vvFnHAV69UeZJUUcWF2eMh8M0Zi4M\nlprx1H7U+paxKo3nVR+Zzakx07a5TQd41WV2mpDDUOBfOugdiFjRnED5P066cZ2unT6K35fc4Xqy\nvqMuUPzxeNzZobdYLFbq5cnnSdUHFg4BPX5nzzIejyOiuy0TbXD9PE5WOGUlDhDOaLPn4r67elw2\n2nlu/p3DvwwQDD6n8GowlDW4fjid0N9c/dxXV48WNbg8NmdombWoE3uiPL2CUTuu1orB2ZddRz3c\nlgKbQaLHa//4uzNULNCzs/t3s8WaPa6PXywWK0kerKlPJpN2SW8ymcTOzk6b+ddtvAoy9E3lwl4H\n4GfQszcC0+DkYvZScOpn9cacj+jz8krVWa4KXnecOgl+5/lyXjyLobUo+3P1snFSuWv73D8nUz5P\n9U71TxnYumWjoEfJPL164yyO0+JomPtfPWetXscWuA2APiLaG1TiGnlcgMM3l0D2nMEwn887oEdb\nNTrrGA2oNoyo83qsoNlSIm/7rHl/Nt4aVrBCOuDrllJncGveygE9G2smz1q+ImOMNb2DXJ2X1pcD\nPrfL+q/nOdA7XekzBhsDPRdV5sxCPsiAHD1nBqET7SY3o/X4PyLa6+uXy2XndtRHR0cREW0cx8k6\nHctsNmu332Zj11BH+xHRvfhClQcgy674w4vvp+fove7eY1kx8B07cOBXcDFjUR1R+Wvsz3PtAJ+x\njEyn+oyPzgu3zwaYX1xUvm5+XdFdeU62fQwmYgOgV4qkVlCpmVMkPt5ZOf6fLS4XZ1TwuysMfKV4\n+A3ZbtxcA1R/a2sr5vN5C2b0V9t3Hl7bZmXmR4TpOLjffB5fXsv35wMrwUsv8FAvpoDN5kqB7ows\nryDopiHkPTKAOvqvIVEtP6Hy4+8qR8f+1AiqHJbLixUSGFleWcAxbAxwPh/HuoyQEP3EeGAEeNXl\niQI9WzvuuMYxGeAjVtcnHejxX42uK6iyyeWiwOd+8JNqDg4OYjabRdM0nQtwImLlIpeM1rs+qBLX\nNo9wfUzf0U/kHvSCIN7vzbJxIOT5VdC7uVEPrSsXuqqgeQU3BzxWvLtQouYBh4AkC031GAAUwD85\nOWk3QvH4WX9ZjqiHx8OGJKL7qK9SSuduSrX+cdkI6JUKOeqq732JGTdZmedT74djuU0t+J3jWG0L\n/ec76ty7dy/29vZa0CsN5/5z1jlTJG5LE3B8Mww1fhEXIQjfvINv1cWA0CQex80qdy5My+F1lNIq\nlefEJuc08IKH4zsL9bGzmpd3/eY6+1iTfnYMJOIit4K+A/AsS5dQRt28DIpj+FJteHd1fk43a2Uj\n6/RZ3KxencGuFM5NqKNrQ6w2gziL3dRT8flalsuLS29xYw2+iAUeHwYQE8fLdNwOjxUenZ9SqzSc\nVwq07+yBOL+gMsHtwOD1eaysXCpjF37hpfOMPuASU16y5JUGvRy35iQcRVfHkDkIZY0612hDnRLP\nu9azXC5XblPGDEedGbcDHdF+Qn5nZ2dtQlivu6iNVctGEnl4ZwGq9asJxiWCoAAQypABu8nLPD3q\n5jhW8xNMfxEzM3VmYEOx4cX4+mi0xS++mcLx8XHnMVYcw5VSWvAos0BfeQ84PKwqI+g/jAsrMycD\nWe41OasRZ+/OgOd+qyNgSpuxLQf8Pi9eYwS1sWi4GRHphTmg97xkCk+eGRL3O48Rl0NjS/UTDXoH\nfHRM15JVyDiub4JqFj3z5g68tTr5XRWBn14Dj8lWmhMyTiZKoUHfQcn39/fjzp07cefOnY53h9cG\ncHQTDlhGxP1bkB8fH7dXAnLyDMlI0H8OJfQCoiHAcjE8jA97eFwQpIW3CTM7c3ORzZnrW6ZPNdBA\nrupcMF/8xCEGPZJ5DHheYXEGJWL17k94B1Nyuz2HAj5ig9tw1YI5j59ZVWeZ+wDq2nbfh1B79RLq\nlZje851yT09PWw9fM2jaLhQJdP7g4CDu3LkTN2/ejJs3b0YpFxfS4HJe/OaeL4cXU3h4DLz4qbnj\n8bjzdF6lqmqgeF7UoDOt1zieQZ+BE2Ng0DuDr+810Gc65XTLzbW2BeDx8birEd8shevJdDHTEYAe\nsuQcj26pfuyefogF4olU0CvFdPX0Uc3a9yGK0leWy2XrKe/evdt5lXJxqySefF66cQDiu+/evXs3\nbt++HR988EG8//77sb29Hbu7u1FKaTf4XLt2LT7ykY907qaj49bbMCnL4vP0WnFVfOfx1Diifigq\nLkEG6Plac65Tl6JK6T7QUQ1P5oGdF0ff2FPWNiVF+Ps/1Ayf01XIjz29/pd5f66HZeqSn5oMdGUj\nj6rOOqH0Hb8p6PsoGE+6a8NRqIg6Newr8DwRF1nyg4OD9v55d+/ejXv37rVr9Ry7ckKPvQQrEqi9\ngh5X9UVETKfTKKVY0Du5I08A762UkovbO1EDvZNnDfQcWuiqBgMe7aN+B3huu89787l6zwMXn7OO\nsrxqgGdGwue6fJXqpzJC7jcf40AP4Pdt8nks98iLWBUgCxkDcxSsD5AMRuflHRXUPqzr6Rn0k8mk\n4+mh5BEXj27muD1i9QaP7OkPDw9jf38/bt++HTdv3owf/vCHsbe3F5PJJPb29iLiPvivX78eH/nI\nRzp37lEarOvy7JUUPFmIwHfRdYkvLqyUuK8+g57ZhIYIzkCrh2W6XZtDnU8etwM+H1sLw5x+gpVo\njM9gdU6qFuPrcTXQQy61shHQK4XF7y62dhY5o0zrFFZgtuD8zv3Sd80xsDWHBx2NRp2defv7+zGf\nz2M+n3fagEHT1Qq3eUXXsnEu34efH4bpAKl9Z8OCF8f6zLrgpfE9W2dWI4Fx8nIiJ+9YYWtKrqXG\nLPoMuL40Qcmsq1Yyx6A66xydM2h8vhq9vnwD68wQah/xGG6XpUJiGuOUU4W4DuiVltWsJ/dHz3Ft\n8m8AfUS0z7rDnXL39vbi2rVrHW/K7TKz4d+n02nM5/MWkHt7e7G7uxs7OzutZcc1/bdu3YqbN2/G\nBx98ELPZbIUq4h2MRG/FrfvxFfzIRcAYsWxcItYlLdU76bIczzt/d0qv+qTn6Pxo/Y7+M+j7wKl9\ndfq6LlvMnKEbvwsb3P0NsrKRmF4niwsriRY3SesCn9upWVgcg+/q5TODAY/BN81k0F+/fr19hFUG\neo7D8B2ZeXjk3d3dFvRQ0oODg9ja2uqAHkaB77nHm17c47WOjo7Sy2q5fxh3trfC3VRCx8tjVAbl\nGFUNUBnzUzBqfQ7wDPzaJprMyOCzJhadDFxoq3Wh1BKSLEsOHR4JvS+lvBkRdyLiLCJOmqb5mVLK\nMxHx9Yh4Mc6fZ9c0zS09102cCkGtWzZBD+Ple8Znv2denuuPiBaYy+WyjcNx48ynn3565bl13I5S\n/KZpWtDDQC6Xy7h+/Xpcu3YtnnrqqZbG4w4+SPTdvHkzTk5OVh5ECQMA1oAXNhMdHh7aDSag90rd\n9X4B7MWVamYvlXsWww/19H26MQTw+M31J6uPP/fpeY1B6PF9Dk+Bz9ugH1VM30TEn2/uP8MO5YsR\n8WrTNF8upXzh/PsX3cku3uP/1DtgsKqIeCkYVdBsRFRI69KurPB4+NU0TftQDGTy+bl3Ln4HSJi+\n4ek3kMkzzzzT5g3u3bvXemn04fj4OPb39yPi/uPBQcV57FxYxjBYWX5B588d57y3tudAgc8aV7t5\nZ7A7qlubJ+1HZkx0jG6PhdaXyZj1Q71xTRb6HfPkdN559j7dXofe60x+NiI+ff75axHxWhjQqzUf\nAvqI6FjeGkgdSxg6Me5Y9GmIUcgUnEG/v7/feZ493/vcUWe88/X48NKI9e/cudPWjSu4FotF3Llz\np+0XnnBbGwfApleB8XIaXxTEY3aGfIjcFXSs1Jhzvqafz3HnZgwiA6gCXhPEmodwhiyj6M678/EK\nepybJbq5r1mCkUHPjqdW1vH0/3Mp5Swi/sumaf7riHi2aZob5//fiIhns5Nr1EYFzAIYSu1r1Crz\n+HzukBBg6Nia5j7tPjw8bMGp98/TSeJNO4j9QctLKe2z8rBMd/PmzXj//fejlPtP24Gnv3PnTnvc\n7u5u7+Szp2cDw7fNxrPX+mgp3hmMNUamQNetpY7OugSc9kPnxLXdp1+sk320XOvO9EJzHnxeKRf3\nIXAGQXMs3C73k/MJtTIU9J9qmuYflVL+iYh4tZTyPRl0U0qxLR0cHHQG50CvhSflYUrN86gyqjCH\n1O1eERdX3XGyTJ9Um9UBr68sANfoc7Z7NBrFzs5O50IW3I2HcwQZdeVlwdFotHJ9O3v5mmF04HTe\nXF9uQ0xf/O6A6gx51k8XxzuWwPWs48kdC8pYQqafTrZZ+6jjnXfeiR/84AeDdHcQ6Jum+Ufn7z8s\npfzNiPiZiLhRSvlo0zTvllKei4j33Lmcbe4DspvkoQDMfnNg5neeYFXemmFA3W6yMV69gQXofZbU\n0/oY9LiyKuLiLrHj8bh9ki6YwXw+bw0Bj41BwoDHrbFLKfa56ezBVY46bziuD+zs5fl++46x1Tyz\n6lKfvnC7brutYwfIdXCooXPv4v6aocxAr3pQY0o4Fu2+9NJL8dJLL7X/ffvb307l0Av6UspORGw1\nTbNfStmNiJ+PiL8aEb8VEZ+LiC+dv3/TnZ9Zx+y4bNKV9mh9fQLMvIHz8gp+PUetOAsfx8GT6Ro4\ndswx81EP77w/2AE8MO6mC/aA9tlbO9BzfbxCwBRUM/Y1I6xyykCugNUr+LTOLL5VI8Bz4QCi3x3w\nndz1HPX+Oj818Dv9xHn6G9epctF5yPY69JUhnv7ZiPib553ejoi/0TTN3yml/GFEfKOU8kqcL9nV\nKsnAp50dmpXVurWeWsk8Qkbnal6+RvHhyXQjDJSNY/kM8Hjxo5EA2J2dnZU96o598JhY2bBPH+07\nKg8DlXlXld8QwMMgMujVQDtPz/VnBqg2ty5noIbDeXo2ys7T14DvdEvbcuBXnQOD5PHzZic+rq/0\ngr5pmv8nIv6c+f2DiPhMbwtS1GLy52zShnj5GqViATovjv/V4GRWvWbB+XhMJpT8+Ph45THVNUrq\nPA8KZ4K1vb6C43mLLdPXGniHUOgspud3XZ3hUjO+Og49h7+r0VDAcx06j1l9To669OrYErMMZ2SU\n8aEtrofPZU+fbSTKykafcKOfURwNyyaYPRZ+X3fQXA9/dzT2QYDPigBjope1OsrovIDrd8SFd9Cs\nsKPCfB73j7fXapyrN9Gogd55xywRpyDU+dT5yQCfyUbPcSyh1m5fnTzeGuB1qROGjlmNLoXy/DHz\n43PA7JBreCJBH9Gl9s5r4XuNnvXVPcTLu/a4L6qgCuoanef+4N15er7CbV1DlY2ZlYyVyxkx7h+8\nCPYBsFyQiMT9/jTplXnKDOQOjDjW1afzlI3DGQVnXBxj0f7XmIP+ptSewa77G7gvADDvzeA+qJwU\n7NyPJxr0KOzpUXTSnDfR2AbvQ9ZRdSIzpeQ+4Dx9uXhNlU0BonE934mG29E+DzEwOi73qmW6uZ/c\nP70QR2PgWl+5Te4bt6t95royw++MS61OB3oFGQNPZYOSJfHwH74z8BX02ndlB+rdnXw5bkdfeAu0\nw1ZWNnq7LAzKKURm0bO6HNXOPDLq53Zq9JfbYWvObWqd3LZeo8173nkZT+tXOWmIwP87OfV5Nh07\nPwjDXWmHlwO8yprzCRnQ+0rN+PLYs3PVyGkc7/peM/yOPbj+Yo4AeL5XgDoMBiqOdYaJ+6qs6Zm6\n0gAAFrVJREFUAN+Z4XEf++S9sbvhKuC5ZF7K1dX3csfxhGqsye1n57ubGfJ5+lkB7y5l5Rsm6mWR\nQz29tp/Frs4I6D4CvvJO743nKHhmePm4TBeUfTl9qM29HldjOW5pjmNnx06yuWXDq31TIPMz6R3w\n+Tjdp8CGX8fPBoCNSESkhkPLY/P0Q158Hj4/iJeP8HGes/Bav/PEWh+fHxEdT8+eVG8ymRmTIcaN\n29V4LwO89kufZ8c7B7nvmQI6JqRz7s6pFefphhzv5ldXDLQfmZ4pawDTyuYpS+Qxxdf4Xw2+C5vQ\ntjMCEV3Q8/+PHfTYzZRNTgaeIQpU+4z6MWHaHtfFwnV0XhWCx6GTxW2rt8l2g3Hb2dhZYbQfNWDz\nrjfefqpPrIVB4kQjJ+6cl464iHndvA0xZO44HZ+Tbw3keg50kNvgOec5wPkcEtSMHM+L3k/AUXo+\nr4/dsiyc8eM6aiGClo0/nx4lA2FWh6srUzDUH7G62ccpk7PcmWdyyqYlo9PZXVfRpptc1zduEwqq\n97/Td3f/ev6ff1M6HxHWk+OYvj6rUdNj9fg+2u7mIFtWrBkb1weeP022quHlfjuwO8CrHFVPtF5m\nx/yfzoEyvFrZiKdHx1DU0/PvfTSwzwCwddR2XDInq1PXUF1d2UT1eXn19OyJMiPIoHHrv5qEc0k5\nB3wGulJax0AccF1m3HlGjFWPU9mzvmTyyDx9xub6QK+6g7lTWWSAz7x89p+OITNUTg+0rwp454i4\nbCyRx8VN5IMMmI93bSlINX5zXsaxBUy+q09pI4+v5rHYQ9UUEvUy2KBI3DaPV3MIuiko84ioG+8K\n2myJlMdVY03usyYBeRzu0lu3JJqNqcYQdI61uDnkJBrLjZfqOHPvYnvoHuaplNJhanAabBxq/WN5\nsTxqZaOPtapR+cz6aj2qVHps5pUzgLq20NeI7vZUVaxaiKD18HfuHyYZyTj1rlw3b/ZYLpcrCuXq\nd+Bmb4vv2k8HTFZEHqcythobU8Ohis1915BIcw01ap8xvZrDcXOkjoKPZy/PYOerHh2tRz8w5zxO\nlrMaWu2rjpGNZK1sFPTcUf4/o2L4Xvuv5uUzT++Oz/rpKKQqCUCj8ZoDkvYNlh7/w8o7L6z0E8B3\n7dY8OgOO/+c6hnh6Jyfta80A8IvlmoHeeXVmADXPzuPUMC9jAJlh57l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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "recon()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "reconstructed image number: 685\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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F/iKgykDaKmO077TMLE2PlhreZ9bPNagX3mfWkMmBgQHP3j5Ar4CKerLxXoC5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\n7YmyRoch/EITfeJQIwQGjIbZXH70kb6GTMN+zc/tdLqXtYOBr1EYp1d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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "recon()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "reconstructed image number: 577\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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1OmNWrduzyGpxW+WyEDiwqJYfBS6XkSmhOLsPL3AZ6l30PIgAW8vFdvla92Yh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\n1pv10aiLnm3CybwHVp4MePfOuouwa9kKzgB8RPazOItO3Vx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"text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "recon()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "reconstructed image number: 965\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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+u3z5Mq5evYr9/X3s7Ows3JbK+vQ/wTl27Y3Bqkxa0TwHvALCHd07q5fpeyyp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\nQZ8yTWIjnomSo/DVA48GI3W+NKegE1hq7+SkqX4PVGxzArL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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "recon()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "reconstructed image number: 17\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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HqbMTwKYaEr/Pj6lnT9f2xm8872O/sWmfas6f5Vdfaklb5Q3UE6XzLsOeB03/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\nw4HTWkHvyQf3askTVGFkZd2SJdVQSBWcY9idnR3M5/MF6Pf393F8fIz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