{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Sample registration of an image to patterns - Deamons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since thre is still an deformation among input images and its representation we look for a descriptive transformations..." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":0: FutureWarning: IPython widgets are experimental and may change in the future.\n" ] } ], "source": [ "%matplotlib inline\n", "%load_ext autoreload\n", "%autoreload 2\n", "import os, sys\n", "import time\n", "import numpy as np\n", "import matplotlib.pylab as plt\n", "\n", "sys.path += [os.path.abspath('.'), os.path.abspath('..')] # Add path to root\n", "from bpdl import data_utils as tl_data\n", "import notebooks.notebook_utils as nb_utils" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Input images" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# STATIC IMAGE - from atlas\n", "img_static, img_moving = nb_utils.generate_synth_image_pair_simple()\n", "img_static_fuzzy = tl_data.image_transform_binary2fuzzy(img_static, coef=0.2)\n", "img_moving_fuzzy = tl_data.image_transform_binary2fuzzy(img_moving, coef=0.2)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(1, 3, 1), plt.imshow(img_static, cmap=plt.cm.Greys_r), plt.title('Static')\n", "plt.subplot(1, 3, 2), plt.imshow(img_moving, cmap=plt.cm.Greys_r), plt.title('Moving')\n", "im_overlap = np.rollaxis(np.array([img_static, img_moving, np.zeros(img_static.shape)]), 0, 3)\n", "_= plt.subplot(1, 3, 3), plt.imshow(im_overlap), plt.title('Overlap')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Symmetric Diffeomorphic Registration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This [example](http://nipy.org/dipy/examples_built/syn_registration_2d.html#example-syn-registration-2d) explains how to register 2D images using the Symmetric Normalization (SyN) algorithm proposed by Avants et al. [Avants09](https://doi.org/10.1016/j.media.2007.06.004) (also implemented in the ANTS software [Avants11](http://scil.dinf.usherbrooke.ca/wp-content/courses/imn530/ants.pdf))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/datagrid/personal/borovec/Applications/vEnv2/lib/python2.7/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n from ._conv import register_converters as _register_converters\n" ] } ], "source": [ "# from dipy.data import get_data\n", "from dipy.align.imwarp import SymmetricDiffeomorphicRegistration\n", "from dipy.align.metrics import SSDMetric #, CCMetric, EMMetric\n", "# import dipy.align.imwarp as imwarp\n", "from dipy.viz import regtools\n", "\n", "# regtools.overlay_images(img_static, img_moving, 'Static', 'Overlay', 'Moving', '')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from dipy.align.imwarp import RegistrationStages as sStages\n", "\n", "def print_deform(obj, stage):\n", " if stage not in [sStages.INIT_END, sStages.ITER_END, sStages.OPT_END, sStages.ITER_END]:\n", " return \n", " nb_pxls = np.product(obj.moving_to_ref.forward.shape)\n", " deform_f = obj.moving_to_ref.forward\n", " deform_b = obj.static_to_ref.forward\n", " print('stage:', stage, '...', \n", " 'deform B:', np.sum(abs(deform_b)) / nb_pxls, \n", " 'deform F:', np.sum(abs(deform_f)) / nb_pxls)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating scale space from the moving image. Levels: 2. Sigma factor: 1.000000.\nCreating scale space from the static image. Levels: 2. Sigma factor: 1.000000.\nOptimizing level 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing level 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "('optimize took:', 2.193876028060913)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def register_dipy(img_static, img_moving, callback=None):\n", " sdr = SymmetricDiffeomorphicRegistration(metric=SSDMetric(img_static.ndim), \n", " step_length=1., \n", " level_iters=[50, 100], \n", " inv_iter=50, \n", " ss_sigma_factor=1.,\n", " opt_tol=1.e-3,\n", " callback=callback)\n", " \n", " t = time.time()\n", " mapping = sdr.optimize(img_static.astype(float), img_moving.astype(float))\n", " print ('optimize took:', time.time() - t)\n", " return mapping\n", "\n", "mapping = register_dipy(img_static, img_static_fuzzy)\n", "_= regtools.plot_2d_diffeomorphic_map(mapping, 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Experiments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Register: **static <- moving** image" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating scale space from the moving image. Levels: 2. Sigma factor: 1.000000.\nCreating scale space from the static image. Levels: 2. Sigma factor: 1.000000.\nOptimizing level 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing level 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "('optimize took:', 0.6593570709228516)\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mapping = register_dipy(img_static, img_moving, None)\n", "_= regtools.plot_2d_diffeomorphic_map(mapping, 10)\n", "img_warped = mapping.transform(img_moving, 'linear')\n", "nb_utils.show_registered_overlap(img_warped, img_static, img_moving)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n )" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage.filters import gaussian_filter\n", "\n", "plt.subplot(2, 4, 1), plt.imshow(mapping.forward[..., 0], interpolation='nearest')\n", "plt.subplot(2, 4, 2), plt.imshow(mapping.forward[..., 1], interpolation='nearest')\n", "plt.subplot(2, 4, 3), plt.imshow(mapping.backward[..., 0], interpolation='nearest')\n", "plt.subplot(2, 4, 4), plt.imshow(mapping.backward[..., 1], interpolation='nearest')\n", "\n", "m_sigma = [10, 10, 0]\n", "mapping.forward = gaussian_filter(mapping.forward, sigma=m_sigma)\n", "mapping.backward = gaussian_filter(mapping.backward, sigma=m_sigma)\n", "\n", "plt.subplot(2, 4, 5), plt.imshow(mapping.forward[..., 0], interpolation='nearest')\n", "plt.subplot(2, 4, 6), plt.imshow(mapping.forward[..., 1], interpolation='nearest')\n", "plt.subplot(2, 4, 7), plt.imshow(mapping.backward[..., 0], interpolation='nearest')\n", "plt.subplot(2, 4, 8), plt.imshow(mapping.backward[..., 1], interpolation='nearest')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Register: **static <- static FUZZY** image" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating scale space from the moving image. Levels: 2. Sigma factor: 1.000000.\nCreating scale space from the static image. Levels: 2. Sigma factor: 1.000000.\nOptimizing level 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing level 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "('optimize took:', 2.107191801071167)\n" ] }, { "data": { "image/png": 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AWkLjlPjRatCMPZ3nt7eq8odew9q7XBOfX3S7JEtBHNiJdF2QPQIR1fDbBavCW6G82JKAL4J82Vm06lyysgXjwgsUFy0P9ZjKBbIQCVPtEU0H82HbRAzeI86j1nDLbymb1xVMrhbqDbjpjy7wvq/vVAvf+f5dtDYTCg/1cu/5hz7r9fzon7yYG255gKPljBPjLZ587B4sypqZ4tRQEbJ8KnEcMxMu+hHWKGfdRpMFdMGNGZs6upk8qMGgrNuKKQW1GmbOMI1WBEBpHdO6oDSe2igiijGKd9HTsPwTOOxyvRCXhRxUtRaRbwd+n6Bj/pKqvmvHnaLMohI10tiwFjrvrpg7IU2Dp0V8ZVEYZcs2RKOiSOY3lErAtm6Wxo2Sf7DSO0fPN9lcggW/pnilcR34AkwcIsVUQnFemF3tkUqiyyA2Fh5mV3nGDxqm14QbkRpGDwWf6OzqLkmMHzBMT7XL1ARicqNoQaVLr7d5XqJBq/dxvpamVWq0/YxLE1EAUPRIIBlzvmuN5KSguZW1Cw5bL9Ec+5LrBZBGVsFO47JtCDXpMkkevRW0DGRRbGnjZmqthvjftS5YtQapHFK56Epy+HGBFCZsXnuMU6jqaCX6hiSkdmy85x423mfRssCdWMc+vMUdP36Wd3//YwC45k7L2Scr7qjn1FssfgSTq4XqhOLGil/vKTkCsl4jRvEXu3EEe6zCnW+XveDIBzj5Oa/CiueG4iEqtc24BxZPRdHI4ZoYJlqyZiq8Gqa+ZGwqzrs1NswMgFIcUy2wovgYazCixCeBFU9ZOpw31MkyUcEaz6io2azH4RZEkcIDhmWGQTrMcr0dLlvMQVV/l1AjZQ870Qh30/hWsqfeGFILUgt+3WMmpvWZS3tMqU3TWEk6vg0+8+Abzo7XayyboFufHWg/+nQdxgdt3tTZfVVCsSmNl0xc2G/tfoN4WL/HsPUYj3EwuTYc0G4Jbl0pHzZoofgx2E1Bi0AGJj+vo3O9fQQvUtBeVUBm0tyP+Mx7l/Y3sbFKhBmJQXzXm9Zp0AjbSzTQJFoju2EVsjr2Jdf9Y5igLJgqWmnJkuu7lLLtU9zGOMWLYKfaWBfNd6NhPQBWkMpHi8IH69AYxLngOqo84gJhqLWoFczFKt0k+GRFOLAWZhXiSooqtITu1HGOfKhgdkI5d2u4n5t/S3ngaUEpEh8UHCmCzGuZ3xzoVoESYge/8ZfP5vbbPsFNR85yrJzw2PEZnrXxQT6puMBU4Y7RPVSYENQVsKqsSd0pcW3xnNUjHDFTDJ4z/iilOBzCmqmChaG281zrnlAa8RTxY/KirBcVqkLtTSALZxmVNVMt8M6gbrmGaRXkehEOTQ/puWyN/Fkml1Jf+dxOMfZgLyZG0MYqUWmPI5XgSxpTXw1I31ZMnqnUgFptA6z9cy90RYWgsKggdfjIi03BjxUzi4HImi55KBy5y+AtbHzCUB0JBFBcBLemlOeF+og2DYapes9sJwVdo6spKDyBSBp/drZddE2RWw3J5SE02RuNC6Rut2keWzyGnQm+1OCKWgKraH7vG/F52in4Mlu20y4S3UhxXqCxHhJMFclAwdSexlR2GiwD75GZolaQaYXoDF0bgTEwqyI5+OhTV5hG86aqkLIEa7FnLnD6zjFnnjxmelW4h/M3F5x6x4wLN5S4MVTHwY+061ISDYrZ2PH8J7+PE8UWP/BZv82Txp/gh97/Zfz07a/imKk4ZgSDMBI46xVLaOhLfJOBNFVLKQ6L4hCOmClrUnHWbQBQSk3lx4xNxdSXc53MCvFNFlGyHIwoM2eZ1CVTZ1krgiuqsOFDmNXhGM4Zjp7YYvPiGm6ye+e1VZTrQ0MOrd+11aoT9hr3bTR4ASVzcUh3m6JuTy2JS/qNZPK4JJdS0qQzKyc/pvbOgUSCMNHXHN1OpgIzi7/r9pjp3q3rHUcFQ2hkg/sr+qOzE27r3+9poSnbyFSRqKrkYgpT4/YQWpdeZlFIJCFTRQskfRuSNVq1gFVMBX7Jwt8HOYb0YUYTMxiFd+/GPbnbcedkBQfBVJEmRbOBgpm6lhhUEafBraTaxhRMbLC8R6ZVcD+pgnOBFLyCxhiEc2AkLDcWcY61997NY+47zuTGo0yuKTCVYmceN4bJNVFGo/tSc7eiF8Qqt23cxzE7YSQ1R2TGN9/yJjZMzYbAWAwWYaKONVGcwprRxolQaXDVGBSPZ6IFTg0P+qM4FUpxnNf1cLqsYU6ZTSH47PFqs//xuxBlrajYKGdcmI2ZOcustlTOUteWovDUtQbX1Hau7s7rWE25PjzkAK2vOsUfoKON7qYYN0guDW33660OaBM5YhYPjTbnbYwJEDWz+PH6glbr7lk7wcwXcnbLG1W10arZal0zwVVAG0iOF2enihqhvBAaDzXh2CrRWhDp5Kxv607KH1i8bvVtANpOFsRZ8u2zRIBghCkpPpNSK7UJZLfxGKnDx1tv6LYWXh/KvKl/JSIP+IcFNC6m9Hs/CN9OK/RdxaY9qI4LZHOKzKo2AF07pCygLNC6hrpuycFHC2JWg/VIoaiPAe97pmycPc/aNcdxR0ZsXr+GqaG8CFoKUtGNB8aYoFjPG++/nX98/du4oXgIgE9b+wgbAsdM2yxZhBKljDGFCmWmihVYwzFTQyWGiS85YqY4L0BBFRt9Q7BAUIuNloIXwYjHInhRLCH+YEQpxDVu7NobShsymaqY3SES+mUYUR4+u7GUa2lV5frwkIO2Pm9Sal9qsFLj66WrgeyCvE1aKmsmY3ebzpsWpYZ8lrlcMg1b8u2TqVon7Tss37q5ojwxZW2tYvPiGt4J60emXHvsIpO64MU3/S13rH+cj82u4Zc/9FxqZxAVtj5yAj1aIxct5TmD3ZIQyMwIVHx7nrSsc2sme6ZpvfSssd7vRW26nUafsmvvXyK5CW0DZ6t4PMPSFh+spvm9J0SLKyUFdN7JDvvALjK8aJ0R8BrjEnGqHTKrkNo1FgTOoc4Hl1LcRxNxQHAvVXVY5xy6tYWMojkoAs5z9n+4mfOPNbj1IA++gOq4x4+j1mU0ZAxODeZ4hS0cD0/W+N37n8a14ws8dv0Mn33s3dxWXGAsJQbBo5TiOYrB43GqxETVyDehsfAqrEnFTC0WJUZOsHg8horgNgoprK11YDSktBoNZDEyIfhsVDsBZKeCEZpspcI65twbu2AV5frwkEOG5iPwNFkwDWns1TxbihR2uIZ8m8w9ZWZ0NOq+rKgJfmSpYXbHFiLKracf5PT6eZ509B7GpmLDzLhldD8ljuNmwoapsCifVD7As+/4IGf9BhtmyhsffwdWPP/5754Nj4GqtlSAfHid8RlpcuU7GmnWoCS5NHW3se40TGlZfg85UeRuY9eNk6Rj9eVfarBeqI8uSei6mub3XuFL7Vp6+7QU5pBcjc2JcldOO9v0cYixBdVoIYhBRNBq2pJGcjN5hdhnQooy7Oc8937Ts/AlXLxJcVfNGB2boT70LBbAOEGdQSsDNqSw6oNj/Ex4SI9wxlyDL+HxT/kEb7z3dtaKCiPK9z7293j+euhQU6mjUochuJp8JI4Uey/FM9EQtFkzM/BEyyEQQbAMPB5pllv1+JgpYZL1oJEcojCn2IYVxYk2vaW9N1irMK6ptrrZVovfy2rK9eEjh6xzULImgNafnwv5Phv+3dYvJIbeNZo6aEdNrKAJekPTlyC71tNXn+OmI2d56am/5KTZBOCYmVHGG9wQZSTCWEKk2euUigkfq0tedPztTLTg6c/8KB7D//rOF7O1NcLdNMU9Vjn6V+tthsgCcoBsXe7laT1G82UVurMdmOgKa/o4JIslIyKy8y7b+AX+X72PaGkkj09UJnLXT0qOAJZ2w237XPPlyWJYNJ/g43JXo6YMVkQKRnsNxJDtozH+YNbXwMTA89hz9JpNvBfq2uKd4GNfBrE+kENtYjKEhnTciYAXyil84s03oQInn30fx8ZTfvKuF/LT4njtrX+Ax1OKbS4VwKmmvApmUXit+JjqKpj48ZnUmSciuZbqlA4btU4Tj5GylWpPsF7SsbOUQBdJInWI2w2rKteHixziR2NSfwPaD0YcYNvtcuxKEnvQzHYjhtQpSVzsPLog7qAW6iPK7BqHOVZRFI7HHnuIf/GYP8CrUIqnFM+aKCVgJfhF18Ry1KxxwU+YRjP6tJ3hAaczHmM3OetHfO2td/LqD30KW9MRVWW58ClbHLtzfe46+veQd1oLC+Jq6bVH28mxtqs7HdazYHaKn/gyEKgbx4yl8XIvYRU1rKWhEv3/7Xyy+oDlSSHuLpJbAf0NetZeCjDDYrLw0ULYrEPw2fs25gDNfykKzOMfy+Zt13D+5gI3gtkJz8lbzjIqHJUzTIC6Cmmj6gUpFBk5dGKhSBau4MYaYl4efBHSyB949ymqJ55hVIzYKCte/P4v4PW3/R5OPTXdqL0BKoQKw5pUXNTFmQ9N7CF2fAvLoptJtUmJNeIpRKjVUGsoodE9juLUMJmUlKVjOi0xpcPPdncZraJcHy5yIPnoQ8esjtYb3Upho/n99uyPXbTPMsSQzy/q/CJw4fE19kTFkfUZo6Lm+NqU77rhDQCMxTESz0YMsI2lwIpQYLEx6HXUrDFWh8dzxk1zA4QNqXnxsb/huU/5e/71B7+Es5vrTKuC88+G43+x3rn2lN7YbfhTiz6/qNl1GzmeIxzTuq1SzIE6uqFHkRimYX4ZKKv5ES0NE9NHU3trg+stPUtgMUH0l+XvzrcE0Wa89dxJ+e+cDKB1KTXb+46rSTOCkKJg+rnPYPN0yeSa0OnSl3DT0+8JQVtvMAKqgjGh86omC8JLCEZXJqaOa1OexaaaUzWYmWH6Z6e48MwLXBxXnJENPv89L+K3n/S6bR+rVwlpruKoNA9m++iCMvgsFpGIIbmWLDL3KafOcYRHSu1sKBBYhDTW6TQQRI1lN/thVeX60JGDqUOcIQ9MdzpnkTVSi7TkbPluy5ayErZbrzQpnTnO3+bYOH2Rx19zhovViH9z62+wFnOxS/FsiHJEDKWY4EMVwcSWodJUA6YVtzUxWJQZylRhTTwTNZw0W/zb217NeT/ie9/3FdwzOcHZZ8646q3l4s5UDSdEgV/gRmpvfHtBbjpdQQxES+s3VxADPrqZVKA60vYC3g2KzGlrVxQyN1zHIt7vcSSU0LAznZNVya0CWOxeygLOaCSEHTD9vGdy5oklW9crdgse+48+ylYdfO6TumBzOoqHE8R41NmmFAW1IFPT1usi9h8ScGMNxGAFMw0kUf71Uajg4rMvcHE84p984Iv4tSf8t6UfkZWQ4lr1XUopZpG5lvJ9MI7aGUamZuZDKQ2vgkio15biDqgw3Sopyt1f4KrK9aG5Ykm+8Nh7d879oZkJrhlpJN9+9KmnLJpmypYZ150kn+rub9P7PTf5BefyICdmFNEXmYihxHPMOI6JshYbXhfzs4PvNJjMPv5B8KlW6iKJtEZTFYU7BdGOSMVP3P5fGI1rzJrjoefO5u678zvd36Jn0KzT7adZ7xnGIGjqROcLQoe3PbjycqziQOzLImUnBTdceG6+oOPeazde9qA0KcTQsxrS78x6EN8jCd97UT3LIuxkEGs5f2OBH4XrfMJnfwhPKCsxqQucl45fvi0zo4jVzv2YKmS9qYTvrNiMVQOq1sWW/q/95VHOTcbcu3mUL37PP6FSj1sgXHYbgTMSM5LSlG1nYvpqmj9iZ1hRithT2kdiMDEYXXtDXduu7rRU4HM15frwWQ4xBRLC/7xmTKd+TO5T7VsQO2j8C7XqRet2Oc4ibN6gqDP85NNewxGZNcSwltXVaFLwlKA14XY0OSsN+dhrEgjDEbIzjAqbWjT+0mMbE87pGjNX8vAT4OT7Flxv0vCzlNWFZ95JRnOmiu+nU26jZ6nsCbqa5vcyEM36MqTn35PhND8XA8qRyXoe7E/7LOwU1+y7wL0U+zE05TKgY0FIJB591h2Ihye/5L3U3jBxZVPWOuwjc4cmaduppHuhKApjQnmZiYmFH4PVj8tbAAAgAElEQVSx2sSrCigmreJ3cXOM9wY3nvGj930m33fdn/aiDy0cEjKP8HG+dS01bqUspTXHuVg3CbpyGEhi/tH1x4/YFgco1yLyS8CLgPtU9alx2dXAq4FbgA8DX6mqD13quQ6N5ZCQUiSTtmtSbftICI2rSbPtUiZOX5tfYDV01vU06rC/bj/5MPW16eTznd0442c+81cpxcVel0EgUlvqaLMsKpRKfWdyKK6/HKVCcRo6AlmUktA7c0NqLMpES370ib/FaBSKmdUnXaeDXTPV2XNdMG1nZfStpU76q7b1fPoN1l6RfLPLTKuIVIYlyHXoRLgIy7Y5Ydv5Ri5Y0tq4j6RPCnm8oY/kagIQE6yG0Yj7n3GEJ37TewCo49gIqtK8s7yhlJSxAIjRMJ5KoVBq0+Kk6rRocCv5GKj2ZdjVjdqOqMf/NAz0M60K3v7QTcx61516PScXUhrTwYpiM8VsW+siWz5xJTNvmfkC59t01nBfunBAod1wwHL9n4Av6C37fuAPVfU24A/j70vGoSIHJQhHsgyMC0KSGpy51NHkTsqyPuYa/4w4Oo2/b/93Gvp+Y7jIHdVzJRkH5563xfqxKSUuVItMedYEbabS0OW/AmYaenlWaeqTQiSEiXpmqkxUmcT9k+LuNJihlmA2ewz/x1N/k7WNGbLmuP/TXENc+RSWLW74d7rH5nknAsisj+blETXk6JLbD65UclCBekPbDoOeUD4jPieXlNYliGEReaTe0X23UoPcnQRLxxvEGu76tmcwuTZm8XhDIa4ZEAfoNKBziP55nIS4QxUshqT42alQbAWzRy3ZgEZx9/isjv/JOhcvrnH/hSO89N1fF8tntAXtkgVtUQweizah4uRaAjpk0TwKklyF+5n5gpmzjZtHte23URSOovCLX8IOOCi5VtU3AWd6i18CvDLOvxL40j1d3DY4VOQQzOJsgY+meM9t0VgR2XzeeBEzOHIC6DSMvtsgbkcouUUxF9fI1p15umdtfcapYxcZxeBz6FQT0uwqNaGbfySJaUYUiSwm2ZR+V9CQSrA2hAphpgaPNB9EEupKC37s6a+jXK+g8DzwjHmiC/c8b/ksso46xNB35aV35ul2fkvvJr3QPXxEiuBiBczdplVD6teQphTnUhumznPL53c7prI9ISxCP311OxhBrOHBlz6T2Ullcso37qSZD97owuzuJW8CuCmo2IurqIAbaZPxllyVqZijqaIF4uHEn6yxeXGN85Mx3/r3L8VFP/1ELV5NSwwZAQSimCeEhHn3kTRWkaEdPjS5zfbnLd2TXJ8Skbdm08uXOMVpVb07zt8DnN7HZc7hcH1lSjb+LE0tohTsLC/2iCHXaButNrp5+pbEIqsid0X13Uw9y2A7jVoL0DXPVUe2+J8e96dc1BFn/QYOYRaJoVLTIYlEFBNtyaI/VUpYH8lgpvPHqtQww1BKzZpUHDNbzNTyA5/8eyA0lT63dRVl97eQIBPBRtdF/uzn/eXJdAjvze8zmnVQgTsR+SURuU9E3pktu1pE/kBE3h//P6JDnKnV8E58sBRSQgDA6HzaaInjLApg7/liFpwoBa1FwnTsGNOTQnWV53M/7W9ZszWn1i4Ai60FJeMe7ZuWdAlCaIpA5inrfQvUlxIJJLihrvr/1qhry4XZmElyIy0KUEfXUo78d04KyQrvL18E5w1uyVLdOfYg1w+o6rOy6RV7OY8GE3Cfjt0u9k0OInKziLxRRN4tIu8Ske+My39YRD4uIm+P0xctf1AIlSZb4UilqdN/H7Us6TVWYcCTNPhJV+PtEMh2hLFgWsbF8tDzppy+8SG+/Ka3A0F7N3gchk0/ZqJFQxITtUzjNNnDVGGYqm3JIZJCGuXKZa9xJGE0rE+9/cPouuP+T5F5K8H3rYX5+2zINddOF1gOi8SwU+NpDwju8EffN3s5ZLu55PhM7TRWY/Xt+pSi3yHhuYvb5XcOT9taa1KaegdNweiEVKnVWj7yTbdx/nbH85753jCspqmZuBKvwnpRhbx/aOMPcdr2ASQtfMEmOTE0myYStEKK62kB+rfHefD8Eb79vV/dBKBTNpIV31gQkHpAp1vtNnfJleTVdAiiuaaesDf9HvbY9B6wXC/CvSJyfbhmuR64b78HynEp2Uo18N2q+jYROQb8lYj8QVz3U6r6f+/lYPlzkUgCncyl3FWRfi9quHLSyPbLly2T5bSbqa4iPPRUuO7ac3gVjtowZm0oChaqRKaxba34WHc+CmwuvLuQfD6gSRLutMwRBRvBqcFHK8LpiBdf+3be9qHH4oAHnlZy7d+47uNblI4n0Ix/mLS7OBv+68JBjrbFPjTcbRuXPUJV3yQit/QWvwR4fpx/JfDHwPct2P1AZbu9KJpSGXYrLktZY0kB6mGuV/uiw+6UobTjjj13i0hoyYzhoS97GpuPrcHD1aOLeDWcd2vMXNE0kqVxeCtUzuK8wfttSGKBBdGMrbLd646WBQWhsivRk+Dg+IeU+x8/4u7qBD/0kS/lRx77ul2/o71CsjTX9Ludb69xWRyUXG+D1wMvA348/t++x+AesG9yiD6uu+P8eRF5D3Djfo+XLE4V2tpKRNeNbS2F4mL7O+y3DTHMuT3a+XQ+8mNk6/Jrmrvv1OAVMHrCOWa15Rue8BeMpGYUfQQztYBlJC4UBNM4/CCu8YfaWBFyt/6VuVWQaz4NQcQxdF2vZRmJ43uf9fv8n3d+PmqKxuXWNEbQNvRRUwt+8Wi5xeYmEcNCjTU9VwnH0uQq2L89uhft6ZSIvDX7/YolTPClfLMHLduwjQLiwJWxgi1QnqMpA9SMH70kVAhppy7bycDCnM+dFB8RZH2N+54NeHjJc99G7S1TXzBxobnwKmzVJWNbUxjPyDqcF+robpk7fBNwIQzVizSKR5xdfE/RS+Atsey2NorjtX844r7nV2zVZUeBOiiYHjkAVM7iffdcy6WzHlwShYj8OkHBOSUidwH/ikAKrxGRbwQ+AnzlQZzrQPo5RA3tmcBbgM8Avl1Evg54K0EDm8u5jYGWlwPYqzLXb2qvXKspdHyRXmNRI+Ya+h2JYSFB6I7WQ748vdsk52deMKH0hi+/5W8oY/RsphajZawtP2uOUWnBRENZ4ZwMSnULsycS+g2+ZzE5JAul2U5DYeM1U/E1n3wnv7r56dz9PMuNb2pbijA+RGJkgjrUsRS0IYjWApBucgDzRND83ue3sAcN6wFVfdb+zhJ8s7LEl33Jsn31yTmr184EtxYzc1wuW+GpL5LBnfrwNETi4+A/Jn4jjvhe9/AyjOH933M7osqLn/u27ipRTow2uXfrGACb1QgRZb2smNa7NCUZQfRlQxcRhLYuN7OA4NTANX9e8qG1U/yz8y/jFz75lxeetj88Z/+bypH6P2yXfXUp2v8BWsRfvc2qzz2QE2S45IC0iBwF/ivwXap6Dvg54AnAMwja108s2k9VX5GCLvbIkWxFdmzXNjap7dMeMcxZAotIIgpaHmDtxydyH3snTtHZP6w79zjDaFyxNgpltx2G826dh90RJr7ESuh7cN6vM9FWs6m0YOJH7aQlF/2YiZad6aIfL1zembJjTHzJph9z3q0z8SUztZx1G1z0Y64uLmKPV/gNz92fYbN4A23GVWpg4jNZGFtoXkrXH5z5nObcBJpvswRUwXlZaton9uSbPRDZPrpYtlPJ99byCr717oG6+8xfYPznwFQ+yqe2/RzCxTST2m0+dxMC0BjD5DOehDvm8euucYWu2xlHiilGlIemGxTGs14Ec2fmLA9P1prhM8Nz20ajzpf1XUqyYEr3NlOKzdaSKqaKrZTyouLPjrhwYY1v+duv7ZzK76FpS30iusu0+b90Z7dt8AjI9WXBJVkOIlISPp5fVdXXAqjqvdn6XwB+e+8HptP4pFo0jYbRNPzaEgF0iYFWFkVbK6FjCWyjke2Yti1QHVdKUZ546j4cwqYf4dVwwm4y0RFWQ315i2fDTBvBq6BjOTS52dEO38k8TtZAH04lWiYlYejDcN5NP2oCdc+55cP8+TtuC8F8T2yUNFoK0qaj5v7vvGHPpm0VoHz9TtvtgstcQmBp3+yBy/Y2MpU6eu24fabswLx8puw84zxShxEExStS+25QOlkQ3scWPO/uDiLChRsK1DpuvfWeRou2eB6YHQ1jLhvHRjFj4kouzMah6F0acyWSQlu6Ps7n77RPCNH1JVnmlkZjRyW43PLOsHlCCsDxv7Oce5YwrZZrylJZ7wTTCH/6HUeDA2rs3P4LYw9L4LCVxlgG+yYHERHgF4H3qOpPZsuvz/y6Xwa8c9H+ez8hTaPW+Mr7VkO++XZaV1xmemlzYV13h/wjDMIu1GPB3TRhbJQnHr0XryH4vGGnnKmPspFVmfMYJhqqPyZY8U0wOq8zvxM8JsQW4vZlr4fZREumPlooGolEDaWdUqnlqcc+wclnbfH7f/aM5rk0rozkQIrfyKKgs2YxhZwEmiBq0nzzLCXpPcAloByc+X0pvtlHXLaha4Hl2MbN2awT8FawKdagiql8I8ttirEgLvlpTCjLrb51PxlBTp7gzFMVRp7nnfoglQ8dOc/Va1w3Ps9902MU0ceT+9CTMR9GSpt/hynHoXOv3Vto66nlPBJ/p3s2lTa9yus1wU6Vjfs8ozeOeeiFfi5hYzfkJTT6JTUWldcIxff2Lp8HKdePJC7FcvgM4J8Cfysib4/LfhD4ahF5BuGZfBj45ku6QlqLQTydhqtPAP3Yw25xhHYfnVs+tw/BD//w7YJ64TnXf5TKWyaEzgRTX+LUsOnGbY517NKftIZUD34v8NEycAhpUPRKiyZnu4odgBxC5QvSoOulqanUcsGt4dTwe++5o/XdahZPoCWIHCmdMCeE1v3RPpSGOExvn+w4yytNBxe4u0Tf7OWR7V3ubW4kvTm5TQQA+ahvagVfmpCWnEoFL1JrtwtEx1Lx97zwRkD5wqe9k7HUVIRAdHKxrNuKylsu1iMmLsi9FQUbNW0XelAH66F3/gUux+a73u6yokXVDEsbj1OvSUx1Dzs+8ClKEQ+yY0whZbfQbfytaFOy+/L0vl/NXv2Xkq30ZhZ/9r+7/8sJ786tKzqTttRA1HS9bTX+HTtmdf533UntiVpiWJjmmm2XYoSb11nUKp/1xPcztjWbfsSmH8VaSsqGmTV9D1IjvdGrV520epjvqNNfl6yFRC6luKYOTApkb/pQJnksrW/CI9wzPQGEbKexqfmyp7yd177lWTz8+IITH6zmCKITdDZAavANqGnnxYPMQjpmqIcT16WevtFV0GQtJetiSew1h/xy4HLJNhLGc3Bjpajm4wu5O2+eGLrbNfLtaPovqA0F5kTA1sF1FNJcM/SqraIOjDB72i3UG8I3fN4bOWonocexeCa+5IIbc9/0GJW3zKI1sWYrKmsRseBsQxB5/aEQ/kiuqyi5mV9dPNgZiBP8KLuf6EIOnQSVel2aUiPiYO0h38QFXSnc8Cbl45835hX3fBZff/rNCx+9xVNhm74QqbJxKS4qXcq6rVi3VSS/tmlsekf3SW8PlvFhkOu94tBUZW0+ity87vm9TfoQ8uXbNeoLT9Injx3SBXtWhACTU1CdqpoGOh8QBIIWnxptF1vSqW/HmHWp7EVGADmcmuaYaV3l205uE8pOvZjkXnJqmMZXmY7hMNTeUhjH1Bd4FZ72lI/ygbs/iRMfTPeVaZh962DB784yk1kMiTh0wUewJ8thNc3vXZFbXztt4zP5z1dt4x6dy7aLyxZun7KWTM+0i+//oSeOOX+bYxz9NpXahhjO1Ws4lVCQzhUUxlH7thqrEuQxlOw21B68F7xLebmgXqAy2bedtC5pOqjm1RDUhLpqJlWFzb0HRpBacaOgtZlaOf1mwzsf8xj86fkxGqpkIRBK0jQKFr4Z0yEpaem++m6lUeEQp0z3WbplFeX60JAD0P14dL5B8gVhrNf0YeyEBdbFUkTQv6R4Hm8EXyqnbzgbG3gBbAjGWShxVASrITXgXi1OTGNShk5r7U2m+UQwqVG3+DnS6aMUFwZIb7Ypm+NNfcHUF6zHBPqL9RgjnuvXH+b9NrghxPWIIT0KgSatNbqMOtkjmlkTsdxyshiaPiDp448N3bLfRcjqOFwVXQ4KnXTNtl3sLjPbbJ9vs/DgO5zY0GjramIlVBdb4BRvsJZ6Q3j6Uz/Mhpk1Cs2aqXio3gBoxjmYERrQmQ8WbZ3VuspLWwdyiNVaBXCCzCRalUEDbyygRAyxYKOacN1qo/6SxlbxoWe5cUq1EYYeHF3woOH/w1XRSelehJwgUsC9MA58sLhr8kJ8rcVgRBfK5jKN/qrK9eEih4imkck00qSt+iJqF/us+rlTVtJ2MQoVYXK1wW0oNx07yzSanEnAam+ZUeBUsKKMFqafBDRlvHfwtSzKkpg7jkhDDg4TSgxrG5cA2HJlLA8g1FpgUOoNpTpiGJ3vWi3JEtjJckjutebjTcHo3nwnW2knp/ICrKL5vR80cp2QnldPkbnELMo8GSk7ede1NHvyTUxOKS+49t1RMQljLm/GUrFH7ZSi3OJstc7EFcx8QeUt07qIYzoY6thL2sQBf4rCo97jKoNWJlRljSRhqnZY0Pzekxuy8QhEN1OxFQLRqTS8Gwmm1iaJIo2TMTk35hPVVdxQdrueWAnlbNoYQ3ArNZWTtZu1lJfwTpb8per9qyjXh4ccJGqyeQMt0YyMFnHyM0LQgojpmMlX2//YFJm3MBaY7en088vahVunBLfuYkNrMN5Sq+GInXHRjZrONlaUaSwxkMcTUjqrQTtpba5HFv1iYf386wSvljpqSU6F2rexiSTk/WOHVcpDt1uue7tv0lr7PaX7bqMm5ZB8XXYxGSEsdC3tAatofu8HGtOKJaUWZ9lz0FoOfQtiOfdp7yXko8AZA+MR1A5xDjVw5kljZlc71iS5lApKM+PheoMTxRYGpVJLKZ6j5ZSzM9uxgDU2oGp8p3yGGI8YaSxJjYFlVBpFT40iFoyTYCGkuFZW16w9UXv/xoX7amLMCtTCz7zn+fzY01+3MDCdSC/0traL01oJlvzIuub7SssK6yitoaqWyzLsvpLVk+vDQw4RHZdkRCcgnZmhc77cyC3zJNFywnYf1xy5ZLhwg8WtgT05o1ZLgWezLjGibFEGssgaf4DCOKx0BbRYEIAO/6UJYPueQParKqdtFyHvDZoshuZ3dAGYOpj2bmywE995hsml1CGIXnA5LM/On5FF85GSHS/OLwNlh8JtVxCawo4VocFLacSpOORBYdHIb96D8+DDGA4XPu0WquPC1TedbQLQpdQ4DMfshFIcm34UtWzPOEtlzeVLJGQM1bHGkveCeoNYxa45fC2oC6PCaSEhCA2IE4wBL4rx0riWUr8GfOu69MQspaotzplk1k49FEpd23gPO7sWTE9DDN9aDFJHN1MeW5zVBdb4fXWIW1W5PnTkALTuCd8KQDM8bWp0ki81+jQ7WlaHEEJOTocg4v9kdeS+8eZ33Beg3oDquOeaExcBmLmCWg1rtmqyGvIYgREFD33nUpUEr7/cdzWxHN3j+iZg1qTHop2YRdqnjsSTD2w+88VcvnkbVJYeGWTpqSbTZE37sTbzGZFI8p0n0sme5zJYQet771BQq6gXpO4ub3qp7/TMDshHISJsnrJcvNHzwhs+0CwvxbHpxoxN1bE6vRqmC2Q15f8vagDDd6mt6e8MZss095dnG+bjm4vLlLWkeMRb75fVaCx8L9s23tsNF5rWAXgySzwmj4RzhliKZd4CWPZVrKJcH+4oienVVcl82s1v2wZG6TVUjQac+dLz/yFds9e5K8vXb84HaKmcWJvEAU8K1mxF7YNrp1Yb3Dq9xnkWA3dpqtUwddFf64pmStaAJ462lU35vrPYjyGNyDVzdm6bWsP1eZXO4Cyb9YjaG57wnI9SHVEeeKrFFzJvNfSIgj5Z2NYl4EtaIugFU/N3tjQ5KKiXpaYrAeW58D+NfpaUFVOBndDWFYO51mUuOymNu9EoUcLCvg4iYE1wL6XvYt3xyUc+iosW8L1VSIO2aFPxt9LQ5+HcbB2vQmF8GOynSVvtupnyeXUSFLkUGC8UtblrgIYAfNH79kz7DQJNX6cQa4il6GM60uNeC9PzY/7V27+k0xHO9MyxnSq4JgVs5rokaIT9l9FYUbk+fJZD0tqjQKRhQn2qxCqthi+WMJqWac1NhMbt1LhClKBV9CyIpkGLGVDtyOGtxaICk2uCMOfVKM/P1mLqHqzZqtHea98OD9rX6PNhFbezFLrZTKZxN4V69drEFtJ2M992+Q8kFc5RGN9YFV6Fytum74QfK76G6XEbsj3ih+iz7KMOMcSaP0rbpyGPM3SIGIJ/ObMc9mJRr6L5vWcYkJlQHQ/y68vgLk3xNS2Amk4QVoVu3asl2qlQhI+QvJHVWGp8ldby8G1g1uuQSCFTHnRHOVWeb1xJ982OM/UFW27UjJlgxGAI/RmsKKX1VID3Zl6z9uDrGJCug2xqqWG40Jl0yC/UiGrv09Sht74vBDNT7CzUBPNlILV63QSCmGqTgSeblnps+cjsFI8bPdB97BJL5ffiDSlrqXK2Yyn1S3YvLMi3pLyuolwfKnLI/f5qFFFpSxjn/lgThA4DGgckVx8OIK5t4NvR4RJRZCSg2fESW6j0ai+FzB53NDSglbPdXs6xIZ5JCEDP4nrf0VrmBWpRzCAf8GORm8jElNg+qagK1niM0Sat0CNteiGClTDEo7Xhhm+8417O/NH1VEeVcpMmjtBYCLkFtSBjLBFJg0WWQ2bd7QWrmNWxVwSCVaSOpNvIX1R6okulScX2MdYGjeyKajuEbd6RM8m2ZuNJi7QD/WQ9qN3pk9TXzSiLtnR8Gv/coniCi2lKwbWj8zxYHWHNBj+YV6GIvnSngpEdwiUqIZXVCRpvROpuKqupM6LoWZ5NGC5uX0zaIpFJDt1YKDaVx/2OZ+s7zvPuCzfwuKtbckiKEXR7SnuVhfGJvJ9DnrG06PtbBqso14eKHBIUmsJbQisceYaHISMIjb8tNGp/jLU2LyXzbTZWRGr0NDtXY1YARrh4vWA3DeNbzzUB3/7A6t5JloXkmbm9ZTNoL8jseoLU/w3z6Xaz6NYS0bYhiZi6AucNm36EEeWu915HcSJoW+sP9IihF4ROy/LAYNMTmp7lkBandfH8yxYoU1ZTw9orxIfGMR+XxK3FLgeTkA5tp6FMhKmg3PSd4nyJGJJLqRn7O/1O7iUNI/2hsRifSqeVuve5J7BnPF/2OX+VlWVRnIb6RJVaSuMYa83UF41bExbE2La7VwN27PCFoLXCxGCmIebgS8XU0hJDtJo0xq2SCxMFP4JapBOTMA6KmFRRbHrEKx97YYE+eIxZbfnCq9+x67tIVsNu5S0WupR0uSGWVlWuDx85JFeEAdCg7ARfRSdIpRIEL09vawLVSEx/1U7AOVkSSHhZEj+gdIyGGDKtN2WRrI+qtjObs1jREGij7XJRWrdjbZedBLDfIS4tS0JlTVcvqzUjKJ3fL/2uer7T2htO3/YAD/zNdVRHA0GkTKPt4gx9/2/uRmqtCW1dcXGfRLZL9/+J1tuVjvQsc8s215q1EByKiR3C3Dj62J3SUXJzVyg0hADJ6oiTy2QnS3PVAqQSPvXIh5qhMlOZiVQGxhB64p91G1Q+uC3nMuEWvLPGOK8FnUUWNIBVdKTIVLDTYMn7UlEbrAeTqs2YzLDXKIsxTuEBEcFWireCjkPKut1Sbn5DzYe/yvDww7HzHh63oN+QiX0dIFVqLbe9l3A/wixa5mkYFOcEnS0h3Csq14ePHDJIchVlLo3GXURsx9O8RA01a9AxgnoQ03aYEU9GOHHHKMidwmbJ1WKjkGvo5ZgIwUd/a6cn8zYWwzJFtxZt02nws2P7xpQPpu4izS0dT7PfqZfntCrwa4qdSDDLO26llhjyjm5IjEnY9nf7TmJjk2cpZefeC1bR/N4Totuok46dlmdWLEZQVbBRSRDQOmq6LlgAYf/c1I1ouinvcB0iIfhbaONCanc3VL4IBBFHgXMLlJeEfMwD1TaNVV0MsioQR4mTOriYQjq1Ik7asVLq1iqg841mt6hgK21rSmXPFcCtGczDBj1ZNavsgpTwZl1TzUDmOqb6TDGb1TYMh+qCZuSzAPsyWEW5PpzkkLksQgnptFjCQ04NUEYaklxMKf1VswCel2xe2/XSfpBhWThR0oBnx0PJDL8WUvWcD+Z2M96Q8SH3OV52f9SpvVZinC913DXdne9qbEmJtMbPfbSzugjpd9HH5Hx73cZ4VGDtvtBAhHtpXUadLJG+m0noxhSiVpS/p+5N7OUJHL6MjQNHcvlnnd7Ugpm1jWHnVSYCVppcf1AMEuNsGjqaRSUIL7QvmsUEIcLk9tPU6+CurkNGEmFEwXzMkMpbNv2I2ocOcE0wOv7PodGlaU2oV9R0hJNAQNQEUuhb+fHbk9jHoRlvJGZqzRniEgP1tUZrCuzMN/dVbHnwhufd/vdzjX2yihJSwsbEl73OcLGsRkwCWTgu9p6wmnJ9uMhB0uCUtJpp3ghFVwUaTOLGTZT8lRpcTYkYOqSRSMBLSwhGO+SQBwVVwI3DedSGYG/qrRwUNg2meCxRnHA5fYteFx8/fZg5ahfLZrhQNKx2lsI6fPTxiMLWY5TROVqSteBt0Op8zEhqOiBlZbpTynB+yiZbKf8eGyLZg9q0ghrWniCpMZxfZWYxyFqmADIdrVkl1SrqWgvJatamjICE7J20YkHQZ+vaEreh2LUQzHAqTdFGgNLUlFpQqgPTFqTbCbU31HV3nOVGY04KRXQXSwxQd1J1++8+V0IkKYvxp4bn5cYGOwNfSKhESzjHn/3drbzoM/5m22tNxFGpbcrMpJpkdXwOHulUmb0krKBcHx5y6Fcz9eYAACAASURBVFvHuWBEqEn+n5D1IKncRua/7RBDJI6GGNL69NvKAmLQ5jrqjXANWmpI08sERaKbpo7ZQs01LmioO/ewC3n0K7321y36flTnBbjO0gprp5EosvhDJMDpSWF0XmPcISu/nf+PDX7elySPNTTb9K2KvfLkNuR3RUFb66uvkOSuutRDWHxLJu0wrq0bL7mWgmySmcNkJBG1o6oO6w1snQryfNXxzWyQnPQ/jA2SStFb9Z16Xz72s6m9ofKGWV0wq4PLxTkTvhVP27eh6efQ3m8ea2n6c+SvXhqjdHENqmw+9WMK37s2GVH//fytPO9Y27kv3V8qjZ+nhAdisE3l2dSXaGHHPqNYcTFD2Mz3dl30zldQri+ZHETkw8B5gpejVtVnicjVwKuBWwiDonzlooHYd0P+PCVfllL3JLoymlQjWrJIxJBcUsnCyAgiNXppnfRfooRgWXliinMmjnTVSqqPZFE5u+MoUXuxLFQFvwdNpVG4esd1rlXhawnXPquK5lr8ukemhsl1UEx6QemcFGTBf4lEnZNG8hj0SF3iF97p9LTbDR0CXE65Diegc69NfxJVii3tyHNODIksOq6pfipruIFoUQjULpTNsLGB9x4UqpOOb3nCmzqpnaFycGg4UxmKVNbaimIIVUxHBEtjUhc4H9Ows2BtcPFGK6f5Bhd90LSEaYAiFj7okWdDoAssrnrDUJ5vI/UbH7dsPUb47Xc+ned9+gc6VlEKtKd4ShU7seYxB4808cM8KaTz+gRs4bDWU02XyE48JHK9FxyU5fDZqpr3OPl+4A9V9cdF5Pvj7+9b9mBJ+8yt4aRYNS6QzvvKsppUWoHLrIcm0EdmQaTlZO6o3gfrS8XPLGI0jq4YDpLGyu2rySKZKd0grFtee9iblrHIUhFRnDMYo9HMF1xtgitNAuFV50Z4Z0M2TDT5mwB1ch81xJB1bGs0NrrvYpvL3pvSdKg0rAOV6wamaYvbPg0OpG4JoKO4aD4ft2n6M2Rk0SMJUQ150Dbzq2ZJF3Kk5t2bN/Dsox/C98rJJyRL1ojn4dlaqMgae+ZXsRIrhEw9I0ptDN4nmQtFKzSSi0JUwmReJhI59JS7/P7TdtWGIBcUHUUXqdOmsyBGuO6vZ9z/ySMujG0TSwmEUHQG4+qPyZ5iKWu2ohDXjHbXrleKwoWAu0q0ki7PN30YcLncSi8hjN8L8Ergj1n2I0oO/56PEWga/HyzNE/TKC8girzh71kOHe2ErGEXQiBNCAXDNBBDS1gtSSxC37100GalZja36XVsUI3d8VXC8MDW413sGVGHsspeBamiG2FE5ibK57V1dfTN+QUfd4c0IHNv7OHGdsqwefSxf7nOEKy0IMB57CH0RM+e2RwxZMpLTgZ56QxVxPnQv8F7xPs2ewkaAffj4B65e3KC2RHbScE24inF4cSEAG7c3athZGpGpuZ8FQYAKq2jjKPAVc6iFFHWpf0wM0j8JvtVaPvWpqlpNcJ8nYNyK9y3mSq+CCW9IZCrFgJemZ1UsKGa7EwLHGZubGlL6PyXAtNjcZTim8GxOu9Mg3VU1xZXB9dZKia4FA63XC/EQZCDAm+Q0BL+vKq+AjidDcR+D3C6v5OIvBx4OYC96qq4MB5NNNqWHSu5TZVMxJAao+yDgdYy2M6iSPvkaa2LUs2SdmdGIZDb8wQEV9KCli8ngv0OSr4MwqMSfM/kUd/VaLy3GBOuVKNFkQfyfSKH5C7Kn7W05+ogdwssIhBoyKs1+5a4ocPjm92XXENPtq8+Obc+xBO6xJCEqx3nm8wd03v6ixrXuatvyWJusjbUxRJ44TXvAlioRS8qaR2GCK07mUC1D+6lqrbMZgUuBqUXZeiE2Ei6sd7KXN4WKG7hWbT3LqohGD0SfGmxE99kLrlxu1NedM+TjaAoprGKUkHMaonAu409yiuxC+OA8zfNgcq1iHwB8G8JtQD/g6r++IEdPMNBkMNnqurHReQ64A9E5O/ylaqqskC9jh/bKwDGN9+8wC9C03iF7TM3U6/B6izPLIomCB0P0BBNelkpRTBfHvdrMnSUUD0zcYsnjce+VKPfLUK26+Z7h0RLISdRJRQ7y+CyipWqAl7QQhEv+GQhZYSg8diLzrfjskWW1B6+i0OUD74vuY7rWtl+3E1z2/gCyvOETLhkIce4wkGi7bejbfkMwF11JGTiOcHgmWioo3SNvcA99QmmMbUzZfJMfcnUF6zZuin0CFAaR+Vt6CAW+wEAiPEYTOgA6aKC0DT8PWLIFIvmszWEZs/RuNmMSx8ybXaWifWUXFvJNtVYGj9o2DzqmWnBKJYgDw6mMJ6DURPHcNc4YmLFlis7qa7QlrXppJUbjwjBguiXI9gGByXXImKBnwVeANwF3Ckir1fVdx/MGVpcMjmo6sfj//tE5DeB5wD3isj1qnq3iFwP3Lf0AbMGvpdK3TK0LFiu26zLtY7OslbYclLowIQL0ZnB2UwyOzvRaMj9jMGlBeKgteV0bakDUjpNvo1v3UqpuuqcO2g7aFuDqhtz2Ga/ZS2HuYt89HDgcp1BNDzzPKU1DYHrJZQ/6YyNAXt/LiIh9TXNZ+Uz7APnMLMT6FbBmqnw3rAmM2ZqOWk3uSjjMNCP3eKE3eJMfYQLbhx65buiGSI0Vf6tvcEaZVTUGBPSWZ0D70z4hn1W+bhRyKJQaEsAKsS62F1xCbW8BOMUX8LMCqOLhFgD0pBq8yxLw+S6UJCqUsuazBhJN6XIi6HEMbY1Uy3YdKNs1MR2LPfC+BDQ9vNu5KJ0GOuZbi7RjB6cXD8H+ICqfjBcj7yK4O48cHJY0mG2GCJyRESOpXnghcA7gdcDL4ubvQx43d4O3M5qT8Por1u4fptJ+1NKzcyzdPKOYMT2Lk/HcxIsmrzSZFynrjux7ORZvMwDtXSnfN2i7dPy7Lo6U7P9ggZeNJYH3eYZ9tB9/gtYeD+Ye0nbTJcRl02uE1Lv6EVGVkztTNlj8wHpnptpUdG9ZvmiE4RnlzqcrUnFhpmy6ccxG8lz0m5yzE7YMFNMzwefOoglpN+pl7RA0zegaUg7lgMhuaHQdlAf145r0RknJP8+Ux8cumm+aFgegtna1JlK5yrFNf2TUozBEqsco9gFHU7yMVIOpI8DHKRc3wh8LPt9V1x24LhUy+E08JvRh1gAv6aqvycidwKvEZFvBP5/9t49yLbsvuv7/Nba+5zT3bfvnbnzntFIGonRWEhGRkgYFwYby8GG8DJVEJOqAA4FSQHJP0kVcVIJqVSokBBChZBQMWAeqQrmFcoOdqLYDgVFJU4kOyaRbGwZy3qMpXnPvbcf55y91/rlj99aa6+9z+nu03fuXPcd/Kva3efs997nt9bv/f19Afi9lz5z5c8fZRmdMUmdcYrz3SDVWNoMKFTnzRNrZvISv9gSHS83deaT7UjnMMvW1dsk6haa3pdmd5JuveRGjrky+m02dpLJ/0vSvRqLb5HePr4GkEpTnqxXMXeTX1n8IbtbcqZSoSIo8v8BdK+4kDI890SYENWSEICZBOsA51reDPtEdRz6U274Y07iPPUkt+NrsMd6AoXxJFpb0BlAs4wdD3SCW7qhmDLvm281Z3Mlnac09YnWS9qvdRCK6b3l4yUmvLBUE3WQwJoccRRXyTGTVkJ5lrpNaP3fXttbU0guwdePisinq+/fk9yU953eknBIps1Htqx/DfjEWzk3sOG62fr75H22bLzw95Qtk982itUOmb+ytpaFxdtJG4wlo3/n77tJojIuSDpDMADbi5DyMWfc1l1TioX8UtPbzdeSYSTqR1U2MloylpVEgT5pshNhUDKVplQqj7PLpRISGV6jSf0NcFz3S5Y6Y6WOO2GPm82RQbbs8KNuqwWQIhCSuzVnwQWslmHfrtv0UnjWdWY1xYbiVhMHGsHFYfv4QgalIdGqpKUXljcb8HouP3ZqGVoLutH6XRBaN57zIrocX7+qqh87Z/uLwLPV93eldfecrk6F9JQ2NPkLZr27VDlHfFB/KVZCGpyZ7ndK2lmPdR6v7fIqJvGIc2+h0szKtXcRqndDV8NyeHspmbS116X2x2c46uTix6+r/c6inJk0tRQ29lN0b06cA9F6fUR1vNZf47o75ZVouf3L9L+VQFQx1xIywldiC9rpBmXBkZlIh8UvB6juopxUcPCj226AucUdpJ7PFauQduam0kaY3QmlanoZWxbODvCSrAelVEhnXKU+ulIMtytdKhPx3vH1p4DnReQ5TCh8J/Cv3rOzV3R1hQNcPOmcNVnd7bmnoy8P2nAvZ7/zaaN+Y0K78uLGo5xxzlIjssN5R1bE2/VK/kUQDtuoNpJ90pY7Zb46+5C7JTldsfdVZfm0XbRNDv9Df8pr4Rqr2PJSd4ObzdHouFnVVCKq0GhkFezWQ0ywGQwerZqpNAisncW0guCPTbDUbqU4M4GYe0lv3nj6lyvFoyI9hIXBhLi14tYJTC25BQ7caiNNF+BGY7Aho1Tdt5P57lXoQrUXkT8OfBITpd+rqp+9N2cf09UWDheRTD5Pf4ALJrCdJlodGPWsifuimMjols6YtGvK2XHbtp13+vOuf0mP3Jl0nuDatt/0WhdfYPd7ecdSegexFfoFtCfgV7pZFHrX51dufL7jznNmHdyJewTMnZSpU8+X1zd5tL0z0qa9aAnwAjQSaV0kJFjrba1CAWPqRoff11kDIoCIIcuWNqFVQ58cV9lIDoRyrvYosr7uiTOBU8x6EnjPu8dtQmvyOU0qtQw9r2HRPaF7eHpV/SHgh+7dGbfTlRUOu0xYG7/n3QiDHawTyZAZZ7gx5cwvW/adau5b7itP8pedCOp4+U5U52hf0k31toRZJtrmO5VyZhxQMpM24g/Y3NWcYtXOk9eSEVi3wnVHGcAot+O5oI3gk1XiiMyk53YchEPEcIheXD3MKrmYslBwJDjrCWP4VHkPA8R1Ru3Y9ruOdLszJk/JsZhtY10s9pKfz62rmIrCl15+mPCet5SQeW/oAeXrKyccznyHef0ZGvulznHW98mxUhXh5NzraRyRM9btcvl6/SXl3G7n3naj1foyKV10sbPO8zbQvVLg7lcV6d1QEQ5Jec3ZS67TTUEBxe0nNfrqaP0gLBAZKpDPodc+2CIfvFO+B7Vah073rGdJqiQ+bJZ8RW/QhdQpToYe6U6snwmB3VM+o4xjeLtQ9U7K+Myxhi3MmN/hIw8fbWz7paIrkoV3KbpSwmFbat8GbZmoRrUO2+gCIWD7bP56kgJpQ7k+kGGSzzj/mbdwDnPcM3dBvk4eTNNr6rBe68F22cl/283eK+a/B+e5n1Wkd021q0RJII+C6yzzJqea+mnMIQmCt5p/H+bQrW34x+STP3Br7lTWg5fIvlvzaHvEq1xjnTpDZYuhrgWwZlhnuJS20K7uyezW3YbFJKrpXVCsh9gI3aEViNzcOzn7+dns/Pa20i8Lh3tIu2i0eb8z6NzU123HbvPx55hDHsyRTf9nNRGf5fc/z7o5T6AUpMq84w5MJmedNAk3FGuWlPabJmldSlJNA9RvcRDcIw3rvlWR3g1dpCiobFFAOF+JqOscCq7SmTdgZ2nacdVwhszwyWrY97lGQPFEjvpZqnsYTl4XwDnRBDcvQz1edqlMJnZtFdbJXRtl072mw5LrF0Z9tishmRMlXBdRLxw/4ZF1OFdQ3er3OYkzbjbH57yoe0e/bDm8BbpI4djZZXdR/v1ZnwGtjq2x5yUM3eNGlkPFzGX75mm33s9Oj6PDtS4b4N1mGUlMfYmnlJsowbi4bQudGeeZCrC7dUXdG9/stirSr78XJ75XVFsNmxu3bLtwfEzcSjnmcA6tjmeE1PjGJyTW3E861zkchQW3wh6nccY6NvQJortPjXFWoWHVNwW6+0IqAWmIjeKilOCy67MgYGsgurh486mKe86ES67f6A9s+8tH10aXDpe0FOr6jbdcKf3LMYd7SBON9tzZ8DwL4BwBULZtczuhJVd65FYiWRJZw8un2LX+odb+L+KXbDmkXXflz2LNbFzYBB1i7oq+0aF3QJmsipSoTqbl85lW0WWe68wbZ3chcoUqSS9NOn6t9/z0KT5xYYXWygCrW+nZd6uS0nrNL1nImqWab+s0tCO00iwYumj9HBRGk6hzivdmwYQtTVnyGHSdS2NJiTMKjEaWbSSLfWpFwFhwqE/xGie4LvLYT6w4frbh1q39jUfOmVc1bEbdHnW633l0qRqHX7Yc7hGdJRguawGcs08573m/b8FrkbFbKbchnbiTxjcxvdY51zlPQ5xOvFuutbWKeeqWy2MhQxak7YZbo9Xgy8GIfG2trAHdfK4kMDYEBFu+70K7739eJel9qyK9G5KQZr+kZADjyS+7/2q66L0IjFqEXkB+Df7IsVbPTAKdNpzEOQHZAKnb8x29XlzwFtUa4PS9J6Y+B84p2kaiCCrOnhkpGUhmKWT3UnqU6WQ6ceMOigtJgbKVsjZsJW1MAZotxtXPNWVXGbAVX+ks2uzTsuuBO1/iytDVFA4w+O7rif4MTV/rSf4sIVBvy+c97xhNk2byAWWwrxJIq7p1TS+zVTBMGfyMW7yMUNmQgcPtbk2PNIgBm0PWN1Lf6FYNaiDaQcqmoFBRcpMWpoMz/VAbAuK8d3sOXWKcnkf3rYr0bijOrHjLqU2Shc2zNSoGnTF9F+fO+6a+j7Tr88ivoL3j+Mzps7xv/jK3417Rlt8M++w7K8t2ErnZHLOKzRhbSaxl6GiiBGuCkzqkaUgPlFOm85gTABnxfOklnYvfqndhRc0y9Cv3QI/FWVIleWzMagB48TfNgMjh/hDNjxNp61MPhwzA17hIpxfXO9yte+ke8fV9pasnHLLiKmzm4Vcm6ZmTz1ZhMhEEOcvCTc4FQ0m8AuqRLlkNyR9a81ixICaazLbnqb9vnS/P4LlzPQP1JFxfOwuIStlTsYHnkpusvSOsH1bT5Jok9aIOsBq1oBAsVlFbFltuvsQr8r+7GUf3QMO6n1Wkd0PWn0DGsStI7S7td2rOUnp3eD+jwLWTrbGH2MLq0cAb/T7LmdUxLFyHU4O5PokzFrKJO9SkWgaHlCB06yLRB0IU1tm4VKzZTxQbZ6PxZ0uYm1XuesWt0326wUCV+nnz+HcQUlZXtrz8MtLvO2LrUCc8/uORF78ZXnv1EJ7f/o6yUCh9o1UKZPfWd6pC42LBXro0EN8vWw73kLa4fPSsiR/YmPwn3wsQWFonokO/CJmGYU1AWD9lHeVlS6gmXU3Qx+nzNItp85nOe+AzaJvLScffs9ZeB6/VU2Ij0ichFklmfZUiqQJrh+wFgx3PsN/JhcZkwlfs3W4IiS3Mv0tGVk3TAORboftVRXppSpaVpDaYxW/uQL119XO1e2nb8aPvVe1D7Vba1s8hkoRFEvRBaCWwkI5WAsvY8og/IiDcCXsFlfUkWuyhdYEYbJIkQnRiAeng6VM/6aaJOGfdBnsgrj26dsYzTURXHullaEFLZeWmyT9nBIoaqJ7tY0qLS21CXYpH9AuhWVKseonK7M0e6VviyvHfff6b+KPP/aPRK6vBBHM/6alQ2GZBXAZ3afQT3UO+vp90tYTD1BrYonWX/yMTdfJd6kIhLcKAbKYmYSCpo1M2FWstPUYhONNf/IrB5BWgn0x8uikMdmajesI/Wyk/+/DzJpA8r0cTYpq6a5X1vaCLyOyhlfWYVrHOXVlISHV9pbRuhYklsaHm5WPuYjA9gFkdl6bitttcV77K5JVKtU4qYQ+wrUo60wZ+duL1pAD8moNfYKkDXPdJnONSe9BVbLkTFoD1QmgkElwwwZDOq5UW3fiAd5F139B3gnjFzQNx6aFzRUioU6RzFoBO7qQSu6sEQ/TAPMFqFCFRPU7at18I7Unu9GP7NcfC+oANwXAWZcjuab+KbCWULoqT43YPSj94fH3XwkFEXgD+VrXqfcB/BDwE/GHglbT+309a3CUvUFkK1TpgaEgD24XCFoFQmo+kfXJWhVTfa39ijI61V+KeFsEwSled3tpd/vbbUlQvUyBkO07OQXI/V8JTXdJW3bAuu8lmsz517xIQZ77ipHmOgqZCiU3UloRMM1LeykC4AhrW283btZW3TZCDCXLV3NNBCt/m37Suir6bt+1X1koTbOJvJdBhmvRJWBQBUZP1lTaLwIlBaCyaDhHltGtLEBqSoAqTuINTs1L7C+64GmMlFpHB9hJfaxKQfmn9K2IrNJ2W2I1EAW9B59wiNAPweZRVsoj23dp6OkwG29RKULVe0X3vi0C4VOvPK8DXl6W7Fg6q+jPA1wG5IvVF4O8D3wX8OVX9L+/qxHkAqP3A6saTP0JitOqQbIdvsRDcOQLBJx/iVDAAqIscN0rzmitMafekFvzqL1LpL35UFcFt4bBy6HRTnhDy1y2N5ws1MroHywOnBPCyz1dTe0d7N46+t+CdOogh+Y3deGIasG7sGopO3EzDjcgloMHtmXbf9+2it423AdT8/SqK6wTXQQnIJq3X9QmiOlsLWxSIEeWeDjVs9/AwW2/DraH/sLmQnEQO3IrX+2s81tzhC6tHi2DIcN2r2LKODavUJnQdG9bBl8rodW9upRAdITjjm6xE5JgWDMqJVNXNlfVcBMKkW15Ot84xvuI9UyXMHX4dS09p9cL60YA05zPTKjapU9yWbnDpAm4yN+SYZIxC33niagfYcq4GX1+W7pVb6RPAP1fVL+yC63IelQwlD9rEkSuDRkuQWpwiTgeTT2ydE1tfC4L836cf2qfvrTfv47TzU2aA5onIq6c3Oe0dBykRUtS0LlFKZsV5OevnK9GZwy96KRQBuWFNMdxXXb0dq1aJxR2WJiZUOH1M0Xnkfb/iq0QV1sGz7htWPhKCDfDoHMzMh2ZZKMnlVNwAg3kyynIKg0A4r6p323NewayOe8bbmaSH5kSsSr2aGIEEo2H7uN7cKeZfH3hOYrZm1fobZIu2zla6QK19/J+8wp3nHuM/mf02/tOv/X48ys3miGVs2fcrbvX7rBJcRsDRqaNL9Q3rqm1onzrF7c86Vn3DujeXLKJ2C7k1be9GfJELSxUsZSC3/uwTImtPQmfVIhRgMp4E+j2H65UwczQnhh/+ytfN4GDFf/zrvr9YC3W2UhaI756/TkA4CXPbJwWka6tBRJl7syyWXZPGho0HlHHSzFl0Nfn6QrpXwuE7gb9Zff/jIvL7gU8D/46qvrHTWaZjT800LNuSQKgDypLeupDXmTBwLp4pFLLF4KvPUAkJDFxsH0qabP3jilKyl4omU6XgDfe/qfVNaeT6mbiTRt/zxLvtHInvczvF4o9OAgEY/LqtTSrddYUmstd0o8EQJ7yuKWvJOUslUVFUXdXZKt1UlgL5mlnrE00Y/TtOrFdPw7o3vF2ReutdMK34rbVll4VAERoCUYulubX7G1TWRja/t7x3VeRkaanN6Xf0EvEaaaUvMBo3mlOWseUoTZ6tC/TqiGrB66BmKXTR0QVPiOZ6CcERg0d7h/YmGMjJEJqhuQdUWHUQvaILE5gxC8YOZJn4Oo1Bv2YQfGrFb7GpTWQ4eq6nmQ29o8MZGlqNr+SJNC5AaMf7RMeyb/Au0vrI2g3xTPFK4wP9LtbD1ePrC+ktI0+JyAz4HcDfSav+IvB+zCz/CvBnzzjuj4jIp0Xk0+H4eDzrCcmdVAkG2RQM2d9q1kLE+YhPi0tWROMizkUaH2l8oPXGNK2LtD7QuJgw6cOwePu/aDqYR9aPhA1TN6cc5ibpLuhonw1E19pMrr670mQ9n6f6nL5v7F8vk/1G56/W5ayq+twyiyx8x8J3zH2f3kmkccN7BIu/ICYgxCvidfAhT9sxTqFFarfBLqQ7LveB7glvH21i9xRlok6FFgPei36wDqBSEJKgUJdcedX/Idsnu24qF85ZpMrslhA/ex2wKuGAw4vSJYshCwnrkGaWQx9dcS9FlTRWDJ218bEoYsODYjziMAuhUXSmqfBSTEicCn4lI0FZ6hmSUHAdpX+0VDxuldFmYUmw2h1/4pjNu1LklingRo1/bvX7vLw+LBZSK8EEBPk1Doy27j2n67YI0+G33pEZrxBf70r3wnL4LcBPqOpLAPk/gIj8JeAfbDsoQR18D8D82We3vxYV81cml1Gh7Hpi01oQAeeMSZ2LuBRb8C4WQZKthUZiydWusxRc0oYjgpuHxMg+9wYZulAlbaikkjIZ0NkcHsUJ8v9B+8mPVH9QEVyZIKrjJ6q9KCWzKO83DXbmFD+8+bhTZiLPP/MyC9+XHG+tTeokTGJ0hNzsyCkuAl6L6wCSIM/kQfuJpXAJ4XDFfLNvnbff866NJ9IU72lO04vJQiIOPBNaKamcWlJQzZJ12TxTqYSIDNlK6JDGaje77SZpj6zOYJ3iC74K2gLc6vesj7QKvTqWoWEdG7pg7TRnLpQeDj46y10QpW2NYdahNUWijWgQtHfIyuGWYgH3RtEoW5WorNiot7hjVsDUW6aUuZIFSePRrxSc0O87VOAPvvBj5TkibgNXKbuQTtNgyPUbZ9GsCey1PXeWc/p+tzhDTVeMr3eieyEcfh+V2S0iT6nqV9LX7wA+c6mzZW1DgHaop1cF57PlYKudi2h0CIMbKU/+2Y1Uu5BqweCoPqfvGW2y1hheeOYl/tmXnkQbcMvqFqvy/ywwyiPUz1MJjfFzTr7rdPOwwumAPLlBteIu1X5JG81apQo0KzPBIxbwfGL/NvPsKkCGRYXoh/S9OmAfUsqr+OGBx8ixyZVxb9zzv9R0b3m7nAj8SqxaPSUKjGI06d2FOUQveKFUA7uQ6hqo9s+1C7tQtd+TP/wVvvzbn+YL60d5z2yza5oT5YY/5TS0CY1VR9sAuujpgmcdPKtuAOATgaYN1hkugvYeOc1xByEVYBcLgmxp69jqVoEwy77KQfmRaAkT2Wru9yzmX2hykAAAIABJREFUEL2gM+Xp9k17hyOXaS50s3ucu54Dv7J5gUh/jqml5wUW36H0loSDiBxgmPn/RrX6vxCRr8N+zV+YbNudMt5PwjASH1OMQUfWgjR9sRrq2EIREFOhIFraAjYubgiFafwBTCi9+YLy6E/K0DK0aDqKjzbQp1knMI5XFT6V7QB2cJYAuDhdUXRw+5dr1OfLzWWC8vpHInjlWrO251dr5BK90EdXfLh9qhKsQhfpdgRVj2Y54HTo+JWsOhtLkp57GNgX0hUZf28nb7u1EGdWFex68MshbmQXt0UyZIvDKo3zez3jVY6QWdMxg4M8fXYCvfG7Lma4AH/xH34rf/rbvg8nsWjYXiKr2PBGv8+Ts9ustCHqwyxDa4qCwjoB73XR0QeX+khbJk+eTEUURcArujALQnrBrQS6yv01ca1kBUzUBKNZDAxp5VW8xq9i4dkXf3OEVre6lIbPUp6zlVDcTdt6TQNDVTRbiuMu41Z6wOgtCQdVPQYemaz7197SHZUTQZmWnJmfvgklE6lOTT3PjdS4wXW04UZiKHyBcdaSbVMemp3SznpWjwgSZ6VCuggBTdklpQ5Cx1bExBuWH24QFAyMUw/6M5hpGy9urYtI2qUmX3TGUosADr72a77Enlvbe6ny2UemdT+wR0waoSahrMkMF6BAfufMsvrZps91Himjd/dLSW8nb8dW8Ssp8YZ+D5oTkF6LtqyJp86K2ZSGPzK2NrZWSXsHqqh3SDeA6skbt2mPHuHa5z2dNhzHOdfdqaV2plM8M3+DkzAnqKNxoYyLPFayh947y/5bqyeGip+iWForFD7RBnMzZYVl+nCTcVDjLpVAfRp/Llisxt6VQKP8oY/9E5zEYiFk1NVOG6uIrizlwACZkS2L/Hn0vnWzinpnukJ8fRm6Ag1WB6rL6AGkjeZHVcx3KYNgADYEQ7YYdhIMsikYxkLDtjcu0DQBPW148wPJrM21AsknOsQgNAWKdVQbkS0MS0G0xfVp6Swd0YWq2K7SjMq2jYC2FuEk1bKNyrWj8upH7Bme2rvFtWbF3PXVElj4vgSo501Pk4LULgX2XXrX4nSUIVby1Wu34F0xwY7LO4AkDskx6kAbsaB0zr4pvqPtx+d6lWKJjgREKmL0SXLEWmMZvjdLZf2Q8ic//Ts4cCsCjifaWziUZ+bjRKzc6Ge/WXNjdspBu2av6UpAOo9NVyUyaBQ0pGylXPugpmTE1qC6NVtJFQpBtsQt0GzuI9/ZePFrWwwMU0t84svf3IDAU8mltI2y1ZAXExp+EBoTN9TwmcvjKdX0APL11YLPmJD4iAY3TD5QLAYR3bAYSryBHQQDuiEYgLK+TVkLGbGRWWT+WmNBMaHkl0uftCGXcrJJDJ7rMfKYLObymANGwebJ7F56OUQsBlFbGDocUyaJvCn5/FWwAHJFca64g45H2mPm0hNF8Bo3BkUZKA3FguiC+Z29j6OBImrFdOX+nKbJKd8kO1GWLf8iUMG9mlZK17TtXdSWggyuJKkgNFRJOyjkznDem0Co3Eqo4ldKe+R439MWaw8qvBn2aSVwEuYchTn7fl3SWcH6OZTYFIPWfebkWaLsw3YrADShpo0SFuZiyxauRLMwYrDKZ0t3Fdr1YDVoBhVMrqewH1kcrjhw096qOVMp3WsVW8v33qv1pxj6Y0/GYrIc7gaV9UHl6ytlOWTSWvssn62BiKs0lKy5ZleSJFfKRYIh07TgBQaMFRgExQuPvow45ei5CKpFm7GbzeZt0uKT2ZutAglq7oKQl0pDilTr0369lpjFkBKbNH+trI/KEnG9QUAX7atYMYN1ke8zHgSaWeBGc8rCdcxdx1x69v16sCB8z6LpWPi+pPY2yTKTFKtpmjCkDVfWw6ji9a5+/B2XB5gunCim7y99PzNmJYPVrc6shdg4tM31BRG8Q/ohTRNVVJXr//QlXAef+9R7EhrrnFVsWbiONuU/Z/98n4K5y9T9rY+OPlq8aqQslHE7SWutYG9iQ0lVzeMGGAoD8zOllNYayWPkqq2Vnxsds7Zn4Tr8GUxSu5qyS6mk6aZt20D3agypu4LtfgD5+upYDrUgAGOYSksSKLUvQzr3AH1RB59lIgimQiHHGmY+jCwI2zdZI9X6w2Y1Srkr+dXp7dUVyBKGc0makM97ZGAjOK3IkK2UmaZ2t03ywe0elIx7P8LEd8layfc3Dzz/xCvM0wByCKWlZBqAESkB6sgwKOonyQMkRofzyfLIFoXmh883vCPXn+Mae9Cpfi7Nlt/Etw4MdQ8bJxiOlfS9jjsggw/f9RF/vEL6CF2PhAjrdNIJP+rxSbmfdWLokNxHCzFlIcNMHPeW9ulE6dRZmnNaom5HLd1qTUyeJdcxAOUZUAvU+04Jc6E9UpqVWe0GX2M8rwkSJjZCM+/52JNf2rzehEIVVwi4Yi3kzKba3Zyp8RMTPD/KLorQA8rXV8tyGPlNGTSPPPl7q2OwLBktVsO2LKNtzUjyusaZJtxHl7ShgSmyYBiOiTiJ/Pqv+Tn0kTWvfdibpq46aOqaYge9jvz7ZwqGKvawbRnFH3I8o6yrzp2C3yUYXu2bi4JKXGOdPjfKNz36swmmuaeVYIuzz3PXs+fWXGvWQ4Fc0zNzgVkuIkxxiJwdVmpMfBUTmi67UtxxeZBoqhluex+7rNuwIFKsIlsSUXHrgFsHwrU54foCZi3aNmjq2YCbnDQqz/69L3HtS8J/9n/8VmDojBaS++XNfp/X1wfVIWZxd8Gn6mhXILtHXlOtbrgsFEvB9Wz9LV2wAL3rFSI0J1qwzMJM6PatWFC9xWfizGI1TRP57Y/8JG4HBqldSiE9T1RnLrNJ7EHE8Me8i3cfd7gPfC0iv0dEPisiUUQ+Ntn23SLycyLyMyLybbuc7+pYDjVlwUCtKRlGfNuGUdyhzsEfWQ2MLYhpLQPAzIWRG+k8yjGIME9umhwHkFSo5IaCpNp6KFRripPNG1qFDtWeebt91tF3gZF4L2yb78NeSql9OHqqZbF3wqFbDpqRWpFhVGdpfeKIzjSqPT8MoJg+q4pNCNFZrCdZDDGa1A5U2SkbN3YxPYga1qVpYkVsvJ6plVHvU7tcshuvJi+oF9xpj4QwmNsxbu6clZdg2Uly7A3BVAylNarjVr/HY7M7fHV1nYNmzTpsThneKRBKwZwpcA6NiVGDLdKn/xFcL0WpyQWTg1U+uJny+jATQg5ex4SplBSy6IX1oXCwWNNKv1Hwto2c6Og9Z+uhV0vLrQWEqtUGdcFgQu5GQNwnvv4M8LuB/350bZFficHAfAh4GvgREfmAqobNUwx0NYVDIpv4s5+PIhSKxlr9RgIb1sOUIoJj082UqbYapttnrme+37F8zBylLsUISuC316rKVbcIAC2BYmAn/2I9IZyhRFr1bN4nD/YkiPKEniEGXvuI8t7rd0rRj70Tn5434rDmL9EJc4bK6eiH9MdxANJb/YgKwTliHGBNdrO3t9C/CMLhHJrWyWTKKclZacoB59q1ZMB16VhvZkVxK0ZAt79cXa3Zey0SP++51e/jJfJyd4AT5Zpf8Ua3zzW/4pUJ7lApLvUBJ47oFHpPbj604ZvPrmMdYiYSB9gMS/CguGmzi01jBowcLGSfLOEwMyHz2kcDH3/otZ3esZdNOHIYLCKDC5HRHLBVIFxGSNwHvlbVnwbYAhD5O4HvU9UV8HkR+Tng1wL/53nnuzLCoQTUZrmyZXDUTS2EoJKmtC3QFxOroaZGzJ2Uqd7uzxIoyf8KEHoHvfDq1zY88eNrMnx3iblFcCGOB2LdYOWtcMioZ0IV18jbctwASlGRy75/QJ0jLiK/5+kfHxUIuTT6Io6IEiXiVAvGf3R9GTR1AH8wu81J3MeYCqBsYhg96SViDu9k4eDW9jud9TqGdNTsO2VrgH9qbUhU3DpaBo9pSSVrTRzQqcUdYtyCrJiUhMYm4L/0qd/AH/36f0jAcc2dWlZPUjL6mEZdmjjn7Zqj9dx6Oaitz8Hpwv4ZPsOn3g5B0EZTTwdniRwCLjeYcnYv4rDKb3RoQZ1cqC5B1oS2SiPfC/zrT/4TYKi9eCs0jZ/cdY0DXJavHxWRT1ffvyfBsbwVegb4ser7l9O6c+nKCIdCQWAecG2tTtiEk4HgTInafNvbBEL+3lQNPfL/qXZQ07Ztv+n9P8sP/9SvZPm4s0Emg0BQkZGGVrKEiitIN3oxbOvNoGdq3Lqxb9mSU1eTKSV9nkBMg8++WdxYIOZsjWllaF1BHgg06piX9D87JmPq4G0oNsERnKW6xvSbjf2Cu9E72a0U2wwgt/2FjLq7TWmLkBhOTAHvq9L4TDtIneHUCZJ7cOaJzkmZSW9+8p/T/e5fwd4vzOg+3nDoDStmGVvmrucozHl0fsRpM+OV5TVurRcWd0jBaCcQNGNx5SwJGwOaYbuDpAw9KV3g6jhMsRQYnkcbIYrSnFTvQRkga6I9qzSxxBq8CJHBOjir8tlegW5VDLcVwdn/M091Ll2Cr19V1Y+dtVFEfgR4csum/0BVv/8ubu1MunrCIVFxI0HqSSs0zXYNP7uUptgvtTCIWqvWm26joIIXTa6nsfCorYfn3vUKP798ki9/YsZ7fvB0yGGWFChOOeSibHBSMfeyJTH5np/lsjQ1I9UPL8/cr8KXvtXjDiz/u2DcV4IhTK6cTW+zICJRIjPXG8SGOoJGC0CSfyPDttoogsvfd6V3sHBAlGnv7QoEdPR512C+qJq23TqkT10LOi1xK3L8y7mx1VBZtABo5LGfOOIr33jIX/vBb+E7vt08DlFNqYgqvLq6VmoEVIVlCkJDTiUXVh2EIHifLMgoBpMRk0DIsYZeUmwhCYnsOagsq2JJidDv6ZDVlLsaJnb7xW/ruX5tia/gPzLVfRzqNNYpTSu/836DxVy9qrvh0XvE16r6rXdx2IvAs9X3d6V159LVylZKVIDHgkOSG2gogqsm0srVND5+LCTs/2Z6WqaBaZLLpBqRgxvF9nnf4WswD8RWwacgdFT8sk9ZGBHpItIFpI+2pM+kJa/P3wk67DtdurC5TPYh7VeKm6Li+lhgnvs9b9g0R+3IPWSWg6s0rImASMI0Z2x5sbqRmbP6h/w++wK2VvmapwJiRxrBnp+zPHBUewUFwkLL5+m2bW6k0ammrzMpIsXFolAqpCeowBuxIBmmAPfFl2jvKP5UWKTcUifKS6vrlt2njmXfsg6+1BQNp81p5JN1bUTmVkSqs2hIrJXgU7ddeRg9c+5XkqHpC19Z/2hpIscnBvGREVhzHcMwwZ8tGKZUK4f5HWyjywiJX2K+/gHgO0VkLiLPAc8D//dFB11J4aAKsbNexi5XGic3x3Ld3lWlYp19UCZIal/6poCog6+ZXAK/iQvlC9++MN9+Z1kh/rRLqabJv1sLgzyxh1Am8/xdQkj+4OG4swRBfS4mgsHcWnGwWpIP+sVvakCUf+s3/EgBGOu0IWpVNZoKnM4bPFm7alxklvpdtC6y7g2ZM8b0e2VzKk0AO8em9RLLg0hJM9bUvlL6alM0jKWh49kFLy11hhsXnzCktW47JGdwnAHhnbHZmxP4vh/4jXgip6GldYFXV9doJgCVw0KqdZCS2pwv41w0AdHGFHtQchJHruzXyVJbTepJ6AOM4GPsnuHlb+pwbeQvf/3fKCm4saqGzhSQcYX01IKTAU7HYHOsz8uQAXlGUHoXuk98LSLfISJfBr4B+EER+SSAqn4W+NvATwH/K/DHLspUgqvoVsoxgkWHc9Y3wPvhreWK3PMop55lcsldlOAtySiLdr18EAyyMvsuBzeT7W/upWeefp0XP/8ocabozEGerFNATYKZ9SPVIlaaVo4NwPboWck6mjznZFBLPldy+tpg80BEghIPZrz88X3iPKIzY/oiBCuhkDtihQRI1qkvmlcmL5pbPJQBNEvxhlXroWsKzv3G3LOjIN/Bi/JgU/LB+VNzrWhD6SFtGW/jV7URrjnrNSbXS84S2rAUSul6Rc5Z3GuUN6vc/OwJL3/8gOZEOApzWgnc6Rd00TP3PUf9vIwd7yKNWg/prh8yfGazfjP2wDDe1JEad00fcMtz1c+ulCZA0sErHxX8Xs983qUUVsumcnVFZ0UZcA+oqqPHCmCdreir5JUQJ/AglxAU94uvVfXvY73Ot237U8Cfusz5roxwkDyXJsYJvScKtLN+w020zWqIKhAduFgmdFULjo4C0QmXfitUt6bPmWHSJBhI8QgVnAoffPglPvjwS/zIZz7IF759wbs/KbRvBCQGWIciGHKh2ubNTrJG3GTwltz0yT6jF1Z9dw5tvLm0WiXOGrT1fPlb9jl9qudXf/jzfMPNn0+Dgw1hAIO53aU0vvw/u57ye2pdIAZh5gNNynRZND198MzbnuW6Nd+6S3hL8YIJYEoPqlVwHskw0SsQ9hQitMcyCsjeS1JJHiNNyKxOUnDaJf5MPOfSuEmKZPOzX+Lpzwmv/ssf4Ef+/sf58G/5GZ5c3GYVG251e8wSpEbu4wCw13aExoriTlYzVsvUMU0ZUpvr1xGxe6m15WoGTXqYrU6wMGFhb89qJOCr39Lz8ON3+K73/xi/Yf9nk2VQKT5qXoAaijskF2ruaJe73E3biDYuEhOOmJOhT71Zx2PLemfX0gPI11fPrZRMUt8E2llf2vJlUxXG5p31OB5cRdm8zW4jrdb11bZeXWl/ON1WA3PlismQ0vRqV9Q3f+hn6B7v+OK3zdEmvcoYbZLug5npfVq63pZ1l9b11VJtz/usu/E+ZV0YL5oAyJJA0sYZjIYXlo9G3GHHRx/6Uokt2OBoWMaWiHAnLFjGllVsNgRDp76ArOUqUqBANwMFmHDW9CxmHU0TSjYmguH4n+7eOaskOl2wPJCklmLql0JzKhX0yWiXS6XPj8hVcYapwpGRWvN68/kMyQz5f1JoHv2hn+P6L0R+6h+8wGlIsBnVDJcxtxToomPdNyy7hhgHl29JadUkmPrc7Gdy32f59GUIQGuWrBiS7cOP3+Hp67f5loN/lup2htqdThtmEjiJ8/RIpuAMld+uKD0huZRzJl7JZKxcT77EPZNiqkLOoOxXu+nXDyJf7yQcROR7ReRlEflMte6miPywiHwu/X84rRcR+fOpVPv/FZGPXuaG/MJ6NsTgCVXMYdJVswBh5Ym6FhBZIBR4DAymt15fC4KpkCjbzxASXaVx7z90igq89PU30MYhIQ6Tdc4tryZ57Xt03aF9GJZ1N6xfrdCuG5Z6vxjRvjehE0IZ4OkHsX/JxfWL33gNUfhXPvzjg8ZULavYENThiXiJQwU4jlVsWMXWkCozKFkSEvkzjE3xNkELNC7im9wRySyIGo3zQrqPMYf7ydcAzSkQIcx0wBCC3VW0ba/xvDhDHZRO38t/t+VzpqgQAwdf7XBr+NFPfRiw5j4L349dL3kyVUsgibX7JbuCFLQXZG11Qhc+EyYUmlMMpibVQsSZpQO/9vXmTfgz7/171tFxwhBr9Syk49AvOXArDv0p8xRgz1ZDTOO4T4B7XTSFaJ3+T8k7LYCew+tVtN/xx7uPfH2vaFe2/GvAt0/W/XvAj6rq88CPpu9gfXefT8sfwZqy70xhaeXpGnPOtND3NrEfn86KQNCUXpYn/BAH7T7/+FNhUAuKIjyqbWcJidJGsxISXTRz9Fc/9SLPfPQrVhC3PwMRKziCEuTTGNGQJvbp0q0Hy2Db9i2L5vMnIVQKnFJrtq98801cgBc+8kWAkVBYxtZiCpjAcKIsY8tJmLGKTQnO10Khr75nobmO3oJ2LiCizH0/1D5A0bC0F/yNbrcfX7dncLyNWR1/jfvE1wD9gQWR1Q9FZ7ExP3q/v91iOM+K2C4QsrBIG3O2UhYCMlnArAdrszgIiqjMf/LzvOt/eQWA11YH7DfW27NxZ8cyYzRFTVPvhiIovKJthEYZJSxse4Qw/Ma5v4WKrXv913bglD/xwieZbQHJBJiJNR06dKfAACjYplqnbDVkiyEjsvZl7PtyzpyVleeSQfAJoXfMrq3PfBeF7j9f3xPaSTio6j8GXp+s/p3AX0+f/zrwu6r1f0ONfgx4SESe2vWGmr1+8FOroMnH55zy0KH92MVKSAU4Y4EhG0JiQI6U0YS/zZKohURfaRm1FZIZqU+T5ZMHtzl9UnjtQwcJYz6a1RCCTeQhQAxlHSGYpdD3llGULYo08WvXD0veL1sLueJI1QRKGHPUL/yuR1gfwp33BT5w/eWxUIiDkIgqrGLDaWg5DS1vdgau9vr6gFVsyrMNLqVKiFbvq0kNgGKKy1i+O6nftwmIcHyJ0NZ91LDuJ18DtHdcQRGtfQgSYHZrsvNk4tyIhW6kpE6ERf09C4vatZTWF8tzaj1o4tWXX+Pgi56f+H/eD1Am0KCOVd+UILR3AzAmgG8izbw3PtB0u16HHh8wWBYC6g3lWBRwlrnVXUuwGebFYfmbb7O4vuIDz32Vj89fxMFWaO5WejptuBP3OI5zXu0Oebm7zqvdtZK2XSOxlrEfB0siIhvoCyU8kl3cUeiWO/L2O9hy2EZPVM3Wvwo8kT4/A9S4uVtLtUXkj4jIp0Xk0+H4uKyPQfCzUKqhNTlh+96x7JriTqoFRIiSFlekey0k8g8fohsLii2WxKYg8GWi7LdaG/b5Q5/4WXubbWMDrvHDAE5ppWYOKZon+iQkysTfdeh6PXwvAqESAJrcVCLQDIwpfeDlb36SOFfWNyPf/uv+aRU3sHu2Sd+V+EJ2HxWLATO1T0OOQYyth/ysGX9mGSznfaS1NYG2NbNfnIJXZLE7oMEV8M2+Jb6GCW8fVbztFb+0JjeolGdRb5PgxnNJtdTrKhrhdWX3UhYeyVI417W0LZOp3LBC1/PsX/ppJEpxJy58z15jaL22W45FWZ+PHMQNwRF7IfYJrTW7hl1axJ5dU28HdUqYQ/TDu3Cdbbv1dWv25x3vvvkGf+X576MVg486j0Li/9aZKywwjN3RY5Y44sDj6+BZh8F9akjEITW6Sgc6HZAcLqArwNeXpnuSraSqKpcsPEh4Id8DMH/22XKsBlfmPvERcdMANCl7IDVcByRpLzmVr4CRQVo3lvyx2j9WmUw5wwnYyHJyaQQ6zes2maL5jld4WR/j8X/0kvXq9d4MoB4goOvK/RNjudaIYkovtLZeSNtaD2BxkP5LkwK8fV9eii5mpqH1woc/9vMpA8PjVOm3pPUBxSoYX94xd33xx250zKrW9dGxxrPfrE0QiTf45t7jm4hvIsvb822XPpuu0AC5G75Oxw28/Z53DbztIbQKkdIFjTy3K9UkT3EP1XhcWskBreb0EexG6ghn+0gKOOvYtRQnrqWc1ipD1tKIQuCF//ZlPvWHv4aPfMPnWMeGdfCpRWjgpJux7k0JcU6tv0fdIjTHGVKNQ4b1kAz7UQkO6e3Zo7esJPXJzZS09T/z/r/LTISQx+HkVn2KQXiJzCSwkI4ojk6sJ8Vhu+ROWHA8iRXUdU8hDm7kRiIhwfvn9FzvFe97Viet4UXtQleIr3elt2I5vJTN6vT/5bT+rkq1ARsQK2fgXNVg8Y3BdMf0A6lKAnkbfJrZrWSuIil5yWGLxVC7nept2WLoc4VltX4d/Gj7OjZmVVTL4wdH9HvC7Y88ljR7b9p9rmtoGqRtrGVjNuenVoLGQTD46ucJKcMphiFYHaOdZ9Zy9OHHWD0iLJ/qeXh+Qh8tZa9YAFuWVWhYJ9fSKjasQmOpqpV6WltLWTDk75rcC8swVF47gb35mr35mtA7/CLsPoC4PxpWjXsPfO1kcycin0+497+Pe8HXieJ8DMMumoq7MgppZSWosBXd1w4e9hk+V0HpyqWkQok7bLiWNmofNtdp6hinX32F5lj48c++D6DEH066GevgWbQ9h4sVs6anaSwpwXlFfDShEAU59UgUcyG1SthT6xWd3kfBnMrvJcFA3f5A4PChEz76+Jd41hsghq/uMwfFfUpPdxiMxjrF1nJNz83mGIeWDojld6ncpiVJJY39074tn6MKbWM95UPvcG3chKc/gx5Ey+GtCIcfAP5A+vwHgO+v1v/+lN3x64BblZl+JhXG1qTZVBSDmaXLlD+dhUIWFFnxCHV8IRou++By2hQUYYug6BJeTB8d6yqTIQuLLgxumnX1OS9P/K4v8uqvcrzxa58yCyH7crMLKNcuiCDeI7MZeI8md5P2fcLBTwHs+phM4swqaRr0oUNuffQJun3Hw5/4Ct/wqz7HKjTJZeSLIMtLjjHUn5ehTQHmYHGJKjvJXEp5GcxyreIPXTTXUusHrVNV6DvzD1x76PRCZrKD4D41+8m49/949FoN916Bv4wFqv8Cxs9wl3y9jUZu9zTB93tUFkPeWGnWZX+pqotlJCCmcQbT0qsJv3YtlXVbXEtOqGE1cuX+c3/+p3nkU57P/vh7udMtAAqUxtFyztFybp0Bk3sJ0WHyTAFp9Wow3b2511xPQlsVSEFZF+yZ+wXceaFD9wLf+5G/zp99+h/itrjAsvWb63fAkjCWOmMVW6I6bjZHI2t/AN90pfK7jltqnhPSub2LlStbSr3D/uFmv+oNun98fU9pJ7eSiPxN4JsxONkvA38S+NPA3xaRPwR8Afi9afcfAn4r8HPACfBdl7qjeiAEAW/FZ8V1VNxKFqQ2D43LiTrpfocK6FFAScwcERlw8ANDYV3QDLQ3HJu31+6nXCwHhmvmJurdU9/wi3x59jRh9i4e+YnXkdXaJnon4Boby10/xB4A8T4F4NU+u+QSiBF1EysCs0JufcOzLB9ynD4mHHzjKzyzf6cUAPbJsTu9t9LUpASVa2AyCzCPKkeR4nvVal1dV5IHlAlWKQ1R5nsdXec5vr3YSQsR7o/2VOHefxD4q8CNxNf/F9Yo5VuAP5h2/+H0/63x9egGKhdRnqOzhzDP1ZUmOe24PjnaAAAgAElEQVSfbFq/5j5NIzdqrpQ2CPfBpVRcTMW1xMWupQy16pzx4XrN4//TP6M9eYEvLN/F3q98k/35mnU/3KBzkb5vCKmIjHlAoxBXHoJDOrHnbxSWyaIOWZAl3RA4eX7N7GDNk9eP+a+/5vv4YHvx3Bkwa+HNuM9xnKesPIPNWKbqaS+xjN/WWevTdRy7Xafp8arCujee7vsME2Ous5Oji92m94uv7zXtJBxU9fedsekTW/ZV4I9d9kbkDAu6nDdKERL5APGxlOhnwLc6PuFcNIYr1xgmfRsbWgQF6fs2YRFUinI2hf2Wyff8+V2/5hf5hSce5fTxR7j+hYe4/k9fgTdupa5b0TR/74u7SAkQB6DB6iGGVENvMQj2Fhx/8DFuv9sTFvD+b/t5Ggkpu8osgFrA1TQNvOV9GomsY8MyiKGvVum7TrSkseZz1DUmXXT46KydaBNK5WzoHbF3HN445fjV2Tm/bv1D77Yb9wb3/qeBf1dVPw0gIn8B+BlV/Q/T978CXIe75+sNKpr94DfNgqIWGBKsw5k4LailavNr6aRmE7+dbhp3yOfNkkYSKHEtJAzGe4trSdO57R0MsTFVdL3m4R/8KQ6/8Bwvf/VhXn1aWbxwi0Xbs+o9J8s5IkrTRDoV6B2xS6qBTzHCIEMcQinWRH4/J891PPHkmyyank9+6O+UF3dOO3bArICltnTalKroVgL7bs1RWHAnLNj3q1QbYQCSh+2SN9b7wzkYeDyq0CfLyDulq8IxMVqwff9wxfHJDtPoO1U43DfK48Ul1UqxyTK7jlKK62ze0a0bc1sAuVrRe+tlDEN8AmKpAp0GprM1Esu2bE1IVSOkI0GwTWDAptAAeM8zr/H6Z57m1vs8d559Er98gif/91eQ20cWL1h3NvBEkOx2qk0g52z9rEXaFt2bc/trH+P4CUeYCeuHlPd+4xfNpYXFEBqJtN6VSX16T7VbqH4nfRpMtn3o+FWb2FkglPXpf4jOtNWU2pgBEg/2V9y6tc/pctxB7Dya9qo4h64M7v2lKIPHkWINyULIFkN7R+n3rCeyxMzzigvZD59a0pb+HwO7aBYEVMHskZtJUjC4+g6DQBBJ/Odsv21JZmqp1/7/+3n041/LwYtCfPkhTmfQ/eqjZM0LIQgxKW7ZN69rhwSHrAaYbnXpfThl9b4Vj9w84uGm5z2Hb/BX3/u/0eCJKF2yZqJmi11HnpioZiF0OkxpB25w+ey71cjtVNPZqKvmjh4Su4b95os1p8dzVjvy9iX4+srQ1RIOmapZN3YO12gqjDPmXy1b4+O8uw45HdPkkuwbrCd/+z92P9UQxNsEhq0fX2MqNOp1YEiV1/+lr/LKp57Ar4UwF77yicfZf+URDr68pHnzpLiYZNWhOe2xykrSa/v0jx5y/K4FR8/44puODTz7679M7r4VSQBo6otr6awE0qnVkDO1stbUxU0LoXzP77XaFmIamMEEcn4/d44XNG2gO5mdkS81oYl//a3Q/cS935nyXO0orS/dmpLWicD6uoz7JwOKoMmFajMqQw+Eese8OZ1rFHeIurtrqWQ3GVaZRNDkWhpwvyLP/NXP8Nrv/BBhDmEuyKev0V2D1ZMdbr83BSSmDnDRrAUVtVknwWiEa5Hm5pInbt5mr+k4aFfMfOB/eO+P4qUl6GBJhwuYI9c85LG41oaFrIsl4dGUjOE5ibMSh8uUx8HoJ0vKT07PdS4S+obl6QzXRMJ6B86+h3x9P+nKCIdRYC0JAUWQRomZudK6lL9aBRkgB7/KFF8m7nyFsWCwbbVraFgfR+sZCY3N48b1Q9nSyJOniHLzYy/z0ss3aL4yp98TVo94br3/ADhg9qZy7SuB+Zsd7YstsuqgbQg3rwHw5gvXOH7KEZJr89Hf+BWCCtfaNesEfrbXdrx5usde21lnrq5l3vSEaqIevetqsu/S59w+tY43ZMugptZF1sFXwmEQwACNj/QpgUCjWRyHN485eePGxn1so19i3+wPAP+jiPxXWCP2nXDvL0uaFPicpRT9YEUA1IHpin1HWEz1tmn8YhSArl1JyWowq4Kxa6m2HnKHuAzKlwVE/RAp2+6R//mniM+/mzvPHdDtCbPbMH+jJc5a+n3oDiPhIA5prAo6UzQq82dOeeT6MdfaNSLK3/rA36XFM5cGL46VdgRVVtozF5uqAprAIy0cEhig9QEe8UccuJaX+0NuhQNOmLHv1mRssZVassY6ZeeFwv/mfno97jMlhcFVGqoYXefYv77keHlw4W/+jo053FdSTKvwgMRB60gDRrIgSCOi1DrkfPw8cVcT3OBOktGvNHU3bRcanCk0ICtm9TkH/Hef3CuNj9x46ITmkSMaH1j3nqOTBes3Fpx0wupmA9rg13ug4JegDawPTRgQPDMfShruoum5vZ6noFrk9ZM9YnR03hWX1/HafPwFNKx6vTXlTl7TYrYiIKY+aSjWQo1vpWnfPmlZTRPpe0WDcDBfc7Jxlu10PyAEROQ7gP8GeAzDvf9JVf02Vf2siGTc+54dce8vQ3kit5RO+52zkNgqFEguCdkUAjaX24w7dSPl75vxjCwkKoth8/1YYBqL2RUTNFsPaR+8TZju577Mjc+lONpsRv/sY7z09YcWXG4E13nCTM1iaswy2X/imD/3kb/N4/6I9zQhTf6eVjxerNOgw3GiKzqUlohH6BhcSjXldNX8/7pfstQZR2HBG/1BQSAOulkEB+NCvi4O0BkwHgNmUCWXm8oI1vs8umrQGLvQ1RMOmWq452yWOUkFYlnLT4MmJOyVHKugUsKk+nFl2A7Z8tYt1kbNDBcLjlhNqrWff92boZuDbSEKfTAf5bX9Jf7aKTMf0Oft2GXXjFxX13ygS9q/BYVtIr+9XKRA+sC8i1ln6bkMvtJsBns3FgnTCT9DkExp27o+aU61dVGERBTW64aD/ZWlGwdBvKU57kz3QcO617j3u1CtOboe1CnSS7EIZCqC1GIMWmcdscVKqD7noHS2ws1iSBdPxW9jISFbXUvEOFgNxE33UnkQoVT+59uOkeZLr/DMq3eIh3ssn7rGKx9pia2wfijinzzl6Zu3OV7P8BKZS2CpkY6OuTjm1ZQUiQSUFqHTWNJYs9UQybDcg2CYxhxWsS14YqVXyRm5c0f9vHQ1nJIqdOuGdtYT+sbmFVHW3SXgMx4wujLCQZShxN6pZTPkYBUkIaFldGQoYE3Mn2NpZd9E41hE7f/JVkW9bmwRDMcN2y6yNjRNxFEG0K4czB21VowO7wJ9dEX7WLQ9Ajy0OKULnlVo6Hv7iVbBG8iYKKsuM+eg3R8t51xbrFglZs1FO0RXXEZTihNBOqVdOl9lWGZLALD9111T4E+cU05Pd89UehDN710oe2xELV7kOiG2BsSXlYc8qQsWj1CP9TOoji/nYvJ5YjFQraOuki6prYOQ2HAt5diDwwSEzzcXTAN2MtTt5H0AXPK/O0fcX9BfX9DvOfZeUW6/D+KjHeFkxhdXN2kXPZ8+eR/feu2zeO1YoNakZ8JyETjRyKG4EozO69dVRl0tIJZxRqe+pLNmOstqgCFFPX/OSx7X2XUaoysV4Aisd4HsfkD5+soIB6C0TyzafQ/M0sSW3UtAQXRMcQjcuKJ6Sha8nmysM5fKphp2Ix+7KTxGgmPD2jDoaj9Ks90ULPO2L8Hk2jS9Pl+WSmxLoYuE6FglXKl52xdXkJH5/xetNdxZ9w0uwWdnbf4sypP/qM/8DgJh23ly4zsnmq4P4hVxkbBudq+2fAAH0S7k1oMgFoEwV9o7aV2TJvn62fM8roNbqaxn/HmbNVHW1XEHNClclbDYtmA3KTAICGJyIwVzH83nAy6YF0pFvwjhyYfTcwn9ni3rmz2cemQv8NDDx8zbnjthwefWT/D87CVOUILr2JeeOU3JUGoR9p1nqYGlKrN0fykPcfSOc8OqgHAc56xiu9EudPSbVAKhXhcm6yTztE+ehpzM4ZU4hSA/ix5Avr5SwkE6sxZyn1kEWLnBgsgmcs7CAGP0kgC95YeSLb/LdCRVo1KrwDQpnjEVHiXrL18/35oYuJfGYVLOFktueZrXZfeMd1riFq23CmWgFJUtkyVQKjbXLev1oJmLQJ9wYpwoXefxFSJZLtypKQuDoonqsO/dUGnogmlWq+WMDNndrxrD19mB8s/7TqQ4Uyt0i1IgqftDxa0EbRRxgl9R+F56yn4baalsrjOrY4e4Q7YespBI1sLIeogU99KGgJjPh7RrGAkFvbZPeOQaKsLyiTmr657b7xNio/hjT7hmBXFHxwv2Hr5Dp54vrB/lyeaWtfmMwusRPjwbfGwdg9vqTnQ8VClSrUSWqdBtqIy23uit9MAlcb0mlMd0eecq9N3Ay7FzOzHsg8rXV0o4FEqCQDrjanXVwNA0K2+oWbBNNmycF4o2NaizY7VtmCMrISTVjFoJCDCmcY1p64TB1+6q/fqkYVjzImHVNezPDd+luJaqoHAOPscEyyGShYuUCV+SO00EVqvGcszj0C5xW2p1dr/FKj3vrVK5TLYgouB88gL2jikcynkkF1U6vRMoWqtQqwxW3FrG2UoVbQSUYYvFUPFvVqrq9NUsMKYprdMLlrhDOrn3Vni57shJIDJLLsK+NyFRpcb2jx4S9hr8KvDG8xkuxoSL5j4Oary97hteXx/gibwWrnHoTumkSUVst3CJh+fiOImBDjNQlmr/c7wBKFXQgOEq4ei0MYGDGPCe7pRMXb2KsYu5FNlOJpmdsZUeQL6+WsJBxVAZHWPFPgG3qUyEBOP9znaeTz7Xy3CV9G/qr63+S76sCagc7wCIVSm2Ju1QfTTTM9+vKN6HMjmfrCyTyTtBtaFtrPViThPtQsJsSoIgFxehQ5psxpYCLOUXQJXR0K8FgOR+2VXKavUeptbEpUmBKCWbRJqInl4S8/6dRumZ4swqldVj+EJKgsbQAUKiNoKnPMi2GMNYaOjIbZTX552quAOM6x6KReEMnqOlaBJ5YpMY0b15sSjIkC4i6KxFVBFVusOW+ZvK8hG7rlSFf/mm++C408/Z82te6Q85djOebG5x0x+x1MBCLG21S1ZDp9Cpw0sAHVJYYxEQjoi1Al1IVxTAThucWLfDTj1z15dxclb8oSYnA3xOrQyqJt5e/nKdw9tPcZiYJE7aHhZf/yW03MkPn+d8bRRZyhDfmJ6yqp0owkgwd0AyI3Vmg1nbmPLAFU04MTQKTaoI7b1Z48kScm1gHU3DF1FrvCMGcdw0kXXvS4VpFiB95xEXicndJEDoXNHSp7cuPqIJLnkQoClgnyag6MyZrVEGrb6O5/jJiXMz+I13lc6dLLvyv4nEtYdONo+5gB7ElL+LSJPr8Kx2qUN2kf0f3JqMBMRmWmp1vBNcH4mN4IOO96niDgVKQ6UgEei8QWcNqOKWPXHR4I5W0HjkdEW8cQ3JjabUBEi8cS1ZFILuzVjf3GP5aIsKFmdYyFDHMclHyHzbR8fPHz3KaZjxK/Zf5ovrR/lVe19kIa/zWAabAlIbaQ5dYKmSspVkZDEsU3whVBXQpbGPDlAaq9iMspXiliB1LoRrXISmp/EJ4bl1rHtvFf/R23jaMZj2IPL11REOMExAOc47tRKm+553noqKMdCLgX1JcnlMhP7oMk6TD5aSdigBy0vvza6V6Cw+omLCwqUA17qG2k7PkVw+SAqRiOHm5KBx37sUl4DcKEWjEIMgCZEshnRM9uFPJhuFAR673iYJ4z9PJi79yetyzCBiHDF93b0gvTNhOHqxtujKQ2uFTtmlVrBzdg3Y1Q/xTqMywW9K2G1uozpraXR89Xk0+SfB0c8dLqT+1N3EqqjJWUc6+20C2nqLOXRKXDQp22iOW67RxpsfJxXFqW+KhUDjUefob8zprntWh4ay2u+ltqceYqMG0T3L5pMpGkGFk35GiI5Xltd4qD3hdr/gXbPXWUjHQfsGbWZlhQ4p2UrLNHA7NTjuO3GRvjfpv3U+BIrAOAkz5q63rnXJrs0u3FybM6WowvFqRpsaGC27ZkgucZfoHw0PJF9fLeEAmy6gijZ+v43v262FvG/WZMJME0www8SY/fcha8lmvcR5NDwYTVZHFMuiylpd7ZJJLh5RKSmtZR8BDQ5xCWXWpYnUKYIj9FL6VtQxAQTrpJUFTptKVevsLYZrFKGg1Tomn3uxDm2ducJ0FpHecPbpZcgC0+pcgeRqqM4dq9knWL9oVNBehxlvHi8lIB7EwN2lqXqttQUwncnPFBJFQAwBZ8T42XU6AuCLTpDe0kSj9wl5VZCoNEdr1NsU4NaBOPOod7jeTqCtR5wDVbMsJPWESEjB2jrizLO8OaPbF7pDoT1WwkyKi0udZWrFRTbdTfk5vrPg1bbncL7i3Qevc6M55advP8lLezdYSMdMAk83d/Boql9wLJMbac2mddBhsPrHccZMAkttWcWWfbfiiAX7fs1JMBMm4Erf6AxE6SSUvtF1ycli1uFEOV0nYZOa/cQIzaIjdJ64vlhIPIh8fWWEw7kvL2/LmUE6WT/5vDEV5Xk6mombB0+2BhDQnOGTA9WKWQ+94HrLSXddshBSX9xyT9nkD9iE6QaUyZJ5VcdN+mS4ejPTVc3N1K8b3CszeHJFTJaI9m5w/wjJXTScT8J0pmGYuLFnGL0YUxZtEk/bZOXsfrXaLgLB/OLZwpATT1zEIhwkSiq8Eps4suWUZjQJAsHvLhwU7j7Y8YBQrfnL8H3DOtgQFOOucMP6QY43STBItNhCbAAF3yvRW+2C9OYGlHVEnRD3GvxxR9hr0ZnDn/RWBNckmO5GIChxvzFhESLRmaDorjXEmaPbF9bXhe4A/MqK9wLJMhcIC7UVlaWuwdH1njgTfvH0Bnf6Ba+d7vPZo6d4+KFjjtdz9t2KQ+mssjkLCG04jvMSW8jWQksgSE9kwVrh0J2ykI7Xw0ERIE6U09DSR88q+tLRLmJWzMJ3xX2badU1NH5IDc+WvkYhBG9Q5BfRfeJrEfkzwG8H1sA/B75LVd9M274b+EPYL/Fvq+onLzrflREOI5oEr0bCoIqzbRMOU2shU55E/SkFpyg3g9IWcv2NMnwmpLRDNUHiskqRA7m5ItWrzcFRSterka84T5oq0Puxtt2katRqEs8pcto764xXXZPeDxN5vsc4XKsWhHaYbExA6hS3FGIzvm6u2C2BdZ/wrdJnPKUpS34eqdxXQjpfDbkAFofZUUA8iL7Znaia8E0wJEksbC46PmZbplL93xBclX4utNEkRdizdX4ZjU8VFEHTvjQO9ZbCGltP2GtwIVoy4LzBrXp01iBdQFuHNo7usKU57QmtAyd0h55u35VxsPeqWQ3Jo2MupZSaXmJ8mBtS2sjhYoUT5aQ3jf7DN7/KzdkxR2HBMrY82b6J97cJCDNiqW7u8JzEObhU2Ja6vS3VLIVf7B5m31mnuoX0RLfmJBXGgdVHzNNgdiiNW9FHX/o6RAZYGO80IbNaqvkytKMMJb8XCHd2sBzuD1//MPDdqtqLyH8OfDfwJ1ITq+8EPoRhhv2IiHzgImiYC4WDiHwv8NuAl1X1w2ndVgklIu/FMPJ/Jh3+Y6r6b17q8bZZCVkoKGMhMLEgxoKhmrTUXEnle2RorlJVoSKTczhKwMn11XWqfRWGzJN8TPbIpM/FVeXArYQ4t/z24SJjcq+NYYDjYoDKKLj30Z7RNMV65/EkLIw9RPbZbt6thdxgJb+XOhkgt20sbovOzq9eR++pPjekTmWTBjW7UL7X+0X3nbeZWAzCqHhTq/UbkEeVkBjFGxSa0zjwgUJ3YLEH68EsaGOuJXWC6yK5KtqFaOsbsyqIEGdpgpxZbEF9g3pzLXUH/397ZxcjSVUF4O9U/8wMsys7K+uKyPITFowmSjRBHwxKSHTRxDXRGHkBfxIkkSdjCAQjicaEhDejMTGRAAmKJgQlShDCCz64BohEMWHjssiy68JmWdndmWGnu6uOD/dWdfX07/T0VNftPV8ymerb1dWnq07Vuefec8+JaC7WSWpCXBNaCy4ba2VNaS4KZ69u8Z5Xqpy9ukVfUo86rvDGa7u4au9xlwAvcRULz7bmOFufdzUXJOGd+ilq0mJHtMpitEaika8R3XQlarXmjINGnI0XAJiXJsvxfFb5zZUOVbdOiCgrhnUurjlvwa+0Xm66XmO+2A+QZRp2Raz85fBziElzBMNAMXqtqk/nXh4Avuq39wOPquoa8JqIHAKuA/466HijeA4P4solPpxr62mh/Huvquq1Ixy3P30MQxYSlxkK6R5iynsLfjuuK9VVyZKcaeR6NVErHUrJPXiVLPsl/oZpy0W3+x+130oftB2KkC5889mOk5ozDFmmYN/TTqt3VVYil8USt53MOZc8W4GdM55dIYLpT8l7QV6etKOa/QS/ik/izsEKSX9HpM6zSQu8x+1YsTTqKftAtu2OFMWCxt7b2AjpMuvieJAidFvc9U0zo2aZhdOgh/TBv867YF1bfr/0/UoLWvNRdsGj2PVSEhGSilBpOu8hqUVIrL6j5OfQEoFEfUit83qjlj//FSWuRDS3V2gtRLTmhLUlX2PCh+OmHgLivIWFo1XOfKjFBa/7FC4LSlyHZE5J5nwSv0idd92M2LZ7mdVmjVqUsNKqIw1FdRtv1bazvb7Gu3GN440Ls9okl8+f5PL6SWrSooKS+PDVdPK5Ji3Oad2nvkhYjefa+ZT8TV0hIRFhpVVnqb7K6eZCZhRUO8Nj0wSTibp1RWlIeXqBtBW5ebZhbEyvJ1HECuBbwG/99iU4Y5Fy1LcNZKhxUNXnfK8p39bPQk2Mnh5DkhoJyd7r2Jd1bZ7qqn+YtdrjoNV3JTcslD4o28fIu8Hgboio2TZGrnes2aQb4nPR5IcF/BBYZzpmn9cmNTrqIonSJJjJnE/IhouLJ6EdA7+e1CtZtzYj7UVKri07L7njpHJkQTRedhF3TnxIeWYgs3PaY2gj25Bck5+z6FjEOIQiPYdCdVvceZB8yhfI9FhzhmL9nENmOKDjnGtEFjIqiRvSqa2qq63gJ6cra0m7RxA5w7C2VCGuSbsTBMydSaitJCSRklSF1gURyxdXaOxwnSutQVJRomZ6L7j5u+qK0+d4QUlqMP/faha6mtTcd2pNO/UwEagnriaCX3fTjF35zTiOOKWwuNAguVA4tnohzaTCarPGkcUleC9cWT/BuVxkUsPXi66Q+DxLUfbecjyXrW9I2wC2V9eyWg71qEUjqfqFplGW1iafdRjcAta4FWUVDiV140a5/KPr9aaLWInIPbiwmUdG/tYeTGLOIW+hAK4Qkb8DZ4AfqOpfen1IRG4DbgOoLC2te7M91p1/2KfDN6mR6DXclO6bkfME4gV1k2NA/ZSL1MmiltLv8te6uagdx0CFaj7vdAWfclk79UP7bEvn67QHlskbS5eedXogueP03ck/iCP3kJEEH3IrHbt2eDfpb857TKLtc9JjrFTWbeR7sukhUWfwRrx3cj9gg/tvLZvX7Z07fKP7p5HzINwamlQpBGJQ1fZ8lfjz5/XbnV934cQbhlR343k4u0do7HIX7aK/RVT8Qz6eq1BpuIVsrfmIpCa8eX33Rd3zJ0iq7v5qbKuw8v6IM9e02sEZ/v7TqjMqWnNeMOJCorWm3ptwgRvxnKJz2rlWKMUPibberXK2FVGpJm71f+rNqHCmVckMBriMqO8sX8DpxgJ7tv2PxUqDXfWz7KyuuIikeJ6aV9pzWqWZuLoNqTFYac358rkRK3Gdpp9jaMRVWuoWmzaTCrHPSJAOLWV1S5LIVbdLRzXEe9Cj6uuE9HpYESsR+QZuqPRGzeq7jlfEalPGoYeFOg7sUdW3ReQTwO9F5COqemb9Z72r9EuAuUsvbZ+63BCFgnsItz+1GXE7aOzcwAyRHzRsLPX+/l69gl4RVV1GrMeygaGs/64uY+Fv1IEfKi9lCfmbmG5f9sFO3RZQ1EfutK/TJItGnPxkv6OtU8AcR76YF9L3KvJN3vNJPeo0qKNV7/6ugb8lHx6dCNqM6DVDoVRYWe6ce2sBh99e4HDPjnO5KUKvRWQfcCfwGVXNd2XHKmI1tnHoZaH8hMea335RRF4FrgZe6HccgMbRoydf+973V4CT48ozZS4iXNmhOPkvG/iuQldKzCkwUd0+cmz5yHfuPDhon5Jjuj0a/XW7OL3+GS7b4DN+jvKAqt4+bhGrsYxDPwslIruAU6oai8iVOAt1eNjxVHWXiLwwaKytzIQsO5RL/ml7DpPWbeBgWc7tOJRJN8ahLPIXFK101YD3NlzEapRQ1t8An8XNoh8F7sVFcHRZKOB64EciLugRuF1VT21EIOM8p8BoJdNtozACXNw5SrTSzT2af9Vn38eAxzYrlHH+UnC0kum2UQjT9ojHoUwrpMeJ5S0LIcsOZZG//3xpyJTj3I6Pyb9ZAtXr0hiHMRd6lIKQZYfyyO/WhAR4Fw2gLOd2XEz+zROqXpfGOBgG4NI4GMaMEaJem3EwykOg7rdhDCRQvd5AtYqtQUT2ichBETkkIndNW55REJH/iMg/ReSlNA+KiOwUkWdE5N/+/9Kw4xSFiDwgIidE5OVcW095xfFTfz3+ISIfL05SJctDM+wvAELTbdPrrSJMvZ6qcRCRCvBz4Cbgw8DNPr1sCNygqtfmYqjvAp5V1b3As/51WXgQ2LeurZ+8N+Fi+PfiUkD8oiAZAbIkgcP+yk7Aum16vQWEqNfT9hyuAw6p6mFVbQCP4tLLhsh+4CG//RDw5SnK0oGqPgesj8nvJ+9+4GF1HAB2iMjFxUhKkD2sPsyKbpteT4IA9XraxuES4I3c65FSyZYABZ4WkRd9kjWA3ap63G+/Ceyejmgj00/e6V0TdVEdo/wFQIi6bXq9FQSq1zYhPR6fVtVjIvI+3EraV/JvqqqKlM1J7E+p5C2HFOcrpsrH/tEAAAPrSURBVNdbRTmk2BDT9hzGSiU7bVT1mP9/AngcN4TwVuqm+v8npifhSPSTd6rXRFRH+guA4HTb9HrrCFGvp20cngf2isgVIlLH1Tl9YsoyDUREFkVke7oNfA54GSf3rX63W4E/TEfCkekn7xPALT6641PA6ZybvvUUMDYrIveLyCs+auVxEdmRe+9uH9FyUEQ+v4mvCUq3Ta+3mADnHKY6rORLMd4B/BmX4f4BVf3XNGUagd3A4z4pWxX4tao+JSLPA78TkW8DrwNfm6KMHfRJMHcfveV9EvgCcAhYBb5ZmKBKz+JCW8BEC7H3IkDdNr3eKorT64ky9TkHVX0Sd+GCQFUPAx/r0f42cGPxEg2nT4I56CGvr1/w3a2VqDdCMa71pAuxD/ieYHTb9HrrKEqvJ83UjYNhdJCM3MUqTSF2wxjK6HpdGsw4GOVhY+53aQqxG8ZAbFjJMDbPpNzvIguxG8YwQhxWmna0kmF0Uky0UloK9Es9CrF/XUTmROQKRizEbhhDsWglw9gMhd0gEy3EbhiDKd+DfxTMOBjlQYECUghMuhC7YQykIL2eNGYcjFIR4tisYQwjRL0242CUiwBvIsMYSoB6bcbBKA8KJOHdRIYxkED12qKVjBIxYkRHgL0w43ymGL0WkR/7fGEvicjTIvIB3z5WFTwzDka5MONgzCLF6PX9qvpRVb0W+CPwQ98+VhU8G1YyyoMCcYBLSQ1jEAXptaqeyb1cpF1FIquCBxwQkR0icvGwrLRmHIwSoaBmHIxZY0N6vamcYSLyE+AW4DRwg2/uVwXPjIMREDZkZMwio+v1pnKGqeo9wD0icjdwBy6N+ViYcTDKQ6BRHYYxkAnq9bCcYTkewaWLv5cxc4bZhLRRLmxC2phFiolW2pt7uR9Ia4CPVQXPPAejXNiD35hFitHr+0TkGlyC8NeB2337WFXwzDgY5UEVYstzZ8wYBem1qn6lT/tYVfDMOBjlwjwHYxYJUK/NOBjlIsCbyDCGEqBem3EwSoRatJIxg4Sp12YcjPKgoLYIzpg1AtVrMw5GubD0GcYsEqBem3EwyoMqJOHdRIYxkED12oyDUS4CnLgzjKEEqNdmHIxSoQH2sAxjGCHqtRkHo0RYagxjFglTr804GOXBEu8Zs0igem3GwSgNCqilzzBmjFD12oyDUR7Uiv0YM0igem3GwSgVGqD7bRjDCFGvRQOcKDFmExF5CrhoxN1Pquq+rZTHMCZBqHptxsEwDMPowirBGYZhGF2YcTAMwzC6MONgGIZhdGHGwTAMw+jCjINhGIbRhRkHwzAMowszDoZhGEYXZhwMwzCMLsw4GIZhGF38H+5/9PBaMwMVAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mapping = register_dipy(img_static.astype(float), img_static_fuzzy, None)\n", "# _= regtools.plot_2d_diffeomorphic_map(mapping, 10)\n", "nb_utils.show_registered_deformation(mapping.backward)\n", "img_warped = mapping.transform(img_static_fuzzy, 'linear')\n", "nb_utils.show_registered_overlap(img_warped, img_static, img_static_fuzzy)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating scale space from the moving image. Levels: 2. Sigma factor: 1.000000.\nCreating scale space from the static image. Levels: 2. Sigma factor: 1.000000.\nOptimizing level 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing level 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "('optimize took:', 2.1672451496124268)\n" ] }, { "data": { "image/png": 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\n", 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3K3yXLaMAbl0UgmWTBMuWEGxD9AMgO+b4/U9/qOifgZLcexG8RQ501G05zjsrM1tAIPt5yUjIue6dZ0KS1qTYYBSYAS7R+vIfK3ExrFNGbAGo6+NL8J58Cm+hKXRjxQxwCZssWKZesFOctSmACM/84m3MeUI/rBR+8m2q/vIBwe6e1phfMmPasbb8sLV92Ont+3n2D36LZK6ZvnkcEOCLWlbcGWW57dcSj3lCWc0NdVV/4sOPAM7RUs4NRgwBvsiEBMtUC7Yh+j5Id+3ip4+8FIAOQoY4kheYk94vLzX/veL0Cm97d8w3nvAFZ6tvtPqRYweudW9Ntdarro4PYhNtL/Nt3TXB0UOAx5p7NRgxGsH2xJRma/JIjz2Gn7z4euZFaUOhwduO1baU4ZXRsP3SNRVEaQqqfkkJcELa4be+dRH3v+LpI3umBrALNyCqxeryb1vkCauVvGEQc0PMGzuA6xVetIFneLBgGCeYYtsFcjFICyQBSb1fA6V/gyR+E3NOh0xfav79VgqWqRVsQ/R1SFKu/y+P4pz5a51ZRYQ5gVmJPGooB0eBe5nBNJOp9iT8wo+ekuRT45ETsKe1yP6HN1r9qJDg1sI7kSqhx4Wglxk3btHXITblxvuKG2/z8Jr7PtgxjBm9FhMWbFFhzINMqWCnMEuTR3rETh7y1DuYl9I9su194aG0sVvXyfhFZpV45RaQU49A9h1gTgRNlPToZuTsKLADOFtLLd626mN3asy+Jele5toYvTT6YryObskBliPHeoh9lba9A+Rso8UH7T31BBy0djHXxFp93l+7r9y8LhNmIJbMr7Gi2gQ0I2Nr8Kff+ypzntQdEZRiy1ByEx6OV1R7kncvJMCMrywCQpph/4Dm/Pn9T+dfn7Q5/lvbeWTsfVrtk7OFOPaiG9QPF8N68MWmWqmJ18G19M/ePEaYuFyHfdRh4lXi3MdYBatDClYrgu2b5CjRjIxdF0SKzvP45SQipAht3L89jgl7WGQ1FUTq0wfYJQmvPvrfSY89hmYg1foRymgdF8Bqx4y1mhFiMq8bh2PTbQOn4xw2trtUh3mHg951Xw17zIItopvWQeX+IZ6AtEEGCHYS8m6IPkK6a1dhkomR17R+EnGEb7Vze20v0w6UYzOKe0efgE1bFuZde7TBurDD/9eV717mWcshay2cIb1eZqDwP7uOtLcShiX4XuHx+VqzDZEpJmxK1XSDiRt3yg65BcHGZqBYsDLbXy9bzze1ETTz0VuIwEy7YpYJSEToaF5o3468S1Glvl04I1Jo6bF3TThnyX3GfA0ZWiF7W7HoznkkTdF8my6BM0YI1anH6/rV1PzHXd/BXTq0+O21trDWDaKMR97HpDUP3E/vPputin6a+bDhA+NusmBVDKl7YapPWyLBqhesmHTrTDbSI3zUaFTEgCQlPWY3P3rRtXRUSURoS+JHsyoddRJb8dMYxAUzxJ+VhDlJornphTlJmJeUOa+Vz4iw4OOF9ALJhwpmSXM6vvL4wGf+jAM/eWazQtUakeBGwn9Fq27VUDXVWpNtzBd21lqpCW9RHTsRXDdt565NM3TUC/BNhWexPTSuXhaRQVpyEu1ba0sSbWFsSppAuhPSr0Cq3tkh8XJSSPPoH/OPiZ/6TWrCW+4/wTm+pS1IEteRngCJmH1AMkfsIiDfBHkWzt2zx3MPem+jxHb4vkaCZG4Wdh/Fubuupi1pQbpthCXNqyYWY9qJzS0AeU0dnaHF/DhzUtr4A/u0fQUQKpQMrfjXp0BnIUFm2mhnulY+mGa0cebS06gSShhTs54CZ8/HCqM1B8f3g9WKY6iIWrhpWbYqhtHI43ddd65XnFX7myhY8YJVb64J+2sRbNyyo+a4V9go0BC9h7RavO2zH6to1gkJiThzSqaeeItJyaSW5MF32kaScnPe5K7zVpLi2tR0/oLrtA9++JW+AhEWj99Mq972QIIbIBUKmiWUQeRSB2uOsSQvlFp93T1CvNg7B+C42KazhTCMKWbY/bpzvVoHJCAXsymC1dTvBlNNMOGEqOpowZ4H3GpWrCb5uIVXZ74ZtUlneojekOimI0lZ/P4zeGT7M3RUWSJjTlyxTRFmJWGZnDbCfJI6l0pVlrRqL7fEH492zfyX0BahTUqw9lsjT4fMrFIlkWun8pk3/C7nHPFfefi7v01+4MBIX8G4MOoPdi1IgCfiFL9iTIPJV0ppQgnhdQqhRRxueaYXUdm5sWIeUuD/BY4E3odbtW4rQCLBDqO913HwoHN1nJ0kIJsoWBXTWR8I3gtWPcnbeHgqUyNYXaySfJ2iYG8dZ2mjZaix0QPJjjkOnNLy2rbQUS3s5IHUZyUhkWoHbUe12Apbvt9iT5vYkyfxv1V5sdeEloU39aTAf/zxLyONm+VQmAFO0rIlbSeTC1K0phZb8PJos145MbH3sgpIzTXxfrj/ubHb3hZCL5KXHlvS5z+N/m3/SLHNQHoStARaCbRyvwEt9f+JP2/D1MQNm5rzYjZzvOr+4uz9wU4fpjVJxG0CSOKPz6XWs6fu/RCF93vHa8X0aPQTRPakR/Kon73auzK6qnpZcxBHth1yEhzZWhs6lJp7YdqJEAgGSnNPTl542Fiyd5q+Fjb+xKTXloQM5YVHXM7F6fNH/xK2IR4BvI4qqVrPmIyyg3XQ+JlYG7dh9jju8O1XQMO5FDh5QNxpRZ3mbvcHEVuvyiA+X1GSHgHyutJ8Mm7B5l5rV58RJdLyiTr0xWcnBT3Z5TM0MOKs9NLy6zDofD9MD9FLAjoZ18HWviV+95R/IPWvI5W0MMskJMyJt6/7L6sTkbzdr9PIMcSdkHBYO470RWpNODul7e+TVcxBHVX2pMu89Gvf4n89+uQRPf14sZGPc6M4CDyNKmmE1nto1dsCVtdktuhFakEjtWnXaf/WimDTyXFulpcAjxn24SYMa7rpp5H20uZjAg/78XkbHpAeBHlaqSmPU7AqkGeQiyd6LYk+hAUbfqbl7VRAc+dmqZdA/pjynG1VWuWgH9n368AdBtND9BPE9S/fDZRkm5NXCDbBuU2WXvSrUU/w1eNKmp70O4QKxd237e8T+9QDzEnCIc1Z0sbFchi8xBBRQHB7tEQSjq1SaDFIa627Jq8536szNsEvRLPFOmV7vadYK69zn6wj/ti1su4agPQl/niTBGsXCdK81OZz/H7UGateg1evuwb9NW4BhFtZVulF+htVmBqiB3Y+7j6OSlrk5AXZJyJuwJIRekJCZhwtYwt73cjWfrAVStDeM7Twzkl9n0A8eOvJczfzdxy/jiftg0l2ho8JT6BcMtTygG1GBwnFTev4fD9lML4Oqr769h7hnJqwcP7ooZ9seIy7RRWTu92vI3PrghqTehqF2QGHdqxT+gRnp5fcGQLGKVhV5/aaGcEqzpyTBWLPfZKJi58Dua0QvGB7afP2e7Dop+GvtbhODdFLIuiEhge+6VFfBJzdvS1CrnhburO7F+u8Fv5TJYYld2uPTykrkTlp0TFmIshJJSWhbEHYCiYFjkrG5Edf83wbTnK0ya0JZ7G6oFhCCkgofdhjJbEO/TT5UHiD40coyLB6YGa4Pnz242qnjYPsC7MJq4kdemvxlsxDR2tM9PF4hDAIrUj7LNdJmlg9bEyCVWAFR+yoN9PkfrU4n46m1fokx5t1cr8/U6YVbmGJ3jY4YgrsZ9ZZC9lviOhF5CbgAK5l01XVs0RkN/BR4DTgJuAlqnp//4RgYvO4JCk/vfN7hQ/MknZp+yLZFjiQr9CWpAibl7ZzgzSeOe015j10rAb/fHCE78hdCuIHyryQ+mZkh90C6VFHkj2wb6NPX4uRyZXJEX2CW2wo5CH0z4UC06WqNbaoFrw63ugFS0h26osQFtLqNco+3HsWWAAODXnf9WBUso09SfqZWyy5t6gSepvyPcyY+Ha0sWDmBPKCncF7u4xZsDmwaASr4cWlXmMXp713KTX/oOnnLV8hzEJnAfJDLpmwXnlQBMJiWHG3Qi/SD/trwSg0+ueq6j3m+K3AF1T1d0Tkrf74V/onMTm9r3X8sas8XwISEufxrkouOSlpOWpWqBDyWhAqiITED5gqh0xlvgJJqHbQWqQIzI59PdkRyHVyOMLsB/Kwx3XKH1Sb0nErv19TGhNuNdRwbZj2wHKSvS5cs0lN7JHIdlgTTZgSIsERu3VVnDHXzFCtEOy72OHDg2BbOEUsGbNgc1zLIaSfC2QprASNP4Msd8TfVehK6ZKbaUn8tKqTGMYWpdiFNzyOzR6sneADxvFd/QTwHL//F8CXGIYQkgmRfbsk2bTwinGmkTZprSkmmFXakvp5aqruksHWbztvbUdv7ufSCfcLyP2vsM8bl81wnzB1giQjbgFJwgDb2brkOqkq3Db1Qz4ys9+LsK05olehqjsXCmqdWcfaYge9j1GvJTak2WbNsq3T6Ov84WMtfoYq0c+Z60IlEEjfjhgviN4LNsFp+emYBZvlnuj99TnQEZ839bb6xBF/0OoLrd9vGe7BMsp6x47RCLe28y7ZLENViVDWZraBjRO9Ap/zCxH8iap+ADhBVW/35+8ATqi7UETOxy0AxpwsuJkZN5iZdaGVrvJ/b2PCtNx3GnxG29jQA6kXdlgRUsKo2rS4LlQG4Oz41ZaDFHuzYjx/RCr36WheDJ5idmbt0h6E0gQ1Erm6J5oMrDZtC4lV6kJYZq4husbmX6J/WzDtuVixDFpt3GEb7hOuD6Q4JDkPjSi9dcl2lVyTKrHbNXit5h6T+yyltt7CuZWmJo02ZQVhV+Ca9ediwe4JDzgmwe4VN7g1CLUjsGyuy1qw7Dtgl6XsEugorOROw+8msNRy+5k6m3/w5HEDLav78cC+OlPOWsl+o0T/TFW9TUSOBz4vIlfbk6qqvVaj8R/YBwCOTI/VSS2qke29g4SEjmaV9VsL6payQzRB6ZCRqJKI07LdAKqcWWnVDpgK1xbaOKVL5ep4Qrfi1ZMU/5n/hNqkPa/fCFxneCGqkcg1meAKU/f5/2Azt+QbE6nVpgJfhOO4ZVCHOO061NnnbVM9ieKMEeuSbUWuiRRzesUdq2GzJppA9C2cBh9IfganqVtyn6Xk5Z1RHvbAKsG2xa3lDIxcsMsCeyLB7qXa0ujkZX4Tb9pBHfmneG3fCzZo+FASfbDPizkOiL8Ha3HaVBu9qt7m/+8SkU8ATwfuFJETVfV2ETkRuGuoxEZtihgSyalu4JFzb3Svo+VHqEJJ0nXIyQvTTk4OmvQl+xAvtBhc5SEmPTWTmblzdibM0OmbMmJNPsIo5Topjf54VheIOpdHWN3itxp6v7fcyxxsz9fZXeNKITH/o5Zq/A5GJVtJepN8IPpgsrFa/Bwl8Qeit+ReaO54YjdoA7ORYFNgxxgEG/pTMqgItmhBeMEWxB8JNgHaidPQUy9YS/TBpBM0+QDb+Igrf5v1tTbm110ORWRBRHaFfeD5wLeBTwGv8tFeBXxyqPTSCVCCCNx1DwnCnLQKD5gcrRBw4RbZp9Xh1o7N6WjmOlT9Fq4rR87WVwZdsqJVEXfC5uSFV06RnzAue4QQ10+SjFSuI83hcBDcYh5QLSxxZ2kdYlK2SmD8toNGK9EWp2dtrrHZJrbb191noyj4Z4RlVqQ30QdtfQZH3HNm2+G3Bf8/77edfmvjyHSP399ptnmB+fv9cQI7c5fOgvp/8Rs1m5p98ce5/9corrjKY0Fgp9lsPnequ/8enNa/R6rn5v31xbMqzGv1XcxS9kWESjFs9t3G31cpz0FSKrERjf4E4BN+gq0W8Deq+lkR+TrwMRF5LXAz8JKBKYlAawIu/arIwgI5SouUjG5hPklIK2QfiHhOynwmq+rcKpHHHa3Otu+09NBKSINdXJ1vsK1kQrxM1V0rlK2LUXdel52xLeCro5BrsE1vNhRXkAKRxlpR3LEV4tk4MfqZZqxCGZN3TOS28gjnY9PyKBFp9CMps6G4WnKaobSxt3HkFohsByWhLVBq+YHU8fvBj8y2AgIJgusUTedgxghWfFw8LOhwAAAgAElEQVQZoWAVr3F7d8qQ1koCu4xgu57cg31+pxfsMtBJYK8XbAdH+ss+3UM4TX7Fb4KL0/FJWxOO7bStKCFr1OjXXQ5V9QbgSTXh9wLnrCkxAdJR+xsMh6UzTiyI1c09U//2/FpQtEhJJakMcrIjautIPhyXBB7s/tUvL25J1JmMClPSqPs0EoE8AVipW1V+XXJlMho9wGms1oBiHsCcs/PQxOaOOk19Pc+1HnPQRlFpLYywzIqs1uLbZgskP4cj95YPm6dqmglxU8p1fUNnrjXxhGdJT3N2+SAUwRF/EiKMQLDB192SazDr28VhVkKYuP9cS5PPYcpKbC+uNVKYgnCkHhjCDpTrmP0465XvR9b2rUzJyFiZ2NS7M/ceLvZb/tXmlJp2piUpB/Je1k6huWeqPbV4C6ulB+QoufHFdxWG99iRhG7kpx+IP1Pl5t/bxUkvXt8zbyYmZaN/wP/30pYlOm9NJv1Ivd9XakkhJvNe70Gj/d8BXtPnHtOC4HVjbfJhC2abYJ7op8XPU2rvluhDfDsqVoDkAU+MXnBCOZUwMBLBZlTHWeEJvKt+PiIM8SeO8MNUG10fjrp0loE9Cnt/B9qvKYm88NzBXR9gO3pDay9sQpX012Limw6iFyr+7Jt229lZdKbFsnaZlVbh8TIr7YLgA3Kc+aRL5hcRcefbkpo4+SotHZzZp64717YEAlJJyNTZ+q3nj/XNz8k5+bzrR+uCJ4KO2jWf0fuFD4NANsHjxrov1r2zOvNObDePLQAxmffikhghni3E1pzzugHXrwcjbyWIa4Bbcp+ntMnP4FwSQ0frkZTkvpOqaSZUAqFiKAidcjRsMddNG2QG2kawIhTruK56znUKtjILpRdYJlUNP5hXQgdr0Oa7iasQFtT51ncUujnsfJ036eA0/I5/vkD4S5SE3/H7tu8Y8yhF+CbZ6EcI8V3TvU5bA5opXkkK+fpdDZNT9piX5+z0y9otXmBV+x5snokRSLvX4Cm3X2r6pWeOVs6XecwLk5Gc8TD0iopn3PogApKgY/Li6feG4jJnr9mIq+FxJr1Qlu1I+bon7aXs9WsRxFaAXmnFmr7VyCQKPwW4of6x1oQ6q8QokSSrO18Lc42UJD+vxkSTwHxemnmC/d565NjOxzBqNmj4chyI+n0j2CT1RD8iwSaG6BH3n0IxKyV4bxmfl5Y6WsrE+837tFN1ZqUVL9j0BnfdHrw5x6dlx7jPUFb6dkqN4ruR9Vltp4Po7RPEhBM9lbRnkBmj/Yf4uROBZnl18WwRkvl5SBJkdoZ834HivBw8TNJueU8XITVrucawHi+9bOzW7JJpHpl9rOavNdf27h8oKiCTj/xb19TGdZFSKqNce5F4/G5HbD4LhbSumRnfKR7yHhNyaBbb60MBmaHs4AJnHy068Hxc6/liy7i9X13e6rggxF9lN+2Burcaro8rtBv7pGNbJJtp51+VftCiPZkF000g+VmMPb7ltmCi2eHJr9Dic2h1Sxt+6gUrQHsGkkMgmdfoD4O0PNEbwSY+TzIiwSZCuSygrva8ssSfmHMZjvS7Pl/Bpp8C3FgeL1Ml+2Uj2CUtWwvW8yYPz8hWNt0gaMsTYUw2kiCJILOzSJr6r8vHDQN8DKmJJJDsrJ4P6HZJjtgJrZYzVajSPXq+6GANxGwJOkbQ/FMzkVmmecWmH45teAUmv/a6cD83tUI1TlhnNlQ08tTHod+40r0TgDQtiFqzoA+AZplho4hW/LtFkrH1kYSnr1OshHJSq8TErdO6e+UuFLAdlG5pCuyK0rOkasPj9OvuE1cUNv82/UHo9Q7CvgKnA9eZPFqvHSu9eJRkXbrj1OpbibfFS+lCuYPSxfHItnM5bCdwdOI1fHWeKXZk7KxUPXcKjV4hzSDZAZL6YTYKssvtS3hwwU1XDOXA7g0KNjckHzT6XluXslIoBkGJe66MUsNfOh2618GSz+Ny4jqVO7g8zOKUlSUj2BXzHEpZAYkX7FpkOx1E73MsaWpHZ7owT+wFyVviTMJTBxdF9cYyXy0Hl81EijBJEv+liLdzCb9211N49wmXkUpCrrqKnC3pBjLuaFbY52vJvA/q4g+TRsWPXoRkxw40yxxJJ0nRqpF2C/IcVcWNYcS915p7aK5IkkPSKq4fNXrZxq3GD1UtOSZSja4huiY114SwS3FTFVu7OFTTsrAmlLq8xs8Qm2F6weYpTr+O/EP/Qpx2XHHF+3HeeuV7FBC8+UarfvMtnFa+xxPZPE6LnxWn7c9JuSZrMG2k/pp2UiX6RFzjVMR7E/uHTS4FMYINn7WMSLCijlDDOUvsNjmVMq6G/OJVLCnNhS1/vOIFu8OkfRj33MEENCO+Q9enF5eH8Ixbdj56wBG6HQQsiRtIFdqJhUT9flIzuZc9FoGZNjrn5oVREbpHzJIe7iCdDFlcJj24zKHu7Cqt3BJvrL3H+1Z773Xdml9Fj3sGrT6bTWmJlCQPZUsnVGSqZYEXXa3Rhwp0TIuO9FKmwkcb94NZ4q97cza9QC4h7jyuQys0jRepdmhZkh2G/LQmXpxOP/6I07JpxuF237oSSrRv72mvi5/Fto7GgcKEIOX7TymnI5j1N5/FHwvMJV77T1b73yfiiU6cviF+GqckAZkHWYLECFZWnBYfXoqo0XI3KNhA2mEfqvIL/4qLJ/5fzbsIumpYNSwDdMbLU6pTNmT+3rPq4hYDptQ/l8leEOyg760O00P0gawCgQdJB5NEmsLxx9A5fiednS1WdqVIpszfvkz73kPI4SVIEnTHLPlsm3yuRXdXu6h1pavkMwl3P7lNftZ+9IqjeMi/d5i5b4ncvLo6c41F2cHq4uXUEOiYYDtmk5UMabfcx5f4ClES14rJM8gyNPNPludOZUpKTZ9c3Xsds1urnYPKPUOV1FPcykpH4zwwduIKxl04F8klSg+MoDUu+OvDQJI28ETgbOAy4OuAnak/JsheTxyX/36cEadVp633u84eW8+gDmUnnK34QljG6orDPp8NG/QMG4IXbCHLYLP3mnk7hfRoaB0NcwswsxNmM2jfBe0HIF1y/hftWUhm3NZa8ATvBZu0QZ4IcjaIF6zsM+88EmzPT3kNghWvwVvBFguDV29XrTO0+k2inr5y77FjBDsnoImbIC1NYU8OezPXwkmoqbhGINgpInohPelE9MAhyDOk3YZWi86px5G3E+58+hyZn/1o9l7QlpvM/94n7ACdd029FfcCuwtKd15Jjl0GUTQX8sMtaOckrUVmVJAn7mffWR2OWzjE64/7EqnMAdWO1F4aeSXcaPXjgjMpuZZOmIcnm2/TOvIIdNcCOps6dSDPkUyhm4Eqoop0w4KVCp2uI/o8h5UOurJSnhsjjsFp2KHnIAVOxH18T6XUzO+ldLl7vL82x5GfUA5RP5aygB2mHD2pwJNxk7fsAh5t4tlOM6gn5DqijlslvUwwvdK0adt4casgmLfCAKMF/1whz5bk7UhJpZwaN+yHTuvxSpW+gp19KuyYcWaKuXthrgWzCzD/eK/R55B2nBYvC5AsQHosRaeqHAbxghUFMYIVL1iJBBs05lVYo2A1ittXs9dyPxU/M4k400uubgxippDMOb5qLUDHCzZ3RZZ9myDY6SH6XNFEOHzWaSwe12JlpzD3QM7SUYlbqiv1tW0Oy8e4l5ntULIdiqY52vZtnZkccqF9V5sdl+wg6ThtPskg6eA+iBwWjxdW2nD7MxI+c+AJPPGY64qs2I7ZQehF8P0qikGouzYeMbtyVAs57VjS/dVlBVXE9WsUnUzivqYsR5eWoNP1Gr2PsAnrxArwGBwv7MRp20dS2i9DDgKBh/lQQoddQmm3vgPnmdKhnBjKixXFuVa2gR8AbqNchzVusfcr+/bcICWx1/lhWgN16R/hz/dbZcrmM6c0UcXa5tgxpGDlWK/t7/Bby28JxdqvyR2Q3AjSAemCeMEGjVaO88TvBSs1ghV7HOczPrcOwQYzTVxRh6Qx52xrByA9wrtjHuqjEIxRsNND9MDiI4+lsytFExBVlnYnZDOgKcwcAMmUpOPsdZrAyi5h5Ughn1UkA+kKR9yozO7PSFa6tJYyJFfI1P0rkAjaEubvStGWsO/g0Tz3SVdRHZO2NvQi9WwD2v6ga9PFHOnkpA8cRNPEP5/fstz/Z+jCDqSToysrSLvtKoJuF0S8R04wSo4HCjwUp6EGrfVoSi18PyVZB1e0nTi+mKUclHKjj2sHk1gFKJiB7vbpHgSe5/NQV+7X88ThmthRYyNvL85L6Gc4aNKPXfty3LsJil6LUuPP2Vh+hsYaBKtdp6hlOyE7EsQIVm4E2Q/qBSu52dSVc/GCVS9YeZ4n2jEJViPB1mny4d/u2+8xk3IQVQZkS5B1ITto0t9EwU4P0asye+8Ss/co2UKbzs4WmrjRmulSzuw9i24kXCCzQE5B2sG10P+L11olq8bV1Nml07brhNxx2yHS/8edt4Td1z3So5/WH663Nvy6lkJdp2uvjtiAu7Nl5q+4Fe1mqObQ7bpvINdSW/f/el916c+iv6MaOFayfwA3m2SYyS9oOis+3H7rUGpLthzbfTu1a4gbbNmL/v9Oyg5JO+jEXhM/cWzLj2Hz0EvB0j5xY3t+jCXgekoTTWyPt9uBmrzZdzZ2Gz30Fezy/d7mrM43PMeZMERcp20xdYKUncetzGv3PuPB/0IExAtW7qT0yYgEKyMSbNDOTVBpohEjE/9cgbgtuYfWZo4j+aXroZM5l8mlDBbVfauLmyTY6SF6INm/CKok+xdpp8kqEi/HI/cmWDGVgBxecoHtFjo7A2mCZK6FkFx/i/tijj+GV73/zVz+pj8iR93EQxG5rsUMUxc3DITKi4nQzOCoqHKJ06pLx12WVzpdXQT/n2VFh6vtKNY8eOF0irEJ4zbdKKUZ4jDl9MGxMhaTfV064d9LtfC8CWbaBGeuEZxy+Tbgj3uk1cuU2w8xjwyK34vY675eq9RZk218Xd17svvCJhVqL1gF9DDk9/u8SzkTo1t93BF9yGQY+VlMa6C+NeYFmwC597zRxGv2CSRGsPI2ECPYwIOqNVp+yOugZwn2eajY3Wv/PdlrsMn7c1leavXh+TN1WyeHlcwtSLKUO8IPlcHe3E2VkGk1vaLSCQ+5AcFODdEXnYadLqSJG0C1avCUuHh5Xj1n9vWe+8gOHHDSSlKSmTayYwe6skJyhBttofc/QLa4CEBrbpbdV+8uru+lpQ9jholdL3uNdI0nNus1gMrGtf77C5IgSeJML8GXy9jcNcuLNONxCT4QzYBlP9OGJM73fsSwZJVR/VatnVMo+50w5y324Qhe8dofzkqwn3Io+UHKaV/bwDX0Lqxhv6e9tOZZepF8L26J49TZdm3ctjlXR+SW+Ou+rHBd6LwWxjPXkPpPVhU0cwOMspa777J40ha/33XkFrAs5aRhKcA+54GTe8EmLZC2M+ck876ldhDUCDa5htKNUils84UcNijY4v1LGaVCvpbchcIlMxNP1vjlAj15Z2333CvqtuD+u+z3ycv94I5ZqdSD7uoFq+sQ7HQQveLMDAcOulGrrZbvQXdmFvLcVQC4eLRaFPOxL6+QP7CPfKVTfn0BeUa+nDtCUyU/tLqLS4/axfv+4A8IA+rD5GVQJdtAtIMqgjAjZa+5bepgyTy0CEI+QivAVg5P/cIbOePgtZBlzgxjbe15RPLDdCprXg68GjFynCYfyNm2QoP2CiWBW7POIaqOBzbNYKuHUsMPUJyd/wJzDFWyjQmzl5koTjevOd9PYYxNODGv2PMfxD1LaJ3kNdfG+/3u2Su/o4DmkB92c7Z3W24+l1RcZZV5d8E9wGH1fvX+5bdWoHXIT3vgH6TQ7nPnMCErvpJaisZVKMhO0AtKcoeSJmREgi0qVKPZr9q8Vt+lJOJA9BnufRSTnn0Qlpbc5GZLCSzmjtQP4zT5jpatn6Dp22mS43sWuuEaBDsdRI96r5BlpJ2h3S66v4PM73BugN1uobFKmhZugarq9vuZHwaYJrLvXMd/evN/5ot//H7CoiOZSjH4yfrMx+jlnZOTF26QYbbJgF5LE7pwl9d46mJ73bJ2edhfQn7AGPOsjT0m6z7Pr5m/jyTIOFQ/yo7W4Ad+GFelhmZryF1CVauPNfwY/aUKtwA/I/A5rWrS4V69NPReJG7zOeje8fVClbTryL8L/JU4Tc/GG5SvOth7rTW/w6KbwYoR7JIXrHadLRp1cm97wS6rn62xG811g5kOAd8aoGyV2XEEAHILpD8D8jmKF1SMIB2RYOscXVb1m6oj3k5e7YAN5L6kjri7XVj5K1hcLB0O7hdH7ntxvvT34zV8f92S31+h6l2W5yZfyUBqq2A6iN63T3Sl4wb/APmhw8jiYjF6syB3DEHB2p62B5JlLaYqhtKcYjVrqLfdW9iVo/qtOdsy7a4wNXJM6C59KcLC/y1Zwsx9i7V2XoDCUDnMeyni+BbAiO31lsRCOQsfcOiAsxOV2Q7WUWCF0kwQa9M5JXnY+9kKIc5HOFd33rYW4nN1ncEWCa71so/eiPmrH3px26hQzDTSLcmts+zGsQTBLnvBzuPI8DAUc7l38Jq/T89OaGdbdeGZg0dVCM9XcO6XXrBJIPsRCdZOUxxMJcF2bke95rmbljjEz4w2voRbkSo7BCv7SiIPik+YqviwwqJ42z0RsZvNU2RVs18DpoPoveFLux0kbzsbO6Dq5qPJO11WmWVGiB23HOBxn/9PXPv8DxiiTUCdNt6JbttrsrNBCKtMWTt/vLiIHf3qljQs43Y046bObmSlW7lm1XtZ63sac4dsKJPBcCYm3GpOo8YdwPuBX6BeO449dzDHRMcaxa3Ls60EujXnrEZoySynNFPF9+13PAjjlGqOsxgmLege8mY0I9hF89L24sw4YdGNMB+9PY6nfrDKeWHa8cdtI1gRT/SYxuwGBWu/y0D2xXz03eIRK5OWhSm2uuK2RYWVHDqHnFZ/GDMfvW/thLBA8mFpwVBZ1JI96yuu00H0ivtqYju6qjPbjBn5Vddx6sef4pZKjjArzr8+U2c2ccsN9ra7W408NtnEJN8LIe2OZrSkXGM2J+ezDzwR7n1gQArrQF2n7QZhm7xLUfj6VxEYHt8DLhD4BfNoVksMxzH51qGXrb2fht+rMoiVyxy4Rfpr9OvFOMg+DNXoKOhS2dHeUedZEkh7mXIq6YPUrzB1iDWuMAXMfA/XAfMLFB386QgFm4npZPXhhcukF2BoqXbxLUcpib4DHPLvaPkW6OxzlR1UCT5o+fspW7qHKbX6wnOHKulb7X5YTAfRo2Nb+GIo5Blzdy/xmC+/lmue/SESb1+PPWDsalK95o8Pc8/H2ni7jxE8M88+m5Qz13cibf9FV57HzjcI2V03rvkRJ4UhuoLHeu/7gT8Dfo7+5Gv/A+pMIHHYWswj4WuIK7lPA7/EeIh+XMjzamd6Jzpvx2sfwhFNhjPlBNLbgzfpUPbhgHtPbRNeWTMW713tBSs/5yZLS0Yo2BxH2LGXk52FIDxjB2e+6eC8nXNMR6sX7N593iPJP9MhyuPYHt/XdGPysjVNN0GjnyDyVsJPPfryireLW86v/Bp6dcqGGSVXL/ZtV5fqTfS9VqwKlUNHM1IRFn55zrkkjKtSHMPkbBOsvgFHGmf6fARzQLCZBwzT0WlNL2sh97q41nQlwFv73HcUGJtWb47jdrddE1VwZB3iBG3dmnSszd6adtqUlUjQ9GfCwZnOLp8nxj4/AsEGUs+iSwIZh+vChJqB3DN//XLmOln3esF2tNTiu5SL5KyYLSZ5q8VrtBWPswbBTgfRo2T33DvRHMjF3+aKX3gCyxd8zWvl4rXyeoIO5pQ6E068BCFUB1LVeerYxU+seafo4NUE6WRwx90bes7Nxv4J3/9q4OcELgl2XIbv9F0rqcewloQ43KIrcN8G7jMJ5PurrbVYTQsafW7Oh7Cg3adUtftAolabn6V8h0HT74AXLCSX4NY6HrFgQ0e+fcZA7EGwwYsMH94xae7FeYQv31fV4ldwJpvQOuhEW52pZpWNfsDj1WE6iH7Sah9AniHfuJrv+/pruPTpf+V92pWW9O9oDeu4uqHcZaUQzDGpSOFlEwg+LDBuzy1rlzZpxcMnLG6SkPCbdz4DWVqhu39M1Kl5/eCqjSQ50tTWhxy3YtPHgJdSNeHa/9isE2vvcSGrM/tm5lxoPXQpPYxsnsL136As/OPAeomhb5pGm7f+/imle6HiyC/FmSeCZ80iTiMPmnlwtz3o0wh2fCht+QFtzPqqXrDpx2DHGARbaOlQEezBSLB7jWAPGsEe/gZ0V6CzuJrcw3xGgdDtsa1gan3pw6ZbUqOfDmhnhZN/Kyf/TN5Tkw8oNXWrvWtxrp+2n0US6pL5K6RwqYzv85X3ns3RN3xt7Q81JLTbhWRMzvQTRhd4p8C52pv4Yi4YhJgr6sKGuc+7xXkHjQsZ9a2KjSJYSux9LDpUPR3DHF12PzPHoTLMzDVB2w+wWn+4sP1OyM5lLIJdVn8/E7Y3uk+wtePNM7nfX343rNxRkncg89AqsJp7nbmmTouv2OnXKNjpIPpJdsRGkMPOuliSdknedUhFSP2n2SuORagEgqaeo6s6XePFw3NyjvvK7avsoA2GxxJVj5e49d6vL6+uEyw+F0s+JsI4nfB/yRB5n0aEdxGeMR7FGywp1u4e+82H7zm434ewuAUEpU0/xp4lbzIZk2D3RkLsKCybsAxXIeT+v+uv7VxSdZWs09qt5j7IVFMh+ZpHGoSpIPrpoXnIrr+RP993Gq884kag7AiNtfCAVCQa5OTiZaEYaEJi1jdLSJj1NvicvIjflrQYTWuJf0m7/PDlr+Tom24Y+bOuwog7Y6dJrntxJpxHROG98tiLK2KLgHXssNdYD5JAetZkkwGfwq2kNW6Mw3QTns9aRoJGbv8TypHRCY7kUrOFFcQEZ5oJA6NmqE7kuIMq+Sd4k8+YBZuJG9AUkOelpw1CWOqBFe8/381APwXZXVV/eEvuobUTtqxmX6kne5vVxnSzQbzn//wHXv2y9/Yk934IlULuVygY1LqKWwGdaJ4cAPnosZBfx1gx5iUFpwEfAX6TekUuwCp0lsTjeBqF1/nSx/GhSvYfYfzup+OSavzu6og/1vhDWbBEH64JlZ8dMW3JKXaosdr/OAWbi+8/CcdUO5ZDf0U3LwdL5R/xFQDltmKuDbb3QOSDyL2uPopXwRqEKSH6adL94LR/XOLCF+/iuXOu4zMQvp2mwCIm5lSENqXWng9Z3KwnTyrC4bzD3blyzNfu3JQBRtsdnxb4OXWr3UF/k24vxa9XxR0IvBes1hvstJdu8bo1JiBbiYWwsG/NMYHw0ihOuD4MkrIVQWyRmaE0+fBp3ECJMQg2z6safSDmYrI937rpJm4EbLYM2aXl+6jT4sO1lujryD3W4jfCktNB9LEUJ4zkosv44xf9KG962xFc/pz3eTOMRUnsuVIQs/W06TV5GVQ7cHsNpMpUOevLv8gZv3Qr2T03buyBGgBwBfAsgbcqvIay8MSfXjC1BNLSaB/qC57VamPCwxz/BfAbMnnX043Avof4HUF1zprMHFsbfDyHzZIJS0xadnRsSLtl41wBPAs3IGHEglXcVAa5v179llHO3aPeS6fzF6C/UbqeBjKPyT0mdjswy3qI1pprWB+mg+inDapk19/Ew/7sSXSeXZJ1IkI76njtaO5s8JpWPG06XgdPh6jBCuKX8vqcnN1HHULD3PqbgSnqFB8HFLgd+JDAz2oZZt0hQ1jYUqqFq5fmXme6sXZ6G7bbmwM2622P4z6xSduGx3xqw8N+MMXYeCEsDCSzph7bok0pJ8qTkODtwIeAn41uuEHBqng7uyV/T/xZYpLMobsbdJFilSlL5JnZ7+kyWZNVav6LfKxBsAMddETkQyJyl4h824TtFpHPi8h1/v9oHy4i8l4RuV5ErhCRpwyflSlDnpF+6ZuA61hNvA07jWzZiTm2Jp3cSCG29acixZaprtL8c3KWNOP4NyyRLy8zDlypl/Bl/Qe+pp9zAap0dAXg9O0s1xy4zOxbHrCSrVP6AnqVL0tOFpb8ctx0B/GUAeOCyWs6jjLbj7AssdnORutWaLd48NCK+Q/TBKyY4zCFwBJu1aaly8x+Uk75uyQmnvhNzX44p2YfMz2BuJko7X1X8HPJi5uds5ND55eg01n9XIMGQa3Hw2atOtkwnpgfBl4Qhb0V+IKqng58gXIU9wuB0/12PvC+tWVnyqDKHZnTytukhTYfYE06OXlB3jGsd02ArRTCvvXYefFVLye77Y6xadl7OJUzeWYl7CauBjiw3eWqOJ/nQOCDCoE1Q8TpQH2fXgi3WqwCn8WNgp1A2+lERlxmY/NVHckPIvthCN8Sf0z0NmxFYeWwJ2ZDzj23xMSN08GFL2u1wungyV38vvrts9C9z89BX/OMvVwnY5Kn5j/eXw8Gmm5U9SIROS0K/gngOX7/L4AvAb/iw/9S3Qxl/yYiR4nIiap6+wbzOTG8+bTv5203XMrp7UUSYC6MckXpaE6KkHibPDh3yGXN3ZGWLYCcvDJBZMJqTR7gsGa85DsvY9f5XbqdlVXnR4Wj5TgWtbri1t3OUznMRbGt5XqCuMVJdmlpF7Z20pikrU94PEFiQD8jXRf4vMAvsnpemE3CUTiZwghkG1dysWnGOrbY/fjdSp/Nno9dK+sqXgBOwAuWkQk2l3qzioKbtvjzoL8Iebfe1h4f9yP1QeS+XsJf76C5E8yHcAfu9QKchHvNAbf6sFUQkfNF5BIRuaTDeMwTo8JvP+W5HMjVfxNKhrKsVZqOtfY5SWn3mZK4juQzlN+/5/tYeE2H7s231Fw1Xqw4OQSrwoblOq58jgqPxj1sKO9QXdmqrlDZjsI6k04vQrgSeA16XWQAAAh+SURBVD0wwZmKWhsps73kWqfRQw9SNFus7ce+5IO0/r7bo6Hb8dp17sO6pbZd/Nst9Z4zYjZMfC2vK9aCVciuhOz1kN1d/yzxs/Yzzwwi8Y1o9RseHe01gTXnQVU/oKpnqepZ7XIGi6lEtm8/r/jlt/DB+59Cro7kZ6Vqj3fk36WjpQtmv7ViQ4Vht1yVy176KLq33jb2ZxqEUch1DNkaKQ4D54kbb6O4AhqauFYTs37OVqL9XpAtvDlwrsA9o8v6hrAe2faTa5zQWkg+/s8Yjvj7kv9h6J4H3es8OWfQbUUkn/vw3IclNcROjRlGy/88h/xcyO7pbZYZZH+Pw6g5rnvHa8V6if5OETkRwP+HAX63AaeYeCf7sK0NVXZ99N/48pPmOeebr+beTNiXZ7SRwk7f0ZwOypK6bV++wmHt1BJ6IPVcnflnWXO+vTLLy591Htk110/sMWdchduGB4dcFbgQeJrAJ6kuc2gLoLWzhhGOvUjMFvIMeAB4lFRV5gmhO8oy24ucBr2TWOvtReAxkdtpfCv28rpNoXMhdJ4GnU+6ZQ47K9BJjE1d3dq2ncx3pK74fe29ddXHzaD7AHQfBd1b6uerGTTa1VYA8fure6cbxXqJ/lPAq/z+q3DlJIS/0vfkPwPYt5XtuKugyolvWuQnL349ly0fzwN5Xphz2uKmNpgxnbEdr/13NC+IPWyB8Pflyt/sfxz//Vk/7lSMCeI4N1/gMf7wQSNXBd4i8AlcR6ntGRFKc02Ia93l4nTCtgLcAJwpVdfACeIBxlBmexFRLw21n0Zb10nZS0vup+lXtO+3QPYJyO6DbMWcE8hS5yJZxM0hy4zW7rdcKdbJ1RXQGyA/k2KhkWG9Z+x+r3fVL2wjkEErO4nIR3Adr8cCdwK/Bfw9bubXhwI3Ay9R1ftERIA/wnnpHAZeraoDbbVHyG49W87ZwGNsLlqnnMxVv3EiX3nh/0+OU4HnJCERYVlzllSLfiCAduSJE+zBK6q87gdeCmlCduveTVk2MeBbejH3czcdlplhjofzWI5jDxfxDwdwct6wXEVk1N/rWHEs8BbgdepkZO3xodAHwh9ko3+UuLj3MDVEfxmuHttwme0l116d0bHb6lrO9zoePDrFoBAs6xKsGsHqo6gINq7Q6vZ7hY2I4L8xjJl0INFvBrYa0QMk8/Nc/d7H8unnvZeFJHcTMomYQR7llxLMO4Hgb+m2OaQzfPDOZ3HnDxxyqsGU4EK9YKgPZxhsNaIHN1HWu9SpvGE+lpjQY5fJsB/W+7wW+BEp5T0l2DS5DiLzXuHDXrcmkg+YBd7FhgSr1wI/QkWwg8h7LWS+zsLSEP1moXXiQ/jtf/0kv/7cn+GWF5/MyZ+5m+df8HVetPNKADIVPrbvLO7tLHDfygL3/dQMeuAg+dLyVJE8NERvsRvnLfNkderuF3H2jpMpueAm/MAdgZfgRryGeU2mDBOR6yBSHqYCWEt6Q6EQLEMIlopge03wul7yHkEBaYh+M5HMz4MIutJB2i3uesWTOOKmDju+tw85uIguLqKHFyHP3WjXKXjvdWiIvopZyjlaUuDHge/h/BPDOqAruAIbXDWnFBOT6zDkvN4KYd3YoGA3SuAj/E6Gkmsz182IkB/2q0eKoJ0Vjv0TtxrUdOnrDdaKMMIjcMIFE8zLVkUgtX5kbYmvLl5MjBsm/jUIdlhSHnW8UaIh+lFjSjX1BhtDI9WNo+4dDkPqddeMTB5DJrSe+03TN9MQfYMGDSaGQZr8oGumEdOYv4boGzRoMBUYuXlmkzCNxB6jIfoGDRpMJbYCgW4VbHiumwYNGjRoMN1oiL5BgwYNtjkaom/QoEGDbY6G6Bs0aNBgm6Mh+gYNGjTY5miIvkGDBg22ORqib9CgQYNtjoboGzRo0GCbYypmrxSRA8A1k85HDxzL9Cz3aTGufJ2qqseNIiERuRs4xIPr/Y0C48hbI9fJY2JynRaiv2RaF5Oe1rxNa75iTGs+pzVfMN15C5jWPE5rvmCyeWtMNw0aNGiwzdEQfYMGDRpsc0wL0X9g0hnog2nN27TmK8a05nNa8wXTnbeAac3jtOYLJpi3qbDRN2jQoEGD8WFaNPoGDRo0aDAmNETfoEGDBtscEyd6EXmBiFwjIteLyFsnnJebRORbInKZiFziw3aLyOdF5Dr/f/Qm5eVDInKXiHzbhNXmRRze69/hFSLylM3IYz9Mk1x9fqZCto1cR56fRq5DYKJELyIp8MfAC4HHAueJyGMnmSfguar6ZOPv+lbgC6p6OvAFf7wZ+DDwgiisV15eCJzut/OB921SHmsxpXKF6ZDth2nkOmo0ch0EVZ3YBnwf8E/m+FeBX51gfm4Cjo3CrgFO9PsnAtdsYn5OA749KC/AnwDn1cVr5Dp9sm3k2sh1s+U6adPNScAt5vhWHzYpKPA5EfmGiJzvw05Q1dv9/h3ACZPJWt+8TNt7nLb8wHTLtpHr+tHIdQg0i4NX8UxVvU1Ejgc+LyJX25OqqiIyFf6o05SXLYItIdtpyccWQiPXITBpjf424BRzfLIPmwhU9Tb/fxfwCeDpwJ0iciKA/79rUvnrk5epeo9MX36mXbaNXNeJRq7DYdJE/3XgdBF5mIjMAC8FPjWJjIjIgojsCvvA84Fv+/y8ykd7FfDJSeTPo1dePgW80vfmPwPYZ5qMk8DUyBW2hGwbua4DjVzXgEl2pPiOiBcB1wLfBX59gvl4OHC5364MeQGOwfWYXwdcCOzepPx8BLgd6OBseK/tlRdAcN4Q3wW+BZzVyHU6ZdvItZHrJOTaTIHQoEGDBtsckzbdNGjQoEGDMaMh+gYNGjTY5miIvkGDBg22ORqib9CgQYNtjoboGzRo0GCboyH6Bg0aNNjmaIi+QYMGDbY5/i9b22oYgg3prAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mapping = register_dipy(img_static, img_moving_fuzzy, None)\n", "# _= regtools.plot_2d_diffeomorphic_map(mapping, 10)\n", "nb_utils.show_registered_deformation(mapping.backward)\n", "img_warped = mapping.transform(img_moving_fuzzy, 'linear')\n", "nb_utils.show_registered_overlap(img_warped, img_static, img_moving_fuzzy)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n )" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage.filters import gaussian_filter\n", "\n", "plt.subplot(2, 4, 1), plt.imshow(mapping.forward[..., 0], interpolation='nearest')\n", "plt.subplot(2, 4, 2), plt.imshow(mapping.forward[..., 1], interpolation='nearest')\n", "plt.subplot(2, 4, 3), plt.imshow(mapping.backward[..., 0], interpolation='nearest')\n", "plt.subplot(2, 4, 4), plt.imshow(mapping.backward[..., 1], interpolation='nearest')\n", "\n", "m_sigma = [10, 10, 0]\n", "mapping.forward = gaussian_filter(mapping.forward, sigma=m_sigma)\n", "mapping.backward = gaussian_filter(mapping.backward, sigma=m_sigma)\n", "\n", "plt.subplot(2, 4, 5), plt.imshow(mapping.forward[..., 0], interpolation='nearest')\n", "plt.subplot(2, 4, 6), plt.imshow(mapping.forward[..., 1], interpolation='nearest')\n", "plt.subplot(2, 4, 7), plt.imshow(mapping.backward[..., 0], interpolation='nearest')\n", "plt.subplot(2, 4, 8), plt.imshow(mapping.backward[..., 1], interpolation='nearest')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img_warped = mapping.transform(img_moving, 'linear')\n", "nb_utils.show_registered_overlap(img_warped, img_static, img_moving)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Smooth Symmetric Diffeomorphic Registration" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from bpdl.registration import SmoothSymmetricDiffeomorphicRegistration\n", "from dipy.align.imwarp import DiffeomorphicMap\n", "\n", "def register_dipy_smooth(img_static, img_moving, smooth_sigma):\n", " sdr = SmoothSymmetricDiffeomorphicRegistration(metric=SSDMetric(img_static.ndim), \n", " smooth_sigma=smooth_sigma, \n", " step_length=1., \n", " level_iters=[5, 10], \n", " inv_iter=5, \n", " ss_sigma_factor=10.,\n", " opt_tol=1.e-3)\n", " \n", " t = time.time()\n", " mapping = sdr.optimize(img_static.astype(float), img_moving.astype(float))\n", " print ('optimize took:', time.time() - t)\n", "\n", " # mapping_inv = sdr.moving_to_ref\n", " mapping_inv = DiffeomorphicMap(img_static.ndim,\n", " img_static.shape, None,\n", " img_static.shape, None,\n", " img_static.shape, None,\n", " None)\n", " mapping_inv.forward = np.array(sdr.moving_to_ref.forward)\n", " mapping_inv.backward = np.array(sdr.moving_to_ref.backward)\n", " return mapping, mapping_inv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Register: **static <- moving** image" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating scale space from the moving image. Levels: 2. Sigma factor: 10.000000.\nCreating scale space from the static image. Levels: 2. Sigma factor: 10.000000.\nOptimizing level 1\nOptimizing level 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "('optimize took:', 0.34917306900024414)\n" ] }, { "data": { "image/png": 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5XV17oyiR7cCRkZHIy8sTEvQBAQGoqKgAIJ9qeDd5qsV3dyz+UaBWq83qd+ONN+L06dPC/UaMGIHk5GRuQQ8Ad9xxB3744Qc8+uijXO1Hjx6NxsZGlJbKNEtBQUFMOHp5efXYJzw8HFOnTgUAk0qKk5MTysvL8fjjj5scS0FBAfbt28cdpPHUU09h+/btXG0B4PDhw/j555+523/xxRe4//77udsDwI4dOzBzZq9ccr8JfyhBr9VqexSMvcHGxoYJP140NzcLOfM6OzvR1NQEd3f3y/7X0NCAixcvory8nDmsLl68iMrKSpw4cQKFhYUICwsDIJ8+rKys4OXlBR8fH3h6egIAvLy84O7uDldXVyiVSjg7O8PHx4fde/To0bjxxhtha2vLtAtJkthxmGpLwKUjd0tLC5qbm5lWkp6ejpaWFqhUKjQ0NKC+XqblpxuORqOBl5eX0Zg8PT2hVqvx1ltvMUHk6ekJDw8PuLu7szEDYGO3srKCq6srFAoFez682iMdK/0sfzSYyynl7+9vlrPT398fJSUlQn0mT56Mbdu2cQt6QD5xHDx4EAC4TJ7jxo1DUlISAJg8mXl7eyM7O5trHIWFhUKnHl6cOnUKAFikCy927tzJ5UQ3xP79+/Hwww8L9eFFvxD0VAM1BWtra6GwMIVCIawB9jaWxsZGVFZWGr0A2exhZWWFW2+9FeXl5eyIrtVqERAQgMDAQPYTkDXaoUOHQpIkBAYGsigS3lBDADh6VKbNf/nllzFp0iShyBdDUA0lNjYWq1atMtmemoxqampQW1uLFStWwMnJiR2T8/LyUFdXh7q6OnYSAQCVSoXGxkY0NTXB3t6eRU2NGTMGbm5uUCgUcHR0hJOTE9vIHR0dYW9vDwcHB9ja2iInJweA7EM5d+4cOz7TE4GjoyPc3Nwwffp0KJVcjM2/K3o74puCnZ0dC8EUgZOTExobG4X63HDDDVi9erVQn+HDhzP/Aw9GjBiB9HSZDdyUoHd3d4dGo+G6bmlpKdfp5ezZswDAvWaoEsNrMqaKZXV1Nbf14fz58+x3c6NqTMESdWOBBRZYcJ2jX2j0bW1tXCYZZ2dn5uDhQU/taexwVVUVexlq6LW1tVi6dCnUajUqKyuZPdnW1hZ+fn7sRXdrNzc32Nvb48UXX0RgYCDT3E15ypOTkxEQECCkyVNQDc/QXGMO3NzcAIBp3qZANWWlUomIiAiMHDkSjo6O+Pvf/y50X+qA3rBhA4KDg9Hc3AyNRoPW1lb2/bS2trLkora2NuZPoOY4rVbLokJo+4aGBjzyyCMYMWIEMyf0B9jY2Aj7iija29u5/RiGkCRJ2Gzp5+fH5jsvwsPDsWPHDu72gwYNwk8//cTVVqlUcp/IKyoqWO5BX0hLSwMg+z54QE+SEyZMMNFSBjWzifgSqRUgMDDQ7OAKU+gXgr61tZVL0CuVSlRVXSrJSI919fX1qKmpQU1NDaqrq1FdXQ1ANiVkZGTglltuYQKd9vf29saAAQOMXoB85J0xYwZiYmKMBHpvdvuamhq899573GFzFA0NDczmLQpqvqLRBOaC2tBpQo0ofHx8zIqgoRuGk5MTd9TRoUOHAAB33nkn7rzzzj7bHjlyhDnCvvzyS+HxXWnY2dmZncQl6jOi0Ol0wkLD3t6ebbS88PPzE/IhBAcHc/sOnJ2ducdTU1PD1nBfoPOVZ1MAwMa6YMECEy1lUKVJxHxIlZWrJeSBfiLoz5w5AwcHB+YErK2tRW1tLerq6li0CQBkZWWhqqoKW7duRUNDA4tMcXJygre3N7y8vODr68scfK6urpAkCUuXLsWAAQPg6+vLomN6WzzHjx/HzTffzL3jmxPZA8gTQjSk0fCeAIzCyMwBnYzmCGtAjrw5ceKEcD/qjBURKnRD6ynMrjsmTZrEtKSTJ09i3LhxwmO8krC3tzfbb9DY2GhW35aWFmFFgs4l6jjm8Zt5eHiwdcsDkVODQqHg9k/U1dXB29vbZDua8T537lyu69KTPm/QAD2B0DnOAzqneZ63uegXgv7hhx+Gq6srC+vz8PBgERzh4eFsogcFBSEpKQlvvPEGawOg11AuANi4cSPuuusu7rE4OTkJCSCdTme2oKemE1HQyJMrJejN1eh9fX3ZQhCBk5MTAAiZ4boLIVO45x654mF8fDyOHDlidtTLlUBTUxOLpvDx8WFznUYoAbIZzdXVlb3o+wUFBUJCg0KtVgufBDo6Ooxi03mgVCqF5o+LiwtL+DMFBwcH7uALlUrFtbHR0wdN8jIFOlbeTZMmlZljbuPF+vXrAcgUIuXl5Vxzu18I+h07drBsub6QlJSEc+fOCUWZiEYeODs7C0XqmKvRq1QqswU9tb2KLsruoIJArVajvb1d2F/g6+vLzGQioIJLhLOIfk4ejd4Qhw8fFmp/NTBgwAC8//777PempiaoVCoWzgrI8+HixYtobGxk/wNkm3JbWxu++eYbtLe3M62Vnl59fHzYKZZqnb6+vigtLeUigDNEe3u7cBamvb09O3Hzgp7Eea4tIuh51iE9TfCYeYBLphjetWpoVr2SUKlU+PDDD7Fu3TrMnz8fgBz6yZvDYom6scACCyy4ztEvNHpeDdrb21tYg/Ty8kJXVxe3iUM0sqejo8OsyBlzba+AsU3vSmj0Go0GTU1NwjZdX19fVFVVMac4r6nAnCzXq2m/vNpwdnbG4MGDAUA463rRokUYO3Ysow2gz7qmpgZVVVWorq5mgQY0uaeyshIpKSnIycnBc889x/wbhlFj9EXf9/f3NzuKS1R75TX1SJLErdHzntxFo4qoRs8rP+h4zZEJhtBoNCzh6vPPP8fu3bvx2GOPITMz0yzG2n4h6HntWeYIem9vb9TW1rJsUlNwcXHhTtIA5C9WJFuXoqmpyexIjCvlvKEmFBreKCrofXx8YG9vz74T3s9DbfTmCPpraWs3F52dnWbbbGtqaozmLn3Gzs7OLKu6J0RHR2P9+vWIj49n86W8vBwVFRUssY86rLOyslBeXo6ioiJoNBo2LwICAhAUFMTChoODgwHIYYAhISEIDg6Gq6urkcLAMwd6yiLvDbymOl5BL5J81tXVZdJk09raCrVaDY1GA41Gw5LBGhoa8NNPP0Gr1RqFCdMx0Fd7eztLmLpw4QIWLlyIc+fOoaCgABMnTgQgk/R9++233OPuCf1C0PN+mc7OzsLOPx8fH1RXV19VQS+6iDUaDZqbm4WcbIQQFmtOBWtnZydyc3PR3t7OSKHo+8AlBj5DRj07OzvY2dnBwcGBOXWbm5uFTjEUDg4O8PHxQU1NDQA5ppoHVNCLhvIBf0zN3sbGxixlAJDzPXjnriHq6+uZQKXaqGGeR0/Izc1FfHw8ioqKAMjZpqWlpSgpKUFJSQnOnDkDANi2bRuKi4tRXFwMNzc3xuNz3333ISoqCiEhIQgNDUVQUBAAIDQ01GgDoEEXPODNBeAV9D1xUhmGXdMTUk1NDYqLi9n977zzTpbtbcjxr1aroVQq4eLiAmdnZybMNRoN3nvvPTg6OsLBwcGIII2uQTs7O9ja2rK5YW9vj1mzZmHlypUYPnw41+fhRb8Q9CJee09PTyHHoajD0NXVVYiAqrOzU+iYVlxczLhltmzZgu+//x6A7N03JDCjE7epqYlpDE5OTlAoFGxjbGxsxMqVK+Hs7GxEkWoIQogRXSytYKTVapkTTa1WY9iwYVAoFHBycmKC2NnZGUqlEkql0igSxNPTE56envD29oaNjQ1LEw8LC+MSSuYIeqrJ/5Yoo2sF+hzNQUVFhTBhnkajQV1dnZBABeSIETs7OyaQIiMjTYYAFxUVMZKysWPHQqvV4vjx49i8eTPbMMrLyxEcHIzAwEAEBQWx9fX2229jwIAB8Pb2hre3Nzw8PFhuh4uLi1DSFyX8U6vVRnxNdXV1LL+mrKyMzfnJkyczk1draytzzlKnto+PD6ytrdl45s6da8TlRDV9mjBJ8c033wCQuW42b97MNXaaQFZUVCRMhMaLfiHoc3Nz2WQxBX9/f5SXl3PbOgcMGCB0CnB1dRWy41FBr9PpkJ2dzTLpcnJykJubiwsXLqCwsJAJ7uDgYHh4eKCjowNlZWVsId1www2MDIyG2gHyhKdkZlTI0cn01FNPYevWrYzCVxS09BwNQRw5ciQjPAPAjqNqtRpNTU1skahUKtTV1SEnJwcqlYrxy7/zzjvsWRsmofn5+RktIMq+aWVlhYyMDLZ4+koYoQv+tySIXSv4+fkJj5uekurq6oQFfU1NDWxtbbniyg2h1WqFT6ehoaFsc58xYwZGjx59WRuVSsVOBWVlZSz3IiUlhSU7UkWHrhOqdDQ2NmLgwIGXKTGUrI9GbnV2dsLV1ZVxHhkqJXQjsbGxYSea5cuXszlqSNltiBMnTiA/Px8AuAWwOVE3v8ec/uOpRxZYYIEFFgihX2j0Fy5c4G5LaVt5NXp/f38hDd3NzY1p5d1RW1uLrKwsZGdnMwfK8ePHkZaWBg8PD0RFRWHIkCEAgMGDB+O2225DREQEwsPDjZw6xcXFCA0NxQsvvGBWdqyhY1I0rtwQ1Dbo4OAArVYLZ2dnYQexRqNhWtzy5cvZ+1VVVey5V1RUsGNydnY2o56tra3F+fPnjUxW1Kzj4uICJycnODs7w8HBgWlWBQUF+Oqrr2Bvb898DYCsAbq5uWHGjBlms3leLfDGbBvCMLGnr7oAPYHa9UXzO7RarVk5IbTKWW8mT1rngNqd9+7dCwBYs2bNZT4DauNWq9VoaWnBvHnz8NlnnzFN2bDWgqF9e9y4ccjPz+9z/iYmJrL1cscdd5j8XHV1dUKOY+BSMqOIRk/X89Wk4O4Xgl4khTo4OBhlZWXc7f39/Rk1aV+g3njqOX/rrbeQm5vLhH52dja0Wi2GDh2KYcOGYdiwYWw87u7u2LNnD/eYgEuc8ebAMHnoSgp6c6BUKnt0hBkm8HSnk9i4cSMAmQf/3XffNfof/R6ozVWj0aClpQVPPfUUAGD27NkYPnw4i2KggqGlpQUNDQ149tlnkZWVxZ2U83tAVFADYMU8REthAuY7cFtbW80S9HRz5g1i6Cu8lt6f/lQoFKywel+g5s2+UFVVJRSaaOjQ5oVh1jovaNurGVHWLwS9SJRLYGCgUEGFoKAg7Ny5E7W1tSgpKWFcF8XFxSgsLERhYSEKCgqYxqhUKtHV1YXIyEgMGTKEcWJERUWx8DJDJCYmMls3L2hZM3N3cGqrpzU3zcWVEPQKhULo+wMuLeKeQt2ojdjLy8uI2oJqjXFxcayeak948cUXoVar2cmKt3DF1YQ5YbR0nvY050yhoqLCrFNES0uLWWGg1LfCOw9oe3PnXE/gecYiYdbAbxP0IkEDVNBf9xq9SDx1SEgITp8+jc7OTuawoskjlFaYxgeXl5czBsvvvvsOQUFBzOQTFhaGsLAw3HXXXQgPD2csis3NzXjooYewYcMGrvGYk7REi2aY+8XSY6Fh9ShzQAWug4MD04xFYWdnJ5wCT4WJSEwzjdDhCUl1cXHB7t27AcjmgX/+859C47vSqKysZKeYyspKWFtbs5KOdANTKpXMxOHp6ckiVkQTrAB53os6cAF5HZrDoCiaF0G/f5EiQqbAK+ipAsADc/iozMlx+T2qp/ULQX/kyBEsWbKE2attbW3R3NyM1tZWaDQao1DD4uJiFBUVISEhgQl6b29v+Pr6Mg86pRaOi4vD3Xffjb/85S9IT0/n2s2bmpqEjv3W1tbC5hNqXzZ3ohsK+t+yWOiCs7OzM1vQ29jYCI+BTmyR50a1RSoY+wIhhMX0d3R0/CYz2ZXAyZMn2dwLCgqCTqdjBbSpf4ry39DQQHoS6ejowPr161nEEhXgAQEB8Pf3R0BAgFFiEyDXI+bNaTBES0uLWQRq9GTIGy5LNVie0yivwOSZF72V/OwNKpWKZTTzwhxBTxUu3jVI+Zv++te/IiMj449DahYWFoZRo0YhIyMDgKzpubi4wMHBgRWhBmRbZ0dHB95880388MMPLHwqX5KWAAAgAElEQVSMxrz2hgULFnAf2ZRKJTe7HmBeXVqaPPFbtGgALLPOXFCB+1s2HUmShDc6c2yS9NTAY+825HB/8cUX8eKLLwqN70rjH//4B2PT5AUlJHvttdcwc+ZMtLa2GhXCoXWIMzIysGfPHpbYBMgc6p6enti3bx9CQ0NZBm14eDjCw8MRERHRo8av0WjM0ujpPOKdzyJZzrwmEHqq6AsajUYon0GlUpmd/yAyt3k3yrNnz+K9995Dbm4uAOCrr77iDq22hFdaYIEFFlzn6BcavbW1NZ588knu9itWrBBKEQ4NDUVrayu3tkJNQjwwp3gzTYv+rRq9lZWVWYWjKahmbY75hcIck4g5NAaUXIon27OwsJCL9vr3gjnOWJpURk0wjo6OzK9kClFRUXjzzTcRGhqKoqIidq0zZ84gISEB+fn5yMvLY9caNGgQBg0ahIKCAuh0OnZq4LXzm2tzvxIaPT1N8mj0IjIAkE+Rohq9OXTa1Fym0WjQ0NDAzEtUw9+0aRM2bdqEpqYm/OUvf8Fnn30mNCagnwh6Ue+7nZ0dOjs7uUOYwsLCUFRUhKioKK72IuFwjo6OZkUPmNsPgBE3xm+JXKDPz8rKyuzoHUKIMC0BXeAiIWiUJoOHM+bgwYP9StCLCouCggImKCIiIrj70WdUUlLChHdfoYk0izknJwfZ2dk4evQoqqurMXbsWADy5krDielPQN5IQkND2XUMfUY8oJ+NZ96YikcXqejEW5uawpziLVTQt7e3o7GxEWq1mnFJ0bFSojOdToe2tjZG0dLQ0ICVK1eirq6O5esAwOLFi7F27VrEx8cLjcUQf0hBHxYWhoKCAu56o+Hh4cjPz+cW9H5+ftx8OgqFQihqiMLR0dEsUi/al/78LYKeTkorKyuz4/FFNlzDPgB/UklLS4tQWNy+fftY3H1/gKigz8/PZwJeZBOlkToKhYIrLJOGYA4YMADx8fFISUmBm5sb1q5dC0DWKDMyMpCZmYmMjAwcOHAAAJCZmQmVSsUSBKlvwNfXFykpKQgLC+szWsWQdM8UTM0RkWgsUYoHSv0ByEU+qqqq2Msw4q+uro69qNBuaWnB1q1bjRL/6Bjt7e3h4ODAyM6onKE1oO+55x4MHjyYbaxXgt+pXwh6URNGZGQk8vPzuQV9REQECgsLua9Ps2l5FgsPCZpOp2Mhn5QpT6PRICEhAcePHwcg7+aGGgAV4IbMlDRBih6RVSoVnn76aeZspJoybUczZ+nCor/Ta9H3W1tbkZaWhtWrV8Pa2potBjohFQoF4x4BwIjPnJyckJKSwjaMtWvXwtnZGW5ubvDw8GDCecCAAUaJP3T8vNpVVVWVUFx4amoqd9vfA6Kx2BcuXOCe24agJprQ0FCz2DJVKpXRnHd0dMRNN93UY6UqlUqF8+fPIysrCx9//DEA4Ny5c1iyZAmKiopACGGmHx8fH0Ze5uvri3PnzgEADhw4gMbGRsZ1ZJj0ZBgR1hfoOqHKDyEEzc3NbE3S6Ca1Wo3S0lJs374dgCxUqSBvbGxkpkFKgEYzux966CEAcpSTIWcTLUV44403wtvbmxGe/fzzzwCAo0ePYuvWrfwPH/JmMm3aNNx5551C/XjQLwS9qFYaEREhVNA6MjJSKKkpMDCQMe6ZgouLC1QqFdLT05Gamsoih3JycpCfn4/S0lJ0dnayiUGJlNrb29HS0sLipEeMGMEmuqOjI5vgtra2sLKygrW1NROoVGt44IEHcP/99+O+++4zsntTemLDF3BJY7C2toaNjQ0LWZw9ezYWLlyIJ554wmgD0Ol0aG1thVarNSI7o0fR5uZmFBUVsSO7TqdDcXEx0tLSGFkVAMZ97uDgwKhrAflEsWbNGhYqSAu4A3LILP1MFy9eFMoQFYma+j0gGottrqCnSX8i5h5DiMSNu7m5ITY2FrGxsSwKxNPTEytWrAAgC1hq66+srER1dTUqKytRW1vLvp9Dhw5h3759lyk5gCwTqOLi5OTE5jAtn0lDZg3n3tq1a0EIgUKhYBsGJQV0cXFBSUkJC0309vaGs7MzXFxcEBERwcy1lATNx8cHt9xyC2OW5A2zpEyu5vjf/P39zarBzANL1I0FFlhgwXWOfqHRm2O6occ/HgwaNIgdL3kQEhKCkpISjBs37rL/NTU14ejRozh69CgA4NixY6iqqsKiRYswatQo5vyaOHEiIiMjERIS0qOnf8GCBYiJicFf//pX7nFR0COxh4cHXFxchJM6KKjmTghhZhpRnDhxgiWrmIpX12q1KCkpwXvvvQdATuzR6XRITEzExYsXUV5ezjSa6upqeHp6wt3dHYQQNkfuvPNOZvd0cXFhGqiXlxdCQkIwYsQIs/hhriZEuW4uXLiABQsWCN+HnnLNSZYCzCPxAi5lOBvy5Li4uLB5MWjQIKP29OTxwgsvmJy7S5Ysweeff96jWRK4RHGxe/durFy5ss9rTZ8+Hf/9738BgKuamjllQg2rtomCWhKuBvqFoNdqtejo6OB2zkVGRgrZvwYNGsSOlzwIDQ1FcXEx6urqmA396NGjOHLkCM6cOYNJkyZh0qRJAICXXnoJd955p9DGA8hHX5GCK4agC0i0vm13GFakMtfho9PpuDcIBwcHDBo0iGUuDx48uNeNjhDCHF3vvvsuE/QzZ85khVjUajUzD2VnZ2Pz5s1ITEw0i9CrPyEnJ8eszZtm2ZrD3qnValFbWytcThK45BDlCXEELil2pgjUdDodU5KoGY+aHruDx8kqOs87OjqEAw3oMxApXkQRFBTEWEuvNPqFoCeEoKmpibsizqBBg4Soje3t7RkbYG+g1ztz5gx+/vln/Prrr1ixYgXi4uIAyMU5XnnlFUyePPmyXd7f3x+1tbVGJFym4O7ubragp5PVycnpigh6c8ohUmi1WuGTAHV8GYbodYckSfDx8YGPjw86Ojpw++23AzBNL9vS0oKxY8eyqBtaFOVagQozaktOT09HWVkZNBoNO0kB8qZNNf+CgoLLtGBT6OzsZEyron2BS0ECosVKADF6CuDSxmBq3jQ3N5uMe6fRYjwCubOzUyiHg1Iii4BGWJmztkNCQpCUlCTcjwf9QtAD8uLnFfQ+Pj5CGjogx/6WlJQwHpucnBxkZWUhPT0d6enpzGQQExOD6OhoeHt7IzMzk0vDodTJIoLey8uLRUmYC6VSKcwcaQga/fJbBb0oPwrVwnk17+zsbDzzzDNcbRUKBWJjY5nz+5VXXrmmFAjW1taIiopiVNzR0dGsqLYkSUb02I2NjSgqKoKtrS0zAdbU1MDR0RG+vr5GPE4BAQGsYHdISAhaWlrYXBAh7qIoKytjlCOioFxUvCYqqpyYOgHwFBsX4Zbp6uoSEtzmcCRRU2JDQwO6urqEThAhISEoLS2FTqczez32hn4j6Pfv3y8ULTB48GBW0NfX1xeNjY2orq5GRUUF8/ZfvHgRpaWlKC4uRmlpKYYNG8Y0qMGDB2Po0KGIj4/Hk08+iZEjRwK4NFn9/f25j7FhYWEoLCy8jHe9L9Ci5b8FV0rQ63Q6s3jIAVk74z2yU9BNlQotUzh//jy3KaO2thY33ngjHnvsMQDAqlWrrimpGSEEx48f57Z9b9y4EXv37sWWLVuM3tdoND3O7YMHD6KoqAjnzp1jcyE6OhqDBg3CkCFDjBKdqALTE8rKyhAYGMj9nRiCaq+8n5EKelMnAJ6EJZHvVXQOmMNjRZVVGlMvEhYcFhbGZFVfspCak5966ikkJyfzZRhzj8ICCyywwII/JPqNRv/222/j+eefByBrHhEREfDy8oK9vT3bVenxtLGxEfX19cwhqtPpUFNTA0IIoyoGwChc4+PjoVAoEBoayrjJTZkbRCKBBg8eLOQzAOR4epEShz1BqVQK8fJ0BzUbiKaGG4LneN0d1F/Cy7Uuwk9y8uRJo1TxV199Fa+++qrQ+K4kfH19hSJZsrKymAZuCGdnZwwcOLDX+PpVq1axk9LGjRuRm5uL7OxsZGZmsoiz9PR0ZGVlYeTIkYiJiWGJUGPGjEFRUZFRjoMIaFw87wm4p4pkPaGpqYl7bvFq6yJavTk8VvTE5OvrK1wAJiIiAu7u7r1q9BkZGXjppZfY9/zBBx/0mMzWE/qNoH/11VdZOGNKSgpyc3NRWVkJjUbD7FyOjo4IDg6GUqlEc3MzS2hatGgRvLy84OPj02vCx44dO7Bnzx5ue/KIESOMCIb6wtChQ7F582au61IEBQWhrKxMmEDKEEql0izvPgXdzLRarVn0tIB8vBZN8TdM1TeFlJQUZlbjQUpKCm699Vah8VxNiPovMjMz8ec//1n4PmlpaZg2bRr7m3LdUCe2IYqLi3H69Gnm+Pv8889x7NgxeHt74+mnn0ZsbCwAYMKECVymHCroeX1U1BlvCo2NjdwOXh4BLmrCM4dihMoqPz8/XLx4UWju2tjYIDIykq0PKhsOHz6Mr776CoWFhXj11VfNypztN4K+ubmZaRQ8moVSqURKSgoAsInZF0aMGIF//etf3OOJiYnBmTNnjBZPX9c2FcPbHaGhoXBycmIl48wR9K6urmhsbDSLbwa4JOhbW1vNKjgByFqXaOanSFx5cnIyt9YCyBpxf4LoSSkzM5OrRmp3pKamcjusQ0JCEBISgrvuuou9N3HiREycOBHh4eEsG3TFihXQ6XSYMGECJkyYwMI2x4wZw/q1tbUxRzPvPOAt7MMj6KlzlceWLkre5+TkZLYPLCgoCCUlJSxDvK6ujj0nlUqFpqYmo7rIgLyWysrK8Pzzz2PFihVs7kyePBlPPPEEZs6cadZYgH4k6EUf6NChQ/H1119ztw8JCWEbAw/Gjh2LkydPcgl6Hx8frgLkhnB0dERERASLvOkpOQuQNZXetBCq0Tc1NcHV1dUoLr6rq4tx5NDjZ3t7O9ra2hhrnuGYMzMzodFooNPpWChgR0cHu78hB46joyOcnJxYkRYRYVZYWNijaaI3nDhxAvfeey93+8zMTO62vwdETko07HLo0KFC90hNTUVzc7OQ9miI4uJiZGVlYdWqVZgxYwaWLl3K/ldXV4cjR44gMTGRnVqTk5MxZswYxMTEICAggJls6urquMw3vBu9SqViRYd6A9WgeQS4aJ3m3k7MNMCD/k6LvpSVlbE4+KysLPz0009YvXo1fHx84OXlxZ4NLRnp6uoKDw8PZpmgxZbOnj2L/fv3m0Vv3Rv6jaAXZYCMiooSXtQhISGMjc6UuSE2Nhaffvop97VHjx7NIhcModPpkJGRwcJBCwoKUFpaioqKCuTn52P58uUAgOeeew4tLS2MvtRQaAPG4WOGFXoIIfDy8mJ8OMClpBLKaWNIEEVfDg4ORs88ISEBHh4esLOzY3kChskpXV1dbMOg3De07N2MGTMAyEd4d3d3+Pn5ISAggMXJh4eHsyiQ7OxsIYF07NgxfPDBB9ztr1ZmobkQEfTnz583S5s/ffo0brrpJrMFQ2pqKhwcHHqkdvb09MTcuXMxd+5c9l5XVxdOnjyJ5ORk7N69m82j4OBguLm5ITw8HCEhIWwt+Pv7M2FHhRsgrwVbW1tIkmRU8B6Q53ZRURH8/PxQUlJilDBlY2PD5jVdHzwC3NbWlkWatba2MiWJlnEEYFTOsaioCGvWrAEg+xCpQFcoFMy/FBoaiuDgYAwcOBA333wzs0bs2rULqamp+PHHH7m/B0C203/99deoqKgwi++oN1iibiywwAILrnP0G41eNMPTxcWFZdjx0ifcdNNNjF1u6tSpfbb19/dnTHc8iIuLw/79+5md8siRIzh16hTOnj2LwMBAlsQSERGBgQMHYtKkSfDw8GAOl3fffReOjo5wdHSEra0t+zyUtdLwRXH48GHMmTMHSUlJ3Fz7hti2bRsAOR7322+/FYoQAOQogJkzZxqlbTc1NbEYb0oNfeHCBSQmJuL8+fMoKSlh2lB1dTVuuOEGDB06FEOGDOmxepJarRYyDU2cOFHoM1xtiPg+zLXPnzhxolfTHw+Sk5MRExPD7SeysrJizJWGfEO0elV+fj6KiopYdFVqaipqampQX1+P+vp6Nl8mTpzIzIsAjOa3JEnQaDTYuHEjrK2tmaZPabY7OjrQ1tbG+lpbW+Pf//43q8dMT6WUvbWzsxMXL15klelaW1vR1dUFpVLJTCmAnAvg7u4OLy8vODs7s2dy3333ISgoCCEhIVzmqaqqKnz77bdcz9MQY8aMwYABA5CWlnZFNfp+I+jNiR6htt6MjAyuZKUxY8bgxIkTAEwLekAO86Re996EjUqlwvbt25GUlIT333+fmSXi4+PxzDPPYPTo0b06lxUKBV555RUAMOtL9fT0NKpcIwrqF6GTXRRlZWWXUTkrlUoolcpeN56JEyfib3/7GwA56Sc9PR0//PADsrKyIEkSs8mGhobCysoKAQEBSEhIYGFrHh4ecHNzY/cxpKP45ZdfzOJ5uZoQSSZLT0/HqFGjhO9x4sQJLFy4ULifYf+bb77ZrL65ublGdvSIiIg+k31SU1OZKe6jjz7q89qPPfYYVq9e3asC0tnZibS0NADAl19+iWeffZaZPqmZsaOjg2Worly5kplKR44cCWdn5z7NXatXr2b+sTlz5vQ51u6IiopCbm4ucnNzhSkpYmJikJ6ejnnz5gn16wv9RtCbI6yo9sMr6MeNG4eXXnqJ+/rTp0/HL7/8AsD4i963bx/Thrdt24bw8HDccsstKC8vx6lTp7ivHx0dzfwM1dXVwmRc7u7ucHV1NTsygPor3NzczIqjz8vLE96gjh49isTExB7/d+HCBcbAWFRUhC+++AIODg747LPPjMqt0agFhULBNqgBAwagubkZs2bNEq4NejXRXdB3dnaivr4ebW1tzMkNyP6TtLQ03H///ULXz8jIQG1tLcspEQEl4ktMTDSbJiIrK0tIIBUWFvbJcWSI+vr6Ph231tbWLCrH2tra5InE0HHMc3r19vZmG4koIiIiMHz4cKSmpgoL+jFjxuDQoUNm3bc3/KEFPdXo09PTudqPHj0ax44d477+rFmzsGnTJgDyDr1jxw788MMPKCgoYJM7ISEBU6ZMAQB8+umnzNnDQ28aHh7OtP3MzExhQU81W3Nj6UVT17sjJydHKEKkrKyMOW57QveEoPfffx+nT5++TGh3dXWxykA0ZK2yshKPPPIIioqKEBgYyGLEzS3CcaXg5OSEffv24dFHHwUgPwNvb29WTINqjB0dHcjPz8f8+fPR1tbGzJKSJLECGUqlkjkyaYGM0tJSBAYG4sCBA8z0FRkZyWXKpKUBb7rpJrM2CkDeLFavXs3dPi8vj/s7aWhoMLlh08/Jk9ikVCqZcsMDf39/7N69m7t9d8TExOD06dOYP3++UL9x48Zh3bp1Jq0JIuhXgp43IoaCRgmIfBk0EsCUBn3hwgWkp6fjiy++ACAfDWNjY3Hvvffirrvu6lEjmD17Nisl1lOiSk+gJ5H09HS2YfCCmi/M1ehphiIvmVx3pKenY/bs2dztd+3ahdtuu42rLQ0P7WmhW1lZMbuqYXZtfX09tm3bhjNnzrAC1+vWrcMDDzzAPcYrjWPHjiEnJwe7du0C0DvhWFZWFm6//fZeM6zb29vZ5gbIQrC2tharV69GcHAwdu/ezRJt8vLymMngxhtvRExMDABZU4yNjWXCkZ5W+9p8+0J2djZUKpVQFFVubi63mYhu4n2BfhaexCYPDw/uZC1AjoUXKUHaHWPHjmWKogjGjRsHKysrptXPmjXL7DFQWKJuLLDAAguuc/Qbjf7ixYtma/QidjQalXH48GHcfffdAGS7Ib3G2bNncerUKRw9ehRRUVFM2920aZPJ5Kk77riDsQ7yavTU+WauLdDNzc1sjZ5qN+YUmwDkaA2qOfPg+++/x5dffsnVNiEhQajK0okTJ5j5ISYmhqXl33vvvViyZMk1Y68MCQnhKpKTnp6OESNG9Pp/W1tbeHp6XvZd3X///fjss896dH5TZ+WZM2cAyKfSZcuWoba2FtHR0Syq7IknnhD5SAwnTpwQ+v4B+RTAa7PmyaClrKs8Gr23t7dQPeGwsDBWDUulUgkHLMTFxWHZsmXIyMgQjqaaNWtWrxo9zf5++umn8csvv3DN7X4j6DMyMlgkzKOPPoo77rijx3A7Q9BJ39bWBrVazRwz1E5OEyIaGhpQV1eHmpoaJhRff/11fPvtt8jPz0dOTg5z5IwYMQJTpkzB888/j4kTJ+Lf//43AHBVfpkxYwbL4ty4cSPX56bH6u+//56rfXe4urqabaOnR2Ne55ghTp8+jbCwMCH7fkpKCjff+VdffYX//Oc/3Nf+5ZdfejQJfPPNN/jmm2+4r3OlYUgz0BfS0tL6FPQ94ejRo/D19e01wsna2hojR45kphXDjNfFixcz/8pbb72F+fPn49Zbb8Xtt9/OiruYSsA6fPgwK8zDi/Pnz3Pz1/CYWaj9msfH5+fnJ5TB7uXlxaLKMjIyhD9rVFQUpk6digMHDggL+pkzZ7JkLYr29nasWrWKJWH95z//wZ49e7iu128Evb+/P5577jkAsh3vtttuQ1ZWFsu2A+QvlUYp0FhaQBb00dHRsLGxgVarZY6s5uZmFitLY2PptYqKijB//nzMmzcPgwYNYoule9wzdaQ8/vjjXLZeuljz8vJMpm8DsoMYkIWgOVrDb7HR04VkTum948ePC8Ws79u3D0uWLOFuf/bsWaFohZ07d+Lzzz/nbv97gde+mpaWhocffljo2gcOHMD06dOFx1RbW4vExESsXbsWANjJ6cyZM9i+fTsLUW1tbWVZsd35pLRaLfbv349ly5YJ3VskGopnXlNBz9M2MDAQ27dv574/ABZ3n5KSIizoAVlg79mzh1U86wlUUWtsbDTyw2RkZAAAli1bhqKiIpw6dQrPPPMMq5Mrgn4j6EtLS5mQXbNmDdvNioqKGBVvc3Mz41+RJIkJ/Q0bNsDPzw/33Xcf7Ozs2HHO0dERCoWCcUgYIigoCE8++aRJrYVqu5Ts3xTootm6dSsX0Rk1DUVHR+PcuXNGFLs8cHNzM1ujp8dYcwT94cOHsWjRIu72GzduxBtvvGGyHdW+eYVeSUkJAPmY31MK/7UGL69LWlqaUOEaQC7WQ6m9RZCQkABfX9/LTGMxMTGIiYlhuR2EEGzbtg3r16/HtGnTMGHCBABy0IG1tTXc3d2F8hZycnKEPiOPSZFGt/GsgdDQUGHnKlXEREv8VVRUIC8vD52dndi3bx/mzp3LzEsVFRWorq5m1cOocufq6gqlUglXV1e4ubmxwJGGhgasXr2ai7yxN/QbQd/a2tpjxaXQ0FCTpoWysjLs379fiOVw2rRp2Lt3Lzfl58KFC3Hw4EGTEQPUdBMfHy/EaDl69GikpqYKC3rKYCmKtrY2ZgM1p3zcwYMH8dVXX3G3P3LkCFdYHU2m4TW3fPfddwBgxMXyRwLVRFUqlRAffGNjI5KTk81iNExISOBKsJIkCfPmzWOhxNRe/dNPP2Ht2rUoLy/HlClT2Mlu3LhxiImJ6XU+nT59WighTCQajGcNeHl5CZcgpcJ148aNaG9vh62tLVpaWpid/Pz58zh//jyysrKQmZnJntGgQYMwcOBAhIeHIzo6GpIksTBUf39/+Pr6mqzqRiP+tm3b9puEPGCJurHAAgssuO7RbzR6gJ+nujtGjhzJnKa8oFmvvBr9okWL8NFHH5nU6GnEkFarRVtbG3ct1jFjxphM5uro6EB7ezvzTbS3t8Pa2hrV1dUoKSkxep+2M0wH1+l0bFyVlZWs5u6BAwdw6tQpRmFMndnUTAbIjj16TK6rq4O7uzu2bdvGCr4AsqbSU37Bli1bGO1BX6D83AAuYwHtDT/88AMAMHPDHw00M1rUEXvw4EFMmzZNqNg1IPsySktLcd999wn1Ay4ln82ePRv//Oc/kZSUBF9fXxw5cgQAGC1vWloaAgMDER4eDkA2k9J20dHR+OyzzwDIZhdbW1tYWVld9jmomWP79u1GFNn29vaMfVWhULDM44aGBq66DKaicwghuHjxIsrKylBUVMQytevq6jB8+HBUVlbCwcGB+fSGDRuGYcOGYdasWYiKiuqxJu/OnTvx5JNPMrMVbwIUjQp86KGH0NjYKFTHoTukaxV2ZjQISSLApTCvd999V/gadnZ20Gg03NXTq6urWQk1gXFyh+m99tprCAoK6tWB29jYiPz8fMZrnZSUhE8++QTz589nKf6AfLRvbW2FVquFVqtFe3u7Eb+8Wq1GW1sb7OzsmIBub29nNK62trZGi4S+urq6WHLO+PHj4ejoyNp3J1QjhLBNA5CPqzqdDk5OTqirq2O2fj8/PwQHByMsLMwoy/WNN95AcnKySUfcyy+/zKIcHnzwQZPPuKqqii04juQaMYl45dDnhKFl/s6dO4f33nuP+6JPPPEEIiMj+3Ty9YSFCxciNDT0sogOEbz22ms4efIkK1DSG6gZo6SkBJWVlXjuueewcOFCpjDQ2geGXPJ0fTU2NuLQoUOYNWsWU3AAMGWEUnpT2/zZs2cREBAAtVoNtVrNFCwXFxc4OTlBoVDAzs6OzfmQkBBYWVmhpaUFjY2NTMmkNNtBQUEIDQ1lARW//vorFAoFEhISzHpm8fHxzFwm6sBetGgRZs6c2Rc9hsm53a80epqSX1tby12WjGLUqFE4c+YMt3PIx8cHDg4OKCkpuYyYqzfcf//9OHnyJBdT4KJFi/DYY4/hgQceQF1dHSNTO3v2LKvdmZ+fz3bpgIAA1NbWor6+Ht7e3iy01MnJCU5OTnBwcICDg4ORs9nGxgZHjx7FgQMH8PbbbzOBTjUlQ/55AKyvvb09jh8/jsceewwAeuWe6Q1xcXHYsGEDgoODWbV7QOaCp6yVZ8+eZYUq8vLyMGrUKERFRTGmSkC2Y0ZERDCn27p164RS1AUQza8AACAASURBVH/88UfccsstQmPvb6CRFTS6gxcHDx4UFhh5eXn49ttvkZqaKtSPggrVr7/+mssJTE8A9Of999/PvcFQzijeWgS2trbMMd8ddGNoa2tjdvIRI0bg7rvvhoODAxeP/+jRozF37lyUlpaaVVv34YcfZuHCot/b/Pnz8emnnwrzIBmiXwl6eqxqamoyS9AnJycLRQHMmDEDe/bswSOPPMLVftGiRfjiiy+4BL2HhwcSExOxbNkyHDlyhBXEiImJwfDhwzFt2jREREQwR3NgYCAmT56Mp556SigJpaurC4mJicKhXzU1NcLlCylVbFZWFosLViqVveY7UKbAYcOGwcHBATk5OcjJyWGaYF5eHhwdHRESEgIbGxsEBARg1apVAOSIC3d3dyiVSjg7O7PTgKOjI+zt7aFQKLBly5bfxNp4LdDV1YWSkhLU1dVBo9GwpCU/Pz988803zLRmaG7r6OhgZjkaL15cXIx9+/bh2LFjcHFxYeHDgEzY1ZMw2rJlC+bOnWt2dBJN53dychKKuAJk1koatcOD6upqIWdsX/kchsoOzdU5cuSIkIyZNGkSxowZg02bNuGFF17g7kexaNEidmLbvHmz0Ly9/fbbfzOTZb8S9FRTNYfgbOTIkUKEZYAs6D/99FNuQT9jxgzMmzevVy3j+PHjTIjt3r0bhBAUFBRg+fLlbHPoyxY7atQopKWlCQl6pVJp1vOqqqpCQECAUB/K18Ib4UJpaHsbX0lJCSvB9txzz2HmzJmswn1WVhaampqgVqvZMR245PtoaWmBWq1m9QXeeecdjBgxAjNmzBAWQlcbCQkJLMb/6NGjsLe3h4eHB5RKJbPR79u3D05OTnB0dGSnN0AWUjY2NsyWTU0Pfn5+KC4uRmtrK5qbm6FSqZj5obq6GhcvXoSrqysiIyMxePBgAHI45oMPPmgWu2dbWxsT9IsXLxZ+BocOHRIS9DU1NUI5JbyJe1QhMsen8+c//xnPPPMMli5dKly7AQD++te/AgDee+89YQVl6tSpSElJMbtcpCXqxgILLLDgOke/0uipU4aHcrQ7Ro0aJezEnTZtGu655x6hPlOnTjXirigoKMCuXbuwe/du7N27l7E5Llu2DB4eHjh8+DC3TS4mJkbYfuri4mKWRl9dXQ1/f3+hPjt27ABwKRqgL+zcuROvvfZan22Cg4MRHByM4uJiBAQEYMOGDdxjWb9+Pfbs2YN33nkHgJxwd/78efz444946KGHmP9h+fLlJqk0riZmzZoFW1tbRlP88ccfG0UUUfPE/v37ua5HczMmTJiAp59+us+2tbW1KCwsZOyuDQ0NSEpKQlhYGBwcHJiZc+LEibj55pt7ZdYE5JhuGhFlzonp0KFDePzxx7nb19TUCHEweXh4cPn2qLmyuroaTU1N3LxagExnsWnTJrz77rtmObOpjX39+vXYunUrNz0GIPNo/fzzz2Zr9KzA9LV8QY5MILNmzSKzZs0iiYmJRBQdHR3Ezs6OqFQqoX7jxo0jJ0+e5G6/du1aMn36dDJnzhwyZ84c4uDgQCZNmkTWrFlDUlJSLmvv7e3Nfe2zZ8+SSZMmcbcnhJDs7GwSGBgo1IcQQh555BHyzjvvkHfeeYe7j5eXF/Hy8uJqO3z4cO7rLl26lOzcuZO7PSGETJkyhXz88cc9/k+n07HPFhkZSeRpfm3m9o4dO3r9DNnZ2SQ2NpbExsZyf+74+HgSHx9Pjh8/zt3npZdeIi+99BJZunQpe6+mpobs3LmT7Ny5kzz//PMkLi6O2NrakltuuYWsW7eOrFu3jqSlpbH2kyZNIq+//jp5/fXXue9rCGdnZ6JWq7nb//3vfyfffPMNd/vZs2eT9PR07vaLFy8mX375JXd7igMHDhB7e3ty+vRpcvr0aeH+hBDy7bffknHjxgn1qa6uZvOkvb2dtLe3kwceeIB7bl9zIU8MBL1CoSAKhYJ4e3uTxYsXk40bN5LTp0+Turo6UldXZ/JhjB07lhw4cEDoAb7wwgvk1VdfNXqvtbWVZGVlke3bt5M1a9aQNWvWkPnz55Pw8HDi5eVFFAoFeeutt8hbb71Fzp071+f14+LihCa4u7u70PgvXrxIPDw8hPoQQsicOXPI1q1bydatW7naV1ZWkgkTJpAJEyaYbNvQ0EDmz5/PPRZfX1/utoTIAlKpVJKKigqRbtdqfveKHTt2kAcffJA8+OCD3B+CrpGOjg7uPnFxcSQuLo589913JtuePXuWCfrZs2cTe3t7MmTIEOLi4kK2bNlCtmzZwn1fisTERDJq1CihPosXLyY///wzd/sHH3yQ/PLLL9ztv/vuOzJv3jyhMVE89dRTZO7cuWTu3Llm9SeEkAkTJpBt27ZxtVWr1aSoqIg4OTmRtWvXsjnw4Ycf0iYm52G/Mt1QJ+TSpUvh7u6OY8eOYceOHSgoKAAgc0TU19ezSAzKjUOdWGVlZfjLX/7CKk/RcEIbGxtYWcnuCEPzkFarRXFxMXJycvD1118DkI+MarUawcHBCA8PZ8fZ6dOnY8WKFYiJicHIkSMZE6ApJr65c+di586djBrBFBwdHdHS0sJdVNrJyYmRuIlA1Bm7a9cubifsqlWruI+2a9asYWR2vNi+fTtmzZpllkOsP+HChQvMUcoDWk0KgMnEIIrq6moW2kvLX/YFQ7ZLmuR26623IiQkhBUqef7559HU1ITx48dj/PjxjHpk1KhRPZpCfv31V+EKVqLO2AEDBrBi5Dy4/fbbMX/+fCPWW1688MILjKrkgw8+6NEkVVZWxgINysvLjRIUa2trUVdXh/vuuw/e3t5obm4GABYCKkmSUaQQ5cNxcXFBXV0d4+sR4ajqV4KeCqyOjg7MmjXLJPMftRnSyIPPPvsMSUlJLKyPJhnRyvGEECbwbW1t4eDgAFtbW0ydOhV79+4FIPNhmIpIuOOOO9iiMcVoedttt+Hll1/mFvRDhw5Fbm4uN/mTs7MztFotK4DMi8rKSiFB/9NPP2HdunVcbRMSEriTf/7973+z/Ale/Pzzz3+4sMqekJeXZ7LGgSFMcdb3hBMnTjBbfE9Zm6aQlJSEvXv34pdffrmsAlpJSQmSk5NZScK33noLmZmZKC0tRUREBPONpKWlYeLEifjoo4/g5eXF/BKurq5GCU00aQ+QM1FFMkFFBb29vT0WLFiAr776ivlz+kJjYyNKS0tZpBhNBvzb3/6G//73v6iurkZ9fT3LyQkKCkJAQAACAgIwYMAADB8+3KjAvbu7O+6991688MIL3FXXNm/ejLCwMLNICC1RNxZYYIEF1zn6lUZPo0d4syNpRpuzszO8vb0xffp0bNu2TTh5aPTo0SgrKwMArqy32bNn41//+hcA0xr9wIED2ZGXB0OGDMGFCxe4NXrKA6LT6YSKCItG3ezatYvr6H/w4EHuYtE7d+4UijwAZC04MTERH374oVC//oiioiLGB8ODzMxMZpbkhWgVsO7Ys2cPJk2a1GM9Yxo11RtfFK134OvriyVLlqCrqwt1dXUseZByGzU3N7NcCZovkZmZySKV2tra0NbWBuDSKZ3WnaBWAMr79MEHH7BcBAAsm9zOzg5WVlbs1NvV1YWamhrs2rUL77//PjOfqNVqNDY2wtHREZ6ensw8OGDAAPj5+SEwMBCBgYF48sknAcimW41Gg3Pnzgk/25UrV+KDDz7g1ujvuOMOfPDBB0JJoRT9UtBrNBp0dHRwVbI3xA033ICMjAxGWcp79Bs/fjzjm+d5iKNHjxYS3rwEXYBMC0B9Erywt7dHe3s7t6Dv7Ow04vM3BY1Gw11k5I033sC+ffu42q5bt06I3wUA9u7di0mTJvUZCvhHQXFxsVB1r5ycHOFCI6mpqUIlGbvjwIEDZhenpgmM0dHRwnTKXl5e+Omnn7jt54mJiXjllVe45x5FSEgI3n//fWF6cIro6GjcfPPNWL9+PUuI4sXcuXOxYsUKRp1sqtCOQqFAYmIinnnmGeFx9ivTTUtLC1paWlj5P1G4ublhyJAhyMzMZBmHPLjpppuQlJQkVFxg8ODBGDx4MNc4J0+ejOTkZCQnJ5tsGxkZKVwcgQp6XlA+HV4cPHiQm1OGpyZndXU1qqurzSoWcujQIbMq/fRHlJaWws3NjdvpSKuW8VQuo8jIyEB0dLRZtAdJSUlITEwUdqRSnDp1CqdOnRKqE0GhUqm4OGgofH192alcBAsWLGCBGObA29sbzz//PF577TXk5OQI93/iiSfw4Ycfcp9Qjx49KnwPoJ8J+ubmZpbOzcFG2COGDBmC7OxsoXJbI0eOxNmzZ4XqScbFxSEuLo6LECwuLg7Hjx/nqlIVEREhxKgJiAv6hoYGIZ6PI0eOcGmS+/fvN5nEA8gVwTZs2GBUw9QUVCoVVCoVjh07ZpbguB5QVFSEsLAw7gQwlUqF8vJyREVF9VpXti8kJSUhJiaGi9upJ6SkpCAlJUXIgazRaKDRaGBvby9Ewezr68tV17k75s2bh4SEBBQXFzMmWVHcc889mDlzJjPniuDRRx/Fxo0buWtMm+OIBfqZ6YaaXGghb5HQM4qIiAjGIc2LqKgoI7shT7YctXuePHkSt99+u8m2vNWmwsLChKIHABhRFPNApVJxC/r29nYcPnwYq1evNqriI0kSrKysjGiQN2zYgK1bt5q8JuVMETlB0U3S2tpamOmxP6Kjo0O4sldJSYkQ0Vd+fj7Cw8O5qbu7IzU1FTExMULRXBQ6nQ5paWkAgBUrVnD3oxFYoiGPrq6uIIQIM9+OHTsWY8eOZZXKnn32WaH7Uixfvhzx8fGsxjTvCdjOzo6Zxvbs2WOynzn2eaCfCXqKmpoaszX60NBQYXIzAEzjOX/+PJcGQ0ui0SIKfSEwMBApKSns7/r6ejQ0NECtVhuFiFLWwsLCQlZKj8b908QHQ9C/W1pakJCQwIidurq6WPH0rq6uywqS5OTkoKioiGnfbW1t0Gq1RoVJ6Ps6nQ7JycmYMmUKG4thQRJDW396ejrGjx8PGxsbViACuFQsws7ODm1tbYzudtWqVYysi3LfUy3O8KckSezIqlAo8N1338HFxcXIWRYWFibkC7nWqKmpERL0ra2twnkDJSUlQj6A7sjMzDSrQAkgryNKsiaisNFADBGzDQU134gy386ePZspKOYK+pH/3953x1dVZd8v8lJe+ktvQBoJIYQkhC69I9IsgAgiUgVFwC4zKDPwHRhUpA46oig4CAPSRBGkGSAE0vtLr6T33t/vj/c72yQkeec8R4187vp8+ADJva+eu+4+e6+99uDBeOmll8jGQ8Q+m0mFT548+ZsRfY9K3UiQIEGChP89emREX1dXJzSAoi369OkjnPoAQA0QycnJXBE9q5DHxcWhuLgYubm5ePDgAeUJHzx4gLy8PBQUFKCoqAjx8fEA1DKtiooKNDU1kbc6AJrsJJPJUF9fj82bN7d7vrYRfce/i4uL8dFHH9HkHjaaTSaTQSaTkXqJ2d1WV1ejsrKSXhMbRiKXy2FhYdFOmiaXy5GcnIxnn332ocEmMpms3Ri4I0eOkIyONakBoH83Nzfj5s2b1HnZt29ftLa2orW19aH31PF9FxUVAVDb0WZlZaGiogLFxcXIy8sDAKSnp0Mul8Pf3x9Dhw6l5/Dx8dEqBfi/wtWrV5GRkUFF+6qqKtTV1SEvLw85OTlYtWoVANDoRzZxiX127POpra1FTU0N5s2bBwC0C2o7ZIZ9b4aGhjAyMkJUVBSqqqpoAIyZmRkUCgU17DDTsI6pHTbAIykpSevPLikpia4pkZ0L2+GK2igD6hkGrPtUBJMmTaJBKjzpk66wbNkyEgqIPA7rOF++fLnGDMHw4cO1em09kuijo6Oxfft2nDx5kuwNgF+GTjBSZAuUEZiuri5ycnKo+n3o0CHKJQNq0mDDMxjxNDU1oaGhgQqg//73v3H37l1UV1eTphZQFzDLy8tRVlaG6upq2h4WFhbimWeegY2NDWxsbOjnVlZWcHNzg0KhgJmZGZYtWwZAvQDkcjlZM7C0ByNLlUoFHx8fyl+3JU120bdN57S2tmLevHnYu3cvdeWx98z+sOdgn9P58+cRGxtLna7dySxra2uRnZ3draSLuSO++eabmDlzZndfLa5cuYKtW7cC4N+GNjQ04OTJkwCA1atXY/ny5Z0el5aWhtjYWISFheHYsWMA1DfilJSUh24gvxc2btwIGxsbSkWwbuzy8vJ21hxGRkb0XbW9ebLfFxQUwNzcnFIxbW+ejY2NqKmpoVQJ05knJSWhsbGRSIytaZVKBXNzc5Ifm5ubQ6FQwMLCAhYWFkS2NTU1uHfvHsrKyqBQKOh4MzMzmJqawtTUFCYmJp2un4yMDO7JbW3BdPEiPSEMCoVCq5Svr68vKYtu3LihNdF7e3tTjp4nDdMRXl5eyMjI6Dbd5ufnR4Hstm3b8Nlnn3Gt7R5J9K6urnj22WexZMkSyisDeCjiYblnRnitra2wsbGhCrarq2u73G9H0mPEp6enR40aOTk52L59O4yNjbkGew8YMACXL1/WeCyrAbi7u2vsD2ARF3udmmBsbAwXFxeNOlwGHR0dmJubc+noMzMzNcr5mMXuzp07NT7e7du3hfOMycnJNH+0O8WJm5sb3NzcNBbHf0+wUYEdcfnyZZw/f557VN61a9dQV1dH4+h4sGbNGjg7O1OQwXYF7A+rlTClC6sZMSIxMjJCTEwMQkJCUFtbSyTMZhizwfPs+mTBiEqlogYkQK0UYTcwtssEfrkG2c90dHToJpOfn48RI0Y8NKeZXeeMC9rOTy4oKMDt27exYsWKdjcMtsMxNDSkYeLs3+znTIwRFRWFmpoamjHLdsls99S2ngSgnTJIpVIRJ506dQoODg4wNzenz4QFmez/Hetuurq62LBhA6mU2PHNzc2oqalBfn4+kpKS6DN69913abiPJvRIom9oaIBcLteqkFRYWEiLbOjQodyFGbZFTUlJEVI2ODg4IDc3V6PkjXXc5uTkaHxf5ubm9GXyaKxlMlm7Acua0NjYyHUTA9RGcpq6hdmUJ03qjsrKSmGlCaCODlma4c9UcO0ONTU1QsqSqqoqIe90QP15Ozk5Cc8d2L17NwA1wbCdlCiWLFlCEb2Id/t3330HQN1Md/PmTaHnfP755+Hn56dVQ9HRo0cBAJs2bcKMGTPg6enZrvOW7ZKYQIEJFjoGnyygMzMzQ0ZGBoYOHdppWrKzf3t4eCA+Ph7GxsbthAl6enowMjLC1KlT4ebmRhkONouXBz2S6A0MDLTeardtfxZxdWR3ekawvLCxsUFxcbFGomf616KiIo1Eb2xsTF3CPESvo6MjRPTNzc0UqWhCaWmpxgEQrLNPE9rmbUWQl5dHihNtdcQ9DQ0NDdw3W0C9lkXTGaI3EwbW9CaqXmmL8vJyrZq02O5AtCseQLuduSicnZ0B/LJb4d0dd4W4uDiYmJiQAygPcnNz8fTTT+Ptt9/u9jimQBMhekl1I0GCBAmPOHpkRM/039qgrcqE5ct4wNIObEvGCzMzs3aNRF2B5dx5LHnlcrnQ6xBtaGltbRXyudGUbiksLOR6rAcPHtAoNxGUlJTQ5ydiXduTIerl1NTUJNz4JDLXoC3YGhXxg++Impoa2iWLgO1MeddnW+jo6GjNG2x9WVpaUlH718DLy0vYd8fR0ZFrd6xNwblHEj3zjv890XEwCS8MDQ25UkRs0bctUnUFPT09oU5XHR0doc9LpVJxt5fzEAyvFK6yslIrohad7flngMh3AKjXpegNndW6RMHSl79msEt9fb1WHbmMqEU+m7bnanMeAEqjyeVyrQb5dISjoyNycnKE50TwPDdPYNkRPZLofw3aVuJ589DAL5G8SN4UUEcePDsHtuh5jtUmMhEheplMxn0j6ah66Ay8r1XbC1GbaFaC+K6B4ddIHBlEdo1toS1RAxC26m6LtrLrX/MaGExNTVFZWYmKigraLfCARwjC6nci6JFEz6RW2qCmpoa+NJE2ahbFiLZe80Zav1XErc3j6+npcTekyeVyjQUuXqLXduwh8OsIoCdC9Gauq6srvNvUFiwYEQmUOqJXr15apVHa9ryIora2VivrBOCX67+2tlarlFNHsEhe9H3I5XKN1z8LZEXQY4lem0gEeHibn5OTQzphph8GQLpgJpli49BycnLwj3/8gxYpex16enowMDCAqakpFAoFKVEKCwu5vkz25fBEpiKqGG3AQ94M5ubmGusKvFt8e3t7rToXRVNZfwYYGBgI1WFEjwfU15E2hPlr0icMenp6wq8X+CU339VNjUkbm5qaSLfPUFRUBD09PdTW1lI6kfc9MB19cXGxVhLgjqioqICZmZlwypEnyNPmO5VUNxIkSJDwiKNHRvS6urooKCjA119/jZSUFBrE8eDBAxQUFJAdAUsDmJubw8zMDObm5ujVqxdFq+vWraMBxKxdm6kQjIyMIJfLoVAooK+vj+DgYADqDlbWDt22062hoQG1tbWoqKhASkoKOWQGBwcjLi4Oa9asQWNjI4168/X1RUBAAIYNGwY/Pz/aSfCoIEQLWaJ3eENDQ+5+ATs7O4SFhXV7DO84PHd393ZDVdguq61zJ/u820Zr5eXltBNITEyEmZkZLC0thespPQm8RXwGIyMj4dystjshTVE1D9r2ggDq7ubExESkpaXRGsjMzER2djYePHiA/Px8WFlZUY69srISs2fPbjdAHPjlumVWKCzVo6Ojg7S0NISHh6OkpIQ+2+rqalRUVKCsrAzFxcW0jgoKClBXV4fevXvD1dWVuoQtLS2RkZGB2NhY9O/fX+uddU5ODhwdHYUzEzxiDW3S2j2S6BMTE6Gvrw8LCwsMHjyY/CNcXFw0EuX58+fxwQcfAACZOfHgxIkTANSmQSITjCIjI7F3717qiEtOTgag7hYNDg7GwYMHkZycTOmNxx9/HHK5HKNHj+5yiyYqixMlelNTU1rYmtCnTx+Ns2J9fHza/T8tLQ1JSUk0FyArKws5OTnIz89HVFQUdWpWVFSgvr6e/IzYxQuAfGB0dHTI1hkAJk+ejMrKStTW1sLa2pq6dp2dndG3b184OzujT58+1EHr6OjYI7tpjYyMhJrzTExMhJv5DA0NtSrciUqN2cCOsLAwGuDz888/U2PPtWvXMHDgQPj4+GDo0KFYtGgRAHQ65ezGjRsA1O39rEuWF++//z42bdqkVVPe888/D0Ats3R3d8fly5exe/dumlQXFxcHa2treHt7w9vbm673/v37w9PT86FGvuTkZK1eBzPv6w7aFJx7JNH7+Phg3bp1ePHFF4XPzcvL00qrzRbr/PnzhZ+vbY6afbkeHh7kM11UVERzOwsKCrB48WLo6Ohg3Lhx5PsybNgwDB48GDo6OqisrBTqaBSV3pmbm3OPanRwcEBCQkKnv2tsbERkZCQR0Pz585GXl4fY2FgYGxtTd6G7uzsGDBiAKVOmID09nebEDhgwgAyyulu8586do7b2O3fuwM7ODhUVFSgpKaHxcVlZWcjKykJiYiKuXbtGOde8vDzk5ub+YaZmXUHkZguoNe08PRht0dZKQwQsyOgYXbKZCiyIuX//PrKysmgNjxo1CmPHjsVbb72Fd955h3ZnvH4swC8yZNGifXl5OaqqqqjDVQRJSUm4e/cuAOCVV17BzJkzuzXni42NRUxMDAC1SeFHH30EpVKJxMREev7i4mIEBARg+/bt6NOnD+zt7Sn3b2VlBQsLi4cKx01NTRq5Kzc3l4bwnDx5ElevXv3zmprJZDKtZVIPHjzQ6M3SGdhAbt40BENWVpZG+ZSNjQ1dPP/5z38gk8nw008/4fr16zRtae3atRg6dCj8/f2RlZVFRmHu7u5wdnbuNk0hKglTKBRcs10ZoqOjUVdXR4QfGxuLyMhIREREIDQ0lFrlLS0tsWjRImzduhWDBg3qtKh1//59Sq3xtnD37duX7J9zc3NhZ2dH7oui39fvjQEDBmDdunU0kczLy4uKdCJW3No08lhYWAjPXi4qKqIbUHx8PFatWoXQ0FAaKgMAo0ePxlNPPYW9e/d2GZA4OjpSOlQErHjJk8Joi5ycHDg7O2slw71x4wbdlCZPnqzxeB8fn4d2sQxsF/Lcc89h5cqVUKlUyMrKwt27d8lSu7CwsN3wIZZeYyNBHRwc2qV8WlpaUFNTg6amJjg7O9OEtb/+9a/cTVk9kuhNTU2FtKdtkZWVRV7kvKiqqiIiERm8DPCpaACQDTJLTUyfPh3Tp0+n3wcHByM4OBjh4eEoLy8nB0aWQ+zbty8cHR1hZ2dHih8rKyuYm5ujqqoK+fn5RKzM76er/KClpeVDW0SmTCovL6ebQH5+Pvnqz58/n7axJSUlCAgIwNChQ7Fu3Try71+zZo1GQ6lJkyaRWdUzzzzD9dn169ePujS1+X7/SBw6dAi7d+/Ge++9B0C9tp2cnGBiYoKIiAisW7cOAIj8Wa2JEaiZmRlMTEygq6uL/Px85OfnA1Bv35m7Yld5ZBsbG+Tn59NOgH2/paWlKCgooDWfmZlJ6bakpCRaRzKZDC+++CLWr18vPL7RxcWl3ZQ0Xk09+55FdjuAel2IeL+0xeXLl2mcnzb+PG3BiHfq1KmUDuLF559/joSEBOzYsQNNTU3tlH9tA9+oqCgAEJrFK6luJEiQIOERR4+M6C0sLLTWsmZkZODpp58WOic5OZnyybxVcpbG8Pb25jpe08DykSNHUmR85swZnD9/HoC6MJ2SkoKsrCzcuHEDeXl5FI23trbSsIVNmzZRpG9oaEjFzY6e2qyRJS0tjWog9fX1qK2tRVVVFakTAHVEb21tDblcDisrK6xduxYAaIpTxy6+69eva/wcZs6cSYMweGFmZkbfD0ux/VkwYcIETJgwgdIukZGRyMzMRGFhIUJDQ+m4rKws6qRk+WZAlxm5DgAAIABJREFUXbCuqqoiZ8ahQ4cC+GUOL/N0bzusBFBH0QUFBaipqaH5DFVVVaivr4etrS0cHBzIRtjd3R2zZs3CwIED4evrS9bEBw4cwIoVK7Tqaenfvz8NAEpMTOS+TtgaFm3zz8jI0Kr4GRQUhO+++w4XL14UPrcjUlJSKHXz/vvvC59/9+5dTJ8+vdtdGgCtapA9iuhZccLGxkajNW5XSE1NFc7bKpVK4ZFprBjDu6UV+XJ69+5NucK2OcP8/Hzk5eWRiVhRURHKy8uxdetWGsoNgHy06+rqaGwh0N4srr6+nrbuBgYGMDIygo2NDSwsLEgNYW9vjz59+uD8+fNYvny5xvfKis/dwcTEhArHJSUl3N8zk60yVdOfDex9tv0+//GPf3Q5eITl7ysqKlBRUYGamho8/vjjVMgGfhk/2NEbSkdHB7q6uoiOjsb169exa9cuAOrirKWlJezt7bslElbjys7ORmZmplYpkYEDBxLxxsXFcRN923GYIkhPT9eK6M+ePYuZM2e2S6Nqi1OnTtH3zJuWbIubN29i27ZtGo/Txqq7RxE9q7grFAqtnPMKCgpQUlIi7CUdHx9PRMKL8PBwAEBAQIDGY6uqqros3nREdnZ2lyPY7O3tO+1C/fDDD7F58+aHfO7r6upoChAAIgVArfJhE+utrKxgZGTU5cXPZr1qIvrnn38eX3/9NZYsWdLtcWxG5oULF7iVVey5//vf/3Id/2dAdzp1VpQ0MzMj4nV3d6d1yrPGfXx88N1331FfCC8Ysbe0tCAlJUUrojcyMqIccnR0dLdqtpSUFERGRiIuLo52AS0tLbCzs0NJSQkcHByI3CwtLaFQKGBqakpToADg+++/h5+fH1JTU1FfX99uBGh+fj5ycnLQ0NBAAd2gQYPQv39/fPPNN1zkqgkpKSk4evQo1qxZA0DMSoXN6G1padEqWudBjyJ61rZsamqqlVthcnIy+vXr122BlGmDWbGjV69eiIqK4opG24LNdNVEaoBalsZbQExNTRWerNXY2Njp9pqlcDqDk5MTfRaaHCXHjRuHAwcO4NVXX+32uIkTJ2LSpEkaPxMW7fz973/nJnp/f38AwNatW1FUVNSpBvvPBnt7e9K58/RNuLq6UlGfh+j79eunVaqLEbuXlxfi4+O1jnaHDBkCQK1qKSoqwvnz5/HDDz/gypUrANSKpDFjxmDEiBEICAhoFwUPHjwY58+f5547GxgYiF27dgldO/v374dMJkNUVBQpiiIjIzF58mTMmDEDM2fO5M4OfP7551AoFF3OM+4O33//PQBQQbg75OTkaNUX0qOInlWWO94NmSxJqVTiwYMHKC4uRnl5Od21KyoqUFlZCaVSidzcXGpmYEoSpiVmSgXgF+O01tZWlJSUULV8yZIlMDMzg0KhoFwmoJb4MT24n58fET1PpH7//n3KrWqCNkTf0NAgnEd1dHSk2aDs8+oKBgYG3DKutp2vXYF9FuyC5wEjjdbWViQmJj4SRO/o6EjpM560g5ubmxBxy+VyWFhYUK+BKEH4+voiOjpa6BxAnXY6cuQI6efT09Px0UcfYcmSJVi5ciXXY9ja2qK8vJyb6DMzM4Wvm1u3bmHx4sWdjjoMDw/HsWPHKOeem5uL2bNnY/bs2Zg1a1a7Y2/fvo3Dhw9j165dWgWo586dAwBs2LBB47FJSUlaEb2kupEgQYKERxw9KqJn21cTExOcPXsWx44dw4ULFyjt4eHhAUdHR1hZWcHa2pq2mKy78tixY9DX18eWLVsAgPJ43RWeCgsL4enpSVrjxsZG0pIXFBRQNJSeno6QkBAcOXIEMTExlBLZsmULpk2bhrFjx3b5HEFBQVi6dCnXZ5CSkiKkjwXUEb2oJ4eDgwNF9DxgEbUmrFixArGxsVw7nYULF+LKlSuYNm2axmPZ+/P394dSqRSyqeip6NOnD+VneSJ6Dw8P6mXgxYABAxAfHw9APKIPCAjAgQMHUFFR0W16j01F2r9/Pw4ePIhVq1Zh9erVePnllwGoC7NjxozhrlMB6ohepNlLVHefl5eHH3/8ET/++GOnvw8ICEBAQEA79UxBQQHOnz+PWbNm4dKlSwCAWbNmobCwEP7+/lp18hcVFZFVxOXLlzUer1QqMWnSJOHn6VFEz1I0K1aswMqVK7Fx40aNPitt8cknn2D8+PFCCzoiIqJdQVVfXx+2trawtbXtUinw8ccfU14tIyMD8+bNg7e3NxYsWEBNEm2Lybdv3+aulCcmJuKpp57ifv2NjY2oq6sTJvq2qRseTJ06lXxIJk6c2OVxq1evxv/93/9h7969Gh9z8eLFOHHiBBfRMwQEBJDi6c+Ovn37EtHzoH///vj222+FnsPHx4c+L5HPGVBLfl9//XUEBQU9lD/OzMzEnj17sGfPHmzatAkA8NZbb7VTBTGMHj0awcHBD6U8uoONjY3QyDzRaVg///wz+vfvj8cee4z7HDs7O6xevRqrV6+mn3399ddYunQpJkyYAEdHR7ohTpgwAaNHj8aoUaO6LWafPHlS6HqPjY3lPrYtehTRsw/pk08+oc5QESQlJdGi40V4eDh3tMqQmJhIHY1PPfUUsrOzcebMGXz99dckl1u1ahVeeuklGBkZCUlFExMThVRDNTU1kMlkwq3fDg4OQi3qkyZNonxld0Rva2uLTz/9lIvop02bhrlz5+KLL77o9PdNTU0oKytDRUUF1VnMzMzw448/4ueff4ZcLu+0g7QtdHR0tJqb+nugb9++VFzlgbe3d5e+Q13Bz8+PZi2Iws/PD+PGjUNgYCBGjRpFJL5nzx7Mnj0br7/+Oj7++GONjzNq1CicOnVK6Lnt7Oy4InpWzGY2HLy4d+/er9oVMsXUqVOnsGzZsofWcHh4OAIDA7F582bcu3cPlZWV1HU7YMAAeHp6wtXVFUeOHMH69esB8HnRM78hUfQoond1dQWg/Qizto1PvAgPDxdusLpx4wZ27NhB/+/Tpw82bNiAl19+mb7wTz/9FKdOncKcOXO6JcaOiI+PF5qrWl1dDUNDQ62InhUCeTBmzBi88sorAIB//vOf3R67YMECVFdXc0nMxowZQ26j6enp7TxtioqKUFJSgvr6eiJ0uVyO/Px8rFixAi0tLXShs0EyzOCNEb5MJkNdXV2PMzUD1ER/79497uM7s67QhCFDhmDnzp2iLw2Auqgqk8nw8ccfIyQkBK+//joACHvujBgxAm+99RYaGxu516m1tTWXiVvbAEAEERER3IXhzsDsHa5fv07NjW3BUj8bN26kn7EdSnx8PBITE/H9998jPj4eR44cAQDs2LEDhYWFqKyshEKhoOvH0NAQMpkMNTU1yMzMpJuBvr4+Ghsb/3ymZmwRaOMznpaW1m7yEy9CQ0PbkbYmNDQ0oLq6ulMvHl1dXdrWzZ8/H/v378e2bdswfPhwLn+K8vJy7sYSBkb0og0m9vb2VH/gBXOE1ISVK1fis88+e2h3VVBQgMDAQHLfCwkJQWhoKO7fv4+RI0fCzc2NZG5OTk6wt7eHjY0NLC0t6eZnamqKwYMH45///CdmzJhBj81mBbe2tj7kDfJH4rnnnuvSLtvFxUVY/siiwpiYGC5flkGDBlGDnSZpXmxsLL799lt8/fXXANRrZPr06QgMDMTLL7/MJf/rDL6+vlAoFIiKisKwYcO4zrGyskJWVhYKCgpQWFhI0T2zqG5oaEBLSwuRZ1lZGc6cOQNTU1NYWlpSqtTJyanTayMhIeFX+dqwlPL8+fO5c+ask3zMmDEYM2YMUlNTsXLlyk7TXW1RX1+P5uZmyOVyDBw4kHoNRAaPS6obCRIkSHjE0aMietaer830+NTUVGHnydLSUpSXlwudd+PGDa5UjIWFBd577z1cunQJ5ubmmD17NgBg48aNWL9+fafF0+joaOEOXRbRi8LOzk4odQMAU6ZMAaBWBnX3mY0bNw7r1q2jiP7q1au4ePEiLl++jPLyclIoPfXUU9i+fTuee+45LsUBw9ixYxEUFNQuomeeLz0NM2fOxLJlyyg91Vb/7+LiwtV30BasQzgyMpI7ImW56MDAQGoMZMNBALXj4uXLl/Hkk09i4cKFD9lMREdH48qVK9TRrA38/f0RExPzUEQfGhqKW7du4f79+4iOjoZSqQSgrvXIZDIolUrY2NiQuMHU1JRSlb169SK1jUqlQnx8PCorK1FcXNxuF5Oenk7RMOuMZTNdtcGVK1dw4cIFABASi3TEyZMnKW3THdruTtvyg8guvkddGexL0yZ1k5qaKtyqHRkZKWx5e/PmTSF5U1hYGBobG6lI+/HHH+Pq1atYu3YtkT+DNkRfVVWlVbHR1taWrBEKCgq4TOTY+75y5Uq3RN/U1ISamhpSE5w9exZz5szBhg0bMHXq1Ie+Jzc3N2RnZ3PPERg/fjwOHTrEdewfjSVLlqCsrIzkk1OmTMGgQYNgb28Pc3Nzsh2+ceMGjI2NYWJiAmNjY/pOWXczC35Y6i8iIqKdDW5raytdP0wenJubi8zMTEp7vP3223jjjTfQq1cvjB49mgKWgwcPUn2sM0yfPh3bt2+nwrFoYxKgJqirV68iJiaGGoTkcjkmT56MMWPGYNu2be3WVHh4OD755BONQ0uYtFOpVOKvf/1rt8dmZGSQasnY2BjPPfccIiIiMHXqVEpLzZo1S2OT1pUrV+ize+KJJ7o9tit8++23UCgUQvYUWVlZ8PLy0ur5ehTRs4KbNl70aWlpwmZmkZGRXF41bXHt2jVycdSE6upqGjjBVDoTJ07Enj17MG/ePCxfvpwu1nHjxiE2NlZYI6ttRC+Xy4ncc3JyuIieLcrNmzfT+2mLiooKnDx5EidOnEBRURENc7h+/Xq3u6CFCxfi9OnT3IqpCRMmYOnSpSgtLX3IQbMnYv369aSsOHPmDO7du4e7d++isrKSgpq33noLzc3NqKuro8IyoM7PNjQ0oKmpidxHAbXqY9++fWhtbYVcLoexsTHVMSwsLGBvbw8nJye4urpi7ty5AIB9+/Zx11naYvr06dixYwcNw+EtYjI57qeffopz587BwcEBX3zxBZdSR3R0Is/gHRcXF7pRent749atWwDUtSKmp1+wYAEyMjIwd+5czJs376G6RFlZGX7++WcKYrTJPgDA6dOnhUUgQUFBZAUiDJVK9Yf/AaACoFq0aJFq0aJFquLiYpUo5s+frzp+/LjQOUuXLlUdO3ZM6BxjY2PuY8+fP6967733uvzd7NmzVQqFQqVQKFSrV69WeXt7q8LDw4Vez7Fjx1RjxowROodh5MiRqpEjR6ouXLggdJ6NjQ39OzU1VfXhhx+qPvzwQ9XIkSNVLi4uqnfffVd17do11Ysvvqh68cUXNT5eXl6eavTo0UKvwd/fX3XlyhWRU/6o9d0tZsyYoZoxY4YqMDCQ601UVVWpqqqqVBYWFlzHt4WLi4vq/v37wuepVCrVmjVr6PrsDhkZGar169erAKjWrl2rWrt2rSoiIkJ1584dlb+/P/fzZWdnq+bNm6fxuKSkJFVSUpLG18Vw+vRp1enTp1Vz587t8pjGxkbVqVOnVEuWLFGZmpqqTE1NVRMnTlTt27dPdezYMZW+vr7q1q1bqlu3bnG/n7bIyspSGRgYqOLj44XOe+WVV1Tl5eWd/UrjOuyREb02ubP09PRut5+dITo6Gm+++Sb38SEhIUJbrRs3bjyUnmGYM2cO5syZQwqHU6dOIT4+Hu+++y6mTJlCedVhw4Z1GzXU1NSQ66coWL64oKBA6DxTU1P88MMP+PHHH/Hdd99R/nTBggVYtGgRbe3nzZsHAF3q5Bns7e2F7YfHjBmDkJAQTJ06Vei8ngb2WaWlpXXbXc3AJHempqbCBleTJ0/G1atXuZUvbTFhwgSaHtbxWjt69CgA4IMPPoC9vT02bdqEffv2tTs/KyuLGiJ5YGRkRCMnuwO7NrpzAm0LNqKwu5nMenp6eOaZZ9qZrEVEROD8+fOk0PvPf/4DQK0Cevzxx4VGeZ4/fx7jx4/X6DHVEbdv3xaSXreFpLqRIEGChEccPSqiZ5EpU6RERkYiKCiIpjMVFRWhuroaDQ0NaG1tJZWOSqVCdHQ03n77bRgbG9P5bKCGkZERzM3N2+nsra2tERMTAzMzM2496u3bt4Ui+ps3b5LaoiswS9/58+fD1tYWHh4eOHLkCDnqDR8+HP7+/vD29qZuurb5dG1z9MAvwzA0NeEkJycjKiqKHDsrKirw9NNP44knnsDf/vY3yld2bJDidewEgLlz5+LatWtcw5kBdUTPmlb+zGCRsaj6xt/fH+Hh4cIR/WeffYZ3331X6LkAdX2GqZqCg4Mhk8mwa9cufPnll7QrDgoK6jJSdnBwICUMD+RyOVdEz6513oiePaboNTN48GAMHjwYSUlJMDExwfjx4wGolTPLly+HnZ0dJk+eTDW28ePHd/lZ/PDDD5g5c6bQ8wOap9R1hx5F9Kyw9uWXX+L9999H3759MWzYMLoYAgICYGRkRKPTGJqbm3Hjxg1s2rQJTU1N5LNeV1eH6upqVFZWory8HPHx8URqzGPEzc0NLi4uVMjt168fvL294evri4CAgHbkFRQUxGUlypCUlCQ0mnDQoEHYv38/cnJyyOjo/v37uH//Pr788kvU1tbC1dWV1CkODg5QKpWorq7GF198QSkvptxg4wTZa9DV1UWvXr2gUqnQ0tJCk6fi4uJw7do1UmswJQgbGp2QkAAdHR0MHz4cgNoDZciQIfjb3/7W7Xti3iYXL17U6HMya9YsXLx4kZvox44dq9Ef/88AZ2dnACCTLF74+voiMjJSyCpk0qRJWLx4sZDCicHR0ZH8ZDZu3IiBAwfijTfewIEDB7jO19PTg0Kh4O6YFiV6tpY1gQkERDvJAfXNJDExEStWrMCzzz4LAPR3bm4url+/TrLLN954A0VFRRgxYgT57bPr88cff8SePXuEnjs5OVlrhQ/Qg4heoVCQlGry5MmIiIjgVlSkpaWhT58+lBPmwaVLl/Dpp59i165dSEtLo7ulUqnE6dOnsWXLFlhZWdEc13HjxuHWrVs4ceIE1+Pn5eVRlycPlEolSfB69+790EJKSEhAcnIy0tPTyYwsNzcX2dnZqK6uxj/+8Q8aP1ddXY26ujrSG7cdz8aIvrm5meR4TU1NOHv2LCwsLGBtbd3Og/+JJ57AG2+8AX9/f4oeL168yOUlz0y0Pv30U41E/8QTT+DNN9/kUmQAauIxMTEhv3TekY49DUzKl5mZKXTeoEGDuNcig52dHSZMmIAbN25wu6nev38fBw8exLlz5yi37+npyTUfuCPMzc1RVVXFRfQ6Ojok/+0OjLB5jgV+6dUR7SQH1PLMlJSUTiWOjo6OWLJkyUNDd6KiohAaGorLly+Tskcmk2Hs2LHw8PCgQBNQrwV2Q7W1tSX/HrlcjuvXrwub0rVFjyH62tpakte99957Qufm5uYKW7CygcWenp6d+uPk5OTg/v371K7/73//G4WFhXj++ecxd+5cGo3W1YIJDg6mCJgHSUlJ3fYBDBgwoNPiDZM5vv/++0Tc1dXV1Cbe2NhI0Y7q/3ti9OrVC/r6+qQpzsjIwL59+2Bpack10KN///5cEQmzpWWyvO4gk8na+XbwFLeYKyLQNdE3Nzf/oY1UWVlZ3eqyWWQt4mIJqOWBopbFAMikrCuiDw8Px5dffgkAOHz4MJ5++mmsWbMGX331FRHVCy+8gNzcXDg6Ogo9t4mJCRVDeSBC9GwXrwmseMvWmQiys7Mhk8mE+nX8/PxI0smKuytXrsQ777xDzVysPyE7OxuRkZHIz89HQUEBZR+KiopQVlYGR0dHnD59mgQIq1at4h5Z2GOI3sPDQ7gKzZCfny88azExMbFbi9LevXujd+/elH++d+8eXnvtNTg6OuIvf/kL5d6XLFmC5cuXP6QUCgkJEcpRp6WlUeepCOrq6mBtbQ07OzsuLXxbMJ/ygoICoeHobm5uQvnC4uJiruOmT59Ok6x4opdx48ZRd+fSpUuRn5+P9PR0REdH4+bNmwCA77777qHh2b8ngoODuyV6JycnABD2HRo4cCDS0tK4UyEMjz32GKUfmSHchQsXcObMGZw+fRrPPfccXnjhBQB4SDnDfJiampqQkpIiTPS8ShoGHqJnXaO8ET276fPm9NsiLy8PTk5OlG4TQXl5Oa1VVtNgHMOjtjIwMEBcXBzCwsIoPWRra8tt2CepbiRIkCDhEUePieh1dXWFh2cw5OfnCw8eSE5OxrJly7iPj4iIwPTp0/Hee+9hy5Yt+O9//wtArSE+cOAAVq1ahbVr11JkHxkZiVWrVnE/flZWlnCBDFBH9No6NYpuexlkMplQTnnkyJEoLi7W6Bk+ZcoUSvNMmzYNFRUVSE9PR2ZmJtUl8vPzUVhYiKKiIuTk5CAyMhKAWslQX18PLy8vDBs2DIsXLwagtl/4I7F8+XIsWLCgy9+zFJWZmRnKysq4u8J79eoFLy8vxMXFUfe1JsTGxiIuLg6pqalQKBS0i5s9ezbee+89WtNdge1M3N3dkZGRIaRAA36x1e0K6enptFPMzMxEYWEhXnnlFZSXl1OXLHNy7NWrF/T09GjtK5VKbNq0Cba2tnB0dKSo283Nrd2OinUi8xZv26KgoECrea2AWrHHVG683xdDWFgYhg4dCnNzc0yaNImUPSIF3R5D9DKZTOtcamFhoTDRp6amco1vY4iKiqJ2aHNzcyLxVatW4dy5czh8+DAOHjxISpDo6GihBq7s7Gzh9BOgJnptvIGAX7axTIkgApHXOmTIENy/f79LSVl1dTVCQ0OhVCrJ5OnOnTtISkpCQ0MDnJ2d6QJzcHCAnZ0dvLy8YG1tTU08//rXvzBt2jStjap+K+zduxcjRozQ6DvPBoWL2H94eXlBqVRixIgRyMnJQWpqKgB1EBMfH4/Y2FhERUXR+hg5ciTGjBmDgIAArFq1CitWrNDqPTk7OwvXFAC1QqbtWgsMDMTdu3cRGhqK6OhoJCcnU/7b1dUVjY2NMDQ0hL29fbt5BLq6ulCpVDRdDVATaXNzMyIjI/H9999TIMJGhXp7e2PQoEFUxxIZU8hQWFgonB5luH//vtA0q7a4ceMGRo8erdW5DD2G6HV0dLSO6IuKioSnRGVmZgr5pMTExOCtt97q9Hfz5s3DvHnz8NNPP5G3dF5eHg4dOsTti8NrLNYRDQ0NWhM9KyRrk6+0sbHhitIBdUEqPDyciP7u3bsA1Av49u3buHfvHszMzODn54eKigoAwNq1a+Hh4QF3d/dun4MVCKuqqnocyQPq3PG+ffsoDzt69Gj07t0b5ubm0NPTa1d0Pn78OLy9vdHc3NypRLisrIzqHYWFhYiLi8OZM2fwzjvvwM3NjUzB+vfvj/Hjx2P9+vWdBhvZ2dlaTyoC1Lll0W7qkpISFBUVYevWrVQbamlpwYgRIzBkyBC88MILGDBgQLtCp4ODg8Y+FIYDBw6083VnO4C0tDQkJycjISEBsbGxuHPnDgC1gGPMmDEYPnw4RowYQeq67vLvZWVl3CNBOyIkJERIFdgWd+7coR2qtugxRP9rbGaLioq41CLAL9NxRA3QEhISNEboU6dOJQnayJEj8cMPP2D37t147bXXuiR8toVsbGzUqr351xA9gzaFSgsLC5SWlnIRvbe3N3bv3o3c3FxcvnyZJG4TJkzAk08+iR07dpAyYfr06QDUPRM8Q1iYhDUkJESr4cy/NZqamjBixAi8/fbbANTb8Li4ONTW1rZLH1RWVuLWrVvIz8+HgYEBpSSMjY1hamoKd3d3WFlZEdHY29vj6tWruHnzpsaUS0cMGjQIn3/+udbvyd7eXuONoqysjCYvXbx4ET/88AMMDAwwbNgwmlT12GOPddu4JBKAsMIyAytQ+/r6tlNkMaO1rVu3YuXKlQgLC8O+fftIFunr64sRI0Zg1KhRGDVqVDtHzbKyMmGbFfbaQkNDsX37duFzAbWVM+8Nryv0GKKXyWRaR/QlJSXcRM+2nJqsSDuC16WO5Rj9/f1x4sQJ3L17F3v27MHf//53AMCrr76KdevWEamzCE1bF8b6+nqtmj8A7QiewcTEhHT7neHcuXOUH79w4QIaGxsxbdo0HD9+vNscJSPuoKAgLqJnEtaupjj90WCpCtZH0FU/wWuvvQYnJyciQR7k5ORoRdhs9iyLekVUO4B6N9fZOMHGxkZ8++23OHv2LPm5AGpP/m3btmHDhg1Ys2YNd45ahOh5nS5Z971MJsPzzz9P7rFshxISEoKQkBAcP34cGzdupFQamxLn4uIiNBIRUNfr5HK5cNaBcUl9fb3wrI2OkFQ3EiRIkPCIo0dF9NpGpsXFxdyzYpl6g1cLy4o6vE0SrPmB7RjYFpAVyg4ePAh7e3s888wzWL58ORWRtXWla2pq0vpzYykUEec9BrlcTs0vrCB29uxZnD17FmfOnMETTzxBzp07d+6Em5sbtmzZovFxWYR+9uxZLt9z1qvAOmR7GngL3ba2tsKDv11cXGi9iaB///6khQcg7HFuZWVFg7vPnTtHjXdnzpzB6NGjMWfOHOzateuhASUiM04BsR0nW4OawHYvHRu3WH1s1qxZ7XZdYWFh9Pe1a9dw6tQp7Nq1i9JB/v7+8Pf3pxRRZ6nM6OhorXzkQ0NDAXQ/Z5oXPZboS0tL8cUXXyAlJYW2cEyCqa+vD319fZrCk52djWvXriEtLQ12dnbUhNJZcZM1pvBKGdnwZt6tE3v8js0k7Eaxe/du7N69G9988w127NhBX6aenh73mMK2aGho0JroWY5Ym+EJVVVVOHLkCN566y0imzlz5mDp0qU4derUQ8fzqklYjWPz5s1cx7PX7uDggLy8PK2US78leIneyspK2LSqb9++aGpqQkZGhtDUJ5bzZ2tblIRiYmKQlJQ2tFaXAAAYUklEQVQEY2NjjB49moqMO3bs6FZ+2NLSIlSHEyF63vRTV0TfFVi6ZciQIdi3bx/27duH8ePHU2ARHR2NmJgY/Pjjj4iLiyMxwYABA9C/f394enri1q1bcHJyokHmvGlaZiL4v7D36DFEr6urS4T17rvvYvfu3XjxxRfh4+NDP29ubibTsvr6+nYt/zdu3MDJkyeRm5tLZGtmZgZXV1f069cP/fv3h5eXF+muefNljMR4dwDMc1vTiMJFixZh0aJFNCt1w4YN2LdvH6ZPn47HHnsMEyZMAKDeEQwZMqTTSKGpqQlNTU1a1zba3kC7Qn5+PkJDQxEUFEQTee7duwcbGxu4ubnh+PHjXLsdZ2dnrqI5+71oe7+vry+USmWPI3pevbaVlVWnee/uoKuriz59+iArK0t4vB/vbqC0tBQXLlzAuXPnqLg6fvx46OjoIC0tjasYzyBqR9ETiL4tqqqqYG5uDplMRtd3x+uc3diVSiVSUlKQkpKC2NhY5OfnU/0pKysLpqamcHJygoODA+3qmceNra0t7O3tERgYCEBtIvdr0WOIvqqqioZtvP7666irq+Pe5u3du7ddFMkuroyMDKSmpiIpKQlKpRLXr18nb5RTp07hzJkzGDx4MAICAiiS7FhVFy3eMitW3guALea+fftS8TIhIYHapf/zn/9g48aNZKbUr18/uqjt7OxQVlaG+Ph4hISEkLzQyMgIcrmc5HuM0JuamkiuV1VVhaioKABqMt+5cyeysrKQkZGBxMREAGoJmr+/P4YNG4ZRo0aRrw4zXZs9ezZ3Sqt3797IzMzkLpoHBAQIRaoBAQGIjY0V3hH91uCN6JmKSRS9e/fWStPet29fSmO2xa1bt8hJ89KlSygsLMSsWbOwYsUKWp/JyckYPny4sJz1tyR63uE7jOg7qnR4UF1drTHFyt6fj48PeT199NFHOHr06EMpmNzcXOTl5VFwWFRUhKKiIkRGRiIzM5PSRmvXrsWePXvw1FNPYd26dTToRwQ9huiVSiWRG29Oim2TOqYFWITr4eEBDw8PzJgxg37HtNxLly5Fc3MzwsPDcfDgQYSEhNA5o0aNwujRozFu3Dg8ePAAALin8rCojHd7xm5KbS+AtgZmL730Ev28tLQUKSkp5F2enJyMuro63Lp1C1FRUaSCYYZmzc3NUKlUlINnsj0TExOYmZnR49TX18PCwgL+/v5wd3fnaiRraWkRyu07OjoiOzub2//Hz88PkZGR3EQ/dOhQnD59mvv1/F7gJXqFQqEV0Ts6OgpNbmJwcnLC999/DwDYvn07rl69ijt37mDq1Kl0vZw4caJTDyQjIyPU1dUJpw1/ze5TE0xMTNDS0qIxDcleryjRNzQ0cBF9R6SmpqKmpqZLx8uu/IIuX75MqbywsDCkpqbi+PHj6NevHymFPvjgA+4bZ48h+vHjx3MXVBlYQUjkDsdkVKNHj0afPn1IP8vSQMHBwbh79y6OHTuG1atXk565ubkZhoaGGiNG1nHHuyBYtM2ze7G0tMTw4cOpYFlcXIyDBw/i7bffJv25CFhxNDMzE2vWrBE6lw2r5oW9vT3dNHng6+uLqKgo7iaTkSNH4p133qH/s0aquXPntnPF/L3B21ikUCgocBGBg4ODxoHfbExjcHAwgoKCcPv2baSmppKGfdasWdizZw93rt7IyAhNTU3cRmIMzc3NvxnRGxsbo6amhnuXIUr0dXV1aG1t7XYEYWdgHfiivS5xcXEYOHAg/d/d3R1btmzBli1bqDHM0NCQgjlNkOSVEiRIkPCIo8dE9NpYILAISCSiZxK2jq3M7E49depU8nuurq6mKEdPTw+vvvoqSkpKMGPGDPK9mT17djtTMZY+EW1C0QYtLS2/KkpiBSlthos3NjYK5Vvt7OyEVCUDBw7Ev/71L+7jFQoFEhMTERMTg48//pii2KqqKq1VSf8LMEtZTTA3N6cdqgjs7e0RHByM6upqxMTEAFA36ERERCAsLAyRkZHtJoNNnDgRf/nLX5CYmEg1l9dee03oOeVyOQwMDIQj+l+jENMEIyMjVFdXc0f0otdMfX091b5EkJ6eLtyFD6ht1LtS+q1fv77d3zzoMUSvjQUCI1WRvBkjep6tlImJCXmOHDp0CDo6OoiPj8eVK1eoI/HZZ5/FrFmzMGfOHMybN49eEy95sjw307SLoLW1lSsv2RUY0Wuj4a+vrxf6vmxsbGg8Ig8GDBiA2NhY+j/rfCwoKEBhYSGKi4upeAWo1U7GxsYYN24c3n33XXzxxRfcz/VbYvHixTA1NSVXzq66Qs3MzFBdXY36+vpOyaS6uhoZGRkkiUxKSkJiYiICAwORlpaGW7duUW3L19cX06dPx+bNm7uscZSVldFnV1tbS1JlHsjlcujr6wub4f3WqRve7lgAQu8XABmsiSIzM1Mr24Tk5GQun3pe9Bii19HR+V2IXnSEGLsY2Hne3t7w9vYmyVN1dTUuXbqEixcv4s0336TF9q9//QtPPvmkxsLmrzEWa2lpQWtrq9ZEzz4/beyRGxsbhS5aKyurLhuC6urqkJqairS0NJL8ZWVlQalUYsyYMcjLy6M5tjo6OrC2toatrS1sbGxoZ9a7d2/4+Phg+/btpN7qCWhtbUVhYSHN+2xpacGUKVOgUCjQ2trazrxMX18fq1atQl1dHeX28/LykJOTA4VCQVJhQC0amDp1KkaMGIH9+/eTgooX1tbWtIMoKSkRIj62+xYl+sbGRuFcdUFBAWpqaiin3tTURINk2KQ0QP05p6amwtbWFmZmZhqvc3Zj4N15NzU1aeUplZOTIzRpjiE1NVVYMtsdehTRixIWIyre7VpjY6Owp4ymm4+JiQnmz59PowVZJF9ZWYn58+ejpKQEs2bNogu9o9cJe8/a+GMD+FVEz1Jf2rg+NjQ0CBF9a2srUlJScOjQIZJvJiUlITU1FampqXBycoKLiwvJWPv06QMbGxusXr0aXl5e1Pxma2vbZWS1c+dOpKen9yiib2lpgaGhIc1YDQsLw08//USKJxa9GxkZwcjICD4+Phg4cCBpq5nWuitERkZyT/BqC0tLS7oWysrKhG/2enp6wsFJRwO+wsJCpKWlISsrCzk5OcjNzaUbelFREWpqajBmzBjU1tbSZKrGxsZ2RM+uz6amJgQHB8PS0hImJiYU/CkUClhaWsLKyqpdYCCTyRAaGopBgwZxi0C0mTObm5tLDZwi52RnZ2s1yaor9Bii18aPnhE9byW8rKxMKJ/f3NwsfGNgecvt27dj+/btqKysxKVLl6hNfNWqVbC1tcW0adMwZcoUSt1oE9EDaq2xNgsQ+EVppG3qpiPRFxYWIiYmBjExMYiLi6PUi1KphL6+PiorKxEREUFR6bhx4+Dm5gZXV9dOX0NERAQ8PDy4IyJ3d3fhyPa3RkdFxJAhQ7ps1jt58iQmTZrELeUF1IRdWlqKyspKoRu2gYEBXQvaqH1kMhl3upH545eXl+Oll16i9FN6ejqysrLQu3dv2Nvbw8HBgfpP/Pz8EBgYiA0bNsDIyIgid319fchkMujo6NCQe0Ddb+Lk5ARvb2/U1NRQWrKyshKVlZVITEzE3bt3Sf6cm5uLSZMmwcrKCvb29iRzdHJyQp8+fdC7d284ODhQp29ra6tW6VURZ12G7Oxs9O7dW/gG0R0k1Y0ECRIkPOLoMRG9Njl6UdVNeXm5UEQvMtqNoeNd38zMDAsXLsTChQvbPe7169fx3XffUdNKdnY25syZg1GjRmH48OHUWMQTbWsb0Yukvmpra6FUKgGoI/Tc3Fy8+eabyM7Opp97e3tjwIAB8Pb2xsSJE8mD39PTE/r6+rC3t8e///1v7tfn6uqK1NRUah3XBBcXF1y8eJH78X8PiESBmqyfOwNbn2VlZcIpOLa2tInoO1tzWVlZ5P0SFxdHNhZKpRK2trZoaGiArq4u9Xw4OztTasrW1vaha/Pw4cN45ZVXuF5Pbm4u9PX1SUnUFdgudvHixXj88cfh7OyM/Px8Shnl5eUhPj4e169fR2FhIdVKamtr0dLSgiFDhpBNAaAWGbA/zLoA+KUZqrq6Wlh7n5+fDzs7O62v687Qo4k+Pz8fCQkJ1ISkUqlgZGQEhUIBKysr6gjkrWqXl5cLEXdFRYXwxcNTsLGwsMDTTz+Np59+Gs8++ywAtZ/Fvn37cP/+fVy+fBk7d+4EoDZNam1thaenJ/r16wdXV1fKY8vlcrS0tKCkpIRbOaFSqVBVVYXS0lLK7bKuO1b4Y46dmZmZlEt2d3dvVwjU0dHB6tWrMXXqVO7Uj6h8sG/fvkLujM7Ozp229f+RECF6MzMzYaI3NTWFQqFAeXm5cE6XrW0RtQqgvi7q6urw+eefIzs7mwy+4uLi4OXlhQEDBsDT05P8mtzd3eHi4oLBgwcL3ehFiM7e3r6dSqsrMNINCAhAS0tLl+MtATW5s27lsrIy+Pn5YfPmzSgpKWn387S0NISFhbUTDeTm5kJXVxd1dXVYtmwZXF1d6eZgaWkJa2trWFpawsLCgjiJ1RJEA1Ie9Biib9tOf+DAAXzzzTcIDg6Gm5tbOyKpqalBZWUlSktLKT9naWmJkydPUn6NVavd3d3h5eVFNwLRD7CiokI4fy0qH2PHNzU1wcXFBS4uLl0Ok05PT0dGRgaZtsXGxqK5uRn79u3DoUOHKC9ZX19PFgjALxeMvr4+jI2NYWJiArlcTos1KSkJcrkcLi4ueOyxxyg32KdPny5tDg4fPkwDi3lhZGQk5Hfi5OREYwd5YGtrK9R9+3tApPZiampKEacIGNGLgsfgKyEhAaGhofQHUBeUm5ubkZycjBEjRtBu1dPTEx4eHp1+v4WFhcK5ahGLDRcXFzJd48HgwYM17v5YgRxQq7qcnZ0xfPjwbgvXrCZTUFCAoqIiLFiwAPPmzYO9vT0FrKWlpVAqlSgvL0d5eTn9vLy8HKWlpSgrK4NcLseUKVMAqG9KEydOpN4dbdBjiL64uJgijFmzZuH111/H8OHDH7I9bW1tRVVVFSoqKvDCCy8AAGbMmAEnJyfk5+cjNzcXN2/eBKAmI6VSiT59+sDHxwe9evUi3+qEhATyk+kKIvIr9tpEFTBsB8Bkdt3B1dW13e6loKAA+/fvx/bt2xEQECD0vDk5OThz5gwAtYlcZ54m3UGbyVZGRkaoqanhvjnY2NgIe7Rro0D5LSFivWBmZqZVGsXc3Fyr8xiJMXlrWFgYwsPDaUxgREQE9PT04OfnB39/f2rQGTBgAAICAvDNN99wSw5zcnK6tTDuDCIRfb9+/SiFyIORI0fivffeE3o948aNw507d2gX3hnYzcne3h729vYYOnQoXFxciKt48Mknn+Crr77Cyy+/DEB9Y/3b3/6GN954A++//36XgWB36DFEf+/ePfJf7swAiEFHRwfm5uYwNzenLecTTzxBTnEdkZmZCaVSCaVSidOnT9PWfsKECWhuboaPjw+GDBlCeeBRo0bRgqyrq9OqSUIETF7H5GMiYItKm8EhlZWVdFMS3bU0NTWhpqZGuOlEJpMJdVOKNsEA4mmI3xoiEb22kbmFhQX3eQUFBTQuj9lOX7x4ER9++CEN0GADX3x8fDoNhnJycmBrayukK09PTxdOLYmsa2traxo6zgM7OzuUlpZ22aDWGRYvXowDBw50S/QdMXToUERGRgoRvaenJ8rKyvDkk08CAJ588kls374dt27dwocffogvv/wSgPp7470ZSqobCRIkSHjE0WMi+hdeeKHbSL4zsMab7s5zdnaGs7Mzpk+f3q64unHjRqSmpiIuLg4hISFkabB27VqYmppi2LBhMDc3F7KO1dHREY7MWWpIm9ysTCZDr169tIroS0tLqUdA1DW0uLgY+vr6wgWjxsZGodSWqBUy8PC0LF1dXWqw+SPA6ik8sLW11ehE2RksLCwoz8uQlpaG2NhYhIWF0U45LCyMUjF+fn4UYc+YMQPvv/8+9/Pl5OQIR+dpaWlCVgCiXbeAunjfdl1rwvz58/HNN9/gxRdf5Dp+2rRpWLhwoZBlxOTJk8lWmBeTJk1CaWkp+dGzvouxY8di7NixNBdAV1cXKpWKa233GKIXlSBlZmZStyRvca+0tLRdW7G7uzvc3d0xZ86chx47JiYG3377LRWgTE1N0a9fPwwZMgT+/v6UEw8ICGi39RMlJvYeWGOHiMqHNY5oQ/T5+fnUJCJaQE5OTm5nocqDhoYGVFVVCTWgFRUVCd+EHB0dkZubS3bSjY2N/1OZmiiUSiUuXbrEVUhzcnIiUtaE7OxsxMXFISEhATExMQgKCiKlVnV1NTw9PeHr64vhw4dTLnrgwIHt1hdTnPDMH2iLlJQU4ZpOVlaWUB2J2XuIwNvbGzExMRg/fjzX8XPnzsUHH3zATfQAsHLlSnz22WfYsGED1/E+Pj5wcHAQHhM6b948GgDTscGOpXREPp8eQ/SievV79+51aRDVFSorK7kq/2wXYGtrSxJO5m8eERGBW7du4fDhwwDU8zOjoqLg4eEBHx8fskD45JNPMG3aNI3OdYxk3dzckJaWJjS/U1dXV2uiT0tL456D2xGBgYGYNGmS0Dk//fTTQzdUTYiLi+uSUCorK1FcXEwTvRISEnDlyhXk5ubi7bffpt3eH40hQ4YgIyODbAwWLlyIcePGwcbGBr169aIifE1NDdLS0hASEoKdO3fSuktOTkZqairS09NhbW1NkbSrqyuptIYMGYLW1lYcPXpU6LWxXaRo93doaKjwnNn8/HyhsYMqlUqY6L28vBAXF8dN9OPHjycJKC9eeOEFLFmyhJvoAXWWYP/+/UJEv3DhQrzxxhsAgL/+9a9Cr7Ez9Bii5x3VxxAcHCxM9Gx4OC/kcvlDaobBgwd3OQ+2ubmZyKy4uBhBQUE4ceIEMjIyyKI3JSUFBQUFcHNza6dNNzMzw1dffQVra2tudYKRkRFF9aK4cuUKli1bJnweoJ5+88033wBQF5FZU0lJSQlJxiorK6lAWFZWhr1792LixIl48sknSc7HzKrq6upIEspSX/X19aivr4eBgQH27t1LKS5ra2t4eHjA19cX/fv3p3TAwoULERISgsDAQO4pVr8H6urqsHbtWmoeA9Sy3YqKCqhUKtoNmpqaYs6cOTh69ChmzZrVpbigM1RWVtIsZBEwohfdNSUkJJD0jxfFxcVCwZyenp5wGtTT05MUQ7yYNm0afv75Z+6bg4+PD6qqqqi/g8d4bPbs2Vi9ejVdJzwcNHnyZPK/un379q/2b+oxRC8aXQYFBWHRokVC56SnpwsNj7a0tKQGCB7o6urS6L+vv/5a6E78+eef4+eff+6U5CsrK1FWVkYEyi7QmpoaNDQ04Ny5c7hx4wYtjJaWlnZ5aXYjYE1p2dnZiI+Pp+OPHz8OAwMDGBgYwNDQkJRG7N+GhoYwMjKiKVTr1q2j1ymXyynK7Cpv+9RTT+Ho0aNCEf2oUaOwZ88e7pt5QUEBoqKiehTJA+h0zB9TjXWGl156CYcPH8aePXu4n2PcuHH46quvhF8b830RibQBtSaedYDyQtRnSiaTcUmO26Jfv344efKk0DkTJkzA9evXuYkeUMu/2ZyBV199leucFStWULMYm+ymCex6O3r06K8mekl1I0GCBAmPOljV9o/8o34ZYtDmnF69egkdX15errKyslJZWVlxnxMVFaWKiopS+fn5CT1XWFiY8DkqlUplYGCgqqioEDpnwYIFqmPHjgmds2vXLtWmTZtUmzZt4j5n27Ztqm3btqm2bt3Kfc7kyZNVkydPVt25c0fo9eno6KhaW1u7O+RPs7ZF12lra6vwOSqVitZ2fn6+0Hk+Pj6qmJgYoXP69u2rys7OFjpH9LPLyMhQubm5CZ0TGBioGj9+vNA5P/zwg+rxxx9XPf7449znREdHq7y8vFReXl7c5zQ3N6uam5t5vluN67CX6g+SnbXF/38joucIS+a0PQcQ63D8Nc/1qJ0DiH12v+HnLV6x/h9AWtuP7jnAn2dt9wiilyBBggQJvx2kHL0ECRIkPOKQiF6CBAkSHnFIRC9BggQJjzgkopcgQYKERxwS0UuQIEHCIw6J6CVIkCDhEYdE9BIkSJDwiEMiegkSJEh4xCERvQQJEiQ84pCIXoIECRIecUhEL0GCBAmPOCSilyBBgoRHHBLRS5AgQcIjDonoJUiQIOERh0T0EiRIkPCIQyJ6CRIkSHjEIRG9BAkSJDzikIheggQJEh5xSEQvQYIECY84JKKXIEGChEccEtFLkCBBwiMOieglSJAg4RGHRPQSJEiQ8Ijj/wGEAPKdPY8FSgAAAABJRU5ErkJggg==\n", 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c0KcH04+6gUNv/QobDNqUlgXvpbm6RHzN4hD/AOAz5L1KupYtgW8A44D+wKL0V1mTt1n7ygFgGRhb/kGrDv4MjG2PLgW9mc2O/s+TdCeh1WyupMFmNkfSYGBeAjoTRb178/B112UtoyYeuPEaPv2vX0YpBn2j+toTeDxrETUygdAiMSXl9TSSt2tCNkfGdjr462VsB9TcRi+pn6SNSs+BI4GXgLuAM6LFzgD+0lWRSdI8dCveO2XPrGXUTCutvPO91Wmuokcj+joIOC5rEV3ASL8Pr1H2WSMWqDk31ijTW2mB+nbOVqTmNnpJI4BSu0czcIuZ/UzSpsDtwMeAmYShWu+3V1bao26aRwxn/kGD4cQFPLb7LfRWz9TWVS+O/dRJ643FT4IHbfyLrN1uu+Rr2of4WxKqo18C/oUKh6cN0EZfzjZaf8h2QkwCTiSBfTZJXysW1KGxjcE6tf1tSMvYdNvozexNwkFJ+fT3gOzHSkb06NOH6V8awsvn/Taa0vghDzDwurnM+tne9L4n8aGXKyttOHnztRchA/47ayEJcwPw78ATKZSdt322YsgXyNjS5xOka2wVNOhvZXWoZy/ue3MiMDFrKYlz8/CH2XXHnRl8T9ZK6k8zsCJrESlxGPBHMsuDutDm4UBBjTVAGRtbyGvdTBu7F39753nun/m/WUtJlUvP/SNNm2Rz9mwWXEXYaVZlLSRlLgE2zFpEwrTblt0NjDXALgHLyNjC1OibNh6ABvTnnif/CjyftZy6cOKGH3L9zsPQhPyfrV4r/aLH3KyF1JERhGsRvJSxjqSoGO7d2Fh7Kd0rNlSiEDX6pu235dWf7RiFfPehxVp55zvFrQYNJdRuu1MWQLhO1nezFpEmbmzdxwk0fI3+uCkLuWCTP2UtIxOa1IMXRv+BY2nc4aJt8RLw8axFZEQP4DTgzIx1dJWKYebGrjF2nc7aOqy6IenRty/LPj+aCzaZmbWUTPnD4pxdVKOL9AYOpvtmQYnXsxbQRdYLeTc2kJGxDRv0jBzGY79J+XLCDcCZ/XNxEmNiDAUezlpEDtg+awFJ48YGMjK2IYO+aeQINrt6Ni3WIFf9d6piK+B6GuZeDk61uLHtUo/2+oYMet7/gF8MvY8mNab8JPnB3F2zlpAYi4DRrL9R1qvjqqvrSVJn/e5AUAfc2LVkZGxjJuWq1SzrwuWVi8STC7bJWkJitACVruJTr6FoXV1PkjrfSbCszHFj15KRsY0Z9M4aFizpl7UEJwU+zFqAkw4ZGduQQd+yaBFjtj2MV1Yuy1pKplw67xMM+fzLWctIjGXAJoS7YtSLPB4XPsPaS0kWAjc2kKGxDRn0ALZqJd8cvj8ftn6UtZTMOHSj4oR8iRZgIPW75Em9z1CshsFZC0gDN7ZNY30cfRXsefu3mLxyedYyMuGy734lawmp8XMg1Xto5ZhTsxaQJm5sJjR80G/37Yl868tfZ+Lylqyl1JX9XvgX+k8s7sliPwGOovudJT8emJy1iARos5bqxmZCw18CAaD5oUn8aES4X/Hrf9gDa+nBxMN/xeZNxe2o7H/MGxUHMhSJSYR7UEC4PHkrcDbQt9oCRD7battC8IWsNSRIKezXs6DLxjYgFYytZ+tSIYI+znanPUePfv04/Gvf49lv/ZqeaspakpMA5wN9gBeAawB3tSB0U2Pr3YVQuKAHaF26lCH/9wkOmXkeS4Y08cKFv+34TQ3ECivuFSvbYznhRj0zCf1av89WTuIU9QitwwOrbmZsFv3ENd8zNknSvmcsQPPwj/HWiUNZNriVEw5+iv/a8rlU15cWLdbKcdvuT+vydDqgH7TxVd2DshrSvmcswBbAZwiXUjmacALmemS/iXdIq2ADYGV6q8iNr1W9uSpjG4BWYANQesame8/YRmP1jLcYcsVbANx78f781wWNF/RvrV7CwX/7FjusbjztaTGXcBmV0vNGzIPFwLWEEYjdgTbb7uMUyFjlwNhuU6Mvp2mnkdz7jzvqus4kOGrI7qmW32g1+nI+RmgBWIfsN/EOUfrH87n0teqCKhqbb7TmT6pU5WvDD6+smTnz2O6PX+Octw/IWklVLGhZyk5Xn0ePPn2ylpJr3gMuBR6LT8zjyTMRHwHfEPTKWkhGiCrtqWhsftFHwDfIjbHdtkYfp8euO3Lf/bdmtv5q2O2K8xj8u0nYinRPLWz0Gn2cEcAbpRfZb+YVORO4RXW5L3bD+drmStYxNlva/JE6E7iFehjrNfpqaX1xKrtcdR4/mp/f29/UI+SLxnTgXOBZyG2tvk4h35Co7LGGdYzNiaZy6hPyVeNBD2DGVv/5BM8cNZTtxn01azUVsVVFHXyXHkbo5DwC+FHGWtoiB/10DcOagDXQtaA6GFt1sJeTM2M96GOsfncu235nIgtalmYtBYDblwxgxANns993vgqtOdtyGoiFhDPv83L5uzeBXwHH4Ddd6hILQT8J7eHlgZzUo1Pk2FgP+gp87pvf5rPTjs5aBhc+fCIjz5xE/3ETs5ZSCI4D7staBHAnoZ/u/qyFFAU3tkM86CvQ709PseLQ+Ww/9muZaZi8cjmDJnab0xzqwkMKmfD9DDW8B0wovchpv0HD8RA5MzZ/+KibKljyhdEs+tJiHt/7Bgb02CDVdY1dtDnXTD+IPlcNpNf99b/BZJFG3bRJpOoI4DTgJKB3yqt8jXA5l18AEyGLkC++ryUyNbbuVOWrB30nWP6ZfTjlirsZMyD5Gz9OWN7K135zPluPf5vVM99OvPxq6RZBD+uM3TsIuA7YIYXVvAtcAtwNzCtNzKYm3z18jVN3YzMhmaCXdCPhwGieme0STRsI3AYMB2YAJ5rZQkkCrgKOJdxA7Ewz63AQVKMEPUDziOHM/vQQlu63jFcPvpEmda3164FlPXlm2QjGz9idzT47NSGVHTPFnmEBc+hFb/bTkQCsspU8wl2LCJvuDLroa64DoUzZYOBw4EDgHLrepjkLWAC8AnypfGY2Qf88QdJwuuhtrn0tp67GZkJiQf9JYAnw+1jQXwG8b2aXS7oI2MTMLpR0LHABYaMZDVxlZh1epaKRgj7OimP25r1derJk29Ucv/ezHNL/VUb1fpehzRu2+75t7v8KW9/Vg56LW+jz2lxWvz2rTorXstDm00QzU3h6TdBPs8nM5LXZZjY0CV9zHQjtKNsP+DgwklApHAxsBnR0d4NfAn8GlhLO1p/f1oLZBP1c4JdJ7LO59rU9Ujc2E5JrupE0HLg7FvRTgUPMbI6kwcDDZraDpGui5+PKl2uv/EYN+kbnI1vK80xYE/RP2P0sY8lkM9stCV8bIhDqqTDbztcVwDZJ7LMN4Wv3IdUzY7eIbQjvEi4qCrAVEG9gnhVNWw9JYyQ9I+mZVXW7Y7DTHiuDD6Xz+brsa1o6nZpo7so+6742Nl0eXmnhkKDTv/Bmdq2ZjTKzUT1T7xp3OksSvqYgK3nqVcvO0VDKWrxtOF+ddag16OdGh39E/0v9zrOBrWPLDY2mOQ1Ar/CD2xO6ma9ph3A+Qn6177Pdl1qD/i7gjOj5GcBfYtNPV2Bf4MOO2nGd/LAZQwA2jV52L1/TCuN8hDzAB/g+223p8NRLSeOAQ4BBkmYRLiN0OXC7pLMJ/dAnRovfS+i9f50wVOusFDQ7CfCiPcVC5rOKFTxm9zCCnRnGDszktf6SptEdfa3q1kedLCs/zAE+5fts98RPmHLWoducMNUexQx697WY+D1jHacmykO6mljLX7A7zho86B2nIzzEnQbHr17pOI5TcDzoHcdxCo4HveM4TsHxoHccxyk4HvSO4zgFx4PecRyn4HjQO47jFBwPesdxnILjQe84jlNwPOgdx3EKjge94zhOwfGgdxzHKTge9I7jOAUnF9ejl7QYmJq1jjYYBCzIWkQF0tI1zMw2S6IgSfOBpXSv7y8J0tDmvmZPZr7mJeifyetNh/OqLa+6ysmrzrzqgnxrK5FXjXnVBdlq86Ybx3GcguNB7ziOU3DyEvTXZi2gHfKqLa+6ysmrzrzqgnxrK5FXjXnVBRlqy0UbveM4jpMeeanRO47jOCnhQe84jlNwMg96SUdLmirpdUkXZaxlhqQXJT0v6Zlo2kBJf5c0Lfq/SZ203ChpnqSXYtMqalHgV9F3OFnSnvXQ2B558jXSkwtv3dfE9bivVZBp0EtqAn4DHAPsDJwsaecsNQGHmtnusfGuFwH/MLORwD+i1/VgLHB02bS2tBwDjIweY4Df1UljRXLqK+TD27G4r0njvnaEmWX2APYD/hZ7fTFwcYZ6ZgCDyqZNBQZHzwcDU+uoZzjwUkdagGuAkyst577mz1v31X2tt69ZN91sBbwdez0rmpYVBjwgaZKkMdG0LcxsTvT8XWCLbKS1qyVv32Pe9EC+vXVfa8d9rYLmNAtvQA40s9mSNgf+LunV+EwzM0m5GI+aJy0NQkN4mxcdDYT7WgVZ1+hnA1vHXg+NpmWCmc2O/s8D7gT2AeZKGgwQ/Z+Xlb52tOTqeyR/evLurftaI+5rdWQd9E8DIyVtI6kX8EXgriyESOonaaPSc+BI4KVIzxnRYmcAf8lCX0RbWu4CTo968/cFPowdMmZBbnyFhvDWfa0B97UTZNmREnVEHAu8BrwBXJKhjhHAC9FjSkkLsCmhx3wa8CAwsE56xgFzgFWENryz29ICiDAa4g3gRWCU+5pPb91X9zULX/0SCI7jOAUn66Ybx3EcJ2U86B3HcQqOB73jOE7B8aB3HMcpOB70juM4BceD3nEcp+B40DuO4xSc/w+PVuuEGh3LoAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mapping, mapping_inv = register_dipy_smooth(img_static, img_moving, 10.)\n", "_= regtools.plot_2d_diffeomorphic_map(mapping, 10)\n", "img_warped = mapping.transform(img_moving, 'linear')\n", "nb_utils.show_registered_overlap(img_warped, img_static, img_moving)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Register: **static <- static FUZZY** image" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating scale space from the moving image. Levels: 2. Sigma factor: 10.000000.\nCreating scale space from the static image. Levels: 2. Sigma factor: 10.000000.\nOptimizing level 1\nOptimizing level 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "('optimize took:', 0.3360099792480469)\n" ] }, { "data": { "image/png": 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FyNXcxHkSUYNTYcvUjI2jMI7S1kycSeS1ONZerntxIuSgqpWIfCvwXvy84t2qOnehkWYgzQbgvnO3Dsrfh5lSlywWbnRzst4BMpsd+/bJ9CywAjOO25qZYGtwiDbR8FkNFGHAT4Mr2Xv1O0+Zj8KDpjZoC0ZQC1r4tmLCOOFAawlmuv5zNX3Qvf/OwA9tDUHp1xgMYH3jxQBOWEx3YO2yRHMcRa4Bf//S9D+ZrTpOGtpahd9GrYkAxHmzUiKGqvbvnf+sdfyxO/0sAmLAiJ9YWRv+Gph4gpCJRa1FSouWniDM2GAmBlsaXOk1CjBU23gz1FZjetJCcU58j2jQTlEE8QSRy3VqF4EUvIwY4zDWURR+EN4eTTg/OmB3tM9uMB1dLm9wwe4lLeGsOeCsjDljDhjhOGMqSpRgMSMPDK3xj0WtMBGhVmEiDqPO7xyemRpvXnLG/zXiKMRRSI2hOLJ0rrNcz8KJ+RxU9WfwNVIWQjLR5CaZ8HeRcX56wGtrGAuha1LpmRnnphTIzQL+5U0B4X2Ftxdn2kb+8Mb7arddpvbpfh9NSBpsxlL4mZu3LHi/iFowDqiDFiGd4+egO+BL32/R1bIyTc3ZuE2QWhd2yG9CVMeycg1hkhz8DVJJW56ntDENRBH+1tqMalXtiaEO2kJVoc7/xakniSg7Lgio8doCRlCJ5iWDBDOTFIXfFkmiLNBAEuIspnK4saHeMpTW+0vqLe8rqWqhcp4sKNUrL6aZ5agoojJt4g0TG7EOsV5bKIJPYauo2SknnN/a5/btG+wW+5wv9rlQ3OKSvcmu3eO82U/mozNmwrbUlCi7RijFYhFMUFccjhrFqfq/AmNVJmjL5OTEMKGiFEspNaXUWAkaSHjYl9MWsp94A+S6D2uVIe1n38HBCYnRu7PXw090yOdZ6CWH9vsuUUSzkwlTE08InhQSOdSRJLR9nXnt7tsnmtJMcB4WDTm5ws9G1Sk4aUghc0znf2fee7xX6CeDrnZBds5wfqPeTk0NLG6aBdhI9fswaLQAukAQjqnfutXPLnMyq3qtIfctOK8xJGKImkM0KTmXSEIkxOsE85JY64nCWTA2BAHZtgtLFVWLOsU56/0AqmDAVAZTea3Bm8CEejs4eVX97x7OphLOmstcZlaKGkNROMqiTn6FC6M9btu6xcXyFpfLG5yz++yaPc7bfc7IAWfNAdtSsS0121KzJTASYVssBoOVhhzANgQR/hrCbE2VGscEQykVpVosSikVRsqWWcockRgiNlGu14cclMy5C8kB3HV6hn0PxQxCmGtnz889ixSgrQm4MNsL2oMdE2zGkSBi5InOJ4jkQ5Fkauj9PhCDd4x7gvA2C/WfLUiIVvIvaT2cC2kNvf2Qs0G7XV3/hwOMQG38gLho/a641u7zDuKNLEDSojKfp4dq6uMoV0RNM/cnRB9D7bUI75TWRAwat8XTxh9LtSEKNY31soqKtjc7qYifXFTeT2HEhQQuh92X8ExKiFKTls+t3hJky/sinAgSTJii02ZFMYqxNWXpSeHMyGsL50f7XB5530LUFs6aA3btnvcryJhtqSjFtYihxGsNBkO8OyuGWh0GixH1ph2tcQgjARe0hxLHRBUrDpvFh8f39pjEsKlyvVbk4MNFwyw8H5wzp13aFxaakS77m3QHxyn/Q2Yj7pqZvEPam5W8xhAiTsYOUytS+VDE3gE3wqkfWVv30JjI1JpAAt4GHNsoKjjnSUpracghcwLO1Bqy+033PIOIpzQGSKGNKoAVDJEYMqJfAApUGzjDOhQxuivISdQyRZuX34/O7xBMSg6vTbiGKDSRhkvvEzGo8xokIFGWnPF+oK7MdWTNk1CIIHIODdqww2CqYF5RkyZx8VmNEXu14skl6CEu849hQycEX0NZet/C2UAMF0d7XBrd5I7RdS7YPXbtHrtmP2gKk/DyxOAdzv6UBjBBWzAIVhoZSu/VOxUMPjTWqIbjNXSDfy5j2KvFNdtT1/Q8PAsMMJsq12tDDqbykT6mbiJ+8kHXq7DTJqZegujMbJdCn3klbG+bW7Sl0cQ2mhCnHh2LErSFqJbv3b7NzSuGZ16tXH75U3zVPR/mgt3jntFTXDS32DYTH2utJc/UZ/nBB76I3330Erf9hy22n3FsPzH2YY4K4hymkuSM9iGGknILotYQ5bLxOzA1YM8lxT5kZOOspGgptd60ENu0sCkwYBPV78MgLnR57P8wqPYlvjXyrcm8lJuYWlpDNCfV9TQxqB/U1JmGICBpCN6mY5OTGuM1BYxpCEP9BEedwwRCkonDjA2uNJiJj2oylVBNhL0doTqjjG9z6JkKUzqfO+TEh1NXghxYb26shL1ixK2Ronc9y7nRAXfvPMPl8jqX7E0u2lvsmj22TQhNzSKQRpEYsttyqkyoKcWCuhZB5LDiZ/EOwdImCDtHWOPM3/804oliiZnnJsr12pBDy+Eb4B272nb6dh+o7kxrle1J521vy01NMbIkkcO4CUeM9+IK4dq9Wzz1pho5M+Evv+VnuLt8mleVT7EtUAZ7aVSLHRNq3eNAr/L2V/0LHnjZeT765jv5X97/Feitktt/zXLu4XHw0fiZGCreAW20iVwKs/kYxgpteW6Tn7a3zSHfnGTU+NmoWh+RobKcttA98arUbxG5H7hOGIqe0zLIWV+q8Yllff2aghyiUzr9Fhk5QKM1QGNqgpbGMIWcIIw0L2sTKWgkiE7WqABa0zhkJZpHfRTTtRdbbrykRsuK3RdepwyDZ1UZ6spSVyZoE/E+vUmquOUj/m4+cYmP3HGej4zu5LUveYSvuP3D7No9rDhGNKGppbhmQJcmQtbhNQiHC1FBJpHjLJI4VaxQrk8T60MO8TeMKmpODDH6Jwvzm3IWw9EGpEPQHUBb2kP0N8R2Obz5qA4PsYHJbsFjbzNcfM1T/LWX/zyv3XqE2+2YMyJsS9GykzaCbEFgSwu2pOKiucFLy4/x1i/+FB8dv5D/+c6v5OmPXuTOX6spr9d+IKn8AB20Z29emuWQnrqvuE3bn7uRY8nvEf96p2T0OYgJA+AR+1pZecjfl6zFAjHZ+CQaTDGLojvhyT+7Ge81skzQGsQ0YazWNlpDzIGwpkmWy0kkTDYgaD4xTNUIbmTYu1zw1OsFd9ceV267hhWlVqGqLQeVxRjBhZyA1l2kiRVIJdgKivtLEPjwtXv5+JXb+fpX/wZvOvtpH9ZKhQn+gS4xRHhHs4LWlAJpD3Xt/Z6D9WtOQK5PBWtDDolYMw2iSwym0pZg+f11Jjn02seXxKxBtMlf0OAT6WgLI8NTrym57ase5tvv/iCfvf0gd9sb7BphKwu3q9XfjAMqrVsheBFbUmCk5oxUXDAP8gOf8y/4z698MT/wWV9E9UuXuPyhCWbsvAkr2HjVin/fJYfOUzXtx8lG9xnPkWTniol3XoOYfcyi2MQZ1mFIyfeL3NqswWvZQS2fMZtoLgqDvw2hrNZCYZvvbJYw13ftkEA3OVfw5OtLqs+9zj0vuMaWrQCYOMtBVVCLLjYUZjlNpvLP+e79BvfwOX7s4S/gF177Cr71Jf+eUfkkZXION8QQ8xjqUDpkos7ft9aeTKTxy0HzTNX4sNZFsCpz0CbK9dqQQ1SjTcgPyAeors+hX3toz3qnzr+KNqYopcaUFO2ysV1qhHrL8NhbC97wzo/yNZf/Pz5762Eumopt8c5ap4oLjjGAyQJy6lSxCGcN3CV7nDnzSS6++hbvvfI6fuXC67jzVyvsQai7g58wqVHESDAXqJ/du86J837OzBjpfT4jNY1pSk2IqsLnWRwzoCM1ZYmH6LKIfCD7/K5Q0yg/3fvE20J+oPPdqSJZYzIH/ZIma49kSjqkswMxSDAbSRjwEyGklycFjaTQh6CJAtRblsmFkkffXnD+9U9y9+6zbBcTKmcYuwJVYSLB4btEFnGeAGhqMAdwbt9w9eoL+es3fz/f8dr38rLR49xu9yiTf6CNSBBOlZS1GmvVZPvkk66YGLcIjhPKuqRcH4rTMpmuDTnEWaiLvrGQPJXM25EgkgM4G6BhmiSO0oZZDwgNITSk1CaFeP162/DgOy1f9UUf5EsufIRXjB5nVyofwaNKDUzCzvUCTc0fAitCHaIsdqXiNVuPsn3bhAu/f49/dfZN3PPzQnGrTg5wUUIdpVDmIPoIWvcVbz4QgpvWxGKfaozPT+YlCfeeOzIaLaUV374AFKFyC8/UnjzkofhCVX1YRO4AflZEPqqqv7h4a1YHNepzC6w3wZmOye/wE/QIygyCECOo035zkrVQFN6cFF7Jz9DjbxDV9ExoYRhfHPHQOw0v/ZyHuPPMs2yZmkoNBxRUzvp6SMcYRFPOUKXI2Ncpm/zKBf7a3tfwP73p32BHj3K73WNrTp9N8JFIDvHhq9qfEJeTQh1+hHpBYU3lMxa81yXlelGcuMl0rcjBlYqZSEMKuU8hNzU5nZrFz4wymnW9HjmIZX/7D5hNCtG0pIXw4JdZvuoLfoMvufAR7iufZFtqHF47mIRTRcHMhbGbQZnHVqdwu84gsS01Lyqu8o7zH4XfB//KvIkX/ax6gqiCrTg4qPETK++X6NxjixSUKS0sfU4DvhBP2NvVHf/GMliVbVZVHw5/HxeRn8SvxfCckAMGTwwxqit36Ofm1BUhEUPQFBIxRD9DUfi6Sp2ifL4dOq1FGIMbFTz45cLrXn8/95x5hpGpqJwFV3BAO+Qzojf087C2R2d8iFo0E0Xev8P3uK/mu9/yHsqtR7hkxlghmI08alVq9aakEKdFiKalpnHyxEzpOhBEfAa75qM6EEr3vo4qnYPP4RjIy13XI1ImaTsyKNMe4mw9G7RhcWJo7deKzpgxeOYz65T4piFZScEK9ZblbW/5KG/Z/SQvLJ6hFMdETbJvumyGkquZOUlY1H/WPAZb03dAK3OzFMcL7bO8+dynefatO/z6U5/NlfdD4SqvmsQIr1Cy298QjePRZf2Wm8xijH3eDyZVzMHXtO/XGjQv0bGM9qCrUb9F5CxgVPV6eP/lwPcc+8RHhcOXe8cXrLNjFvPPLKMFG/G5DNHunvsZggmpMStlDug+bTknCCu4kWVyvuTVn/0gLz33JGfMOFQ3nf1bzf0dD/uJs+fdVMpWDXxwm++/8KX81df8a7bLJ7BS92rVyeEs4k23wRwb4TOlvT0mau55W+et2HbU8hlLyvVh5tJwxpM3ma4NOQBJO4jRHFM2fu0hBtdvH5/njPbBDM3GViyFyDTBdIkh5i1kdqG6NFx/UcHnX/g0dxTXsSgTNUlbSPvRVGhcVI21GknCTcVk1/gs1tvtNd50/n5+5wtu59pnrnDxkw5T1yF6KDjQjR+4vU+i01eziKEVHSOeILoDSj4DPoI5KcJ38UpmWFeAnwwVfAvgR1T1367ixEdCqHcV623lvp8jW2GMQF/UU/Q3BG3BE4LxNZSCxkBeqTWak/qabf16EPXZkmdeNuJzzz/G+WIfgANXtExITg0aQjYX+Q3n7hK+Ew0JpbUiV+HGr1/iJy6/mW964S+yLc+GInvTJ6qh5UR3IcoJYpmq7Lmd0RC7qDdClMOEfUm5PsxcCqdkMl0vcojWiij0SktzoPNKxJDPfsNxrdN2fj8VWpnI0qMtNDu3bfEpKSmTHS0NB5dKrn7RAbcX1zA4xtiW4EU1NVdfFyaHpDGEiI2O4NYYrDhuL67xxVc+wY9/8QW2n9li53GftBQJIg3uyILRJAuMXJmPoVtj6SimpVWQQ1jG8/XHPtGKIc6XmZgKwe7DvL430tbqjEGca0eixWS3WQ7oGLk0x8+GMbjtkpsvHHHjC29xW3kTK459Vx5+syuE1EqxD2cehf/3V17N677iEXZ3P4QxB5yVJh4p58r4vlb1S5p0vouJ5802X6a7DzGr+jhYpUP6tEym60MO4n0OhOJkcdvM3TNtYZYDFTInc9wk02SQVyydi9wUEK9hhcnZgidfL7zlZfezbSY4DPuuTLVZcqE7bKFxg5vaJ2kfmhFExxZaq2EEwR+/AAAgAElEQVQkNXdvPc2bX/IAH3zjq7jrly3lNU0kqsEcFAsqt/pXyExGWX/MGKQ0+B40zEBzMpgihgWfC0WoV++4e+4hihbBXHrQkcfjwIh31tXN0JfWO4nmpOhnMAsQQytkVdDSMr5Y8sTnCm+9737O2AMmapPsrWrAU8lfYYaYIU7ORjfh/CeFd3/obbz08x7n7NYjlFozClGA0bQE7YE/C7hKn73FVdIaD30w4lqkEKOwlr6/Fcr1aZpM14ccQkKMOJ9BaqpMSGbMQOcmctH+PCsSKQ5y6X33GswYIMVPWapty/V7LBfe8CSvOvcZajWMsVjxi4lEzJqVQFbgC03EkCIopo6z4d9pcgDYNXt81rnHuP/1l7h+/+1c+LRib1UzZ6kdl0EiDV9bh4Ygwv1qJASY0hhSTkUehbPkw7SJjrvDkIrUaciODiammQSx7PgTMpwlL9MdzUldP8MsU1Iu4yKotUx2Rzz7kpJ73/gQrz73mDeVLtm0mU1e8h6jOXf7GZj8xhl+6t43cunKDbbLpxnNEZlk+ZX2tkVDWHvbcgSCWKFcn5rJ9MjkICIvAv4ZvrGKd5z8HRH5buCbgSfCrt8VauDPRwhJLvZpKlKynFliVhhrXrgundNINvslG8ziQdkfwUeAhBhqRcB6m+z+pYKnP6/iSy8/wguKm0zUUiPJTzALkRAaU1FjOvJ1JDXMbAJZdEiiLzciEsql4iavv/ww73vzRbaeLdip1K8m1uqsph9SP8UciZjQJtH/kOnusa/yuk3ij9H8c96nC0JX5JA+LlYt27GkiN2XJlenzwR6XG3ChB8pmpHEtMxJyc+Qh6zmpTggaQ1uu2DvjpLrb9vjy2/7XV5Q3PSn1ujrimbS6d+rlefQW3+l/XFuiZa0T8xzUs4+Ch/4tVfyOV/2MLft/hZbMk45RHEyE7UDSHULW34H8P6GJoy1f/Jmcb0awzIEsUq5Pk2T6XE0hwr4C6r6QRHZBf6TiPxs+O77VfVvLnMyBbTwM6viJiHGOsxmJdiCOgNO/L75LDMJoo8Y8nLWfU5WydXsGOYaBk41UJ2zPPsywytf+hB3bT/DtkwYq8XSOKK7M/zcqewrQMZ6Mc37GhfIwFBnZqbcmZ2jK9ilVNy19SyveumjPPDKeylvWsobIbpK4uy/6YcEK9F75v0T0fwUFaDs2FbfxfBM096ezEz9v0gvjhL+eAJYqWwDiTjtPrMTEQ9DLqOheJ6IosY09ZWgnfQWzX4peil/gPo1Yi19dNLV1whvf+knuWf0NLtmj+tu59Am9ppdFvhJFxpr1Ye2ljeVCx8z/MhL3sSrXvcou+ZRRtI2HZlw3XwS1Q0hz6MHTxprItdL4cjkoKqPAo+G99dF5CPA3cdpjIpPgnMjMGNJg1keIhlzEVI4akz6AT9o95mPZmgM0UySZsBduDiyZU6K8FYL4dZlS/Xam7zsfBPeN9Gik4Xpj8vLAEdEMogLoXvicH7BkkgSGSH4hdFNy9Gd+ydy7eKMPeDlu09y/+sucfORc5yrFHsQQ2SY1pzSjxD7S/tH9g65qmn7G3KyWP55WI8CZSch26lfLMePVOpD0Briqm9dJ3TLz9AprAf4CYEN60dvFdy4q2T3c5/iDbsPcam4gcUdGsETZ9Nz11jOlRTt+Uwz6evzP+DA7jt2rsL+By7wcy96DXff9jTbsseuGL9/5nsw0MpniIjP0CLyFnMdju6UXg+5XhYr8ZKIyH3AG4FfD5u+VUR+U0TeLSIvmHHMt4jIB0TkA/WNm+0vg222Hk3Hy2s2oNOdAc94qXgTkE9Cii+a6qU2G+jyfbLvfCKTX2hHC2F8znLt5fDquz7DxeKWXxRF/bqzYy3Sy5OFCSqs726//GBFSe3/iv87og4LpDfbE3lkyxWCJ4VJdh1/LRvMWp5cLpa3eN2dj/LMq6A669cC1nAfzeCOl4LwSv0SFppvFe+Lx8b+iCRgmv26SV7Lm5Zkoddp4diyfT3IdlRCQ3Z0XEo1ldaYFcHUM7uXfHCPa0OTEYOYaSd015yUI0buBa1hfGHE069T3nHX73ClfJZtmfQmufnLh0E4OG9zUmhdrntjXXNa5jOcNQbnS6gWNx3n73f8Px96LZ+c3MF+kAlfs6y7fnTQEFTSK3dEp8lXZzjMS3jH3KKjEsS6yfUiODY5iMg54P8Gvl1VrwH/EHgZ8Ab87Otv9R2nqu9S1Tep6pvsubPhZJoG5DSDzQehKVMQUwQx9bIyPUvOiSEni1jmOv6N3xW+7LZaX6K42jbs3W4oXn6dK9vXKUNiRo0wyQZpFwghzuj97MubkEpqRtKQgV/2MC59WLVIIpmdaLSPOmgRTiVdbxLIKPo9Sqm5besmOy9/lptXLG7kF4+P90V+j/krkIKLhJq/Yl9J8z4RR042R5Bzv1yBLPQ6DaxEtnejbAOifqW+LJcHjqFBZCainBjoRiQdks+Q2h21hnsK7n39I7xi5zPsmr0kgzlyLSK3yef+hkaT6F6o+TvT/wL9JmKNi2g5Rtcdu7+1xXuvvpZn3KjdvuiDICSWRk2hE6E0K0M6v7fjYt3kelEcixxEpMQ/PD+sqv8SQFU/o6q1qjrgB/ExuAucLAz22ph4pMpmo/lAlM/ms0E/EkF8tWfIzcDVJgY/i9OpgTJst80g6Ur/mpw1XL9XefntT3K+2MOgSWvwBGGTCSiqk1a82aiUilFavLxiWyZBcwg160Pt+u1AHEmrCMe0tIdAPt1rx+sDnLMHvOzSU1x/iWN8zjTaUBzo0+fwKqa1pW6/xN8gOaIjGWTO6ClNbkHEh/ew10ljtbLdjq4QB2bct9sCA1EKrjDN3yjz8b3M0BqgFW0G9GoNV1+nfPmVj/DCwvvRGtlrt88EmY5aQyIGGt6aa17KXokkss8zu0B9H9q9mt0Ha37pw6/k/sllX7ZbpKU9tBYECqTQEMJsOeq71+NgXeR6GRwnWkmAfwx8RFX/drb9zmCzBfgvgQ8tdsLO+ziQxyJlcTAPlUCJFUFR/1ZlTv5COCT6F2yc+dKymU81KAlryKEWv0bz/iWhvO86t23dTGvTTtRi1IAJ6miwH8R1aaPWkExKSWtoVrjyfgkfpWSC4XWkdWpbTNSx4qtLNiQk7b9qkrAZUc6P9ijvvcn+p3cpb7n2LUYTXQ7FP4G1EDOm0+Qu+Wi6WkPU7PL+XuiXb112HVTrlct28N1EXj/sFpt6YQsOSHl57qgl5FpDIIgpf5xqGsW18PWTbtxd8IrXPci9oyc5b3w29DhrhgmyaoIPzYqGiU94ZQljC0f0dEkh90V0SCRui2V0yhuO3d8e8Quf81m8Y+eRhS4XSSESxWEO6e4a0mZD5XpZHCda6QuAPwb8loj857Dtu4A/LCJvwPfJ/cCfWviMPYOKWu9wjgOPX54vCnUkijCA9TlPyQe0xiwVzSa5I3UKSSDDA2RgsiPcukt52W1X2bGT9CDUoTywC3/j4+ofGJe0hhLvRxgR/QnTSx8a9Q8cCqXUoKTwVisOq45JZlWNxDBx/ud0gUSiOWvHTrjn0jM8cM85zn5GpgcpaT43yYUSPgeSiF3SY0ZKv03uiJbONRbC2jjuVi/bXSTHf/YZDi/HPQ8df4OGXIdEDN1YzoiY13C+5JlXK3/0hR/ihYX3NcTB02h7ghM1CUP7JR1i6I0PiXEmPRrDlBbRd2wwLaFKsQfnf9fw7z7xKr7zyr+jDNpD36I+eU2zVUQoLX6GtZHrpXCcaKVfpr9/Ds9pmHXOqCHUzaASl58ExVV+9BIjoTJqs1jIlN2ySwyReLJ4/KhBdAeyPhuoGqi34Ma9cPcbHuXOM9copMap+GzoEA+NgRJwaCgO5pJGMBLvZ4impO1gTvIkQVKFm+oIvshwjhqhFm+yGksBSiKGiVqvxTjb8kdYUa7sXOfGGx5n8pE7fKXL/N46v2K3ZIl0iufnznzvoA8kHv1FiSziKLDAjx/PfXwT77FxErIN/oyiYCqwB0puJm8tstRN7+0jDBOEOg74MbQ1JL1p0Szko9G20s14j2GupWXygm0effuIP/uV/5a37nySXTOmRtiPAQ6JEOJEx2u+zkyC5mwY2Yqxs1jjnwUrIWmuJWzZ3/jsBh9MWrOlU2AzXweDVKpfwSmmqth5zHH5p3d47K1bGHvA2RT4IUxmkETua6gxvWTRlyF9VKyDXC+L9cmQJpMhwTuBo/CkgT3v5DiCavh/umBePjNuhVzmfow+E0gP0TgL9ZYwvjLm4tYeRbeEgHgbWK0Gg/oZf4aU9BYernYkRNiHUIY4JPHkDrVJ9t6Km5pVRTNSTgx5ETQjjgtb+zx+FsqbkpYy7UO0KqmCuECeec5Hqw+b11HNSa1rb+AM6zDEmTIEzcqSkj5b5hKaZ2Cu/yEf5HMfRAxhzSKTmgTQvim8/977GgrkNdd5zfbD7JqxX3lNTavQownhrKXUTCgoTe3NqXRMS9KvQfTdUT4RS5pERhpRU2h9HxL3pPZ1wwyOracrPnxwN7ftfIqRNIX2uojEsGzxy+NiE+V6bcghj4uPg48r/Cwr36bRa52Ok1RSOw5qcX8gDWaJFKQxLbk4y+3+bj0kowVMzsHu5ZuMwrKITg21KPmavRE1QixPFiM7zJQ+vxxMDynEdsB0BJMnBx9Ga0U5U4w5uCiYsVe9k+red/9xJhvGIck6KQ5wzrb9NimMtftaED6q49gBdGsHjQNjGOxUvGzHWXKzY+fAqWS5zg5hQpIqsXZ8DDGXZ26UUmGotyw3rxjeed/Hud1e54zE6DtNEXImaMCl1Ey08FqERjJwjWmphyCmOyQ0v+tPyE1Lrv19JISkccTjnfO+h+sT3vfUa3nDXQ+yJRNGPaalrmnn9IhhM+V6bcgBaA0mMREmDd5GUBNn1J4gVLLZV/A9aOd8Lc2ga1Yy9A5g3WdQjc+52L/d8eKztxqtIdoS40NKM4NfFHHgTpUjVZMhqY9KZhFMrY22kBPDRE0ij8I49u9wjK4Z2G9W1ZtCpolpVOFz0o39mPdhHr6a9Xc6ZkFsovq9KHI7ekro5BAtIR47yxcRJyS5Azo4pWNRRL+fTHWuhlIZ1dmCZz5L+cLzH2fXTCiDUm7DgG9Vm6CKzKw0EUspNQdSUJga44qUDyCQwlmnfv7MHOw/+z7INYU44ctNSi1Zjd8H34ORml/9+Ev53TtewK55fCr0dhZitF+ObsKfJz0XuvFoArqJcr0+5CCaZvnSHWRMmHEF27evBxcETDTMbKdPmTSR6ISWZjBL6n3fwJWfKxxTb4HeNman8E5oF5JpwPplCUUoqanVTJmUUh2aIIgOr3GYcPE6TM9Lae5votPRFPHY9rnDd2kfmSKG2FYjCpcPqB7e8RpZzcy+a83kRNrCnZuVYhhwp2/jSZd9JjZR/V4GeVz/LKdrKMaz+EljItxUbkO86HSfqghYQa1hsmu5/PKneOnocc6IMhJhrNoaYGMGv9E2MUzEJr9aCmsNx3krl8NYRx3rPjlpCg9CM+h3tIZGe9Dmu7iOimqmSSjUimjF2Y+e52NvvpP7yquUYWneiPZCWyY8V/3P0klgE+V6fciBqABoEG5SvkM0bWgkCZrtscSFNym1zU3p2I5Zic5gNrMxEmZXBVTn4Oz5fQrj/OCLUDmLi/kL+NLaW1qFWbyhlkYAfTRTM+AbBBvVI42rxTlK8cQwjuGoKi2SiOGsrbUikv3U0OQ9NMSQaw/ndvc52N2h2Bc/q8tncLTfR+LQ/AHOSbbrd+iS75LPg7J+WaIrQTbxAdJMuTUR0s7fdOgckshjKnM/wwIJbwBqTCiVYfn9d32Mi8YXsIMmwziSAhr9XYrNCCKZkhIhKNY4KufrPpW2pi4M1cRTTSQGqX0Agxw095xHKaW1WpJWkX8m1P+iIYpKOX+/4z88+UrefuZ3OCtVmmwtgr6qyXnS6XGwqXK9VuQA2QCTe2SVxratoXJo3C6NQE0psL1mpeavLhCwrMaX8hhfdFza2fcJb8HxGx3LBZ4YSoKaSrNwSJy11yKM1WJwTEK3x3BVh1CKSxpErDM/iSGqIfs5hqfGaq1RQ4jXa8xKngyqQCIu++7c9gHXL9WMnrWenKZscbQeVs1nddlvhInJg9Im2R4z3TLYQO37cCSnA1M3mI8ZXQ2uWct7uldEYs4PTTmNriN6VrkMIMZNV2cLrr2y5i3nPsUZUUqxOFUmNE7dSBClVGk9B6tNWGv0O+RO6XFlfVFADQNjvIWsOWobQmj7F0hlMiSszJMTxbTdV6F27Dw54bd/5x4eu+sil8z+Qj6+qEUsiwW4t93Epa/w3GPtyCENLpEgwrY4U3WEGa/QlPae0fO5czQniTzXIV2TnvNEk9II3G5FaVyazVcYjAouhK+aEFZYOcMES2l9JEcpdWNOEv+dxYEWoQaSf8jGOKwqZ6TilhZJ/R3jE93GaplE12AiCZM0iehrqEJiXKWGibNJy4nkMLI1eq7CjWxw9kvQDLoPXNTGpvu463domZmk3e9kJqZDoaBrVkLgJGEqP4uetdbIImgt7tNnUoroK81dGKozhnP3XONFxVW2Q3axD8P2E5WoEUR/Qyl1CqOOJqQm4KLRHi7s7PPkjbPs3dqi3rcw8Wq/O1PjRkK9b9h53LTMSdAxI0WtITcpZc7o9DncW3F9zPaDuzwyeQEvK59IuUN5246CWXWlFsaGyvX6kEPPQI5pf+dqvynpDlGF6COI8Fv0kULX/9BCPsOREMK6DeXZMTaYlCpnWhmhuCBADmprQnVWS6l1GNgLnwinjZCV1DgtKcVHPlltqrPuhxpJ+dKFE2wotGcZh9jzmCEdM7SjlpITQ5VpDU59u0dnJlQ7W9iDcKsu9GmfBhEe1kQUZH3ZE8aayOCIGsQmqt9LI9MiTK0tDTYVl1tgLJvSGJovZh8UNHINSXK3bje87a77uWTGbEuBwcsIqr70hDYF6PIkzDwhLo9QMqKMa8vZcsxj1Xlc3ZGr+PxZX0JELTDpmJSS5kCSwWaS0tZ0JfpnVDHjmnMPKu+/di9v3vkUZ6hapGAym3SfI/owHIdgNlGu14ccIA3aEv0Ongm86SWsi66RE0RSQkw+cEW0chxioluc4XaJaAbU4Jd33FZ2tidpkK3UhjA+/2A4EQqJmoPXDGoxqc6Rzy4t2gsACYkAYnlugH00kYDDsB8IJG7Li+ulVyICS+X850oNlWubnmL7t7Ym7G0rrvQ1aJJpDjoPXkYa+TOZm+hMf5/m/b8MNjGqY1l0HdErGzeivyG8n0sSBuoty95l4fN2H2BboBTbm1kMTZ5DK9tfLEaKFMlkxPsabk1GnBsdhGYoZqfG2DGTa1sUTxe4QpNJqdrCT1Jyf0KmPXgfhba0iF7TEiCTmjNP1Hz06hWeuf0Mu2aM7eYboS1j02mGs24a1oscIBR7o9EGIkHQmIFSCKv0DFw5ekxKU5rDLITvnYVqt6a0Nap+LVgXIn+MGIpYDC+YwSZqMGopNJS5SOQQNAsRnBhq8QP/WeP9FbUatkM1tmtum4n6n2ZfS7YllgK3bWJw0yQxCSalyhnvMM9IwQX7b2lrru/WuGcKr/XQEV5t/nSTlGL/x9lfrjm0TErQJpMF4MeFzZthLQqfUe5nzG3na9yhx5beN6rExX00TqKyvIZYW2kewjH1jmHvZWNeu/UQ22IwITMvXyDHSiyNkdUI0ybpLYa7xoxoaPIJiqLGnHEcHJRMrm0BUJ2vsTcMxc1IYkFmupqDC4tTZWW65+Z9qIJzjJ6d8OCnL/H4y3Z5ob3Gdocc+lD3RAGmrg731K2vtAw2Va7XihxS/xnA+PIYycpTk0JZ0wCfCVQvOjPYdqglcwetlAtRAlvOl7QIZhqDoqq4oDUYMTh1YCuvOYhSuZoJlv2YCmeaaKKJ+gdtrO3un9SW2hhuua207abbYiI2+RgiERy4MiME72vwpGATMUSTUkzAiURhxN9TXM84RARP9WPSwiMpdExuiRhotIiWSekQzWy601nhNHpN0bk9XzpCp1eHW+hc2cm6eQ45Islk11ArVDuG269c5ZLZZ0sOHwp89E5jWvKXbddZSsRgHBd29rl64wyoINs1OjbInm2eq0zmWpFI3QlJri1kZqQpVDV2b8L2Yzs8WZ1nvPVo0sxXiaVzHTZUrteGHFrmJCUMPkpKFcrlwTHf3xDRJYfuoHWYWclCPVLMVsgYVYHapuzPaGO1UXOoCw5MHR6Ucup8TkyIC/cNjpFIsS6TxSXtwH9vOHAlB+Fc0Uk9Ucu+KzlwBQeuoHKWg7rIzEmWsbNey6GtNcQQWLNV40aKmUjTp+nGmz995ibIiDbTHhKhHtHfAJupfi+EYLqLa0hDI3tTWdLLdELUGpZqi89v2L9geP1tj7JrXFj/QGbG9+R5DtG01KxP4tsbHbfnRgcYlJ1yQlnUiCiTcUH1TInda+c52Fi6PBFA42/oOqLnTgTBaxnjip3HlU/t3c7nn/mEl3fxM38fhbUYuuXxj4tNlOu1IYcpZAN4XP1PNZIIjTkpn3lkmLJ59xHCjGcqN5u4kWKLGqchBT44pY34TGZrHE5CuJ6FSg0Hzk6d04er1ilBLi0AlNVaaq/V0K60Gmsz5SYkTw6eJCZqGDvLuC4SMVRqkhksVaN0Bqdgi5p6y69p3OqLrhDPIIfcfxNrBeWF9jSeU3SJSZNsZFTHwtBmUITctNQzciw7muT5DTlZZFqDz60I9ZQKYf+y8Nm7D7Et4k1KPYjagkNTxFJjWnJJc7A4ro7Psm0rzpUHXBvv4FQ4szXm1sGI/dpgxmFiUoE58EJS3FTUipfFSUYAoV/ajmhtopf6usApVI6dpxwfevpO9i+VOA6mkvkWJYgcMUu6W3xvVs2oTss2Uq7Xjxzi4G2icqDZSEOa4aZZbc8stzUYdbWDBcxKTRy/4raU0uqUvyFqDi5oEi7YecdmmhhqDKV6jWLbTFLoadI6IBQva8ghrslQB02hDAuu7LuyCVtNBGEZu4LKmUQMSXMIprmkOTiDqmCtUm073C3rC3zOmJklS1If+UZTXeirXu1sWWzgDGshKClnxkxo/DMdW/uRMEtz6PVX4PMbti17Vxyv3nqUUkzK1p8FI6GMRmZayvMISlMnM2YRCsDEgdSpIAL1WYe9adCgrab7FW/miiVCJCcBpfU+ZY73TepDvsPW0xWffuwSz9x3ltvMLV9EsHUvDqsy08/QxayopqXMSxso1+tFDuGBkeDc1UgQya4kzaDesU1mf1rng46ZQ6Y/d6HBpKUlaBlMQC4mXkggBhJBiDS21tI1XRqTzwoNceEolWmK40VTEngbbRlKgBvRMPg3+x5IgcVx4MpAGpLIoVLDuLbs16U3LTnj/ReBEFz6SyIIEUVHDlcaJPZrn9o+y6wUCDT2VcvPkPfrkj6HTXTcLYSgRcXs/0XDVYEZg3wYsLrhrLGmUvfynRwHNzJwxwG32+uUWKwYau0MoulvWIAqEEIMybZBfmO+Q+UMhcmqD5MV4BOFQpOPasqUluSv/TDnuQxTSYF9DnznKG5NsI+e5Ylql/vKJ7P7OfoI3Q3XXZYYNlGuj00OInI/cB1fN65S1TeJyCXgx4H78IuifL2qPj3/RDTT/zDblTgzTb+DImERmj5y6D0nM8gB0tPZ1Sxa0UyFl+LamSTDQBKQSBQaHooDU6Tw0cKEwd4VaZ3pvKxFzCwFKF13CVDTu+84kE8erhp9DBNnmdSWifPmpGhC0pwkaD5jNUTQeIeoqkxrDwuRA9O5Dln/LoU1mWGtTK4jFFKm9KrvcV50UscRTWhGPRIunL/FrplgZdR/bIakMcTie+oyX1mj9RadWXrtDFVlcWOLjD0zpHU/IGXhq8n8DLmWkExKzf5zoYoc1JTXhOtuO+QKSYo2ynMdlkFaCpVsfexlGH5N5HoZrEpz+BJVfTL7/J3Az6nq94nId4bP37HoyaJfIUbqAVkYa1QxZebAlZCTA7Tt3x2zUne7t6WrN5k4CeUKfCNE/IgRhcQ7u7z6nGovBY2hCmU2imBumhg/qEfkyyp2yQFIqnoUzHisz2FowlYjMdQq/q8TnDNJe4BICs1fTw7eZEYNaLOaXuOIjp04/RvF/kyRSml7D+EujLWaYa1UrrtIfdfyQ2SD1zJ+h8PKZeShZsavhX7HuRucEW35G/ryHGw2oOZmpRwxUikvoxFRTSxaC+zUqDVIHZghyprzfofuOBtzGtL2GKU0p1/EKTKpKW/As9UZ/xwdIlLRvNRXXynvg6U1hnbLjnjcc4eTMit9LfCO8P6HgF9ggYcoWje8oTEOaG2CiDMNtL1+w7xzAi0y6HNWh6umzxrzLURR5wvodZc+jOTgxJfPUHUcGIt1htoYrHEU4lqRTWNxaYBvFyybNqLmyWtx/yqGpYZBPzqdq/CqnaGqQ00lZzIyaPozkoMIfhU31yhtU4QbHsSp5zEnAZOZkpLZTo/md1hdgMhJ4EhyDZ2hIfoalrnXeURxSEZ0tzSKil8L/fL2TUbZsa5nlpVzl0Wpo69BSRFL0SkN7XyA1kDqBBkbb4LsNj+XNc00iND+Pkf0zIKEqohzlDeUq5OzjJn2AR7VKR1hxNdoWCpIbL3luherIAcF3ideEn5AVd8FXMkWYn8MuNI9SES+BfgWAPuCF0yfVJoHKs15JBJD+BwnNH1yMksryP5qZ7+pgc14E5dzJgljEnhRXzZcNLUrDsCFdb5EtjOtGUckiHzRkaQ19NxETgxpW6YFxHIZMZehqrPoJNclh6YjVJv8EbUafDuS+jZa7bpEkT+cU47nlgnviLOrrI1rgCPJNXRk+9LFoGFFR0OcWXD0yWSuVsdJVF6JNRWszH+wsH8YpOqRcHnrBiVyqDPaBqEwKTgEurkD1+ttX54l2z5xlsI4xCgYRbdqqEwK6fXtivcErrAP1HwAACAASURBVBTsQd7m7ALREd1jJkt9kt1reUt55NYFuC27D9FWgl+OeZnSRhwu2MEiMTTXnXlY1h5WKtci8pXA38EXz/1Hqvp9Kzt5hlWQwxeq6sMicgfwsyLy0fxLVVXp0cXCw/YugK0XvyiMvGR2fcVnOeTHBBkIo1fq70PIoU8zaG3v2sijuh+u42pprkt8n5rstQcjmDArqp3XGkQUa9rkALQ0gW5Tp/qpZ//GwSzUrolCyknBOR8+lxMBkSTCidVJ49cJHZo0s7z7Yj/l26Xdn719eIQBcI3iwY8k1+G7RrbvuyfZMqUWzKRHY5h3z30/xrJaRI8DVws4F4trQcsZ7eacPy9jHc1LTg1PjM/hkKnJT4JRTOFwnZDO2IMqMN4VdsaBgPI2d7TYQ+EUO1auT7aS9r3w4j8d01JM8EPbE7hl15NelVyLiAX+AfBlwEPA+0XkPar64dVcocGxyUFVHw5/HxeRnwTeAnxGRO5U1UdF5E7g8UNPlKarmdYgmg1mnRF+mc7ukkA4d+93mQkLgEpIxp/O8ZINiBIidurKpO+k9bdHnZb8/fT3uSmo77uuD0GD01zjGheuGbV7+7FuZpreyR8fzJ59e9BHCO3tnb+LYE3IYWVynZ/TKq7wBLFAA9qfu4N+t9DeImUznJdTUa8tbi/UkKiINPkOfluz9K0JBPF5F3+Xa9U216qdqXOIgC0czjR+vyg2ZgxnbjoOLni5bdVQovmc52u0+sdIXAGs2VQp+1VxaO2keX6GiFWs6bBCuX4L8AlV/RSAiPwY3ty5XuQgImcBo6rXw/svB74HeA/wjcD3hb8/vfhJSVqBaPM5RRbFH7sjYH2YmsC0jJY9+/QNZtFZ290eZ85edUDDgxcX9RHTqJ+5Kapd5e5wu2W75pE056BjHoqEoB1i6BvsCducTAltbs6LX3ri6GlohxRalziqFr0GZqUTkeuTMpl1CGFm+e+WWaZdrsOhM01LVqCe8YzZVgBF//K4tR6SAJZNCPtwZP8vPWtGP5eytfi1L4vIB7LP7wqaaMTdwIPZ54eAzz9m63pxXM3hCvCToXRwAfyIqv5bEXk/8BMi8k3AA8DXL3XWjtmoI/7tT9J5M0+a+gax6Qu0L+V6dkisRWM7Fj8gqwk+iOC3gH6tYNY1Z1oNZmgP6bvcr6DNtmkHc4cguu2Z1e99IYB9BNs9cMnn8TiDwQqxcrme6oactGlmySvBIp5SnZ41u/DfYVjERFMYx5at2K/8EKNOqA4KPyGRUKa8df8sZF5btJ/mOftPqxJrjiXk+klVfdMJNmVhHIscgmrz+p7tTwHvPM65u2amfHP//of3/txBbMY2Ua8VtNuVjZ654V00JCEF8pg1eC7R5rkn6Bv4c2KYty/+3mYN+C2fTueruc06znOn4geP5xgnKtcRkpkuTwrSElCPOMguaSnx0crz5bX7vdOQXxBeUjh04m2YEuujpXb1nPAYfLls3y5iXsrR61eZ2ZiVyvXDwIuyz/eEbSvH2mVIA41QTI1Gx9TM5x3boxwo4lXwvplYSwuJ5pXc1tQ52ayLHnY/c2dTPQd3SEBmaQrxc5d5l+37Jfp0IayH5rAZOMYKckCvGWiVaLKJ29uXyR1rYRFCO2afnBhWJ9fvB14hIi/Bk8I3AH9kZWfPsF7kEDFrRrHK333RczmZL8lCO6aq16RywgLbN+jP+zwPPaTQu/2w446K5yk5nOht5SU0FkWnQX05DseBQRmZmlvpeh3fQzLZHgF9pqU5914jPTWSTxkr6l5VrUTkW4H34kNZ362qv72as7exnuSQ4zmcCExlCf9exGnf+ooeotOKBV+4PX3bTpIxus4rvyBJRiQneG28VhKTPVV9gEZR1kzGJ21L4/CorecCK/ytVfVngJ9Z3Rn7sdbkcBpj8qEP6BxHWe+x3eii08BU3YHpXWaahGY56VfUlKWwooie04wFPzJ0ebv/4efU/vd9u0onbp/ZazkcBU59GRc4AUtPX9RG/tmtmfp5UpFqJ4y1I4djO2+XvEDL5N5jjkmLnM85R6NhNPu29lik6X37LGzKyRLdpP13KvKoE87bWh2v9xqHNH6Z/lwAK/qZTy0W/MiQsC76ceo4RCwb6WQEtUzVR1ol4qqJEeqEamLbAtmjRLR+/65MdupQLYpVrwR3FKxJFN5SWCtymJuXAMdXhbXnnNlFOykIxFyA1uDfPV9sVnyfk0k3VK+3TYfc1IwDu6G4Ev62spLn+T/SvtrZr8+eO6Nty/bnIlh8/3nx4KcWC35kKJgjDHTtc4SouGUQy23Y6egiM2f0dSznwDaiFOKocwaIuTjzJiMrQqwyvCisuKUjlpbCQA4rRE+CVe/nWdsWna3n+ftkA1o22E8RRud92l9BXKfsdb7PUdo4I6KpLwtZBb9OQySIPqLII8KEZl3ubiN7iWUGWrO9Gf25IDYxHvxIOIUBch7USrbQVNMQTxDzNYpZeQI5eRhRrHFUExM4LAtljTWmulrC3Mg3b0pSkfm5DqdUf2XZ8hmD5rAqdIlhxkCl83o8TpDn5Qi0Bsr2oBabISGqopcgWuQQ1saNmkM8tqM99ObqzROcrnkonCNXBCIZ+OS7rF5SrhX0mJskVrnNG3RInx+KFN2kRxv9VjNinlos+KLo/YlPihzyUsY5TCRsQU1co+DojZg3066c4aAufFayepm01uFipYPMpImAK5rJROtW+udGC2GpXISTxjq1ZUGsDTnMqtMzPajN0ChmnlezAauHLHpIIhX8i8SQLQqfN7alMcS/dfY++z6/tda1M+Tfz8vgbmkNGTloJIiwcIoaaZub8ovEiZtOny+/5hQBC/P7s+e+FkaHTI+BU4sFXxiHyKv2JawtAqfeFh/LYhgvv/6k0+eL5TUWHatmlc5Il8/MRn1JcmWsytpuRDORAlwBk7PtmlOHtu+wAoTMnt0ft2T30lidXJ8q1oYcWugZrLRvFrzM+ZJioIkQWstjttCMmOLA1JkK3PUjdIjAVOGz6/++256F/b2dQTk3HcVZWGvlPCGuatoZ9CX9cXkjWufrIeC+9wqt2rl92pjKcqalFTxEpxkLvnijjnt8d4DNtIMjmlLytZGtGJzO9jdEU1L827f+8m9du4vbtm4Cjc/hQGcMMT0TkWguUpE8xKL5LOJLf7sZpqWsT9SCNQuUAglFA5fBsiYl36DlD3musV7kkA9SMD1QSWdfmv160fpBpP02DGzxc5co4kcJmsNMH0L8HGZCpsJrG5Ec8sVWdIZpaZbgdExK8ZhmVTxpLdVJWK4zLdtpmvNIfp7Ql5LWGAjHziPgPsdzJBOnTf+19plxX3OwqgCa04oFXxjSyMcJBgnNuLY0A2e2hvNErS/PvagWkQhiejDdshXVgaVy3okVo5XygdS5IKyivRqMdLjJm0j9Q7ms70qNUBq3dKSSFcckc8TVaqbu9yjmqlP/zVeA9SKHHDJjsOoSSNzWh1bpiGaATidsfZ0P4IElvBG/TQ755XJzUiSEKr7XKR9EPLYl6HM0iDzyKB6TxmDxBzVkIIkQJCeIjpbR3ARIjCw0+IWNekxP+f7txgUNTANBxVW8pkhC27/DYdjAGdZC6DMtzLvXWVnPebnqbKYsTsPiVOqjgmw8VnvPYybKrbq9dnR0TJuOySauw+xUWs5ov90PnFdG13hsb9ev6ZDdmFO/IJbWQj0pfJn4ICP5ZEUURtfziWDedry/JJ7W6PyQViPUpXBhdDBnpzYsOvOUkQxyh/vSBLGBcr225KBTWkRu+ljUxKTT5qD4o+aLiOQnEj/QCT4WXLQZ4Kdm+j3kYCr1fgdHixzSeOuaWZN02tDrcxBa+2tyKobvEhGoX7g9xLCnwSgjBknna27XHxO1hx6C6PZx9sxGn4wvMUJbizgCjlxzZwMg+L52hc9tUKGJFDtad3kcsqbyLBR78NTkLPUho1Z3wuvUr11etwZKw7aZYES9Azp8VZqaW1r6BX5qwdyyuFE4Y9dEqj2hvWHi4ovWtbWHXKuYSnoTYXJWuHPnmne6H3Nkzs1OTqV9tgVOvalyvV7kID0vyEwfbYKQvoEsRx5zH2e5Mwkj0yziZNeFSY4P8m6HuOYE4Zp9TEVDDnXQICKBhH0T8bUIp+ceRJpchLCvs81syg8w0hBE/F7DzDGQg3RmaY0ZCSjU96thJjnMXFwsf1pj3RwTCKKllk0fPxMbGNWxCLoDSjeSbXUX6pzU0Njos0lGcaA8uneBSWd/K5KW0ozEUKtfq6HOX4kkTNgnrm1usFKn1Qo1JjVYxe1WMOnLfMu04jjhifKdLa+a/A7+RvvvXwQtDONd4a7tZxj16APdUFyDw2EW8j/EFRiVJTl5A+X6yOQgIq8Cfjzb9FLgrwAXgW8GngjbvyvYfw85YdPTLXNSjHQIA5hfcU3DoNdj/mjBD6qqMfqoMXG0V0bT1iFxRpxm1U78rKZLDi3NQZNZyURSSBpEQxCm9rP/PJ8iahDJBBUeEG82avYVp4htVHI1vpy4WnDWq91G8etCK42pqUW0/vlyEvazmggiX/605aKZZfNSTYsMNX0X2kemQSwT1roGM6yVy3Y8bx//dzLwYyhyaEjeqPknP0yDyI93ipkoT9w6yy31gQl29pEAiRTa20z6Li4RWqnBaFvf2NkZ+8WAnt7CXjfYg0xLD3Kcf47v2+3HZ3bHZ2kG1AhaWia7cM7uY8T5suHHRDSrAW3S2yC5XhZHJgdV/RjwBiDWsnkY+EngTwLfr6p/80gnjqokZJpCIAbr/OCWDWSH/TR+rPWDk+Z0r3FQ6x/4NDy0KdgidzLHwzoDu49sAqk1/W3MS+F9rWnQnz7eb49/c7+BuLCfJfMxBJ9DHKhtVh8n3msYrFNgSySeeG/WJydJpjW0xqFcg8j7VPF9JOH6Ud1ykd1I2tEyWAf1+0RkO5pOJhn/uuy7ZeEcmKguaqsUhWgWzhoifPIJtCjYsfLEtbM840bcqTWlzKaHaGuPmkKtJkUrxQGz0RzaN1MYR+2MXwhru6auwdQG2c+JjyQ+kveHabSGSBx51NKUzUsEjMFtFYwvOi7YPUadnY6a++DNaf2r3S2CdZDrZbEqs9I7gU+q6gO9ax8sCgkzdcnMHIEIxDrEhvrwRg9dnxnioBWZvvnrN8rM9HoN37tCqM4bRs9azH4z2E9pD2Gbqf1DJ7Viquh/0IYcav+K9wogE+fXYozkkM8aTTaripxmJZiSJPkYXBlIw4IU4FxOLNrMyKLKboV6Bybna+yZCpPFonf7svGLZppd6EfnBHUGJ4rWBh8JGQgizvK6mbDzEPtyvbAa2c4R+yP+Jhlx92Lm0p8ZQagitQtmmOn9U2axAyrH6NqE8oPn+KXXvZJ7z/82WzNCTqPGMFHDGMtELRMsYw3vtWDiCg5cwdlizF7ti2OPXcHVvTM4hbo2uAOLebYIWi64LdD95jqmCj6zTHbjJCiqNZ5DDNQuRNpJCHMN92gNlAU379nhJW98mFeOHqMUF5zNRx/YjTiqSA7RrJReC5xgPeX6UKyKHL4B+NHs87eKyB8HPgD8BVV9eqGzSP6KpiM8QRgwxmGMYo5FDvEH1dnkkMwjQj1yOGtb2kGjNTR/c+2gMStFotDwnSYSIFzCVA6t/YMrlSOVCSiMfzBMU9tJjd9PnXgzks9+8uarMLuS2icjpQdB0q0kQlLjHaNsOd+n1vcrLEcOIgYnDtX/v713D5Ytu+v7Pr+19u7ue889M3fuY+5I89DMSDNCDEICyUISWAKEhaAcQGARK5QhgkShCpftP1IBTKpM2UXFSSoux3m4rFQoQWIguDCgGAqBZCrCNnoMktFrJPQaSTOa92ju85zTe+/1yx/rsdfe3X1On8c9t3vY31v79uN07169+rfXd/3eNkUrpS8WNYfcpLUMVm+HdTSyDa1WnFkk/G8jB99aOgfW7m1SCvkBQJA1ZfK08qkrt7O9+UlqGoo9jEtOvdaQ/A3BMe39EYbNYpvL1Zhntm9mbGuubo8oiyZ9dy2jdirBdyZUm4LdBjMl+RfSRiYSZ5R7jetB1FADjIScHm9S2jojvOrmx5lIRXmEq3LUHg6E1ZPrPXHoSlMiMgJ+APhX4al/DrwYr5Y/BvxPC973ThF5UEQebK5c7S4gYWGRqDkEMjBGsda1h3EU2VHahtI2nceF8a/rvM+2JDPvsFbDgumQUYMbh4UzOqb7R+5jaDwJeEJoH0sdD4dUDWbaYGqH1M7fVo0/tqp031T+b2Ya/la7dB7ThHM1gRDi52TjMs3sOKOQNmPFjBpMNh/5vLTz5OfPiKZ5tYmkXUvUydQXD+VAGzVd8jgGHIlsX/ZJYcnqVsxqCB0fqBDMKEtMXh7S6jRpEHv6H4KWMXnO8emvX+CyMzSqOJQmD2FVOiGsngi8SakJh8vMSfH+tar0j5133IoopmzQsZspReNiF558ExFNn+K1XE8Usve8GIMbWbYuCPedeJKJ1Fiva3QQx2kCcVjx36qP/SbH7YoVkutlcRSaw/cBH1XVJwDiLYCI/B/Av5n3plBB810A47vuDJacMDu5SSnTFNLiJb6ol4h6s2R4X0y4ydndRxe0WkMbaTCrFuZyl3bGpaMZk+yi0TE940zW3iIcNAS/iPuLMWoTOOdv1XhtIX5go0hVoxRIvIria6zXINSm7ZTfcQZCoBFfKynYaA0afAvSTYYLxNtMwNiWBFozb19z0Gx+W/O2c4YmRr8YQTAhzp52gVP/m8o+WGLFbLOHl+277+h+o8wkGRManRGK/axDzs1f/CMp7NLPIO3Aa0ex7fjKE6d56v6T3KbXdvc7BE1hqt6k1CGNOfb42B50Oi1oaoubWr/IF4or6KYx6BzTWtpkhJ7smfZACGPNTUq+eJPBnSjYvq3mfHGJUublcXcRTU77wX6qvabhrZZcL4WjIIe3k6ndIvICVX0sPHwr8Ml9nc2od5LmO1LjY0qN8btXYxxGyAiiO/NRxPPogmgnbFwgCTIymgNVQcThnDDdbHC2wEZCiFnPOUmkqCRN0UlJa4hH7TwBOK8x4OJOKlzUdYPUjb9fWC/wGZGowUcAFb5injiFxi/Ovp6SJvNSCsEVDRefJIJzFpqNhknZeHIQpW+eSwEkPeK1aV4dOE8I8dSRmPI8Cn+SfUnAKuFIZVuaEOqci13cJfsP6L1hCQ3CO39mX+dgoZXIAY1itxzjL014+NvO8Q3ll3Fh9+y01SDyENaoNThttYf4GoDKWb9xE03XXrXjlxg7aWiuFphtg5aKlqSgDKANrU7mpDaMW0wwtcZIrmB6kvC+GEathaHaKLjl9oucsVe8v0H2rg81D30He7OGoaiHxaHIQUQ28N22/qvs6f9BRF6J/9kf7v1tjxPGI5CCbRuUSzBteDOHJlOH7S1eOaLziJCc4xd8SdqEc7vsK8J7igKmE4cbg1zOSYAeOURCyB4HHwNRY8iJQdU7o/1A/a0qNA1Y73QDEBcWiEYRHIrxGafGn1PDhRPr14vik/iyxDRv624jWNwYONFQlnUwE/WJIZjRsrntW/2MGCq8ANVGUXWedWJ0SZjDpcwjOVZkh3Xksp2hHwV5JLvK6JSOmdLxuTnzL4FQ7HbN5Mkxf371Lv7qiYc52atfkfIcgk8hagkpYqnje/DagxHlZDltM6NV0B3rM6NFcZsN1IJMDQjYHZLJrQ2cCL6HIE4ao+BMdKqH75S3nxBBreXarQXfeO4JztqrlEGYrJByN8Cbk5qsRMZu2dFHhhWR6/3gUOSgqleBs73n/taBTtYnBkOKTIo28MI2lMHXYCUSh7/djRxUBZOZlJIWIfM18NRuN+RHlCcq6hOjkG+gnaJ6/la7mdSBEFrSCKYk5zUHrzGEW0g2YE8ODqnqIOzGXwjGhPBE6wlCJS0Coj6fQOPniraZozHiifZvIFSnlPHGNPho5mtfuZkpJ4uohRGKmlX4QAHnrK8I6oLtSvKzLIn4HVYARyrbASmENU61kEKX02eEHXPaGe8+xngaD6ch0UXbcNZF5btVMZXj1OMNH3rqbn7i7H/gtDpKibkLhNuwoVDjI5OCSalS2zUpaXydMLINz22foCgabOF7OlBLe307g6mgGflM7RQo0dEcgmUyEEWuPaTHDa12ZQQ3Kbh8l/Adpz/HRBrKcF6vRHUrsUZCMCHxLSbAzavWmvwqB1WBV0iu94PVypCGliR6yDUGG3wOhfGp8X3TB3ghtRJMSnRD0GpnkkkpN0Hl74/mExGlHNXsnNJU7qAlgn72c9AWIlnkNuD4+owYpA6XYHxd47zmAGBNymr1UYYGEYca4wnGBHORZzt/saQ8iXBa09MgjHcAVjcpp0Y1o6JJJJvmObu/iHidCsa1and0YrsGH0TgMtPSgt9zIdZwh7VfRGdrdE4Xy5cAmn++KFexJlKSOyGV8+6+AWlAa0dxzfHwo2f42ktu5rx5BmCmpEYslxE1hEqLcGtTpJI3NflrrHaGq9OSSVkzvqlha1KydW2Eu1pgLhUUW4LZ8SHYbNORFd9rIuTvOH/9EXN5nGb5OtINZzWG6qaS7Xt2uHP0DBNp2mt7wbxZep3qrifWUK5Xkhyi/buNUvKEUNqmQwxWXFq84gLWCeOk1R4SMahJO+Cwvwbmm2ct3nyiZc21MxXNeER5zWsE84ihH+IapTIRRSAI70dwXQdiMCmpy0YfnGzShOLaIWRPguNXNdccvG6eNASVEN6naYeKQn1C0Ft2ODmeMrbNwrLG+XzmmoVT8QXaTJjb4Pdpj+BAPEBOQNhY/qXFTBRTdLjOy1uIC34wt+SkIE6TbGgkCLLNStQ4nKO4UnHqMyf5xLfdwb3ls5SioSVoyHzWNjM6FuBLZKCBIMIGrMmutdI6/17no5YSoo9FQGp/X8jMbOmQVC8slggQ45NTO5oxBO1Y2Dpf8Ip7v8Tt9iJj8aVAgOQ/mVdjyYbSGfvFfkpnrKtcryA5aIcgiiKGTrYEUYjraA4mkMQ8xBA7h9/R+IgHmSGQiBnndhjH5KYdqs0R44teMDtmpDzLOZkOot2X9mKcF3IYzUvOoUGrSPRmTHvh+4GGZi60587LL0SSIrt4gsYQtYrpzXDz6WtMipqRaRbmiMS5SEf4kLg7FKdpIbCiuBBZ1jFjHEQLX8OLaFl0Fj8yDZT2uf6cdSJy+nCtXPiABB8k4LOH465F5m+dQ16N3a7Z/Krjj596Kd+98RAnZYqlDWNNxJDIoAjJbzbLeYjEYMKphcI4duqC2hnq2qCNP48v2SK4Qimmsxpm7o+JZiWJG5xoaoslYeL8GIOKcPFew0/e+gk2TcUkyOC8r27RZGpqkBkfRET0tRwJ1lCuV4ccoj1SsrUlkITNTEqRGEamwUggiGzxytGm/buw47Ud1RcbzE9zhtPZKYty6sQOXz+zwYknJDnROsTQ9MxI0N1eqM7eRqKIoYlOQcMFLuH5OLo5poHO9IXxaBxXg3dCRzNTkPGdCzW3ndjmRFFR9LSGSJK51mAy7Sy+pnY2qPqN9+cYh1FBxKSopbY+1j4YImpdz1fEXXOAZrLefZ204WJ7QR0EP0G74Wi1Uol2+hzJx+HzaybP1jz0pRfy8O3n2DSPMUnaQ9QYZnMbYvKb62gS7UYsfkzTGDT2cUhz4AkiPc58C4kkTPhqgndMhyS3dvcVao5ZQRvQ0uAeuMID40c4KVCKwYXcjRyxcmz0NSyLnPj2jTWV69Uhhwhvg0GMUhRNcjpHQoiaQ2GapDkUodZvv8BWDD+Lgmuk3e0asdRh99v/wWfyJozfvTx72w71V05QXmt9Cik6Kc932I8ghItYc9KQYDIKeQx7ndCbD0j6uXR8D22ZbwROnLvGqdEOE1ul+fBzJJ11fJ7WEM9hRDHOz2lJgzVK3eD9DmG3mlfN2Feuwxo67g4CU/vbtDDCrjyqRmaa4RAL3GkMKwZpmtb3EGQnnTZPjot5NbWjfG6Hmz6xyYe/5V7uLJ/htJkCbemM1ufQmpkqF5zTZGUlMsLwCnPIJep/mb4/qq815PXFgrlUw+YxzpcQzWlAIbiR5U33fobzdouJGCxens0C+4+Nqr4aGnZvHXpgR3T3JGuH1SKH7BoxxpuQwMtA8jWIY2TrRBA2LF5+IevvhKPT1Pmqkc7bR33lSO1oEn30F0Ujyvkzl3nu7AnGXxd0mvkcXEsMrdaw6DseQNDmvaf3XPJz+KH4MUVjLn6n1pTChZsvc7KYMgqEOq+RSUQhbqaqZaOSLriR+tLMNmRN12K8n8jR+h0kmrmW/KpruMNaCtkCiHp7uxvNft+OKPY3tskbO0+LzDTOEP2mkST6yEmi9tn6pz9f80dffSnffuovmJTPetOL5sTQag/JEa3Gm420vY7yzcZeu+z055wggsbQmpVoM+8hFePzZBHuW0N9quQ7b36Ik6Jzk/nyqewnvs3zOxy1o3od5XplyCFv7hP9DdFkUYSyGCPTdIihnCGIBeQQdj3RWR1Jwr/G7zByFbNvSgEoTIM5qTzxwormkYJyi5Tz0A9pnSGGTlSF+CiSaDpIV0GrLnfQZqP5YnZzwxLD4bS15ES1O+Q3qEAzhrOTq0xsW3Mmzk0+X3EOrPg+wPFxfE0dE6RUKNQE4m4z2Q+U35B/l+cjcrkQ6Ne50zxl2GS+BoOXgb7W0DddBoLwuS7a9WkZutpE+lBvgpJpzfjpHR7/xBk+e+8LOGuvsCHVTJnufm5DNCk12nVGR2LICWKGo/raQo8IYjn61CbU9EQqIwYtDDs3W+4vn2QiggkdGmB2w27DGpDahy7wNxw5jkGuReQXOURJ+T5WhhyA4HPQdOtUKI2mcMvCeJPSOBBEaRoK8aYnS1zE2l8hZTcG1ddGe2MW0dRqDq0YdW3uLekUxnHbHc9y+fMXGF0KAhY0h6Q1RHNT72rwxEBLDLmkxzwGwbEwPgAAIABJREFUQ3AohjA9Y9rXpnhusuzRfOqC+h3DWqN5Cm9eUitsnxM2yx1Gpk5z4ecpFBST7hxEgsiJt1ab6vXXaiic9/tMU7RS5Ka2gNrSisM8Yn0eQsWHsdJ3yxzUeuFaUgmGftCijXLDzGohOanUDWa75uzHlT9+/Ut56R2PYe3l9JvnWkOrRUgbqaS5z2EPjaH/pwXmJcnu9yyerVlJfGWA+qTl0t2GTVN1tAbXuwZj5nZuTp2HlPl9mEJ7OY5Xrg/eLqGH1SIHCJqDNyuNiiZFJZXGaw6RGMam9loDIay1Rw5RI2gwFDhqZ5JQ5AtjHmWRO2S7C6N/XIrjwskrPHHnOTYeMxTbPjBElFDiovU95N/H7+DpEIOvsBqu2MZ73gTCDqlLCGpmCSIhaCueBDTtEP1nBtuvgXosXLurZsNOk48mXdhhzuKc5IQQiddkF1btLE4cI1NTG5PMSlaUxrigHdl9m5RgPdXvpdGbCu8L0u7fckf0UqUzsglz3o6uKj5UOs97mGPzbqsDK1I1nHiq4jOfupMv33qejckOEyqqRaW8cwd00hhM0hg67TQXLbAzmoMPgxbpkUKfOCCFr2ohVJuWrZdvcVLwvoYeYmhuhI2srPHvi/0NnfP0vsd+RHUd5Xp1yCGZlEhx9TYPXzWu1RwCMZTiD19Go9crNvyO0TZqjWtT/DV3xJrkk4jICSFfKMemxohy850X2f78GUZXvITFGkrQXnBzG5FE05L1NfiVQCa2jTaRWKM/5DioNf6xNaFCZSSITFBdaz6S5HQQlBAbboXts8K5O57jhJ22OyeBKqjUToUinDInhFwri2QbHzuVEDUWtDvjELEdHtv3xmsNL6KDYJ55MJqWOt3gljpZ/H2y5j95zkMW4ZMgbT0u76NoKC9POf3JEX/yypfwwlu/zmnrK8o6TJcM8iil4ISutb2/qzmJsPAzZ/HPypknP8O8eQhEQgHN2HL5dsv33P8ZyhS+6mhQf/QGEK0G0by0DPp1lXapa7gYy7/nnIg8mD1+VyjkuCwOXlK+h9UhB0j+BhNi+ae1ZTKpsWGXWkZTkmkYm5pSGqw4TxB4guijUYOTVhVugjO6Qw6Z3T3C29tbk1UM+yyl4aXnnuQjd53m5BOC3SKpjZ1EN7LdQoiq8MQQpD8SQswN8IPpLv4mI4ZAGIkg4pQpKAouRnC0c4kIzkA9Ea68yPHNZ57kpJ2285Kr2NnXz8mhT7qV+jDWhoZCTfA5xJBiAkGYA2+V1rHMwH6hBtwYzJS0GC7EntqDy8xKwSlN401LiaEzH1Df3Bk3GY33Pdz05ZqPfPYeXnv6S5TjmpE0u1YtnedvgMhP+2C4XFtY4m2xU+J003DpgYo3n/5UKv3hP3+x/CXfY2ZBuN7Yh1w/raqvXngekfcBt8350y/gS8r/I/yK9I/wJeV/cl8DzbA65CBkHd78D5tyG8IxtjUjUydiiIeNUTU9p7RTQxmEOzrRKixWXKfqYtQocuSkYPGkZFCcEW6fPMcX7n+WrYfPMbriYCcQQ6PtmpgnwaWT4v0C1pe4Tn+OWdEh0iTY1UIXrEAQhpYgOgbYECYaTEmx3kzUJFwpXLvVcOH+J3jB5CInzXQuYeYmtUgI+S14QrHisNpqDrWzbc8M4/dk0e+Q4nqX3QY/T30OMdYiIUTk5E/G33TuWtX3UUX0t7BOW4LIch5S1nr/nNAhC6kdo4tTTn90gw+85D7OXbjEaXsNYMYx3Yawdns6QPsT7totTbpHX4vIzUz9ccfglWZiuXKH5bu/+VPcWT7Tji8lbM768XO/YxM0iIoQcNGx0Mnc2wPhCOVaVb9nmdftVlJ+WawOOQT4ekakBcf7GkKEUkYIE1MFk5LXHGL0QSdiSRqcGl/uIdy36tLiGD8vj9X252jNKZEUchIaS80rzz/K+++7hZNPGOxWA7E3cO+C7TimYwSR+BafkjkPYthhjO9uNYhgTjLznIrx1l8s6TqSsLOyQnXScOn+mtee/RrnyiuMTUUse5B2ULSrV04IpcRQ4jZSqUHAQSOGWkwy9RWSNwKK2gP7cjns8+VrBQWcVS+Li3aRkt0uIoR0wvYkmi/wDjAObRwiQXvItdOeaakD5zBbNTd/qeLPH3oRr77ly4zGTyQ5mAfX0xr25ZTuawsZIcx7d3REx1a505sMl1+xw1+75VOcNTuApUFx2jUpxZLdbYSS13j2Mi3tt8/Dbl/3OOT60O0SelgdchCF0MhnOrWMipqN0ZSJrZnYmo1iyglbMTEVY6kTOZRSp4U87nBjV6cYuxy1hEgCMVY7LpRxBx1f255HKY3vJhU/q5QGLJwprnD+Oy7zm2dexdn3Tjj16BS7VWNCOe65UA2OtBCdJBqa9LQ7PY21cqKPoojaQmZKct6uPK+nsQpoaWlKw5UXljz3vdf4sZd9lLvGzzCS2mtPKXnJzFwA/rvOzmmcm0ptR2MDuFhU1GoYa+3j3p2hDuU0Bp+DhwDihGbiH9hQbG8moqv/m+6ldSUflwvao4AaxDZo3eUbtWaWdPIwaqeYnYrJY9e451+f4P966rt4w5s/zqs2H+ak2VkY++9ondHdI7sUoiD0iGG3qCRoNzwtMUAzsly71cBff4Z/+g3/hgdGT7JpJJGCb1fhq65G6e2O3G+G2s2gI1bV9CVBMi2pV1TwwBrE8cj1kZSUj1gdcgC0ERpj2Di1zclR5SOTgo+hzBzQZTIr+UVsJDWGNlkrOkyjehnJwoZwPENY+FAakc4imbcQjGYqr5m49JlWlAkVd42f4U33fYZ/+8grGV0umOw0xAY+u6GjTcTqk0BKGgsXb4cQYhG1jpR1z+O/pAk1lAqefQDe/JLPcsfoWTbMDhbHNJTj8FqDw4Q3xjlLGlKYz3YuTZpHACfeZFeExMQiRjaZvHnQ7vMwf272/55Vh4oP3mKk2C1JP1t/nYnBa3NzWeaeOPweeWe4WD4jZUq3G4/knN6NgIJzurhcce7jlvff9VLOfPNV7hk/lV4yz7cXMaM9qOy+MPZJYTdlyfq5mZ4yfP2bHX/n3g9zV/F1xuLFv08M7Xjb+43G184vxJdeR2sui9+rM5Z9ksRxyPVhS8r3sVQaoIj8sog8KSKfzJ47IyJ/JCKfC7e3hOdFRP6ZiHxeRD4uIt+61EiiOan0SW2xZlJhfAhpblKK5qQ+MfgFvA5/c2Gn751qo/TemlHQPMamYiL+9qSZMpGacXi+49PIiGEUbidScaa4wjefeoQHXvtFLt1tqTcKHznkHNI07RF6OcSjU3gvff2e8OU24XRxu8VHE5zhRqg3Ci7dbfmm13yRBzYe5UxxJTRb93Mb56CUholU6W9eG/PfbWLa59PrTJU0ts48BQK30iOG5HPYx5WhSx5HgGORa/BmHRY4JRf4GuK6uhdyk1Is4JgilhpvXqJpfLh0X+6MzB6ANIrZrjnxVMWZPxnzgcdfzBPVzXM1zQMhfrd5crEguimaSqsThssvEv7aX/k4L598lU1T7VmaO0ckitYMvbcw5X6HQ2kOxyTXR4Vlc8TfDbyl99zPAe9X1fuA94fH4Pvu3heOd+I96Msh/FCxllIhseqqto7SsKP3O3+/wx1lJh+LJjLokkK7uKfFUKadRTCSRbtg1p332hDemhPEbcVF3nD2c1TffolrF0K39CaEt4baNQuP+JqYNJft/uJze56jzlqOAm5suXqhoH7dJd5w9nPcVlxkw+wwMVO/eBPDc1vyLANZRgIo07zVTMyUiZl2iDGfl4mpvE/ItEUQfba0S6bzpaG0fbj3OI4I7+Y45DrXFEx2n9n7c9HfOMwrn+GySXEu1CRyoLHarz9i6OpenyVNQ3G1YvORmuf+9AKfuPTCFPbcaHfZ2G0HfhjkGrYaaMbC1nnDxmuf5k2nP81t9koqzZ00hp7WYOYcdo/5zktppJpR2Y+07+J7xy/XR4KlyEFVPwA823v6B4FfCfd/Bfih7PlfVY8PAqdF5AXLDihGK8U8g5RvQHCU5slZMQ8hEoa4ZBLJD7+wu7lEERe4iUyTRpFrDaOwGEbNxKKJkCZSsWm2eNHoaf7T+z7KU9/m0DJMqXNQN/6o6vb+bkfj2iM+l59n0RFMWVoats+MePrVjrfd9zHuGD3DhtnxxfGIhNB+dyuaEWjdIYU0P7SEm2thow5xds1KKVM6aQ7L/voc6w7r2OR60S55zrwcKigmFHDUSBZBe8Blj/ulNaD1Q+Qk5ECqhvLSlHOfbPjox1/MNTfqmFpguZ33fpH7GTTsMFwhTDeFi6+Y8mP3fJi7imeZzHGUz3Od2+xI42a2UGeO6IvcE8v+YGuoORzG53Ah84w/DlwI928Hvpq97pHw3GPZc4jIO/E7MOwtt4QnCblf3cxkO6M5tFqD7SmTpudETUiatLe0W7yNsuuP6PooIiIxmEA+8fw2kNJpe5VvOvEIP/DaP+MT//oVjHZqmGY7tf5Qli3HDB1p75+rPY+FkVBvjnj2Gyw/8PoP88CJRzhrr7RFxjTusBwh+yn77krrZ2gJMH1PYuivoQkEM80c02NTUZpRyguJlXQPYmhdAZ/DoeQaerJ95nT2hyVHMO91e0Uv9aGKNk3IVm+8X8s5nw+TwkH3cH6rYqYN42crbv0PIx5/zc2cHV1ZfgxHAfGlRuqJcOle+LFXfYiXT77KzWaHUgi9J7zQzIStxtueT2XeayP6ZjMXHNTLFBLc9WvceLneN47EIa2qKrt1jZn/nncB7wIY33WnxnpK8TT90+21Q8kXN8jC1iKyWP20+AutF7CzWM7uGKJ2kh6TOaxxnLVXeP3m5/h39/4Vzmw3FNPa94KOO7Z8KP6Eu36fGfRJJpZwthYdGZpTYy7ePeJFb36Y1576Amet9zM0PkGiU5bYikvfex4pxOc7cxjiwCPBjKShUpec0tG0ZCWEsya/w/6+5irtng4i1+F9rWzffcfs+xeZlDr326CEmQgekRnTUqczHPjfyxgf0hrP1ynBEqOUYhRRZjbJ/F2xIdDJJ4SPPXM733L2UTaKnaOpObQXBJz17USvXRC+6ds/x6s3vsRZc41RvJ4XvNXSkkK8ml14rp81vR8opGisfal5KyTXy+Iw5PBEjKsN6vWT4flHgTuz190RnlsK85rd7wd5KGqOuIPOE7ogi7zIVcgF74dZrSL+zUrFrfYykx95gueqC5z5VIOpG2S7aaNHjhLW+ot/ZHAbYy7dPUHe+gw/9sIPcVtxkYnEajFBUxIXcj7ax30imEcMqQF7MJx6p2SrRcVormhaKrIe36m67j6uoRXYYV0Xud4T0o9EY/cNRFzAO76GaI8J9ZViX2kR75yWNvdBYnh0XrWVjBjyy6F2FFsNT/7xbXzsu+CbzjzG2NRHV5iuhxji6qyPUNo+K9zyxsf5kQsf5by9xFiazoIfkQL26BJDW28pdoDzZc4qnbOJJCb55f0p2nDWg2IF5HrfOEzR8vcAPxHu/wTwu9nzPx6iO14LXMzU9N2RNjF+JnPB860IY2y+6XSnanMV2ryGWG44PyLm2RI75qLg28iP+Joc+TmNOE6aHf72PX9M/cPPcunFG7jTG1AW3kHYOLSu0ara/diZ7v73uvYRKM5BWeBOb3DpxRtc/uHL/L373s+d5TOcNDsz5cvz7xx9Mel7ZxdInxh2QzTr+fIZTUqIy/0O+/Y3uCWP64ejl2uYE8C/xP2APUNbc4JI4a3B99A0aNP4513TdU7HCCboOqlTCZZMg6gazn665uv/7jYe+vptPL1ziq2mpDrkojmDIDOugGYCW+eF8vXP8uMv+iC3F19n00yTr6DZZcE1QOnz9THhe9hO2uksMSwTiXUgMlwNud43ltIcROTXge/EF4V6BPgHwD8GflNEfgr4MvCj4eW/D3w/8HngGvCOwwwwt/k52s5UvrhWMBGJaTdd7SYB6C7o+QI5r6n4Mg4oFwrPxVvwQmWAEY67y6f5xZf9v/zP/8X38Myv3c4tDxnKxxXZ2kZ36qRBaD/CJCKvgxNh/LhExGsMIwuTMdWFm3nu/pOUb3+CX3rxH3KbvchEfIuxaSRKFocf5nMzTyPKnY+xVPM8xLyRUtoOfSliaZEzdg728dIjwY2Q66XCU/PX9BfqXd/owo0ioYyGGh/1s9C85MJ5i15Pg56PQxTKKzXnPgHP1i/g8uvG3H7zRU4W03RtHhriFXhXeFPS9DScee3j/K27PsRdYdMTF3RHyFdI13m4BUrpkgKAEUn1lqwI1ZKmpaa3Qc1v9/G11lJzWIocVPXtC/70pjmvVeBn9j2Sjs+o1RLablSh5IPzoZI5HC74D0j1UprMlDIPS0UizHlPqsskDpP8FVAG6+emmTKRr/P37/k9/u93vp4P/+7LufWjJScefg65eNlrBtOp39HNNF/JFuhYRCz2drAWygIZj9CbTrF112me+tYxr/ihT/OOC3/CWXONUlwgTz+ZeU0ptwtJzHxP4k5LO4/TOXvEalNUWRs44MtoHMApfYwX0bHI9W6f3/M9LGz4E7GbUzqW385uE0HEX3A381LjZgmCrv/BTB3l5YYzD8HF7TM89KoT3Hb+Ipsjn+5dH8bMZLwJyWdAw/Z5x0u/5Sv8wIU/587RM5w21xjFzVjKmoumXo9oTorEMFO+O0yvQ3fVICLy+mt98tu32+L5Sg7HjZhsUqtpD2epnMUYTYXfwO+MSxoaNT7kFOOdrrg9F8N5xLGXKYVAVFAnYfOOXhtIwjGWhhfay/zdC+/jL97xcX7uG36E237/HDd9YYJ9+hJcuYpubUNdhzh0DTHpuQPYj12KEkYFcmKCnNqgObvJ5Rdv8rW31Px33/7rfMPoccYhpK9tCO8bsVRapMU8b/Vo0kUWyA6hDcBvh5B7SfJzJOLOLrFu6HEbseQXpd2nNEe/SdLzEQud0PFxv6dDX0z30iKSBmESQSBucfRSI21L0XjuSBrRHxH+bhpHcRVOfwEmz0544hVjLt17iVOTHV/l1Bka1/aQ3mseYu6HA7SE5oRS373ND73sz/nGk1/jfHGJDZnOvS7jRjDCilBmxGBmJs7hDrlKHzRiaR3leuXIIUYCNLFGj/NmpSoWiwtlsRsxNMY3uHeBGBp8YT0rjoq2YxmQ2SkX/7i+YmMrUP0wWaB1VmvR0VgimlA+fCSOiTheNX6U33nj/85vvfJV/Oq//3Zu/7cbnHx0m/Lx59Ar12BnB51OvU8i2obFIEaQokBObSCbp6jP38TVO0/ytTcI/9kb/z1/4+YH2TRti5Jp8LPEeaq0YKo+4Dfe+u9vugtSMsdFE5ldaIv1tZWK4MMxqTpn158RtQdN2dJL45hivY+6neJhkUQy0x46PR1CdJGa0GY2hzHdYIdc+1SXCCK2D/UF+Uy3pHc0LzVBk6BHFHGMIqECAJhKGV9qOP+g4erXTvPEPQ2jW69Rlg0iinMmpFMsCAEVBSO4UqH0xFCdq7j/nsd5/bkvcqG8yKbdYhQ3PmpoJBQuhBA5l0cPhkOEEtsNX6UNdzXS9kA/jMMV9qE9rGAOwzJYHXIIE+g7SRFIwTcvn7oCK8qO88N1IjgjOCc4MRhxqSBcLL0b+xF0zr8LLI6q56eosB1bfCQP73PIzC3SaiFVqHbmo3+UscCmafgvb/kQP/r9D/IvX/dt/MbHX82pj9/O5lcaRpcaxk9vYa7stKGvxqBlgTs55tJLTnH5LsuVl+/wtld8iB+/5U/ZNA0lfmdfKVQIFYZKDdtaJGKosGlBh3yRt+E7a9sSkVwb65Ji39FfadEp3gfz7bAHSYI7RtvskbVTXBp7aQwBbTE+6ezku683wfTY/laaopXySQwEIT7azJuWgt9rbvSSgNg2SSALfc0zvFHFVFAY5eTjjvKyYevCJldvbWCzxpTODyM/wOdXhDTl+oSipaKnas7feomXn32MF0wucqa4ysRUnU2K9+sJNpiUYlZ2zHj2vgaTiGFGawjh203Qhy34Ut255rHHItEvSb4fPG99DscJ76f12kKdaQ87FIxM4c0ZxsfvN2KoxKZmP5XYTj5CVEX3+tHz1wLJbJWTSySPpJXg/P/qx1EGR3CpdRJAQjmPRpWJCBtW+dnzH+Lvffef8tQbDR/ZfhHv/srr+YvHz6DTE8g161cGq+jIYU7U/P1X/y6vPfElzltH2TEb+bC8CmFbLdtqqdSyrWVLDtGslFWlzRHNb9B2hPPzMGt7TlFiKkEbKYKGYlMv4e585iay5a+MVSshcF3R0RgyUsgQS7z718WFOpaO653OCLooYjqGtzYNagySSmv0zEvGIOLCa3xPkOQPEUlNdtJ98b+ZncLkKaW8YqlOWupNpd5waNnzOxnQsUMFJrdsc/PGFudOXuXM+Cqb5XbqvxI3IlP115oRh1UN2kPbzS2cMvkaIjGYGfZtiWE/yCuyHgbrKNcrRQ7JpKRC3ViqUHhvGjSGrabEmQaHUGhDLb4vdL9VaF5yO2K3SpJ5o48OsSizRKOtRhJNWNFZXokPsJ2YvCNtQ2ziEwX4lJTcXAovKR/l7Q/8K3hgr5kpaNRXUa3UUalPZtvWlhi2tWTblVRkJiX1JiXo7v7zOan6RKALIpcyM5LTVnuIxJCXNo44UGXW49thHVk7xX1BlJwBOk7ozIwUS0dIeI30tYjcvBRLvs9b+9THUSbtwYrXTqMTWkwIbTW+QKBz/twxHCiNG99HIfQJic5jNeGIw3FgarDXBGkMzQivHZSKFg5Kh5SOomw4dWKHSVGn68nLVbvh2Halb/glocGUhPBplVC1QFutgUgKnhhs1hWu0Ri23UY9Vsdt5xk0h0MglPZVJzSNoTHO+xqa0JTGCoXx0Ue1Ggqx1KERz47kjWl6fY9ZnF3dDeXUznP545wo+vetOhoxiSSsOpwzODE4qXzHNWmYiA9kblAmAhbb2eHkwhzRqHegufBvWxsqVbYVttWwo5ZtLTwxaMk00xyasIAns1GKYMo+pzctc30scSzpPNG0ZKmcJ4gdV1A7m6JVlmr4Mg/7C27atdfucbZT3BNzTEgzTuloSo8LbTQrBRJIkUs525roI8jPZVioPmjme1BN2kNe1jvWXJLQqjd+TtIUQqMdVwjOto89UXgHttcs9g7b9W1JQvCJ83Lkj9Jv+FSx6gNQYr6Rw/seyjg02oQ3rzXI3GvphuIAQXurgNUhBzwxOBVcMCXZxoaoF7+73ZaSwjSBHBw7zlKGCJkdafs5mN5u39+f/XXmEUhOLFEbiefstM8Maq73dxSUUjOVwkdJBWd5TL6bYqhoqGiYoFQai9aZNqpCuzVgogOtolmoLUQzktcaRlRqkzlpXkOfZUouLwzry88RNARPEHGnZ6icpXbdrnrXMeRv1167x9lO8cAIJBAX0ZYU2igeFUlRzbkDOfkIYmMoCD6I2MdhyYlMROGJQZzGvjfdl0nUEnoEUbSZzBrux3yFGODvzVLa+1hJ5uOqsWybgrH15HCtGRGLbKY6asaFoBNJxJDDzPMzrBIGcjgkVDxBuEAQTUsMqoKI+qb2zidbGVGm0i3SB/0ohtlfJSeK/ntyYolEEbURaB3dbVOc2FLT+z6u0gpxJQWVFEykopI6HL7UhNVgDmN+gbCWHLzTOUYibQdtoeprDK7MTD1F2t3n1SVjv+iIaAJatuRy3i0vNwHsuIKpK4LmEDqCsf+wv7CWXHccdTvFww3G38RoID9l2v17DCnNI5ZEslwYEzQI9X4Hl2kPuaYxb0fds/vNFIWMJCSthuC1BtJ9LcJtJAkLGrsAzvtR1X/DSAxTayldwVZTpuq+nUKb6ii1oVLvw4t+iT7akpq7o8nmNzeDHlVb0D6OS66PGqtDDllUQzQtifh+BhHSFDTqqMVhnG1j6mmJoa8hzNMYzBzy6JNL/3krmqqOWhw7UnRIIlYoBSjFh45W0jAVy1SsL1QnFdtZ3wkbwz7ROQt0sI1mpUDiwt83IVUz5BCjlGwihLxXNuye5TlvzvLXd5rLI0xdwU5T+OCBYPZzwXe0dNea+K3nVLG9DjjSdorLIFhNZ7UDFjw20jUl9Q9jwDiwNvQdD6ahLHTVnytk18dGPpnmESOeZObc0ecRI5S62kIiiKg5xCPzQbCbaSnIhN8AGqaNpTBF1lHQ0TbYapttWQ0l+NUywjHF+MRPVRy+RajvFZ+FvEIyzTahjSh490y0G+RBGzHwIs+BipvPw+CY5PpIsTrkAIkYnDOI00QQ0O5CG2dSglW+o4+L66K4+kUkkb8/J5j8b0lgRXv3G3akyNqXtuRQacHYVIzEUok3O21L6Xsl0LTF7lJE1bwkn9Ys1KjpOJsjEUzV22hzR16HHFTSbVzMm0QQ3Z3kngmA2XtSORP15FA7w9QVVI2lcd1+wkur1FnI4/XEUbdTPAxmFs8QGaQxBDg6pucQRMe0ZG1IuWlC0lu4HkxLEmJNKtiItWBNeq+/nx1WwPoe5loEYijDUfjbpozE4LWHdFhtSSIjQ/+Fw40j+BYNVWOpjGNbimARCGX6s41h0uKNSz4II8q2eoO+32A1Xm0RF/zpJoVox4AOF6L8Yih6qiLA4vIwfexbvzgmuT5qrAw5iBM0hNL5H9QmDaK2vpDbTm3Dpmp3Ilj4GTNaRftcTjjxM/LnCvFjSD2TTds/uQwF50rTcMJMQ2vTrkbR9qLOmheJ7hkiF1+TE0U0F/WJoHbhNvgCao0hwV6D8GHBthOaN+/zl90luYyw4/mrxo9jWluaxuyPHFjPkL+DoK9B+BDRsKhawrXgD6xBbQg3dQZVmzJuBVAxiNSeNKz1RfU0u7SDptGSg/X3i8KTgrVo4cuzaGHQ0uLKUAq+NLjS4EZCddK0pFASyMLfVxueKxQtgxZRKGq1G/Wk4vP0RGhqw5TCm5icUDnDTlNwrRhxrZgysRM2ih1uKsactCe4aE+wabbZtNvfutSRAAASlUlEQVRsmB1Ouh02zA4bUjGWhg0TmlNJW2DPIklbcMBUNeUG5ZF+VZ4fFKPwop8tml97SZ37icRbR7leGXIA/FXifHaoawBCrLX6H8I50/txZledZe3ceZhlLC3dJx5rWnKwpm06VNomVCLtEsXI1FTGBrKIpKAd85P/Vq1zu1+zpf9cfBydwEBHK4iaQa02EUEVyo34siM+kTA6iitnO5FEi8ghPj+PKES0M89xHE3IbG+cJwrnwkKwH9/DGu6w9os2RDU8IS1ZzJCGDX07TAg1NUrs1YBV0KgxFD56KZZiiWaMqDnkpGCtr6NkjCeFwqKlRa1Fy0gOBjcKZDAyNCOhGQluBE0gBc1MSv6+es1BCOMkC8/NJ8B/eacSsrJbP0G+aaldq/Gm4AfrF/HKWqbGm28bY5hQgasYifNRThI5Kfcv+EJ9kRhiNYFpCuTwGnn000Vz7DyscIj2kWF1yCFOnpMkVI5gFlULooEw9j5F+8SCX1DaXReQMnlFWtJI7UoDQVjxVUaNQGF9i83COErrzUmFcUzFUtuawjTJb9HpZteLooqqctQ0gLawHyRnb3vB5I7lWGe+Ne/k4aTR1NM4w9R5U4+/4EwihzahdtEFkKv1859PUx3OlxIYa4trDOr2qTms4UW0L/SmOiaYJa0hJJl5DUJCpKk36+Ak0x5ChFHRnlaN31ylEhpi0g8n0VwUSSFqDGUBUVsoQn+QwtCMvLYQzUj1WGgmeIIoW8dzhxhyZ7Txt57k5slLMCFjfImxzAzZ5jt52Z06y46zbNmSayEqr1LLtinZNiUbZsyG2cGZa0zE501Y1bAJaz+70daPN8UEjcH2zLWt1hATQ6G7iTqI/2Ed5Xp1yAFmnNIo4IL9lbjdyl/f/mApci9f6Bb9IIkVopYQ7kczUzLr+sqWXitvycIa6zUJox2isMaxbesZR3nuv4AsbDYMMCeTiHzBT+rtnN16nsHpws49OYSdoQoE0cQIsOQPaElhN22r35lP5pBE7hfyIYreHOhcIAe3+Pwd+BCn5V67jsh30UJWECgLE40La+GvAW3Um3qcIsb4MNOspJc00YlsUjhq+3mtgzkRQiAINaZLClbQMpBCMCNFDSHe1pNWY4jmL08OmiXEtfc7mkOOoDlokAvvLQim5LRxEUpnKI0NddYsdWHDpsdyrRhx0kzZtNts22221Qe4TqQKBThjHlJGDpl/IS8xs+1GIfJvNJPcuZcJtp/UOBdrKterQw6JGMSHEoQ597+HZK/JdqIp/KN3nvwWkJxE4iKdq/T+RZlaH+ykEkJpjU8KEhP8ECaQhHUYY5NWYY2ybYsZnwV08yhyGGad65CbarpOsr6gqrbEoOH56BBuXDTzmBAeLH43H15LIIn+fOXz0xZ/m6NtEeeoTxBeg3DNPoghnncNbbNLoUcM3s8Q8gIcGBsSlx04J7EUUCAGh1qDU3zROPXbCBFBjfNvLDSYlOLvEvwVkSCsQa1tnczWBP+CwVlvPtLCm5BcETWElhzUghsHMohag81IwQImc0TnWkPfpBSZLVRvdYDgo6287MQqCYapUarCaxA+Ms6y0/iw141ihx1XsO1KrlmvUUykYmKqFPgBsz1dYoXhSBDbzhPDjit9Uqnz1QZ2XJFyd9pN1cFKaayjXO9JDiLyy8BfB55U1W8Kz/2PwH8CTIEvAO9Q1edE5G7gIeCz4e0fVNWfXnYworE3biCIjmGWRCCS4gJJBCF5REC7bs37lPkhhCk6hFaoTTiVUa8iG3A2pPFbpRbFWNfTKtryGnlPbOiaZjoj6hEJtIv+vF19pwVEz3+QTEYuuw3JhdoI2phQEE0689eZ4/wjczLNiGKRtuXHFHe90RQy/3vPzAOLfrPrg2OT7ShTSUNQv0grYMN82eAqcN5v4BxQhmzmou1Z7GKH81gkzxhfG0lDRrPTLKPZeBmOpGACMcRbK15LKKL5iG4k0oj0PAJNIoecBFozEjG7OxJD3+8QoZ4d1PlQ3Vigz5kgs8Z5ggjXVt0YqqJBVRjbGmsc18yIraZkqxhxrRhxykVyqBmbiolMQ4mNGBrrBavVHmK15yKZl3YCKVxzo5StPXXRn9dN7twPjluujwrLaA7vBv5X4Fez5/4I+HlVrUXkvwd+HvjZ8LcvqOor9z2SuPAnMxKAdIhAmux+cHQmUsg3KBlJ9H+Uzm8bF3+BlIAUNQgjrYAHdT9mrGKgsV6DaIzxWkVmhgI6u+mIRU6sPomksS4gh76GGnfr8Qu2dluSiU4bEzxycdvq53qeptUdXHub7wJbgg0RKT3y8MEF/vNk2Quqbxa5/ng3xyHb+OkQo6jxi60nVB9V4/CLsv/+2eYHze6H/F9R75arffQShUITtMtca7CeOFxhUvKczpS8kORozpPbXAnNeNaE1Ew0Izj8pimYx7oadyYri8xK+O+r0ccYNoYiIGpxTnGNv7Zqoz7ctbaURRMCQpSrxYgrRcWpYsTVYsxWUzI2NWNTc9LudPIkoNXa8+i/vI5T9PHFY6sp2W5Kdmofol2FvAyXX29L/fjHLtdHgj3JQVU/EHZN+XN/mD38IPA3Dj0SlbQllmwFyhd/U0u74LtIEOFxfC3M1SA62gLt/c4il6pNRmEPj636iynuitJuKRJGeyGIyT6UOZ85B5LvztN8hJvdFtZc3pKZiVmtwLW3Enbzae560UQLyTTz+8wsCLbVtDonycexJI5zh3Vcsq1GEev9SH4DIRgDLhCE1H6X3tpbSBOf5F9AjUWswzSCWDNrRpJs6gMZRGd2IoWCdN/ZroM5Jrg1IzohqhrMR65gPiH0NW7ax7OTkX3N9N0kKhP+vtPwnKZrqqkNlbFY67DWB3Fs2ZJrRclWWXKlqNgqAznYmhNmyglbzUQJQi/TH8lKwNiU0LnVlN6EVfvH23XBtLY+j6cJkXgrJtci8jbgF4GXAa9R1Qezv/088FN4m8zfUdX37nW+o/A5/CTw/2SP7xGRjwGXgP9WVf9k3ptE5J3AOwHsLbekBb674EUi8IuZqQmk4B+HWnZz7XkzRBEWtfxH6qy7kRQyVRnCLqkQtIrPh3NZSTtmNdr5jD3Rk5Sl5WbpHXh70qQdOB8SKY205JrIYZlBSLYAkC0OgTxzTUtkLtEtPfbVweFl+8xpPy+F+o2FFbQBbUCsoIUiVbvxiSunhPtpsbfe3CS1RWtFyrZ6gCuCTU81vd6FWE5PDlErkGAWkuTvqDf85+YRSM0I3Dj3J8T7XSKArjYJsHAj1LnwwuuS1tC+13/tsNEJ5CNhf4PxplwxYGyDtYoxnhxOjafs1AWlbZjYiomtOWErxsZHD0a0fd+zZM5AEjtN4UvUBI1h2liuVqOUtzOtC6rKR+G5aDbdzzV5/fFJ4IeBf5E/KSLfCPxNfP3nFwLvE5H7VRcWeAcOSQ4i8gtADfzL8NRjwF2q+oyIvAr4HRF5QFUv9d8bKmi+C2B8153t1PV39uD7G+AdYuHdhxn2kUGasLvbSzVYFUSN5zp+hOzTAT3z/tX4aY9Otu++o12xwy6cspXgeHVO9z9CZlfihTYcVuWaSZg7rHnjl/5+EYCGglgY/xpwPPXWD47jkGtVfQhAZu3XPwj8hqruAF8Skc8DrwH+dLfzHZgcROQ/xzvz3hSarxM+fCfc/zMR+QJwP75m/kJMv/rI0w//3f/6KvD0Qcdzg3GO9R07HN/4X7TrXxWfpXSDcaSy/eVHr3zlnT/72d1es+IYZHs5LJbt/cn1rqXoD4jb8SbSiEfCc7viQOQgIm8B/hvgjap6LXv+PPCsqjYici9wH/DFvc6nqudF5MHdSjCvMtZ57LBa47/RmsNRyzbw2VWZ24NglWTjIFiV8e9DrnctRb9bnxJV/d0DDG0hlgll/XXgO/GM9gjwD/ARHGPgj4IKE8P63gD8QxGp8GbCn1bVZ49ywAOe5zjGqI5BtgccG45IrpftU9LDo8Cd2eM7wnO7YplopbfPefr/XPDa3wJ+a69zDhiwCMccrTTI9oBjwQ3WiN8D/JqI/BO8Q/o+4MN7vWmVWicd1q52I7HOY4dVGb/u41gfrMbcHhzD+A+LY5JrEXlr0IBfB/yeiLwXQFU/Bfwm8GngD4Cf2StSCVaofMYROF1uGNZ57LA64xfoNHd6PmBV5vagGMZ/eByXXKvqbwO/veBvvwT80n7OtzLkMGAAkPoUDBjwfMI6yvVADgNWB+tnMhowYG+sqVzfcJ+DiLxFRD4rIp8XkZ+70eNZBiLysIh8QkT+Y4xJFpEzIvJHIvK5cHvLjR5nhIj8sog8KSKfzJ6bO17x+Gfh9/i4iHzr8Y00lINY5lgDrJtsD3J9vbCecn1DyUF8C6j/Dfg+4BuBt4dU73XAd6nqK7OY5J8D3q+q9wHvD49XBe8G3tJ7btF4vw8fzXAfvgTEPz+mMQKhpMcSx6pjjWV7kOvrgHWU6xutObwG+LyqflFVp8Bv4FO91xE/CPxKuP8rwA/dwLF0oKofAPox+YvG+4PAr6rHB4HTIvKC4xkpa7nDWoDni2wPcn0UWEO5vtHkcDvw1ezxUmndKwAF/lBE/iwUWQO4oKqPhfuPAxduzNCWxqLx3rjfRH1UxzLHGmAdZXuQ6+uBNZXrwSF9MHyHqj4qIrfiM2k/k/9RVVXmNWhYUazUeFdjFH9ZMcj19cJqjGJfuNGaw4HSum80VPXRcPskPq74NcATUU0Nt0/euBEuhUXjvaG/iagudawB1k62B7m+flhHub7R5PAR4D4RuUdERvia4++5wWPaFSKyISKb8T7wZnwd9fcAPxFe9hPAkRbBug5YNN73AD8eojteC1zM1PTrjzW0zS7AWsn2INfXGWso1zfUrBRaMf5t4L2ABX45pHqvMi4Avx2KshXAr6nqH4jIR4DfFJGfAr4M/OgNHGMHCwrM/WPmj/f3ge8HPo8vlf+OYxuosnS/6VXHGsr2INfXC2sq1zfc56Cqv4//4dYCqvpF4BVznn8GeNPxj2hvLCgwB3PGG/oX/Mz1HdF8CKunWh8G6yTbg1xfP6yrXN9wchgwoAO3hlusAQP2whrK9UAOA1YHa6p+DxiwK9ZUrgdyGLBSWEf1e8CAvbCOcj2Qw4DVwhpeRAMG7Ik1lOuBHAasEFYvnG/AgMNjPeV6IIcBqwMFVqyEwIABh8aayvVADgNWCutomx0wYC+so1wP5DBgtbCGF9GAAXtiDeV6IIcBqwMF3PpdRAMG7Io1leuBHAasENbTcTdgwO5YT7keyGHAamENL6IBA/bEGsr1ja7KOmBACwUat9xxCIjI20TkUyLiROTVvb/9fOgz/FkR+d5DfdCAAXBscn3UGDSHASsEBT2WC+STwA8D/yJ/MvR4/pvAA8ALgfeJyP2q2hzHoAY8X3Fscn2kGMhhwGrhGNRvVX0IIJSnzvGDwG+o6g7wJRH5PL7hzZ9e90ENeH5jDc1KAzkMWB3sL6rjnIg8mD1+l6q+65AjuB34YPZ4Hfo+D1h1DNFKAwYcAZbfYT2tqq9e9EcReR9w25w//YKqrno3swHPNxyD5iAibwN+EXgZ8BpVfTA8fzfwEPDZ8NIPqupP73W+gRwGrBaO6CJS1e85wNvWru/zgDXB8ZiV5vrSAr6gqq/cz8kGchiwOlCF5ob6ft8D/JqI/BO8Q/o+4MM3ckADngc4JrnexZd2IAyhrANWC8fQiF1E3hp6Dr8O+D0Rea//aP0U8JvAp4E/AH5miFQacCRYXq7PiciD2fHOIxrBPSLyMRH5/0Tkry7zhkFzGLBaOJ5opd8GfnvB334J+KXrPogBf7lwY31pjwF3qeozIvIq4HdE5AFVvbTbQAZyGLBC0LWM6hgwYHccnVwfxJcWQrN3wv0/E5EvAPcDD+72voEcBqwOFHQNk4UGDNgVN1iuReQ88KyqNiJyL96X9sW93jeQw4DVwoqVEBgw4EhwDHItIm8F/hfgPN6X9h9V9XuBNwD/UEQqwAE/rarP7nW+gRwGrA5UwQ3kMOB5hmOS60W+NFX9LeC39nu+gRwGrBbWsMzAgAF7Yg3leiCHASsFHTSHAc9DrKNcD+QwYIWwnk1RBgzYHesp1wM5DFgdrGmBsgEDdsWayvVADgNWBgrojS2fMWDAkWNd5XoghwGrA13Ppig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cK5sOqoogRdftWd+lUSIfvpXv8rvtmMVeh5onhrXAZtWt3+gc6fuf4QqJJzzWIbTcY3kmEeut19h1HWjF26XlLW1vaQFdhY5AW2FWoZVB0rJEH1YSQguXnnPVoMaV07OHZFqM6aTeoVmwHo47VJH8ahF/82bsCqCqxn/vLHg31B+FlEnd+eEbTDR8Yontg/6G7LCcx/K1suw2AmKDsf52QjXRd+ziyL6LsfKnMOTescfM2AidQYpNpRiod9OCLmoxiK9i3EaCIXyH1C9L+zv/mCtnNdEQvcNyAmt9OJKf6pB1Oxw7ZxvHTmmxsEtyTXYfUqYPZWy/4yjJ8R70lqwbaCIGWDc1RtRqflwHQxJzmK+KnETRQPdjBmv3YKav7BG33BrUo4rYqyz6hMJtE1rzjuinvN9pDOHPAF2xln4HOkMotjcPrZ4hfDedaGIVm1Ama39+6PCjzL4xELPoq9bHhYboIUryeUx9YKGLCEgC7Ta9R53JbS/okpw6z58+4Sp2tY4wRUYiSoeMliipChlCTxNShIPZDK/60kvJHuzyyKsXaN+8B5aWEAleikoEUiNH34DsOrtvNjKqntQdibQwc+I+HzhNzReZu5TDMB38cMke5gPD+8RMnnM3RThnlSW3Vo/tk4wqYne/Jb88cXLvYtwzHWCbFFb8NLBdoC3QbcGJVrFzpwHPhk4XujWKXcigZxW7dx/wPjh0NyyksCQmAucQxje/YJXXs+lQROukvqeX4jcc41lNsm+IPoT/zQH3IpX38hStFrTbsHMHvO5B/vvDPsEZ7UPskB5TNm4ywT4WAoga356kZMCOpMfVT7qC+9IT+OMLLmP7q3fAQRuaaePqxbl1JCEPq/TXGwyF5ViKjkC2A3+o5kvM0xSRGrEOwg3YKoZkng/MK3w/8KsCR2y+umiLrUjuw6DWZeNb81JY8R1H8gLTYqz3bYlpst3tMPeHwGOhMw3dKXNsVwJfPabgTM2AbtqBhefD3Dzw/dD7VWgdMQS+oJbgARQWPWUuWVvM3R+OVdarBW+ED4+sOaTKz54kSHeKo098ONPvOMybzvvfPKLzECcnC2xLMnOjibnhEso3oFumRdmZLHJeez9vftTVfO+tcOQpD0e6U+YlrOXI02BZqBk9oYP5bNc7MK+E7sCQhrMcE++3ykfcxXQUF2NmB7uIwie8HHm2MsIOueSuiSwtCmve+eJzV43AbAe2/wB03gGdJ8L2HTDbhe0t2NaCmcT8bkvKi0vf3rL5t0PnYui8BbZfZMrtJqaeaa9u196r7pXw7eyqJ8xxo7HoI1Mh+OtirXjptJGZGZ77yW9w0fT/YWeyyKx948JYFkU5YcPuUO7JOyizkrGDRd756L/i8Js7fHPhLP7LlS/gnLfdgPaWkDRFiVj1YLYb900thrHmHVF0gc8r7KIIzwut/kFwmnADgpcoPBXzxuybBd6LsQKduye06omkb3bEXDXuN0byzoJ3Ompbgp/GWPDTwIliSLprCfqcz0Nnl7HgZ1uG/KcwvyKF+8fXsVJ+Seo4sNiC4x3oXgILT4XeAdj7ZuC9xpVz3Cp2XsxTXQ8bm4GNwRcbtUMxuOtfB/+pD8Z/LzQWvYM/340j1MS4bKTVQmZm+O4vnccTpm/n5GSBWVETtytCSySwMqRvKe23x7SAWWvhX9S9m9/9hauRmRk7t05SjA9IErfqRx1A3kKIEbZPIF3MF0dOprDgfbdtSDrDLH4HcjLwH7Xs5x/UiWwFrdY9XVVdU5/wHcl3xKy3MS6bGTGW9mwXOi+GzslmfdZa713bEUzbvNNSrM9E0tyvO27WdiCdk2HuP5r1bmI7ECtHW4qnDBfm6bucqs5xOddpudjaRJ/HvUcugzfBGd0u+59+Lv/Piz7CjqSXj9z7BO+Tujlc8oVgvzumY8m+K8Z3/31T9/Lgjz0cul1Try9HSe6trbZBqGscbp9zrT0BuFyLicyqGmAdsVftd3XsBJ5M2Y2zVQk+ROxpy98uLeIRPeUIm7Ztk93EuFU6T4C5y2F2qiBiR9zOhz9D4cuf9pZusD/P73ckHejshM6TCzeO64CmPNnamKeQuntrmGuxUmxd182ASBvnsklOPZnv/vEO3vK4d3B2+xCzUhC8T+p42w4JCRlZya2ToiQImXO7uE4DpdNa5I/+4Ap+/adexMP+w1Gy+/eZePsEyBIkyZoInAGINZaQjBMM+b4ReJaaz0u1iDfCusZY53rxQ++mgbcpfFLgdzDuHI0cE9azWbVa18nFLPiEgsid5T6FJWTgBN/i3gmdN8Lcs2D7NtjZKojbReC0sXH0FATc8oRy0x1kYtw3bTWDq0sKRxLzEtaCQHcaem+DvZ+E2d+BEw+YqRUWMIO584KZB4ci9FLEToBGfObS1boXGtPQQnw3iY2ykVaLPc+e47WP+UfObH+PbUmWk7xDSPKJ9xfbDjsHk8d0Hh3gjNYRfuvR13DP88600yKXVeTLWSRuRVtwOMTIPgEuAZ6qxmobRPJ11vyw+WeBJylcSkEuVfKFsm92xK6bvx0OejtfvXOTuIHXbgKdS2DuqdCZMc3HWeNTtjNwUTlhkETlYvN3Mcf75bUFOrMw9yToXFo8OXQpOpSWFPL6Lpxh7qNxoiH6Ov/3VIcfe8UX+f7uXmYlLT16tyi7ZUpk7nzw3gIF6ftkX3QQ5rhZSflX3T1c+rIvIN0pEPt0YWU1P1uFAkaH33DCtDbwajVWvdNpmL+KvIdJC+tzde4EfllNnVXybXYMc47+desjefFI3i4u2m22DXOvNi6V3J0iZXeKexpwROwIvV2TNkXROeRuIptntm3qm/tlW6d/LAHZU47GCQl+pdetDluT6Kt88/kXChKk04aTTuTZJ17PzmTRhEyJ52eXsk/eISR1n/xL+SLlGL+98ddfdsI3YOcJRg5/YDaUNzynLYwqi8hvUC1M6ORZ9JN8lUVZ1wHE0mLlJRiSOAsTghk+RcTOI3YumwlDX0Mp3k3xCbTtWdatFnR2QOesguRnvP3+AGnHS2tRJvncEicg/uC4/AkhMeMAnbOgs92+ZuPXS5nwE++chjEUxoWtR/Qx61iSnORFBOl20XPmaP/lMc5pf49ZMdE15rGrIGdH5B1pGdeLtAK3TZn0Y/kc2bsyp0SYFTin/T12XnkQPfdMpNu17qRC1saFU8YwZNsBzgDerobs21THNi834qYuUse3SrcDVyrspmzZxzqZ8Nw2I6o61vy6SREr7/zy28T427eLFyt/Bsy9HWZ3wLY2nJiYZYfN79wtUzbyxrlhpoSoy8bt69r8U0nhttkmptwTbB3bWjC7HeauhO27jTwznozbXH0EMfZSrftx63zrEX0V3ABskiCzM9zzYyfxi3PX5pa8P/jqW/G+BZ8XhXgkX6z7+XwLvxSpY/d1BF52+he48zk7kdkZI1cwaVoTcjkYfiPqAk8DHk2Z4CHeyGIEFCubivxhmqvzAoyvvltRdkyDm02rddeyrjP1B2S7lui7nmK7CXSSwvr3/fHOonadR8s2J/9N2zwMUjxXi9svlPz2Uy4tsVMpWMV2u0VIpgu5dOX0nZfUE/y49L61iD4gwb75bJIEWi16DzuVp73oq5zb2Z9b8r6bBQxhV5F8DFVkHw7SOhfOlAhz7UM8+/lfpHfOqfUEvsXDLasaR0iyZwCvUGNVVxF0XZrbHkRSg8qdAV5irfq6hrzZyT22v0TsUnSOCQUpOp93RyyxnwFzrzCuk9ynTr/rJSf3SNnucxJhmk/y+eyYEvjv7XpnBuZeAp3d1ldP0Vn4nVXfeRG/r5Z7/eqwNRki4vqQVsu8Adud4vve+m1++dRPsytZooPQkaTPXeNI2nfT+GTekiRfHMqWfn85fmfSQdiVLPELu77AY976TWRqiuKj5ULfwGzjwokSrmtMHeAKhQsxIXlVDS1cYmUzIE+VNeqWLvBIK49zH4Xl1XUcGx2hBVt1rfJ4eSmHVHYxrpR2Aq0OzF0B2y+Ek6Zhe2JfiEo8d42U3TRtj2jd4G5u0Us5LaHw74dldcXUM5OYek/qwvZHGnlabSNf7st3nYLtANz4wFpF4WxNonfwpzmw0S0yPc3zT/oqs5IyFXGvQP/AamjFtwILO9zuz1+QfzmaB2Yl5Sd2Xm/nwmkVLhxP/gZlxIhkCjMrZZt4Q4qtx7ar6qs6JjzWEVkb85HW0E8fO2YzYNhzCvVQIn0pBjVdpE3XU2wiBbnnZCoFmZYsaaE0IBpdIsfELPwpTL2Jp9iuF4Hjh4LGom5GuT7LxdZhiipytFE2JAl02mQnn8DprSNGcTDQXTOI5KvSfcve7A86DxE61ld/RusIumObGdLPP1dYnM9WturrCNUtLeAETCx7XQMb9xWLdThuu4Vx4cxSPNpXybOaMk4KYiTr//rRMaVImxNMLHsrKcjb+ebzTwz6ZE3/PRDWH6aFxzqS92UR7NNAy7hwOrNeBA7laJ7w3ML11cDWIfoQASlKK0Gmpnjwh3bmL0aVpjQo+eH7ST5008QQc+X45Tk3ju+vn7Kx9Qd/6DRot4t5cBpEETZU57Z5LOU3IQl+x0Gqsfx1HVAHM6VxKNcodW8U1F17fzskWH/6A+eb71rFdlvWV+8sZtc5BBZ9jFRjnXBlp0OZ7NteWukpwyq2Ty7vPIbpdGLXa1RsDcaoeuHIhVPa+WwWH7mbV/7mh5kW4yNPpOyT9wdPQ5JfDurI3q07F04HYVsivPj3P8Li958NU52yr96ey1a06qsag98onYvkTZ4/POaXjx0/qN6qfcOQhyOtNyucx+b21VfJG9OXs4xL7hEp3mjtivXNt6FzNsy9yby0NJMUk5Xl7hsJYuOF/kFYXw4p5AnzON+9i6N35bmQy3wunMRMfDb3ZuicV/jqXQROPkjrdUr+eVcZHcNczzpsDaL30DefjY20kakp9jxthh+cuSMn+dyyrvHJL5fkY8f5ZB+P5IEfmr6DPT8yjUxPm3nrI776rfzGbIxUE8xj88WYKYhHJe+qepaTPyZjgpnd8mL6J1Ubpa6NiKrOsORLpzxI2k2sb94qNrHEO4XnrqGfSMNO1Jchb0pS/xSWyyZePeK5iyylOMV2p4o3dPMXpqQoY5DRMS5sOaIH6PPTtxJ0dppzL7mDk5OF+DFgbfuVk/yg4x3Z+1E4p7aO80OXfhvdYZ1/w2KTW/U+Yg10GrhM+2PWRyHsKgJYjmzhbxd4nhbjB8NiI2t1UIfrE6rvY8/TBDrTMHcZdLrFg61IYSn7fvkqvQvUKjaWP+yI/Ppch5Rg5Jp7njd+EJ4T/fJVXZxx6HrzE71HdL7FW7Lmt81y+8+exhvO/TtmpRiArbKwVwMu9DLmr0/s27K/sfsabn3pKch2OzDrv0QVm08/cg02C2KWslt3DWoG83m/f018fpkY+cba/HLlCcuq+nXjB48BftbKO5CYRpBtElFFoCUfthSDsO7lqJkEup5iux1v+mDiE4mVrGkKq9qvPyYTnjx+JxMrP5cRK6On2O6MdS2JdT158uSdVHANlmuIDMLmJ3oHR37hIKwIOt3l5Cfdx46klw/CxgZffazUmq8rJ6yvhYnA2Zks8vAn3o1Od/OQ0NLAbJ1Mm5DsId4gXIPpYmaonKrYv5w6wo8546WNcmV9uTvAxZGnjjBvXTkbEVUEWyI7jwQdKXa6dobKqYDAPRKuG+jM1z3FlmRxaVJxnLeEFro/L0+nA3MX9z91+J1IVaeOMFbdbm6iryI3F1Jp13un7eAFZ3+NadHaC1L11utqwif9jsC/2X09vTN25IOwldjEMfZVZx42xl2Yt9LDiJbYMaul2Tpr0W0nwCMwbt1BcmwGYq/aF0a3+H72UkarWDcPTYloCfzfUkGkA2SK5Qk7orAe32/vJjyLKbavcwjkrLtGo2LzsoGPCtJzb8Pe+uIOP7rtRqalPBvluKJsBqHKqg/nw5kW4amzt3Drz7eNy8nG1ZfmwIl897bY3sg00Y/Y2fhE8fOYaQbqZoocVL7/cZHwWD+tzrKvSxdwk/vwAAAgAElEQVQr32lW3phfOSwjJsekYpCsIYn65JnPa4P3qb9AsYkUETZuKuKYD7xk3QvIkIoVq1gJygkHZN2LU24enCRQrIsK8mfU9AeL/U4pvy6eXCvV+dYgeodY6GHS4oJH7WGbLFnlld02IcZN8mG5saeGhCSf8GybLHHB+XshaZWfTCAn+60WfROSoGuIF2r5ZaS645azb1hZ6vaF623g0Rp3N6xUpknD0KTlE6yzmBOYuxA6rbLbJrS2w7S8yJBMa+QpdUIB6VbWJ94TiUCnDXOPLl7oioZQBgKsRke+tYgeys+B9spfctqNdIKrGYZUTgo6As849ebBrpsqTOh5rRQxsj+bsjU/zLHL2TdKvthxjhjOqihnmLI3mlZjTyxRcq5QbLflTTFANeHH6uord5CgFTLH5HZPIvnLU0MoNnbe4TmsFFuG6KMRN5IgScIF3XutguJXda1982U3kbeOseovmL4XsfKbA7yY+mGwicg+1ujA3NgnUtu+hipzpTINuz/BfIHKH08Y1EEtt971xDCdqU+Wzi2SR8hEFJvQ/2GPyg5jkBCDd1eSvlvCD6MkTt5AsaE/P3yK65NDoqvLwoo+Di4idwCHMd/QXVLVx4vILuBq4FzgDuCFqnpgJfWsCFX+eRETP799lkd0HsonMKsi+7VASxJSzeL7EDKUKRHO7+wzc98spYhmaJoWGROB1HRsfR8SHxIbQa9VWhLI55HZQXUDGkbLy42oGSa/UPb7u2OEYj6e1KZnkeP840fBJOo2JHjns3b+efdN2JmWDa0MFOtPj1AVdVMifi+ipu4+yq93kL8kr603E2ip1zEFiu3OQpqaD4N3M6PbFEgFErXnrcvv3IfFOCz6Z6jqRar6eLv9GuATqno+8Am7PZmQBDptOmKaVDLhlq6Tb1pSdKrjDcCK/Rmr/BtWr4I3gdQQedcCw8jhyC3MuwoyTrxuoy4RMT5v3z9fOaZRYwUv93rWHi/9+0qdgJgPk3TakTGFNaSb1XDdPBe40q5fCTxvFeoYG7TTqgyrHPebsMtFbFA4wfj/tBO8Hbv6E51tKL06q265GFfbG6UcR/TjlmUIbBzd2onCuhQRNpWWu/c7rNtmWPeNnz/aKVn5ulg//Top1mGl7KDANSLyVRG53Kadrqr32vX7gNNjB4rI5SJynYhc16N62oGRMWR3mc10+vzzkzAQO8hPv3DajH1pyqowi7t8RoynH4teR6l4EIbVTJfBYYrriRhRJJTn5FmJi6YGI+l2tfW6XMUmUkwT7H/Qw3fbhOMdy62y7piY+8b/xGA+780aKrYOK/LRAxer6h4ROQ34mIjc6O9UVRWR6Gmp6hXAFQAnyK51OHWDrL3xxqNbQDq9qnKPRa9VedYCw9zYq0H6o74p6zBtf1exQxpJt5Oi10GKdS6RWOe+omsa+Ol9F/xQfvU1UGwdVsQWqrrH/j4AfBB4AnC/iOwGsL8PrFTIVcUEWO+jIGuvntybQa8rdduMg8lG8Q0Pa3mNqv0Nr9tlKlbsv5zsR1RsqbOQ4PpPgmIHYGSiF5FtIrLDrQPPAr4FfBh4uc32cuBDKxWyQT+0tWpEnzR6NVjpoN0oWM3ntKbNWmw2xQ6BlbhuTgc+aCM92sDfqOpHReQrwPtE5JXAncALVy7m+KGq5pErrfBtTzg0HLZPkmo//fLQBj63YfVqf9PaXJMLnw+ci2CM2LhttlHsijAy0avqdzFfaAvTHwIuWYlQawp7wVN0XSYtm0AsemF3OTaSXmMzTW4krNZduOHbbKPYkbHxRiLHDNHh7py1Dq2sw0Y1atYK62AwjQ2h3I3p4aFR7MiYHPZaJ+gGG4xNN+ydvn5ortgmRaPYobHlib4xmTYnQpdog02CRrEjYcsSvZsuQIecBbJqDpq1xnrOxbORsFFv7Ea7A9AodiRs1Ms2NmRdM5XARiLQFqBbXnNxOC1OrasUoyO8CxvvhEWj2BVhy9OFtoTW4GwNNhg28o3dkHsNGsWOhI182caCYV03k4Z1fAl9Q2A9tNqoZA3QKHYkbHmiZ8jwykmDZGxY2ScV4dVc6dUd5fgmdHYV0Ch2ixN9IrTn0/XWwbKRAp3DG03q8WDYNjbMfKh1ZY1qONYdN4zsR4esZ9N18WNSrGLsH/duVd8yomJVasrUIcRfZ8VuXqIfxtrNlNaxpdWXZYxwcfRT3+utsySTjXnWngxX6lVQ4Ii33iCCiGLzrzXZ9ZCIqzDoGuf7I4pV79d9DcyXoS/zOit28xL9kJDFJaukQgOp10lk66SZDCWzt0wadFoZ0Dq6iKrCoLDPCQkLXWss0t8YYXIINJTNLccpy7gxR5BWEVaxGbCksKiwBKRaT/Lj0ntYpr9kVo4lrFxqPh04CYrd2kSvGXJsgcNZiwzI+gi1TJLrGUufomSqZMDhrIUcnTcfoQTz9JJlhvgboJgn/CUi1lUkb932cutdTrlh/h6GDzIvbaNP7zIqqki0twBHluBYZnTco8KS13I5/kWs00V0X6CokuGgFXJi5DumcKQHveOQ2m/FqhbLWmHzE30FOau90rLY46i2c6t50qcYSFU5nE0hiz1L8OFz7JDyb7CpH0JUnaVrcD0M0Q9zzFqiimSczD2IkvukPZGME6WnmxhxAj2FBYWFAYqN+dDD9FFlrCrP71iiB/WM3AtqzqPUMWn5NzidsWHzE30d0hQWe9y3dGLtgOxauW/cE4Nfn++2SVFS4K6lXbCwCJmaDisyPbEOIvxNYv3HCDHDcMExqklzmLNfrWnLY5a/YuT1iX5zaGg4xIgzxehxCesGqVCsb0lnWrbuIXIdZTCplvZL9T5Xd16/2x9RbKbmPJbUuptY3pjCSrBliD4nvoAcNcu4aWF3rZ9+kpABN8/v7vPPL8ttM6HnthKEjSQDvsdwDafKeh623mHSBpWhwCH6z2OlskwK6mSrJE4MOWqFYh3vuyUlIE0N6h1k+wzKO+DJodQx4fnnA8Wq3RcbQI5WrdHVZWHLED1QIkZU0TSDpSX+55efwcGsnfvpQ988FFb2avnpQ2s+I8s7m4yMTJWeKvvTDu+89mmwtGTNF08e25nVWvObiORjDSO37oBPiRm7y2ryDlv2oKtWl29Q3YqR8x+kTFbDlB0rb9IRI8koQatH/vZWT1PY+yk4smj99FoejM1cXgq9ZzVl57+BfPmvlo8rlaf99bnB2Nw/vwh7/8HInantuGrKrrwWK8TWIPo6cs6UU6/tsD+d7bPi0wrSHzeG7TxS4GA2wylfSSBN83GGkjVf6syCcjcRydfBNcZPUkTjjePMqwihanuY8tyyCHyJ/kf5WNkrrXctMaxsPrmGS8lPX6FYP59P8mG5QwlZsR0rr/T04fZHFLuQWf98QPY+yfd1OjUXb7k63xpEH8KZB9ZEOOHOBW5c2G1H8AdfwrWMvslDLDERNzcu7ObEO+YrrfmtjLAh3k3ZfRO7QoOs5GH97lX5wrpjBJ4BBzHy1hH8ZkAdp1YRvB9GmQWKzSj2uSirKis5r08Z+sUpl6+vIwqs8dz/jn2KDBTr9i8yWjjoSu+DzU30MUs3dN+o0v3uPv74089mf9qhp2pJtcjn1suDpOMhe78c323j/6Yo86rcl3Z5y/uey9RtD6BpigurzEl+i1jzVeTgp2XAHuBDYh6j60IW66w9t0/oJ3OXVnX8MKSWYUIqrxC4h7hFv1Gt+RBVsufXQgMXiLWAU39/Br09sPdDcGTBuG96eIOcWkRcuTj2KKGqJWmrxNK1FpOuNnNfB6ReJ4Sx1P1B454auY4ch71XQO+eopmqd05L6j2BBHL2WfeR67ccbG6iD+D7rvMB2SxD5xc4+5/grqWT8N83Df3ka4HwJSkXP99TY82f8cVFdH4+J/ncbaNucHkjNf3xwyfIReAfMC8l+n56P2/d9mrBr8eNLf4zxUteMZLfbFqtO7+QWBVLjpbEFwLFlixlAtcIZeveLz+UJbYdO66P+PGePKwcvmIXFgu3TaqBTBqXZdx63/xEH7NkA6uepSW233qIaw4+hp6aAdkqF844rfqYNW/Sy3Ubiz7hr/f8MDO3PWTevKjDJrbmHQZZ0IppfHdjLOWUeEMfluxXkl5F3E7GG62ca/ly1yShdE0Cki69bYohU1+xC2kRm54qJVdKPjhLP/nndXsbdemhNZ9b4R5hOxl6auTyFZvLTySsMuyIVkGxm5/oA0TDLNMUOXSEj3zlsRzMpnIr2pF9aNWPI66+iuSLtCyXA2BfNsv9H3oYHD5qh/CHtOY3IcnHELO6MozR91kbfePnW0kdVduDjokdfxx4v5hQ6yqf7aBObaOhTvYYyfthlpkaO6d3BPZ+FnqLZSJPvSUclK206isUW2fN++6bknvJ7usdh73vh94x+0asL793TuGgcezijEPXW4PoY4SoWU722ltCjxzhwv/6AL992wsKP72NuvFdOA5+uOVyLfsqv7yrJ+9QrBzzqlx+3Us580N3w/F5dGnJdlKa++e3osumykr2reXjwFuBLxCJs44sfnlVdYZW4bByuXU/UuMfgY9iOqK60MrNiD7ypCBKn0BTNQOuCwrHFY6nsOAp9nhq0xXmbb5FLeabCYk1Rv65P16Hk8v55hfVjAHNKxzP7OIpdmGxkG9BCz3n5+aXH5FrXNgaRD8INqZeDx/l4PvPpEfxGB2+RLVSX/2gTsEfgHWRNj2Fkz+wDT16rP/FqD43TeCW2qLwG+kx4CopNyaIN6RhyH5QvVXlhOsZcLUdLB5E8BuZ/IeRN2Y9+x1i7u5wVnFmrOW9V5n1pcyLvtEygZas5wiRDzIYXEfgk73/BOFH2yxZ2fZebebl8cMpS08olOUhWF/p9QyxdYg+sOrzdT/UsrfI6Z/ex9EsYdF33TBcFM4gEg/3h1E24Xw7JnRMOaYtTvz6PvOSlHXb+OGUW9Gad6gjVNdIl4Av2t+YtVRlPS33qg5r5btGvwR8h6Lhh2VsRq1WkSrBdvgyklKQbD7vjVXswpI3j4yXP/W2q3ziMbKPkXys81ny5Mx985mV6zvGT79go4LS4DxiVnx4DWLXa1RsHaL3oVlBjmp93WmK9pbggYd436HHczhLmFfrvvFCLlPVsnsFHUj4YZp/TFhmEWWTsajKoazFXx94Iuzbb+RzvnnN+jutPIRUt6Q1X2UVpsAB4A76XSR1S1jmcuqtW1JM478NE2Ydk6eu7I2IYa9h5v36PvBFNe9Izat102RwLIUjB6B3B6SLsGRdJMcUjqrJu2gJ2A+/zOPYIwTuE6/zp7unhDx8UwtX0lFb33E19ac96N0GRw4a+XyX0ryWXTf+U0bpjdkVXMcqbE2it+gbmLWE/+6vPpn92bQdzfdInPIc8XVuHEfudVZ+LHzTnyq5p/BQNsNVX/phY8m7t2Aba74WMdLNgGspYuqrSDVWDpG8sbSq42OdzzzwKfpJvqqszYSq6xK7Tr7rJjrXu1XswoK1prXYv+QdVxqk9UjVNftSRxukZcHx/tiBk2dBbf2eYvOXpCKyxKz52HXwf1eCrUX0g6zcLEPTlEe+c4lrDj+GY9qyN5qWCLjKjTMoGie05MMyyq4iOKxtPnLoIh71zuPmBanILJXmvFY2brDRMYwVlAHvEthLvwsn1tgG1TUoTx2ZLWFCPq+U+vo2M9k7VHWejnD7yB6vE1DrD38X9PbCsaXCfeOsb5+UY24c31eeBXX2dTjaT/Kujp7a+u+BvVcGFjv9Hc2ggddx635rET0Q+urDCBzSlM63bufLL30M/3nvZRzNzGRiPYw7pRgkLbtcQsIvCD3czvqOzcvM61GOZsrr7vpJvvniR9G6+a5ypI11PW3lcMoQdcTqiOI24IUC1xOJZR5yqaqjbvHdESlwnZXjLqrdSFXnt5GhFetuu8pt4/8uaRF9cySDgykcuQ32vhB618PRFI5mhbvkmLf4bpyeBi4dgt8gj3PX+OUds/UczUy9veuMHEfusnJpEW1T6nT8RcvnXUf4K7kHth7RVyEIt5T793PzFY9mXpPSXPXOsndk3zfLZMlSV2+92Od3DvnAqx0HSFXpAfOacO+fPwL2HTC+eZOp33pvomxq4V+RFHgIeIv0EyzBbxXxhnnr8sfyLNn6nW8e+uuIHbuZUXV9Y521G99wPvtFjFez9xDsfYtZd+6SeTWuOv9zg30L5UHfvvj4YMldNbbuPIRzydTfO2hkWMQbI/BkD91GdddgnBhI9CLyThF5QES+5aXtEpGPicgt9vckmy4i8j9E5FYR+YaI/OAqyLxyVL1o5KJwVOH4PKd+Zi/3p9ut309Lbhz/hSrfQnfbPnyC9337sbJcVMHedAe7vrDXOB89S758HqOT/A16HZ/Rv+eLek2e1tNFgPM3ql5jhO1+3dIDvkz1C0qDyhgmLazTJ6rjwNeo/8DIKjX61iS22bpONL92WhCvI9o8lFG9L099GRaOGV95HreuhVXe53Kh3x0TpvmDt27bWfcudn7BxfV/rfiSlHMfLVKeyMwPEx1kGIwTw1j07wYuDdJeA3xCVc8HPmG3AS4DzrfL5cDbxiPmKiLm384y4yo5+D3+at+TOZhNWeUWZO/gkz2UyTx005TyBWVkYFxECg9lXa584CnoocPo0lKfb34cA7BznMPjuLiUdgc3AhzeDHqNXSHFNLQjwK0Yqyx8SamOvIdNi3UeGabB3wwc9eodJPMYsZsJa7PLuYZ5SKMjaoLY9dS8Ldu7FY4tGPI9ruXY+p61rntaJvs+t01QV+k4LZ4Y3ADssUXo3Qy9o94ThSfjMF+UWm2yH0j0qnotsD9Ifi5wpV2/Eniel/4eNfhnYKeI7B6XsGNFYAHnPm/NzMtTaYoeP859P30CL3nXr3P94hkctvH1vs8+d7lQJveepsYNo2mRRkrqHdfTLPfJL6oyr3D94hm8/Mpf46EXbEePm0FYTYvQydLTR8W5DIOT5FQ6TJXS9rEXjHcDNqheY+Tpk4Uj3J8WeKOYsMtFb5+fN3asBr+xfDGC2g/8kcDPSH99RH5j57JC7GQC2mxVB+x+w+vriLjnWceLGJJ1IYtHMjiYwYFFuPOn4c43wqEDhoCPZ2b/ETXL4azwnR9X42d3vvbjWSQtOM4t7g3YQ/vhzj+CO3/G1H/Q1jevxrXk3oZ1TyFups2qN2IHXaNRMaqP/nRVvdeu3wecbtfPxEzj43CPTeuDiFwuIteJyHU9FkYUY0yIWvXWX3/0KOe9dy9vuuknuD/d7vnvzKUP3S9ugbL17vviXRq2HKf0HsJ/ve1ZnPeevejRo8OFUo7RL79o9OAm8FyxXscm2IioajCKaYQfwMwaeZx4yGWV5bWcPO5++RrwPuIfQlmNhh1BeyVtdq31GrPoS9Ev2A6AglCPqw1vtIpdOG5dK16nkJOvZ5XnRKwFIYd5XAy/m2LBuWycYhfmC3fRPGVCL5G6xu+Z1caKB2NVdSR5VfUKVX28qj6+Q3elYoyGCEmq7wvP7Dw4Bw5x8uu7/P3Bi5hXyT3w7tcn8Rjp++ml/BQ3wbwK+9Nptr1uO3rgUDEAa4Qqk/wahFOOQ6+rINZwMlSk+UScAoeB10kxc+RyCHzYvO4J4vfF1JdG8tTJvRoYRbfj1Gtdx1ZH8OE88Lm/3pLroloXzmHY+zro3V321x+jIOp8ISB5R+6U883b4/MOxbps9v6+qS9Ny3L4H0MpfeaQfis+vG+GuV7LRXvE4+4Xkd2qeq99zHvApu8BzvbynWXTJheqIFKQpyRopkiSmXU77YDceAff+fGT+OCnLuLibTexK5lnW5KRAC0gs1+lcD1n7OPimbfPEfzRLGF/Ns3njl7Ah99wCSfccAPa65VCKQtZVzfCZoouS/Q6ABtdr0rxURAi6+763wX8uMBnFM4AuphGIV7e8Fi/Dn/db6zuu6H3A78pcDv9JF9VziphaZLarK8f8dJ8ZN6+PPJNYVGKQdWOQMsSKWLCGhcy6N4FvR+Hcz4DnTPgWBdm2zAjMIUpQ+yxbcx6XoUWPnW1xL6IdessmfiI3v2w9zfh0O3FeMBxiqeGYxRjAc7fH1r3dZZ9HfGPglEt+g8DL7frLwc+5KW/zI7k/zBwyHtc3BiIzIWjqtDroQuLXPNrP8J7HnwKdy6dxLxKPlBTDMLGe+/My+MGdnoKdy6dxFUPPYmP/tbTOfGTt5h6ApLXWMTNKuBU5gBOtpubSq8xUnaWfQ/4RYFbMAO1o8bYOwvUDfjeBrxKTJRPVTjnWlnxmIjOiWyzVZ1f7OnID7P0o2hcyGVucadwrAd7fxF6t8CRI5aQMzNtgZu64Jh60ypof/y9y+tcNUeOmCkO9r4Kel8uSD6P8CEeM1/li4918qtxT0jfbIhhBpGrgKcDp2AMlD8A/g7jcnwYcCfwQlXdLyIC/CkmSucY8ApVHejTO0F26RPlkhWcxhjgd+mS2B/J10kEEUG2zZKdu5u7fxfe8bj3sCNZZFpSOlLuNVveeikOH0Pw89ricDbFq77xEna/qU3y3T3oYg9dXCz88sGcPCWs0KL/pn6JA+yjxwJTTHMeF3Iqc1zL3x/G6HnFehWRNeSxChki6xJZ72LCUl4LXKrG6nNPa7FyYg20GGuBjwm8CWMau0f4WAOvsuRWAV/HjAmvuM2OU6/hdfX1knhpbbudAB2gJSatA2wT8zslsENgGuiKsd5P6kLHKvacS6E7Ba0EZlq2LPHcGp5i3QBwhhl0TTMTOnnnx4A3mc8ZHluCg0uFX/6wR/ZHHelThEw7sg/fzHYtu4r4B+Crw7jTBhL9WmAiiB4KspeCsnOyT8w+abeRThvZvp0LP7yXp+64iTPah9iZLNJCDTl4bpzCXeOsEeFgNsW+dAfXHv4+vvWTZ5rph62LyEx1oNT65VdRZx/XDwx14wyDSSB6KJOHn+YTS8su08BH1LhxpikIP1ZGSNyLmMf3+4DniFn3X9mPPaaP0LBHxUTqta4j9pcWAdEDbUvSM5boOxiinxKYFtN572xBqwXdaTjnI8AZ0JkuCL/rDLRAsRlFPPzCovmQCPfBnc8xg7xpavYfzIoXow5bcu9hJzmj8NG7qc/dE0nsaRBWj+hH9dFvTvj+eo/sjQvHbqepicY5cJAbLtnJDVMXk519Gvf/3hJPPfM2zuwe5JypB9nVOkJLMlJNOJjNcufiKdw9v4vP7nkEp7+hTeuefejCIrp4kNL3X+tejJqATnkjQun3B7t0B0fER4FnWgI5Hfg94FyF7Zil65W1YPMfAW4XeAPmUci34GONOax/K2s11IlLC+F3lPkH2dWOjSn0LNkDTKnpdKeAxcxszxyFhWdCtw0dq9i5cxmo2L23A28wPvmFJWPFu/j8VE2opYvcOUbhulkk7r6J3ROx8x33PdEQfRUs2ZuB2YL8VRXJMkgS261nJLfvZe7Vs9xy4iP42gUncuTMFvMnA6JIKnT3w/Z7U3bcfIi5A0fQY8c8y90jeVcvVLtsGqwIIen7vw7O4toL/AawXeDhwBzGf+kGc/cD92IGWg9jHt9jA23U/DYo4JN+qJfw6clvFal3QM870HUC6mVMFVp7ofsbsHc7AxXbO2xCJ9OsHMEzby12R/JurM4fdF1vcvfREH0IZ9VDv2Xvw850iSbmvjp2DJlf4IR9+zmhquxM0Sy1LpqM/IMn3v6yLGvjrtkKiJFIVT6fSNx8KgcwIdNVx1S9/AL9DXgN3TUbAlW6KVnvXloWHJx6B/SkyJdSjJtltpClzKSl89AaQrFpZgZis8yQuYvAcbH3CxSDwSWS1+WFUq72PdEQ/RAoWfVZgiYgIoU1DkimkKQDyyp9lNySdzPH/PogZs37266BDvNMVdWQG1IfDnXWPJR14n6dzx6KMRYwBNyyoZNLGJJrC0yrySMZzCgkQyg2s+Su1lUzT3nGy3kKF03+URHMPp/kh3nKC9fHiYboY/CtepfkyD7PooVVmGVmxGdYgvas+NJgeDgA22CsiFnyYVpIMiHhDCq/qvGu9aP6Roevh4Gk7ykxJ1jrumlRxLEjkKjpHFRgmCFlxbhn3Mta857V7ubPcS4af4bKKks+dn+sBRqiH4SY+yZTE4XjfPUiOWGL7SB8Ao+luaeBvLxYvX7eBmNFHemH1iVUE34sva4xN5ocHbHr6gjVQWzTdKS6iLHsW1ZRYsk/U6vjAYp1ZbiXp8JB1nyyMo/wB5F87JxWGw3RLwP+G7M5HNlb0h5KmT7JF4WPU9QGy4BP5mFa1XYsPdaYG2IfHqEeYtY8FG/MumWJIgTWd+kk1r2SWHKft2m+m2cYxfpfpwqtdt9F44fSDmPNr6VbryH6UZFpETAPUXdPFKF13rhqJgpV1vwwx61lw93MCHVQ5cLx8/vkHxJrQuHKSTCknTB8c/VdMeEgqx9ZM+htaiK/4fpqoSH6FUBVjVvGWfUh2ce2obD+G5fMRCJ068TIn4q02HaDlaHOpQb9Fn4YqeOsfOdxzQdxh1RsTuyB7z18+WmQu2a9/PPQEP34EZA5YDqBBhsa69lItyJiYyguHaqt+9Cyd3l9l47gTVcyhGJ9YvfJvM5FE1rx633fNEQfQ2TeG7Mq+HPf1GJYck/EjgwlZT+9v+1CORusCLHX7d26RNKryqgioap8obE4iKwaGFS50UIrWcQjd/F0KcZdI0EeX985ahRbIm/bFN1vPk+NS/fW/eP93zB9LdAQfYMGy8QwPvsG40GVGy02cBs7JvPWq+YsylGhWJ+owwnI6iz3Oj/8WnfwDdEPCYlY8DLMaM7yKkGSilj6xqpfFSxXgzFX7rB1xLTXWPWDMeyYSQk2xDLx8mfFrn7d1Si2iszVhXFqfB9eelVVa4WG6H3UuWwGwQ3IuvUQkX3ixd+XxEjEkL2ToXHhrAh1LptBqLvay9XEcmP0GxSIkT3iXTvx8km/uyQk99qXpbR6M2q1u2mXOzgAAANCSURBVGbp6nUEH1Hseum5IXroj7OqIvngxak86sYhRvA1++qibnKyd/X6ZG8Orq6rAdBP5Csh/HGhykc/0EJtUFwrKadJBcn76/n+oKxR6o+6ZHwbLFiH9W+uEzEfvYgcBm5abzkqcArw4HoLEcFqyXWOqp46joJEZB9mwtetdP3GgdWQrdHr+mPd9DopRH/den5Mug6TKtukyhViUuWcVLlgsmVzmFQZJ1UuWF/ZmgDvBg0aNNjkaIi+QYMGDTY5JoXor1hvAWowqbJNqlwhJlXOSZULJls2h0mVcVLlgnWUbSJ89A0aNGjQYPUwKRZ9gwYNGjRYJTRE36BBgwabHOtO9CJyqYjcJCK3ishr1lmWO0TkmyLydRG5zqbtEpGPicgt9vekNZLlnSLygIh8y0uLyiIG/8New2+IyA+uhYx1mCS9WnkmQreNXscuT6PXIbCuRC8iLeDPgMuAC4GfE5EL11Mm4BmqepEX7/oa4BOqej7wCbu9Fng3cGmQViXLZcD5drkceNsayRjFhOoVJkO376bR67jR6HUQVHXdFuBJwD95268FXruO8twBnBKk3QTstuu7gZvWUJ5zgW8NkgX4C+DnYvkavU6ebhu9Nnpda72ut+vmTOBub/sem7ZeUOAaEfmqiFxu005X1Xvt+n3A6esjWq0sk3YdJ00emGzdNnodHY1eh0AzqVkZF6vqHhE5DfiYiNzo71RVFamd927NMEmybBBsCN1OihwbCI1eh8B6W/R7gLO97bNs2rpAVffY3weADwJPAO4Xkd0A9veB9ZKvRpaJuo5MnjyTrttGryOi0etwWG+i/wpwvog8XESmgJ8FPrwegojINhHZ4daBZwHfsvK83GZ7OfCh9ZDPokqWDwMvs6P5Pwwc8h4Z1wMTo1fYELpt9DoCGr0uA+s5kGIHIn4CuBm4DfhP6yjHecD1drnByQKcjBkxvwX4OLBrjeS5CrgX6GF8eK+skgUz6/Wf2Wv4TeDxjV4nU7eNXhu9rodemykQGjRo0GCTY71dNw0aNGjQYJXREH2DBg0abHI0RN+gQYMGmxwN0Tdo0KDBJkdD9A0aNGiwydEQfYMGDRpscjRE36BBgwabHP8XmQMhYvhNd8QAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mapping, mapping_inv = register_dipy_smooth(img_static, img_static_fuzzy, 0.)\n", "\n", "# _= regtools.plot_2d_diffeomorphic_map(mapping, 10)\n", "nb_utils.show_registered_deformation(mapping.backward)\n", "img_warped = mapping.transform(img_static_fuzzy, 'linear')\n", "nb_utils.show_registered_overlap(img_warped, img_static, img_static_fuzzy)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('SSD input-target:', 446.38491288535107)\n('SSD warped-target:', 39.534977233930519)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_= plt.subplot(121), plt.imshow(img_static - img_static_fuzzy), plt.title('input - target'), plt.colorbar()\n", "print('SSD input-target:', np.sum((img_static - img_static_fuzzy) ** 2))\n", "_= plt.subplot(122), plt.imshow(img_static - img_warped), plt.title('warped - target'), plt.colorbar()\n", "print('SSD warped-target:', np.sum((img_static - img_warped) ** 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Invert transformation: **static -> static FUZZY** image" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_utils.show_registered_deformation(mapping_inv.forward)\n", "img_warped = mapping_inv.transform_inverse(img_static, 'linear')\n", "nb_utils.show_registered_overlap(img_warped, img_static, img_static_fuzzy)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('SSD input-target:', 446.38491288535107)\n('SSD warped-target:', 34.501153207744082)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_= plt.subplot(121), plt.imshow(img_static - img_static_fuzzy), plt.title('input - target'), plt.colorbar()\n", "print('SSD input-target:', np.sum((img_static - img_static_fuzzy) ** 2))\n", "_= plt.subplot(122), plt.imshow(img_static - img_warped), plt.title('warped - target'), plt.colorbar()\n", "print('SSD warped-target:', np.sum((img_static - img_warped) ** 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Register: **static <- moving FUZZY** image" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating scale space from the moving image. Levels: 2. Sigma factor: 10.000000.\nCreating scale space from the static image. Levels: 2. Sigma factor: 10.000000.\nOptimizing level 1\nOptimizing level 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "('optimize took:', 0.3405900001525879)\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mapping, mapping_inv = register_dipy_smooth(img_static, img_moving_fuzzy, 10.)\n", "# _= regtools.plot_2d_diffeomorphic_map(mapping, 10)\n", "nb_utils.show_registered_deformation(mapping.backward)\n", "img_warped = mapping.transform(img_moving_fuzzy, 'linear')\n", "nb_utils.show_registered_overlap(img_warped, img_static, img_moving_fuzzy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Invert transformation: **static -> moving FUZZY** image" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_utils.show_registered_deformation(mapping_inv.backward)\n", "img_warped = mapping_inv.transform_inverse(img_static, 'linear')\n", "nb_utils.show_registered_overlap(img_warped, img_static, img_moving_fuzzy)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }