{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Object segmentation with Region Growing with Shape Prior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Region growing is a classical image segmentation method based on hierarchical region aggregation using local similarity rules. Our proposed method differs from classical region growing in three important aspects. First, it works on the level of superpixels instead of pixels, which leads to a substantial speedup. Second, our method uses learned statistical shape properties which encourage growing leading to plausible shapes. In particular, we use ray features to describe the object boundary. Third, our method can segment multiple objects and ensure that the segmentations do not overlap. The problem is represented as an energy minimization and is solved either greedily, or iteratively using GraphCuts.\n", "\n", "Borovec, J., Kybic, J., & Sugimoto, A. (2017). **Region growing using superpixels with learned shape prior.** Journal of Electronic Imaging." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import os, sys, glob\n", "import pickle\n", "import numpy as np\n", "import pandas as pd\n", "from PIL import Image\n", "# from scipy import spatial, ndimage\n", "from skimage import segmentation as sk_segm\n", "import matplotlib.pylab as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sys.path += [os.path.abspath('.'), os.path.abspath('..')] # Add path to root\n", "import imsegm.utilities.data_io as tl_io\n", "import imsegm.utilities.drawing as tl_visu\n", "import imsegm.superpixels as seg_spx\n", "import imsegm.region_growing as seg_rg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['center_levels', 'image', 'annot_struct', 'ellipse_fitting', 'annot_eggs', 'segm_rgb', 'segm', 'image_cut-stage-2']\n" ] } ], "source": [ "COLORS = 'bgrmyck'\n", "RG2SP_THRESHOLDS = seg_rg.RG2SP_THRESHOLDS\n", "PATH_IMAGES = os.path.join(tl_io.update_path('data-images'), 'drosophila_ovary_slice')\n", "PATH_DATA = tl_io.update_path('data-images', absolute=True)\n", "PATH_OUT = tl_io.update_path('output', absolute=True)\n", "PATH_MEASURED_RAYS = os.path.join(PATH_IMAGES, 'eggs_ray-shapes.csv')\n", "print ([os.path.basename(p) for p in glob.glob(os.path.join(PATH_IMAGES, '*')) if os.path.isdir(p)])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "DIR_IMAGES = os.path.join(PATH_IMAGES, 'image')\n", "DIR_SEGMS = os.path.join(PATH_IMAGES, 'segm')\n", "DIR_ANNOTS = os.path.join(PATH_IMAGES, 'annot_eggs')\n", "DIR_CENTERS = os.path.join(PATH_IMAGES, 'center_levels')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimate shape models" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def compute_prior_map(cdist, size=(500, 800), step=5):\n", " prior_map = np.zeros(size)\n", " centre = np.array(size) / 2\n", " for i in np.arange(prior_map.shape[0], step=step):\n", " for j in np.arange(prior_map.shape[1], step=step):\n", " prior_map[i:i+step, j:j+step] = seg_rg.compute_shape_prior_table_cdf([i, j], cdist, centre, angle_shift=0)\n", " return prior_map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualisation of all normalised Ray features with given angular step." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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8bW1YzZypdBtEhNnH/BESl4GNw9xhb1m2KPEONoaY3qkhzrx4h8uBqu1d07Kz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7fjucfPO9X6ivQld1dZie7ukJnMAwFikZpgmRfnCAHwwYJgFZ9oNo+MkSIAfIAAHZAg3TkAAZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(PATH_MEASURED_RAYS, index_col=0)\n", "list_rays = df.values.tolist()\n", "fig = plt.figure(figsize=(7, 4))\n", "plt.plot(np.linspace(0, 360, len(list_rays[0]) + 1)[:-1], np.array(list_rays).T, '-')\n", "_= plt.xlim([0, 350]), plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualise the maxima for each egg of measured Ray features." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "maxima = np.max(list_rays, axis=1)\n", "plt.plot(maxima, 'o'), plt.grid()\n", "# list_rays += [ray * (1 + np.random.random() / 10.) for ray in np.array(list_rays)[maxima > 250]]\n", "# list_rays += [ray * (1 + np.random.random() / 10.) for ray in np.array(list_rays)[maxima > 250]]\n", "_= plt.plot(np.max(list_rays, axis=1), '.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimate and exporting model..." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# list_cdf = tl_rg.transform_rays_model_cdf_histograms(list_rays, nb_bins=15)\n", "mm, list_cdf = seg_rg.transform_rays_model_cdf_mixture(list_rays, 15)\n", "cdf = np.array(np.array(list_cdf))\n", "PATH_MODEL_SINGLE = os.path.join(PATH_DATA, 'RG2SP_eggs_single-model.pkl')\n", "\n", "with open(PATH_MODEL_SINGLE, 'w') as fp:\n", " pickle.dump({'name': 'cdf', 'cdfs': cdf, 'mix_model': mm}, fp)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WFZNdr4mB1LUALIkSejugHQFRVIWkdlOpyC7lAiipYxK6hkAVhBSVKggahBCKHI59eWOy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\ns6A1128kY+mKsefBjrH1q1r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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 2))\n", "plt.subplot(1, 2, 1), plt.imshow(cdf, aspect='auto'), plt.ylabel('Ray steps'), plt.xlabel('Distance [px]')\n", "_= plt.subplot(1, 2, 2), plt.imshow(compute_prior_map(cdf, step=10)), plt.colorbar()\n", "# fig.savefig(os.path.join(PATH_OUT, 'shape-prior.pdf'), bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Computing shape prior model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimate and exporting model..." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "model, list_mean_cdf = seg_rg.transform_rays_model_sets_mean_cdf_mixture(list_rays, 15)\n", "# model, list_mean_cdf = tl_rg.transform_rays_model_sets_mean_cdf_kmeans(list_rays, 25)\n", "PATH_MODEL_MIXTURE = os.path.join(PATH_DATA, 'RG2SP_eggs_mixture-model.pkl')\n", "\n", "with open(PATH_MODEL_MIXTURE, 'w') as fp:\n", " pickle.dump({'name': 'set_cdfs', 'cdfs': list_mean_cdf, 'mix_model': model}, fp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Try to load just exported model to verify that it is readeble." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['mix_model', 'cdfs', 'name']\n" ] } ], "source": [ "file_model = pickle.load(open(PATH_MODEL_MIXTURE, 'r'))\n", "print (file_model.keys())\n", "list_mean_cdf = file_model['cdfs']\n", "model = file_model['mix_model']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualise the set of components from Mixture model and their back reconstructions" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sKn5f47JzOP7D4HHEr0cYuLvh9DvEVNQmJiYmJiYmJiYmJibeGd5118dxnloC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pM/55VK1Ee51nrQ8TQOvFhPUyApaRX/12VxWMF+avWMMpHxAwV9ZcrYyIlv0AMHGN/po6EYHy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\njo6Ojo2h/1H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hT2f5gX2Ru3cxnyheNWRDAGrH++Myqyfs2rgyanG7eixsBdGVXNvyYYGd8oz9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\nr/Z+SpI0WTspSSrP2gT87vkkxdmIJtQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subfig_per_row = 5\n", "subfig_per_col = int(np.ceil(len(list_mean_cdf) / float(subfig_per_row)))\n", "fig = plt.figure(figsize=(3 * subfig_per_row, 1.5 * subfig_per_col))\n", "for i in range(len(list_mean_cdf)):\n", " plt.subplot(subfig_per_col, subfig_per_row, i+1), plt.imshow(list_mean_cdf[i][1], aspect='auto')\n", "fig = plt.figure(figsize=(3 * subfig_per_row, 1.5 * subfig_per_col))\n", "for i in range(len(list_mean_cdf)):\n", " plt.subplot(subfig_per_col, subfig_per_row, i+1)\n", " plt.imshow(compute_prior_map(list_mean_cdf[i][1], size=(800, 1200), step=25))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading Image" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "name = 'insitu7545'\n", "# name = 'insitu4200'\n", "img = np.array(Image.open(os.path.join(DIR_IMAGES, name + '.jpg')))\n", "seg = np.array(Image.open(os.path.join(DIR_SEGMS, name + '.png')))\n", "# seg = np.array(Image.open(os.path.join(DIR_SEGMS, name + '_gc.png')))\n", "centers = pd.read_csv(os.path.join(DIR_CENTERS, name + '.csv'), index_col=0).values\n", "centers[:, [0, 1]] = centers[:, [1, 0]]\n", "FIG_SIZE = (6. * np.array(img.shape[:2]) / np.max(img.shape))[::-1]\n", "# print centers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Project the structure segmentation with probabbilties for each class" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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dxzHOSgIkxxbf0+QiBsBQCpnVNb7FFMPulpeX0Wq1DAfebreNQ9PzPMNhk3rg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\ndpxhpRVrrJuNRrgLD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels_fg_prob = [0.05, 0.7, 0.9, 0.9]\n", "# labels_fg_prob = [0.05, 0.8, 0.95, 0.95]\n", "\n", "# plt.figure(figsize=FIG_SIZE)\n", "plt.imshow(img[:, :, 0], cmap=plt.cm.Greys_r)\n", "plt.imshow(np.array(labels_fg_prob)[seg], alpha=0.5, cmap=plt.cm.jet), plt.colorbar()\n", "plt.plot(centers[:, 1], centers[:, 0], 'ow')\n", "_= plt.xlim([0, img.shape[1]]), plt.ylim([img.shape[0], 0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute superpixels" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sXakEMBs9PT28+uprrFixnGg0yvvvPwXAjTd+BotFg6k2bLiT559/mOuuu5au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\nbyElRVP5ZGZmEhcXh9v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Uf77uNvv660u48EJNyE+dOoX4+Hi++OIL1q/fgMViVhsAm82m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\nxTnw+/3qQZOQkEBBQSFDhw5h/foNTJjwZ6q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slic = seg_spx.segment_slic_img2d(img, sp_size=15, relative_compact=0.35)\n", "# plt.figure(figsize=FIG_SIZE[::-1])\n", "_= plt.imshow(sk_segm.mark_boundaries(img[:, :, 0], slic))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Loading ipython (interactive) visualisation functions" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":0: FutureWarning: IPython widgets are experimental and may change in the future.\n" ] } ], "source": [ "from IPython.html import widgets\n", "from IPython.display import display" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Region growing - Greedy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single model" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['shifts', 'lut_data_cost', 'lut_shape_cost', 'criteria', 'labels', 'centres']\n" ] }, { "data": { "image/png": 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kvpcGkbE78LS73SIcTD9vL2VVem7/75BOKhMn+HlFN35e0a3JVnOQh7cfXs1F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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "debug_gd_1m = {}\n", "slic_prob_fg = seg_rg.compute_segm_prob_fg(slic, seg, labels_fg_prob)\n", "labels_greedy = seg_rg.region_growing_shape_slic_greedy(slic, slic_prob_fg, centers, (None, cdf), 'cdf', \n", " coef_shape=1., coef_pairwise=5., prob_label_trans=[0.1, 0.01], greedy_tol=2e-1,\n", " allow_obj_swap=True, dict_thresholds=RG2SP_THRESHOLDS, nb_iter=250, debug_history=debug_gd_1m)\n", "segm_obj = labels_greedy[slic]\n", "print (debug_gd_1m.keys())\n", "fig = plt.figure(figsize=FIG_SIZE)\n", "_= plt.imshow(segm_obj, cmap=plt.cm.jet), plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interastive visualisation - over iterations" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GUAMWPB4qw4ABtm7Np3//mr3voiIngYF6PB7JtGmbmuCubJqYa26WVuK888L5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\nuPjgg/L+DnvE2b+/DZdLQavVcI6tkndMIxtfvXNnM8cdF4Z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9e742Tb/HXQfmu+8OtmGT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def show_partial(i):\n", " _= plt.close(), tl_visu.draw_rg2sp_results(plt.figure(figsize=FIG_SIZE).gca(), seg, slic, debug_gd_1m, i)\n", "# show the interact\n", "widgets.interact(show_partial, i=(0, len(debug_gd_1m['criteria']) -1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mixture model" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['shifts', 'lut_data_cost', 'lut_shape_cost', 'criteria', 'labels', 'centres']\n" ] }, { "data": { "image/png": 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L4/4lQg4gqLDqcTh97/EPLy5FCN+6yIIVcdxwQVZd6OO6zMgjOdFWEZDP3C/mPzWwzCsV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "debug_gd_mm = {}\n", "slic_prob_fg = seg_rg.compute_segm_prob_fg(slic, seg, labels_fg_prob)\n", "labels_greedy = seg_rg.region_growing_shape_slic_greedy(slic, slic_prob_fg, centers, (model, list_mean_cdf), 'set_cdfs', \n", " coef_shape=5., coef_pairwise=15., prob_label_trans=[0.1, 0.03], greedy_tol=3e-1,\n", " allow_obj_swap=True, dict_thresholds=RG2SP_THRESHOLDS, nb_iter=250, debug_history=debug_gd_mm)\n", "segm_obj = labels_greedy[slic]\n", "print (debug_gd_mm.keys())\n", "fig = plt.figure(figsize=FIG_SIZE)\n", "_= plt.imshow(segm_obj, cmap=plt.cm.jet), plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interastive visualisation - over iterations" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qRPM/dqGZAkB41Ut27aEsOJvAxPJ++7NarU6hWbyxs48OvN98pNBMRERERERE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\npGyCs2O47LLBbNh3c4fm4Zv9OEuWzCEjo5Ij+v/r0DlOFni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mAekV2o1JqNo3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lFg15yBm9XkcVvZbKeh0pgsBduY1U7ysHgdTSoEMOXJbJIYcxsxFF3tfrMLmnNwkys5hS9v4i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PnU+fhju8fbMnAgAHWHDbO7j3etWnwdHc2RKVO4tGwZJ2bO5ESmOl5VevWiy/LluYryx3/6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\ntqjO7fTUd9buzEcnNkqv7XbGV2qG9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UX06sXcunU5/uOP9FqwgDqdWzC9ZiPOTxjAS5/P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\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jv1F1I6/OldVhs1lOOp4mx5nMuYY8J2qrCILAE189y5vHVqDSe5FbLM0ZzCUlLOrak3kq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\nNVFf38n06RnMmZPNiScWoZT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ARGK7JIciU1T+VoaJtGtgorJd0ZRDKlqqf0KM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\nIYQQQgghxrz/D4V1qJTADw5VAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def show_partial(i):\n", " _= plt.close(), tl_visu.figure_rg2sp_debug_complete(seg, slic, debug_gd_mm, i, max_size=4)\n", "# show the interact\n", "widgets.interact(show_partial, i=(0, len(debug_gd_mm['criteria']) - 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualise some iterations" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0Qr77rguRkR7cc48vTz/dCFBqE1wtt7wAc3S0oVmzyznR9+yxLO93gwaO2Nio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\nBgxoTVxcHr//nslnn53jzTe70b9/+UKFer1Ap2vaAb2K5osyYIpa4eC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53aVLV59UxCzAgIUL2xIeXrqg/LvvqvfzsrAQhITY8ttvyTXPK2iwi50FItP3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\nGE2nAuNWAAAAAElFTkSuQmCC\n", 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x+UVFbAIM+PTTtsTElC0oX7Kk5jgvjUYQGenEH3+kUVRUSwFh9oudBGKzdtOs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\n9hfz06H57M77gSr3SgiR4PUB6KIQQuDs7My4ccNZ/vIo3GN+hwhd0mb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lbTeR+kgIDaxieN98hvQsRJGCf7aE8t2yGFrSEpo6NpOo0Cq++COOt7/uhNOl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\niypgKioq4xZVwFRUVMYt/z/JrR7m4tSTFgAAAABJRU5ErkJggg==\n", 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6d9+NlFBc0X4TqdtCRIiNUQMLGNGnCLcU/L0lgm+XxdMcS2jSmCxiI2x89lsi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\n6yQer0AjZDACwGzVs7s6miVFHWhDZphSKtWUXG4NyXFWjEa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AAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_iter = len(debug_gd_mm['criteria'])\n", "for i in np.linspace(1, nb_iter - 1, 5):\n", " _= tl_visu.draw_rg2sp_results(plt.figure(figsize=(6, 3)).gca(), seg, slic, debug_gd_mm, int(i))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exporting iterations" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nb_iter = len(debug_gd_mm['criteria'])\n", "fig_size = np.array(FIG_SIZE) * np.array([debug_gd_mm['lut_data_cost'].shape[1] - 1, 2]) / 2.\n", "for i in range(nb_iter):\n", " fig = plt.figure(figsize=fig_size) \n", " tl_visu.draw_rg2sp_results(fig.gca(), seg, slic, debug_gd_mm, int(i))\n", " plt.savefig(os.path.join(PATH_OUT, 'debug-gd-mm_iter-%03d' % i))\n", " plt.close(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Region growing - GraphCut" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single model" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['shifts', 'lut_data_cost', 'lut_shape_cost', 'criteria', 'labels', 'centres']\n" ] }, { "data": { "image/png": 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zrLu5FeH7yhjX7ClWsjQwiTkle7i2/CgLQrq3eDx/uNSuRILMnr27FWo218/E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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "debug_gc_1m = {}\n", "slic_prob_fg = seg_rg.compute_segm_prob_fg(slic, seg, labels_fg_prob)\n", "labels_gc = seg_rg.region_growing_shape_slic_graphcut(slic, slic_prob_fg, centers, (None, cdf), 'cdf', \n", " coef_shape=5., coef_pairwise=25., prob_label_trans=[0.1, 0.03], optim_global=True, \n", " allow_obj_swap=True, dict_thresholds=RG2SP_THRESHOLDS, nb_iter=65, debug_history=debug_gc_1m)\n", "segm_obj = labels_gc[slic]\n", "print (debug_gc_1m.keys())\n", "fig = plt.figure(figsize=FIG_SIZE)\n", "_= plt.imshow(segm_obj, cmap=plt.cm.jet), plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')\n", "# print debug_gc_1m.keys(), debug_gc_1m['centres']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interastive visualisation - over iterations" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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An32maOwhIVpee60fKSkhrF2bz+HD5fTvH0HHjmaKihyYzYpDfsqUzWzfHlge\ng0LjzCyqZn4q+IkZv9CeRxvpoFjoeMGcetLTdcB/2sHMNic97LRi1+iYYenJg5Y+rFuXj1YreOaZ\nnnXqWLQWL77YhwsuiMZu97BiRS4TJvyO1epmypQuSKks9jBy5HIuu2wl27YVERqqZ8oUJaHlH//Y\ngZSStLSejB+fhMmkfv1VAsdmc/PddyfQaASTJ3fixx+H8v33Q/nqq4tISVHKExuNGq6/vl3VUnfh\n4YaqcN+XX+5LSkpwi/VP/TY3lVqC/CJ7Dh/n/8YzpTuRwLOh3SjWGv2eWkmCHhwSbouAPno3k8v2\n8UbhRr7KW8Un+b8yxO7fNnc62GaI4JErr2VeiDJdHDw4stX78Ne/tqVXLwtOp4errlpNWtpOrFbl\nh6LVCsrLXaSnl+LxgMPhIS1tJwBt2ypRO5s3F1WtRzlpUgcMBm3Vogb10jVN1cpVqpg1a4+38qUD\nrVZgtbooKHDw6695fPRRJj16WJBSct11vzJixHJWr84lLExPdrYNrVbDyy/3xWBomSAHtWpiMzCu\n/AiTrQcQQKHQ86q5E78b/deL9qWdHkpsNgqPHuaVE9ngcZOjMfI/Uxwj7Ln8o2QnD4T3pY3HznB7\nLmVCx4+mWHZ6k4xOB/8zxTKp/FBV2F9roNEoC/nefXcnAJ59Nr1Ohl1urp24OBMpKcFVjtru3cPq\ntPXgg1vp1i2MoUOjycmx88UXDWRv+poCKh2fqnD/Q5OZWc411/yKwaDBbq+2jyYkmBg/PpmcHFtV\n5uiTT+7kxx+HEhlpZPPmQs47L4Knn+7Jm28eaHDhjMaiCvOmsH0GY8uPEuux40TD+IpMBPBYWE9+\nM/qvi+yPfq4S9m7ejsvpJNgcykfm9sxxKxrvT8ZYXireyttFiiPVhUCHZKwti4ctvdlgaH3NGKBA\na8LhcBMdbcBs1lJW1vIZo++8M4COHc1eE8lOVq6sa6///POj3HtvJ+bPH0R+vh2Hw0N8vKKRb9xY\nM2M2Pb2E9PTG2C69nGU2XpWWQ0pqCHKArCwbLpeHiAgDRqMi6Nu2DUKrFWi1MGPGDv7734sYPDiK\nwYOjuP/+zWzfXlzPFRqPKswbg9e0Mt6ayaTymqU11xiiAhbkOunh8ZJ0hjtyEXo9/fr1IywsjBQX\nvL0XbBL26MO4NWIgd1kPkqkN5j/B7Yhx23mlaDOPl6QzMWIA+Q2YcVqK38yxDHPkcd11bVmwILPF\nr5eSEoLd7mbKlC3s2eM/jPA//zlKXJyJSy+NIzzcgMZrQNy8uZAFCzJavI+th2RwjwKiwu38vD6W\nLkmlmIxuMrJCcLo0FJYa0GqZLmWaAAAgAElEQVQ8XH7+CQZ0KyQiTNEQ84qMrN0eRVmFzrtE3BlA\n7RnOOTBY7tpVQu/e4Xz33cUUFjqxWPQIIXj//UOUlrrJyqogMVGxm7/ySl9mz97Dt9+eaKDVwFCj\nWRrCj5Pzb9YMbi/PoFDo2aMP5YOgJHYZwuueWw93lh3gxoojFEUlcHnnJEwmZf1Hqwdm58GMkyRd\ndnMW80bRZr42xTM79OQO1pbifHsu/yrZyf79ZUya1GBO2Cmh0wl++GEoubl2/vrXwOpkgGKa6ds3\ngu3bi5o/4ek0mVm6ty/m8dvTSYium31YybEcE6EhLsJClOXQDmUFU2LV06tjcdUA94+3e7BqSwCF\nsVqbc0CYa7WC6dO7cv75UVUlJjZsKODhh5V69gaDhquuimf06FhSU0MRQpCRYWXixA1+inOpKw01\nH/VUONzmtVnv1ofyWAOhh7UZ6Cjgxooj/K6PZGD7Lph81vEN0cDUaHivCA7Xs45sut7CRn04o2zZ\nzDF3xiVa34f9uyGKMqGlYyczer1o0ezQhAQTQggslvqTg/zh8SiLQjQbvuVrTwNBRhd3Xn2QhGgb\nC75Opl1sBef3ymfpigTyiozY7FraJ1hJbFOBBH5YG8v6XZFU2JWfeMfEMgb3zGfS1Yd4+q6dfLky\nnjc/68RlQ04ghOTLlYlV64aqNB23WzJzZjoA4eE6goN1ZGVVD74Oh6eq0maXLmaeeqonKSkh/OMf\n3ZkxY+cpXVsV5o3kAnseaSXKQ19tCNw+DpDksvJCsTJCvxiayq9+5JMOeCMerjpcfzv/M8XT31nE\nGNtxvgxKbFQfmgOzx4lJKvZCTwvHxx8+XIGUkry8wEqRthin0fHZJamUV/5vM0FGD9+vja1aK1QI\niQxQAB84ZubAMTNrd0Txtysy+fPQ4/x5aHWq+aSrD5FXbOCDb1L4aX0bGl0JsTk4w0rknipFRS5G\njYrj2mvb4nAoZYOXLDlSVTJ5794yJk1az1dfXUyPHnWd9Y1FFeaNYIA9n5klOwBYaYjmW1N8A2fU\npL+3dO0Dlj7kaY3E1nr6Do9iLx8RAgahhC36Y5mxDQ+V7uHvZftZa4giR2vyf2AL8XTpLnRI0nWh\nLVq3Wa8XfPzx+QghOHr0NJcS8E3lDwCj3k2vTsWM6K8sblBu1/LlygSOZIc0+tLjRhwlyOhhzsed\n+Hp1dSmGQAW5LwePmXlqXg++X5vHRX3zKCo1kFtopHNSKf1Si3j89nSCTC6+WtX6SgJwTgn0CROS\nuOOO9jUS2SZP7oTRqGHxYmXZh+HDlSST5lhjQBXm9eFjYtFID3eXHWC4vdqY/aUpod7KhPXRw1mC\nG9itD0MLBGugwgN2CeFaJRP0xXzYUFG/IAeQQvCauRNTy/ZylS2L90NaPlW4+uKS7k4lEmTKJd+0\nyCXCwnQ8/HAqAwZEYjJpOX68gvnzDxEdbWiyhq7RgEYj0GgEqamh7N5ditvtadaZhVbjwe0R6LSS\ne649wNhhWQDkFhqIiXBw5YXHeeS13mzfH7h/Zeh5OVw2JJufN8SwtBmXZVu7I5q1O2rOLI16N1+8\nsIbxlx3m+7VxAa5N2gKcI47RW29NweOR3HrrOo4eraBduyDmzx/EpEkdWLeugNGj47j+euUzra/e\nS2NQhbk/atnK/690L1faqz3OEjiqDWp0s8kuK7t1YdiF8iPpdwAK3XDUBbKH0u7P1sDa+iYogRvL\nDzPMntuqwry7qwQ9kt27S3A6m9/GYjRqWLhwEOHhBqSUOByeGutsrlyZ22jbYv/+EaSl9aiqlFhJ\nRYXbm+xxmIMHA3zwfkhNLuHOaw7SL7VmAtLew2buerY/IGgXa2VR2noevy2d8U8MCcg+rdd5+L/x\nezmRb+T5RV2b3L9AsTu1vLO0I1Nu2EdKfDl7D4e2+DXPZTQaQVZWRVX98yNHKsjOtnlX/nJz5ZXx\nCCF49NFtrF176oW4VGFeGz9Ozx9NsYyyZ2P01h1/I6QjeY0MCwzyuOjktvK1j2lmu716/wknjGnk\nb2eFMYbxFUeIdtvIayVTi8mjxJWHhTXOIRkITzzRjUsuaYMQgrIyF8XFDhITg7HblZCuhIQghg6N\n4YYb2vHxx0dO2lZsrJGxYxPp2dNC9+5hZGVVsGTJETweicGgweWS9OljYeTIWEaOjGXFilz+9a90\nHI7GDVAaIXlrupILUFauxRzsJqfAyKc/t+WH32OptD0fyQ5h3xEznduVcV5qIRt3N5wncNMVmVjM\nLmZ/mNpqWvKxXOV71C5WFebNQW0FQqdTFk0ZNSoWs1lHZqa1WQQ5qMK8Lj3T6gj0rYYILo8ZxqL8\ntbTz2LjPeoAxtuPcHtnguhtVaL0DQYbWv8301QKY2chyJxk6pa3KxS1ag1zvIJaQEMSkSe15991D\nDZwRGE891Z2hQ9vgcnlYsyaX+fMPMX/+IEpLnfz5z2sApV70vHkDuPPODnzzzXFKS1112tHpBPfc\n05Fx45Tpa0aGleXLc5g7dz8lJTVDhP79b4iNNXHPPR0ZNiyG9PQSliypNUg0YCNPTVFMTvuOmLnv\nhX6YDG5Ky/0PdHOXdOLVqVu49pKjAQnzSwbkkHk8uFXDCLfsVUxAKfFNn6moKOTkKFnJb7zRjzfe\n2M/w4W1o08aEy+Vh3DjFJ9Gci6OotVmgunxtpRDvmVb98uG9kPZV79u7y7m2/OTaoS8uIfAAHdxl\nRHgc3F22n1BPtXB51xtFZ27EJ6KXrV9q8YiuejCqXMX8VBg0KIJvvrmIoUMVR5BOp6F7dwsOh8fr\n+Kxeoiszs7yqaJHH438AGzUqlnHj2pKRYeW++zZx223reeaZ9DqCvJLsbBvr1ima0U03JZOU5FMI\nqQFB3i+1kDembQbgXwu64nRp6hXkABGhSh+27QvEZi6JDHOwJaBjm48uSYojrqis+WdeTaayPs5Z\nVidn6tStuN2Sbt3CePXVflx7bVuklOh0GiwWA25380ZpqcK8Nr5aeS0NfYUplkdDe+L0Tp17uAJP\nCbcJHTt1YVxkz+Pz/F/5a8VRPij4nVSvMzHXmxX/t0aUPBnoUEaAItG6P7wD3tlFSIgOvb7pIWzR\n0QaefbY3QUGKCcHhcLNpUyExMUbS0noC0K1bGLGxytS/X78IQkN1FBU5qwpsVdKxYwjz5w/kkUe6\n4nZLHn98O7t2Nfz5REQYeOghpaqi2axj7tzzqu+pAcdbZFj1DzEjq+EolYHdlUGjpFyHRpx8NvWn\ni7MINrk5mt1438yp0L+b8p3asOv0lIs4lzh2rIKxY9fwyit7yc+3s359AatXV5eiWL48p1mvpwrz\n+qglyNu5rPRwFhMj7ei9Zo3XQzo1qskVxjaESRefmhSN1iJdvFW0iQhPtfF8coC/oQvteQx3KNE1\nye7WnRJPjBiAzebG45GnFA1y++3t0WgEQgg2bSrkT39aU7UcV0iIjmXLsgFYsGAgb73Vn1mzeiMl\nvPJKzUWxO3YMYfbsvkREGPjww0zuuGN9jUSNk1EZ5VKJxaLn2mu9USMNaIGW0GphPm5EAwW7gH9/\nl0xBsZ6Hb9rLl7NXc8Olh2kX6z/kctzwY5zIN/LZL80XwdIQQkguHXyC7AIjmSdarlTrHwmr1cV/\n/5vFddf9xrRp20hL21k1q5w7d1+zXksV5lDHnKLZPkN5IyV3l+3nf7krWVS4nteKNvNXq5LN40Jg\nFY1zSq31FsdKdNdc3TvOrQieteXQPQA/5kBHAc94490BOrlOPUa1UQiBXq+hoMBxSnHmvqsWPfts\nOk5ntS0R4Jln0vnhhxMYjRpSU0OREp56qmahLZ1O8MILfXA6Pdx770bmzTvUqGp0+fkOZs7cxeLF\nh6uiZO66q6OScdqAZv7lykTe+LQjAHGRDQ8eOYUmbvvnQOZ83InsAhN3XXOQ2VO2+D3WZHSzdV94\nk2LJm8qw83JJjLHx3xUJnJakoT8AHg8sX64oYVdd5X/5xqaiOkAr6ZmGwaBhxi/XMNiRT7oujFRX\nKXokvxqiSNeF0sZj5yK7Ikh0SP5T8Bvjoi7EGWBKfbFGMYec76zpvf5HyS6eDOvJqwWhDDmJQiSk\n5ObyDG4try5u5QZ+NLbuQhGD7HlotcKvA7KpLF48pCoOHOCXX5Qp6LPP7mb27L1otQKHw1Nn8Bg+\nPIbISAMvvbQnYG28Nj/9lAPkoNMJli/PYfjwNvTsaWlwNSWnS8PnvyRy73UHGNC9AD5r+FolVgNL\nV7SluMzAPybuOmmIYmuXTerVSang93krzgb+iFRq5kOGRPLRRydJ9W4kf1xh7mtG8WrmU6Z05gJH\nPhv14fR3VscMPx7WsypB6CVzF64tP8Lk8oOYpZsXi7YwJfy8gBKIyjR6ZoR1Z0bJrqop0SZ9OP2c\nRbxUvJVbdYOhrZ4UPWT4+Ou6OUvo4SzmKttxkt01tc7rI8/Hpmm9jzHM7eBf3lnBvHkHm9RGVJSB\nGTO606uX4tyrtNS4XJL09GJeeGEPWVnVs5f6wgWDgrRMmdKF7Gwb33+f3aS+VKLRQFpaDy68UEmk\nSUkJZs0aGkzjj4204/HAzoOBOzv+fv0+xo04xsFjITzzfrdT6ndzEhqsfOmS1RjzFkGjESxYMJB2\n7RSNbdu25it/C39EYV5P8axrrklkzJh4vjHF8WJoV7o4S5loPciikJSagloIPgtJ4ubyw4Thorer\nhGDpplwE9ihXGtswMSKYNws3YcTDXq2ZX4xteKhsL5/lrWHv3gQeCopnisPMRY5chttzGWH3X0bx\n2sjzKWjlMrhTrPvQAkeOlPPrr96stR1pdUxV9TFmTBwPPZSKRiOQKJP5IqHnL3EX4BECLgusHVA0\nG7NZx6xZuxsdH16b0aPjuPDCaD7//CgHD1r59deG1ziNjbTx8oNbKC3X8dnPDWuzEaEOpt+SzqAe\nipPx/tl9sVacOVEj8d5qjAnRFaowbwH69LFUCfJrrllDUVE91fSayB9PmPshbusj3F/wO+m6UF42\nK5ENe/WhTAvvU+85Y2MuYkrpHq6wZVPeSM34kM7MF0GJXF9xhBtsR/l3UDvmhnTifEc+A7Oy6EkW\ny05y/h6dmcfCerWqII9x27jYnsswey4e4J57Nio76hkc/TF5cqcq5+LbIe35ODi55gEBDgiV9OsX\nAcCWLQ0s/RYAkZEGAH78MZvdu/3XTK/NjZcdpk2knYkz+5Nx/OTRLOMvy2TS1dUx+Zv2hGOtOPn3\nRq9rXTvLxz8k8cw9O0hsU9HwwSqNZuvWIsrKnJjNevr3j2DZsuaNZmlQCgkh2gGLgFiUjPN3pJRz\nhBCRwBIgBcgArpdSFgqlqswcYAxQDtwqpdzUrL1uRv5ccYwHyxSv8ja9BXcjSspWCB1GPIpxs5F1\nWt42d+R7YyzzizZwU4USr14qtLgMRnQOu99z9ujMzApN5YCudbWmeFc5CwvXV0XxrDBEV4UGTi9J\np9ehDG43auqsvFKbEycUzS83187HMcknPTYQQkJ0HD5cTknJqdvud+xQpryRkQZiYoxMmdKZAwfK\nmD8/w+/xYSEOrrooi0NZwRw42vDncduflHaO55kY/+Rg79b6vzMFJQZ6dzr1Qaox9OmsXO+XDWfw\nCuNnMR6PYlq54IJo4uObP2M7EMnlAh6SUnYHhgD3CSG6A9OBZVLKzsAy7/8AVwCdva87gTebvdfN\nyKU2xda6KDiZD2prig1wWKdMmSaUN82JkaE3840xjhyNkVyNAbN0kxBuYciQIQwbNoy+Qy4gK6Ez\n/2fpw6XRF3N3xIBWF+QAd1sPokeSL/Rs0IfzkrkL7EhjxprruMyeTUJCEAMGNBxT+emnR5FSNnbc\nOynNtbjK8eM2HA4PM2f2YuHCQVx4YTQ335xChw7+NW6HS0O5TUdyXDkdEhuOJqrs5gsfpKII8ZM/\nhF2HwggyuYmJhH7dYexI6N+jkTfVKCTD+uVy8FgIWXmtG9v+R+KHHxR5M3hw86/21KAwl1Ier9Ss\npZSlQDqQCIwFFnoPWwhc7X0/FlgkFdYC4UKIxtWKbUkqp/JScoEtt+pXNj+kPVZN4+yXxzXKl/4S\ne9OnSy+GdeWvUedzfdQFLOxwMSldu2EyKQsyhJsMjO2USNfoCJyNDINsLvQeN0Mcim38psjBPBze\nlxKtgcH2PIY7FLuyxyPrrLPpD41GcXJGRPsxDzXSxAJKKn5jF62oj7w8O++9p5hBKmcQANOn+y9w\nZbPrmP5aLzQauHTwCeKiKnjwxj2MHXqM+Oi6ZoqcAuWeX35wK3pdzYSnIX3h7hvguYfg87mw6XO4\n8y8Cixkyl8HPC+DDWfDB881yq3Xo2LaUX95cQZtIOz+rWnmLsnKl4v/q2dNCly7mZm27UcZeIUQK\ncB7wOxArpaysbn8CxQwDiqD3zXM/6t123GcbQog7qVorrpVXm++ZxocrLifBU/2jHWLPZ60x8NFS\nSMn00nRcCOaaOzdLt9LitATXGl5DNPCvWFgcQLJpJ2cpFo+DbK2JfI0RKQS2UxwE3i9cX1X75XLb\nCZYGtwUpebh0T9UxCxZkYLPVv7DzmDFxXHddW5KSQpQQw2aKYTabdVVLczUHn3xyhN9/z+fYsQoW\nLhxEQkJQ1aLQ/th1yMKJfCMXn5fHgG6FdGyrJG9V2DWMm3YhNkf1s997OJTENjaeW9gVp6vmZzJr\nKlzUv6a17tAhLQX5bqSnHEuoMgNcv73ZbtUHyfSbdwOwbmcEn/1ymuqYn+Po9Rq6dDGze3cpBw6U\n0bGjmb/9LZknnzy11YV8CfiXIIQwo0TSPiClLPEtuC6llEI0kJ9cCynlO8A7StsJrerpGT48mgSP\nDQeCCqHFIl08W7KdWyIGclgX2OIBE60HifPYmWPuzNZa638KKYnwKNmBpRpdwFp1Uj1Kpr/tCa5y\nHizbi1Xo6Ogqo63Hf4z198ZY3gnp0CRnaX97fo12bynPYGlQIk+V7CRKKp54m83NBx/Uv6jz6NGx\nTJ2aihCKEN+qD+M9fyV7GxERU8nevaUkJQXTo0cYO3cGXlrhZFQmHL388l5mzepTQ0v3xwffJfPQ\neCUj9bVPOhEdbueGS4/w9qMbeHZBN3ZnhmHUuxkxQNHItu6rq7hcchs8dBs8cTfotGA0QEREBJmZ\nmRQWFhIcHEyFHWwORdg3V/x5SJCTv1+/n07trKzZFsUTb/ZqnoZVqnj33f4kJ4eg01VnOk+btpXP\nPruQaH8z1FMgIGEuhNCjCPIPpZSfezdnCyHipZTHvWaUSlvDMaCdz+ltvdvOGB5+WJk6T7P0Zp/W\nzNOlO+nuLOEfJbuYGDmwwfM1UjLe67T80lQziyvC4+CB0r0M9ZogKtBwSBeCVehYYYzhO1O8EoLn\nh8NOSDH4316JkJInSndxST3higC/6SPZbIgg1VXKZfZsRtmzeT+kPR8FJTXKUVt7CFoc1I6Zxdu5\nwCfpacOG+st3ajTwwAOdEUJwt+U89ujD/F/fT6XKQFixIpdRo2J57bV+XHXVqjr1Wk6FDRsK2bGj\nmIqKk7f57ZoE1myNRggoKjUQYnJh0HsYN+IYT9y+iy9XJXDnNUo8/rqdERSU1P2AnU547h1Y+AXM\nfRyuGAphYWFoNBqOHz9OQkICQUbBndfDnddXn/fah8prTxMKV4YGO/lytlKNcumKBF77pHGlKVQC\nIzk5BL2+erodHW3g739XZvIFBc27FGKDNnNvdMp7QLqU8iWfXV8Ct3jf3wL812f7zUJhCFDsY445\n7QwYEEFwsDKGbdWHU67VMzW8L8tMsVXadEM8WKZoYsuMbWoI5ki3nUnWgwx15PG9MZbXQzqy3hCJ\nQXoY6Cxkatle/l3wO/0c/gXgY9lgrRUQYvUo2wFi3BX8N391HUG+Wh/FjLAejIgexoiY4TwW3pv/\nBLfjmbDu3Bd+Hjv0FiZZD3FbeUZA91fJOmMUd4efR5l3ZlGkMXKBs4Ayoa0qunvRRXXLsw4YEM5d\nd3Xggw8GExysY50+gj0GS01BXrsyZRNs5qtX5/HmmwcAqj7T5sT3R3gyissMFJUqQtpq0/HqJ51Z\nszWKxDY27rn2IG634N/fJfHIa31OWpf8eC785QG49A7Yl6khPjGFsrIyTpw4gc0O2h7Q71p435tp\nOnkC7P4WZLryylimaPjhPstJ3nglHPoJ3DuVvzdeCXFRFcx+YCtuD7z9eQfmfNwFt0et7NGcaDTQ\ntWtoVUXOShISghg2TPnNPP30rma9ZiC/gAuBvwHbhRCVhSQeA54DPhFC3AFkApU6w7coYYn7UUIT\nb2vWHp8iW7cW4XB4MBg0PFe8nemWXuAtTxsqXeilp970fCElf7ZlcZXtOIVCz7Oh1c6xyoWe9Ug2\n6cN5zrsv3OOs0tIB4j02ZhdvY2T0UDy1rlNpF/9XrGJaOexUBPniEhhVcYJpZXvQI9mnDWFBcApT\ny/YSIZ28FJZKocaPSg/s0lt40NKXp0p2cnN5Jr8bItmlD9xHsUdvIUMbQk9XCY+WKbbVfwcnc7dV\n0TZrrzb0zzXXcqEjv8oqvksXyiOW3gFfr7GUlSnTlogIPbm5/kM6m0JQkJZOncxVxb4ay7MLuzKo\nRwF7MkPJKTDhcgcuLH/dDN2vgkl/acsNww+Sl1fA8cJ4PB7YvAvueEJ5AWi18KcR8PcJcMkQeHGa\n8qrE7VaOAUhJhPeekezZk0FOjpVHX+/F+l3NH1XxR+euuzpwww1JfvfpdMr3wG53NxjK21gaFOZS\nytXUH0c10s/xErjvFPvVYjg3z+Aqj4t/F65nsLOAB8r28UpoF/boQvkzx+nlLGaTIcLvuQ+V7eFK\n2wm26C08aumtxKRLyU3lmdxSnslBXQiLgpNZb4gEIWjnKmdChf+wxQ8K1jEhakid7YtL6jo7Ux0l\nPOYVpL/rI+jtLGZmqeI4eS84pV5BXokUgtmhXRiSn8/ksv38X3jfBh2jQkpuLD9Md1dJVWGwYqEj\nUxvMp0Ft6eAq41J7DitX5tK3bzh3392BlJQQjI58ytGy2hhFqdDzmrlTXdNKE7Tw+ti6VYkPv+aa\ntjz//O5ma7dDB8VZ21RbvLVCzy8bml4zx+OBt5doiAqOY/SgExSUrCMyrA8FJTXtrG43LP1JeVVi\nCYXbxsELU0Ff6xceZBJ07tye66a2DSg+XqXxjB6tfO45OTa+++4EhYV2VqzI5fLL47nrLqUw288/\nN2/CEPyRMkB9bLJOjY4nwnryTtFGRtuyeSW0C5sNETgQ/LNkB/NC2lMoDPRyFmOWSkJKrMdGH2cx\ny4xteD60K06hIdpt5+OC39CiJPQ8ZOlTI7zxiDaId0Pac1XFcYzSTaSsNn4n1OOw9Me95QcQVAvy\nHK2Jd0Pas08XSk6Ay8UVawwsDk7i5vJMbiw/zHyfhTb8Mat4a436NAC3RA6i2DtwbJu5ikunpjJy\nZGzVUm9OBNt1oTxg6YtHU48m2oyCHJSa0bt2ldCnT/NFRMXEGHn66Z7k59uVhXZPY2nv5xZ2QUrJ\npYOzWfzMWu55vj8Hj508pK24FF5ZCLOn+d8fZDJy4GjrLDP4R+To0Qqioox8++1xFi6sDg7wXVBl\n3rzmWaHLlz+GoayWc01IyetFSlJqMG4eL9mFA8FD4X0pFnruL9vPjNJdjLMdo5ezmB7OYqI8Dj43\nJfJiaGqVGWZ8eSZaoFDo+Xv4eXXj1IXgo+BkxkcN4droC5li6dvorps8Lno6Fe1zsLOQAo2BB8P7\nssYYE7Agr2R+cAoAQbJhR2FvZzEOBM+HplZtK/ZZBOO7ZyeRkaGE4gkh+PDDTC6NHsr9Ef1aTZBX\nsmZNHvHxQQwffurLq+n1Gh57rBvh4Xoee2w7OTnNZ7ppCh6PhucWdmXa3N6Ulut56YEtBJsCy3g9\nfNx/2Mvh42p525ZAr9fw+ONd6dMnHCklS5dm1djva7Jrbucn/FE0c18hsiMNKQTpujB6uxQhOcqe\nwyh7Doc1QdwaOZC2XrNCoUZPocZ/+NAQez7X2LJYaYhmRliPBqNEklxWLNLJHp2Z1EbUH+/qLK0x\n4i4JbtegWaVehKhyZp6Mm6wZ6JFkaoLYrFPCLk9ojDXu0aPRcEf/K7jx+QVkPzCGnx4YfvJGW0iQ\nA3z22VFuuimZO+/swG+/5Z+SLfL++zvRt284s2btZu/esjNimTIpBevTI3luYVeem7yNWfdv5Zn3\nu3PcJ1PTZHATEuRiUPcChvTKJ9jkprxYjzsuFa22+jO3Vkgee1kV5i3BO+/0JyUlBJfLw5w5+ygu\nrllIKz/fyddfZ2E0tkwC4B9DmPtSWe52Rxpt3DaQkhsrjnC1LYskTwUuBAd1J5/G6qSH6aXpHNUG\n8UJoaoOCXCMlrxZtJkw2voZIdC1zjPsUJlM66cF8Eq08zl3BW4UbsUgXbuAtc0feK1wPwHY/TlOP\nRsOHj97e5P40F3a74tCOjw+iUydzk+zcer2Ghx9OZfToWP73vxN8++2JM0KQ+7IhPZLnFnRj+q3p\nzH9yPYt/aMf2/eGEBLl49NZ0gozKIGZ3aNh/1EzG4RLSD2VxwcAEYqO1HD4Oj70sWPzNab6Rc4yu\nXUOZPLkTKSlKjsrYsWuq1qqtzezZe/1ubw7+eMLch0ozxZzQLvRyFtPRbaW/o5D1DWSCRnvsWKSL\nf5uSAywBIAnxEeT3hPdjtz7sJMdXM8xRsxTrw2V7+DaoadURLvC2dUjrPzFqfPlhLNJFqdDyRkhH\n7i/bRwgeKtDwg6l1F8BoLG++uZ/Jkztz++3tmTFjJ2VlgQ+cCQkm5s0bSFCQli+/zFKW8zrDBHkl\nP62PpcKu5Zl7dnDrVZkogWSQkRXMf1cmkFtkZN3OyDpZpiotQ6dOZt58sz8ALpeHd945WK8gb2n+\nmMK8doKKlLTxasChAWjPdq/NvI0nMHuqR2j4zhTPVbbjfBqUGLAgh5phRG5QokOayHBvfPoKY13b\nskZ6MHuUe38srCe7df0IjFUAACAASURBVGE8WLYPGxrGxAxt8jVbi88+O4bZrOdvf0tmyZIhrF6d\nx8qVeRQWOnC5POzbV1Yjc1II5YeYlBTMgw92IShIy8cfH+btt70LbjSwKMWpEhFmR6eV5BY23hH5\n6/YoFn2TzJGcILoklWF3aPj4hySstj/mz/l0Mm1atU/p9df317GTtybqpw+kukoIlW5yNEZ+DkAD\nLdQYOaoNorcz8BKlGwwRXGU7TramcT9e3xDCRyy92WhoWmhFhMfOCHsuKw3Rdeqvd3SW8lrRZkze\nNX8cQsu7RRsxIFmvD/fXXONoQXu5LwsXZrB9exETJiRz6aVxXHppXNU+u92N1eqmuNiJ0aghMtKA\nyVT9bG+7bX2VQ7eKUxDoURY756UW0iHByvYDFgZ0KyT9UBgut2BYv1wu6J2HQS/57OdE5v23Q406\nLg0hpWD+10o00k/rmtQ9lWage/dQOneuDu+89tq2qjBvdWqljxu9KltjFmj+1RDF9RVHudmaoaxG\n1AAXe9cO/d4U18CRNXk9pCOX2HMQQEdXWZOF+SU2RSv/Kqhm+QGdx80bRZvQI9mvDWGzPpxJ1oOk\nuMspETqeCGvRuqvNzqZNRWzaVITZrKNbt/9n77zD46iuPvzOVu2upFXvsmRJlmRZcq+4YJvuQDDF\nBoeWBGNaQigJkMAHNhgSSiC0UGx6DaZDQjUG3Hu3ZKv33lfbd+/3x6haktVlC/Z9Hj9e7czcmV2t\nfnP33HN+R/5Di4kxEB2t59xzwwgI0HD0aCO7dtVSVGQmL6+Jykp7ZyFvoQ+CHhVi5sEbDhHib0Pv\n1fZVe1mL79yCNleL/ceMTEis55KFxcxMreYfbyRzKHsQbpweho0JEzr+vrTak5sc+MsU8+Pwal4U\nzOyDV/hnXhEstRTxO3MeYW4rj3sndqroBDC4nVxqKeQMWwUbNUE09tFmt1appVyhJcxt48amHDZo\nQ6jsY0qiWri52FJEg6Ril7pjQdTzdXvQINigCeYB4zjCnWbeqt2BC7gocHa3PjKnOiaTk507ZVve\nlv9ffz0PpVIa1ErR9vz2/Dxiw818tCESi03JoWwjoQFW/Hzs/G9LOKEBcigvr9SAyaxGrXJx27JM\nzphWzjN/3sfKNSn8uMdjQTsSuOyyaK67Lg673cUbb+QRH+/Ds89mndRr+mWK+XEx86rmVL+5tkqe\nciVgVvYsuMUqPZcHzGCZuZALrSVUKrSthTgKIfi1tZhF1jLGNKch7lcb+22Ve6dxPG80Z5VcYini\nhT7Gzafbq4lwW3nKe0yHzJsgl5UEVxN1kooHfFMA+F1TXmu+zAu1uwD4xiuMD/TRxw874uhXbm8v\nZ+U3XZrFGdMq2H/MyDPvd/17Pj4+7nAqefTNZNZ8OpqPHtnKuLgGj5iPAMLCvLj++jicTsGKFbtb\nnTZPNr88Me/CnS9H7UOtpMJfOHmtbifL/abSoOw5l7tcqeNfPolMs9dwtTmfebZKtmoCmeSoI9nZ\nSJVCw0dekezT+LFRE9Tn1nItFKoM5Cr1jHaZucxSxE5NQJ/CLWc0N8/4WiuvB0hCcFdjBvOaF0Q/\n1kW2XltFO6vcBFcTEpDQlE2w28rzhi5K83timOLlQ0YvwyxJMXLf0P981/ebXm2DhoNZvlw4r5g9\nGf5sO+TxSzmV+c1vopEkiQ8/LDxlhBx+KRWg7elGXK7zn4YTiWC3nSfr93W5T3f8xW8C7+mi8RIu\nllkKiXU28aIhjiUBs3jGZwwbtcH9FvIWfh8wnb/6pgLweP0BLjcXoOjB2FohBFc05bPAVsl6bQiW\n5oXPeKeJc2zl6HBTqtDyRnNlKMBa73gWBM9nwYIfWLjgB668cjsIwVJLMf+r2shoR+8Lnka8kPeS\nAF8bhuaqTH+f/nRcl/jb82kUVei5b/lhNOqTk9rmoWsSErwJC2ub5AQEyI/37x/eHq09IQ1WD8UB\nXYQUIVqbDg0XXczQFcLNx9Vb8BVOfus/lfweioc6IQR64cIuKXBKCvzddsJcbUU/hUodpj7GzI8n\n1VHPjaYsUpyNHFN585Euim+1oZ1i2zq3k9tNxzjTVsEhlS9/8RuPFSWrGw6R6qjHKJzUSGqu9p9O\nU/uwUhcCnJLiy60vzGWMq4kihRdXdWEQdqLjfxZ0MzvXaZ28uWoHgUY7734dzZpP4xCifzfu5Rfm\ncMW5BVz459k0NA1OO7yfJRkrh+U0s2YFcs89Y1u7Wb3/fiHPP5/NvHnBrFo1DpPJyeLFm3G5hkpD\nX0KIkl5/mH55YZYT4JYUfKMN5VJrMdPtNX0Xc0limbmARZZS3JJE0HH+6A4knvRO5Mt+Fv0AHFIb\n+aPfJC6xFLO8KYe7GzO4rfEYB9RGipQ6JCDJ2UiisxElsEvtz1+M40GSWGouYHZzP087Eqt8U3oU\ncoD09AYCWjsneUSmhbhIE3dfk0Gg0c6z6+L58PuBrSvERsgZNXbHL+8L86nGpEl+rF6dikIh0dTk\nRK9XsnRpNBaLi9dey+PAgTrGj/fj9tsTeeyxoz0POAz8MsX8BF1tdmv8udRazEJbBev0XXsSd4VS\nuLnAWsoycwFKoFjyYqMmiO+8QrCixFs4udRSxJ2mo9glBesHUFHplhSs00fzkS6S86xlTLPXkOqo\nJ9VRjw43TZKSb7Wh/KgNae1rGu1s4sZmD/J7fMex5fjCoRPMqCMjdQQKB/WSij/4Te73dfcVhULi\n2mtHM3asD3Fx3hw6VE9VlY2DB+vZsaOGxsa+2yMMFn4+dv51+z589E7e+zZ6wEIOsH5HKLPHV/Pl\nUxu5+M7TqG3spwePhwFz1VUxKBQSq1cfZv36SgICNHzwwSyWLRvFl1+W8sgjGbz11gwWLQqnuNjC\nO+90bXU9nPwyxfwE7NAE4kQiztlN3nEXRLgs3NtwhLHORooVXtxtHE+RSt9pv43aYF6q3cW9jelc\nbc7jr8Y0SpSd9+stLknBF7oIvmjJHReC0a4mSpQ6bMflzIc3m4c1SKrOQt4DxcUWBHI1qluS+t3m\nra/ccEMcS5ZEYzI5OXSonvh4b2bPDuLCCyMpLbXw5pv5HDvWSEGBpVOTjEGlixDLvEmV+Oid3PGv\nCew52rX/fV/ZsDuY+5Y3nzK2ga0HgwZlXA99Jy5O/la+davcKaimxs6PP1Yyf34I7703CyEEZrML\ng0HF8uWj+e678pPusPnLFPMTiNEUew1KBI4+rA3f0XiUsc5GnjPE86EuCtHNYqdDUvA3Yxq/spRy\ngbWEF2r38IhPEpv7KK7dIknktgsNebscqBBYJQVXmOWZQ9bxDat7EeMeN84XCahRaIYlJp6WZmTF\nijhSU41s3FjJffe1dTD39lYxZYo/d9yRyJ13tnV6ystr4quvyjCZnBw+3EBhoXnwYpldZLSMT5Ad\nN4/k9t6aoWckPv4hgovml3DzpVkeMT+JZGY2MnVqABdfHMlbb8l/O6tWHSEvr4nLLhuFTqdsjaUD\n+PioTrqY/3IXQFs4TtSfrt1DmrOBN/WjeKWrLvLHEets4tXanXyki+SZPuSRxzlNPFW3FzcSiwNn\nd3sD6C8Jjgb+XbcXNW2/30ZJyW3Xbif70z/LT/RCmBUK+PzzOeh0Sh5+OJ3vvhv8Dintz7V0aTTL\nl8fhdgvef7+QN9/M79LS1mBQEhmpJy3NSFCQhnPOCcPfvy0sUV5u5bHHjrJ7d+3gXWCzoCeOauDF\nv+7hm22h/P31sYM3PqBUuHn2L3tJjm3kv5vDePyt5J4P+qUxDAugaWm+PP30ZAoKmrjmmp0dtimV\nEiqVhL+/BrVaoq7OMUQhv74tgHpWWto3FQb2aeQS3Vqpd/HKyXZZLNZr+1bskaPy5kdtML7CySjX\nAHNVhWCGrQq1W05pi3Kaeb65RN8NuIEfNEFcdMb3ZGebOr3mE3H22aHo9SoOHaofUiEHWcivvz6e\njIwGlizZytq1ud16kzc1uTh2rJEPPyzixRdzWLJkK0uWbGHFil28+GI2Xl5KHn98Atdee+KOSn0i\nYyVkrCRplJye+dZX3aypDEBsXG4Ff3hsEuU1Wn41u4xJSYN4M/q5MAyOlu7mj110tB6lsqOeulwC\nm81NWZmVwkLLSV27aY9HzFtoFrgcpRymuKn+GNc++RpSD99cTrdVYpKUZKj693XbLCnJH0DcXOd2\n8nzdbv7RcIjPqjejcbv4jTkfFXBA5csZwfM5O2geq4ypuPbf3+fxL7tMFqy33x7aBZ5584JZvjyO\nQ4fq+cMf9nYy9u8Jl0tQVWUnM9PEe+8VcsUV22hqcnLllTGt3dAHg6QkH86fK5sp1TVqOgp3s9gP\nVGxcbgWf/SSvg0xJ9oh5J4Z4Zj5unC9PPz0JgK++KhvC1MPBxSPmx/HD1H+To9SjUim48spYvinb\nwKzrnu52/wi3hR2agH57mDRJygEVFK2p3UVys2WAF24eq9/fmhL5b2+5eayrC8+Y3tJS4RYaOnQ9\nIydM8GPVqnFkZ5u4884DgzJmU5OLSy7ZQkGBmdtuS+w0u+ovl18eTeIoE2vX5tBobk7TbBFxGLRZ\n46/mlFJVp+GTHyN63tnDoPLoo+NRKCS++qqURx89NdIOe4NHzLvg2nn/44MPZKc7lUrBww+P5/ZX\n3um0n1K4CXLbGW+v7/e5dMIF/V23EIIwtxUbEpf6z8QNjHc2MM1Rixso66PdblckJMgLpsHBXbfP\nGwx+8xt59v/QQ+lYLINX/Wizufnyy1KMRjXR0f3/9tMehUIiJ8ckf1MZwhmiQhLszvCnqq73v0Mv\njYtzZ5XyhyWZ3LrsGI/+cT8fP7qZSxcWDtl1jjTS0nx5772ZfPTRabz77kwWL44gIsKr9WYfFKRB\nr1fR2OjgkUdGjpDDLzWbpRc891w2n31WQliYjoceSuWCCyJQvfEuj191eess3EvIgbUgYUfndraW\ny/eWRkmNt3AR6zKTd3yWSS8Y7WxCiZxuWK3y4vf+U7muKRetcLFOF0298jgB7kcmSkWFjchIPQsX\nhvDyy4PfUTwtzcj06QGsX19OQcHg+1xs3lzF9dfHc801MaxadWTQxx9MwgIthAZYGRNtIizQRlhg\nOZ/8EElG/olDeJIkiAox84clWUwf1xaWsTskMgt9uHlJNsH+NhxOBRFBFtLzfFm3fuQbp/WH1avT\n8PVVY7e78fdX8Kc/JQJgsbi45Za9ZGWZqK214++vITLSi+Jiaw8jnjr0qD6SJHkBPwHa5v0/EELc\nL0nSaOA9IBDYDVwlhLBLkqQF3gCmANXAZUKIvCG6/iGlsNBCYaGFe+89yOrVaZx3XjjJtTu51TiR\nBqUGV7tv7mfbyvlUF9mn8XXN1rs1/WzQnK/S4+7wszf3GtPkHwYphfCvfz3IV1/NIyJC1/PO/eDi\niyNxu8WQ2YcWFlrYsKGCBQtCeOedAjIz++AtM4yolG5evndXBx90gMKK7t/3ZWfns+KijjfYjfuC\neOb9BLRqN0UVetQqF6/dv5OlZxa17rNgaiU/7gmmoh9djkYyCQne+PqqKSoyc9VVO0hK8uayy0Yx\nbpwvISFerFkzlexsEzqdXKPhcIyMWHkLvZlK2oCFQgiTJElqYJMkSV8CtwNPCiHekyTpBeBa4Pnm\n/2uFEAmSJF0OPAJcNkTXPyzs2FHLJZds4bPP5jDaZeaTmi28p4viJe8EmiQlBuHit6bcPom5QriZ\na6skV6mnoYsSeUkIbm88SkxzpkuVUstqn7EdPNPjnCYkYCg/ckO9+DNpkj87d9ZQV9cfg6resXZt\nLgsWhHDRRZEDjoE6nYLwcB1qtdT5j30A8fLk2IZWIf9hdzCPv5XUYxu49kL+6uexbDkQSFZRR09+\nh1PJ7x6YRligFZtdQUpcA/ddm847D27jhn9M6bT/SMJgUPKb34wiLc1ITY2Dv/89vUP2k0Ih+6uc\ne24YRqO6tSvQf/4jh52OHjXxwANHUCol/vCHBBYvjiQ+Xk6A+PDDopOeN95XehRzISeit0xn1M3/\nBLAQ+E3z868DK5HF/MLmxwAfAM9KkiSJUyGhfQA0Njq5+ebdLFkSzezZQSyjCIHEDk0AC2yV+OHE\n1+3oUpi74lxrGQHCwcu6rlPnHmw41OqjAoATcpQG/usVzlN1+4hwmFvjfAHCwRhHA5ktvUUHsbDH\n6RQUF1uIjNQRHa2nsHDwQiFqtQKjUT3kNqJut/zRs9sHXiV6+HA9CxeGEBamG7T3wlvv4Jk/78Nk\nVnLHUxM5VtCzwP56XnGHnz/6IRKTuevPnt2hpKBMDuOV1+gwW1T84w8HuevqDK57eCodO82OAJJX\nEtn4D9aundah9V9MjJ4VK3a13mTXrJnaWskJIIRg/fpyvviitMNwLpfgqacyWbMmh2XLosnPNw95\nGu5Q0KsgryRJSuRQSgLwHJAN1AnR2v24CGiZlkaC3CdLCOGUJKkeORRTddyYK2itFDIO5DUMG0eO\nNLJq1RECAzX85z+zuNBS0qEN3P0Nh/mnTxIlyhOHJLyEiwutJbiAr5qPf6lmJ2NcTQigROFFpNuK\nC7g0YBYrmnI4z1bOteY8rjXnyYMcl53hu/xVGMwCmXbY7fKMcbBn6WPG9NHIrJ+UlVmprLRhNA7c\nJCwrS57XXHxxJE89lTmgsYL9rfx6bglXnienfb70SVyvhHzpmQXceEkOuSV6vtkexs4j/t0KeVds\nPxzIuvVRLDmjiP+79ggPvpzCiBL0jJX8a90svLyUbNxYycsv5/Kvf00kNtbARx/N5ssvS/Hz0xAX\n501NjZ0338zj++8rcDjECRfYzWYXL7+cN3yvY5DplZgLIVzAREmS/ICPgQGXpQkhXgJegpYK0JFD\ndbUds9mJt4/EZIcsoBs2lLNgAbxds52LA0+jtos4uEK4SXM0cJvpGDEuM99rg1EgF/XEu2QvGAmI\ndMuLLut00dQptXysi+SM5j6gxUodRT/m88wzWbz22nTsdhfvvlswuJWOxxETY0AIQWmpZVDHzcho\nwO0WA7V67xGdTom/v3pQZuYHDtSzZ08tF1wQwc6dNWzZ0u7bU/vslhOEXGLCmjhjejlXnFOAQgHF\nFV68vz6azzf2HKZbfHoxN16Sw4Zdwax+dSxud/8S0tZ8MhpvnZPzTivjqy217EzvX2/Zk8GkSUaC\ngrRUVFhbrR6WLdvOQw+lMnmyP0uWyIu7FouLm27aTXn5yAqX9Jc+pV8IIeokSdoAzAL8JElSNc/O\no4CW733FQDRQJEmSCnnaXd3lgCOYo0dl74ZYlxkzCh599CgZGSZuvDGevzWk84J3PAFuOzeYsnnC\nJ5HDaiNXmgv4XcvMGlhoq2SOrYr/eoW3ivoFAbM531bKKKeZl5rtBDLVvpwTfHrbyS+aDv+3kkWL\nNg756zz77FAUClltdTolZvPgpQ663VBX5yAxcWjjtmPH+qBSKQatmcAzz2Ty6qvTeeihNC6+eDO1\ntV3E+7soHvL3sXPJwiKuOFeeie896seLH8dxtIdslRZmplZz85IsDmX7DkjIQY6lv/J5LOedVkZk\niPnUFPPjUj8VCnj22cmMHTsJIQSvvNK2ZmC1urjjjv3ExMiNu8eM8eGxx47+YoQcepfNEgw4moVc\nB5yFvKi5AbgUOaPlGuDT5kM+a/55a/P270d6vLwr7r//MHfdlYzZ7OKppzKxWt28/34hcXEGzjkH\n1jb3zwR4qP4g9Qo1o1wWTJISOwp0woUONxoEF1nlisL9KiNmpZr3+2C9O9QcO9aIy+VGqVSweHHk\noFt97t9fx2mnBXa9oDhI/OY3Mbjdgq1bB2dOkZdn5tNPi7nwwkjWrTuNtWtzeP/9otbYfCvNYqRI\nuY/fnZ/H4tOL8da72HYogLe/jOFwrm+vGllo1C5WXneYWWk1lFZ5sfqVlAEJeQux4XLMPzJkcL9x\nDRrJK1vfQ51OybvvzsRoVFNTY+OFF7L59tvOce38fDMvvpgzvNd5itCbmXk48Hpz3FwBvC+E+EKS\npCPAe5IkrQb2Ai837/8y8KYkSVlADXD5EFz3ScdsdnH//Yc7Pf+Pf2Tw9tsFzJ0bhEIh4eWlYN7V\nyYxyWchT6rnHmNpqexvgsvFM3V4AHvYZS7p6MB34Boe8PDPfflvOueeGc911ccTE6AkK0vLmm3ns\n29f/YqkW9u6tZcGCEEaNMsi+MYNMWJgXU6b488UXJV3PoPvJ009nsmlTFb/73Wiuvz6ec84JIyvL\nxJb8+WzaF4TDqcTPx86McTWkxmVy/txSSqu8ePCVFHYeCehTN6JzZpYxK62GzzeG8+JH8T1mufSW\n7CJvHE6J0RG9t3seTtQqF77T/4r54KO8+OIUjEY1VVU2Lrtsa6t3ioc2epPNcgCY1MXzOcD0Lp63\nAksG5epGKIWF5g4z2LVrczEcuIcmSdWhdL9GqeWKE7VgO0XQaNoyBs4+W16wnTzZn4yMBm68cc+A\nxq6pkQU2IEBDdvaAhuqS886Tr/frr8sGdVy3G3btqmX37lqWLInmjDNCWLAghDOV6ThdEodzfJkw\npu1mV1Vl47qH5vRDiAXX/Cqfihotz7w/Bodz8Iq2F06tQK0STEmuQ6V043Sd5ILwdqEpSRK8//et\n+Hk7gbkAZGebWLFil0fIu8FTATpMNI1/aGANHU5ib821a3MICFDz5pv5pKT44nYLli+Pa83bPR6t\nVsGsWYFs2lSF03ni0ElmptzV/tFHx3P//Yf56afKQbvu+Hhvrr46lrIyK4cPNwzauO0RQu4N+f77\nheh0SubMCWLevGB8fGrZvx9+/LGSLVuqqA25E7tD2fOAx5GWUE+g0c7aT0cPqpADXLxQLiRavzME\nl/skZbMcb4nQLOh/uTKjWcjB6XTz9dflPPHEUY+QnwCPmJ/qnAINkktLrdx2234A9uyRFxGXLo3G\n27vrdLjXXptGWJgOs9lJRYWNTz8t5pNPSrrct6LCxuOPH+XPf07ivvtSWLx4MybT4FiKXn+9vID8\nwAOH+21/0xcsFhffflvOt9+Wd9yQvBL6EeFZMLWce3+XTkG5jv9tCev5gD6gULiJCLKSV6Ln4VfH\n9rsJ9YDoztsmYyVjI6YBBh566Ajff1/ZeT3CQyc8RlvDyfE+4t0JdR/8xk8WPj4dhdxoVHHNNbHc\ndlsiYWFynr1eryI21sAtt4xh2rTuW6v997+l3HnnfpRKieeem0xo6MBNvYxGNdOmBfC//5WSnt44\n4PH6Tb+rQgVXnZePQgG3PzmR2obBNTqbniKnsn6xKQL3yRDyHvj3v+WY25/+NMYj5L3EMzM/GfRG\n0HvadpIpLbUSGalj7dqpFBWZmTMnuLUiVQjBo49mcOyYibPOCuXyy0dxyy1juOqqHd2Ot3NnLY8+\nmsGddybz3nuzuPzyrQNKK7v66hgA/ve/0h72PDWJjzIxOsLMW1+Oorp+8IRckgQLp1Zw67JjVNRo\n+XLr4M74u6WXDpOBgRpUKgXjxskhPGmoixB+RnjE3EO/WLXqME88MZH4eO9WPwuQy91Xrz5CWZks\nxC+9lMM554QRFSV3bDlRFemXX5Zhsbj4y1+SeOONGbzxRh6bNlX1udx//vxgLrwwkm3bqocsVj6U\nqFUu7lsuOzxu3De4fUBvvDibJWcWUdOgZuWacZgHKTPmhPRCyNVqBe+8M4OgoI43rm++Ke/mCA/H\n4xFzD/0iM9PEBRdsIjzci1//OoLt26u7TFUUAsxmZ4f+nCfihx8qycszc889Y1m+PI6rr47l2Wez\n+PzzrmPux7Ns2ShWrIjjwIG6U8Pyth+dh2LDzYwKtbB+Z0ivyvv7wrzJlVisCi6/ZyYOZ98XZHtF\n+9fchZBPnuzPRRdFsGNHDZ9/Ln9zWr06laAgLUIItm+vASAnp4k1a36ZOeP9wSPmHgZEaam12yIN\nlUriuuviiIzUY7G4eu3tkpfXxPXX7yYpyZtbb03k9tsTmTjRj3XrCsnI6Dr+HRSk4Z57Upg40Y+a\nGjt3330Qq3XwqlX7TT9i5nUmeT2ioUnFYHumHMnxZcHUSmLCzEPnmNiu2Od4EhO9efzx8UiSxJw5\nwcyYEYBKpWD6dLkC9aqrdlBcfIoWMZ3ieMR8CLlX2Ds9t7qXjaJHOqtWjWPu3KDWmOdjj2X06Xi3\nW5Ce3siNN+7h+ecns3BhCAsXhvDCC9mtFqYAkyb5cc01sUyYIDfifvfdAt5/v3BQOxYNiONnqb0Q\n9/mT5fTMrQcDB/1yCivkgrUhzSnvRshHj9bz+OMTkCSptap49uy2/qzLl+/0CPkA8Ij5INOVgPdl\n+4kYSTeCefPkP9KcHBMvvpjNjh39MwJzuwU33LCbiAgdDzwwjhtuiOf004MpK7MSG2tg9GgDNTV2\ndu6s4Ztvyk5d69I+tJhzN+d8a9SDn1R9MEt2KPUxDLwa1tdg5+yZZWzeH0Rp1Ynb8kkSLF8eh4+P\nmoMH64mI8CIwUI6Pm81Orr12Z+s6i4f+4RHzQaBfAi3A2GAksjiakvBi6vx7FruW84wEUa+vd2A0\nqomM1LFoUQT+/hq+/rp/i1lCQHGxhdtv38/y5aOZOjWApCQf0tMb+OKLEtasyaWhYeiaWwyYPvYK\n/WJTONecn8dtyzKprNVyrGDwbB7MVjlOnhBl4mCWX7/G8DXYeWDFYSYkymskN1yUw/m3zwVJcN2F\nufiJsTz0UDpuN4SEaHjttRmt3XsAVq48zB//mMD8+SEIIXj++WyPkA8C0qnggSVb4K442ZfRb7oT\nc43Vi8SsRGoCqqnxq8aql61t1TY1M3adhtYhz0zckpuNp/2AU+3EYDKQkJ2EyiV/+Ot868iOz+wU\nOj3VBX3cOF9uuWUMY8Z4I0kSQgjOPPMnT84w9CrUMi2lmgeuP4xwwxX3zxiUPPPEUY3880/78Na7\nePPLUbzyWVy7rYIgPxuNTWpsJ6hU9TXY+fixLSgk+cbgcoGPwYXbLc++WzIJ6+sdrFixi2uuiWXR\nonBAXgvZubOaqBmkzgAAIABJREFUf/9bXmOZOzeQmhrHiMw4Gh5eQoiSXi+aeMR8EDhezA0mA1HF\no4gsjUJqp8IuyUWjTwN6swGNU4PZy4zVy0JAXSBuyY1dbcfL3rkvo01tY+v0TbjUnePAp7qo+/io\n+PTT2UiSxC237CU/v4mGhsGp8ByR9GFBdN6kClatOMK2QwG88/Wo5hBJ/xdErzovj9//Ok9+fP90\niprj54FGK6/etxMfvQunS2LlSylsPtAWy/bSOjEanFTWavn4sc34GpxU1Gi44r6Z6LVOHvnjAeIi\nmzBblfj5dP27veOOfa3Vwx56i0fMh5XjhdxY58eUfdOQkBAITAYTQnKjdKnQW/St4t6ka2Lb9M0g\nwZQ90/BrkCskrRorBVH5lIYXo7VpmblrNgBV/pXsH7+3y7/lU13QV69OZfbstnzpm2/ew5Ejv9DZ\nWB/EPCzQwhO37ic8SP5Gt/eoHx9uiGTz/uAejoSxo+sZFWpmWkotTpeEn4+DGePklL+bHplMel5b\n6ObC04u59fKOXZM++TGc59Yl8K/b95EyuhFJks3FFAooLbXw+9/vxGrtHNOPidHzxBMTsFhcFBXJ\ni5nZ2Z4Uw/7hEfNhpYOYC5i2aya+Tb5UBlZwNCEDm87aYXtIZShuhYuqoLYuegqngvDyCGwaG1XB\nlR32n711Xuts3aVwURVQyZHkQ7hVnf+QTlVRnzrVj8cem9j6865dNfzlLwd6dWxcnIGICC8qKmwc\nOzb4FrnDTp9TFQXRoRYunFfMotml6LRuXvsihtf/G0v7O3t4kIWFUytIS6jH38dO4ij5vXI4JdQq\n+W/8m+2h7DwcwHc7Qzoca9A5+M9D2zDous4AslhcmEwOdDolpaVWbrllb5dC7mGw8Yj5sNIq5gLm\nbJmH1uElx8Bn/YBTMzjhBGOdkbHHxqE3G5CQcKjsFIcVkxub3UnUuxL0qVMjeOWVC7nyyo84cGD4\nK+oUCvj739OIjtYTHq7jpZeyeffdwhMeExCg5rnnJrf6vIDcg3T37lruuqv7G0FIiJa77koiPt6H\nfftq2b69hj17ak+tjjP99Gvx0rh49i97iI9qoqxay097g9l+OIDLzypkWrPXissNSgXUNap568sY\nftoXhNWmRMAJ+oQKPv/nJrz1LkpLLTz/fBZ/+1sKKpXE5s3VrFzZ2bffw3DgEfNhpUXMNTYNc7fO\nx6VwsXnGRhza/qcgAiDAu8kb/9oASsNKcKqdSG6JCQcnEVgrhyycCicZiUeoCqzsFE9fLWlQKCTu\nvnsO//d/p6PVKomI+CdlZSdvdrtu3SyCgrQcOFDHn/6074T7PvnkBCZO9MfpdPPZZyVMmuTP6NEG\nXC7BWWf92KUL4p/+NIbFizv30XQ43CxevAmz+RSbTfZD1MeOrue3v8ojxN9GbESbzcH3u4L58Pso\n0vN88TU4MFtVvbbMjY9qZO09uykvt3L55duAlsVMybNgfVLpm5h7UhMHQPsQS1i5vGJfGloyYCH3\nsnoxNiOVgDq5Ki4+dwxZcccoiixk34Q9csZLTiJBNcGkZozHLbnYl7qX2sCa1jEeFV6cvuNKUlJC\n8PJScehQxUkVcpDTC4OCtKSmyrnO48b5MnduEK++msecOUFcc00sa9fmsGlTFREROoQQnH32T63C\n/e9/T2bsWF9iYw3k5nbujjNjhvx+rVmTzUcflXDBBeFceGEkkZE6Hn54PLfeeuIbyEggPdfIXc9O\nACAi2MyZ0ysIMtr413tjWlvJ1Zt6H24z6BytPjDff9+Woy+EbJjmYeTgEfNBwqmUZ8Yae//j1nqz\nnrTDE/Bu8sGNm5yYbOqNtcTnJJKUNZbAmiAy44/R5N3E/vF7CagOZFRhLAF1AUw6OIWcmGzyRueQ\nwjgu5lJU01UoUWKxOHjjjf2D9VL7za237uOVV6YyerQ333wzD7VaFp/LLmvrebpqVSqVlTZsNheS\nJLF0aRT/+Y/cRKGqSg6VxMbqO4m5QiG3iLPZXLzzjhzCWbeuiA8+KOL77+cPedPoftEP35b2lFTq\neeO/sQO6hCdv28eoUHmhcseOn13f9V8UHjHvB/cKe6fYdEVwGWMzU/CydU4t7A1eFi9Sm4W8wbuB\njKTDNPrIPiS1ftuJzY8jLj+egJpADqccpCKknJrAamoCqwmqDCbt8ATi8uOZEDSR8T7j0dB2fULA\nRx+l9/8FDyLXXbebp5+eSEyMXLmp0ynR6ZQoFLBpUxWnnx5CcLCWQ4fqCQ8X3HBDAjfckIDLJVot\ndgMC5Nd2111JzJoViNXqxmyWxX///jazL7VawbPPyh0Pc3N/BounQ8BXW8MYE52NyawclJ6uHk4e\nHjHvB10tMiYfSwHArOubXSuA0qli+u6ZqJ0aDqbspyKk4yKlUAhyR2dTGVzOuCPjScpM7rBPVXAl\npYklRB6LomlPE3Vj6wgJCWndbtM3kp1dw6mAyyW4+ea93W5PSCjgyScnkppqJCOjgYQEbxQKiaYm\nJz4+KnJzm/jww2LuvDOJc88Nx+0WGI1tPurr15fzwgtT0OkUREfrkSQJk8nJX/96cLhe4ohi4RQ5\ne+rNL2NOaJDl4dTHI+Z9oLtyer9af0KrwnAqnWQk9d12NS4vDrVTw6GxBzoJeXtM3iaqA6qIKonu\ntC0mIoZo1yhys3M5cuQIdXV1eHl5ERoZyn7lyQ+x9JasLBOLF2/m/fdnkZzsy7JlW6mosPO738Uw\nZow3H31UgkIhMXNmIG634Fe/2oivrwp/fy01NTZefXU6BoOqNd6bm9vEjTfuxmbr3eKnQiFx1lmh\nnHVWCL6+ao4caeCZZ7J67fg40mhxaLxgbgmf/BjBAJftPZxEPGLeT9ovfurNBgAKovJxqfrm1ufT\n4MuoolgqAyspD+25g7xT5UDpVuJX69/Bz+UbvuL06AWk6tJIP5ROSYns/52Tk0Neal6XoaFTFZdL\n8N135SxdGs3KlamsXZvDlVfGAjBjRhDFxfK3HyHAZnNTUWGnosJOYqI3BoOKzMxGVqzY3efzJiR4\n89xzk9Bo2srZx4zxYdGicC69dMvgV662j5e3zIgHEEPvK946O2Nj5eKtqBArKcpnGPlLxL9cPD1A\ne8mJzLRcSvmP3MfU90W26OJRCAQZib3L5S2KlBcDQys7tvsSCH7ge0KDQhkzZkyHbeHH5EybgTg2\nDjcvvphNdbWNpCQf/v73NADy8+VFz8hIPd7eKpRKidtvT2w95vzzIwB67fWRmurLvfeOZd26WXz9\n9TzWrJmKRqNk584aVq48zKJFPwFy7L23zTX6RfvQxjCEOZQKN/OnlPPJ41sIMDooL7fy6qu5npj5\nCKfXM3NJkpTALqBYCHG+JEmjgfeAQGA3cJUQwi5JkhZ4A5gCVAOXCSHyBv3KTyLHi2JFSDlkgN5y\nYhvQrnCqHEhIaBwa7L1IaXSqHdjVdgJqAzptW8zFAHwc+SELgs4gWZ3Mxm0b0dq9CC+JpDykdMTM\n0N1uuevQJZdEoVRKFBSYue66Xej1StasmUZwsNyV5vzzI0hJ8aWqysa0aQE4nW7eeCOvx/ETE715\n+ulJXfaYvPfeQ9jtclimZeG1r63resWwxqcFAb42Ao12/n3nXlQqgdstePvtAtauzR3G6/AwVPQl\nzPInIB1oMXV4BHhSCPGeJEkvANcCzzf/XyuESJAk6fLm/S4bxGsednqa0YZWyLNkl6LvDRFKQ0uJ\nKh7FjF2n0eDdwKGUA1j0PQmH6LTQGkU0U5jK//gv5ZTxnvZtxpCIM9bJ6GPxpBwbx5jsRH6as2HE\nCPqzz2axYUMFGRmNrTHr+nonS5du5a9/TebMM0ORJIiL8yYuzhshBI88kkFt7YntcAMCNK1C/vHH\nxbzxRi56vYrzzgsnPb2+VcgBamrsBAdrmT49gB07To1F5O7w1jkwWTpXeapVLp75816SYtoyekpL\nLTzySEaH7B8PI5teVYBKkhQFvA48BNwOXABUAmFCCKckSbOAlUKIcyRJ+rr58VZJklRAGRAsTnCi\nU7kCtDehidM3LkTlUrFj8lYafbtua3YijPV+hJWHE1YehsKtJCc2i/yYvK53FnDGj2dTFFHI0UQ5\n3VCJkpU8iA0bq1nV6ZCgymCSM1PQ2rUUhxWRkdy2SDsSRL07zjorlL/9bSwAn39ezPr1FR3EacmS\nKK65JpbaWjtvvZXP7t21+PioeOqpSfj4qElPb+Cmm/ac8Bw33hjH0qWj2Lmzhjvv7J2fTFqaLzk5\nTTQ19aPbUR9i5iH+Vh684RDRIWYUCtBq3OxK9+MvT7f54IyOMPHC3bvRqAVOl8S2QwFk5Pnw9r9e\n6/u1eRhmhqYC9F/AnUBLUDgQqBNCtKwIFQEtddSRQCFAs9DXN+/f5iwFSJK0glYFN/b2eoed1ZKm\nR0FXNrfgMnn3L5e53lhHvbGOwsh8puydTkJuIjqLnsqgCmoCqhEK+T6ocCmYtmcGIIdnWriH+wB4\nmAe7HL8quJJtxs2cvmUhwdUhZIgjrT5LI2WW3hUHD9bjdgsUCokFC0L54ovSDtuXL49Do1FgMKi4\n++6xHbZZrS7+8IfuUyTbn2PpUrk9nbe3CpPJiVotcccdSezcWcOGDRW42yXKPP/8ZJKT5S+vJpOT\nd98t4J13CjqMqVJJ3HRTAmazk3feyW+1GfD3VxPKP8ngji6vZWJiDQ9etwelWsPRfB/SEupRNq96\nWW3yg6lj61h+YTZrP43DR+/ghb/uRq0UbDkQwBNvJ1Ld4OVJP/yZ0uPMXJKk84FFQoibJEmaD/wZ\n+C2wTQiR0LxPNPClECJVkqRDwLlCiKLmbdnADCFEVZcn4NSembfQnaD7NPgyfc9M7Co7G+f8MODz\naOwako+mEFwt54m7cVPnV4tb4cbY4IfaqaYgKo+suEyEQjCbuZzLebzAc6jzNPjV+1MeUkZpWEkn\nu9xpu2fg22jsNDuHkTtDVyolHnoolRkz5H6ZDoeb4mILJSUWTjstiNxcEwUFZk4/XX4/GxsdvP56\nPp98UtzrdMP7709h/nz5eKfTjRC0Vq+CnE753XdlzJ8fQnKyL0IIhJDTHEG+cRQUyLPnqCg9Wq2i\nNVbvdguyskwEBWkICJAbUNTW2jl6tIFHPryAOpP83OSkGlatOIy33tV6A3O7Ba//N5Z166Ox2FRc\nMm4NN96YgFIp4RZyto9SAd9uD+Hhu98fhHfbw/AyyEZbkiT9HbgKcAJeyDHzj4Fz+AWEWVroSswN\njd5M3zMTSUgcSTpEWXhpF0f2D61Ni39tICGVoa0WAW6Fm7LQEkrCi0ECP/y4gzvZUraZurw69FZD\n6/F1vrXsHb+7g6ui0qli/qaFAGyZthGLoa157kgV8xYuvjiSRYvCiY7Wo9HIQiuE4K67DrJzZ40s\ncG7RpUFXTygUcMstY1i0KBy1WoEQAqdTdBD09mRkyOGbkBAt992XQnKyb6uwu1yCigorBQVm4uIM\nBAd7tV5rXZ0DSQI/P03zc7BpXyBOt4IFzcU9JSUWbr11H+efH86XX5ZRVmbtcO7gYC333DOWuDgD\n3t4qSkut3HTTburrf8ENQUYsQ+ia2DIzb85mWQd82G4B9IAQ4t+SJN0MpAkhbmheAL1YCLH0xOOO\nTDFPOziRkOoQMkcfo6CLGLfarsGhGbp0wAd5mIyMDMrK5Px0N25yYrNIyJPT9WxqG5tO+7HDDH3m\n9tkYLAZ52+wfO4w30gW9hcBANWeeGcb+/XVkZPR9DaO3JCQYMJtdLFoUzsyZgaxfX47D4eZ//yvt\nlUOjJMHZZ4eyfXsNdXUdF21vuCGeyy5rKw4TAtatK+Dll/M6LNB6+DkzfGIeh5yaGADsBa4UQtgk\nSfIC3gQmATXA5UKIE7YZGaliPm3XDHxNRjbP+AlrcxMKL4uOmMJYAmoD8LLoaPRtoNZYC1Lb+1zt\nX92pgbPSqURn1WEymHrVGWwFN6Ap15Keno5LcmHxsqCz6hAKN7nRuUSWRaG36rGr7Wye8VPrDF3h\nVDB72zw0Tg0Nhgb2TtjVwXf95yLoPwcSEgwkJcnLVPv311FUZO3hCA8/Lzx+5kNGe0FXOpScvnkh\nQhJsmPcdSKBwKZm1fTZedi/qfeqRhITOqkPtlNPF3JIbhZC/mpcHl+FfF4BT5cBkMBFSFQrIFrrp\nSYdbFz27IoVxLOMKvt/4PZJLosG7HqPJj4qgcvzr/HFLgi0zNjJj12norXocSgdbZ2zCoZFnf1qL\nlml7ZqJ1aHFLbo7FH6UstBSX2ukRcw8eThk8fubDQkJOIhISZcGlIIHarmbCoUl42b3Yn7qXqqC2\n9m+GJgMuhRurzoKhycCUPdNbKzg1Dg16iwGHyoHSpSS8PIJG7wYKoztmQIxnAmdyNn74ISFRYa9A\n4VJg8TIjFPKN4lDKARKzkogqGUXK0VQOpOwj5VgqviZfxmaM48B4uVjbppPDL0nHxhJZGkVy1lji\nc+P5ae4Pw/b+efDgYXDxiHk/UTnlty5/lFw9N23PTHRWHVaNtYOQAzQZmjo83jZ9My6lC5VThUPt\nQOFWIAkFboWL+ZvOYEx2EkWRha2z8/FM4EIu6mBr66f2IyQkhEPug2jsWsw6M0IhKI4oQmPXEloZ\nRmhlGDsmb2PanhkE1gYhuaW2Gb8ER5PSqQguZ+LByahdGlR29YhOVfTg4ZeMx5uln4jmGLhvg5wj\nr7PKvSozE472eKxda8elcmHzsuFWunGqnTg08nPH4jOQkPBvV65/Jmd3EHIAjaQhLi4O3wY5p9mm\nleOpJm8TB1P3kzX6GACT90/FpXChEArUXTTOqA2okdMYgbTDcgebkeTh4sGDBxmPmPeB9jPWsjA5\nDTG6WO6SIxDkxmSf0MK2N1QEy627AmoDW5/zw6/LfbVaLUqX/A1B7ehYxl0cUURFkHwtSrfsAjg6\nP47AqiAm7pvM6Ny41n2zYzMRCALqA4jP6mjS5cGDh5GBR8z7SY1/NW7csv2tkHPA/er8YYDryTYv\nK1aNtYM411HX5b5WmxWVS4VL4cTXZCQhO5GoolEonUqcaicHU/ezY8pWJCQEgqjSaCYemkxgXRBx\n+Qmt1+rQOtg1cQcAMUWxaKw9V7168ODh1MITM+8jreX9EjQZTPg0+RJREkVBVD6jC+KIKo6mKKqw\nx3Ekt4SXVdelqZaQOt4RvuObTjFzO3a2NG1GiYrAuiBsKhsxhbEAxOXGY9faEMgLrAClocUohAJv\nkw96swEFCiYcnMT+tL0gwej8eABMhsZeuTd68ODh1MIj5gMgPekI0/bMICkrmY2zfsS/3p/ErGTq\njHWYfBpRuBQEV4W0xtUBDGZvDGY9XjY5xn4k6RCl4SWt272sXp2aQh9A7hTUks1SRx3f8Q0HAvcT\nFR9NYnYyWqdc9i0QqFxKFFYdDqWcipg1OpPCqHzcypZccyULNp1BUE0wQdXBVAdUEdgc1tmXtmdI\nfVtEcUcjMCny/kEd34OHXyqePPN+0D4EkZI+jvDySMxeZval7WbqvuloHFrsKjtqpxqphwqggsh8\nagKqMeuaMDb4kZiZjNKtZH/aXmoCetct3VjnR0xhLN5N3ihdKhRuCZVLDtMUROSTmdh5UTaqcBRJ\n2ckIBOXBZQRXh6B0K7FoLWyZtbF1v8EQ8+MF/EQMhrgHBuqprh4C/3EPHoYVT575kNPeSfFI8mEM\nTd74moxM2TedI4mHic9PwKaxYdGZqfetpzKoggUbz+xyrFHFMYwqjmn92eJlZu+4XTT6nLgMXXJL\nJB0bS3BVCBpnm+A6FU5MBhMSYGz0I7g6hEw6i3lRVAFhFWH4NhoJqwxHNAfQW1IuB4O+iPhgsn//\nDWRm1rBs2QeUlfXPydKDh5GGZ2beD45fHFQ6lMzaMQetQ4tL4eLHOd93quBUOVSElYfjVrhp8GnA\nrrEDAi+bFyqnGmO9Hxadmcqgih77iIaWhZFyNBWFUCAQONR2GrwbMJi98bJpkdqtaxeFF3A0MaNb\niwCFU8H4wxMxNvjhltykJx2mKljOkx/IrLy/Qt5+Zt5+jL7M2P/zn0u55JIUmpocLF/+GevW9a4l\nnwcPpxaecv5hoatsjzmbT0fr0LIvdQ/VQd06/nZC36QntDIMY70fjd6N5MXkdCvooWVhjMuQe2JW\nBVZwJOlwB28VBOibDISXhRNbJKcfOlR2jiQeoSqkog+v8OSIOcjC3dXx7Z8/kbifd94Y3n33EoxG\nL0wmO99+m83vf/8pdXUebxMPIwmPmA8LXYn52IwUIsqisGqsbJ2xqXXB8YQImLnzNAxm71bvFrva\nTklYMTmjszrM8CW3xIKf5HDNngm7Opl1HT/ugh/PRNE8SxcIKgMryR+VS4Oxd63C+ivmwxVe6U7Q\n1WoltbV3YTDI12+1OmlqsrNs2Yd8+232sFybBw8Dp29i7skz7yddCV160hGq/Cvxsnsxc8fsE+ac\nG0zexOXGk5iZjMHsTVFEIRvmfcf+cXtRuCViC0cTXBXS4ZjQijAkJGr8ak4s5AASHEvIAMCkNwGC\nkOoQpu2dwaxts1E4h+ZXP5xx8u7O5XC4+PzzY7ibWwB5eakIDNTz8ceX8dJLF6DXd+6T6cHDSMcj\n5oOJBPvH78WkN6Gz6TCYvLvdNfXIeEbnxxNVEk29Tx3Zo7NAklu8bZ+6DYFgbMY4vNuNEV4aAUBp\nWHGvLqelGlUS8NNpP3A0Qe4ZqrcaiM8dvEpPUbyq9d9w0905X3ttH42NHb89GQwarrhiPEeP/hG1\nWjkcl+fBw7DhEfMBsFrSdJ6hS1BnlGfNU/ZNI7ogposjwdssi/T3879l15QdONVtzQmsOgs7J29H\n5VYRWhHW+rx/fQBu3L22DHCoHbgkF15WHU6Nk6KoQhoNcpZMdUBlD0effLIqbmBz9sdUNJ5+wv26\nEvT163NQKjt/vN1uwdGjVbjdJz+86MHDYOIR8yEgK+4YZq8m1C41iTlJzNg5C4Wr7a1u/7i7UEyj\nbwMuhQudRdfheUuzO2KvkMCldKEUSgIrg1A5VHg3eeNUOKntKUxzknELBUV1l+Fw+ZFe9jfc4sQf\n1eMF3el08+mnGa2hlhYeeugnzjrrTVwuT7ceDz8vPGI+CBw/O3epXWyduZkt0zZhV9nxbvIh9cj4\n1u1uRZuQJGYmdztuvW8dPibf1p8FAp1V36drU7jlX/GY3ESCK0ORkKj3re/xhjAUNriN1njqLUnd\nbnc4fThafhvbct7mp8zvWp8XQoPNEdrn873++n5MJgc2mxOTSQ65zJkzilNh0d+Dh8HGI+aDRFfi\nZzGY2TxzIw6Vg+DqEFIPjUdySyCB2UuuUIwojex2TIe6Y8zXojejEAr05t4L+uHkQ4BsI5BybBwg\nm4T19bUMFLdQsrvgJfYWvkB5w4Iu99lT+Ayl9b/G6oxAIdkwaDMBUEgWvNR9b5a9YUMuTqebbduK\niI39F1dd9RG/+lUiv/519zcUDx5GKp7UxEGmq5RFtU3NrJ1zUDvVCAQFUflo7VrCKsIBWD//m84D\nCTh940KaDE3smrIdgOjCUSRmJ2NX2dk+dQt2r94ZYgVXhhBYHQTIs/3SiJJu9+1OyLsq4OnLgmdh\n7cVkV/4RAC9VCTPjruiw3eXWsjHrS8DNzNFL0Kga2ZT1GW7hxZiQfxLp91+abFEcLH4Ef8N2kkKf\n7vI8LreKVS+9hdGoprHRyWeflbJvX13rbHzbtuXMmBFFYOAj1NRYur1ecfZxHjLfeDxkPAw3njzz\nU4bje4aOS08jqCYYCQmHyo66uQx/w9zvOuSkG0zeTDg0CZ1Vx7GEDAqj2lrIpR4aT2iVvChq0pvY\nM2EnDm3Hzu79pTdC3hfsTgMN1jTSS+/FJQytzxs02UyLXd5h33pLCnsLn0NeRGj7/AYaNpMWeS8A\nR0rvpqLxHEAwP3Fhl+fcV/gYdZapbdcuBIsXb6GhwcG554Zx1VUxxMT4olarOf/89VRW2jq/3rO7\nKFjyiLmHYceTZ37K0F4cXWoXB8bvY1/qHgSiVcgBxqWntT72afRh6t5p6Kw6MhKPUBjZsRfoodQD\nlDSnJnqbvZm7dT4T90/GYDIQUB2Ib52xz57qXWblNNN/IfdhS87nHCr5Oy5hwEtVQmzgKwD4eKV3\n2Nfq9Gdf0ROAwEfbcVtK+GocTm9yqn7XLOQAElZ7UKdzOlwG6iyTATczRi+V95QkkpK8ueKKUdx1\nVzIRETocDgdms5l33/1Vx9d69qouhbxlmwcPpzIeMR9ijhfJmqBqdk3aTrV/FftS95AflUdIVShR\nxdGEl0YybfdM3ArBvrQ9FEcUdempkp58mPWnf0N+VB5CEgTWBjFz12wmHZzCtH0zSMwcvJiwFHl/\nv5wMLY4IWi5er8ljZtwVBHtvAKDOPInyhvmU1p/F4ZL/Y3vO+wihJdLvY6bE3MyEyFtbxylvnM/m\nnI8pqLm6w/j7i5/odM69Bc8CCsKNn3H2lfcBoGmoYIf/rdy01KfDvocOWVi4MI1LLkkBPGLtYeTT\nK4s8SZLygEbABTiFEFMlSQoA/gPEAnnAUiFErSRJEvAUsAgwA78VQuwZ/EsfObR3WQRoMDawb4L8\nltT61xBdPIrwkkgUSEhI7Jq0o2PTCgFamxab1tYm7hJkJRwjOy6TMVmJBNYEA6C36jtkwPTm2npD\ndwZY3aFTl9ESMjHbY8mtuobRQa+jkGxYnZGkl3W8Qfjrd5IQ/BwAjba2gqZj5Xe126stBKNSdHaV\ntLv8AYj0+5g1Ty2hrCEVbWMVVu8gHPo2T/mkz//O/EPfwLwf+OCDpbA0BHrhcCDOXuUJt3g4ZelV\nzLxZzKcKIaraPfcoUCOE+IckSXcD/kKIuyRJWgT8EVnMZwBPCSFmnHj8n2fMvCuOXyCNKhp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def show_partial(i):\n", " _= plt.close(), tl_visu.draw_rg2sp_results(plt.figure(figsize=FIG_SIZE).gca(), seg, slic, debug_gc_1m, i)\n", "# show the interact\n", "widgets.interact(show_partial, i=(0, len(debug_gc_1m['criteria']) -1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mixture model" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['shifts', 'lut_data_cost', 'lut_shape_cost', 'criteria', 'labels', 'centres']\n" ] }, { "data": { "image/png": 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/Lo37lwg5gKC82ojTpb7H3z+/GCHUdZFfl8VxwwWZdaGPa7ZGHsmJtoiAfOZ+Mf+xnmVe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "debug_gc_mm = {}\n", "slic_prob_fg = seg_rg.compute_segm_prob_fg(slic, seg, labels_fg_prob)\n", "labels_gc = seg_rg.region_growing_shape_slic_graphcut(slic, slic_prob_fg, centers, (model, list_mean_cdf), 'set_cdfs', \n", " coef_shape=5., coef_pairwise=15., prob_label_trans=[0.1, 0.03], optim_global=False, \n", " allow_obj_swap=False, dict_thresholds=RG2SP_THRESHOLDS, nb_iter=65, debug_history=debug_gc_mm)\n", "segm_obj = labels_gc[slic]\n", "print (debug_gc_mm.keys())\n", "fig = plt.figure(figsize=FIG_SIZE)\n", "_= plt.imshow(segm_obj, cmap=plt.cm.jet), plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interastive visualisation - over iterations" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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07h2Pz2csWVLCRx9tqV4sKKgiFGrdGnzSYW4E1gD3ZGbn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QhY4N5OKOF70w4Y8RAfBGej+igfXEkYu9jEiBu5f3fyygH+xsktOSWHJwZYOiFk11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/p+fv/uDfSmFN6u15l6vXvyyCcvoywjRlRqIc8hLu3aRbSjestb9kyfjtbfn5r33efV+E4f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\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mRch/m0uT5YjUqlLZA7q2Qhasj6RJf9fDw6Vo+XUKkYKCMM5zSZ57XhS43W1po0jjGrc0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\ne3E4MgkE4meORQpmPT2d0dlm7e2NVEyMtZTNzI4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xpVIOqVSp/gkx1lgsVs3lyu3z/paW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\nCCGEEEIIIYQQQgghhBBizPv/pvvGlf+bHLcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def show_partial(i):\n", " _= plt.close(), tl_visu.figure_rg2sp_debug_complete(seg, slic, debug_gc_mm, i, max_size=4)\n", "# show the interact\n", "widgets.interact(show_partial, i=(0, len(debug_gc_mm['criteria']) -1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualise some iterations" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LDz/syUsvNQSU3gTV5a4XYHZ2FjRteq0m+oEDptX9rl/fDgsLFeHhVQsU/fDD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\nb9JqjQUrLKwcZmEVuW++SWPcuGAMpXYMsxtuEy8rBp2BiIg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NGwuYNq0r7713hEOHGi5codEIrrgihtBQLVJKgoO1ZGeb+f33PI9F1xi6dQuh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\nRU5ErkJggg==\n", 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awyR7JiHSS7nQ+/Qhawljr7uRfl13ISUUlbfeQuojITrcyakD8hneuxBFClZs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58QSsbrdRSl4p3UAf9+F5W59amra+dNJLF3cVPxs7YG+hQKTrQ2omdSe7qzig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\n0F0z5OcFYtApxnq3KZG5h54EQOtU1nLGHN/Zd+IFG+CuVyDYV1U7IVP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tfWRp3vrSSS/d3DX8ZOyEvZUCkaEPqZvUneyuYZ/Of97zw2GCXRkJvSVswGEf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\nn9KWT878Z2Ap00wTMICsrDB+8pM8cnPDMZkUS8licfGVr2w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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_iter = len(debug_gc_mm['criteria'])\n", "for i in np.linspace(1, nb_iter - 1, 5):\n", " _= tl_visu.draw_rg2sp_results(plt.figure(figsize=(6, 3)).gca(), seg, slic, debug_gc_mm, int(i))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exporting iteretions" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [], "source": [ "nb_iter = len(debug_gc_mm['criteria'])\n", "path_out = tl_io.find_path_bubble_up('output')\n", "fig_size = np.array(FIG_SIZE) * np.array([debug_gc_mm['lut_data_cost'].shape[1] - 1, 2]) / 2.\n", "for i in range(nb_iter):\n", " fig = plt.figure(figsize=fig_size) \n", " tl_visu.draw_rg2sp_results(fig.gca(), seg, slic, debug_gc_mm, int(i))\n", " plt.savefig(os.path.join(path_out, 'debug-gc-mm_iter-%03d' % i))\n", " plt.close(fig)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Compare GC and Greedy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing the energy evolving for all strategies" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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tB2mtk8z2RHO5obn+mEVf72qtG2itG2mtV1u0r9JaB5nr3rVoz/cxHKprV3jn\nHfD3B/MF6+IuoHIAyx9ezpXEKzzz32fosqALjT9pzIaYDY4OTYgcldZSd9kZOXIkBw4cyHH9lStX\nMs3J7MwcWQ5PZnxyFikp0KABHD7s6EhspktAF04+f5JTz59i2UPL8HTzpMuCLkz830RS01IdHZ4Q\nmehSXOouO19++SXBwcE5ri9okk1NLV3/70uSdQYpKeDlBVeuwF9/GcslhFIKX29f+jXux84ndjKy\n1Uim/D6F6X9YP0ONEEWhtJS6s7bMXHh4ODt27OCff/4hMDCQCxcukJaWRseOHfn111+ZOHEiR48e\nJTQ0lJdeeum2K8Hx48cz36yi5O/vz4QJE2jVqhU//fRTkZXDCwsLy7McXkFnpLKWFAhwBm5uMGmS\nUa5r82bjlrE5wXVJ4uXhxWd9P+PctXNMipzEiJYjqFy2sqPDEs7o2WfBiknm8yU0FD76KMfV1pa6\n27NnD1WqVCElJYWlS5dSoUIFLly4QPv27dm5cydglLqbM2cOHTp0YPjw4cyaNYsXX3wRuFXqbtas\nWUybNo0vv/ySffv25Xl7OKv333+fadOm8csvv+RrPzDmL46IiODAgQPccccdLF68mKlTp3L//fez\ncuVKunXrlrFtvXr1mDBhAk8++SRt27YlODiYnj17EhQUxL59+zLmR460LMiQjapVq2b8+XTr1o3Z\ns2cTGBjI1q1bGTt2LOvXr893nL1792bYsGGsW7eOoKAghgwZwqeffsqYMWMYNWoUK1asIDQ0lIce\neiijz/RyeHPnzuXKlSu0bduW7t275/vP0FpyJessJk4EswQWBw86NhY7Ukoxs89M1j6+VhKscGol\ntdQd5F1mLquRI0dy9epVZs+enVEDN7/SE11RlsNr2LBhnuXwEhMT7VoOT65knUVqKqS/NH3gAJTg\n6cr8KvjhV8EPgIvXL1K1XFUHRyScTi5XnPZSWkrdWcZgbZm569evZzybTkhIyHaCB8s4ARITM9ee\nTv+zc7ZyeOnsVQ5PrmSdxeTJ0KSJUfquBF/JWpq5bSaNPmnExevOMR+IKN1KS6m7gpgwYQKPPfYY\nb731FqNGjcr2+PXq1ePAgQMkJSVx5coV1q1bl21fRVkOL72SUW7l8P78888CHdtakmSdxT33wGef\nGc9iS0mSDfcPZ1joMNxdnXeuZlF6lJZSd/m1YcMGtm/fnpFoPTw8mDdvHlWrVqVDhw40a9aMl156\niTp16vDmUZElAAAgAElEQVTggw/SrFkzHnzwwVynISyqcniDBg3KsxzeG2+8UaBjW8uuBQJKgtat\nW+sdO3YUuh+r55h99ln44guIjwcX5/sdqCTNlSvn4TwiIyPx8fGhSZMmjg6lUOLj47l48SJ9+/Zl\n3759jg6nwGTu4swOHjx423+bSimrCgQ437/ipZXWEBsLfn5w/TqcOOHoiIrMhpgNDF8+HPmFTwhR\n0kiSdRZaQ8OGYA5xJ5eZVkqa6EvRzNs1jzVH1zg6FCEKzd/fv1hfxQrbkiTrLFxcYO5cGD3aWC4l\nz2UBBocMpkrZKszfNd/RoQgHk7sZwtkU9r9JSbLO5NFHoUsXqF69VCXZMm5leKTZIyw7tIwriVcc\nHY5wEE9PTy5evCiJVjgNrTUXL17E09OzwH3Ie7LO5Pp12L7dGGFcim4XAwxtMZSZ22fy4/4fGR02\n2tHhCAeoXbs2sbGxnD9/3tGhFFhiYmKh/kF2FnIet3h6elK7du0C7y9J1pls3gw9ekDfvvD778Zz\n2iwvtZdUrWu1pkm1JizYvUCSbCnl7u5OQECAo8MolMjIyFxfXSku5DxsR24XO5N27WDlSujYES5f\nBjvNQOKMlFIMCx3G5hObOXLxiKPDEUIIm5Ak60y8vaFPH2Mic4AjpSvZDA4ZjItyYd6ueY4ORQgh\nbEKSrLM5duxW9ZFS9K4sQC3vWvRr1I8Pt3xI9KVoR4cjhBCFJs9knc3ixTBhgvG9lCVZgM/6fsbi\ng4tpULmBo0MRQohCkytZZzNkiHGbuFKlUplkq5evzpjWY1BKcSLuBGk6Le+dhBDCSUmSdTY+PsbM\nT3XqlMokmy76UjTNP23O2qNrHR2KEEIUmCRZZ7RmjfHqTilOsn7efjwe8ji1vGs5OhQhhCgwSbLO\naMECiIkpPUk2MRFmzACzTiZAWfeyzOgzg+Y+zR0YmBBCFI4kWWf08cfwwgtw4QLcuOHoaKxz7BgE\nBcHx49mvv5LLdInffgtPPw1LlmRqTtNpbDu5jbMJped9YSFEySJJ1hlVqwb+/sb32FiHhmK1lBRj\nwNavv96+Li4OqlaFjz4yZrHKauhQSEiABx/M1Hw87jjtvmzH9/u+t1PQQghhX3ZLskqpOkqpCKXU\nAaXUfqXUM2b7JKXUSaXULvPTx2KfV5RS0Uqpw0qpXhbtvc22aKXURIv2AKXUVrP9B6WUh9lexlyO\nNtf753UMp7N7t/GzuNwyDgyE06dh5Mjb12kNd98Nzz0HUVG3r3dzg/Llb5tC0r+SP02qNWHVkVV2\nCloIIezLnleyKcALWutgoD0wTikVbK6brrUONT+rAMx1DwNNgd7ALKWUq1LKFZgJ3A0EA49Y9DPF\n7KshcBkYYbaPAC6b7dPN7XI8hv3+CArh6FHjpy2S7OXL8PbbsGNH9uuvXSvcbWmt4Zlncq4cVKkS\nzJ4NI0ZA2bKZ1yUlGfM1P/88PP44pGV+ZadPYB82/LOBhJsJBY9PCCEcxG5JVmt9Wmu90/weDxwE\n/HLZpR+wUGudpLX+G4gG2pqfaK31Ma31TWAh0E8ppYCuwCJz/wVAf4u+FpjfFwHdzO1zOobz+fpr\n46ctkqy7O7z1llGAIDv33ANTp2a/LjUV1q7N/jZvukuX4PvvYeFCox7upUuZ1x86ZNwu/vJLaNo0\n87qzZ43ntceOGUURsszX3CewDzdTb7L+7/V5nKQQQjifIpnxybxd2xLYCnQAxiulhgA7MK52L2Mk\n4D8sdovlVlI+kaW9HVAVuKK1Tslme7/0fbTWKUqpOHP73I5hGe9oYDSAj48PkZGR+T3l2yQkJOS7\nnzsrVeLC1q38VcjjN/j0U5KHDuV4SAhk6UulpNDu4EHO1qnD39kcp+Lu3bR89lkOvPoq53r0yPk8\nfvyRylFRBL/5JntatiS+SROjXWvuHDCAS+3acWjiRNyuXiWlQoXM+/7737cqDh0+bHxMqWmplHUt\ny+RfJ8NxqOCeZd8CKsjfhzOS83Auch7OxSnOQ2tt1w/gBUQBA8xlH8AV4yr6XWCu2f4JMNhivznA\nQPPzpUX74+a21TCucNPb6wD7zO/7gNoW646a22d7jNziDwsL07YQERGR/51q19a6atXCH/yee7R+\n+umc16elaZ2YqHVc3O3rkpO1njxZ6+PHtdZ5nEdKitapqbe3LV2q9ZYtWs+YoTVoffFivsJ/M/JN\nrSYpXeG9CvqdDe/o1LTUvHfKQ4H+PpyQnIdzkfNwLvY8D2CHtiIH2nV0sVLKHVgMfKu1XgKgtT6r\ntU7VWqcBX3Drdu1JM1Gmq2225dR+EaiklHLL0p6pL3N9RXP7nPpyTlWrGu+OJiUVrp9ffoFRo4xn\nntm9YqMUtG8P48Zlbk9JAVdXeOUVYwaqnDzxhPHM1dUVXLL8J+XqCv37G/136gRTpmReHx5+q236\ndBg8+Lbu/1/n/8fuMbvpXK8zr0e8zi9//ZL3OQshhBOw5+hihXGleFBr/aFFu6/FZvdjXHUCrAAe\nNkcGBwCBwDZgOxBojiT2wBi4tML8TSIC40oXYCiw3KKvoeb3gcB6c/ucjuGc7rrLSIBlyhS+r6Qk\nWLfu9iQ7bpyR3EaMgHvvzbzu66+NV4lOnTKel67NZopDrY1Xd06fNpZ//hl69TISNMC2bbdu/4aE\nwMsvQ5UqxnJqKtSufWv5xg24ejXb57/NfZqz+MHF9G/cH28P74L9GQghRBGz5zPZDhi3dvcqpcza\nbbyKMTo4FNBADPAEgNZ6v1LqR+AAxsjkcVrrVACl1HhgDcZt5rla6/1mfxOAhUqpd4A/MZI65s+v\nlVLRwCWMxJzrMZxSnTrGO6b790Nw8G2vuFhl1ixYvRqWLTOSZVb//ANeXrdfYQLUrQvdu4OvL9x/\nv3GV+t57mbdRCtZbDEpKTDRGM58/b+z37LPG1exvvxnrb9yAv/82zsfVFb755ta+r76a66m4u7qz\n9KGlVp64EEI4nt2SrNZ6E5BdVsjxpUet9bsYz2mztq/Kbj+t9TGyGR2stU4EBuXnGE4p/RZtSAis\nWmVcIeZXaqrxWoxrDm8q/WJx6/XKFWM6x/Si8d26GR8wrmpr1cr5NaB0gwYZn3Rz50J8/K3l9Jmd\nLlwwrliz3l62wtmEs2g0Nb1q5ntfIYQoSjLjkzNLT7IPP3wr8eXXU0/BypXG90WLoHPnW7dys3rs\nMSNBag3R0cat23RBQeDlhd+SJfB//3ervWdPGDPm9r6GDzeeAzduDG3a3GofPdpIvGlp0KKFcYWc\nNYY338zxdBJuJlD3o7p8vPXjPE5cCCEcT4q2O7P0JNuli1ECzxZcXIz3WGvUgGHDjOe9n31mrHvj\njVvPQ8eONZ6z7t2baXe3+Hg4c+ZWQ0iIMQ1kVjVrZn/1bJlwBw82nslamjcPPDxyDN/Lw4vP+n5G\nWz/nfL1ZCCEsSZJ1Zn5+xjPP2FjYt8+YzGHaNGMaQmts3mxcdS5cCC1bwsCBxiedr2/mhNa+/a3v\nY8bcGpBk4Z+hQwkID7/VMG1a9seePDnv+CZMuL0tlwSbbljosLz7FkIIJyBJ1pm5uxtXhCdOGFeU\n8+cbr9NYe1Xr7m7MsFQzy7PLkSONkcRZBzFZGjCgwGHbm9aaFYdXUN6jPN3rd3d0OEIIkSN5Juvs\n6tY1RgA//LAxub6Pj3FL98knjeLuYLxLu2XLrdu4SUnGKzd16hiDjHx9M/f53/8az1yLKaUUr61/\njZErRhJzJcbR4QghRI6sSrJKqSVKqXuUUpKUi1r9+sa8vkpBgwZGW1wcrFgBf/1lLF+5AnfeCYsX\nG8sXLhjv2P78c/Z9xsYa9WqLsXn95nE16Sp3zb2LQxcOOTocIYTIlrVJcxbwKHBEKfW+UqqRHWMS\nlho0MCaQSE6+1VapEpw8aQxOAqhQwXgXtm9fY7lqVaOu6913F328RaSNXxsih0WSnJZMp3md2H9u\nf947CSFEEbMqyWqt/6e1fgxohTGBxP+UUpuVUv9nTp0o7KVBA+Nd13/+uX1d+ujdMmWgd2+oV89Y\n9vQ0ysdlHblbwoT4hLBx2EbcXNzo8XUPoi8V31vgQoiSyerbv0qpqsAwYCTG7Er/wUi62cy1J2ym\nfn3j57Fjjo3DSTWq1oj/DfkfN1Nv0u2rbhyPy2ZuZiGEcBBrn8kuBX4DygH3aq3v01r/oLV+CqPK\njrCX9Oew6UXcxW2Cqwez9vG1xCXGMW7VuLx3EEKIImLtKzwfa60jsluhtW5tw3hEVr6+xu1gSbK5\naunbkkHBg1h2eBlaa1RB5nkWQggbszbJVlZKZX1xMg7Yq7U+Z+OYhCUXF+OWsSTZPL3d9W0+6PWB\nJFghhNOwNsmOAO7AKC0HEI5RiD1AKfWW1vprO8Qm0jVoIM9krSAFA4QQzsbagU/uQBOt9QNa6weA\nYIxSde0wys0Je0q/ks2mzqrI7K0Nb/H1bvmdTwjhHKxNsrW11mctls8BdbTWl4DkHPYRttKgAVy7\nBufkznxelh5ayu8nfnd0GEIIAVh/uzhSKfUL8JO5/IDZVh64YpfIxC3pI4yPHbNdNZ4SaseoHbi6\n5FA7Vwghipi1V7LjgHlAqPn5Chintb6mte5ir+CEKf1dWRn8lCdJsEIIZ5JnklVKuQLrtdaLtdbP\nmZ9FWssDwiITEGDMXSxJNk/H447T4+serD0qc6QIIRwvzySrtU4F0pRSFYsgHpEdT0+jtqwk2TxV\nLVuVdcfWyXNZIYRTsPaZbAKwVym1FriW3qi1ftouUYnbpVfjEbkq71GextUas/P0TkeHIoQQVifZ\nJeZHOEqDBkalHZGnsFphrP97vaPDEEII65Ks1nqBUqosUFdrfdjOMYnsNGhgFGW/dg3Kl3d0NE6t\nVc1WfLPnG84knJEJKoQQDmVtgYB7gV3Af83lUKXUCnsGJrKQajxW61SvEwAzts5wcCRCiNLO2ld4\nJgFtMd+J1VrvAurbKSaRncBA42e01EzNS1itMIaFDmPK71P48/Sfjg5HCFGKWZtkk7XWcVna0nLb\nQSlVRykVoZQ6oJTar5R6xmyvopRaq5Q6Yv6sbLYrpdTHSqlopdQepVQri76GmtsfUUoNtWgPU0rt\nNff5WJkzwxfkGE4vPcn+9Zdj4ygmPuz5IdXLV2f4iuEkp8qkZEIIx7A2ye5XSj0KuCqlApVSM4DN\neeyTArygtQ4G2gPjlFLBwERgndY6EFhnLgPcDQSan9HAp2AkTOBfGPMktwX+lZ40zW1GWezX22zP\n1zGKhYoVjdmeJMlapXLZyszsM5NdZ3ax/PByR4cjhCilrE2yTwFNgSTge+Aq8GxuO2itT2utd5rf\n44GDgB/QD1hgbrYA6G9+7wd8pQ1/AJWUUr5AL2Ct1vqS1voysBboba6roLX+w5wY46ssfeXnGMVD\nUJAk2XwY0GQAm/5vEwODBwKQpnO9+SKEEDZn7eji68Br5ifflFL+QEtgK+CjtT5trjoDpE/G6wec\nsNgt1mzLrT02m3YKcIzTFm0opUZjXOni4+NDZGSkVeeZm4SEhEL308jbm6pbtrDZBvEUlC3Oo6hF\nHovkcPxhph6eyoctPqSie8VieR7ZkfNwLnIezsUZzsOqJKuUCgJeBPwt99Fad7ViXy9gMfCs1vqq\nZUFtrbVWStl1esaCHENr/TnwOUDr1q11eHh4oeOIjIyk0P1s2warVhEeGgqVKhU6poKwyXk4QFJ0\nEkFXg2jQogHNajQrtueRlZyHc5HzcC7OcB7WTkbxEzAb+BJItbZzpZQ7RoL9VmudPpnFWaWUr9b6\ntHmrNr1+20mgjsXutc22kxhF4i3bI8322tlsX5BjFA9BQcbPI0egTRvHxlLM9GrYi14Nezk6DCFE\nKWPtM9kUrfWnWuttWuuo9E9uO5gjfecAB7XWH1qsWgGkjxAeCiy3aB9ijgBuD8SZt3zXAD2VUpXN\nAU89gTXmuqtKqfbmsYZk6Ss/xyge0pOsPJctsPPXzpOaZvXviUIIUSjWJtmflVJjlVK+5usxVcxR\nv7npADwOdFVK7TI/fYD3gR5KqSNAd3MZYBVwDIgGvgDGApiF4d8Gtpuft8w2zG2+NPc5CqTPO5iv\nYxQbDRoY1XiOHHF0JMXSyr9WUmNaDZnXWAhRZKy9XZx+VfiSRZsmlwkptNabAJXD6m7ZbK8x6tZm\n19dcYG427TuAZtm0X8zvMYqFMmXA31+uZAuorV9bANYcXcNd3OXgaIQQpYG1o4sD7B2IsJK8xlNg\n1ctXp5VvK349+it3BUiSFULYX663i5VSL1t8H5Rl3WR7BSVykZ5ktV0HZZdYPev3ZEvsFq6lXMt7\nYyGEKKS8nsk+bPH9lSzreiOKXlAQxMfD2bOOjqRY6tmgJylpKey6ssvRoQghSoG8kqzK4Xt2y6Io\nyAjjQrmzzp2Udy/PtsvbHB2KEKIUyCvJ6hy+Z7csioIk2UIp41aG+xrdx5oza/j78t+ODkcIUcLl\nlWRbKKWuKqXigRDze/py8yKIT2RVp44xyliSbIFN6T4FF+XC2FVj0fJsWwhhR7kmWa21q9a6gtba\nW2vtZn5PX3YvqiCFBVdXaNgQ9u93dCTFVp2KdRjhP4KoU1GcuHoi7x2EEKKArJ2MQjiTLl0gIgKu\nX3d0JMVWf7/+HBp/iLoV6zo6FCFECSZJtji6/364cQPWrHF0JMWWq3KlStkqpKSlsCFmg6PDEUKU\nUJJki6NOnaByZVi61NGRFHtTNk2h61ddOXJRpqoUQtietdMqCmfi5gb33gs//wzJyeAuj8cLamyb\nsTSp3oSGVRo6OhQhRAkkV7LF1f33w+XLsHGjoyMp1iqXrcyAJgNQSpGSluLocIQQJYwk2eKqZ08o\nW1ZuGdvI/F3zCfs8TMrgCSFsSpJscVWuHPTuDcuWQVqao6Mp9sq5l2PP2T2sOrLK0aEIIUoQSbLF\nWb9+cPIk7N3r6EiKvQFNBlCnQh0+2vqRo0MRQpQgkmSLs1atjJ+HDjk2jhLAzcWN8W3Hs/7v9ew5\nu8fR4QghSghJssVZgwbGz+hox8ZRQoxsNZJy7uX4zx//cXQoQogSQpJscVauHPj5wRF5x9MWqpSt\nwtAWQ/l277ecTZBSgkKIwpMkW9w1bChXsjb0XPvnSElL4Z2N7zg6FCFECSBJtriTJGtTgVUDGdlq\nJLOjZhN9Sf5chRCFI0m2uGvYEM6ehfh4R0dSYvyr878o41qG5YeWOzoUIUQxJ9MqFneBgcbPo0ch\nNNSxsZQQvt6+HB5/GL8Kfo4ORQhRzMmVbHHX0JxzV24Z21R6gt1zdg/JqckOjkYIUVxJki3u0l/j\nkRHGNnfk4hFaf96aaZunOToUIUQxZbckq5Saq5Q6p5TaZ9E2SSl1Uim1y/z0sVj3ilIqWil1WCnV\ny6K9t9kWrZSaaNEeoJTaarb/oJTyMNvLmMvR5nr/vI5RrHl5Qc2aciVrB4FVA/mkzyeMaT3G0aEI\nIYope17Jzgd6Z9M+XWsdan5WASilgoGHgabmPrOUUq5KKVdgJnA3EAw8Ym4LMMXsqyFwGRhhto8A\nLpvt083tcjyGjc/ZMWSEsd2MDhtN5bKVuZp0lRNxJxwdjhCimLFbktVabwQuWbl5P2Ch1jpJa/03\nEA20NT/RWutjWuubwEKgn1JKAV2BReb+C4D+Fn0tML8vArqZ2+d0jOIvMFCSrJ0NXTaUO+feycHz\nBx0dihCiGHHE6OLxSqkhwA7gBa31ZcAP+MNim1izDeBElvZ2QFXgitY6JZvt/dL30VqnKKXizO1z\nO0YmSqnRwGgAHx8fIiMj83+WWSQkJNikn+zUdXGh/qlTbFy9mrSyZe1yjHT2PI+ilN/zuKf8PWy4\nsYH2n7dncrPJNK3Y1H7B5UNp/ftwVnIezsUZzqOok+ynwNuANn9+AAwv4hjypLX+HPgcoHXr1jo8\nPLzQfUZGRmKLfrJ17hzMmUOn2rWheXP7HMNk1/MoQvk9j3DC6XJnF3p+05Nn9zzLpM6TmHDXBNxc\nHPsWXGn9+3BWch7OxRnOo0hHF2utz2qtU7XWacAX3LpdexKoY7FpbbMtp/aLQCWllFuW9kx9mesr\nmtvn1Ffxl/4aj4wwtqsGVRqwfdR2BgYP5PWI1+k0rxOXblj7REQUlXu/v5fe32Q3HESIolekSVYp\n5WuxeD+QPvJ4BfCwOTI4AAgEtgHbgUBzJLEHxsClFVprDUQAA839hwLLLfoaan4fCKw3t8/pGMWf\nvCtbZKqUrcL3D3zPdwO+Y/up7Ty/5nlHhySy+OWvX1hzdI3N+9VaY/xTIoT17PkKz/fAFqCRUipW\nKTUCmKqU2quU2gN0AZ4D0FrvB34EDgD/BcaZV7wpwHhgDXAQ+NHcFmAC8LxSKhrjmescs30OUNVs\nfx6YmNsx7HX+RapCBahRQ5JsEXqk+SO8fOfLLNi9gF+P/urocISFVr6tUCib97s6ejUe73iw49QO\nm/ctSi67PVDSWj+STfOcbNrSt38XeDeb9lXAqmzaj5HN6GCtdSIwKD/HKBGCguDAAUdHUaq80fkN\nFh9czIrDK+jZoKejwxGmUJ9Qu5QqdHdxJyUthU3HN9G6Vmub9y9KJpm7uKRo2RLmzoXUVHAtGa//\nOjtPN09+H/47VcpWASDqVBShNUNxdZE/f0f6es/XJKfZfirMFjVbAODh6mHzvkXJJdMqlhRhYXDt\nmgx+KmJVy1VFKUXs1VjafNFGpmB0MK11RoK19fPT9P7ik6TilbCeJNmSIizM+BkV5dg4Sqlq5aqx\ncOBCHm72sKNDKfVeuOMFAG6m3rRpv1/s/AKAy4mXbdqvKNkkyZYUjRtD2bKSZB3E082TB5s+SL1K\n9Tgdf5rRP4/mRvINR4dV6iilqFexHgAJNxNs2ve1m9cA2ydvUbJJki0p3NygRQtJsk5g5+mdfLnz\nS0b/MtrRoZQ6566dY+rmqQAkpiTatO/0pG3r5C1KNkmyJUlYGPz5J6SlOTqSUu2eoHuYFD6Jb/Z8\nw4/7f3R0OKVK7NVYYq/GsuyhZRk1gW0lIVmSrMg/SbIlSatWEB8v78s6gVc7vkpbv7Y8ufJJTsef\ndnQ4pUb6oCTvMt4271uuZEVBSJItSWTwk9Nwc3Hjq/5fcT35OiN/Hsn15OuODqlUuJp0FTCqJu08\nvdOmfUuSFQUhSbYkCQ6GMmVgp23/cREF06haI6Z2n8qqI6uo9H4l7pp7Fy/9+pLNnxWKW+JvGley\nF65fsHkyTO9PJqIQ+SFJtiRxd4eQELmSdSLj245n7eNref6O50lOS+brPV9TxrUMAD/t/4lDFw45\nOMKSJf128dGnj9KpXieb9p1wM4H7Gt3H1B5TbdqvKNlkxqeSJiwMvv8etAZl+/lbRf4opehevzvd\n63cHIE2noZTiZupNnl3zLB3qdODHQTI4ylbSbxd7e9jnmayXh5fN+xUlm1zJljStWkFcHBw96uhI\nRDZclPG/nIerB38+8SfTe00HjOQrCi/9dnG3r7qxYNcCm/Y9rs049p3bR8OPG9q0X1GySZItaTp0\nMH5GRjo0DJG3GuVr4FfBjwvXL9BxXkdW/rXS0SEVe/FJ8ZR3L8/2U9uJuRJj076fbf8sr3d8nbsb\n3m3TfkXJJreLi0BKWgpP//k0LS63oH6l+tT0qkmN8jVo6duS+pXr2/ZgTZpArVrw668wcqRt+xZ2\n4enmSWJKIg8teoj9Y/dTr1I9R4dUbF1NukpFz4potE0HPmmtORl/knuC7mFQ02yLfAmRLbmSLQJX\nk67i5uLGxn828vbGtxm7aiwDfxrId3u/A+Dyjct8u+dbDl04VPjbhkpBz56wbp1RkUc4PS8PL75/\n4HuuJV/jl79+cXQ4xdrMe2aye8xuvDy8bJpkryVfo870OszcNpOUtBQp3i6sJkm2CFQpW4UPW3zI\nP8/+Q9LrSZx+4TR/PvEno1qNAmBL7BYGLx1Mk5lNCJoRxGc7Pivcax49e8KlS/IqTzESVDUI/0r+\nrI9Z7+hQijVPN0+qlatmJNlk2yVZNxc3Pu/7OWcSzuD+tjvH447brG9RskmSLWLuru7U9KpJaM1Q\nfLx8AOhRvwe7x+zmi3u/oErZKoxZOYZaH9TKmIj88o3L+fvNubsxkpVff7V1+MKOuvh3ITImUgZB\nFcLHWz9m/q75Nr+S9XTzZFTYKNrXbg/IhBTCepJknYC7qzshPiGMbDWSrSO3sm7IOgYGD8TD1YOb\nqTfp8XUPBvw4gLjEOOs6rF7dKOIuSbZY6eLfhUs3LrHn7B5Hh1JsLdy3kBWHV1DevbxNE2F8Ujzb\nT27P+AVIkqywliRZJ6OUomtAVz6/93MA3F3ceTzkcX756xdaftaS19e/ztqja/Muo9azJ2zZYsxl\nLIqFLgFdAFj/t9wyLqjNIzaz+MHFNr+S3X12N22/bMuB8wcASbLCepJknZxSimfaP0Pk0Eh8vHx4\nf9P79PymZ8a8rJtPbObVda+y8q+VGbPdAEaSTU6GDRscFLnIr9oVahNYJZCImAhHh1KsKaVsnmTT\n/9/y9fYFJMkK68krPMVEh7od2DJiC/FJ8Ww+sZkQnxAAok5F8e/N/+a9tPfw9vBmRMsRPN3uaQI6\ndDCKuK9ZA337Ojh6Ya2uAV35bu93pKSl4OYi/3vm12NLHmNA4wE0rtbYpv2mJ9WaXjWBW5NeCJEX\nuZItZrzLeNOrYa+MUl5PtXuKuIlxrB+ynvsa3ccn2z+hw9wOpHm4Q48epCz+ifNXz5CcmuzgyIU1\nxrQeI9MsFlBSShLf7f2OwxcPM7nbZJY8tMRmfWdNsnIlK6wlvyqXAOXcy9EloAtdArowpfsU9p7b\na0zf9/jjuK1YwaPjfVnf0IXAKoGE1gzlgSYPZLxQf/D8Qfwq+FGhTAUHn4UACK0Z6ugQiq30q0t7\nzVsMkmRF/smVbAnjV8GP3g17Gwt9+3LTuzyfnG/Dax1fo0n1Jmw9uZVtJ7cBcD35OsGzgqn4fkXq\nTrjE6xwAAB+3SURBVK/L8OXD+Wr3VxnT0ckL946x8/ROPtzyIalpMplIflgWbJ/35zxazG5BSlqK\nTfpOT6o1ytfItCxEXux2JauUmgv0Bc5prZuZbVWAHwB/IAZ4UGt9WSmlgP8AfYDrwDCt9U5zn6HA\n62a372itF5jtYcB8oCywCnhGa60LcowSy9MTj0cH0+jrr3nrx3XgbfyGn548XZQL3z/wPcfjjrP9\n1HaWHVrGvF3zmNVnFk+2eZI/z/zJHXPuoJJnJcJ8w7izzp3UvlbbkWdUKhw8f5A3It6gi38XWvq2\ndHQ4xYbllaxGU79yfZJTk23ybDvhZgKuypWybmUZ12YcrXxbFbpPUTrY83bxfOAT4CuLtonAOq31\n+0qpiebyBOBuIND8tAM+BdqZCfNfQGtAA1FKqRVa68vmNqOArRhJtjewOr/HsNvZO4shQ+Czz2DJ\nEhg6FDBGX4Lxgv3DzR7O2DQ1LZVDFw5RvXx1AKqVq8bz7Z/n3LVz/HHyD1ZHr8YFFwKaBtDZv3PR\nn0sp8WjzR+kS0IVa3rUcHUqxkn4lW6FMBXo06MHA4IE26zu9zJ1Sik/6fGKzfkXJZ7ckq7XeqJTy\nz9LcDwg3vy8AIjESYD/gK21cYv2hlKqklPI1t12rtb4EoJRaC/RWSkUCFbTWf5jtXwH9MZJsvo6h\ntT5ty/N2OnfcAQ0awIIFGUk2J64urjSt0TRjuW7FurzX/b2M5XPXzjHhpwl0qGtU+nl69dPsObuH\nauWq4evlSy3vWgRVDeKB4AcAuHTjEt4e3ri7utvhxEoupRS1vGuhtea/0f+lZ4OeuLq4Ojosp5dR\nS7aMfWvJpuk0klOTKeNWxubHESVPUQ988rFIamcAH/O7H3DCYrtYsy239ths2gtyjNuSrFJqNDAa\nwMfHh0gblI1LSEiwST8FUa9jRwLmz+ePhQtJrFmzUH09UO0BNm3cBMC5U+e4HH+ZmPMxXEi6wLXU\nazT2bkzVc1UBGBU1imMJx6hbri6B3oHULVuXhl4NaV/VmJouLjmOCm4VMq6si5Ij/z6stf3Sdl7e\n+zIhFUN4udHL+JX1u22b4nAe1rDFefxx7g8ADu4+yO/bf+fdg+8ypfkUAr0DCx1fC90Cv9p+REZG\nMipqFD5lfHin2Tu3bSd/H87FKc5Da223D8Zz0X0Wy1eyrL9s/vwFuMuifR3GLeIXgdct2t8w21oD\n/7No7wj8UpBj5HUOYWFh2hYiIiJs0k+BHD+utZub1k89VeiucjuPazev6TPxZzKWv979tX5t3Wu6\n73d9da0PamkmoQf9OChjfeX3K+teX/f6/+2dd3iUVdq47yeTSQ+kUBIIJBCadClSglRFRBB0l6oL\ntoUfxRZXENlv1xVR2XVVVMBFkCCfRkFk5RMUFGERFSmCVBUQkfDRS0hIyCQz5/fH+84wk0L5kmFm\nknNf11zve8p7znnmzMwzpz2PshXZyt2ua8Wn/XGVOBwOlbEtQ1V/obqKmB6hZmyYoc5fPO+RJxDk\nuBoqQo55W+cpnkEdOndIrflljeIZ1LqD68rfuGK8tfUt9cGuD0pN0/3hX3hTDmCLugo9eL1Hssed\nU7TmdPAJM/4IUM8tX5IZd4RLU7/O+HVmfFIp+f8vdVR+6tWDe++FefPgz3+GWrW8Uk2ENYIIa4Qr\nfG/rez3SLxZddJmDVEoxvuN4pn81nT+t/hMzb5/plTYFMiLC6Laj6dOwD2M/GcvkLybzwoYXmNBx\nAo92etS1dq4xKHIUER4cTnRItGtqt6J2Ae84voPw4HAaxzfmoXbaT7Pm6rneR3iWA86FwdHAx27x\no8SgM5CtjCnfVUBfEYkVkVigL7DKTDsvIp3NXcOjipV1LXVUDSZPhosXYabvlFlYcBix4bGAoUCe\n6/0cj3V6jNc2vcY7P7xzhaerLknVklgxcgUbH9xIr5RePP/V8yS/msyjnz7KyYKTvm6e3zC2w1jy\npuYRGx5b4Ur2/o/vJ311OmB4xdKu7jRXi9eUrIhkAt8CTUUkS0QeBF4EbhWRfcAtZhiM3cG/APuB\nt4DxAMrY8DQN2Gy+njXjMPPMM585gLHpiWuto8rQrBncfTfMmgXZV+nN5zrwj77/oGdKT0b/e7Tr\nh2vH8R18efBLbaWqGJ2SOvHRsI/YM2EPw1oOY/aW2aw9oe0cl0ZFK9nXb3+dv3T/CwDpq9PpvqB7\nhZSrqfx4c3fxiDKS+pSSVwETyijnbeDtUuK3AC1LiT99rXVUGaZMgaVLYfZs494PCA4KZsmQJUxf\nP534cGPD1Gvfvcb8bfMJDw4nJiyGcGs4PZN78kb/Nwi3hvu4xb6nWY1mLBi0gGd6PMP+bfsBWPPL\nGprEN6Fe9XpXeLryMnvzbHaf2M2sO2ZVuJLtWq+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N4W+YuHKiy4iIk3cGv0OXel1YuW8l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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 4))\n", "plt.plot(debug_gd_1m['criteria'], 'g--', label='Grredy - single model')\n", "plt.plot(debug_gd_mm['criteria'], 'g-.', label='Grredy - mixture model')\n", "plt.plot(debug_gc_1m['criteria'], 'r:', label='GraphCut - single model')\n", "plt.plot(debug_gc_mm['criteria'], 'r-', label='GraphCut - mixture model')\n", "_= plt.ylabel('Energy'), plt.xlabel('iteration'), plt.grid(), plt.legend(loc='upper right')\n", "# fig.subplots_adjust(left=0.15, bottom=0.12, right=0.99, top=0.9)\n", "# fig.savefig(os.path.join(PATH_OUT, 'figure_RG-energy-iter.pdf'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }