{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# ANHIR: Evaluation Board\n", "\n", "This notebook serves as visualisation for challenge results in several forms - standard tables and charts.\n", "First, all submissions have to be recomputed, so they also contain the detail about each image registration pair.\n", "One of the perspective to validate is the difference between training and testing.\n", "\n", "**The ANHIR challenge is hosted on https://anhir.grand-challenge.org.**\n", "\n", "These particular results are for ANHIR workshop hosted at ISBI 2019 in Venice, Italy.\n", "In case you want to get some further evaluation related to new submission, you may contact one of the ANHIR administrators because the full submission is required, see https://anhir.grand-challenge.org/Organizers." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "%matplotlib inline\n", "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import os, sys\n", "import glob, json\n", "import shutil\n", "\n", "import tqdm\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sys.path += [os.path.abspath('.'), os.path.abspath('..')] # Add path to root\n", "from birl.utilities.data_io import update_path\n", "from birl.utilities.evaluate import compute_ranking, grouping_cumulative\n", "from birl.utilities.drawing import RadarChart, draw_matrix_user_ranking, draw_scatter_double_scale\n", "from bm_ANHIR.generate_regist_pairs import VAL_STATUS_TRAIN, VAL_STATUS_TEST\n", "from bm_ANHIR.evaluate_submission import COL_TISSUE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook serves for computing extended statistics (e.g. metrics inliding ranks) and visualie some more statistics." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# folder with all participants submissions\n", "PATH_SUBMISSIONS = os.path.join(update_path('bm_ANHIR'), 'submissions_paper')\n", "# temporary folder for unzipping submissions\n", "PATH_TEMP = os.path.abspath(os.path.expanduser('~/Desktop/ANHIR_submissions'))\n", "# configuration needed for recomputing detail metrics\n", "PATH_DATASET = os.path.join(update_path('bm_ANHIR'), 'dataset_ANHIR')\n", "PATH_TABLE = os.path.join(PATH_DATASET, 'dataset_medium.csv')\n", "# landmarks provided to participants, in early ANHIR stage we provided only 20% points per image pair\n", "PATH_LNDS_PROVIDED = os.path.join(PATH_DATASET, 'landmarks_all')\n", "# complete landmarks dataset\n", "PATH_LNDS_COMPLATE = os.path.join(PATH_DATASET, 'landmarks_all')\n", "# baseline for normalization of computing time\n", "PATH_COMP_BM = os.path.join(PATH_DATASET, 'computer-performances_cmpgrid-71.json')\n", "FIELD_TISSUE = 'type-tissue'\n", "FIELD_STATUS = 'Status'\n", "\n", "# configuration for Pandas tables\n", "pd.set_option(\"display.max_columns\", 25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some initial replacement and name adjustments" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Look-Up-Table for upadting plot names from original (dataset) names\n", "TISSUE_LUT = {\n", " 'COAD': 'COAD', 'gastric': 'gastric',\n", " 'breast': 'human-breast', 'kidney': 'human-kidney',\n", " 'lung-lesion': 'lung-lesion', 'lung-lobes': 'lung-lobes',\n", " 'mammary-gland': 'mammary-gland', 'mice-kidney': 'mouse-kidney'\n", "}\n", "# simplify the metrics names according paper\n", "METRIC_LUT = {\n", " 'Average-': 'A', \n", " 'Rank-': 'R',\n", " 'Median-': 'M',\n", " 'Max-': 'Mx',\n", "}\n", "\n", "def col_metric_rename(col):\n", " for m in METRIC_LUT:\n", " col = col.replace(m, METRIC_LUT[m])\n", " return col\n", "\n", "def col_tissue_remane(col):\n", " k = col.split('_')[-1]\n", " if k in TISSUE_LUT:\n", " col = col.replace(k, TISSUE_LUT[k])\n", " return col" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parse and load submissions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extract metrics from particular submissions\n", "\n", "All submissions are expected to be as a zip archives in single folder. The archive name is the author name." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Find all archives and unzip them to the same folder.\n", "archive_paths = sorted(glob.glob(os.path.join(PATH_SUBMISSIONS, '*.zip')))\n", "submission_dirs = []\n", "\n", "for path_zip in tqdm.tqdm(archive_paths, desc='unzipping'):\n", " sub = os.path.join(PATH_TEMP, os.path.splitext(os.path.basename(path_zip))[0])\n", " os.system('unzip -o \"%s\" -d \"%s\"' % (path_zip, sub))\n", " sub_ins = glob.glob(os.path.join(sub, '*'))\n", " # if the zip subfolder contain only one folder move it up\n", " if len(sub_ins) == 1:\n", " [shutil.move(p, sub) for p in glob.glob(os.path.join(sub_ins[0], '*'))]\n", " submission_dirs.append(sub)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parse submissions and compute the final metrics. This can be computed just once.\n", "\n", "**NOTE:** you can skip this step if you have already computed metrics in JSON files" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import bm_ANHIR.evaluate_submission\n", "\n", "bm_ANHIR.evaluate_submission.REQUIRE_OVERLAP_INIT_TARGET = False\n", "\n", "tqdm_bar = tqdm.tqdm(total=len(submission_dirs))\n", "for path_sub in submission_dirs:\n", " tqdm_bar.set_description(path_sub)\n", " # run the evaluation with details\n", " path_json = bm_ANHIR.evaluate_submission.main(\n", " path_experiment=path_sub,\n", " path_table=PATH_TABLE,\n", " path_dataset=PATH_LNDS_PROVIDED,\n", " path_reference=PATH_LNDS_COMPLATE,\n", " path_comp_bm=PATH_COMP_BM,\n", " path_output=path_sub,\n", " min_landmarks=1.,\n", " details=True,\n", " allow_inverse=True)\n", " # rename the metrics by the participant\n", " shutil.copy(os.path.join(path_sub, 'metrics.json'),\n", " os.path.join(PATH_SUBMISSIONS, os.path.basename(path_sub) + '.json'))\n", " tqdm_bar.update()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load parsed measures from each submission/experiment/participant" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Users: dict_keys(['AGH', 'ANTs', 'CKVST', 'DROP', 'Elastix', 'MEVIS', 'NiftyReg', 'RVSS', 'TUB', 'TUNI', 'UA', 'UPENN', 'bUnwarpJ'])\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "submission_paths = sorted(glob.glob(os.path.join(PATH_SUBMISSIONS, '*.json')))\n", "submissions = {}\n", "# loading all participants metrics\n", "for path_sub in tqdm.tqdm(submission_paths, desc='loading'):\n", " with open(path_sub, 'r') as fp:\n", " metrics = json.load(fp)\n", " # rename tissue types accoding new LUT\n", " for case in metrics['cases']:\n", " metrics['cases'][case][FIELD_TISSUE] = TISSUE_LUT[metrics['cases'][case][FIELD_TISSUE]]\n", " m_agg = {stat: metrics['aggregates'][stat] for stat in metrics['aggregates']}\n", " metrics['aggregates'] = m_agg\n", " submissions[os.path.splitext(os.path.basename(path_sub))[0]] = metrics\n", "\n", "print ('Users: %r' % submissions.keys())" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fields: dict_keys(['aggregates', 'cases', 'computer', 'submission-time', 'required-landmarks'])\n", "required-landmarks: [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n", "found tissues: ['COAD', 'gastric', 'human-breast', 'human-kidney', 'lung-lesion', 'lung-lobes', 'mammary-gland', 'mouse-kidney']\n" ] } ], "source": [ "# split the particular fields inside the measured items\n", "users = list(submissions.keys())\n", "print ('Fields: %r' % submissions[users[0]].keys())\n", "user_aggreg = {u: submissions[u]['aggregates'] for u in users}\n", "user_computer = {u: submissions[u]['computer'] for u in users}\n", "user_cases = {u: submissions[u]['cases'] for u in users}\n", "print ('required-landmarks: %r' % [submissions[u]['required-landmarks'] for u in users])\n", "tissues = set(user_cases[users[0]][cs][FIELD_TISSUE] for cs in user_cases[users[0]])\n", "print ('found tissues: %r' % sorted(tissues))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results overview\n", "\n", "Present simple statistic about ratios of train/test image pairs per dataset..." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "type-tissue COAD gastric human-breast human-kidney lung-lesion lung-lobes mammary-gland mouse-kidney\n", "evaluation 153.0 40.0 20.0 20.0 NaN NaN NaN 18.0\n", "training 84.0 13.0 5.0 5.0 30.0 40.0 38.0 15.0" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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x7ifArbZ/2ZleV5U3m70yZbPrNUNlyt6kl+PzK63yJrAfqZjdp2y/AqwNHN/Afd1W3pS0Qd3heOBPxe+/A8YVFTgHA+OKtiAI+jBdxeG82/bfSAm4bi3a1gYWAR27EnU0WHnzK5LGA4uBl4AJxb0vSTqVZLQATrH90sq9xCAIegtdJeC6BNidFHtjlgb+URxv0t3Du6u8afubdFLB0/ZkYHJ3GkEQ9B26isPZvfh3SHXdCYKgmWmkLlVHMTevAk/YXlx+l4IgaFYaSaJ+Nml16gHSsGo4MBtYU9Ixtm/I2L8gCJqIRlapngG2tb297VHASFJtqrHA93N2LgiC5qIRg7O57SWRQsVeqKG2H83XrSAImpFGhlRzJJ1D2gsFsD/woKRVgTez9SwIgqajEQ9nAvAw8LXi59Gi7U3g47k6FgRB89FIIbw3JJ0NXGcvF9v89zzdCoKgGWkkxeh4YCbw2+J4pKSpXd8VBEGwPI0MqSaSctu8AmB7JhDBgEEQrDCNGJw3bb/arq3rLeZBEAQd0Ogq1UHAAEmbAV8BpuXtVhAEzUgjHs6Xga1Iu8QvIW1r+FrOTgVB0Jx06eEUSbFOsf114FvVdCkIgmalSw/H9lvAzhX1JQiCJqeROZz7imXwy4HXao22r8rWqyAImpJGDM4g4EXgE3VtBsLgBEGwQjQSaXzoyj5c0q7AmaQUoz+1fXq78/8GHEFKMfo8cJjtJ4pzbwGzikuftD1+ZfsRBEHvoBEPZ6VosPLmfcD2tl+XdAwp3cX+xbk3bI/M1b8gCKqnkWXxlaXbypu2b7H9enF4F7Bhxv4EQdDD5DQ4K1o983DgN3XHgyRNl3SXpD1ydDAIgmrpthDekgulnYCTSJPIP7B9TTfXd1t5s+7ag4HjgI/aXlS0vc/205I2AX4P7GL7kXb3ReXNfqDX7JUwo/ImIGl928/WHU8BDiHlNb7b9vAuH9xg5U1JnwR+SDI2Hb5SSReS0mNc0ZleVN5sXr1mr4QZlTcTP5Z0oqRBxfErwD7AnsDfunswjVXe3Bb4CTC+3tgUFTdXLX5fFxgD1E82B0HQB+nU4Njeg7SKdJ2kL5D2T60KrAN0O6dSlJCpVd78EzClVnmzyLEDMAlYHbhc0sy6PDvDgOmS7gduAU5vt7oVBEEfpMtlcdu/knQ9cCxwNfBd27c1+vAGKm9+spP7ppHK0QRB0ER06uFIGi/pFlKmv9mk+JjPSbpU0qZVdTAIguahKw/nNFIszTuB39keDfx7kRPnu6Q5mSAIgobpyuC8CuwFrAYsmdC1PY8wNkEQrARdrVLtSZogHggcVE13giBoZjr1cGy/QIqPCYIgKIWcWxuCIAiWIQxOEASVEQYnCILKCIMTBEFlhMEJgqAywuAEQVAZYXCCIKiMMDhBEFRGGJwgCCojDE4QBJURBicIgsoIgxMEQWVkNTiSdpU0V9LDkk7o4Pyqki4rzt8taeO6c98s2udK+lTOfgZBUA3ZDE5d5c1PA1sCB0rast1lhwMv2/4g8L/AfxX3bknKubMVsCtwdvG8IAj6MD1aebM4/lnx+xXALpJUtF9qe5Htx4CHi+cFQdCH6enKm0uuKao8vEpK+rWiVTuDIOgDNFx5c4Uf3EDlTUmzi2ueKo4fAXYkVfi8y/Yvivbzgd+0L4RXX3kT2AJYmUpr6wIvrMR9K0vohV4z6m1k+z3dXdRlmZi3ydPA++uONyzaOrrmKUkDgTWBFxu8F9vnAue+nU5Kmt5IxcCyCL3Q6896OYdU3VbeLI4PKX7fB/i9k8s1FTigWMUaAmwG3JOxr0EQVEA2D8f2Ykm1ypsDgMm1ypvAdNtTgfOBiyQ9DLxEUQ2iuG4KqbzvYuBLtt/K1dcgCKoh55CqkcqbC4F9O7n3u6T6V7l5W0Oy0Au90GucbJPGQRAE7YmtDUEQVEYYnCAIKiMMThMiadVG2oIAlmxDqoR+Z3AkrSPpy5J+VPwcJ2mdzJp7Slqz7ngtSXtklLyzwbZSKN7Pwbme34nm+yR9WNI/134yao2R9K7i94Ml/Y+kjXLp9QDzJE3qYK9j6WRdpeptSBoG/J60VH8fIGAH4P9J+oTthzJJT7R9de3A9iuSJgLXlCkiaX3SFpB3StqW9PoA3g2sVqZWO9YD7pU0A5gM/M4ZVyMk/RewPylsohYuYeC2TJLnACMkjQD+Hfgp8HPgo2WKSFpAeh0dYvvdZerVMYIUkvJTSS2kz/BS238rW6hfrVJJugKYYntKu/a9gYNs751J9wHb27Rrm2V7eMk6hwATgO1JgZc1g7MAuND2VWXqtdMWMA44tNCfApxv+5EMWnOBbWwvKvvZnejNsL2dpBOBp22fX2vLpHcqMB+4iPQZfh7YoD6kJBeSPgpcAqxF2lB9qu2HS3t+PzM4c21vsaLnStCdDLxCStcB8CVgbdsTMuntbfvKHM/uRncEyeDsCtwC7ATcaPs/Stb5DbCv7b+X+dwu9P4A/BY4DPgI8Bxwf9lfGHV699se0V1biXoDgM+QPruNSYbuYtJr/U/bm5el1a+GVMBrK3nu7fJl4DvAZcXxjSSjk4sNJb2b5NmcB2wHnGD7hhxikr4KfIG06e+nwPG23yzc83lAqQYHeB2YKelmYImXY/srJevU2B84CDjM9rOSPgBMyqQF8Jqkz5NSuhg4kLz/P+eRviAm2Z5W135F2XNj/c3DeQr4n45OAV+z/f4OzvU5at+GRabEo4FvAxdlHAKcTNq68kQH54bZ/lPJeod01G77Zx21l6S5EbCZ7ZskrQYMsL0gk9bGwJnAGJLBuYP0//PxTHqrV+Yt9jODM7Gr87ZPLlnvB7a/JulXdDAZaHt8mXp1ug/Y3kbSmcCttq+WdJ/tbXPoFZo7k/4gL5D0HmD1InlaLr13ADVXf67tNzNqHUlKg7K27U0lbQb82PYuuTSrRNLmpInx9WxvLWkbYLzt00rX6k8Gpysk7WD73pKfOcp2azERtxy2/1CmXp3uBaTVqiGkFYgBJMMzKpPeRNJE8Ra2N5f0T8Dltsdk0vsYKVPk4yTv9P3AIbazrFJJmknKOHl3zWjnmPSv03sPcCRpPmXJtIftwzLp/QE4HvhJ3eubbXvrsrX62xzOMhRxBwcWP6+Q/mhKozA2A4Av2v58mc/uhsOBkcCjtl8v4owOzai3J7AtMAPA9jOS1sio99/AONtzYck39C+BLAYVWGT7H2khDorcTTm/qa8F/gjcxNJl/5ysZvue2usrWJxDqN8ZnGJ8XDMybwIbAdvnGh/bfkvSRpLeUeR2zo7tNkmPAZtLGlSB5D9sW5IBakFyGVmlZmwAbP9Z0ioZ9f4g6f+R4pvGAscCv8qot5rtb2R8fntekLQphRFVytY5P4dQvxpSSbqTFAR3KSmwaZ6kx2wPyaz7c2AYKbHYktUG2x1NYJehdwTwVVKmxJmk5ek7bX8ik97XSUnSxgLfIy0fX2L7h5n0JgNtwC+Kps+TJnFzDTlaSF7jONIQ7nfAT3MFN0o6DZhWpHfJjqRNSGkpPgy8DDwGHJzjS7i/GZxrSEvEU0l/ENMkPWp7k8y6HU1W2/YpmfRmkSKo77I9UtJQUjzFXjn0Cs2x1P1B2r4xo9aqpLCCnYumPwJn5wwELCaph5K8gLk5vdUi4vhdpCX/N0nvqTNGGtd03wW05Fp9g35mcACU9jTtRRpSbUaKqPyU7WwpTCXta/vy7tpK1LvX9g7FZOeOthdJmmN7qxx6zY6kzwA/Bh4h/fEPAY6y/Zse7VhJFAZ8b5afpC79C7HfGZx6JL2XFNR1APCBXHE4HYXBZw6Nv5o0Sfw14BMkN3kV27tl0tuLVMTwvaQ/yCzfyJKm2N6v8OA6CjPYpoPbytB9CNi9FuJfzHf82vbQHHqFxmDSF+KSObiMq3C/JZVoaqVuktr2f5eu1V8NjqTVAWoBT5I26ihw7W1qfBrYDdiPpVHGkOaRtrSdvbhfsSS/JvDbXMMApZzUny07wK8DnQ1sz1cnO7XL/vzqdO+1vUPdsYB76ttK1qt6Di7LEnhH9Mf0FMdKehJ4EnhS0hOSjs30n/UZYDqwkPTtUfuZCmStly5pZ0mHFrE+d5K3kOBfcxsbANu1lZMXgL8Un9mqpFijZ8rWk7RX4b1Nl3S9pAlFlPOvSJtjc/FV0hzcE7Y/Tgo5eCWj3jRJWWKK2tOvPBxJ3ybNxB9n+9GibRNSGPndOSIrC41VapGwhav8ftsP5NAqNKoOxDsTWJ+UbqN+b1OW3emSWkkbCweTwv7vJS3NlxrrVARQdoYzropVOgcn6UHgg6TVqUUsHRKXPkTtb3E4/wKMcKoWAYDtRyXtB9wPZDE4wI2SxpPe71bgOUnTbP9rJr2qA/HeTdpQOa6uzUCudBgqAhoPJ61Ofb/44ywV2zmDJbviKUlrkQz4jZJeBrIMFws+nfHZy9DfDI7rjU1d4xuS2jLqrmn7b8XY/Oe2J0rK5uFQcSBeD/xhStKHSPE3hxdt2dJkStoQ+CFpMyWkZfivuihRXTa29yx+PUnSLRRzcGXrSFq7+DXbMnh7+pvBeVrSLrZvrm+UtAuZIisLBkragDR5/K2MOjWmSPoJsJbSxsPDSGkqSkXSD+k6Q12udBFfA74JXO1UNHETUnqFXFxASkpVq6F2cNE2tkyROgNQz6zi39VJxSLLpJX0+Qn4AGk1U6RQkSdJy/+l0t/mcLYi7VO5nfRmQ5rrGAN8zvacTLr7kvLh3G772OIPZJIzZRgsNLMH4mlpmogxwJYsXYnbF3jQ9tFla7bTX8326zk1Cp2Ztkd211aCzmMsNQDtca4AVUnnkYz39cXxp4E9bB9VulY/MzgfJE1ubg7UJuAeBOYC850hHWbVKG0WvalY3ahK8y5gZ9uLi+NVgD/a3imT3odIZaJXt/0BpUyDR9k+NpPezSSP5pdF04HAoW6e9BTL7XzvqK0M+tuQ6gfAN21Prm8slgR/AHw2h6jSBsrDSUauPpCr9FUOp82ibZLWtP1q2c/vhMGkieOay7960ZaLH5DCCqYC2L5fGas2kIakPwT+l+SBTCPj7ntJHQWEvkpaJs+xi/uZYgW3fm9a6WEG0P8Mznq2Z7VvtD1LaRd5Li4CHiL9kZxC+kBzxq38HZgl6UaW3Syaa07ldOC+YoJTwD8DJ2XSAsD2X7RsOoVsaRyKeJ8sydI64WzSnr8HSO/ncGA2sKakY1x+qtgDgYlArbLIbUVb6fQ3g7NWF+femVH3g7b3lfQ52z+TdAlppSMXV5FvSXo5nLL8/QbYsWj6hu1nM0r+RdKHARfDt6+SwYD34KT4M8DhtTlFpbxNp5ByQ18FlGpwbL9Eeg+z098MznRJR9peZsWmWK5u7eSeMqilv3xF0tbAs6R9R1kojFr23c2Shtp+qG4I8Jfi33+S9E+2Z5StWXA0KVjzfcDTpD/AHEnpp2d4ZiNsXr+AYfvB4r1+tJ1X97ZQD6TA7W+TxuuR3MZ/sOwq1TuAPXN9KxcG7UqSa3whaY7jO7Z/kklvN+AnZN7dLOlc218shlLtca69Pz2JpPUze29Iuow0H3Zp0bQ/sC4pcPX2svZwqQdS4PYrg1ND0seB2ma1ObZ/n1nv31n6DVL7inoFaLVdeoSsKt7dLKnFdlu7tkEdBVm+TZ2eGuLU9yHbLv86jXeSsgrW8v3cQZrXWUjKBlhqhYWa4WnXtrvt68rUgX5qcKqmmLPZnqVpKXcnTQhuTNrj9P2S9are3Ty5fsWtiGyeWvaysTopD1PDGcvE1PUha/WLDvS2yzg0rWnMAL5ge3ZxfCCpLM2OXd+54vS3OZyeYkNgOy9NhTER+DVpNacVKMXgFDubodjdTCq3a1IgXs7dzU9LOrsIahxMem2lRzZ3ZFCqGOK0o/TX1Q0/Ja1Y5WQfUtG7g0ibYr/AsvviSiM8nAoohjjD63aMr0oqFTu0zG/MntrdXGh/nxSLMwo43RWVGq5oiNPRloMFzlgLq067Eo9KqfLFNaQtDXvafiOHTng41XAxcLeka4vjzwKXFEOPB8sSqXoTZZ1HBXA3afvGPaTl6r2cKT1F+25UoDGDVPuqfq/Rs5L+ChzZfv6jZEotzliPls+cuDZpE+zdkrJ1VT2BAAAKZklEQVRkUAwPpyIk1fZsAdxhu5Il15weQE96VHV9ONb22Zk1zgOusP274ngcKQfwBcCZZc91SLqKtHXjN+0n40vW6TBzYg1nSEoXBqfJqXqSswqqHuJ0steoVk45xybOT5K2TuwEXA5c4Lo6XDmR9EXb5+Z6fr9LMdoP+XWVYsWKR25mAM8DfwbmFb8/LmmGpBzVN+dL+oZSQcONJP0H8Ndio2zpHojtm5yyF25HKmd8k6Rpkg5V3oJ/kIIqsxEGp8mx/e2KJauYU7kR2M32urbXIWWsu44Uu5JjeHUQaaXxmuLnA0XbAFKOo9JRKs88ATgCuI8UWb0d6bXnJOvnF0OqJkQVlW3pRPu03Eau6iFO1SiV+dmCtOn3Qi9NHo+k6ba3z6i9oTNlMoRYpWpWvk8FZVs6oiKPar6kb7Bs6H+2IU6xZPx1li8UV/rWDaWywq1emmZ0GXIYm2LLz38C/2T708Vm0Q/ZPr90rfBwmg9JdzhThYZO9Cr1qCStS0qnUB/6fzIpZ8wHals6StS7n1R5s32huCzL4T0Qzfwb0orbt2yPkDQQuK+9F1mKVhic5kPVl22ppBBeTyGp1XaOyejO9M4g1RK7yhX8gWppWZolhi7X0DSGVM1J1WVbKimEV6PKIU7BryQdS8o0UG/Ay05qXuMo4N+AxZIWkn8O7rVikrpW5WMnkrdYOuHhBG+bHvCoqh7iPNZBs50pqXnVFPmMfkjKoDAbeA+wjzMUawyD04SowhzKhV5HEcfZIo2rHuL0BMUm2M1Y9vO7LaPeQNLKmEgJ2/IEUYbBaT4kXU7KoXwQdTmUbVeSRjI3kk4CnqOiIY6kL3TUbvvnmfSOIKX83BCYSYo4vjPXkFGpjNFvbS9QSqa+HXBajrQYYXCakNrkX11sSu6yLVV7VJUOcYrEXzUGAbsAM2zvk0lvFrADcJftkZKGAv9pe69ubl1Zvdr/k52BU4EzgBMjH07QKJXmUKbiqhS2S68I2Y3el+uPlep+X9rJ5WWw0PZCSUha1Slv9BYZ9WrzYJ8BzrP9a0mn5RAKg9OcnFvMAXyHVLtpdeDEjHqVVqWoeojTAa9B+WVw63iqMGrXADdKehkofed2HU8rlYYeC/xXka8py7anGFIFbxtJ99geLek20n6mZ0kpTZtliFNf1aCFVNZ4iu0Tcui10/4osCZpjqX0yhuFxmrArsAs2/MkbUBKGFd2/aswOM1I8e34BZaPU8mSZFxLq1JsQ4pYXZ00B/DjHHod6K8FXGp710zPr69qsJhUATPbfqNCczAp6Vf955dlJ76kD3TUbvvJ0rXC4DQfkqYBdwGzqNtb5AqSjPcExaT4bNs55zkqQ9KppJ3ij7L083PGVapa5j+RPMYhpKXxrcrWijmc5mSQ7X+rSqwHPKoOhzgZdBbU6SxziryRv/sBm+YaQrWng53325GGxqUTBqc5uUjSkaQcMVWE4l9PBx5VRs6o+z3bEMf2GmU/s0Fmk/ImP9cT4rZnSCp9SRxiSNWUSPoS8F1Ssb3aB5wzTiV75YT+RJH/+lqS4an/wii99G6hV+8Nt5AC/9ax/anStcLgNB+SHgVG236hIr1/Bf5OZo+qB4c4lSJpDqlUc/s5uNJL7xZ6E+sOF5PSml7pkiunQhicpkTSDcAetl+vSK9Sj6rZUbvKqRXqrg7gkksJL6MRBqf5KFJUbgXcwrIeR65J3Eo9qmZH0v+QPrepLPv55VoW35oULV6rhvECcIiL0r9lEpPGzUkt2XdVPEzKvxOUQy3bX/3eNwO58v2cC/yb7VsAJH2saPtw2ULh4QRvm6o9qqBcJN1ve0R3bWUQHk4TUuymXu6bJOOcStUeVVNTdVwT8Kik75CGVQAHk4IOSycMTnNSn9l/ELAvS8fnpdOsEcw9SNVxTYeRktBfWRz/kVT5s3RiSNVPyJklrwc8qqam6rimIu7nWyzrUdn2NmVrhYfThBSh6TVaSB5Pzs+6Uo+qH1B1pPjFpKT0s8nsUYWH04RIuoWlHkctkOsM23+usA9Nn3c4Fz0QKX677Z27v7IErTA4zUeR8nNvlneRT8mk15FHdUyOVY7+QA9Eiu8CHAjcTOaqGzGkak6uIX07zgBKD0/vgP9meY9q3wp0m5Wq45oOBYYCq1CXDoMMdczCw2lCJM22vXWFepV6VM1OD0SKz60ql1B4OM3JNEnDbc+qSK9qj6rZqTquaZqkLW0/mFsoPJwmoi5z20BSEbVHSd+Qtd3UpS9zFrqVelRBuUj6E7Ap8BiZ/7+Eh9Nc7N5DulV7VE2NpM2A75EyGdbX+coV15QlF3RHhIcTrDQ95VE1O5JuByYC/wt8ljSp22I7Z6mfSgiDE6w0kjbq6rztnLWUmpZaDJOkWbV8w80S1xRDqmClCYOSjUWSWoB5ko4DniaV3unzhIcTBL0MSTuQSiWvRar1/W7g+7bv7tGOlUAYnCDoZdRtptyIFIwHTTInFgYnCHoZkuYCx7N8EvU+P4SNOZwg6H08b3tqT3ciB+HhBEEvo8rNlFUTHk4Q9D4q20xZNeHhBEEvo8rNlFXT0tMdCIJgOaZJ2rKnO5GD8HCCoJdR5WbKqgmDEwS9jM62jDTDsngYnCAIKiPmcIIgqIwwOEEQVEYYnKBTJK0l6djMGiMl7VZ3PF7SCTk1g54j5nCCTpG0MXBdzvShkiYA29s+LpdG0HsIDyfoitOBTSXNlHS5pD1qJyRdLOlzkiZIulbSrZLmSZpYd83Bku4p7v+JpAH1D5f0DuAUYP/imv2L5/1fcX5fSbMl3S/ptqJtq7pnPiBpM0kbS5pd99yvSzqp+H1TSb+V1Crpj5KG5nzDgq4JgxN0xQnAI7ZHAv8HTACQtCbwYeDXxXWjSWVitgH2lbS9pGHA/sCY4v63gM/XP9z2P4ATgctsj7R9WTv9E4FPFQX1xhdtRwNnFs/cHniqm9dwLvDlIlve14GzV+D1ByUTe6mChrD9B0lnS3oPybhcaXuxJIAbbb8IIOkqYGdSQbxRwL3FNe8EnltB2TuACyVNYek+ojuBb0naELjK9rzi+cshaXWSYby87ppVV7APQYmEwQlWhJ8DBwMHkDYY1mg/EWhSdOzPbH+z/oSkPUkJwgGO6ErM9tGSdgQ+A7RKGmX7Ekl3F23XSzoK+DPLeuu1SgctwCuFNxT0AmJIFXTFAmCNuuMLga8BtCuaNlbS2pLeCexB8kxuBvaR9F6A4vxGtq8uhk8jbU/vQGMJkja1fXdRreB54P2SNgEetX0WcC1pGPdX4L2S1pG0KkW5HNt/Ax6TtG/xPEmKeuc9SBicoFOKYdIdxcTtJNt/JeXavaDdpfcAVwIPkIZa0wuD9G3gBkkPADcCG3QgcwuwZW3SuN25SZJmFRPC04D7gf2A2ZJmAlsDP7f9Jmny+Z5C56G6Z3weOFzS/cAc4HMr924EZRDL4kHDSFqNlPZyO9uvFm0TiGXtoEHCwwkaQtInSd7ND2vGJghWlPBwgiCojPBwgiCojDA4QRBURhicIAgqIwxOEASVEQYnCILKCIMTBEFl/H8V/rruH3WWQgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# add stat of train/test for tissie\n", "df_tissue_stat = pd.DataFrame([(cs['name-tissue'], cs[FIELD_TISSUE], cs[FIELD_STATUS])\n", " for cs in user_cases[users[0]].values()],\n", " columns=['name', FIELD_TISSUE, FIELD_STATUS])\n", "df_tissue_stat.set_index('name', inplace=True)\n", "\n", "# compute cumulative stat\n", "dfx = grouping_cumulative(df_tissue_stat, col_index=FIELD_TISSUE, col_column=FIELD_STATUS)\n", "display(dfx.T)\n", "\n", "# show results\n", "# ax = dfx.plot(kind='bar', stacked=True, figsize=(len(dfx) / 2, 3), grid=True, cmap='RdYlGn')\n", "# _= plt.ylabel('# regist. pairs')\n", "# ax.get_figure().savefig(os.path.join(PATH_TEMP, 'bars_tissue-status_abs.pdf'))\n", "\n", "# normalize over the sum of all cases\n", "dfx = (dfx.T / dfx.T.sum().astype(float)).T\n", "ax = dfx.plot(kind='bar', stacked=True, figsize=(len(dfx) / 2, 2), grid=True, cmap='RdYlGn')\n", "_= plt.ylabel('% regist. pairs')\n", "ax.legend(loc='upper center', bbox_to_anchor=(0.5, 1.25), ncol=2, fancybox=True, shadow=True)\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'bars_tissue-status_rltv.pdf'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visual properties\n", "\n", "Define colors and markers later used in charts" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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01
AGH(0.0, 0.0, 0.0, 1.0).
ANTs(0.5111, 0.0, 0.577766666667, 1.0)*
CKVST(0.0, 0.0, 0.733366666667, 1.0)^
DROP(0.0, 0.4667, 0.8667, 1.0)v
Elastix(0.0, 0.644466666667, 0.733366666667, 1.0)<
MEVIS(0.0, 0.644466666667, 0.355533333333, 1.0)>
NiftyReg(0.0, 0.7333, 0.0, 1.0)p
RVSS(0.0, 0.955566666667, 0.0, 1.0)P
TUB(0.799966666667, 0.977766666667, 0.0, 1.0)h
TUNI(1.0, 0.8, 0.0, 1.0)H
UA(1.0, 0.2, 0.0, 1.0)X
UPENN(0.844466666667, 0.0, 0.0, 1.0)d
bUnwarpJ(0.8, 0.8, 0.8, 1.0)D
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" ], "text/plain": [ " 0 1\n", "AGH (0.0, 0.0, 0.0, 1.0) .\n", "ANTs (0.5111, 0.0, 0.577766666667, 1.0) *\n", "CKVST (0.0, 0.0, 0.733366666667, 1.0) ^\n", "DROP (0.0, 0.4667, 0.8667, 1.0) v\n", "Elastix (0.0, 0.644466666667, 0.733366666667, 1.0) <\n", "MEVIS (0.0, 0.644466666667, 0.355533333333, 1.0) >\n", "NiftyReg (0.0, 0.7333, 0.0, 1.0) p\n", "RVSS (0.0, 0.955566666667, 0.0, 1.0) P\n", "TUB (0.799966666667, 0.977766666667, 0.0, 1.0) h\n", "TUNI (1.0, 0.8, 0.0, 1.0) H\n", "UA (1.0, 0.2, 0.0, 1.0) X\n", "UPENN (0.844466666667, 0.0, 0.0, 1.0) d\n", "bUnwarpJ (0.8, 0.8, 0.8, 1.0) D" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "METHODS = sorted(submissions.keys())\n", "METHOD_CMAP = plt.get_cmap('nipy_spectral', len(submissions))\n", "METHOD_COLORS = {m: METHOD_CMAP(i) for i, m in enumerate(METHODS)}\n", "\n", "def list_methods_colors(methods):\n", " return [METHOD_COLORS[m] for m in methods]\n", "\n", "def cmap_methods(method):\n", " return METHOD_COLORS[m]\n", "\n", "# define cyclic buffer of markers for methods\n", "# https://matplotlib.org/3.1.1/api/markers_api.html\n", "METHOD_MARKERS = dict(zip(submissions.keys(), list('.*^v<>pPhHXdD')))\n", "# METHOD_MARKERS = dict(zip(submissions.keys(), list('.1234+xosD^v<>')))\n", "\n", "def list_methods_markers(methods):\n", " return [METHOD_MARKERS[m] for m in methods]\n", "\n", "display(pd.DataFrame([METHOD_COLORS, METHOD_MARKERS]).T)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def _format_ax(ax, name, use_log=False, vmax=None):\n", " plt.xticks(rotation=60)\n", " if use_log:\n", " ax.set_yscale('log')\n", " if vmax:\n", " ax.set_ylim([0, vmax])\n", " ax.grid(True)\n", " ax.set_xlabel('')\n", " ax.set_ylabel(name)\n", " ax.get_figure().tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute ranked measures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extend the aggregated statistic by Rank measures such as compute ranking over all cases for each selected field and average it" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "for field, field_agg in [('rTRE-Median', 'Median-rTRE'),\n", " ('rTRE-Max', 'Max-rTRE')]:\n", " # Compute ranking per user in selected metric `field` over all dataset\n", " user_cases = compute_ranking(user_cases, field)\n", " for user in users:\n", " # iterate over Robust or all cases\n", " for robust in [True, False]:\n", " # chose inly robyst if it is required\n", " vals = [user_cases[user][cs][field + '_rank'] for cs in user_cases[user]\n", " if (robust and user_cases[user][cs]['Robustness']) or (not robust)]\n", " s_robust = '-Robust' if robust else ''\n", " user_aggreg[user]['Average-Rank-' + field_agg + s_robust] = np.mean(vals)\n", " user_aggreg[user]['STD-Rank-' + field_agg + s_robust] = np.std(vals)\n", " # iterate over all tissue kinds\n", " for tissue in tissues:\n", " vals = [user_cases[user][cs][field + '_rank'] for cs in user_cases[user]\n", " if user_cases[user][cs][FIELD_TISSUE] == tissue]\n", " user_aggreg[user]['Average-Rank-' + field_agg + '__tissue_' + tissue + '__All'] = np.mean(vals)\n", " user_aggreg[user]['STD-Rank-' + field_agg + '__tissue_' + tissue + '__All'] = np.std(vals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Presenting visual results\n", "\n", "Show the raw table with **global** statistic (joint training and testing/evaluation)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Average-Average-rTREAverage-Max-rTREAverage-Median-rTREAverage-Norm-TimeAverage-Rank-Max-rTREAverage-Rank-Median-rTREAverage-RobustnessAverage-used-landmarksMedian-Average-rTREMedian-Max-rTREMedian-Median-rTREMedian-Norm-TimeMedian-Robustness
UPENN0.0040570.0230430.0027901.4511934.2349273.4033260.9887971.00.0030090.0174650.0019181.3748461.000000
AGH0.0056360.0300050.0038046.8636796.2266113.5675680.9770131.00.0033950.0230590.0019735.7910191.000000
MEVIS0.0051910.0260690.0038520.1453924.8253642.9792100.9844551.00.0028890.0185660.0018150.1417541.000000
TUB0.0047310.0149270.0040990.0007052.4656962.8440750.9919111.00.0012030.0046340.0010210.0005101.000000
CKVST0.0060440.0261280.0046097.1271425.8253646.2806650.9730151.00.0046520.0207750.0033147.4888421.000000
TUNI0.0103630.0387230.00872410.3205496.3700625.9937630.8899201.00.0037190.0233990.0025018.9779651.000000
RVSS0.0470890.1031800.0450244.7231878.5239099.6403330.7957521.00.0070980.0294110.0054904.8817400.987500
UA0.0568870.1190450.0548781.4709258.91268210.1372140.8076191.00.0109790.0359720.0090431.3674890.973684
DROP0.0616020.1229580.0613363.4063557.2889816.8690230.8860521.00.0043400.0264600.0027963.3880500.990654
Elastix0.0694760.1370540.0684332.9623378.7983379.8316010.7667901.00.0079770.0389930.0054092.6820590.970588
ANTs0.0693220.1342960.06862143.0923537.8399179.0374220.8137171.00.0086540.0358550.00674741.0082710.971831
bUnwarpJ0.0797040.1496130.0795579.1511729.5717269.6486490.7939921.00.0255790.0651690.0245907.4693970.931034
NiftyReg0.0824880.1514460.0827810.15116410.11642410.7671520.7494871.00.0346310.0679330.0327170.0528880.851852
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" ], "text/plain": [ " Average-Average-rTRE Average-Max-rTRE Average-Median-rTRE Average-Norm-Time Average-Rank-Max-rTRE Average-Rank-Median-rTRE Average-Robustness Average-used-landmarks Median-Average-rTRE Median-Max-rTRE Median-Median-rTRE Median-Norm-Time Median-Robustness\n", "UPENN 0.004057 0.023043 0.002790 1.451193 4.234927 3.403326 0.988797 1.0 0.003009 0.017465 0.001918 1.374846 1.000000\n", "AGH 0.005636 0.030005 0.003804 6.863679 6.226611 3.567568 0.977013 1.0 0.003395 0.023059 0.001973 5.791019 1.000000\n", "MEVIS 0.005191 0.026069 0.003852 0.145392 4.825364 2.979210 0.984455 1.0 0.002889 0.018566 0.001815 0.141754 1.000000\n", "TUB 0.004731 0.014927 0.004099 0.000705 2.465696 2.844075 0.991911 1.0 0.001203 0.004634 0.001021 0.000510 1.000000\n", "CKVST 0.006044 0.026128 0.004609 7.127142 5.825364 6.280665 0.973015 1.0 0.004652 0.020775 0.003314 7.488842 1.000000\n", "TUNI 0.010363 0.038723 0.008724 10.320549 6.370062 5.993763 0.889920 1.0 0.003719 0.023399 0.002501 8.977965 1.000000\n", "RVSS 0.047089 0.103180 0.045024 4.723187 8.523909 9.640333 0.795752 1.0 0.007098 0.029411 0.005490 4.881740 0.987500\n", "UA 0.056887 0.119045 0.054878 1.470925 8.912682 10.137214 0.807619 1.0 0.010979 0.035972 0.009043 1.367489 0.973684\n", "DROP 0.061602 0.122958 0.061336 3.406355 7.288981 6.869023 0.886052 1.0 0.004340 0.026460 0.002796 3.388050 0.990654\n", "Elastix 0.069476 0.137054 0.068433 2.962337 8.798337 9.831601 0.766790 1.0 0.007977 0.038993 0.005409 2.682059 0.970588\n", "ANTs 0.069322 0.134296 0.068621 43.092353 7.839917 9.037422 0.813717 1.0 0.008654 0.035855 0.006747 41.008271 0.971831\n", "bUnwarpJ 0.079704 0.149613 0.079557 9.151172 9.571726 9.648649 0.793992 1.0 0.025579 0.065169 0.024590 7.469397 0.931034\n", "NiftyReg 0.082488 0.151446 0.082781 0.151164 10.116424 10.767152 0.749487 1.0 0.034631 0.067933 0.032717 0.052888 0.851852" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols_all = [col for col in pd.DataFrame(user_aggreg).T.columns \n", " if not any(n in col for n in [VAL_STATUS_TRAIN, VAL_STATUS_TEST, '_tissue_'])]\n", "cols_general = list(filter(lambda c: not c.endswith('-Robust'), cols_all))\n", "dfx = pd.DataFrame(user_aggreg).T.sort_values('Average-Median-rTRE')[cols_general]\n", "display(dfx)\n", "# Exporting results to CSV\n", "dfx.sort_values('Average-Median-rTRE').to_csv(os.path.join(PATH_TEMP, 'results_overall.csv'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only **robust** metrics (computed over images pairs with robustness higher then a threshold)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Average-Average-rTREAverage-Max-rTREAverage-Median-rTREAverage-Norm-TimeAverage-Rank-Max-rTREAverage-Rank-Median-rTREMedian-Average-rTREMedian-Max-rTREMedian-Median-rTREMedian-Norm-Time
UPENN0.0040570.0230430.0027901.4511934.2349273.4033260.0030090.0174650.0019181.374846
AGH0.0056100.0299320.0037776.8600326.2266113.5675680.0033810.0230480.0019685.787261
MEVIS0.0043200.0244230.0029230.1455014.8253642.9792100.0028880.0185370.0018110.141826
TUB0.0035390.0133300.0028900.0007062.4458332.8229170.0011690.0044720.0010160.000510
CKVST0.0058910.0258660.0044517.1463325.8253646.2806650.0046340.0207680.0033137.503305
TUNI0.0071830.0333790.0056479.1315415.8100695.3958810.0033500.0207320.0022258.767961
RVSS0.0125460.0423710.0107255.0726468.0332549.2897860.0054740.0240880.0041655.169940
UA0.0160400.0451780.0145231.4645658.72113310.0021790.0089840.0318420.0073421.372182
DROP0.0329030.0767000.0321003.4656107.1723406.7489360.0038800.0235970.0025583.415281
Elastix0.0423680.0980120.0404903.2390148.7047419.7780170.0054240.0284980.0040642.919051
ANTs0.0464320.0981350.04578940.3519437.5835198.8685970.0064680.0292960.00502339.914611
bUnwarpJ0.0566840.1154750.0557829.2694569.5606699.6401670.0176200.0502330.0164977.501626
NiftyReg0.0658270.1262280.0657190.15815410.07643310.7367300.0279140.0587580.0272380.051688
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" ], "text/plain": [ " Average-Average-rTRE Average-Max-rTRE Average-Median-rTRE Average-Norm-Time Average-Rank-Max-rTRE Average-Rank-Median-rTRE Median-Average-rTRE Median-Max-rTRE Median-Median-rTRE Median-Norm-Time\n", "UPENN 0.004057 0.023043 0.002790 1.451193 4.234927 3.403326 0.003009 0.017465 0.001918 1.374846\n", "AGH 0.005610 0.029932 0.003777 6.860032 6.226611 3.567568 0.003381 0.023048 0.001968 5.787261\n", "MEVIS 0.004320 0.024423 0.002923 0.145501 4.825364 2.979210 0.002888 0.018537 0.001811 0.141826\n", "TUB 0.003539 0.013330 0.002890 0.000706 2.445833 2.822917 0.001169 0.004472 0.001016 0.000510\n", "CKVST 0.005891 0.025866 0.004451 7.146332 5.825364 6.280665 0.004634 0.020768 0.003313 7.503305\n", "TUNI 0.007183 0.033379 0.005647 9.131541 5.810069 5.395881 0.003350 0.020732 0.002225 8.767961\n", "RVSS 0.012546 0.042371 0.010725 5.072646 8.033254 9.289786 0.005474 0.024088 0.004165 5.169940\n", "UA 0.016040 0.045178 0.014523 1.464565 8.721133 10.002179 0.008984 0.031842 0.007342 1.372182\n", "DROP 0.032903 0.076700 0.032100 3.465610 7.172340 6.748936 0.003880 0.023597 0.002558 3.415281\n", "Elastix 0.042368 0.098012 0.040490 3.239014 8.704741 9.778017 0.005424 0.028498 0.004064 2.919051\n", "ANTs 0.046432 0.098135 0.045789 40.351943 7.583519 8.868597 0.006468 0.029296 0.005023 39.914611\n", "bUnwarpJ 0.056684 0.115475 0.055782 9.269456 9.560669 9.640167 0.017620 0.050233 0.016497 7.501626\n", "NiftyReg 0.065827 0.126228 0.065719 0.158154 10.076433 10.736730 0.027914 0.058758 0.027238 0.051688" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols_robust = list(filter(lambda c: c.endswith('-Robust'), cols_all))\n", "dfx = pd.DataFrame(user_aggreg).T.sort_values('Average-Median-rTRE')[cols_robust]\n", "dfx.columns = list(map(lambda c: c.replace('-Robust', ''), dfx.columns))\n", "display(dfx)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define coloer and markers per method which shall be used later..." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Odered methods by \"Average-Rank-Median-rTRE\": ['TUB', 'MEVIS', 'UPENN', 'AGH', 'TUNI', 'CKVST', 'DROP', 'ANTs', 'RVSS', 'bUnwarpJ', 'Elastix', 'UA', 'NiftyReg']\n" ] } ], "source": [ "col_ranking = 'Average-Rank-Median-rTRE'\n", "dfx = pd.DataFrame(user_aggreg).T.sort_values(col_ranking)\n", "# display(dfx[[col_ranking]])\n", "users_ranked = dfx.index\n", "print('Odered methods by \"%s\": %s' % (col_ranking, list(users_ranked)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show general results in a chart..." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfx = pd.DataFrame(user_aggreg)[users_ranked].T[list(filter(lambda c: not c.startswith('STD-'), cols_general))]\n", "ax = dfx.T.plot.bar(figsize=(len(cols_general) * 0.9, 6), grid=True, logy=True, rot=75, cmap=plt.cm.tab20)\n", "ax.legend(loc='upper center', bbox_to_anchor=(0.5, 1.25),\n", " ncol=int(len(users) / 1.8), fancybox=True, shadow=True)\n", "ax.get_figure().tight_layout()\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'bars_teams-scores.pdf'))\n", "# plt.savefig(os.path.join(PATH_TEMP, 'fig_teams-scores.pdf'), constrained_layout=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare statistic \"train\" vs \"test\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute statistics on training and testing case also foor newly add rank measures." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "for field, field_agg in [# ('rTRE-Median', 'Median-rTRE'),\n", " ('rTRE-Median_rank', 'Rank-Median-rTRE'),\n", " # ('rTRE-Max', 'Max-rTRE'),\n", " ('rTRE-Max_rank', 'Rank-Max-rTRE'),\n", " # ('Norm-Time_minutes', 'Norm-Time'),\n", " ]:\n", " for user in users:\n", " for state in [VAL_STATUS_TRAIN, VAL_STATUS_TEST]:\n", " # filter values per user, metric and state\n", " vals = [user_cases[user][cs][field] for cs in user_cases[user]\n", " if user_cases[user][cs]['Status'] == state]\n", " user_aggreg[user]['Average-' + field_agg + '_' + state] = np.nanmean(vals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With given methods order them by particular criterion... Test ARMrTRE" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Odered methods by \"Average-Rank-Median-rTRE_evaluation\": \n", "['MEVIS', 'AGH', 'UPENN', 'CKVST', 'TUB', 'TUNI', 'DROP', 'ANTs', 'RVSS', 'bUnwarpJ', 'Elastix', 'UA', 'NiftyReg']\n" ] } ], "source": [ "col_ranking = 'Average-Rank-Median-rTRE_' + VAL_STATUS_TEST\n", "dfx = pd.DataFrame(user_aggreg).T.sort_values(col_ranking)\n", "# display(dfx[[col_ranking]])\n", "users_ranked = dfx.index\n", "print('Odered methods by \"%s\": \\n%s' % (col_ranking, list(users_ranked)))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Average-Average-rTRE_evaluation', 'Average-Average-rTRE_training', 'Median-Average-rTRE_evaluation', 'Median-Average-rTRE_training', 'Average-Median-rTRE_evaluation', 'Average-Median-rTRE_training', 'Median-Median-rTRE_evaluation', 'Median-Median-rTRE_training', 'Average-Max-rTRE_evaluation', 'Average-Max-rTRE_training', 'Median-Max-rTRE_evaluation', 'Median-Max-rTRE_training', 'Average-Robustness_evaluation', 'Average-Robustness_training', 'Median-Robustness_evaluation', 'Median-Robustness_training', 'Average-Rank-Median-rTRE_training', 'Average-Rank-Median-rTRE_evaluation', 'Average-Rank-Max-rTRE_training', 'Average-Rank-Max-rTRE_evaluation']\n" ] } ], "source": [ "df = pd.DataFrame(user_aggreg).T\n", "cols_train_test = [col for col in df.columns \n", " if any(st in col for st in [VAL_STATUS_TRAIN, VAL_STATUS_TEST]) and '_tissue_' not in col]\n", "print (cols_train_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show separatly raw table with statistic for train and test cases separatly." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Average-Average-rTREAverage-Max-rTREAverage-Median-rTREAverage-Rank-Max-rTREAverage-Rank-Median-rTREAverage-RobustnessMedian-Average-rTREMedian-Max-rTREMedian-Median-rTREMedian-Robustness
methodstate
AGHevaluation0.0052830.0283390.0035876.0000003.4223110.9820960.0032200.0224890.0019131.000000
training0.0060210.0318230.0040426.4739133.7260870.9714670.0036560.0235000.0020231.000000
ANTsevaluation0.0991260.1860600.0991647.7888459.2310760.7888700.0072220.0350780.0057990.971429
training0.0367970.0778060.0352897.8956528.8260870.8408310.0096630.0370720.0078370.974192
CKVSTevaluation0.0042940.0239340.0026935.2749004.4063750.9883400.0032340.0188570.0022581.000000
training0.0079550.0285220.0067016.4260878.3260870.9562900.0060270.0227320.0050481.000000
DROPevaluation0.0861230.1644150.0866547.4302797.0557770.8824770.0042160.0273420.0027800.989247
training0.0348420.0777160.0337067.1347836.6652170.8899530.0046410.0255120.0028000.996403
Elastixevaluation0.0964070.1856740.0956488.87649410.0438250.8476870.0073540.0353120.0053970.972222
training0.0400860.0839940.0387348.7130439.6000000.6785070.0084570.0419560.0055060.959184
MEVISevaluation0.0043610.0251070.0028705.0358572.8406370.9880250.0027400.0188270.0017901.000000
training0.0060960.0271200.0049244.5956523.1304350.9805590.0029640.0182860.0018571.000000
NiftyRegevaluation0.1119820.2010390.11360110.08366511.0756970.7426890.0372480.0713690.0355080.851852
training0.0503010.0973240.04914810.15217410.4304350.7569070.0334690.0672670.0311940.850657
RVSSevaluation0.0472140.1048000.0447678.4183279.6494020.8154600.0063020.0275160.0045870.992806
training0.0469530.1014120.0453048.6391309.6304350.7742460.0080920.0319660.0065420.985612
TUBevaluation0.0089450.0280270.0077533.8087654.5338650.9845360.0028870.0177830.0020701.000000
training0.0001320.0006300.0001111.0000001.0000000.9999590.0001240.0004500.0001061.000000
TUNIevaluation0.0063950.0286680.0047795.7968135.3227090.9822780.0031280.0204210.0020591.000000
training0.0146930.0496950.0130286.9956526.7260870.7891280.0051260.0270640.0031061.000000
UAevaluation0.0536010.1124410.0506508.82868510.2788840.8209450.0100200.0353090.0082470.985294
training0.0604740.1262520.0594929.0043489.9826090.7930760.0116640.0378800.0099850.956695
UPENNevaluation0.0041980.0238650.0028584.2908373.4661350.9898080.0028970.0190160.0018991.000000
training0.0039020.0221460.0027174.1739133.3347830.9876930.0030580.0167920.0019481.000000
bUnwarpJevaluation0.1097150.1995360.1105199.3665349.6733070.7899400.0289980.0727110.0259880.931034
training0.0469540.0951310.0457699.7956529.6217390.7984140.0245860.0601000.0237910.928930
\n", "
" ], "text/plain": [ " Average-Average-rTRE Average-Max-rTRE Average-Median-rTRE Average-Rank-Max-rTRE Average-Rank-Median-rTRE Average-Robustness Median-Average-rTRE Median-Max-rTRE Median-Median-rTRE Median-Robustness\n", "method state \n", "AGH evaluation 0.005283 0.028339 0.003587 6.000000 3.422311 0.982096 0.003220 0.022489 0.001913 1.000000\n", " training 0.006021 0.031823 0.004042 6.473913 3.726087 0.971467 0.003656 0.023500 0.002023 1.000000\n", "ANTs evaluation 0.099126 0.186060 0.099164 7.788845 9.231076 0.788870 0.007222 0.035078 0.005799 0.971429\n", " training 0.036797 0.077806 0.035289 7.895652 8.826087 0.840831 0.009663 0.037072 0.007837 0.974192\n", "CKVST evaluation 0.004294 0.023934 0.002693 5.274900 4.406375 0.988340 0.003234 0.018857 0.002258 1.000000\n", " training 0.007955 0.028522 0.006701 6.426087 8.326087 0.956290 0.006027 0.022732 0.005048 1.000000\n", "DROP evaluation 0.086123 0.164415 0.086654 7.430279 7.055777 0.882477 0.004216 0.027342 0.002780 0.989247\n", " training 0.034842 0.077716 0.033706 7.134783 6.665217 0.889953 0.004641 0.025512 0.002800 0.996403\n", "Elastix evaluation 0.096407 0.185674 0.095648 8.876494 10.043825 0.847687 0.007354 0.035312 0.005397 0.972222\n", " training 0.040086 0.083994 0.038734 8.713043 9.600000 0.678507 0.008457 0.041956 0.005506 0.959184\n", "MEVIS evaluation 0.004361 0.025107 0.002870 5.035857 2.840637 0.988025 0.002740 0.018827 0.001790 1.000000\n", " training 0.006096 0.027120 0.004924 4.595652 3.130435 0.980559 0.002964 0.018286 0.001857 1.000000\n", "NiftyReg evaluation 0.111982 0.201039 0.113601 10.083665 11.075697 0.742689 0.037248 0.071369 0.035508 0.851852\n", " training 0.050301 0.097324 0.049148 10.152174 10.430435 0.756907 0.033469 0.067267 0.031194 0.850657\n", "RVSS evaluation 0.047214 0.104800 0.044767 8.418327 9.649402 0.815460 0.006302 0.027516 0.004587 0.992806\n", " training 0.046953 0.101412 0.045304 8.639130 9.630435 0.774246 0.008092 0.031966 0.006542 0.985612\n", "TUB evaluation 0.008945 0.028027 0.007753 3.808765 4.533865 0.984536 0.002887 0.017783 0.002070 1.000000\n", " training 0.000132 0.000630 0.000111 1.000000 1.000000 0.999959 0.000124 0.000450 0.000106 1.000000\n", "TUNI evaluation 0.006395 0.028668 0.004779 5.796813 5.322709 0.982278 0.003128 0.020421 0.002059 1.000000\n", " training 0.014693 0.049695 0.013028 6.995652 6.726087 0.789128 0.005126 0.027064 0.003106 1.000000\n", "UA evaluation 0.053601 0.112441 0.050650 8.828685 10.278884 0.820945 0.010020 0.035309 0.008247 0.985294\n", " training 0.060474 0.126252 0.059492 9.004348 9.982609 0.793076 0.011664 0.037880 0.009985 0.956695\n", "UPENN evaluation 0.004198 0.023865 0.002858 4.290837 3.466135 0.989808 0.002897 0.019016 0.001899 1.000000\n", " training 0.003902 0.022146 0.002717 4.173913 3.334783 0.987693 0.003058 0.016792 0.001948 1.000000\n", "bUnwarpJ evaluation 0.109715 0.199536 0.110519 9.366534 9.673307 0.789940 0.028998 0.072711 0.025988 0.931034\n", " training 0.046954 0.095131 0.045769 9.795652 9.621739 0.798414 0.024586 0.060100 0.023791 0.928930" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import display\n", "\n", "df_train_eval = pd.DataFrame()\n", "\n", "for state in [VAL_STATUS_TRAIN, VAL_STATUS_TEST]:\n", " cols = [col for col in cols_train_test if state in col]\n", " df = pd.DataFrame(user_aggreg).T[cols]\n", " df.columns = list(map(lambda c: c.replace('_' + state, ''), df.columns))\n", " df['state'] = state\n", " df_train_eval = pd.concat([df_train_eval, df])\n", "\n", "# df = pd.DataFrame(user_aggreg).T[cols]\n", "# cols = [c for c in df_all_train_eval.columns if 'state' not in c and c in df.columns]\n", "# df = df[cols]\n", "# df['state'] = 'all'\n", "# df_all_train_eval = pd.concat([df_all_train_eval, df])\n", "\n", "df_train_eval['method'] = df_train_eval.index\n", "df_train_eval = df_train_eval.set_index(['method', 'state']).sort_index()\n", "df_train_eval.to_csv(os.path.join(PATH_TEMP, 'results-methods_tran-test.csv'))\n", "display(df_train_eval)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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9SZeRtlQ+JtPju8ANtucUbH+r7T0lHQm8nJRnaWGJnuW7GpweQ1ow/FLbrysg60Zgb+B20m/sJcAiUgDsB2yXz/9ku+1epKfB43VeTwCPNylzR+B84B7gA8CmBdstqjr+FHBRdjwRuL2kDrc0off9wNKqV3X5voIybu5Ph+pzBeTcVnX8DVKvpVK+taCMLwD3AtcDx5Ke+PeX/E5ublRu4js+nLRu5y/Aq0q2XUQyBN8HZpb5LvqRNwmYWFN3TcG2PwJ2ryrvRlqEvGOzOrWlDwa4w/ZegyFI0q6kHS73Ar4CHO9y3cVqn8D+wHkAtp+QtK6kOs10N2vXk4wC/g2YA9xSUMYWkg4hPdUmZcdk5eeU0GW0pDHZ97c/PQtVobg/8FiSkf8WcJXtpyWV/V62qPoMfcq2C2/JI2kn4CPAlcCLgaMl3WJ7VUER55N6hXcCN0jaHniy6PtX6TED+A7pwSVJ/wu813a37X8tKGZn24sqBduLJe1qe2ltypCitKuBGRQk/ZA0LPkqaVj0LOkGA8DFfAZ/lfQhUk6cvYGfZ7LHApu0QO1e2H40e79RwNHAx4FbgTe5uN/hBuDN2fFvqo4r5aJcTrqJHgFWk3asQNJ00li/CNuScgzNAs7KhpBjqwxXEao/T23ZlNvz6ypSpPn1mT/oRNIymd0bNZJ0iO0f2T4TOLOqfjnJp1SWC4EP2q58p/uRDE6Z7Z0XSfoWaegKqWe2WNJm9H5QFqZdfTCfsv2FQZCzjJ5eQ+Vvtf9jxwIyJgOnkW6Mbzgbx0rqBDpsd+W0r3biHUHPP7+ixIdz2m8CvJdkIH8HfMnZFjQbgsx3si3wS2ezJUr7b01wjsO6jqzNgINIxubVwPW2jxxklfN0mGT78Zq6nW3fk9NuUPyEVfJuqe21l32P7KH3QdIMIcB/A98EniLNbpXvWbWpgXkfsMD2vdlT5ULSbMUy4N1lf8gbkhwnHra/1+h89kRcC5xF6orXts99Wks6sbYZyefwO6eEYIWQNA54xtlUsqRdgH8lzVIU6jU00OU2YE/bFxWU8xJSb67S01gEdNm+o2D719r+dc1Qq0epnM/TAgNzFjCW1Es0qffxFHBJpk+h33xmZLa3nZdbqZhebWpg7gT2sv1M5p3/d+D1JD/KKbZfXVDO9o3O2+5zw9aRcRUNfCe231JEl2aR9N0G72/b7y0g45Q61VsBbyA5aufWOV9Pzm9IU8L3ZsOiPwGXkpyJf7J98gB1OdX25QVkHAx0AV8kzcpB8lWdDMyx/dMCMk61fUoWylBL7vcqaRUpU2OfU5SIT6qSN7/BabvAbKOkt5D8jJvaniZpT+C0gfxG29XA3Gp7z+z4MuCPtr+WlQs/OaqC1Ko9XAa2ASbbHl1Axv9rdN72DTnt9wN2rDyZJV1BuqEA/sP2r/N0aBWStgKuK/N92n5pdnw6sJXtE5TSeXRXzrVaF0m3AQfbXlZTvwPwU9t7lHjfabW9uHp1ddotIvXe6uIC8UlVskYBh9r+QdE2/cjpJvl/FlSGW9X/s2ZoVyfvuizm5DHSbMX/rzo3tqiQ2i82+wF+khRoVtTHsw8pv/Bfi75vDaeSYkUq7EIKehtPmvZuaGAGa3hTD6d4ljLTC9VPs9eSnpbYXtPEjNpAdBlTa1wyGcsyn1UZriQ576u5gjQ50Ig1ZYxII2yvk/QJYEAGhjR8/WfN1zigHki7GpjPkbq+o0nBV4tgfW9iaVlh2VTkp0mRq18FPuziIenPB36fOYwvB35o+x8l3n5SzWzPvc4igCV9sUD7iXXqdgA+Lanw8KYemaM6N7CtitsldZGyE04n27hP0hbN6tCkLmslbV87xFWKei40E5WFL+wOPKfGDzMJ2LyAiP8uqGtRrpM0hxRPs36pQcGZzgqLMpfC6Ow3/2Hg9wNRql2HSJuQLO9EV0V2ShpP+syFvOGZI/DTpB/Sl4HL3UTiq+zJ+hrSLNBbSQ7Jy4EfOSeEW9K9tnfq59wS29PL6pO1LTOkuBOo7WFsBfwP8E7bdxV8z7GkmJFtSQnIbsvqXwm8yPbFBWTUW1tVShdJbyX9P78AVJZrzABOAj5p+ycFZBxM+l++hd6ZGp8g9Vgb3piZ876Rb66Qs7pKXr3eaKGZzioZ40i/98q20L8ETrf9VBldeslsUwPzMOmffhkw301+SEnPAn8FribFwPQib4q4H5mjSUOsLwG72B6Xc/1VwLdtX11TfxApfPtNZXWoktFnarOf6x4jhfNXMPCoSy7Kk/RxBjZcrLe2qlld9iA5/6tnkb5aMXol5PyL7T+UaZO1+3o/p94CvMD2sBhd1OvplWFYfIgW8GJSjt/PAhdJupLU+7ixpJxjGOAYtBpJLyX1Yiqh5bmzJqT4lauVtoGpTDV2AK8kxYA0q0uZIcX9g+QvGOhwsZTzM0fObcA7a+ubuKHeljlsV5OCKF8GfMzZljsN3n+9Xy3r4R5F8u/dSG+fYWGyHvduVA3RSkzb/wvwAuA3th+W9DJSj+7V9E7AX06nduzBVCPp+cBhpBt7MukJ+ulBkFsocjQbyx6RvZ4lBcrNtV3YF6QUUHYU6Wlr0tP2PuBw2yfktB3w8CaLpel3da8LrvzNZDU9XBxMGt1QtgvfUOpZrPg2ksE/MZOZOxOltFj03aRlGzcCX2w2/iSbvp9JMjDXAG8kOfJzF5BK+kqm+60k39gvSEsyvgj8VwyRcpA0ATiE9M/f1gWW9Gftfmd7v+z4YttHV50rNN2ttJnc5SSjcmdTH6BH1t6kqNXDSIsWr3RO3pvBGN5IepC09qfuLI0LpiaoI7fUcHGwGMwbStIi27tLOh+4wvbPJd2WZ2AknUDyR10PnFFvVqsMmW9qD9Ji1D0kTQEucbFV1IuBvW0/JWlLklvgJQPVCdp3iISkzUnrS2aRhhM/Jz2hflVCzPiq49q1JUWnRA+y/edMp81sP12l4yvyhm1KYfSzstcjpFkC2e5s1K6KwRjePGj7tAHK6EWTw8XB4k2kQMzBuKGuknQXaYj0AUnbkCJo8/g68DApLP9VVVPDAtaVicXJWJ1NV6+VNCmTXbQn9lTFqNp+LJtYWFby/evSlgZGKbjuANIitkuBI5vs5jXq3hXt+l1KT5zEH+gdM/FN+sZQ1HIXaVHgQc7WEEn6WMH3BphcJxZmPQWHN80tpa0VUn+4+Poyw8VBYtBuKNsnSfoy8E/bz0paSd892OsxrU6dSEahGWO7MJvuP480M/Yk6fdWhB0lVWbCBEyrKg8o2rwtDQypt/L+emN6STNsL6zTph5bZGPrUfRe0l8mTYH6Oa5XrschpBtyvqSfk27KMjf8aGBCyTa17D+AttX8nDRcPHygw8UBMtg31POBA7Jec4WGztXqXqWkvUjJs9YPfUu+P7Y/mB1+O/udTLJ9e8HmtQax4QLcMrSlD0bSTaQn42M19a8HLijqxFP9dSbrsf2eAjLW+2pq/TZF/TjZteNJP4RZpCjYi4AfOyfLWJn32FAohbrPsn3pEL3fgJZv1Mhqyrnaz9B3ju2GKU4byLuYlDrjt0XjkurIeDNwte0BRVX3wgPI5DVcX8D7SA68barqjiQ9HV42xLo8DJxNz5j77KryQ03K3JKUrOn6AteWzoLXwu9iEqn7fw4pmEukZRDLSGuANoRO21T/Tppofweph3tbVp4C/KpAu3WkIfz0qrqlA9CjkxTB/itStPqVwEdKyriENDv5ZWDXwfh+27IHAyDpaOATpB/y4cDxwIEuMdZW3+TQ73XmsC0hY0DpFgaKpK3cRDLtViDpp6TYmz+Qhl2TSUbmI7ZvHUI9RLoZP0QyDiItEfi6SzqzJf3J9j5KCwU7SZG8f7a9a067t5KGvq8iDR3nAufbruebKarLaFJe307S7311nh51ZEwi9areQ/IzfocUQ9ZcCMGGeGoM1Ys0pv07KS3A1k20X0jKnrZZJusXG/ozjeQXKZVp5Xg0qUe3+QbQ40TSk35aVd2OpOnqj5WU9U1S0u/jSbmCbwG+U6L9eFLv+irSGqJvkYb3ZT/T9aRYmjNJfrvJA/h+ngt8lNSzvDb7XB9qRlZb9mDUO83CC4F/0HsBWNGM7U37TKrazGt03i3OBzOcGIzvc5D0uAV4ne1Hauq3IWXaayqfs9Jq+zLO1dr2W5IeZIfbLuVYl3QmKcL7adJCyt8Af7C9uoSMg0mBf9NJPr7vOQUhjgMW296hjE7Qvk7enUhj4do1L9sBf3fBlJGSlpKiLCt0VZddLBvcPzI9Lgf+SM1sjks4FEc6Smu7KoZepNQZq7Jj2540RHrc6X62Wml0rua6Ae1X1SokTaQnOvh5tjcr0fZ7pEmQPnmWJe1v+/qy+rTrNPWZwMmuCTDLxpdn0jvhcyNuoPd6n2aSQz+PniTVR5IWTl7uquztGwsukKBriFjT5LlqvtrgnGkucXfTSJpNWjfUQRraXEiWVL0Ef681LpLOsP3JZowLtG8P5ibbL+/nXOEMXZL+vaZqHQNI1pStKZpFSrR0qmN72w1CTU+q1ymST6jluz0MNkq5YH5LygzY3C6MdYaskm4v6lKox6hmGw5zGiUwKpzRjhSgVv2aRMobcq2kI4oKkbRZFqR3CWkHwrOBYbOn88aG7dG2J9V5TSxqXJQyyFWOD6s5N+AdLcritDvFQlLk9vaVV5G2kj6Q+S13lXR71et+0i6PTdOuPZjLgV/bPq+m/liSc+/wAcovk6zpItIWnNcwCAseg+HBYAVQDqI+s4HPAw/Rs3reRXofWSTxY6TFnidVnXrCAwxxaFcDM4XUQ1hD74xlmwJvc7b5+gDfo2iypnX0dMerv+whdWwGg0v1/7/2t1D0tzHI+iwB9nW20V7Jtt22OyRdX3b2Ko+2dPLafgh4pVJSpcqMwNUepAz8KpGsyXa7DkM3dtzPcb3yUPBXiu+OWcsoSZ8Cdq63MNYl8v3U0pYGpoLt+UCj/WIaopz8rwNQLRj57CHpcbLp9uyYrFwk6fdgsxRYIOlqUiwMUNg4VJJ/jaF+kvimaWsDMwjUpqRsKv9r0H4Moyn3Cg9kr02zV2Gcsuidkc0YXTuYSrWlDyYIguJIeoftS7KwjD4GIYZIQbCRor5bE1c21pvvnMTjVVQyN04YTN0gejBBMKLpJ7fNVsA7SJv0nVTn/JARBiYI2pAsdUO3sz3ac679XIPTtn16s3rEECkI2hCn/MBFL683aTGetC/Yc4GmDUz0YIJgBJNFldeyJSmMYrrto0rKm0jaTuUY4Aek3S4fbla/6MEEwcimm57cR85ejwILgA8UFZIZqhNJG/x9j7RPUtGdP/slDEwQjGCcpdiUNBb4IGmfJQMPUjD1hNJGdIeQ0sO+1PaTg6VfDJGCoA2Q9APgcdI+XJByD21h+7D+W61vu44U/buWQV4vFwYmCNoASYtt75ZXN9TEQrwgaA9ulvSKSiHbEaPoBoMtI3wwQTCCqVqQuwnwe0kPZOUXkrYd3qDEECkIRjCSGu4EWZuXeqgJAxMEQcsIH0wQBC0jDEwQBC0jDEwQBC0jDEwQBC0jDEwQBC3j/wD7V+XWwcI7sQAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for col, name in [('Average-Rank-Median-rTRE_evaluation', 'ARMrTRE (eval.)'),\n", " ('Average-Median-rTRE_evaluation', 'AMrTRE (eval.)'),\n", " ('Median-Median-rTRE_evaluation', 'MMrTRE (eval.)')]:\n", " plt.figure(figsize=(4, 2.3))\n", " dfx = pd.DataFrame(user_aggreg)[users_ranked].T[col].sort_values()\n", " ax = dfx.plot.bar(grid=True, rot=90, color=list_methods_colors(dfx.index))\n", " # ax = pd.DataFrame(user_aggreg).T.sort_values(col)[col].plot.bar(grid=True, rot=90, color='blue')\n", " _= plt.ylabel(name)\n", " ax.get_figure().tight_layout()\n", " ax.get_figure().savefig(os.path.join(PATH_TEMP, 'bar_teams-scores_%s.pdf' % col))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute tables with all cases\n", "\n", "Transform the case format data to be simple form with extra colums for used and case ID to be able to draw a violine plot later." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "skip not numerical column: \"name-tissue\"\n", "skip not numerical column: \"type-tissue\"\n", "skip not numerical column: \"name-reference\"\n", "skip not numerical column: \"name-source\"\n", "skip not numerical column: \"Status\"\n", "skip not numerical column: \"method\"\n" ] } ], "source": [ "dfs_cases = []\n", "for usr in users:\n", " df = pd.DataFrame(user_cases[usr]).T\n", " df['method'] = usr\n", " df['case'] = df.index\n", " dfs_cases.append(df)\n", "df_cases = pd.concat(dfs_cases).reset_index()\n", "del dfs_cases\n", "\n", "for col in df_cases.columns:\n", " try:\n", " df_cases[col] = pd.to_numeric(df_cases[col])\n", " except Exception:\n", " print('skip not numerical column: \"%s\"' % col)\n", "# df_cases.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Showing several distribution plots" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jb/.local/lib/python3.6/site-packages/matplotlib/axes/_base.py:3477: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", " 'Attempted to set non-positive ylimits for log-scale axis; '\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", palette=\"pastel\", color_codes=True)\n", "for field, name, log, vmax, bw in [('rTRE-Median', 'MrTRE', True, None, 0.01),\n", " # ('rTRE-Median', '', False, 0.1, 0.01),\n", " ('rTRE-Max', 'MxrTRE', False, 0.2, 0.02),\n", " ('rTRE-Median_rank', 'RMrTRE', False, None, 0.05),\n", " ('Norm-Time_minutes', 'Time [min]', True, 200, 0.1)]:\n", " fig, ax = plt.subplots(figsize=(8, 4))\n", " sns.violinplot(ax=ax, data=df_cases, hue='Status', y=field, x='method', order=users_ranked,\n", " cut=0, split=True, bw=bw, scale='area', scale_hue=True, inner='quartile',\n", " palette={\"evaluation\": \"r\", \"training\": \"b\"}, linewidth=1.)\n", " _format_ax(ax, name, log, vmax)\n", " ax.legend(loc='upper center', bbox_to_anchor=(0.5, 1.1), ncol=2, fancybox=True, shadow=False)\n", " ax.get_figure().savefig(os.path.join(PATH_TEMP, 'hist_teams-scores_%s.pdf' % field))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jb/.local/lib/python3.6/site-packages/matplotlib/axes/_base.py:3477: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", " 'Attempted to set non-positive ylimits for log-scale axis; '\n", "/home/jb/.local/lib/python3.6/site-packages/matplotlib/axes/_base.py:3477: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", " 'Attempted to set non-positive ylimits for log-scale axis; '\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for field, name, log, vmax, bw in [('rTRE-Median', 'MrTRE', True, None, 0.01),\n", " # ('rTRE-Median_rank', 'RMrTRE', False, None, 0.05),\n", " ('Norm-Time_minutes', 'Time [min]', True, 50, 0.1)]:\n", " for st, dfg in df_cases.groupby(FIELD_STATUS):\n", " # methods_ = list(dfg['method'].unique())\n", " vals_ = [dfg[dfg['method'] == m][field].values for m in users_ranked]\n", " dfg_ = pd.DataFrame(np.array(vals_).T, columns=users_ranked)\n", " fig, ax = plt.subplots(figsize=(7, 4))\n", " bp = dfg_.plot.box(ax=ax, showfliers=True, showmeans=True, \n", " color=dict(boxes='b', whiskers='b', medians='g', caps='k'),\n", " boxprops=dict(linestyle='-', linewidth=2),\n", " flierprops=dict(linestyle='-', linewidth=2),\n", " medianprops=dict(linestyle='-', linewidth=2),\n", " whiskerprops=dict(linestyle='-.', linewidth=2),\n", " capprops=dict(linestyle='-', linewidth=2),\n", " return_type='dict')\n", " _format_ax(ax, name, log, vmax)\n", " ax.set_title(st)\n", " ax.get_figure().savefig(os.path.join(PATH_TEMP, 'boxbar_teams-scores_%s_%s.pdf' % (field, st)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualise overview results" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jb/.local/lib/python3.6/site-packages/matplotlib/figure.py:2299: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " warnings.warn(\"This figure includes Axes that are not compatible \"\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fields = ['Average-Max-rTRE', 'Average-Max-rTRE-Robust',\n", " 'Average-Median-rTRE', 'Average-Median-rTRE-Robust',\n", " 'Median-Median-rTRE', 'Median-Median-rTRE-Robust',\n", " 'Average-Rank-Max-rTRE', 'Average-Rank-Median-rTRE',\n", " 'Average-Norm-Time', 'Average-Norm-Time-Robust',\n", " 'Average-Robustness',]\n", "df = pd.DataFrame(user_aggreg)[users_ranked].T[fields]\n", "df['Average-Weakness'] = 1 - df['Average-Robustness']\n", "del df['Average-Robustness']\n", "\n", "radar = RadarChart(df, fig=plt.figure(figsize=(7, 6)), colors=list_methods_colors(df.index))\n", "radar.ax.legend(loc='lower center', bbox_to_anchor=(0.5, 1.05),\n", " ncol=int(len(users) / 1.8), fancybox=True, shadow=True)\n", "radar.fig.tight_layout()\n", "radar.fig.savefig(os.path.join(PATH_TEMP, 'radar_teams-scores.pdf'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualise partial rankings\n", "\n", "With given metrics compute ranking among all participants, so each user has a unique colour and then the users are sorted in ascending order..." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols = list(filter(lambda c: not any([n in c for n in ('Robust', 'Time', 'landmarks')]), cols_general))\n", "# cols = ['Average-Rank-Median-rTRE', 'Average-Median-rTRE', 'Average-Max-rTRE']\n", "dfx = pd.DataFrame(user_aggreg)[users_ranked].T[cols]\n", "\n", "cols_rank = list(filter(lambda c: 'Rank-' in c, cols))\n", "# https://matplotlib.org/3.1.1/api/markers_api.html\n", "fig, extras = draw_scatter_double_scale(\n", " dfx, colors=list_methods_colors(users_ranked), ax_decs={'Median rTRE': None, 'Rank Median rTRE': cols_rank},\n", " idx_markers=list_methods_markers(users_ranked), xlabel='Methods', figsize=(1 + len(dfx.columns) * 0.8, 6),\n", " legend_style=dict(loc='upper center', bbox_to_anchor=(0.5, 1.25), ncol=5),\n", " plot_style=dict(markerfacecolor=\"None\"))\n", "# DEPRICATED visualisation\n", "# ax = dfx.T.plot(style='X', cmap=plt.get_cmap('nipy_spectral', len(dfx)), figsize=(len(dfx) / 2, 4), grid=True)\n", "# _= plt.xlim([-0.5, len(cols) - 0.5])\n", "# _= plt.yscale('log'), plt.ylabel('Median-rTRE [%]')\n", "\n", "# ax.legend(loc='upper center', bbox_to_anchor=(1.2, 1.0), ncol=1)\n", "# _= plt.xticks(range(len(cols)), [col_metric_rename(c) for c in cols], rotation=90)\n", "extras['ax1'].set_xlabel('')\n", "extras['ax1'].set_xticks(range(len(cols)))\n", "extras['ax1'].set_xticklabels(list(map(col_metric_rename, cols)), rotation=45, ha=\"center\")\n", "# ax.legend(, fancybox=True, shadow=True)\n", "fig.savefig(os.path.join(PATH_TEMP, 'scat_teams-scores.pdf'),\n", " bbox_extra_artists=(extras['legend'],), bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show scatters for rTRE and Rank measures separatly" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def _ext_cname(col):\n", " return [col + st for st in ('', '_' + VAL_STATUS_TRAIN, '_' + VAL_STATUS_TEST)]\n", "def _drop_cname(col):\n", " return col.replace('_' + VAL_STATUS_TRAIN, ' (train)').replace('_' + VAL_STATUS_TEST, ' (eval.)')\n", "\n", "for cols, desc, use_log in [(_ext_cname('Average-Rank-Median-rTRE') + _ext_cname('Average-Rank-Max-rTRE'), 'Avg. Ranks', False),\n", " (_ext_cname('Average-Median-rTRE') + _ext_cname('Average-Max-rTRE'), 'rTRE', True)]:\n", " dfx = pd.DataFrame(user_aggreg)[users_ranked].T[cols]\n", " # colors = plt.get_cmap('nipy_spectral', len(dfx))\n", " fig, extras = draw_scatter_double_scale(\n", " dfx, colors=list_methods_colors(users_ranked), ax_decs={desc: None},\n", " idx_markers=list_methods_markers(users_ranked), xlabel='Methods', figsize=(1 + len(dfx.columns) * 1., 5),\n", " legend_style=dict(loc='upper center', bbox_to_anchor=(0.5, 1.35), ncol=5))\n", " extras['ax1'].set_xticks(range(len(cols)))\n", " extras['ax1'].set_xticklabels(list(map(lambda c: col_metric_rename(_drop_cname(c)), cols)), rotation=45, ha=\"center\")\n", " _format_ax(extras['ax1'], desc, use_log, vmax=None)\n", " name = ''.join(filter(lambda s: s not in '(.)', desc)).replace(' ', '-')\n", " fig.savefig(os.path.join(PATH_TEMP, 'scat_teams-scores-%s.pdf' % name),\n", " bbox_extra_artists=(extras['legend'],), bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show ranking over complete dataset as heatmap" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jb/Dropbox/Workspace/BIRL/birl/utilities/evaluate.py:223: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n", " ranking = np.zeros(df_stat.as_matrix().shape)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols_ = list(filter(lambda c: 'Robust' not in c and 'land' not in c, cols_general))\n", "dfx = pd.DataFrame(user_aggreg)[users_ranked].T[cols_]\n", "dfx.columns = list(map(col_metric_rename, dfx.columns))\n", "fig = draw_matrix_user_ranking(dfx, higher_better=False, fig=plt.figure(figsize=(4, 4)))\n", "fig.savefig(os.path.join(PATH_TEMP, 'chess_teams-ranking_all.pdf'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show ranking for training and evalaution image pairs as heatmap" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jb/Dropbox/Workspace/BIRL/birl/utilities/drawing.py:494: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n", " fig, _ = plt.subplots(figsize=np.array(df_stat.as_matrix().shape[::-1]) * 0.35)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols_ = list(filter(lambda c: 'Robust' not in c and 'land' not in c, cols_train_test))\n", "dfx = pd.DataFrame(user_aggreg)[users_ranked].T[cols_]\n", "dfx.columns = list(map(col_metric_rename, dfx.columns))\n", "fig = draw_matrix_user_ranking(dfx, higher_better=False)\n", "fig.savefig(os.path.join(PATH_TEMP, 'chess_teams-ranking_train-test.pdf'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visual statistic over tissue types (datasets)\n", "\n", "Present some statistis depending on the tissue types..." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "cols_all = pd.DataFrame(user_aggreg).T.columns\n", "# col_avg_med_tissue = sorted(filter(\n", "# lambda c: 'Median-rTRE_tissue' in c and not 'Rank' in c and 'Median-Median-' not in c, cols_all))\n", "# col_robust_tissue = sorted(filter(\n", "# lambda c: 'Average-Robustness_tissue' in c and not 'Rank' in c, cols_all))\n", "cols_avg_med_tissue_ = {st: sorted(filter(\n", " lambda c: 'Median-rTRE_%stissue' % st in c and not 'Rank' in c and 'Median-Median-' not in c, cols_all))\n", " for st in ('', VAL_STATUS_TRAIN + '_', VAL_STATUS_TEST + '_')}\n", "cols_robust_tissue_ = {st: sorted(filter(\n", " lambda c: 'Average-Robustness_%stissue' % st in c and not 'Rank' in c, cols_all))\n", " for st in ('', VAL_STATUS_TRAIN + '_', VAL_STATUS_TEST + '_')}" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\"Avg. Median rTRE \" with sample columns: ['Average-Median-rTRE_tissue_COAD', 'Average-Median-rTRE_tissue_gastric', 'Average-Median-rTRE_tissue_human-breast']\n", "\"Avg. Median rTRE (train)\" with sample columns: ['Average-Median-rTRE_training_tissue_COAD', 'Average-Median-rTRE_training_tissue_gastric', 'Average-Median-rTRE_training_tissue_human-breast']\n", "\"Avg. Median rTRE (eval.)\" with sample columns: ['Average-Median-rTRE_evaluation_tissue_COAD', 'Average-Median-rTRE_evaluation_tissue_gastric', 'Average-Median-rTRE_evaluation_tissue_human-breast']\n", "\"Avg. Robust \" with sample columns: ['Average-Robustness_tissue_COAD', 'Average-Robustness_tissue_gastric', 'Average-Robustness_tissue_human-breast']\n", "\"Avg. Robust (train)\" with sample columns: ['Average-Robustness_training_tissue_COAD', 'Average-Robustness_training_tissue_gastric', 'Average-Robustness_training_tissue_human-breast']\n", "\"Avg. Robust (eval.)\" with sample columns: ['Average-Robustness_evaluation_tissue_COAD', 'Average-Robustness_evaluation_tissue_gastric', 'Average-Robustness_evaluation_tissue_human-breast']\n" ] }, { "data": { "image/png": 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oimm5XwOjR4/m8OHD1SK3nBg7dqyxDK2hpGxkZKTxf2vK2bNnGTRokPFz27ZtiYiIIDIykmHDhvHhhx9Wt/iyorzn2VDievv27WbbYmJi+PPPP43tMWDAALPy11988YUjVHAaDOWVTWuBpKWlWSwTXBmnT582awfQ1xUpLCy0hcg1kkGDBhEeHm5WG8Lw+zxr1ixjDoUbN24wfvx4IiMj+eSTT0hISLC6dshrr71Gv379jIWhYmNjK6xFYS+EAWAHtm7dSseOHdm2bZsx3eaff/5JVFQUTz31FLt27SI+Pp5PPvnELN2kK6KV8kgveZ0/NHVJL5mFTsqv/CQr2LBhA5s3b2bVqlXGdLKbN29mwYIFVp3/9ddfs3nzZjZt2sT333/PsWPHbCKXo8jJyON//ePJzbyzTsQS5T3PAPfccw9LliyhpKTE7Pi2bdsa2yMmJsas9oWzJauqjIyCImb8eprO222XB3/p0qVmtUDuNsvk6dOn2bFjh9m2zZs3l1tEzJXQSloWpS6i/p76fPDXB2glbeUnVYH8/HxjqWpT5s+fT7du3QB9qfFatWqxefNmpk6dWiUDACA6OprNmzezceNG9u7dW6Yd7U2NNQAOHjzIggULjFWzbMnGjRuZMWMGbdu2ZefOnYC+LOfYsWPp37+/8Th/f39eeuklm9/fWcjR7SWpuDlZuiVouUmW7kOOF99Ljm6vo0UzUlBQQElJiexrve+L/Y1L+y+z923bF4Qq73kGfQbLFi1a8O23Vcu//uOPPxIeHk5kZCTh4eGVZqRzBIaOP2jzAdacv8wfN3Kr7d4Vle3Nzs7mX//6FxEREURERPDOO+9w48YNli5daswuavDSGDwK2dnZDBo0iKSkJABjtb/SRpvcSM5PptvhbryV8hbZxdnMOT+H7r92Jzk/2Wb3eOaZZ/j444/NjF6AJ598kp9//plDhw7x3nvv8fvvvxMZGcnHH3/Mrl27WLVqFZGRkXz33XdER0cbSzOD/tkvnUYb9Km027dvz+XLl43b9uzZw/jx4xk9ejTjxo0zKxr14Ycf8uCDDzJ27Fjef/99i2njLVHjUgGDvvMfPHgwGo0GtVrNzp07jTmz75YzZ85w8+ZNevbsydWrV9m4cSPDhw/n1KlTDBs2rNLzY2JizAp+2KoEqSO4pluNltulTiUK0FLANd1q/JT9HCgZjB8/HtCXrX3ssccICgpyqDx3ygKvFZQU3h75HFlxgiMrTuDmqWJmwfS7vn5Fz7OBF154gejo6Cql912yZAkLFiygQ4cOlJSUOJWrOqOgiNikFNalZKCTJDQ626dJMf2Oq1SqMqVko6KijBn4NmzYwKJFi/jwww/5/vvvuffee/n0008B/dRM7dq1iYmJYffu3SxdurTMvfz9/VmwYAEvv/wy7777LkuXLuXLL7/EzU3eP/29f+tNdnE2OvQu8zxdHsdyjtH7t95c6X/FJvcIDg6mffv2fPXVV0ycOLHM/p49e5b536elpREcHMyECRMAfVGh1atXG78zX3zxBU8++WSZa2VnZ/Pnn38a62RcvHiR5cuXs2bNGnx9fUlOTiYqKordu3eza9cufv75Z6OXJyYm5o51lPdTcIfs3r0bjUaDVqtFo9Gwe/dumxkA3377LZGRkSgUCoYOHcq8efPIysoqc9y8efP47bffyM7OZsOGDQQEBAAYKwgauFPLrqZibUWzr7/+Gh8fH/7++28mTpxIQkICQ4YMsbN0tueZlKdIePkAZ75LoSS/BDdvN9qNCuLBRb1tcv3Knue2bdvSvXt3PvvsM2NO+8ro2bMn8+fPZ+jQofTr189YWdAZGL8/if1XbmLPmdjS3/HS7N27ly+//JL8/HyzkXrHjh359NNPeffdd+nRowd9+vSx6n4PPPAA4eHhPP7443z88cfG3xo50963Pbtv7DbbpkNHsG+wTe/z/PPP89RTT/HII4/c0fl9+/blnXfeMdbNuHTpEgMHDjTuX7VqFXFxcVy4cIHHHnuMli1bArBv3z4uXrxoNmVWUlLCtWvXOHz4MMOHD8fb2xuAkSNHsnz5ndVBqJEGwIABA1Cr1UYPwIABA2xyXY1Gw9atW1Gr1ca5o+LiYuLj47nvvvtISkoydjJvvPEGoP9yGqr6Ce6e0mU8QR+oU1HnVKtWLXr16sWBAwdkaQD4BfjgUUuNtrAEN08V2sISPGqp8W3sc9fXtvQ8N2rUyHjcc889x/jx44mOjrbqurNnz+bMmTMcOnSIZ555hqioqDv+gbU1cX1CjB4ArZ08AJYwlO399ttvadasGb///jsvv/wyAJ07d2bTpk388ssvxviXr776yqrrnjp1inr16pGZmWlP8auNKU2mkPh3Irna21MzvipfJjcp616/G4KCgujfvz/r1q27o/MVCgUTJkzgyy+/BPQF4gyFsUAfAzBhwgRSUlJ47LHH6NOnj3GauG/fvlYXg7pTamQMQGhoKDt37iQ2Ntam7v+dO3fSokUL9u7daywTuXbtWjZt2kRUVBRxcXHs3Xt7/luj0VR71Gd1Ul8ZhQp/FOjLmSrwQoU/9ZVRdrunoZ78vn37AH3lsm+++YbevcsfEWs0Go4ePUpgYKDdZLI3uVn5dJkWzKRDY+kyLZjcTNsEWlp6nk1p1qwZDz30EP/73/+sum5KSgrt2rUzzmefOHHCJvLagsZeHizrcR8pkb2Z2rIJXiolaqV1XiVbYKls76VLl/D19eXhhx9m5syZnDx5Ep1Oh6+vLzk5ORVe89NPP6WkpMQYeHz69OnqUMWuRDSIwE1hPn51U7gR0SDC5vd69tln+fLLL61apVFeW4wcOZKEhAS2b9/O2LFjyz0vKCiImJgYPvzwQyRJonfv3uzbt4/k5NsxDYbgwh49evDDDz9QUFCATqdjy5Ytd6xbjfQAgN4IsFXHb2Djxo1ERJg/gJ07d0an0/H333+zcuVKlixZwltvvUW9evVwd3dn2rRpNGzY0KZyOAt+yn50cL9IhnY+V3XLaaD8NwGq11EqvO12T3d3dz7++GMWLFjAokWL0Ol0dO/enWnTppkdN378eJRKJUVFRfTo0UPWxU0ejQ8zvg9bNsBm17X0PJsGKwHMmDGjjGFQEe+99x5paWmoVCpq1apl9cqN6sRgCMwOCSI2KYVfrt2y2bVLx/mYLq+0VLb3119/5dNPP0WpVKLT6Zg7dy5KpZLQ0FDWrl3LiBEj6NGjh9G7CPpOY/369Xz77bfUq1eP2NhYXnjhBb799lt8fX1tplN1U9utNjcG3KiWezVu3JjIyEjWrl1b6bEjRoxg5syZ7Nixg0mTJjFy5Eh8fX3p27cvhYWF1KtXr8Jzx40bx/r169m5cydDhgzh/fffZ9asWRQWFlJcXEyXLl3o0KEDgwcP5ujRo4wYMYLatWvTqVMnbt26s+dTFAMSCAQCgcBOlJSUMGLECBYuXEiHDh1scs3c3Fx8fX3R6XTMmjWLhg0b8sILL5R7rKU+ssZ6AAQCgUAgsCc7d+5k3rx5DBkyxGadP8Crr75Keno6hYWFtG/fnqioO5tWFR4AgUAgEAhcFFEOWCAQCAQCgRnCABAIBAKBoAYiDACBQCAQCGogwgAQCAQCgaAGUmMNgKKTJ0kJDqbo5ElHiyIQCAQCQbVTIw0AXV4el8LC0Jw6xaWHH0Z3h3W4y6O8ut4PPPAAaWlpgL6S1ODBg4216A3Z09LS0szq2kdGRvKvf/3LuK9t27bMmTPHeM20tDQeeOAB42dL9asdSs5euPDk7VeObSoBjh07lsjISMLCwsz+b4MGDSpTP+Hs2bMMGjTI+Llt27ZMnTrV7BjTdjNU+5ITjfMao8hT0DivsU2va6hfP2LECIYPH86GDRvIysqic+fO/P3332bHHj58mCFDhiBJEocOHTK20fDhw3nqqaeMz6alfQKBoPqokXkAMiZPRnvlCkgS2qwsMqZM4R6TlJv25o033mDgwIFkZGQQHh7OAw88gK+vr7GufXl4e3uzc+dOpkyZwr333lvuMYb61aNGjbKn+NajzYPzo0B7/fa2W/8HHS6C8u6yAW7YsAHQG0Jjxowx/t8OHz7Mu+++W+n5KSkp/Pbbb3Tv3v2u5HAWssgy+2tLDMVrzp49y+jRo9m5cyfdu3dn27ZtZhkU4+PjGTVqFFqtlpiYGNavX0+7du0AfS56hUJBSUlJhfsEAkH1UuM8ADfXriV32zakf0qQSoWF5H7/PTetSPNoawICAmjRogUXLlyo9Fi1Ws3kyZP5z3/+U+ExFdWvdhiZ80FXqtSrLh8y5jtGHhOeffZZPvjgA0eLcdcYRv4e6FPLeuBhF08AQJs2bahVqxZZWVmMGTPGrIxtbm4uP/30E6NHjyYvL4/8/Hzq169v3H///fejUCgs7hMIBNVLjTMArs6ciVTKRS/l53N15sxql+XcuXOkpKTQtm1bAHJycsymAN58802z45944gmOHj1aYTEP0/rVTsHVFSCVKkwjFcDVOytdaUuGDh1KSUkJCQkJjhblrjCM+IsoMvtrD0/AkSNHqFu3Lu3atWPQoEGkpaVx7tw5AP7v//6Pzp07ExAQQO3atXn00UcZOnQo06ZNY9WqVWRkZABY3CcQCKqXGmcANFiwAIWPealUhbc3DRYutOt9TUc48+bNIzIyktdff523336boKAgAOMUgOH19ttvm13Dw8ODGTNmsHjx4grv8/zzz7N69WqrKlfZnQbToXThH4UXNJhht1tWZST54osvsmTJElnPPzdCX5bX1ANgut0WxMTE8NBDDzFhwgSee+451Go17u7uREREsHHjRkDv/h8zZozxnDfffJPNmzczePBgkpKSCA8PJzU1tdJ9AoGg+qhxBkCdyZPxffhhFJ6eACg8PfGNiKDOpEk2uX7pevQlJSXk5uaaVYF644032Lx5M9988w3h4eFVuv7o0aO5dOmSsUJYae62frVNaTwLlJ7m25TeEDDLbrcs/f8HuHHjBv7+/mWO7dWrF/7+/ndVTtPRZPpkIvlIZh4AyUci08d2dd+XLl3KDz/8wOLFi5k5cybXrl0DYMyYMXz//fecP3+elJQUhgwZYnZes2bNGDt2LB999BGdO3c2C6y0tE8gEFQPNc4AAAhYuxZVw4agUKBq1IiANWtsdu1evXoRFxdn/BwXF0fHjh3x8vKyyfVVKhXPP/88S5curfCYqtSvtisqH2i5CepNuP1qGX/XAYCWaN68OQD79u0DQKvV8s0339C7d+9yj3/ppZf46KOP7CZPdWEY8dty5F+a4cOH07t3b1auXAnoV040atSIV155hfDwcNRqNQB5eXns378fQ5mRv//+m7S0NJo2bWpxn0AgqF5q5CoApY8PzbZvJ33cOO6Ji0NZakrgbpg1axbz588nIiICpVJJQEAA7733nlXnGmIATClvVcCwYcMsuvmrUr/a7vj107+qCXd3dz7++GMWLFjAokWL0Ol0dO/enWnTppV7fEhICO3btzcu05QrthzxW+Kll15i9OjRREVF0bBhQ8aMGcPcuXOJjY01HiNJEl988QWxsbF4eHig1WqJiIjgwQcfJDc3t8J9AoGgehHVAAUCgUAgcFFENUCBQCAQCARmCANAIBAIBIIaiEsYADKfxRAIBAKBwOZU1jfK3gDw9PQkOztbGAECgUAgEPyDJElkZ2fj6elZ4TGyDwIsLi4mLS2NwsLCyg8WCAQCgaCG4OnpSdOmTXF3dy93v+wNAIFAIBAIBFVH9lMAAoFAIBAIqo4wAAQCgUAgqIEIA0AgEAgEghqIMAAEAoFAIKiBCANAIBAIBIIaiDAABAKBQCCogQgDQCAQCASCGogwAAQCgUAgqIEIA0AgEAgEghqIMAAEAoFAIKiBCANAIBAIBIIaiDAABAKBQCCogQgDQCAQCASCGoibowWobnQ6HXl5ebi7u6NQKBwtjkAgEAgElSJJEsXFxfj4+KBU2mbsXuMMgLy8PM6ePetoMQQCgUAgqDJt2rTBz8/PJteqcQaAu7s7oP8nqtVqu9+vRYsWXLhwwe73qW6EXvLCFfVyRZ1A6CUnqlMnjUbD2bNnjX2YLVBIkiTZ7GoyoKioiBMnThAcHIyHh4fd76dQKHD90i0cAAAgAElEQVTFf7HQS164ol6uqBMIveREdepkj75LBAHamfT0dEeLYBeEXvLCFfVyRZ1A6CUn5K6TMADszJEjRxwtgl0QeskLV9TLFXUCoZeckLtOYgrAzrii2wuEXnLDFfVyRZ1A6CUnxBSAQFCKnJwckpKSyMnJcbQoAoFAIKgAYQAIqoRW0rIodRF8Cx/89QFaSWu2Pycnh3PnzqHRaDh37pwwAgQCgcBJEQaAnVm5cqWjRbAZyfnJdDvcjTnn50BtePPcm3T/tTvJ+cnA7c5fp9MB+qRLcjICcjLyWND6Y3Iz88rfL2PPhis9hwZcUScQeskJueskYgAEFdJ5SRp/ZGhub+jXHdxuglJn3KREib+7P+e7nDfr/E1RKpW0atXKZskr7paMgiJik1I4eO0WR8N6AnrPRvSHz/BV4Gc8nvoUK1/4CJVCZTzH1LhxNn0EAoHrI2IAZIic0w13aKZEec9VaJUGQPPT/madP4AOHX6JdUlNTS238we9JyA1NdXe4lZKRkERM349TdDmA6w5f5k/buQC8FLQXJqubM5nrddSUCuP9a3X0PS/gbwUNBeQv2cD5P0cVoQr6gRCLzkhd52EASAog6GjjCs6g65ODnjpvQCZxVNwK/Q0O9ZT48XMh18hMDCwwvzUSqWSwMBAe4tdIaU7/kKtDo3utuNr/ZqPuRKUQfE/ehZ7abjS8jIfrp1LtyvdOJ58vIxxI0cjQCAQCEwRBoDASOmOskinM3tCdPnDUKEyO0eFirGtHsHPz49WrVqVMQKcwV0+fn8SK5PTy3T8BoJrBaMr7dlQ6pC8JeZkzMFT8ixzDjiPZ0MgEAjuBGEA2Jnw8HBHi2A1lXWUbrparF71Nds2/czY2MfYtuln1n4SR2232gBljABn6PwB4vqEMK31PXiplKiV5i47xWsp7N4XUcazgRLcGroxN2AuBYqCcq/raM9GVZDTc2gtrqgTCL3khNx1EkGAAiOZ/wTHrUvJQCtJZkaA8kQQ0x7wY9nIBpVeJycnh9TUVAIDAx3e+Zti0G9l8mW0Oklv/iYFgSoH+vQFdxN3vgroArhB17yu/CftP3hJXsbdzmLcCASCmoEIApQhERERjhbBahp7ebCsx32kRPZmassmZiPmPoGezB5c13isJb38/PwICQlxus7RoN+RB3uiulkLCv6pBqn1w+vAMTIeKCZ8STiNQhtBD/Bw03/JTvic4Pmmz1OoKATk2fnL6Tm0FlfUCYReckLuOgkPgJ2Rc/pLw4j5F5PlcgbkrBfAjE1XWZOYg0YLahVM7a73bpjqpci7PV0g+UhO69mwBrm3V3m4ok4g9JITck8F7GaTqwhcEsOI2RWZPbgu647kAhIqhcLMu2GgEY3IIotGNAJuezYEAoHAFRBTAIIaSUAtNyZ19UWpgEndfGnsV9YWzvTJRPKRyPTJdICEAoFAYF+EB8DOuJrLy4Ar6DV7cF1OXik2G/27gl7l4Yp6uaJOIPSSE3LXSXgA7MyqVascLYJdcAW9Amq5sefpJmajf1fQqzxcUS9X1AmEXnJC7jqJIEA744qBLyD0khuuqJcr6gRCLzkh9yBA4QEQCATOTeLPMC4ErmWavxcIBHeFiAEQCATOS+LP8Hw4FGvgjSfgxCH9+09iHS2ZQCB7hAFgZ7Zs2eJoEeyC0EteyFav92P0Hb62RN/5F+brtydskK9OlSD0kg9y10lMAdiZrl27OloEuyD0khey1WvZj9C5H3h63+78PbzgteXy1akShF7yQe46CQPAztxzzz2OFsEuCL3khWz1Sj1jPvIH0GkhcZd8daoE2etVQcyG7PUqB7nrJNspgOvXr/Pggw/y559/kpub62hxBAKBPTBMAYB+5K/T6j8nfOtYuQTlI2I2ZIVsPQB+fn789NNP9OzZs/KDBQKBPFn2E4yKhjoNYO56iJyif78wztGSCcqjvJgNbQkkbHC0ZHeHi65Eka0B4O7uTr169RwtRqVERUU5WgS7IHu9KvhCy16vCjDVq3FeYxR5ChrnNXagRFZSvzG8tgwSrsCQR+C15fr33QbWiLaSHRZiNmSrl8GrkXpG79UwvP8kVr46/UO1JgJ6+eWX2bhxI6mpqSQlJREcHAzA2bNnmThxItnZ2fj7+7N+/Xpat25t1TWHDBlCQkKC1TJUdyIggRNi6qbs3O+2m3JUtL6zcXFKVzkUCGyG4btlGrPhrtZ7bl5b7ji57oZxIfoOX1tibtjUaaA3RqsJ2ScCGjlyJHv37qV58+Zm26dNm8a///1vzp49y7///W+efvpp475Tp04xYMAAs9fChQurU+y7Qu5RohUha70suCllrZcFunbtahz5e6D/8fDAQz6egHJw5baSLaVjNtzVxpgN2erlyitRJAfQvHlzKSkpSZIkScrKypJq164tlZSUSJIkSSUlJVLt2rWlK1euWHWtwYMHV+nehYWFUmJiohQQECABEiAlJiZKiYmJxs+ANGfOHEmSJLPjunTpIkmSJEVFRZkdm56eLm3ZssVs28qVKyVJksy2hYeHS5IkSeHh4WbbJUmSVq5cabZty5YtUnp6utm2qKgoSZIkqUuXLsZtAQEBkiRJ0pw5c8yOFTpVrFNjN6SE1ki5nZCkrvpXXmekMXXkq1Nl7QRI5Fp4yVQnV2sngy5y1Wn9h+9J0oIZUlYH/fdpWTOkm93VkvTbrnLbTg46bZnzoiT19jb+VkhdkYq6KiRpwfRq1SkgIEBKTEyUCgsLJVvhkFoAgYGBbN26leDgYI4cOcJTTz3FyZMnjfvvv/9+Pv/8c7p06WLxOkOGDOHo0aN07tyZ//znP8YpBUuIWgC2QdZ6WXBTKmaukK9eFlAoFDTKbUQWWXjgQRFFxr+NaCTLkseyfgYtIPRyMkynAExXotRpgGLnVVELwFEkJCSQnZ1NQkKCVZ2/IwgICHC0CHdHBcFystbLgptS1npZICAggEyfTCQfiSKKACiiCMlHkmXnDy7w3aoAoZeTYWElimx1+geHewCuXLlCmzZtyM7ORqVSodVq8ff3Jzk5mQYNGtj83iIIsAq4arDctUz9uuSEDfrApMRd+nXlC+Og20BHS2d3Guc1Joss2Y78BYKaiEt6ABo2bEinTp346quvAPjqq6/o3LmzXTp/R/DWW285WoQ7x0KwnKz1srC0TNZ6WcBUL4MnQO6df01oK1fCFfWSu07V6gGIiYkhPj6ezMxM6tevj7+/PydPnuTMmTNMnDiRGzduULduXdavX0/btm3tIoOIAagC1zLgjQnmqVg9vGDuehQPjpWvXhaQdXtZwBX1ckWdQOglJ0x1srdnzR59V7WmAl66dClLly4ts71du3YcPny4OkURWIOFPOwCgUAguE0WWWZ/5YDDpwBcFa2kZVHqIvgWPvjrA7SSttzjcnJySEpKIicnp5oltAILwXICgUAgQNb5NYQBYAeS85Ppdrgbb6W8BbVhzvk5dP+1O8n5yWbH5eTkcO7cOTQaDefOnXM+I8BC9GtiYqKjpbMLQi/54Io6gdBLTiQmJhpH/Kara0AengBhANiB3r/15njucfJ0eQDk6fI4lnOM3r/1Nh5j6Px1Oh0AOp3O+YwAC8FyAoFAIIBGNAIw8wCYbndmHLIM0JFURxDgwCMD2X1jd9ntdQeyq+uuMp2/KUqlklatWuHn52cX2WyFKwb0gNBLTriiTiD0khOmOtm7xobsgwBrClOaTCHx70RytbnGbb4qXyY3mQxAampquZ0/6D0BqamphISEVIusAoErIHIbOAfBS1M5SRZ4F8G5psbtnQLUDpSqemhEI+MzKBfEFIAdiGgQgZvC3LZyU7gR0SAC0CdCUirL/9crlUoCAwPtLaJA4FLIMQLblcgoKGLGr6c5438e6uaAl8a4T62CXs3NR6yyKkltJXLMryEMADtQ2602NwbcQBoiMWf/HKQhEjcG3KC2W20A/Pz8aNWqVRkjQC7uf4A5c+Y4WgS7IPSSD3PmzJF1BHZFyKmtDB1/0OYDrDl/GS1SmV5FpVAwe3BdM73kbrAZVnl5bfeyuMrL2RExAA7ENBZATp2/QFBdZBQUEZuUwsFrtzga1hPQ//h++NeHLPxrIdkB2dAEUJQ91x7zsAJz+v+UyP4rNyl3QjMpCLUKpnb3Y9lIfWZXw1SNnAtSJecn8+jxR0nOTyZPl4eP0oc2Pm2IC4mjtXdru93XJVMBuzpNmjSpcJ/BE6BWq2XX+VvSS84IvZyD0iPLP27o42lMl9hmF2dDGnAc3AvcAXlFYFeEnNoqrk8I01rfg5dKiVpZ1gozjP5Br5ecl8wZsGaVFzh5jpd/EAaADTD8WHXefshse05GHsMzxpKbmVfhuX5+foSEhMiq8wfIyMhwtAh2QejlWEp3/IVaHRrd7ZF86R9fdKDMV1J8ohiQf4VDkE9bATT28mBZj/tIiezN1JZNzAwBpQImdfOlsZ8+HiojI0PWS+YMtPdtj66Uz0OHjmDf2xVpnT7Hyz8IA+AuqGiUYmBf7G/cS0v2vv2bgyQUCOTF+P1JrExOL9PxG6jox9fdW+8BkFNH4kqUNgTa1/KhT6CncfRvwBVKUk9pMgVfla/ZNtNVXrLI8fIPYhngHWCYl1yXkoFOksr8UC3wWkFJoT4oRImSIytOcGTFCdw8VcwsmO4IkW1Oly5djO9daQmWqV6uhFz0iusTYvxuacv5blW0xHZFsxVM8JlQ3eLaBbm0VXkYDIHyMNVLjkvmDEQ0iODZP58122ZY5VVRjheDEeBsU70iCPAOsBT4Ij0xhJyMPBJePsCZ71IoyS/BzduNdqOCeHBRb3wb+9ydAk6IvRNgCGoemSZGtsEQkJ4Ywq2SWwTuD+RmyU3jsXXc6pDaJ9W4ykYgcBRJSUloNJoK96vV6jvO8SKCAJ0ES4EvitdSqLUki7WnCikuKEFS6dAWluBRS+1SnX90dLRLLsGKjo52tAh2QW56lXYpd6qrd7maLrGN+iaqzBJbV0BubWUtrqhXaZ3kluPFogGwaNEis88//fST2ecXX3zR9hLJgNI/TioUlHYH1MovIv+hlizXvkeXacHkZuaXfzGZsnr1apeI6C3N6tWrHS2CXZCrXobvmmEJoCly1akyhF7yICcjD+1qL7Mgb7nleLE4BVCrVi3+/vtv4+d69epx/fr1CvfLAXu4UY5dyaNr3Em0XoXG9JdebgpSXm1GQC13l8t/Dfoc2I1yG8l+TW9pXDFfObimXpZ0ysnJITU1lcDAQKf70a0MV2wrcD29ts/YzW8rjtN9egfClg8w22ePHC/VXgugdGNV9rmm0rGhD9FNW7AmMQcN+tSXpstfXBVDJ2+IATBE9AoEjsT0x9epAq9y9sI1k1Fw/Sjw6+c4eQR3hDVB3gZPgLMboRanABQKRZU+12Ri6x3jyIHhNCq6ysDrh/jPFwPhWibp6emOFs0umOpliOSVY0RvaWpCe7kK5enktEuwtHlwfhRc//z26/xo0JWdGnTFtgLX0euZlKcIfrwNbt76AZ6btxvBT7Th2QtPmR0nhxwvFg0ASZK4cOECKSkppKSkoNPpzD4LD8A/JP6M/6xI7ss7z5cnXmDz0am4X/wTPonlyJEjjpbOLpjqJcciGBVRE9rLVSitU2VLsBxqBGTOB12h+TZdPmTML3OoK7YVWNZLDlnzDPgF+OBRS422sASFO7IO8rYYA6BUKi3O2ygUCrRaeRVBsEstgHEhkHoGtCUUqjzx1P7zRa/TAMXOqy5pKLnafJ4BoZc8yMnI4/kmr7Mk4x3jD689l2DdNX/UBe3NsttVdaDTDbNNrtZWhtoN/+/I/2NRt0U8f+/zqBQq435nr4lSXj2Kb0ZvxzfAm8nLJ7B2xufkZuTzaHyYXeWo9mWAOp0OrVaLTqcr9yW3zt9uLPsROvcDT+/bnb+HF7y23LFyCQQuSnlZNp16CVaD6aDwNt+m8IIGMxwjTzVhWruB2jDn/By6/9qd5PxkwImnbLCc6fXR+DDClg0gi3TClg2we+dvL+4qSm3btm08/PDDtpJFvqSegROHoNBkPk+nhcRdjpNJIHBBKgvAatWqVZlpAKcYVTaeBVdXgtbkN0LpDQGzqnQZua1u6P1bb7KLs43pm00L55zvct4ps+ZVlunVlag0EVBycjIbN27k2LFjxm1btmyha9euTJo0ya7CyYb3Y6D4H9ejhxe4q/WfE75l5cqVjpXNTgi95IWr6FVZAFbpddhO0fkDqHyg5SaoN+H2q2W83gj4B0ONeZ8dPuXWmJdLgRlTLBXOSU1NLdP5G4/R6UhNTa0GCctSWT0KU+T+vbIYA/Dpp58SFRVFvXr1yM7OZvHixezatYvjx4/z0ksvMXnyZLy8vKpT3rvGLjEA1zLhk1hI2KB3+yfugoRvYWEcdBtom3vIBK2UR6Z2Pld1K2ignEGAahbK0q5PgeAu2D59N7+vOoFKrUKr0dLl6eBy12HLaaRcWY358gIcnca4scDnGZ8z/cz0srUb2q0g0jeyXA8AOFa38tJQG5CeGFLt8hiwR99l0QC47777WLx4McOHD2fLli2MGTOGmJgYFi5ciLu7u00EqG7sYgBYwDSgx5WK5pQXqJSj28v5ktHoKEAiHwVeKPGmpVs8fkoHr3e2cg22qwVgGZCrXp2XpPFHhnlg3/hNR/Bo4MWOA9OqLQDL3jTc09DMVQ76KQ5/d/8KXeXg/EZAZbUbnNmwqagehSnV+b2qdgOgdu3a3Lp1C9AvCfTy8iInJ0e2nT841gBwpaI55T34F0qe5Lru8zLH1lNOoIXbZ9UlWlm0eZB0L2hvZ7FE5Q8dLpq5YEG+HWVlyFWvGZuu6hNsmXjD1SqY2t2P5aMaylKn8hh4ZCC7b+wuu73uQJaolzjv6oZKMI3ZMMU0aY6zrwIwGAK/mKwCMCB3A6DSPAAGFAoF3t7esu78HYUrFs2RFVVYgy1wLmYProuyVMIxlUJRps683LFUY96pVzdUgjVJcwxxG2q12uk6f7Bcj0LuWDQAcnNzuffee42vW7dumX2+9957q0tO2RIeHu6SRXPCw8MdLYL1XF0BUqmMa1IBXC27TFNWelUBuejVefssZvy6jowC/dr4gFpuTOrqi/qfZeOmabblopM1RDSIwE1hvijLUGNebgVmTDFNmqNTaitMmiOHrHnlIfdn0OIUwJ49eyq9QP/+/W0qkL2p7ikAuD3370pFc8rjdgxAPhIFzhMDkP46ZC0xNwIUXtDoBbhHeAGcCcUXE1Ar3VAqFEwK6sfskJFQ7EfQe5coLJGMRbZctc7G9hm7+X3liQoDG53ZVV4RhqQ5XaKD+X3VCZeI2XAE1R4DMGPGDJYvd61kNtVtAERERPD9998DrhUDYKqXKTopnwztfK7qltNA+W8CVK87fhVAFWIAKtJL7shFL8UXE4zvTQ2BvIsP8vkRDdMe8GPZyAaAfHSyBmvmykF+qxtMcaX2MlCdOlW7ASDHcr+VIVYB2AbZBZWJVQCy0MvUADCgREH32h3xSH+cuMcbGkf/ctHJGnIy8kh4+QBnvkuhJL8EN2832o0K4sFFvWWZY748XKm9DMg9CLBK5YAFd4fcO31Z49dPlF6VGWqlGyrjVMAoGnvVcbRIdsN0rryYYhSFyLbAjEA+WDQANBoNb775psULvP322zYVSCAQ1GxqUsdvSm5WPl2mBesLzEzT5zcQCOxJpR6AS5cuVbhfUWp5jqAsrupFEXrJC7no1aluc3rVb2VVxy8XnSok8Wd9GvFlP0HqaR51fxXm/kTmsjRHS2YXZN9e5SB7nSQL+Pn5WdotSwoLC6XExESpsLCwWu63cuXKarlPdSP0kheuqJesdfptlyT19pakHm6S9PSg2+8XzJCfXn/vkaSUCbdff+8p9zDZ6WUF1amTPfoui0GAfn5+sig4URUcGQToSgi95IUr6iVrncaF6KuIakvA0/t2JdE6DVDsvCofvWp4lk25BwFaTATUt29fJEli165dFlNRCgQCgaAKLPsROvcz7/w9vPTFxOSEyLIpaywaANu3b0ehUBAZGYlara4umQQCgcC1ST0DJw7d7vwBdFp9JVE5UYUsmwLnw6IBYKBfv34cOnTI3rK4JFu2bHG0CHZB6CUvXFEvWev0fgwU/+NV9fACd7X+c8K38tKrwXQonehL4QUNZpQ5VFZ6WYncdbIqn2bz5s0ZPnw4kZGRNGvWzCz6XywDtEzXrl0dLYJdEHo5KaUiyw3vZaWXlUmbZKVTaZb9BJ/EQsIGvds/cRckfAsL4+japK2jpbOexrPg6krQmngBlN4QMKvMobJqr5rwDFJJJkADkyZNKv9khYK1a9faXCh7IoIAbYPQywlJ/BmeD9ePJDv3gxOH0JYU8eHTPfh/tQ6yqNsinr/3eVQKlaMlrZgaHlQGMswe6mpZNp30Gaz2VMCuiDAAbIPQywkpFVme7JPPo09Acn3IU4OP0oc2Pm2IC4mjtXdrR0tbPlUo3CTrtrKAqV6uVD/EVK+MjCLGj08iLi6Exo2rpyib1TjpM1jtqwCcmf3799OzZ0969erFBx984GhxBALHUyqyvPd0ON5I3/kD5OnyOJZzjN6/9XasnJaoIUFlnZekoXgtpcyr8xJ9EqDGeY1R5CnwQP9D74EHijwFjfMaO1JsmxEbm8L+/TeJjU1xtChlqSHPIMjYAAgKCmLv3r388ssvbN26lfx850ybGRUV5WgR7ILQywkpFVnePgt0pbz9OnQE+wY7QDgrqUJQmZzbKvReD9Sl2katgl7NPYiKiiKLLACKKDL7a9guRwztlZFRxLp1Geh0sG5dBpmZRQ6WrBQ15BkEF5kCGDJkCFu3bsXT07PSY6t7CkAgqC6Sh7Qj8NY53CUt+UpP4joWExOpJdfka+Gr8mVFuxVMCChbdc8pqML8q5zJ+LuEoPcuUVhy++fXy01ByqvNaOznZpz798CDIoqMf506FsBKZsw4zZo1l9FoJNRqBVOnNmHZsvscLdZtnPQZlP0UwMsvv0yLFi1QKBScOHHCuP3s2bOEhobSpk0bQkNDSU5OtvqaP/30Ey1btrSq83cEco8SrQihl/OxZuK3rGk6nivu9Xiq/SKu3xyNUjKv1+GmcCOiQYSDJLQClQ+03AT1Jtx+tYwv94dXzm0VUMuNSV19jV4AtQomdfOlsZ8bXbt2JdMnE8lHMvMASD6SrDv/rl27Gkf/Go3e8NFoJOfzAtSQZxCwXAvAlDNnzkhxcXHSmjVrzF5VYd++fdLFixel5s2bS0lJScbtAwcOlD777DNJkiTps88+kwYOHGjcd/LkSal///5mrwULFkiSJEmXLl2SBg4cKOXk5FgtgyGfckBAgARIgJSYmCglJiYaPwPSnDlzJEmSzI7r0qWLJEmSFBUVZXZsenq6tGXLFrNthhzRptvCw8MlSZKk8PBws+2SpM8pbbpty5YtUnp6utm2qKgoSZIkqUuXLsZtAQEBkiRJ0pw5c8yOFTrVQJ18Gki8eFLi1fO3Xy+ekPCpb5RfdjpZaCe56/TesnWS56wUs3Yy6GLU6TwSuUiNchvJQidL3yf952cl2CbBTyavbRI8I2OdqufZCwgIqN5aAAbeeecd3n77bTp27Ii3920rSKFQsGtX1TNXBQYGsnXrVoKDg7ly5Qpt2rQhOzsblUqFVqvF39+f5ORkGjRoUOE1ioqKePjhh1m2bBlt21q/blasArANQi/nZMamq6xJzEGj1Y8qp3b3Y9nIBrLXqzxcQacZm66y8tccpj2gbydwDb3KQ6FQ0KnTQf74I7fMvk6dfDl6tKcDpLo75L4KwKpEQP/5z3/49ddf6dChg01uasqlS5e45557UKn0vjCVSkWTJk24dOmSRQPgyy+/5NSpUzz99NMAfPHFF9xzzz02l+9uCQgIcLQIdkHo5ZzMHlyXdUdyAQmVQsHswXUB+etVHq6g0+zBdTl5pdjYTuAaepVHQECALDt5AwcPHmT37t0MGDCA0NBQQP5tZZUB4OXlRbt27ewtS5WYNGlShQmKnInLly87WgS7IPRyTgxzyyt/zTHOKYNlvXJyckhNTSUwMBA/P7/qEvWukXtbgb699jzdxGybK+hVHnLW6+DBgwwePBiNRoNarWbnzp2EhobKWiewMggwNjaWZ599loyMDHQ6ndnrbmnWrBnp6elotVoAtFotly9fplmzZnd9bWfgrbfecrQIdkHo5bzMHlyXPoGeZqPKivTKycnh3LlzaDQazp07J6vy367QVuUh9HI+du/ejUajQavVotFo2L17NyBvncDKZYBKpd5OMK0BIEkSCoXC2HFXBdMYAIABAwYwdepUJkyYwOeff86aNWv4+eefq3xdaxAxALZB6CUvytPL0PmbGvJKpZJWrVrJwhNQk9pKbpTnLpezXhV5AOQeA2CVAfDXX39VuK958+ZW3ywmJob4+HgyMzOpX78+/v7+nDx5kjNnzjBx4kRu3LhB3bp1Wb9+fZUC+6qCMABsg9BLXpTWq7zO34BcjADZpJatInJ/Bp2hs7QHjjZqHBYEWJVO3hJLly5l6dKlZba3a9eOw4cP2+QeAoHAnJyMPCYTQ25mHr6NfQBITU2tcApPp9ORmppKSEhIdYp5V5imlnWqpDI1kPLc5YYOU86Ehoa6hB6mWGUAgL7u8Z49e7h27ZqZxbN+/Xq7COYqJCYmOloEuyD0kg/7Yn8jUNGavW//RtjyAYB+Gs6SByAwMLB6hbwDDG1VOrXs7NlBsvYCyP0ZHDBgAGq12ugBGDBgACB/vcpD7jpZFQQ4d+5cnn76aXQ6HRs2bMDf358ffviBOnXq2Fs+gUBwhyzwWkGs4mOOrDgBEhxZcYJYxccs8FqBn58frVq1Msb3GJCL+9+U2NgUdDr9oESrlZyzwEwNIjQ0lJ07dxIbG2t0/wucE6tiAJo3b862bdsIDrPo2A8AACAASURBVA6mTp063Lx5k19//ZV58+axZcuW6pDTZogYANsg9HI+MgqKiE1K4eC1WxwN60lORh4JLx/gzHcplOSX4ObtRrtRQTy4qLdxKsA0FkBunb9CoeDy5UKCgg5QWHjbk+HlpSQlpbdsvQByfgYt4Yp6yT0GwCoPwM2bN40R+2q1muLiYnr06MGePXtsIoRAILhzMgqKmPHraYI2H2DN+cv8cUOfac0vwAePWmq0hSUUU4y2sASPWmpj5w8YPQFqtVpWnb8B09G/AeEFEAiswyoDoGXLlpw8eRKA4OBgVqxYwWeffUbdunUrOVMgENiL0h1/oVaHplRnmJuVT5dpwaziA7pMCyY3s2zZbD8/P0JCQmTX+QMcPHjLWFjGgEYj8csvtxwkkW3JyCiif/9E5yqWI3AZrAoCnDdvHtnZ2QAsWLCAJ554gtzcXJYvX25X4VyBOXPmOFoEuyD0cjzj9yex/8pNLKXjejQ+DIBpDaYS9taAapHLHpS3BGvOnDm89ZZ8U8tWhOkz6EqrG+T03bIWuetkVQyAK1HdMQACgb3I/GfOf11KBlpJMhv9S08McaBktqW8deVdatUifdw47omLw6N9e0eLaBcyMoqM8Q1yj2sQ3D3VGgOQmppqfJ+SklLhS2CZJk2aVH6QDBF6OZ7GXh4s63EfKZG9mdqyCV4qJWqlotxj5aRXaUqvK9/3449cCguj8ORJLj38MLq8PEeLaFMMbeVqqxvk/AxWhNx1qtAD4OfnZ8wLrlQqy412vNNUwI5ErAKwDa6gV2WZveSWXc7gEfjln1UApsi5vUp7AA6FhuLxyy9IhYUoPD3xjYzknq+/drSYNkOsbpAPcl8FUGEMgGlREFsU/REInImK0pWaIrf5V4NHwNUwrCvfvXs3Q3Nz8ViyBKmwEACpsJDc77/n5tq11Jk82cGS2g5Lqxvk8CwK5IFVqwAEd06XLl0cLYJdkJNenbfPYsav68gouGHcVlF1L4NepbPLyT0KW07tVR6hoaHMnDmTWp98glTK5S/l53N15kwHSWZ7unTp4pKrG+T+DJaH3HWq0APQt29fs+p/FbF3716bCuRqHDlyxPhebi5lS5jq5ez8ceMvTt1KZ13KXiYF9WN2yMgK05Ua9Cpv/lXOIy85tZclGixYQFZMjJkRoPD2psHChQ6Uyra4SluVxtX0Kjp5kg1FRRSdPCnbQNQKPQBTp05lypQpTJkyhQEDBpCSkkLfvn2ZMGEC/fr148KFCwwcOLA6ZXUucvbChSdvv3LKN4Sio6ON701dynLHVC85oNGVUKgtZs35PQRtfpHPVGeI276pTLrS6Oho4+jfMALTaCTZewHk1l4VUWfyZHwffhiFpyeAPgYgIoI6kyY5WDLb4SptVRpX0kuXl+cSgahWLQPs2bMna9asob2JlXPq1CkmT57MoUOH7CqgrbFJIIU2D5LuBe3129tU/tDhIii9zQ41BIm42pIeOQX0KL6YUGabEgV9GrZlz4NvmB+rUDB9+inWrLls5oJVqxVMndpEtl4AObVXZejy8ki5/340Fy+ibt6coJMnUfr4VH6iTHCltjLFlfRKHzeO3C1bzAJRlR/+z64eXoelAj59+jQtW7Y029aiRQvOnDljEyFkR+Z80BWab9PlQ8b8Ck9xtSU9ckWtdMNL5c601oOI6/OM2b6ikyfZAhz4Ocvl5l9dCaWPD822b+c80GzbNll2/oYsjp23y2sAVRPpvCQNxWspZq+mLRYwcvw3wO1A1Dce3y47D69VBkD//v3517/+RXJyMgUFBZw9e5YpU6bQt29fe8vnnFxdAVKplKpSAVwtPzOiK7qU5Yah45/asj8pkR+yrMckGnvdrmZpcOkFARsL/oU2NxRJGmL2OnrU9bLOyRWP9u0Z8c9fOVFR3QaB8xJ6rwdqlfk295IiOqf/bvycle/JF7s9ZBc0bJUB8OmnnwLQvn17fHx8CAkJQZIk1q1bZ0/ZnJcG00Fh7upH4QUNZpQ5ND093SULlqSnpztaBKvpVLd5hR2/gYzJk9FeuYIK0GZlkTFlitl+rZRHesnr/KGpS3rJLHSlDUBHUU4sysGDB1mwYAEHDx40Hian9rIWOelkTd0GA3LSq7wVNhUhJ71MmT24LspSAfFKJKb/8rHx8wrVRCSVOyCv33arDIB69erx9ddfU1hYSEZGBgUFBXz11VfUr1/f3vI5JaHHisnVlVohofSGgFlmm4pOnuRqaKhLupRLr25w5oIlR8PmV9jxA9xcu5bcbdvKXVsOkKPbS1Jxc7J0S9BykyzdhxwvvpccnYNXwGjz4PwouP658VX85wjCwwYxe/ZsBg8ebDQCXC0CG+Sl0/j9SaxMTrfY8RuQk15/3PjLGFhbmSEgJ71MCajlxqSuvkYvgFoF4/KP0lCr995c9QhgE0PRaPV9gpw8vFbnAThz5gzz588nNjYWpVLJn3/+yfHjx+0pm9Ny6EYGkWl9+PLvIA7repJfayy0jOfg4WPGkZfBpex28aJLupRHjBhhfC/31Q1XZ860uLb8mm41WrKR0I/6JQrQks013epql9WMcmJRJG0+Lz1RWCa/gWl7uQpy0imuTwjTWt9jMV2zATnpBWVX2FRkCMhFr/K8GqZeAJVCwYI5EagaNkQH/Nd9knH0b0AuXgCrDIANGzbQt29f0tPTWb9+PaDPFPjiiy/aVThnZldefZ64HEq/c23xP+LD6G9+YNDgwcaR14kRIyy6lF0FV0iY02DBAhSlAslksba8nFgUtVsx0x8BlUpllt9A4FiqUrdBrhgMgZXJuxi/f5nZPkOAbdE/ZeWdmfK8GgYvgFIBk7r50qRRLWMg6ommD8rWw2uVAfDmm2+SkJDAf//7X1QqvR+kY8eOHDt2zK7CyQHDQ//dj9spLNKPvMIKC1Hu21ehS9mVcIXVDXJdW77m1n0USWrzjQov8rwnlslvIHAOShsCner6Olokm1HRChvTAFu5rJkvz6sR3VtJn0BPZg+uC9wORD12ekAZ765cPLxWGQBXrlyhQ4cOAMbsgAqFwqpMga6O4aEfNTQMTw9PVCoVL0gSbsXFZse5WrrSlStXutTqhoC1a1E1bIgEqBo1ImDNGuO++sooVPijwAsABV6o8Ke+MspB0uqJSb+X3NJlOpTeNO22nJkzZ5p1/itXrjS+d/aYDWsx1UluGAyB0kWbQH56VbbCprIAW2fG1Kvx3LEV7Hm6CY39bifQlVtblcYqA6Br16589tlnZtu+/vprevToYReh5EDph37jlPns2rmT2NhYPF9/XZ4u5SoQHR3tUqsbDGvLPdq3L7O23E/Zjw7uF2mkfAEVdWikfJEO7hfxU/ZzoMSQL7kxKq0fn90K5ItbQXz5dxCLNVPJKDLv2ItOnmTI0qVG96vcYzYMuFJmOVPkpFdlK2wqC7B1dizlDQF5tVV5WJUJ8MyZMwwdOpQWLVpw6NAhBgwYwNmzZ/nxxx9p3bp1dchpM2yRTanz9ln0qt+K2SGjKowsLy9TlKuVLO3U6SB//FF2HXOnTr6ycH+Vh5yylVmT4dCQNa/o4kU8mjfHa+dRWgUfdYmMlHJqq6rgSnr9f/bOPC6q6v3j7xlGkEUFRGQREVBCUBRNkc0Nl1JxzTLNJbdKK5eyzC3LPf2qSZZLmrmlUm64lpq7meCeoLgliyKCKCKyzf394e9O4goKzNzxvF8vX+VlnPl8OHfuec45z3lOXOXK5F+//sh1E3t7aiQn60HRs1GteAdTtQYTler/zw558nPeaI8DfhAvLy9iY2PZtGkT7dq1w8XFhXbt2mFlZTzrV0XhWJsnV/yTcVy8+L9ypQ9NKSuNQ4cOsXv3bpo2bVpgWlmpnbwx8vADS+bh6dcvWi9Dq71fPCc/X2LKtNN8Nv03UrQ/UEk9CEeT0agfrnEhEDwnSjy8qa6N6zMHeMZCoWYAjImSiKKe+Fn//MPvtWrR6vTpx1Ysy5cyuZY/yaAfvocOHSI0NFR3ap6cWGZMo5QHUZKvZ41U0hcvLvDwvY4trVhKNvfve7/gk8xY8xXWNrlI6ixUmKPGAg/NWr0vbxQGJbVVUTA2X8Y8G/qktiqJZ3upzwA0b978mW+wa9euYhFijJj5+LCgXTvCHtP5Z2j3ciGvM1qykLhLsnYWKdr5Bvfw3b17Nzk5OQX2lQcEBNCuXTt9SysRlOTrWSOVh+sb/EAPtPyXuNux7xYqVLyN/Pi6X98gixvahQZ1Dz4JJbVVUTA2X8Y0G/owj2srpTzb4RkBwO7du3nllVfo0aMHjo6OpaXJqIiMjHzsdbm4jIyhPnybNm2KqampbgZA3lf+JF9KR0m+nrUU9fD063G8ycX0qf9GSSiprYqCsfmSE2wT33oL59WrFXl405N4XFsp5dkOz9gFcPz4cdq0acO8efP49ddfsbCwoEePHvTr10/3R/B0wsLC9C3hhQgICGDn/+9ueHBfudJ9PQlj8vVwfYP1ZYeR8NaPun3KPXsqO6g3prZ6EGP0ZebjwxA3N8Ud3vQslN5WhcoB0Gq1bN++naVLl7J7927atm3LxIkTcXBwKA2NxUpp5gDAk9eILuX1JE27/JHrtup3cNMse+R6qZGxF248UOLWbgCUezRqNbZ1Shlj8yXvAsi5cgVTV1fc//lHNwL7b6ryLhIiB0AfPJxg+6y8ISVjDO31MI/zVFLP9pLouwpVB0CtVvP666/z1Vdf0bVrV5YsWcLFi8reQ6xvDLK4zGMOl+FCZ9AayMl3giIjT79eAMXUNzBGHldfXk6w1R3ctGuX4irmCR7FIJ/tT+CZAcDNmzf5/vvvadSoEWFhYdjb23P+/HkCAwNLQ5/RYpAP38ccLoP2Llx99rZHgeEilyx93IhSrbLAWTOJuqY3cdZMNLhdKMbC4+rLP5xgmzl0qGIr5gn+wyCf7U/gqUsAXbp04dChQ3Ts2JFevXrRqJHy932X9hKAojhuA/npj143sYa6/41csv/5R5fQY2zTlAJBSfBg0SZTtQa1SsXrmU5s/WgWuTk5vKFS8aVGg+refwG4ysKCyuHhWPftqw/JAgOj1JcA1q1bR35+PpGRkbz55ptUrVr1kT+Cp7NgwQJ9Syg8lT6Ah0eAKnOoNEj3V/lgj+wzZ4xymlJR7VUEjNGXUj3J9eU3lL2C15R3mDBhAuPKlSvQ+YPxnR+i1PZ6Gkr39NQZgD179jzzDZo0aVKsgkoaQ0kCNEjyM+FUVchP+++aSUXwvQLq+4GBMRf1AIW1VxEwRl9K8vTwDMDDxZseLtoE/z8D8N13Bn8qZWFRUnsVFqMuBay0zl3wgphYgse6R3cB/H/n/7SDPcQ0pUDwdJ5WtdG6b18yt28vGFwr4EhqgbIRpYBLGCVFvX5bRhNgV52xtTviaG7zyM+VeLBHUVFSexUFY/SlJE+FOUDsaVs2jQEltVdhUfoMQKG2AQqen40bN+pbQqF5XKbyg1SaMsXojzlWUnsVBWP0pSRPx9pMeuxxuQ8ib9nMrVr1kS2bxoCS2quwKN2TCABKmPr16+tbQpGQE5QeFwg8XFnOGKcpldZehcUYfRmjJzMfHyodOmSUu2uMsb2U7kkEACWMs7OzviU8F3IgMD9uF932z9Vdd1y8GBN7e7SAiZEd7AHKba9nYYy+jNETCF9KQumeXigAmGpEU7+CgpiqNZiblOH9Gs1ZHfyh7vrTKssJBAKBQDm8UACwd+/e4tJRJP7++2+CgoIIDAxkzJgxetFgrMgdf3+PJlzsMOux65ZPqywnEAgEAmXw1G2Az2LLli3FpaNI+Pn5ceDAAQBCQ0O5ffs25cuX14uWZzFggOHVf34Szzpf/kGU5KsoCF/KwRg9gfClJJTuSdHbAPPz8+nTpw8//fQTGk3hYhlRClggEAgESkNv2wBdXFweWwa4Ro0aNGvWjPDwcPLy8p76Hp9++ilubm6oVCpOnz6tu37u3DkCAgLw9PQkICCAuLi4QglfuXIlNWvWxNrautCdvz5QepbokxC+lIUx+jJGTyB8KQmleyrUDMD06dNZvnw5H3/8MS4uLly5coW5c+fStWtXbG1t+d///kenTp345ptvnvge+/fvx9XVlZCQEDZt2kStWrUAaN68OX379uWdd95h+fLlLF68mF27dgFw5swZBg0aVOB9XnvtNUaOHAmAVqula9eujB8/ntq1axfKsCgEVDwIX8rCGH0ZoycQvpSE0gsBIRUCb29vKTExscC1hIQEydvbW5IkSYqNjZWqVKlSmLeSXF1dpVOnTkmSJEnJyclShQoVpLy8PEmSJCkvL0+qUKGCdP369ae+x71793T/37t3b+ncuXOF+mz530ZFRUmOjo4SIAFSVFSUFBUVpfs7IH355ZeSJEkFXlevXj1JkiRpwIABBV6bmJgobdy4scC1+fPnS5IkFbjWrl07SZIkqV27dgWuS5IkzZ8/v8C1jRs3SomJiQWuDRgwQJIkSapXr57umqOjoyRJkvTll18WeK3wJDw9eE3WLzwZtifZi7F5elLbCU+F9+To6ChFRUUV6P9elEIFADY2NtKtW7cKXLt586ZkbW0tSZIkabVaycrKqlAf+GAAEBUVpQsiZGrWrClFR0c/9T3WrFkjNWnSRAoJCZFGjx5dqM+VkQOA4vwlPg25UY0N4UtZGKMvY/QkScKXkihNTyXRdxVq8TwsLIwOHTowevRoqlSpQkJCAlOmTCEsLAyAQ4cOUa1atcK8VbHQtWtXunbtWmqf9yIkJSXpW0KJIHwpC2P0ZYyeQPhSEkr3VKgkwPnz5+Pv7897772Hn58f7733Hg0aNGDevHkAuLu7s3nz5iJ/uIuLC4mJieTn5wP3s/qTkpJwcXEp8nsZKuPHj9e3hBJB+FIWxujLGD2B8KUklO6p1LcBVqtWrUASYNOmTenfv78uCXDRokX8+eefJfb5IgmweBC+lIUx+jJGTyB8KQmlJwEWagagTp06TJ8+nYSEhOf+oI8//li3fNCiRQt8/r+K3Lx58wgPD8fT05Pw8HDdrIJAIBAIBIKSo1AzAOvWreOXX35hy5Yt1K9fn+7du+u2ACoNMQNQPAhfysIYfRmjJxC+lMRLMQPQqVMn1qxZw9WrV+nbty/r1q3DxcWF9u3bF4sIYyYqKkrfEkoE4UtZGKMvY/QEwpeSULqnIpXQK1euHN27d8fa2pqcnBy9nQUgEAgEAoHgxSjUEoAkSezatYuVK1eybt06XF1d6d69O926dVNcxr5YAigehC9lYYy+jNETCF9KQulLAIWaAXBycsLKyopu3bpx4MABatasWSwfLhAIBAKBQD8UKgDYsGEDDRs2fOS6VqtFrS5UGoFAIBAIBAIDwmR8ISoZODs7F/j7qVOnmD59Ou+++y6ffPJJSWkrEfLz87l+/Tr29valdopg06ZNS+VzShvhS1kYoy9j9ATCl5IoLU8l0XcVuhBQSkoKK1eu5Oeff+bEiROEhIQwePBgxZTklSntHACBQCAQCF6UUt8GmJuby2+//UZYWBjOzs7Mnz+fTp06YW1tzZo1axTX+esDJycnfUsoEYQvZWGMvozREwhfSkLpnp46A2Bra4taraZPnz50796devXqAeDo6MiJEyewt7cvNaHFhdgFUDwIX8rCGH0ZoycQvpSE0ncBPHUGwNfXl/T0dA4fPsyRI0e4efNmsXyoQCAQCAQC/fLUAGD37t1cuHCBVq1aMWPGDBwcHAgLCyMzM5Pc3NzS0qho5FkTY0P4UhbG6MsYPYHwpSSU7qlIpwHu37+fpUuXsmbNGjQaDX379uWbb74pSX3FjkgCFAgEAoHS0NtZADLBwcEsWLCAa9euER4ezqlTp4pFhDEzcOBAfUsoEYQvZWGMvozREwhfSkLpnoo0A2AMiCTA4kH4UhbG6MsYPYHwpSSMOglQIBAIBAKBcSICAIFAIBAIXkJEAFDCJCYm6ltCiSB8KQtj9GWMnkD4UhJK9yQCgBImOjpa3xJKBOFLWRijL2P0BMKXklC6J5EEWMIYY+ILCF9Kwxh9GaMnEL6UhEgCFAgEAoFAoDhEACAQCAQCwUuICABKmPnz5+tbQokgfCkLY/RljJ5A+FISSvckcgAEAoFAIDBwRA6AAlGpVPqWUCIIX8rCGH0ZoycQvpSE0j2JAEAgEAgEgpcQEQAIBAKBQPASIgKAEqZdu3b6llAiCF/Kwhh9GaMnEL6UhNI9iSRAgUAgEAgMHJEEqEDCwsL0LaFEEL6UhTH6MkZPIHwpCaV7EjMAJYwxlr8E4UtpGKMvY/QEwpeSEKWABQKBQCAQKA4RAAgEAoFA8BIiAoASxtimvGSEL2VhjL6M0RMIX0pC6Z5EAFDCLFiwQN8SSgThS1kYoy9j9ATCl5JQuieRBFjCGGPiCwhfSsMYfRmjJxC+lIRIAhQIBAKBQKA4RAAgEAgEAsFLiAgASpiNGzfqW0KJIHwpC2P09SRP+VImiXmjOJ5jQ2LeaLTS3VJW9mIYY1uBcfpSuicRAJQw9evX17eEEkH4UhbG6OtxnjK0ezmV60qy9lvySSdZO4uTuVXJ0O7Vg8LnwxjbCozTl9I9iQCghHF2dta3hBJB+FIWxujrcZ5uaBeSTyoS90f9Elnkk8oN7cLSlvfcGGNbgXH6UronEQAIBAKBQPASIgIAgUAgEAheQhQdAMyePZsWLVroW8ZTGTBggL4llAjCl7IwRl+P82SnHoAJFVFhDoAKc0yoiJ1aOf6Nsa3gyb6UnLSp9LZSbCGg3NxcBgwYQEJCAjt27Cj0vyvtQkACgaB00Up3uZo/iRTt91RSD8bRZBRqlYW+ZQkeQ4Z2LxfyOqMlC4m7qDBHjQUemrWUUzfWtzyDQhQCeoBly5bx9ttv61vGM1F6luiTEL6UhTH6epIntcoCZ80k6prexFkzUXGdvzG2FTzel9KTNpXeVqUWAHz66ae4ubmhUqk4ffq07vq5c+cICAjA09OTgIAA4uLinvleWq2W7du307p165KUXCwcPXpU3xJKBOFLWRijL2P0BMKXklC6p1ILADp27MjevXtxdXUtcP39999n8ODBnDt3jsGDB/Pee+/pfnbmzBmaNm1a4M/UqVNZu3Yt7du3fyE9cjCiUqmIjo4mOjpa93eVSsX48eMBcHJy0l2To72BAwcWeG1SUhKRkZEFrj14SIR8LSwsDICwsLACr4X7h0o8eC0yMpKkpKQC1wYOHAjcjzrla05OTgCMHz++wGtL0pOs2dg8ybqNzZOsXXgyfE9Pu/d+XBzO4Akq/kxWMegrFZs2/6ooT49rvycN+JYtW65YTyV177m5uT32d/UilHoOQLVq1di0aRO1atXi+vXreHp6kpqaiomJCfn5+VSsWJG4uDgqVar0xPeYNGkSu3fvxsTEhKioKKZOnUr//v0L9fmlnQPg5OREUlJSiX9OaSN8KQtj9GWMnuDxvoxhrfzpvu4ikaU4X6V5DxpdDkB8fDzOzs6YmJgAYGJigpOTE/Hx8U/9d6NHj+aPP/5g27Zt1K1bt9Cdvz4wxgcUCF9Kwxh9GaMneLwvpa+Vw+N9lVM3xrfMFSqrh2GCNZXVw/Etc0URnT8o/x5UbBKgTFF2AOgDefrJ2BC+lIUx+jJGT/Dy+VJy0qbS20qRSwAvQmkvAahUxncGNghfSsMYfRmjJ3i8r0t5PUnTLn/ktbbqd3DTLCstaS+EMbZXaXoyuiUAe3t76tatyy+//ALAL7/8gp+fX4l1/gKBQKBEjKHAkcDwKLUA4OOPP6ZKlSokJCTQokULfHx8AJg3bx7h4eF4enoSHh7OvHnzSkuSQCAQKAKlr5ULDBNNaX3QnDlzmDNnziPXvby8OHz4cGnJKHWioqL0LaFEEL6UhTH6MkZP8GRf8lq5M5NKWVHxYIztpXRPik8CFAgEAoFAUHQUexbA8yKSAIsH4UtZGKMvY/QEwpeSEEmAAoFAIBAIFEep5QAYCnK0lpOTUyqf5+joSHZ2dql8VmkifCkLY/RljJ5A+FISpelJ7rOKc8bhpVsCyMjI4Ny5c/qWIRAIBAJBkfH09KRcuXLF8l4vXQCg1WrJzMykTJkyBQ4UEQgEAoHAUJEkidzcXCwtLVGri2f1/qULAAQCgUAgEIgkQIFAIBAIXkpEACAQCAQCwUuICAAEAoFAIHgJEQGAQCAQCAQvISIAEAgEAoHgJUQEAAKBQCAQvISIAEAgEAgEgpcQEQAIBAKBQPASIgIAPSBqLxkveXl5+pYgEBgtsbGx+pZQLMh9gFar1asOEQDogQdLEBtLMGAsPp6HBw+WWr9+PXfv3tWjmuJF3w+oF0Xp+gX/ce/ePaZMmUK/fv2Ijo7Wt5wXQu4Dtm3bxp07d/Smw2T8+PHj9fbpLxHx8fH8+eefTJ06lbi4OBISEnBwcMDS0lLf0l4YSZJ0N/T69evx8vLSs6LS5cSJE1y8eJH58+dz+/ZtQkNDC/xOlIxKpSIlJYVx48bh7++PmZmZYnxJkqSrmb5q1Sqio6O5cuUK7u7umJiY6Fnd86PValGpVNy8eZPdu3fj6uqKWq1WTLs8L1qtloYNG5KamspPP/1EfHw8Hh4exXYwTmmTnp7OlClTOHv2LCEhIcVW378oiBmAUkCSJEaPHs3Jkyfx8vIiLS2NgwcPEh4ezoULF/Qt74WRR1kLFixg27Ztj/zcmGcHcnNzSU9P58cff+T333/Hx8eHrKws3cP42rVreo3wi4P8/Hy0Wi0nTpxQVCcj33dz5sxhzZo1xMfHs3fvXkaPHs2+ffv0rO75kdtgwoQJXL16FVNTU7KyskhPT9ezspJDkiRMTU2pWrUqd+7cwdnZmdOnT/Phhx+yZMkS8vPz9S2xyFhbWzNz5kxu3LjBgQMH9KJBzACUAnPmzEGtVjNhwgSCg4Np0qQJZcuW5cCBA8THx9OkSRNFjxjVajU3b95klkrAagAAIABJREFU8uTJzJ07F3Nzc/Ly8lCr1dy6dYuyZcvqW2KJYWJigpubG7du3dIFA+fOnUOj0VChQgUmTZqEn58f5cuX17fU58bKyoqsrCymTp2Kvb09NWrUID8/Xy8jlsIij/7T0tJYu3YtP/30E4GBgVSqVIm7d++yadMmrl+/Tv369fUttUjIz4kjR46wY8cOJk6cSFxcHNOnT2f27Nk4OjpSvXp1fcssEVQqFbNmzSI9PZ3Zs2cTGBhIxYoVWbhwIWvXriUwMBBra2t9y3wqD39vrKysAJg5cyZ169bF3t6+VPWIAKCESUpKYtGiRcyZMwcTExPu3buHmZkZ7u7uVKlShYULFxIWFoaFhYW+pb4Q586dIy4ujq5duwL3gwKtVkv//v2pU6cOtra2elZY/Mhf5mvXrlGxYkX69u2LSqXi5MmTnDhxgoiICMqUKcNbb72lb6nPzZ07dzA1NaVmzZrY29tz7tw5GjZsaPBT6HIwvWbNGv766y8aN26MtbU1Tk5OVK1aFTs7O/z9/bG2tlZU8C3r3L59O+XKlePatWvs3buXqlWr8vrrr3Pu3Dn8/f0V46ewqFQqcnNziYyMJCgoiFdeeQUrKys8PDy4dOkSderUoWXLlvqW+UzUajVZWVl88sknZGZmcujQIUJCQoiLi+Pw4cM0bdqUMmXKlJoeEQCUMNOnT+fgwYP06dMHU1NTNBoNubm55Ofn4+LiQnR0NDVq1KBy5cr6llpkEhMTdSNbGxsbtm3bRkZGBs7OzpibmxMREUFaWhrdu3fXs9KSQY7kP/roI3x8fHBxccHNzY0mTZpQoUIF6tWrR/fu3TEzM9Oz0udj+/btrFixgtWrV5OZmcnly5eZP38+ly9fxt/f3+Bndu7du8elS5eIi4tj//79SJKk6ziqV6+uGy0qsbO0trZm165d7N+/n169etG+fXsiIiJQq9UEBgbqW16JYGJiwu3bt4mIiKBKlSpUqlQJU1NTFi5cSM+ePbG3t9flRxgqWq2WnJwczp49S3Z2NklJSSxfvpzy5cuze/dubty4QbNmzUpNj0oy5gVaA+DatWv88MMP/PHHH7Rp04aRI0ei0WgAOHv2LMOHD2fdunWYmprqWWnRuH37NkuXLmXQoEEkJibi4uLCjh07WLVqFQ4ODly9epWsrCwmTJiAh4cHWq3WoKeMi4rsZ9myZRw7doyZM2dy7tw5li9fjkaj4ZNPPlF8gmd0dDR37twhJSWF06dPU6NGDfbs2YNKpaJLly60atVK3xILRWpqKhs3buTYsWOULVuWjh07Kq6TfHCW4u7du2g0GrKyssjPz8fW1paoqCi++uor1q9fj4mJiaJmNZ7Gwz7y8/OZPXs2aWlppKSkoFar0Wg0fPfdd3pU+Wzk50VOTg4mJiakp6dTsWJF4H6gqlKpuHXrFmPGjGH48OGllkgtZgBKkPz8fMqXL0+zZs1o0KABW7duZfbs2ZQtW5batWszdepUXnvtNerWratvqUUmMzMTNzc3MjIymDlzJtnZ2bRs2RI/Pz/Kli2Ln58fnTt3NsrOH+6PGvPy8pgzZw69e/cmJiaGzZs3U6ZMGfLz83FwcFDkrI48gsrIyCArKwsfHx/q1KlD06ZN8fX1JSwsDFNTU3788UeCgoIMLrdBXpb5559/+Pvvv/n1119xdnamdevWVKlShcuXL2Npaam4nSpyR/jdd9+xa9cuBg8ejJOTEw0bNuTu3bts376d1157jerVqxt8fkZRkDv/vXv38tdff5GTk0OXLl2wsrLC0dERHx8f+vTpQ9myZQ3at+xj8uTJ7N+/n0WLFlG2bFk8PT0pU6YMGo0GS0tL1qxZg6WlJb6+vqWiS1Mqn/KS8uA6qa+vL4sXLyYyMpL58+fzzTff4O7uzowZM/So8PmQJAlbW1vKly/P1q1bcXd356+//uLUqVO0bt2a1q1bF/BuqF/KF0Wj0RAYGMiyZctITk5m7Nix1KlTh169epGSkqJveUVGDtTOnj3LtGnT0Gg0HD16lA0bNuDs7Kx7XatWrZg8eTLm5uZ6VPsokiRhYmJCTk4OX3/9NbVr10aSJN59913at2/PF198QeXKlXWJVkoZJcsJjZcvX+bPP/9k6dKlnDhxQjeCzMjIYODAgbrXG3p+RmGR78c1a9bw448/EhwczLp163B3d+f999/H39+/wOsN1bfsY/v27SQmJjJ48GD2799P3bp1yc3N1W1Nzc7O5tVXX6VHjx6lpk3MAJQAOTk5LFq0iDJlynDx4kUsLS0xNzcnJycHb29vunTpgqWlJV27dsXR0VHfcp8LlUrFDz/8gImJCf369cPc3Jzr168TFRXFkSNHqFmzpuKnwB/Hw52Gp6cnFStW5I033sDLy4v169dz8eJFhgwZokeVz4fsa+zYsXTr1g1PT0/u3LnD22+/zT///ENeXh7lypUjPj6eevXqGdwoWtY/e/ZsbG1tGTNmDE2aNKFNmzZs2LCBGjVq4Obm9sjrDR1Z5/z58+nQoQNpaWnExsYybNgwbt68yahRo/D39zeq75sc9OTn57Ny5UpGjx5NWFgYvr6+XLp0ie+//57U1NRHggBDRG6/7777jk8++YSjR49iYWFBhw4diI2NZfXq1QQHB2NmZkajRo1KVZuYASgB1qxZw8yZM6lXrx4eHh4MHz6cpk2botVqcXJywsPDg8aNG+Pu7q5vqUVGjmZv3rzJrVu3aN++PQBBQUH4+Pjw559/kpKSQqVKlfSstGSQv8w7duwgOzsbMzMz6tWrh62tLUlJSWzZsoWhQ4fqWeXzc/nyZczNzQkNDeXNN99EHh/89ttvODs7069fP6pWrUrVqlX1K/QxyOlM5cqVo0KFCrrrVapUwdXVlX379uHj46MveS9M7dq1OXz4MFFRUcyaNQuA5cuXY2NjU+rbx0oa+Xu2atUqLl68iKOjI2XKlKFmzZo4ODjQqFEjXcBj6DM5sr5XX32VzZs3s2vXLlasWAHcD+pq1apFmTJlyMvL0+WHlRbGOTerZ9q0aUNYWBgeHh589NFH7Nq1i5SUFP7991/OnTvH77//jo2Njb5lPhfydP68efNYvnw5p0+f1v3M2tqaTp060bt3b8D4yrDKxUa2bdvG0qVLOXjwILNmzWLSpEls27aNypUrM2nSJEV3MnZ2dqjVat5++23q1auHt7c3ly9f5siRI3Tu3BkwvMJO2dnZJCYmolKpUKlUeHt7s379elavXs21a9cAOHbsGAEBAYDh6S8sr776KufPn8fMzIz4+Hj+/vtvtm/fzqeffgoY5/fN0tKSGzdu0LdvXw4dOgTc33HUuHFjGjZsCBj+TI6sz9nZmc2bN1O7dm0uXLjAihUrSEpK0i3f6GMJQywBFDOSJGFhYYGjoyN79+7F0dERDw8PFi5cyOTJk+nduzcBAQGKDQAAbt26hbe3N3fv3mXu3LncvHmTRo0a6W5gOYo19C9mUZGDn3HjxjFz5kzi4+MxMTHBzs6OlStXcvnyZVq3bq3onAdTU1PUajWHDx+mcuXKpKSksHTpUkJDQwkMDDTIRKsdO3aQkJBAxYoV0Wq1VK9eHSsrK44dO0Z4eDgHDhygRo0avPXWWwY/WnyQB7e0JScnU7lyZRwdHdFqtaxcuZL09HS6dOlCnTp1jC7RVl4C8PLy4rXXXiMzM5PVq1cTHR2Nu7u7Lv/BkJHvNa1WS25uLtWrV8fNzY0dO3Zw9OhR8vPzGTBgAA4ODnr7XoltgMWI3ODyf1etWkVERAQAbm5uzJgxg/z8fINNVnkaOTk53Lp1i0qVKjFhwgR69OiBu7s7J0+eZM6cOcTExDBo0KBSTWDRB3v27OGPP/5gyJAh9OvXj40bN5Kens5nn31G//79daMSpSB3HHl5eaSmppKTk4OLiwt//vknx48f5+zZs3Ts2JHXXnsNMMzp1jt37mBlZcW0adPYs2cPH3zwAWFhYaSnp5OcnIxaraZatWqUKVNGcR3l7du3mThxImfPnqVcuXL07duX4OBgTE1NC0wZG2K7PA/y8zElJYWMjAzi4+MJCgpCo9Fw+vRpFi9eTJUqVRg+fLi+pT4V2UdsbCzTp0/H2toad3d3wsLCcHFxIScnxyDqg4gAoAR4sJNfvXo1c+fOJSIigsqVKys2AIiNjWXfvn2cOnWK27dvs2TJkgI/37RpE7du3TL6AADuP5RjYmJYvHgx8+fP5+TJk8ycOfOR34kSkDuOcePGkZKSQlxcHMHBwXz22WePVKc09E4mLS2NP//8k/Xr11OuXDn69eunuFK/Mjk5OZiamjJlyhQyMjL47LPPiIyMZPny5QQGBvLll1/qW2KJ0q9fP6pVq8bx48epVKkSXbt2JTQ0FPjvd6OEYG7gwIHUr18fKysr4uPjuXnzJl5eXjRu3BgPDw+9f6fEEkAx8ffffxMZGcmECROIi4vjwoUL2Nra0rBhQ2JiYliyZAmNGjVSbElclUpFTEwMK1asoHbt2piZmVGhQgXMzc1JSEjAxMREVxhG3zd1SSFXcLSwsMDGxoZ9+/axYcMG1qxZwwcffKC4pE75AXrp0iWWL1/OxIkTadWqFXv27GHWrFncvHmTgIAAXXsaWpvKU+SZmZmsWrWKBg0aUL16dRo2bEhaWhoLFiwgISGB4OBgfUstElu2bKFLly66Q34GDx6Mra0tderUISQkhK1btxIcHGxw2zBfFLk9ly5dSl5eHu+++y5r164lODiY5cuXc/DgQRo0aKCrPWFo96OMfA7K0aNHiYmJYfTo0fj6+uLi4kJubi7R0dFYW1tTo0YNvXsQAUAxcPv2bT766CN8fX0JCAjg9u3bJCYmcuLECXx9fencuTPHjh2jUaNGBbKTlYSFhQVOTk44OztjZ2fH33//TUxMDBqNhtmzZxfYYqXvm7o4kdfmzpw5w5IlS5g0aRIJCQk0bNgQFxcXqlatSnBwMC1atNC31OdCpVKxbNkyGjdurAtQ27Zti5ubGytWrCAkJMRg71k5MPnmm2/IyMigSZMm5OTkYG5uTkhICK+88gre3t7Y29srKiitUaMG1apVY/369ezevVtXVhru73CYOXMmbdq0MfiDb56H7OxsZs+ezZgxY1i0aBENGjTg/fff58CBA7i4uNC6dWt9S3wm8qzEzz//zMGDB7GwsMDT0xNbW1tq166Ns7MzjRo1Qq1W6/2+FAFAMTBx4kS8vLwYPHgwXl5eBAUF6UaIR44coXXr1nh6euLq6qpvqUVG7gATExM5fPgwb731Fl5eXlhYWHD58mUOHDiAVqvlo48+0rfUEkH+Mn/++ed06tSJ/Px8bt68Sbt27bC2tsbLy0txI38ZlUrFxYsXGT16NMeOHSMwMBA7OzsAqlWrxptvvomNjY1B1leXk8Ti4uL4+eefmTt3LrGxsUycOJExY8bg7OxM8+bNddvjDE3/s/D09KRt27ao1Wrmz59PdHQ0APv376dKlSq0bdtW751HcSLPRmk0GqpVq0alSpVYt24dw4YNo2zZsmzYsIFu3brpkiAN1fcvv/xCTk4OTk5Ougp/8kFpZcuW1VUIlZ8r+vYhAoAXJC0tjV9++YURI0ZgZWXFvXv30Gg0ODk5Ubt2bX777TdatGiBg4ODvqU+F/KNOmLECJycnPD19SU7O5uKFSvSunVrGjduzGuvvYapqalBZogXB3v27OHSpUv07duXuXPnMnr0aGxsbBg5ciSmpqYFissogRMnTjB79mxCQkKoVKkSb7zxBteuXWP69OkkJSUREBCARqMxmIfU45A1HThwgOTkZHJycvjzzz9p1KgRPXr04I8//qBx48alvq/6RXiwQ9dqtZiamtKwYUPCwsI4duwY3333HTk5OUyePBmNRmM0AcCWLVvo3LkzlSpVwsfHB0dHR8zMzPj7779ZuHAh//zzDykpKQwaNAgwzPsR4N9//yUyMpK4uDiuXr1KcHAwwcHBumW2/fv3k52dbVAFtEQA8IKYm5uzfft23ZGpGo1Gt+2jYsWKbNu2japVq+Li4qJvqUVGfsDs2bOHI0eOMG7cOE6cOMHkyZMJDw/HwcEBHx8f3UFGxtj5w/3fQ3JyMrt27aJWrVq0bNlSt24+bNiwUj2+szjIzMwkMjKSH374AXNzcxo0aECzZs0ICAjgjz/+YPTo0bRo0UI3G2DIVKtWjdjYWNatW0evXr1o3bq17lRKpRxWJCOPgtevX8+qVasYP348d+7coW7dunTs2JEGDRrg4+NDjRo1FJEAV1hq1KiBs7MzixYt4rfffsPd3R1nZ2f8/PzIyspCq9Xy4YcfYmNjY9CDDGtra3x9fYmNjeX333/n1KlTaDQamjdvjre3NxkZGTRs2NCg8sDELoAX4OrVq1haWrJ161Z27txJnz598PPz0yXnHDt2jLFjx7Jp0yY9K30xli9fTlJSEtbW1ly/fp3q1atjb29PVFQUI0aMMNiI/EV4sC7+K6+8wvvvv090dDRTpkzB39+fYcOG0bx5c8UddSzvQrlz5w7Tpk1jw4YNVK9eneHDh+uS5fbt20dISIielT6eB0e9ycnJmJiYkJubi42NDWXLliUmJoahQ4cSERFB+fLlFdNRyr5SU1Pp06cPY8aMITs7W1csZs6cOYqbaSoMD7ZPTk4O33//PREREbz66qt8+eWXBtVZPg15S+bJkyf59ttvqVOnDqmpqWRlZWFnZ0fr1q2pU6eOvmU+gpgBeAG++OIL3T7Vy5cvc+zYMZKSkoiPj+fq1avMnDmTgQMHUqNGDX1LfSGsrKzYu3cvZ86coX///jRv3pzFixfrdjkYy1SkjLy+nJSUxLvvvsubb75JYGAgZmZmrFy5kp07d1KzZk3ef/99fUstMnI2/8iRI3Fzc6NLly7Y29szY8YMYmNj8fHxoVatWoBh7uaQNS1ZsoTNmzfzzTffIEkSQUFBZGRkcPr0aRo2bEjt2rUVteVW/j0vXrwYOzs7unfvjqurK2FhYcTFxaHVaqlZs6aeVRY/su9ly5ZRr149GjVqRKtWrTh8+DBff/01WVlZNGrUyCDvxQeRg5gvvviCHj168Pbbb9OwYUMyMjJYsmQJaWlpBAUFGdyx78pZIDMw5s2bR/ny5fn444+B+2vkq1ev5vz58xw8eBBLS0u6d+9OmzZt9Ky06Dz8ZXN1dWXixImoVCrKlCnDnj17OH36NBMmTNCjypJD9r5r1y66du2KhYUFFhYW9OrVi/fff5/09HTFjEweRB5tnT9/nnPnzjFz5kzdzywtLfn2229Rq9VMmzYNMLy1VjkwS01NZd26daxbt46ePXtStWpVVCoV6enphIaG6pZklNL5P0jt2rVZv359gWv29vacPHlSV4rZWJDvx6ioKKZMmUJERAQDBgwgLCyMmTNnsmfPHtLT0wHDuxcfx71796hYsSLXr18nLy8PS0tLunXrxtGjRwkNDcXKysrgAhkRADwHqamp/Pbbb6xcuRK4P3VlZWVFv379uHbtGmq12igO51i0aBG3b98mPj6egIAAOnToAMCVK1f47LPPABQ1yioKly5dYteuXWRmZhISEoKvry9WVlYAiuz84b9RipmZGWXKlOHPP/+kWbNmADRv3pyEhARdopUhTp3LD841a9bQrVs3Tp48CUDnzp3Jycnhiy++4Ouvv8bDw0OfMotEcnIyO3fu1C0leXt78/333/POO+/QvXt3qlSpwpYtW/j2228Bw2yX50H2kZaWxvLlyxk6dCgZGRmEh4fz66+/MmrUKJo0aaJ7vaF1nDLx8fHk5OTg4eFB2bJlCQoKIjIykho1alCpUiWSkpI4f/48U6ZM0bfUxyKWAJ6DM2fOkJCQQNeuXXVVqSRJIj8/H41Gw//+9z8cHBwUeSKenGTzzz//sHDhQjp06MBvv/3G9evX2bFjB5aWlnTo0EGX1GgMD6PH8WB53MTERDIzMylXrpwuCFAaP/30E9WrV9cVcMrKymL//v0kJSWh0WhYsGABZcuWJTQ0VDfSNlQ0Gg0nTpzg119/Zfz48VSsWJFVq1aRmpqqqEqUkiRx/vx5PvroI7Zv346Hhweenp506NCBjIwMFixYwK1btwgNDaVx48ZG0/nDf8HctGnTqFy5Mh9++CGBgYEEBwfz66+/EhERQW5uLvXq1TPIIlQyK1euxNfXl4SEBG7evElQUBCpqaksWrSIo0ePcvDgQXr27ImXl5dBJjCKAOA5sLCwYM2aNTRq1Eh3qE9ubi5lypQhOTmZRYsWMWDAAMVlh8N/Hfr48eP54IMPuHfvHtevX2fo0KG6wziaNWum2I7wachfUK1Wi7m5ObVq1SIgIIALFy4QHR1NTEwMVatWVVwBljt37nDlyhX8/PyYPXs2r7zyCgEBAaSnpxMTE8OqVatwd3fn888/N8itf8nJyWzcuJHatWsD92cwli5dytmzZ/H39ycuLo4lS5Ywfvx4g88UfxCVSoWDgwMffvghqampjB07llOnTuk6wl69ehEcHEzdunUL/BtjQavVcvLkSfLz8wkMDATun/R39+5datSowcWLFwkICKBs2bJ6VvpkfHx8KFeuHF9//TVxcXHk5+fTuXNn2rRpg5+fH127dtXdt4Z4T4oAoIhIkkSZMmU4fPgwCxcupFq1ari6uuqmwUeNGkWLFi1o0KCBnpUWnQdLq16/fp2mTZsyefJkvvrqKzw8PLhw4QJvvvkmtWrVMtgpuRdBrVaTnZ3NxIkTWbt2Lbt27SInJ4d3332XChUqEB8fT5s2bRTn29TUFG9vb65evcrq1atZt24darVaV1+9c+fOBAUFGeRhOQ+PkqtXr0716tVp164dpqamLFq0CI1GQ9u2bfH390er1SpqSUouG+vv70+vXr3YvXs348aNIzMzk6CgoAJelHbfPQuVSoWlpSWrV6/m1q1bmJmZYW1tzahRoxgzZgzbtm3D0dHRYAuoybUabt++Te3atYmPj+fw4cPExsZiZWWFq6sr5cuXN+hnpdgG+Jzk5uYSHh7OX3/9hbm5OX5+fiQkJHDjxg1FHgrzIPPmzaNHjx6UK1eOIUOGUKNGDVq0aMGQIUP47bffDDKZ5UWJj4/HxcWFqVOncuvWLd2U686dO/Hz86Nnz54G1zkWBjlHIz09nZycHFQqFYcOHWL9+vVoNBrefPNNxZQxDg8PZ968eYSEhDBhwgTdEtuD96IS70tJksjLy9PNGMbGxvL+++/j7OzMihUr9Kyu5JDbauvWrZw4cYLdu3dTqVIlQkNDCQ0NZciQIaxdu1bfMh+L/Cw4duwYK1asYMaMGQAcOnSI33//nYSEBHr06EHTpk31K/QZiADgBcjKyiImJoYdO3aQmppKmzZt8PLyonLlyvqWVmTkG/rIkSP07NmTChUqMGjQIHx8fFi+fDlXrlyhc+fOvPPOO0aX+Ld37162bdtGQEAAmzZt4ocffkCtVpOZmcmOHTvYsGEDU6ZMUWS7yowZM4b69evTqVMncnNzSUpKYvv27URGRhIeHk61atX0LfGJPHjsbUZGBqNGjdLV3ZCTUZWM/H06c+YMR44coXfv3gDcuHEDOzs7o/u+yci+rly5wr1797C2tiYvL4+KFSvy+eef065dO4MPTo8fP86qVav46quvMDExQaPRkJ2dzZ49ewgMDDT8pVJJ8NKTn58vSZIkXbt2TRo8eLC0detWadWqVVJoaKjUvHlzKTIyUs8KS5aYmBhp4sSJ0qeffip16tRJ+v7776Xbt2/rft6uXTvp4sWLelT4fCQkJEg5OTmSJEnS1q1bpalTpxb4+Y0bN6QrV65IkiRJWq221PUVBa1Wq/MiSffbrEmTJlL37t31qOr5kL9vD//9rbfektavXy9J0n2/ht4mxUFKSorUrVs3KT09XXctNzdXOnDggB5VPZ0PPvhA+uWXXyRJkqTs7GypX79+UmpqqiRJknT+/HkpPDxc+vfffyVJMvzvlcgBEOimTGfPno2trS29e/emVq1a9OjRg927d7N48WJSUlIIDAzExMREcVOsz8LOzo7GjRtjYWFBRkYGV65c4datW1y6dImdO3ei0Wh466239C2zSFy7do3Zs2eTkZFB+fLlUalUXL58maCgIM6ePcuxY8dYs2YNbdq0UUSbarVaNBoNZ86cYcuWLbRo0YI+ffrQpEkTLCwsFJP4B/9939atW0fNmjVRqVScOXOGq1ev8sEHH+heY+htUhSk/5/uz8jI4NSpUzg5OQH3l3UcHR0JDQ3V5SCp1WqDLp1+9+5dZs2axYYNG2jatCnXrl1j8+bNbNq0ia1bt1K+fHnCwsIAw8/bEAGAQEdCQgL//vuvbtpNrVZz9+5dAgICuHLlCnXq1DHYo2FfBPnBU7VqVV3VscOHD7Nx40YqVqzIyJEjDToT+XHk5uby77//cvr0aS5fvszdu3dZu3YtGzZs4O+//yYrKwtfX1+DTeh83IlvKpWKjz76iAYNGuDl5YUkSVhYWOg6DSUg+zp69CiDBg1iy5YtVK5cGX9/fxo3boxarSY3N9fopvzltoyMjOTHH38kNDQUc3Nzrl69Sv/+/XU/N7T78HH4+PjQv39/4uPjGTFihG5n1KBBg3SJtfD4e9jQEAGAQIeNjQ0REREcP34cExMTzMzMGDlyJOPHj2fz5s1UrlxZUUVWCotKpdKNIMuUKUPlypUJCQnh3r17NGzYEG9vb31LLDLm5ub4+/vj4uJCbGwsJ06cwMrKikaNGjFu3DhCQ0MLlJY1tAeVMY6Spf+vr3Dv3j0WLlxIp06dqFChArNnz+bIkSP4+flhbW1tdJ3/g3h7e3PixAmio6Np0qQJPj4+qFQqgwxCn4S8cyM4OJgePXqQmprKr7/+iqWlJUFBQbqOXwl+RBKgoAAXLlxg27Zt/Pbbb3h6etKiRQvq1KnDqFGjiIiI0Le8EkNOSJo5cyZ9Ktb6AAAZZElEQVRqtZqhQ4fqW9IL8fCOhcOHD7N582Zyc3Nxc3PjrbfeMtjZHFn70aNH6d69O+7u7gwfPpwWLVro2kmuu6FEpk2bxq1bt5g8eTIAt2/f5u233+by5csMHjxYV43RWElPT2fo0KG0bNlSUYWbHkS+/7KzszEzM+PIkSN88sknLFq0SFFnv4gAQPAID9YD0Gg0TJo0iRYtWhQozWmM/Pvvv/Tu3ZuNGzca/P7dwiJ3mAkJCdjb2/PLL7+QmZlpsJ2M/Du/d+8ekydPxtPTkytXrhAREUG9evUYN26cwe4LLyzLli3jxo0bDBs2THctIiKChIQEYmJimDBhgqJ3nDyI3J67du3SPVc8PT25ePEikydP5uuvv9bVb1DKMs6Dz4URI0bw3nvvUb16dd3PleRFLAEIHkGevjI1NcXExAQnJydeffVVfcsqNuTp/rS0NGJjY7l9+zb5+fmYmppSt25datSoQV5enuKnYuXtc3v37mXOnDl06tSJunXr4ufnp6t4aGgBjqznf//7H1lZWQwbNoyQkBC6d+/Ozz//zNy5c1GpVIostCWjUqmYO3cuycnJODg4YGtry/Dhwxk5ciSHDx+mfPnyBToUpSJ3lLm5uURERLBz506ysrKYO3cumZmZnD17lpMnT9KyZUssLCz0LbfQyPfo8uXLiYmJ4d1339UtCzz4cyUgDgMSPBWVSoWXl5e+ZRQrcsc+duxYEhMTsbS0pH79+gQEBOjKdsr7zpXEwzMWsodp06bxySefAAX31BvyKMXJyanA0anly5enT58+JCQkcPz4cZKTkxUzSpZHhNL/F/zx9fVl+vTpREZG8s4771CzZk3atm2LhYUFV65coWXLlvqWXKyEh4dTt25dvvjiC7RaLQDnzp3j008/ZdasWSxYsICRI0fqWeWTkdsvJSWFq1evYmNjg5WVFXl5eXz99deAsjr9BxEzAIKXCnnUe+DAAY4ePcqKFStwcnLi7NmznDhxgvPnz+Ps7Gyw6+NP4sHOPzo6mlu3bpGVlUXZsmVxcHCgRYsWiiqTa0yjZLldvvvuO3788Ufi4uLo0KEDTZs2pWPHjgQHB9O0aVNmzJhB69atFZl0+jByp3n9+nW2b99Ot27dMDc3Jzc3F41Gg52dHRYWFri4uPDjjz/Svn37AgGfofBg5//5559z5MgRFi9eTMuWLQkKCsLGxkZR36uHMdwhgEBQAsij3qNHj1KrVi0AAgICGDVqFIGBgaSkpCjyFEc5lWfBggWMHz+ekSNHsnTpUnbu3EmdOnUAwx7xyyNDSZLIzc3VjZLv3bvHO++8Q9++fRU5SpbbZdGiRRw4cIAePXpw4MABAgMDiYiIwM7OTrfn/bXXXqNz5876lFtsyPfaqlWr2LNnD7GxscD9cyny8vJ0rzt//jytW7c22Ip5cvAWHh5OmzZt+Pjjj3W7odLT04mPjzfo79WzEEmAgpeOEydOMGPGDO7cuUPfvn159dVXcXR0BODevXuK2/Mvj/5v3bpF//79WbZsGdevX2fDhg1cvnwZW1tbWrZsScOGDfUt9ZmEh4dz/PhxatasybBhwzAxMeHGjRtkZWVRuXJlJk2aRJ06dRTRUcqjx+zsbH7++WdatmyJm5sbAFu2bOGzzz7j1VdfVfzZIU8iLy+PU6dOsXz5ck6dOkWbNm0YMGAAlpaW+pZWJFJSUhg7diw//PADffr0oU+fPjRr1kyXpzJmzBh9S3xuxBKA4KXDwcGBunXrkpeXx9GjR0lMTCQrK4tKlSopKhlJRh6l7Nixg5s3b9K2bVsqVKiAv78/1tbWHD9+HH9/f4Od2ZADmEWLFrF7927effddfv31V2bPno21tTUNGjSgQoUK5OfnY2lpSatWrfQtuVDI7TJx4kR+/vlnateuzSuvvAJAjRo1GDRoELVr18bW1rZAEpmxoFarcXR0pHXr1lStWpVDhw6xZMkSNBoN3t7eiqneaGlpqav57+rqSu/evcnOzmbGjBmMGDFCtwygxDwAEQAIXgrkTubGjRvcvXsXZ2dn/P39sbOz48SJExw+fFjX0SiRmzdvsmjRIs6dO8edO3ewtrbG1taWKlWqEBoair29vb4lPpYHR8nHjh1j4MCB1KtXj27duuHs7MyYMWP4+++/6dixIyYmJgZdIvZBHszJ8PPzIz4+nvnz55Obm0ujRo10r7OxsVFUJcNnIXfqhw8f5vjx4+zcuRNra2vq1atHSEgI+fn5WFhY4OXlZdCe5Q5dDswkSSIyMpKcnBzKlCnDvHnzqFWrFu3atVPUtr+HEUsAAqNH3gt//PhxFi9ezKVLl/D09KRVq1Y0b94cgGPHjiliivxppKWlsWPHDg4dOkTFihXx8/PDz89PV3fdkBk/fjxr165l0qRJujrqMhcuXMDDw6PADgalsH//foKDg4H7yZljx44lLS2NkSNH0rFjRz2rK17kjjAjI4N33nmHdu3asW7dOqysrAgICKBnz57Y2dnpXm+odTZkXVqtlpkzZ9KnTx/s7Oy4ePEikZGRnD17lrZt29KyZUtMTU0N1kdhEDMAAqNHjs6/+OILBg4ciImJCUeOHOHMmTMcPXpUN12uNOTR1u3bt0lLS6NSpUrUqlWLmjVrcvnyZXbu3EnVqlUN9qhfYx4lS5JEYmIib7zxBrt27cLb25u6devSo0cPNBoNFy9eJCQkRN8yix2VSsX06dMJDg4mMDCQ/fv3079/f5YsWcKmTZsICgrC2tpa91pDRL4v58yZQ1JSEh07diQtLY2rV68SEhJC165d8fT0xMTERNGdPyCOAxa8HPzxxx/SoEGDpKysLKljx45SRkaGtHnzZikoKEjavHmzvuUVGfmY0fz8fGnIkCHSO++8I/Xs2VNauXKldOPGDUmSJCk6OlrKzc3Vp8xCsW/fPt3/R0VFSa+//rrk7+8vrVu3To+qio/JkydLXl5e0qefflrgmGlJevRoYKWTmpoqffTRR1JGRoY0YMAAaffu3ZIkSdLYsWOlNWvW6Fld4UlOTpZatWol5eXlSadPn5YGDx4sdejQQZo9e7a+pRUrygmpBYIXwMPDgxEjRrBr1y5cXV2xsrLC29sbf39/xWwpexDp/1fu5syZg6urKyNGjNCd4zBixAg2btxI7dq1DXrKXJIkEhIS6N+/P507d+bUqVPUr1+fLVu28P7773PmzBl9Sywy+fn5j1z74osv2LFjB0ePHqVBgwacPn1a9zMlzWoUBltbW8aPH09OTg6mpqaUL18egJMnT+qqiUoKWHXOzs7GycmJiIgI5s+fT/v27Zk6dSqHDh3i6tWr+pZXbBjX3ScQPAE3NzeqVauGu7s7ubm5bN26lc8++4xGjRop8lAZtVpNamoqe/bsYeDAgSxevJivv/6ab775hsuXLxMbG2vwvlQqFVWqVCE2NpYGDRrw5ptvMmLECDIyMujTpw+jRo0C/qsRoARMTExITU2lWbNm7NixQ3fd2dmZ4cOH8+GHH+rqTxgLcvvk5eWRlZWFra0ttra21KpVi88//5xu3brh6+uLm5ubQU+Zyz6ysrJwcXHB39+frVu38vbbb9OqVStOnTqFs7OzbsuwMSCSAAVGiZyQlJ6eTkxMDDdv3uSVV17Bw8ODadOmkZ6eTtmyZfnyyy/1LfW5SUtL49KlS9jb2/PZZ5+xcuVKVCoVw4YN47333sPLy8sgM5TlpMyHSUxMpFevXiQmJvLrr78qqqPUarUkJCRQtWpVAObOnctPP/2El5cXX331FVWqVKFnz56MGzeOWrVqGWS7PA8PduhTpkzhn3/+wdXVlTFjxmBubs5ff/3FnTt3CA4OpmzZsorwPXfuXBwdHWnfvr1uBu3o0aN8/vnnLFmyBGdnZ0X4KAwiCVBglMgPJXn6NT09nT179pCZmUnfvn1p1aoVTZs21a/I5+DBB665uTlOTk6640hv3LjB6tWr0Wq1dO/eHTDMRCt59qJt27ZUqVIFd3d34H69fzs7Ozw9PWnXrp2eVRaNCxcu0KFDB65evUpQUBABAQH079+fqKgopkyZwqlTp7C2tqZ3796AYbbL8yD7WLBgAcePH2fo0KFs27aNKVOmUK5cOdq0aYO7uzsajQZJkgy605QkiczMTA4cOMCZM2c4efIkubm5VKxYETMzM6pVq0b9+vWNpvMHEQAIjJizZ8+ye/duli5diru7O1ZWVhw5coTVq1fj7OysiO1xDyM/cA8ePMjZs2dJTU3F1dWVjIwMDh48iKmpKUOHDqVcuXIGV5xEq9USHx9PhQoVsLCwIDMzkxkzZrB3717q1KmDpaUlX375Jb1798be3t7g9D8NW1tb+vfvz+nTpxk8eDBmZmbUq1ePFi1a0L59exo2bEiXLl3QaDSKKYDzLORgND8/n7Nnz9KjRw98fHzo3Lkz3t7ejB8/nn379umqNhp6W8onoAYHB2NnZ8eFCxf4448/SEhIoFq1agQEBBR4rTEglgAERsuNGzdYsWIFQ4YMAe6X+T179ixRUVF07twZGxsbPSssGvLI45dffmHJkiX4+fmRmZmJm5sbffr0wdbW9pHXGhLnz5+nc+fOdOzYkTFjxmBqaopWq2X06NFs376dhg0bYmZmxrfffqtvqS9EWloaw4cPJyEhgfHjx+vqABgbcgBw6NAhVq9ejaurK4MHDy5wqE98fDwuLi5PXPYxBGQf0dHRmJqa6k4EBZg+fTr79u1j8uTJilqSKixiBkBgVMijxuXLl/PDDz+wbds2/vnnHzw8PHBwcMDBwQFvb2/KlSunb6lFRq5M9t133/HNN9/QvHlzrK2tuXTpEqtWreLu3bu6h5chjlBellGyubk5HTt2pEGDBnz44YecPHmS119/Xd+yihU5wIyKimL06NG4urqyZcsWkpOTcXV1pVy5cqjVasqXL2/wNRxUKhW3b99m1qxZXLx4kTt37mBhYUGFChVQqVTk5OTwxhtv6FtmiSBmAARGgxzJ5+bm8u6779KvXz9sbGzYvn07UVFR1K1blyFDhhjsyWNPQ37g5uTk8OOPP/L222/rZjAuXLjA4cOHqVmzJn5+fnpWWjheplHylStXcHV1NegM+Odl2rRp+Pn50apVK/7991/+97//ERMTQ5cuXRg4cKBBd/wycrtcvnyZ33//ndOnT+Pk5ISVlRWbNm3im2++wdfX1yBn1V4UEQAIjAb5i7xixQrS09MZPHgw+fn53Lp1i5iYGH766Sd69epF48aN9S21SMgPnvPnzzNmzBhSUlKwsLBg+PDhNGvWDEC371ppxMTE0LdvXxo0aMCcOXP0LUdQBOTDfUJCQujSpQvm5ubA/UOpEhIS6NOnj34FPgN5WSItLY2bN29y/fp16tevT2JiIps3byY3NxcbGxv69OljlMEbiABAYGTcu3ePPn36cPLkSSZOnKhLQMrNzeX27dtUrFhRzwqfn6+//hpra2vatm3Lvn372L59Ow4ODgwcOJCaNWvqW95zY+yjZGPljz/+YOnSpajVanr27Im3tzcODg4FRslKGDV/9NFH3Lt3D5VKRXJyMkOGDNGdESKjBB/Pg8gBEBgVGo2GN954A0tLS+bOncvevXvx8fFR7FG/DyYoxcXFMXToUCpVqoSHhwd16tQhNjaWa9euFaidrzRUKtX/tXf3MTW/bwDH39FQrVrMczrIIU+FsSmVJmQei5VhWvM0zFNqTGl5ajZNk+cZUshDGpaz+oOGKQ8zqj9MmOQQeTjEqZxE3z/snC/2+31t+X59zqfP9fqz0x/XWZ8+93Xf93Vft933hxfffJ+geXt7M2nSJGpqajh79ixGo5FWrVrRpUsX2/l5e/17Wr/HwYMHMZlM7Ny5k6CgILp06UJOTg4jRoz4oU7IXr/H72p5KY3QrOLiYuLi4qivrycmJoa8vDz69OnDlClTyM3NVTq8ZrG+eAoLC8nOzmbr1q0AuLq6MnDgQOLj41m6dCmgro55Qn2sBbbv3r0jKyuLkydPYjKZmD9/PqmpqdTX15Ofn0/btm2VDvWXrLf9PX/+nLCwMFq3bo27uztjx47F1dWVmzdvKh3iHyErAKLFaGhowGAwsHfvXpqamvD39yc4OJjQ0FCGDh2qihfT976vhB81ahSDBw8mNzeXI0eO0LlzZ7y9vXFycrIdr2qpsxRhH6zP1+rVq6murqaoqIjbt29jNpvp378/kydPZuTIkbbjnfb+PDo4OPD69Wuys7Pp06ePbeXi2LFjBAYGotPplA7xPyc1AEL1ft43vnjxIunp6bi4uLB06VLVFf19z2w2ExsbS3x8PP369QMgKyuLnTt3EhwcTFpamsIRCi158+YNSUlJ7Nu3D4CcnBwKCgpwcHBgxYoV+Pr6KhzhP/v5XdHQ0EBaWhqfPn3CZDLh7OyMyWTiwIEDCkb550gCIFSvvr6et2/f4unpafvZvXv3SExM5OvXr5w/f17B6H6P2Wxmy5YtXLt2jTFjxrBu3TqcnJwwmUy8evXKbvv9i5apvLycc+fOMXXqVFvhaU1NDYcPHyY6Olo1RbYlJSVUVVWh1+vR6XRcvXqVqqoq3N3dCQwMpEOHDnbdvOjfIlsAQvUMBgPR0dHU1tYSEBCAg4MDHTt2pKKigvj4eNV1/Pt+ltKmTRvGjh1LQEAAhYWF7Nq1y7a90aFDBxwcHOx+qVWom3U5/9SpU6SlpVFaWsrnz59pbGzEzc0NDw8P/P39cXZ2tutTHNbvYTAY2LhxIwCnT5/m6dOntu0LHx8fW7GwFpJqWQEQLcKdO3dIT0/HaDQyd+5c6urqKC4u5vjx40qH1mxlZWU/LKl++PCBhIQEbt26RU5Ojib2KIWyrAN6Q0MDMTExbN26lZqaGi5cuIDJZMLLy4ugoCDVNKACiIuLY9asWQwaNIh79+6Rm5tLWVkZ4eHhzJ8/X+nw/ihHpQMQ4ne8fv0as9nMsGHDyMzM5MKFCxw6dIjhw4ezefNmpcNrtoqKCmbPnk1gYCCJiYn06NEDNzc3Bg0aRFRUFDqdTpb+xR9z8eJFPDw8bEmnr68v+fn5GAwGVdTYWP9X6urq6N27N926daNdu3b4+fnh5eVFcXGxKjuE/i5ZARCq8v0SY15eHmfOnKG8vBy9Xs/GjRttV8taLBbVVf3/7OXLl+zevZvCwkLGjRtHcHAwycnJFBQUaPJlJZRRW1vLjh07uHz5MiEhIcyYMQMfHx/gW42KvT+L1ndGdXU1CQkJPHv2jMbGRrZv386QIUMA9XbS/F1SAyBU5dmzZzg7O9O6dWs2bdrEggULSExMpKysjOTkZB4/fkxISIgqB3/rsb/3799TWVlJz549GTNmDCNGjCA/P5/q6mpiYmIYMGCAqi/LEerR1NREmzZt8PHxQafTUVlZSUlJCS9fvqRjx46qKPqzThj27NmDm5sbKSkpNDY2kpqaSmlpKcOGDcPd3V3hKJUhKwBCVbKzs20Dv4uLC0uWLLF9VllZyaJFi4iOjmbOnDkKRtl8L168IC4ujo8fP2I2m1m/fj2hoaHAt9MO1n7rQvyXrBXwHz9+5MuXLzQ1NeHh4YHRaOTSpUvcunWL8ePHEx4ernSo/8g6+3/48CEFBQVERUXRuXNn4NtVxSkpKbi4uLB9+3aFI1WGJABCdd69e8fatWspKioiJSXF7l9Cv/L161eMRiM6nY5t27YBsGbNGjIzM9mxYwc+Pj5s2rQJvV6vcKRCa+Li4qirq+PLly8MHz6cCRMm4OXlRVlZGXq9HicnJ7uu/LfKyckhKSmJWbNmkZyc/MNn1u1CLRz7+5kkAEK17t+/z8KFC+nXrx+bN2+ma9euSofULI8ePWL69OlMnDgRT09Ppk+fTrdu3YBvyUFsbCwWi4X9+/crHKnQAutAmJGRgdFoJCIigsWLFzNy5Eg+fPjA6NGjf7j9Ty3ev39PbGwsVVVVbNiwAX9/f6VDUpwkAELVmpqayMvLIyEhgeTkZCIjI5UOqVk+f/7MgQMH2LVrFzNnzrSdU7ZqbGzE0dFRk7MU8efV1tYye/ZsMjIySE9Pp2/fvgQHB7NgwQJCQ0NZs2aN0iE2m1xB/TdJAESLYLFYqK2tpX379kqH8ltkliLsQV1dHaWlpfTu3ZtVq1Zx9OhRHB0dWb58OfPmzWPo0KGqPoYqV1B/IwmAEHZIZiniT/tfA2FDQwNJSUl0794ds9mM0Wi03QMg1E8SACHslMxShBLu3r3Lixcv8PT0xNfXl4KCAq5cuYLFYmHJkiXo9XpVz/7F3yQBEEIIjbMO6AaDgbS0NAICAnjw4AF+fn4sX74cV1dX2+9KMtpySAIghBAC+P998iMiIpg3b57S4Yl/mdwFIIQQGvarPvlFRUU/rACIlkNWAIQQQqOkT762SRWHEEJolHUv/8iRI/Tq1YujR48ybdo0li1bxsqVK6murpbBvwWTBEAIITTIuvj78OFDnJ2dWbhwIZ06dWLFihWcOHECi8Via00tWiapARBCCA2yzv5LSkrYs2cPJpPJ1ie/R48e7N+/H4vFAiAdKFsoWQEQQggNi4yM5MaNGzx58oSwsDCuX79u+8x6rbYM/i2TFAEKIYQApAOl1kgCIIQQwkY6UGqHJABCCCGEBkkNgBBCCKFBkgAIIYQQGiQJgBBCCKFBkgAIIYQQGiQJgBBCCKFBkgAIIYQQGvQXRtqGHSHYDjUAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# [(col_avg_med_tissue, 'Avg. Median rTRE', 'Average-Median-rTRE__tissue_{}__All', True),\n", "# (col_robust_tissue, 'Avg. Robustness', 'Average-Robustness__tissue_{}__All', False),]\n", "LUT_TRAIN_TEST = {\n", " VAL_STATUS_TRAIN: '(train)',\n", " VAL_STATUS_TEST: '(eval.)',\n", "}\n", "\n", "params_tuple = [(cols_avg_med_tissue_[st],\n", " 'Avg. Median rTRE %s' % LUT_TRAIN_TEST.get(st, ''),\n", " 'Average-Median-rTRE__tissue_{}__%s' % st, True) \n", " for st in ('All', VAL_STATUS_TRAIN, VAL_STATUS_TEST)]\n", "params_tuple += [(cols_robust_tissue_[st],\n", " 'Avg. Robust %s' % LUT_TRAIN_TEST.get(st, ''),\n", " 'Average-Robustness__tissue_{}__%s' % st, False)\n", " for st in ('All', VAL_STATUS_TRAIN, VAL_STATUS_TEST)]\n", "\n", "for cols, desc, drop, use_log in params_tuple:\n", " print('\"%s\" with sample columns: %s' % (desc, cols[:3]))\n", " dfx = pd.DataFrame(user_aggreg)[users_ranked].T[cols]\n", " # colors = plt.get_cmap('nipy_spectral', len(dfx))\n", " fig, extras = draw_scatter_double_scale(\n", " dfx, colors=list_methods_colors(users_ranked), ax_decs={desc: None},\n", " idx_markers=list_methods_markers(users_ranked), xlabel='Methods', figsize=(1 + len(dfx.columns) * 0.8, 6),\n", " legend_style=dict(loc='upper center', bbox_to_anchor=(0.5, 1.35), ncol=5))\n", " # DEPRICATED visualisation\n", " # ax = dfx.T.plot(style='X', cmap=plt.get_cmap('nipy_spectral', len(dfx)), figsize=(len(dfx) / 2 + 1, 5), grid=True)\n", " # ax.legend(loc='upper center', bbox_to_anchor=(1.2, 1.0), ncol=1)\n", " extras['ax1'].set_xticks(range(len(cols)))\n", " extras['ax1'].set_xticklabels(list(map(lambda c: col_metric_rename(col_tissue_remane(c.replace(drop, ''))), cols)),\n", " rotation=45, ha=\"center\")\n", " _format_ax(extras['ax1'], desc, use_log, vmax=None)\n", " name = ''.join(filter(lambda s: s not in '(.)', desc)).replace(' ', '-')\n", " fig.savefig(os.path.join(PATH_TEMP, 'scat_teams-scores_tissue-%s.pdf' % name),\n", " bbox_extra_artists=(extras['legend'],), bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfx = pd.DataFrame(user_aggreg)[users_ranked].T[cols_avg_med_tissue_['']]\n", "dfx.columns = list(map(lambda c: col_metric_rename(c).replace('_tissue', '').replace('Average', 'Avg'),\n", " dfx.columns))\n", "fig = draw_matrix_user_ranking(dfx, higher_better=False, fig=plt.figure(figsize=(5, 5)))\n", "fig.savefig(os.path.join(PATH_TEMP, 'chess_teams-ranking_tissue-avg.pdf'))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfx = pd.DataFrame(user_aggreg)[users_ranked].T[cols_robust_tissue_['']]\n", "dfx.columns = list(map(lambda c: col_tissue_remane(c).replace('Average-Robustness_tissue', 'Avg-Robust'),\n", " dfx.columns))\n", "fig = draw_matrix_user_ranking(dfx, higher_better=True, fig=plt.figure(figsize=(5, 5)))\n", "fig.savefig(os.path.join(PATH_TEMP, 'chess_teams-ranking_tissue-robust.pdf'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statistic per stain pairs" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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CD4NaNNaN1.0NaNNaN7.02.0NaN2.0NaNNaNNaNNaNNaNNaNNaN
CD68NaNNaN1.0NaN1.0NaN1.0NaN2.0NaNNaNNaNNaNNaNNaNNaN
CD8NaNNaN0.0NaN7.07.0NaNNaN2.0NaNNaNNaNNaNNaNNaNNaN
DABNaNNaNNaNNaNNaNNaNNaN171.0NaNNaN5.0NaNNaNNaNNaNNaN
EBVNaNNaN0.0NaN1.00.01.0NaNNaNNaNNaNNaNNaNNaNNaNNaN
ERNaNNaNNaNNaNNaNNaNNaNNaNNaN1.012.01.0NaNNaNNaN4.0
HENaN4.0NaN4.0NaNNaNNaN61.0NaN6.09.03.06.05.05.014.0
HER2NaNNaNNaNNaNNaNNaNNaNNaNNaN2.02.0NaNNaNNaNNaN2.0
KI67NaN1.0NaN1.0NaNNaNNaNNaNNaNNaN1.0NaNNaNNaNNaN3.0
MASNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN0.0NaNNaNNaN5.0NaN
PAS2.0NaNNaN8.0NaNNaNNaNNaNNaNNaN0.0NaNNaN5.014.0NaN
PRNaN4.0NaN1.0NaNNaNNaNNaNNaN1.011.01.04.0NaNNaN1.0
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" ], "text/plain": [ " ASMA CC10 CD1a CD31 CD4 CD68 CD8 DAB EBV ER \\\n", "stain-reference \n", "ASMA 1.0 NaN NaN 4.0 NaN NaN NaN NaN NaN NaN \n", "CC10 NaN NaN NaN 1.0 NaN NaN NaN NaN NaN NaN \n", "CD1a NaN NaN NaN NaN 8.0 7.0 1.0 NaN 2.0 NaN \n", "CD31 0.0 6.0 NaN 1.0 NaN NaN NaN NaN NaN NaN \n", "CD4 NaN NaN 1.0 NaN NaN 7.0 2.0 NaN 2.0 NaN \n", "CD68 NaN NaN 1.0 NaN 1.0 NaN 1.0 NaN 2.0 NaN \n", "CD8 NaN NaN 0.0 NaN 7.0 7.0 NaN NaN 2.0 NaN \n", "DAB NaN NaN NaN NaN NaN NaN NaN 171.0 NaN NaN \n", "EBV NaN NaN 0.0 NaN 1.0 0.0 1.0 NaN NaN NaN \n", "ER NaN NaN NaN NaN NaN NaN NaN NaN NaN 1.0 \n", "HE NaN 4.0 NaN 4.0 NaN NaN NaN 61.0 NaN 6.0 \n", "HER2 NaN NaN NaN NaN NaN NaN NaN NaN NaN 2.0 \n", "KI67 NaN 1.0 NaN 1.0 NaN NaN NaN NaN NaN NaN \n", "MAS NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", "PAS 2.0 NaN NaN 8.0 NaN NaN NaN NaN NaN NaN \n", "PR NaN 4.0 NaN 1.0 NaN NaN NaN NaN NaN 1.0 \n", "\n", " HE HER2 KI67 MAS PAS PR \n", "stain-reference \n", "ASMA NaN NaN NaN NaN 6.0 NaN \n", "CC10 3.0 NaN 6.0 NaN NaN 3.0 \n", "CD1a NaN NaN NaN NaN NaN NaN \n", "CD31 3.0 NaN 6.0 NaN 2.0 6.0 \n", "CD4 NaN NaN NaN NaN NaN NaN \n", "CD68 NaN NaN NaN NaN NaN NaN \n", "CD8 NaN NaN NaN NaN NaN NaN \n", "DAB 5.0 NaN NaN NaN NaN NaN \n", "EBV NaN NaN NaN NaN NaN NaN \n", "ER 12.0 1.0 NaN NaN NaN 4.0 \n", "HE 9.0 3.0 6.0 5.0 5.0 14.0 \n", "HER2 2.0 NaN NaN NaN NaN 2.0 \n", "KI67 1.0 NaN NaN NaN NaN 3.0 \n", "MAS 0.0 NaN NaN NaN 5.0 NaN \n", "PAS 0.0 NaN NaN 5.0 14.0 NaN \n", "PR 11.0 1.0 4.0 NaN NaN 1.0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import re\n", "\n", "STAINS = ['HE', 'ER', 'PR', 'CD1a', 'CD4', 'CD8', 'CD31', 'PAS', 'CD68',\n", " 'EBV', 'MAS', 'PASM', 'KI67', 'CC10', 'CNEU', 'ASMA']\n", "STAIN_LUT = {\"CNEU\": \"HER2\"}\n", "def _filter_stain(name):\n", " regex = \"(%s)\" % '|'.join(STAINS)\n", " match = re.search(pattern=regex, string=name.upper())\n", " code = match.group(0) if match else re.sub(r\"S\\d(-v\\d)?\", r\"DAB\", name)\n", " return STAIN_LUT.get(code, code)\n", "\n", "df_cases[\"stain-reference\"] = df_cases[\"name-reference\"].apply(_filter_stain)\n", "df_cases[\"stain-source\"] = df_cases[\"name-source\"].apply(_filter_stain)\n", "# print(df_cases[\"stain-reference\"].unique())\n", "nb_users = len(df_cases[\"method\"].unique())\n", "\n", "mx_stains = []\n", "for st_ref, dfg in df_cases.groupby(\"stain-reference\"):\n", " st_row = dict(dfg[\"stain-source\"].value_counts())\n", " st_row.update({\"stain-reference\": st_ref})\n", " mx_stains.append(st_row)\n", "df_stains_conf = pd.DataFrame(mx_stains).set_index(\"stain-reference\")\n", "df_stains_conf = (df_stains_conf[list(sorted(df_stains_conf.columns))] / nb_users).round()\n", "df_stains_conf.to_csv(os.path.join(PATH_TEMP, 'stain-pairs_confuse.csv'))\n", "display(df_stains_conf)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DAB-DABDAB-HEHE-PRER-HEPAS-PASMAS-PASCD31-PASHE-HECD1a-CD4CD4-CD8CD1a-CD68CD4-CD68...ASMA-CD31HER2-PRER-HER2CD4-EBVCD8-EBVCD1a-EBVCD68-EBVER-ERCD31-CD31ASMA-ASMACD1a-CD8PR-PR
Status
all171.066.025.018.014.010.010.09.09.09.08.08.0...4.03.03.03.03.02.02.01.01.01.01.01.0
evaluation87.066.010.010.011.05.04.0NaN9.08.08.0NaN...2.0NaNNaN1.03.02.0NaNNaNNaN1.01.0NaN
training84.0NaN15.08.03.05.06.09.0NaN1.0NaN8.0...2.03.03.02.0NaNNaN2.01.01.0NaNNaN1.0
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3 rows × 39 columns

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" ], "text/plain": [ " DAB-DAB DAB-HE HE-PR ER-HE PAS-PAS MAS-PAS CD31-PAS HE-HE \\\n", "Status \n", "all 171.0 66.0 25.0 18.0 14.0 10.0 10.0 9.0 \n", "evaluation 87.0 66.0 10.0 10.0 11.0 5.0 4.0 NaN \n", "training 84.0 NaN 15.0 8.0 3.0 5.0 6.0 9.0 \n", "\n", " CD1a-CD4 CD4-CD8 CD1a-CD68 CD4-CD68 ... ASMA-CD31 HER2-PR \\\n", "Status ... \n", "all 9.0 9.0 8.0 8.0 ... 4.0 3.0 \n", "evaluation 9.0 8.0 8.0 NaN ... 2.0 NaN \n", "training NaN 1.0 NaN 8.0 ... 2.0 3.0 \n", "\n", " ER-HER2 CD4-EBV CD8-EBV CD1a-EBV CD68-EBV ER-ER CD31-CD31 \\\n", "Status \n", "all 3.0 3.0 3.0 2.0 2.0 1.0 1.0 \n", "evaluation NaN 1.0 3.0 2.0 NaN NaN NaN \n", "training 3.0 2.0 NaN NaN 2.0 1.0 1.0 \n", "\n", " ASMA-ASMA CD1a-CD8 PR-PR \n", "Status \n", "all 1.0 1.0 1.0 \n", "evaluation 1.0 1.0 NaN \n", "training NaN NaN 1.0 \n", "\n", "[3 rows x 39 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_cases[\"stain-pairs\"] = df_cases.apply(lambda row: \"-\".join(sorted([row['stain-reference'], row['stain-source']])), axis=1)\n", "\n", "# Show the count-stat\n", "stain_pairs = [{'Status': \"all\"}]\n", "stain_pairs[-1].update(dict(df_cases[\"stain-pairs\"].value_counts()))\n", "for st, dfg in df_cases.groupby(\"Status\"):\n", " stain_pairs.append({'Status': st})\n", " stain_pairs[-1].update(dict(dfg[\"stain-pairs\"].value_counts()))\n", "\n", "df_stain_pairs = pd.DataFrame(stain_pairs).set_index('Status') / nb_users\n", "df_stain_pairs.to_csv(os.path.join(PATH_TEMP, 'stain-pairs_counts.csv'))\n", "display(df_stain_pairs)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexscale-tissuematched-landmarksRobustnessNorm-Time_minutesAffine-translation-X-DiffAffine-translation-Y-DiffAffine-scale-X-DiffAffine-scale-Y-DiffAffine-rotation-DiffAffine-shear-DiffrTRE-Mean_elastic...TRE-STDrTRE-MedianTRE-MedianrTRE-MinTRE-MinrTRE-MaxTRE-MaxrTRE-Median_rankrTRE-Max_rankcasemethodstain-pairs
0463.0025.01.01.0000005.234309-68.522467103.0179340.001765-0.004129-1.0420020.0122180.003905...70.0706050.00111113.2370790.0000891.0602330.035879427.5033032.0007.000463.00AGHASMA-ASMA
1461.5025.01.00.96780311.10003187.259917-30.2130290.041048-0.0326502.2978370.0208970.006532...125.1676110.010752128.1089150.0002012.3914690.045603543.3573356.0008.500461.50AGHASMA-CD31
2460.7525.01.00.9715919.91352767.85715927.7658550.011738-0.0197270.9996590.0157410.006957...101.3809810.011249133.6932770.0006227.4036710.039665470.7521976.1257.375460.75AGHASMA-PAS
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3 rows × 40 columns

\n", "
" ], "text/plain": [ " index scale-tissue matched-landmarks Robustness Norm-Time_minutes \\\n", "0 463.00 25.0 1.0 1.000000 5.234309 \n", "1 461.50 25.0 1.0 0.967803 11.100031 \n", "2 460.75 25.0 1.0 0.971591 9.913527 \n", "\n", " Affine-translation-X-Diff Affine-translation-Y-Diff Affine-scale-X-Diff \\\n", "0 -68.522467 103.017934 0.001765 \n", "1 87.259917 -30.213029 0.041048 \n", "2 67.857159 27.765855 0.011738 \n", "\n", " Affine-scale-Y-Diff Affine-rotation-Diff Affine-shear-Diff \\\n", "0 -0.004129 -1.042002 0.012218 \n", "1 -0.032650 2.297837 0.020897 \n", "2 -0.019727 0.999659 0.015741 \n", "\n", " rTRE-Mean_elastic ... TRE-STD rTRE-Median TRE-Median rTRE-Min \\\n", "0 0.003905 ... 70.070605 0.001111 13.237079 0.000089 \n", "1 0.006532 ... 125.167611 0.010752 128.108915 0.000201 \n", "2 0.006957 ... 101.380981 0.011249 133.693277 0.000622 \n", "\n", " TRE-Min rTRE-Max TRE-Max rTRE-Median_rank rTRE-Max_rank case \\\n", "0 1.060233 0.035879 427.503303 2.000 7.000 463.00 \n", "1 2.391469 0.045603 543.357335 6.000 8.500 461.50 \n", "2 7.403671 0.039665 470.752197 6.125 7.375 460.75 \n", "\n", " method stain-pairs \n", "0 AGH ASMA-ASMA \n", "1 AGH ASMA-CD31 \n", "2 AGH ASMA-PAS \n", "\n", "[3 rows x 40 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = []\n", "for user, dfg in df_cases.groupby('method'):\n", " for stain, dfgg in dfg.groupby('stain-pairs'):\n", " stat = dict(dfgg.describe().T['mean'])\n", " stat.update({'method': user, 'stain-pairs': stain})\n", " stats.append(stat)\n", "df_stats = pd.DataFrame(stats)\n", "df_stats.head(3)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def _tranpose_result_table(df, col_index, col_columns, col_values):\n", " table = []\n", " for idx, df_idx in df.groupby(col_index):\n", " row = [(col_index, idx)] + list(zip(df_idx[col_columns], df_idx[col_values]))\n", " table.append(dict(row))\n", " df = pd.DataFrame(table)\n", " return df.set_index(col_index)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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UTObHjh1bkZeXJ/X39+/+/PPPd/rxxx9NalDVNxRw8GUwyMzMtH7llVfuZmRkXHNwcGA5L4wHkZ6ebn3mzJnUS5cu3Vi7dq23QqFghg4dWnn+/Hl7ALhy5YptVVWVWKFQMGfOnLF/5JFH5ADw0Ucf5SYlJd1ITk6+dv78eQdtTyBXV1fV9evXb0yfPr0UAGpqakTJycnXN2zYcHv69OltaszSNxIoWMIoCWGa/uaDUSgUIu256eeff95ge5ChPCsoKBAfP37cOS0t7Vpqaur1VatW5Y8cObIqOjq6jPOoCg8Pr1+ccHV1Va9fvz5rypQpXbZt2+ZcVlYmefPNN4uMff4Wsf4NP6iUDFg1g9QEO9TVisCqGfzxo2Bboqqrq5nz5893mDhxYtkzzzxTsmfPHpemv8UvQ+KGhKRVp9nUsDUiAKhha0Sp1ak2Q+KGhBib9ty5c+8eOnTIpbi4WGzo8wkTJpRzXo0XL15MXbduXQ7nYbZ169acF198sWjXrl2uAFBcXCyOj4+3nzBhQpl2Gvpj78KFC72GDRtWkZiYeOOPP/5IWbx4sW9FRYVozZo17k5OTuqbN29eW7VqVe7169db/M5nscYCDs5osDfzgvvTZz/pamx6/fr1q8nJyZF9/vnnLtHR0eX6n+tvQ7C3tycA8N///rd4z549LkqlEr/++qvz5MmTG7gSPvXUUxXp6emJU6dOLUpJSbGJjIwMy8vLM/nxlb/99puDUqkUsSwLlUol+u2334y2gH/zzTcukyZNKgWAp556qmT37t0NGv7IkSMDgoKCwkeNGlW/r14/P7t37/5A44JQFK1Y4Utqa3UH/NpaUdGKFUbtB2IYw2MWd517Edu+fbvbjh07MrnPtbchHDly5Jb2d2fMmFH8zz//2BtyB5dIJHjttdcKli9f3iYvUoDGq4BbfGRZAr68CxrD2dlZ5e3tXffVV1/pDGzPPPNMWXx8vH1JSYnoq6++cn788cdLJRJNcztw4MDtn3/+OTUqKqpqw4YNnuPHj/cX8hnNlabqJ3C/Lubn5yecPXvW4cSJE6ZdASje7Q6i2zZBakUo3sV7LInm5AcAvPPOO/kbNmzwbCvXSW06O1spn46wL+K8C6xEIM9E2BV1cpIIatSJi4uz79atW1inTp16DBs2rELbUNcUjfV7puDl1MmJQTH+JWJrMQsAYmsxGzymS8nLaZOvGpPug8bAsLCwul69elVu3bq1WRPioKCg2v/+979dPv30UxepVNomgZ85T4I61DHav431MOBewtzd3XsWFhZajR07toL7rLF51MCBA2tu3bqV+PrrrxeUlJRIBg4cGPrPP/9YOzo6sklJSdc3bdp0293dXTVlypSADRs2mMyId/v2bX99QwEHIUR0+/Ztf2PS9/T0rBs1alQVAEyePLn4zz//NGgM0e6fRo0aVWZjY0Puedgpc3JyJA8//HB1YmKiXUlJiUgmk5GoqKjKP/74w/bChQsOw4cPrwSAXbt2uYSFhYWGhYWFpaWlWSckJNQb92JjY3Xms88++2wJADz++OOVlZWVIi7uRFvw9NmrXfdmFrjzZSTg0N+G8NJLLzWY0xvKM1dXV7VMJmMnTJjgv2vXLid7e/smB4lx48ZVhIaG1sybN6/zl19+mcmXDs1my8k0hEVVQmrNou7eWCuVsXh9nVGGygeNpwcOHHDq37+/3N7enjz//POlv/zyi7Opt7kE2QbVsGB1HpIFywTbBhttwHZxcWGfeeaZ4tWrV7dqnvKf//ynMjMz0zovL0+yY8cOl//85z+lVlaa9eXGxt7ff/+9w/r1671CQkLCHn744W4KhYJJT0+X/vnnn/aTJk0qATTe3cHBwS1+z7J4Y4EVIyYykYQ85z+w8LvBc27ykeZjjz1WtnTpUr/Y2NgmtyBwxMbGlh45csT5hx9+6NCtW7dqPz8/g7Xew8NDPXPmzJLDhw/f6tGjR9Wvv/5qctfiESNGyK2srFixWAyJRMKOGDHCqH1Td+7cEf/1118OL7/8cmcfH5+ITZs2eR49etQ5PDy89vLly/WrKydOnLi5Y8eOW2VlZSY3kDSF25IlOYy1tU6nzlhbs27vvJNjTLoeHh6q8vJynYG0pKRE7ObmpgLuv4j9+eefaX369KltTppWVlZ45ZVXGjUIzJo1q+TixYsOWVlZJvdc4bwKlErNoK1UEoYP74KIiIiahIQEg14nNjY27C+//JK2c+fOjp9++mn9ZNze3p4MGTKk/Ouvv3b+7rvvXJ5//nmd9ty3b9+apUuX3j116lTqzz//3K6DijVGU/VTG0dHR3bQoEHyM2fOmLbPcp1cCEa3bYKxZuE6hfdYEs3Nj4iICEVYWFj1rl27zKLeaHsXCOFVAADXr1+XisVicJ4lUVFRlSkpKdcvX758bd++fW5//vmnDaB50b148aJOW7148aJtcHBwff/Wmn6PLxw7OyhlDlK1WqEWiaUiolaoRVIHK7VjJ4dWz1QbGwMJuf+e/8477xR8/PHHXtrXGuPs2bOpM2fOLLx06ZJd7969Q9tir7grXFWAxqNA+zd3vbVwL2FZWVmJhBBoT6YfNI9ydHRkp0yZUrZnz56scePGlfzwww+OgMZAPnr0aPn69evz1qxZk3X48GGTtcnOnTtnMgxj8GWQYRi2c+fOmcakr/+yxTAMnJ2dVdov58XFxWIXF5f6fJLJZPUVTCwWQ6VSMTKZjPj5+Sm2bNni1rdv38rBgwdXnjx50uH27duyXr161SYnJ0s3bdrkcebMmdTU1NTrw4cPL6/VWjzR33pm6Lnaiu8G97z5nL9noUwkIlYMYzLDWmN5ZmVlhStXrtx4+umnS48dO+Y0dOjQoKbSUqvVSE1Ntba2tmaLi/nf7tMkaVet6z0KOFiWwSXjFhIfNJ7u37/f5fz58x18fHwiIiMjw8rLy8VHjx7tYIy8ljLFa0qRrchWp27bimzZWK9YXjw73n777Tt79+51q6qqatW79oQJE4o///xzlz179rjOmDGj/pkaG3sJITh48GA6Z+DKz89P7N27Ny/jq8UaCzgjwYTO/YtSx6y7unvQrKxOdsYNYhyzZs0qeuutt/L69u3bbOtSeHi4wtnZWbV48WLf8ePHGzQyHDlyxIHbc1ZaWiq6ffu2jNtzbUqio6Orjh07ljp37tzcY8eOpUZHRxu1t3X37t3O48aNK8nLy0vMzc1NLCgouOrr61sXHBxcGxcXZ//111/X7xtvbaMRGpc5c4pthw0rZ+4NtIxMRmyHDy9z+b//Myq+gqOjI9uxY0flkSNHHADNpPL333935Kz5reWVV14pPnfuXIeSkpIGA4tMJiOzZs2689lnnzXYLyU02l4FHHx4F8TExMjr6uqYtWvX1u/lu3jxos2tW7e4kyBUP//8c+qKFSt8vvvuu/oBZ9KkSSWbNm3yKCoqshoxYkQVoNlbfOzYMQftdLy9vU3eDhvDXTyjUAxHFQPNCzIDa1YMR5W7eEZhU99tKS2pn0qlEvHx8faBgYGmje/g834+GJnuJFAkY+FjXMApQ7QkP5YuXZq/efPmNvPg0YbzLmAACOFVkJeXJ3nppZc6T5069a5+AMiQkJC61157LZ+LSTB//vyC9evXe3GntKSkpEg/+ugjr3nz5vFeXq2lqrDGKuK54MLY3/97I+K54MKquzVGGVYbGwO5/gkAevXqVRsUFFRz8uRJxwelpVKpkJGRIR0zZox8y5YtOaWlpZKm9qoLQZFdUQKxI/HangXEjsQX2RUl8JG+g4MDu2HDhqwtW7bUx/9obB7166+/2hUWFooBoLa2lklNTbX29/evS0hIkHFbEgDg8uXLNr6+vibry52cnORdu3ZN1zcYMAzDdu3aNd3JycmohZj8/Hwpt03066+/dhk4cGDlwIED5Tt27HAFNHXl66+/dh06dGiTcgYMGFC5efNmj6FDh8qjo6Plu3btcg8LC6sWiUQoLS0V29jYsC4uLurs7GzJ77///sA6um/fPmcA+OWXX+wdHBzUrq6ubbaPr5OdtWr3oO5ZqWMGXp3Q2aPIVEaDxvKsvLxcVFJSIp4wYUL5Z599lp2cnGwLAPb29uqKRoJmL1++3CM4OLj2yy+/zHjhhRf8FQqFaa0v3DYEQONRILEiUCkZnDtulOGtsfE0Kiqq+tKlS/Y5OTlXc3NzE3NzcxNXr16dtXfvXpNuRZjgOaFczIh16oqYEZMJnhMaeJW3Bg8PD3VMTEzp3r17m4xB4ejoqNZ/P5o5c2bR1q1bPQAgMjKywUu//tg7bNiwinXr1nlwHo/nz5+3ATRtf//+/c4AEB8fb52ammqjn1ZTmN0Kb3Po1sGruo9L16qVD43P48tAoE1AQICysQjo9/bY16+sbdy48fbIkSOrAODpp58uWblype/zzz9fZui7ly5dsn399dc7icViQghhJk+eXDRkyJA2cbuPjo6uMtZIwPHtt9+6zJ07V2ci+OSTT5bu3bvX5YcffkifM2eO7/z58zu5ubkp7ezs1AsXLuR91YsPvPfvz8wICQlXFxRIRS4uSu99+27zke6uXbtuzZ49u9O8efP8AGD+/Pl52nvWDLF48WLfDz74oD4uwZUrV25of25tbU2mT59+d8mSJX6Gvv9///d/RR999JHJAx3GxVXYcV4FHEolYS5dqjDKdV0kEuHIkSM3Z8+e7ffJJ594ymQy4uvrq9i4cWM2d09ISEjdd999l/7kk08Gubi4pA8bNqx63LhxFTNmzLCaNGlSEfeSw7Is1qxZ4/HKK690tra2Zm1tbdkdO3bcalS4iXEUPV4ZYZWdmKte6FnM7uroKppy10e8qkDMCBNYsKn6ydVFpVLJPPzwwxWxsbEG+zfBEHdg0XVfOgq1Yja4zyiEuG3ygyMqKqo2PDy8+tq1a2YR4Gvlo875KYV1Nnx5FXDu4iqVihGLxWTChAnFS5cuvWPo3jfffLOwa9eunikpKdKBAwfWLF++PCcmJiZQqVQyVlZWZMWKFTkDBw5ss4C++jz/65P1Xoi+AzyNjgnQ2Bj4/vvv6/TBS5YsyR80aFDYg9JSKpXMxIkTu1ZWVooIIczs2bMLnJ2d22y/iytcVcUolhjrUWCIQYMG1YSEhNRs27bN5eWXXy4BDM+jUlNTrV955ZXOAMCyLBMdHV0+ZcqU0vPnz9u+9tprnSoqKsRisZj4+/srdu3axcu43Vw4gwEXu4AvQwEA+Pv7127cuLHj9OnTbYOCgmrfeuutwrq6OuZ///tfp27duoURQjB8+PCKWbNmNbmoMWTIEPmGDRs8hw8fXtWhQwdWJpORQYMGVQKaYMHdu3evDggI6O7l5VUXGRn5wMUMa2trEhoaGqZSqZht27bdAsB5MLRZPeWMBisfqs1bdCXd+1KJcXMOrv/j/h8+fHj5li1b6k8wayzPysrKxKNHjw7kXvhXrFiRDQDPPfdcyaxZs/w/++wzj4MHD9b3PwkJCbLdu3e7xcfH33B2dmYPHjwoX7Bggdf69etNN0/+9LdUbFnkjT9+dMbr67Jw6TcHnDvujHd3ZRibtKHxNC4uznbgwIFyLjApAEycOLFs2bJlvjU1NYz2dSFxtXJVVwyruCKkjEWLFhXs2rWryVgjnp6e6sjIyMp7R8qWb926NcfPz08VEBBQGxMT0+icS3vsXb16dd706dM7hYSEhLEsy/j5+SlOnz6dPnfu3MLx48f7BwQEhAcEBNQGBgbWOjs7t8jAxzTHJc4UJCQkZPbs2dO0QT0oFD1q4uKs8yZO7Oq9f3+GTVSUSd1jKRQKhUKhWB5lZWUOt2/f9u/cuXMmH4YCc6Vv377d1q5dmz148GCdha5p06b5BQUF1S5YsIB3DzgK5d+IXC4XhYWFhV25cuWGMd47KpUKdXV1jK2tLbl27Zps1KhRwTdv3kyytrbWMQAkJCS49ezZ099QGhbpWUChCIVNVFRtQHr69bZ+DgqFQqFQKJaBk5OT3MnJKbGtn6MtGDx4cJBSqWQ+/PBDs/QapVAsjcOHDzvMnj3bf+bMmXeM3eYjl8tFjzzySDelUskQQrB+/frb+oaCpqCeBRQKhUKhUCgUCoVCofwLeZBngVkGm6NQKBQKhUKhUChBfUxYAAAgAElEQVQUCoXSdpjTNgSWZVlGJBIZ7epw5cqVSKm0wRH0jaJSqcCdvy4UQsugOpiHDKqDecigOpiHDKqDecigOpiHDKqDechoDzqYQgbVwTxkUB3MQ4Y56qBQKFS9evUy+oQalmUZAI0GKDUnY0FSYWFhmLu7e3lrDQbFxcWO5eXlTmKxGGFhDww4rMP169dbdH9rEFoG1cE8ZFAdzEMG1cE8ZFAdzEMG1cE8ZFAdzENGe9DBFDKoDuYhg+pgHjLMUYekpCSjj4plWZYpLCx0BJDU2D1mE7MgPj6+o0Qi2Q6gO4zcHlFcXNzZy6v5p8aVl5fD0fGBx8oajdAyqA7mIYPqYB4y9NNnWbbeYqt/TjxfMvimPZaDJcqgOpiHDKqDecigOvx7ZFAdzEMG1cE8ZJijDrm5uXXu7u75RoplASSpVKoXIyMj7xq6wWyMBXzAMEwMgJjAwMCX0tLSmv297Oxs+PkZPK6eN4SWQXUwDxlUh7aVoSZqrL+9HiszVmJxwGLM6TQH1ZXVSE9PB8uyEIlECAwMhIODg9GyaDm0ffqmkEF1MA8ZVAfzkEF1+PfIoDqYhwyqg3nIMEcdGIaJJ4RECfhIANpZgENCyFFCyPSWWn7GjRsn0BOZTgbVwTxkUB1ML6PXJzlgFmSAefc3SL6PwNzkd1DGlmFe8hL0vtAbp1JOgWU1W7FYlkV6ejrkcuOPwabl0Pbpm0IG1cE8ZFAdzEMG1eHfI4PqYB4yqA7mIaM96NBa2pWxgEKh/PsY0EkGK5kK6PcM4JACSGoAAKy4BknVSZhaPlXnfj4NBhQKhUKhUCgUSnulXRkLGIaJYRhmW3l5eYu+FxgYKNATmU4G1cE8ZFAdTCsjv0aBKve7UAZmAyo/gNEN5sqCRYA4oMH3WJZFZmamUbJpObR9+qaQQXUwDxlUB/OQQXX498igOpiHDKqDechoDzq0lnYVs4AjKiqKxMXFtfVjUCgUgcivUWBFYgZ2ZuSDJQR1LAGsTwIOGwBRTf19trDFAtsFeEL2hM73+YxdQKFQ2idyuRyZmZnw9/enfQWFQqFQzAoas8CEPPbYYxYvg+pgHjIsWQc1UWNt5lpIj0qx7vY6qIkagGbCnJiYyKvbvrE6TDyXiK1puahVsxpDAQAoBkC/S2NUIgyRDdG5xpehgNaltk/fFDKoDuYhQ8j0DfV9crkc6enpqKur423bEi0H85DRHnQwhQyqg3nIoDqYh4z2oENraVfGgtZuQygqKhLoiUwng+pgHjLaQgdjXuYNBQdU2igxL3kJ+vzdB5cLL/M+YTakQ0s58HAEZgb5wEYsglTEaC4SO6DwMOavO45hr0Xjx+9P44ttB9AruFf9cYl8ehS0x7pkaembQgbVwTxkCJV+WnUaoi5GYVnGMihtlFh6c6lggVFpOZiHjPagAyfDs8oTTBUDzypPQdIXGlrWbZ++KWRQHcxHRmtoV8aC1p6GQKFYAmqixsrEVbi28DpWJb3Py+rXgE4ySMUA+owH7HWDAybIEzDi6ghBThIwFk8bGTb3DUXGk4PwYoC3xmjAaIwGc74ZiQrbUjyxeSjGH3oCDg4OCAwMhFQqpVsPKBTKfSPp4lQEn+2HK/KrqGKrAABVbBUNjEqxGO7gjs5vCoVC4RsaswBAZWUl7O3tBXwi4WVQHcxDhlDpp1WnYfzV8bhRlgyFpBYylTW6dQjGculy+DK+9fe1dOU8v0KFLh/dglXQOFR6XGvweZQkCp85fKZzjY/Veb7zqeBeDIM/i8px+Yn+tC6ZiQyqg3nIoDroMuVQHvbkZoN1qgRc3gRkCQ3uMdT3AYBUKkVERESr5NJyMA8Z7UEHzypP3MEdyCCDAor63x7wQIFdAS8y2kM+UR3MQwbVQRgZNGaBCVm5cqXFy6A6mIcModLvdbw3EsoToJDUAgAUklqjV7/yaxRYkZwGVVAWKmWjAdZG53Nb2GKMdEyD7/FxkgDf+cR5Glx+or8g6RvCUuuSKWVQHcxDBtVBQ36NArP/voEDimSwTnJARIDax5rd94lEIvj7+7daPi0H85DRHnTgPAkUUOj85tPDoD3kE9XBPGRQHcxHRmtoV8aC1sYsOHHihEBPZDoZVAfzkMFn+vWusgsyUKMMBRHregG19lhAbsLc9Yfz2HEzD2oQoK5hcEARRBgsHdzg+8ZOmAHLKoe2kkF1MA8Z+ukLEfCzPZYD3/nEhw5cYFQFy97v7gwFRlUyDfo+Pjyq2mN7sEQZgqQfdxqYEAEUFQBxpzHtxMeavwXCAx4AABlkOr+563xAy9o8ZFAdzENGe9ChtbQrYwGNWUBpT9THE5CowNY9Aaj5Wf0yeJKAgeCAX/94CB3EHRqkTff9U/4NCBEjpLkIYZDgG87o+NDx81ibuRZXllwR9CQBfVqTRzqBURndwKjLH92IpaPWY8WjG/HN0WPo3a23IIFRKe2QuNPAnNFAZjKw+Dlgzmj4oxbYvkIwkQV2BYgcEqnjWUDsCG9bECgUCoVDvGzZsrZ+Bt7Ztm3bsunTpzf7/pCQEHTu3FnAJxJeBtXBPGTwmb6PK7D19m0Q30JA5ArYfw8wyvrPpUopFjkughTS+mvNmdQ+7u2KapUaSeVVEDGAWsth4eDiEYiI6oro2UPQ7bEA2Nvbo7S0FIQQXifMllQObSWD6mB6Gb0+ycGsYwV4N/UUlt8dhzPlR6G0q8XZknM4VPQd/Mv84QBN/SeEoLS0FPb29pDJZK2SpyZqfHT7I3zf+3tIxVL0c+yHqsoqpKenQ6VSGZ0+B5951H1DJl6+mIJ1t9IRV3Ydd2zewIniIyDWdThXeg7fFnzLaz7p59E4yTgcKDuA3pm9waiZFqVtbyXBf3zcMS3AG5UqFf4pqQRhATDAWx6e8JnpDC8fb1QWVKN3bHfY29tDLpeja9euFtHvmUIG1cEAr48BSu4AapXmd221ZiUuLxOIncufHD1CQkLwk/dPqEIVRlaNxEMZD8HW1tbo/kI7fVrWbS+D6mAeMsxRh3fffTd/2bJl2wR8JADtzLOgteTn51u8DKqDecjgI31uxW7AqYsgLhWafbWMZvVrduVd7C/eDxJNUPl4ZauOBTR4ksC94wc9HSQ6Ogh1koAllENby6A6mFZGfo0CSo9CoFs20OUlQJoBtUyzaqeSKniJkK+9tUj7uNIKVAh6ZB+f/VKy603A+d5+f9c5gORW/Skq1aSa33zSy6O5yUsgvyLHm7ffhDWxblXawP0+MH5kf3ipnBHewQ5PbB4KuV1Z/SkqgKb/i4iIsJh+zxQyqA4G2Pwr0GswYG0L1FYDAFQSKbBgC79y9MjPz0eBXQEq2Ap8kPsB7548tKzNQwbVwTxktAcdWgs9DUFzP1pyf2sQWgbVwTxk8JH+kBNxOHe3DKyBz/LHDMXoYf11ZMjlcmRmZsLf379Vk1r9kwRoOZiHDKqDaWTk36v/OzPywbIEdYQATm8JEiF/9veF2BEnRx2jAh7uD4jLAeZ+SxdBBEfGESecdPctGuvVI1i/JHQ+DeoDWJWZJI8A2h7MIX1TyOA9fW4bwj1DAQDUgYH06Zm8GAx6fZKDK/l1gEQFdCwFbKshlf8Ixv8zvN1lLv7D/gcMYerv58sLkJa1ecigOpiHDHPUgZ6GQKH8S9HZVytidD7zdJA0uN/Y1S/9kwQolH8TOjE8OOO5QBHypw+yhdqzSOO9oO6k8xIMtD5oqSnQ7pfqJw5C5xPxs6g8opgpesEH9+Mav8EH17wGKOs0f8tsACsppCDAyYO8JN/DTwSRzz2vJ7cbgM9LUAdvgsKhCquLVuP58ueRpc6qv58vjyRKO0WvPWBCBFyhbPp7lH8t7SpmAcMwMe++++5bdnZ2ka+99lqzv1dbW4t+/foJ+GTCy6A6mIcMPtLX2VerVCGxrApqlgAMsKxHV4vQoa1lUB3MQ4Yl6GAwhofaA7DlJ0YIoPFemH85Da/8kwy1dS00i4AiQPoPwKjq77OFLaZZT0OQJEjn+yKRCF27dm31XmS++6XCahUSSisBlQdgp5dPKhkWdVjITz4ZyCMb2OBF6xd5zyOAtgdzSJ93Gdyqf8kd4EY88NWHcFIrwNRWAw//hx8Zw/4L1FRpYhQs2Q50cEb1zRuwWncI8O7S6mS59rCnMBMqqUKzvOf2AiC+AyLRtAkVVCglpfil7hfEWsfWf5cQArlcDg+P1p+OYHFl3Qbpm0KG0O0BJXfQI7grPJ96gR8ZBqDlIIwMU8UsoNsQAKSlpSEoKKjpG41AaBlUB/OQIUT6+tsELFEHU8ugOpiHDEvSoUBrO4JCzYIFMNuuJ+aEl9Wnz0X5Z1m2Ra6+Bl34mSrA7TlAVFV/yU5phx/df4Q9Y19/jQ+XYiHK4X+H8rArJxsebBm+SJPB7VEHFP0iR2V+NR7f9Qg/+WQgj8QiMY51OAZ3xr3+Gl9u1+2xPRi7Ta2p9IWAVxkTIjSnFKhVOjEF4OQOnLzLjwwD8KGDMVt/zLXfMLUMqoMejbQHlYMzJKdL+JFhAFoOwsig2xBMyKRJkyxeBpe+Z5UnmCoGnlWegskQivZUDnyiv03AEnUwtQyqg3nIsCQdtAN/Tu7sDTu1DEtGOOuk39qAnwa3Ft07sm+FCY7sE6Ic3o/uiMEyP1yZNgJPbB6K2ctn1AcH5C2f7uUR7pyozyOH0A5Y3GkxaplaAPwea2jJ7UFN1FibuRah10MFPcKSbx16fZIDZnEqmA0XwWw/C2ZBBoJ3iNHrkxx+BBgIPlgLRvDgg3zkk8GjPpux9cec+w1Ty6A66GGgPUBmg0VyZ/5kGICWg/nIaA3UWGCpNLIH7w7uAED9bwqFQqE0H08bGb58OAyVsY/wFiNE/wQSa5EIzD2nvt4zu+NsyI/oPbM7KguqBTuBhG+8OkhwZoa3wTwC+MsnkUqTUVwebX15D+I6xqFHUA+zzyNTkVadhqiLUViWsQxqO7WgJ2vwic4JJM5ywKYO9pW1eOHrP/Fwh/vr6XK5HImJia179sxkIOkvneCDIgCIO2W8AvfQOeXk3k989DdGGzx02kOgN8RggJoB0J+6M0oGQ2RDAPBrPKOYF7wsBhpoD2DViEKF8Q9IabdQYwGA7t27W5YMbs9RZjKw+Dlgzmh0Ftdi86dekEGzX1MGGe8eBkLnE+/pGwjiMqhbw8BYfGJxdakN0jeFDKqDecigOujCTf5vjR2EWcE+eMjZHk9sHopOfX0EPbLP0vpW7XyaGeqLh5ztBc8jwLLqEkd+jQI9LvTHFflVVLGa7RpVbBUvR1gagg8duGM4u/5wHmlsieYYThEAqOEnXoN9H89EedEqfrwjBA4+CAADOskgFeteExEVBnZuffwMbXSO+lT6IlxxAiSaYMqeKTrHKPNtPKP9t3nI4NLnZTHQQHuAsg6PioU1IrancrB0Ga2BxiwwIZ5VnriDO/CABwrsjIjE28ieo7uOgMeRhrcTu/ZXxk3CGVSUdRqXq6S/NH+Pmw4s2NzWT9d84k5rOvfNJ4DMG/f/duN/mwmFQqE0SXvpWy2c/BoFIr5ORLGsHHB5U5AjLIVCfy/+0OwrePPyxxgXawUxyYHCWgVpjRU6lnhhfZd16GJ3P0hgi1fOiwqA7SuAk99qth7EndIYClYfAKKG8aJPfoUKXT/MRq3q/lzLRsIgY75fo543FEpz4d4dZJBBAUX971a9S5igPVBMB41ZYEKGDBliEhm8bREwsOeoWgrMfgM6ngUA4IHWR8LVR+h84jV9znqqVt13uVKrUHrwc/5kGIBXHQx4kCAzGd+P7s2fDE6O1iphRh87oKhA0PgXFlWXHiDDkvPIFDKoDgYwsCo/7pEB/MrQg/at5iGDj/S1V+VLbco0q/ICHWGpL7PX8b940UF7L/7InAQcO7wYL0zKBWuVCYW1Jsp/nY0SeT45mK6crvPdFntHuHlqjFgn7wLRTwMLtmCIMpTXFyOvDhJMjbSv9y6QigGnnJOCGwosob62tYz2oAP3zqCAQud3q94lDLQHnLyLIW8u4+txDdIeyoFLX+h5n5DptxazNxYwDNOVYZgdDMPw5zOmR1VVVdM3GYFnlSfOHj/L3xYBA3uOJHUMDibO0ulMiB0xzoNBD6Hzidf0Gwnishp+/MkwAK86NDIpH6Iq5E+GAYNEJ1INbF8haPwLi6pLD5BhyXlkChlUBz0aMQBOqknnT4YBaN9qHjL4SH/iuURsTctF7b0TOwAACsP72AdLB+tca+mqfPcNmWA2XIT3wXP4NCUXV0orcXbATl734n95biukahXC7wCs3oyUBYsAccPtLSzLIjMzs9XyhSjnJSOcIboXhFDMMHBP3c+7DH0sob62tQxL1IEzzj10/DxWJq4CLgLIBaREcxztgKoBOJJ+BCOrRvIms6qqStCXVEssh8bSF3reZ46x5wQ1FjAM8wXDMHcZhknSu/4YwzApDMOkMwyz4EFpEEIyCCHThHxOoeHVKgg8cA8e50nAp0eBRdIegrg0Min/AJ34k2HAICEBcPfEFkHjX1g6nlWeiD8TT/NIn0YCr1Lu0YgBMBplbf1kzac99K0WzINO1lg2aiPeeXSj0SdrcC8rya43NYEH62MKAIxayetefO+dZ8D2egSxl61gX6v7OZ/eEULDeReIGGBqlD2s6srb+pEoFoa219D2zL+RwEzBitwVAAvIMqxRd7UO4SXh+DDnQ3irvPFB7ge8Biw1x5dUcyLhUAKYKkaweZ85zysFjVnAMMxgAJUAviKEdL93TQwgFcBIADkALgGYBEAM4H29JF4ghNy9972DhJCnmyO3pTELVCoVJBLh3MV43W8EGNxzRE5+C2b1N4LuORI6n3hNXzuug8wGYNWAsg7EyQ3MSR5X5vXgVQduFVJ7Um4lBRszFaKFDfehtoqifGDx8zqT/2oZELsQ+G5ow9v5in9hUXXJAEwV0+hnlpJHvMswsJedKOvACLyX3aLqkoH2BpkN1Et3QjxqAj8yDED7VvOQwWf6BTUKrEjMwBc381GrYgER8OT6GixfH4mc/amozK/G+ENPQC6XIzMzE/7+/s32KNCPKaCNzY0Afvfi3+s3ykk1/BcAZVq7KRzFjjjS4QjsYFd/jY9o/0KVc36FChP33cWBZzvCzQa0vpqBDEvQIf9eW96ZkQ+WEAy8fRkJofNRaktQf2zOPZwYJ5x0Oln/Px/tgfd3FANYQjk0QC9mWOIHwzFyHXDHteGtfMz7WjOvNFXMAkFLjhBylmEYf73LfQGkE0IyAIBhmP0AniSEvA9gdGtlMQwzHcB0AHBxcUFUlCbvXn31VYSGhmL27NkAgEceeQRr1qxB//6aM+vt7OzQu3dvlJaWIilJ4wCxb98+/PTTT/jqq68AAHPnzoWXlxfeeOMNAMDIkSOxaNEiDB06FADg5uaGn3/+GRMnTkR6usad9Pvvv8e+ffvwzTffwBe+6OvdF0f3HQWg8SxYtnYZZs+ejaghmuf09fXF4cOHMXbsWOTkaFz8fvrpJ2zZsgVHj2q+t2rVKtTW1mL58uUAgPHj38Kkbv0wbsFqZGeLMGztVuzfPwyPPfYYioqKAAC///47Vq5ciRMnTgAAPvroI+Tn52PNmjUAgNjYWDz++OP1Z3t2794dX375JYYMGVLvcvPXX39h7ty52Lt3L/z8/LBlyxbcuHEDGzduBABMnz4dAwYMwNSpmsjLffr0waeffop+/fpBrVZDLBbj4sWLmDVrFi5dugQA2LlzJy5cuIBt27bVl9PPP/+MtLS0RsvpzJkz+N///tescnKFCMt8I9BPno23yzsgChUYyZTja78h+KORcgKAd955B9bW1li4cCEAICYmBrNnz8bjjz/erHLKzs7G7t279cppPCZNmoRx48YBAAIDA7F///4my6nHqimwv7fSrxRbQcwAImUdSr7dhrdSaxstpz/++AMAmldO08ajJu532GhNC8VqYPg/wKEBDIiMQKKWQCVWQVIswa6Du5psT80pp4MHD+LWrVutak/NKafS0lLcvHmzhe2p+eUkmSWBylUFK9YKSpESjEKTVw7VDkjLS2tWe2qqnKKjo+Hn59fq9tSccurRowdsbW2bbE/NKaf9uIYAkRIMq0ZN3GnYgIABUPfT1xh48GKr2lNzykkulyMlJcUi+r1v5s2C35VzsFLd8wwDwKpU+OrV/2Gzwxqj+73Gyik0NBT5+fm89Hs1OSJMgxOediQ4GDgcTPxpjEAZPpaGIOrIEaP7vcbKKTs7G48//jg//V4j5XTo0CH4+fm1uj21Rb93adpLiNr1JxQe7kiIzMPOQ2twK/cWcnJy8GHUO/jpp59w6NChFvV7B3buQt9VG5ATEA4ikgDi+06oJPFbpF7ujzOtbE/65TRo40z4oxaOAIpXyaBS1kEKArnEGg5/lWHy5MmYNWsWZDIZRCIRjh49iiNHNJGczaHfM1ROf3u9gy+//BJZWVlNtidjxicvLy/cuHFDkH7vjz/+QHZ2No4ePSrIfI8rp+zsbDz77LOC9Hs///wzwsPD61+k+Z7vceW0adMm5OXlNVpOTfV7qgUf4KqCBQGDodlXcOzwYjzhzOKsgQNmAsWBOv+zLIvExERIJJJWl9OdtY17P//9999G93teXl545pln4OfnJ8h8jyunbt26Iet0FlSuKrgTd7y87uVWz/ciIcdnsmywdbWIfywIEahGiBhYsgt49eV7c2OVBCqJZm4cNSTKqPne1KlTITmkmVdyxhpuXukBjwe2J5NACBH0B4A/gCSt/58GsF3r/8kANj3g+64APgNwE8DbzZEZGRlJWkJL728NkZGRxKPSg6ASxKPSQ5D0hUZoGVQHPQrzCXl/NiEj3Ak58S0h788iZIQ7mR4ZzJ+M8d0J6SshJBKEDLQhpL9U8/cId4JK1P/wjUWVwwNkWHIe8S6jMI+QGcMJGWSrqUORIDWRjKbuCohF1aVG2ltxpIQ/GQawuLrUBumbQoZQ6eeVK8ngz3JJfoWSVxn51bVkyh/XCL46SfDVCYI9J0iPAcN5S58QYnCcK46UEHLpVP0tFRUV5OrVq6SiooIXke2hLplCBtXBNDLyq2vJ7IvXic2+30jiKH9SFyUmu6eB2B8FwYn7P7YnbMny88tJXFxcg5+rV6+2Wj73biKrlOn85vNdxeLmZNpjtdacxhRz45akDyCOCPweTwgx/wCHhJBiQshMQkgA0XgfNArDMDEMw2wrLzdur5hcLkdiYiKve4EAoMCugPeggxYN3d/8YBqJWhsP/s4Vx+YTmiPPnNyBd78CnpyGEkiA1Qfq4164ww5X6pyRq1oEllQ3keC/C4uKEWIgCr8rlPylb2AvuwjQHM1E0WCgvcHJHW+ja1s/GcWC8eogwZkZ3rxH3/e0keHLh8MwxS4UKHWAG2PN/158A+PcKPTU2VLp4OCAiIgIo1ytLR6h+29Km6Ed8PPrt3bhvG8EhqdJIdHzPBdB1CBoKWB8DI8CuwJEDonkN0C6ief3vO/3NxAzrBYMsGCL4PM+s5xXCm2NQEPPggEAftH6/20002OguT/NtWCpWBVZc2sNcTzpSNZmriUqVkUqKirIP//8Q+Li4sg///zDmyX74sWLvKRjsvQvndJY1grz6//+59fj/KY/yFZjubu3GqnuI9asMAiIxZVDG8jg0q9QnyGXFa4kXmFL4hQg8QobclnhSirUZ3iTIRTtqRyM4aEfF5JZF78gRed+aNDeSF8JKXj9KR6e9B4P8FLhDaH7JQPQumQeMqgObSdD23PBUnUwZfq8yzAwX+K9/zaAxeVTG6TPt4wXFxwglX2s769kR4LURlmRA5Mm67yfcD98vadcvHiRP+/nNpjfa6/G6/+0Ck4HrXJQ97XSePjySF51LZl18Tp56McLhJCW1yW0Y8+CSwCCGIbpwjCMFMBEAEf4SLglngVp1WmIuhiFZRnLUE7KsfTmUvS+0BunUk6BZTX7t1t8nu8DuHHjhtFpmCz9Ro73stm7lj8ZBqKCi1i1JmijgFhUOTRDhppUIVe1kNeVfy79IvZzqFEMAk2aBDVQoxhFrPHnqbe3cuAFPUt80OL/Gm2Jv1J6GztunkH+iilQ19U2iMLv+PevPD08DK6a11o7AKsP8JO+KfolA1hkXTJx+qaQQXVoOxnanguWpkOvT3LALMjQ+el3yM3o4x/14SLZ9zr+FwCey6GRU1R47b8NYGll3Rbp8y1j2ZWlkBKNx0i1yBoKxgoyosTjOcfh4OCAwMDAVp1w0hQ3btzgz/u5Deb33Cq8tmeB9vUWY+DUOZFaCZw8aPSzAronX+y4mYcrpZUATFNfW4PQRyfuA3ABQDeGYXIYhplGCFEBeAXALwBuAPiGEHKND3mEkKOEkOmOjo5N3jvo0iBcrbyKKlYThKKKrUJSdRKmlk/VuY8vgwEXzEIoeE2/kYGpY+JZ/mQ8wMVHSCyqHJqQIWfPIlHZGXfYT6BGGe6w63FV2Qly1rhyMqUOlpo+7zIMvAg7lORqTj0xkjpWhZHjhuOsT0dUScQ6UfiX1robnX49BtyJH64N5u+EFlP0SwawuLrUBumbQgbVwTxkmEoHvs58H9BJBqkYgEQFeBcCgTm8Hv/Y2KSf13xq5BhlXvtvA9D6anoZkk9PYIfvJNy1ckFs+Frs8B6Pu1bOUL63HwDqDQZSqdQoQ4G+cUvo+ir0/J73rRQP2KJrDPr9Ra2aRR17f7+JKepraxDUWEAImUQI8SKEWBFCfAkhO+5dP04ICSaaOAQr+ZLXEs+CcPtwsHoHA7FgESBuGH6UZVlkZmby9ZjmTyMD0wfoxJ8Mur/ZaIRc+aeYGAMvwhKAN0t8SGk5+uYXwk6lvn+RVSMKFbyk3xS8TPxN0S89AL5eXigUoWkPdZWvM9+nD7KF2rMI6JYNOMsBmzoALJaMcDYq3aYm/bxiYL5kyv6bYjo8/H1xNfJk1vMAACAASURBVPYj+A2/hO88Hsfr3ZcjvOt7cBkcXX+PMTE8um/IBLPhIrwPnsOnKbm4UloJZkEGrvf9gD8l2nB+z9t+/2bEUmkNE88lYmtarrD9hQCYfYDDltASz4Jp3tNgL7bXuWYLW4yRjmlwr7HBQwDN8Rja8B1EUT99o2hkYIoN9eVPhgEXHykIby4+jcFrPrVB+qaQwaXvJnoJYriCgebgawY2EMMVbqKXeJMhFG1RDka1aQMvwiqxFW+W+A2n4yBVa4yjdVZWIFZSQFmH0da1vKTfGFwe8TLxN0W/ZABedWhChlC0p37JkmWYSgdLrqt8BSrjXuYHnLoI4lIBiEj9jHew012jg0E2NenndXwwMF8yZf9tyTIsUYclI5whYhgAgJhhMG+QrdFpcu0h2fWmxmim1R6kYqCvj2574Lu+mmp+L2QgeT7K+cDDEZgZ5AMbsQhSESOIDCFoV8aC5noW5Nco8PFyNaoUuh08qQEGqQfpXDN2T5CaqLE2cy3mBczDutvroCZqyOVypKeno66uzugtDobSN5pGBqZuOYnGp81hwMVH5eDM3/7mRhgwYIBFp28KGVz6DqLB6GGVBQ/R6xDDCR6iN9DDKgsOoobReFsrQyhMXQ5Gt2kBLfFSkQRjxj+KPx8ZCrWTK6Qr9oK5F4U//7WPjU7/QSycsBBMFVM/8R9QNQBHE45i1N1RLU/MFP2SAfR1MDrKsgFM3R6EOPGnvbVpS0zfs8oTM56bYdF1lTNwGDrzvSVov8yzep8tHelq9HM2NennbXyQnwXmdwOiuwIdZMDbC+pPURG6/6Ztrm1keHWQYGqkPUQMMDXKHo89Eml0mlx7UIM0ePMTM4xOmzB6PkPn942iffLFiwHeDfoPU9TX1sBogim2L6KiokhcXFyD6/k1CqxIzMDN349j3W+bEP3UB1i36AJGdjyA/dn/B78xvTBo5UPILckFy7JGGwrSqtMw/up4pFWnoYqtgp3IDgHWAVguXQ5f5v5qWGvlGEo/2C4YByIOIMg2qFXPDEATVG37Co0L9IItmheWkwcxo8wZW+NSWp9uE0RFRcFQuVmSDFPqIGfP4qbqv2BRDYIaMLCBCLYIkBwy6oWelkPLZHADKxcYFWhFm54QoTEYqFVQW1tjff86rH6Exdt/2WHOqnKIGXGrnrHX8UUY6BaIJRHj4Gnj1KgOfKMmaqy/vR5zM+cC3gC8gcjqSHyc8zFsiA1qmBr0DOrZsj6vjfolpqrhiwAHseNn/BS6HBYkLMAHD32AOZ3moLqyur6+8hkgqz21aUtN35LrKodnlSfu4A5kkEEBRf1vD3i0aLWw4N58b2dGPtSE6Kz+R65fwJsOhuSQ56L5GR/UVUBiJ0Bdcv+a2BXokQWIbHkvC26OfKGoHJef6E/bXBvKyK9QYeK+uzjwbEeMHtbf6PS166lCz4A2264nLr73OH/zGQNYajkInT5XLn820ubkcjkyMzPh7+9vMP8ZhoknhETx+lAGaFeeBY2hvbcs/fRxHDq0CN1KsvH1T+/jGd/NcJXdwUDnY5B1kKJj5468BA8BBAiiKD8L3Jpc/zPo774N0k+QJ2DQpUEPTqcp9PbqqOdvxNrt87BjyU3+vBfMBCFW2EyFkCv/lMZREzVWJq7CtYXX8e6Vd5GSlqIzsAKtCIx6zxKf1sUZUcs8sWykCMV2wNIRavT5uw/SqtNa9ayXn1iJzX2nGjQUCIX2STNQAcgBbK/Y4s3bb8KGaLa02BCblq9YGNhDiJN3EQ9hz16XFGvcM3mLsmwitMtBbacW/MQfStvDe0TwNoCvQGX6K3jWIhEYAdbG9OX0dLapHx+Ck4LxT+o/rR8fClYCrN5WA7YayOct1BeAxoM0UtoO7RNI+EC7nk7u7A2wDDiLARe/w5ChAKDjhGDEnYbn/6KwuaszLnesASZEwBXK+o/59EI3lnZlLGhsG4K2O9q6U5sgVatgRdTon38DUrESYhGLCK9EVBZoXICNCR6iDa9BFNVVwM1xQMme+p9wVBpMv7t9d95egg1NOLmXF75ftPv06cNLOobgtmskvZskyHYQDiF1MCRDxNjCR7ISD0lL4SN5DyLG+L1tptbBktLn2sOK3BWo7VCD1UWr8Xz588hSZzW4t0WBUe+9CA96RYKryEKVWAUAqEItPwbARhAin/SNpGCB2tpavFzxss59xk5ADLVpIXjx/RdB7Ah/UZYNYIpyEPrEH0tt06aUIXT6BXYFmPnWTJPUVSGDKPbp04e3QGXcS9KtsYMwK9gHDznbC1IOnjYyzOkuAePySv34kFWQhRkVM1o/PhR+Cugfh0xqgEJNLBtj9WgqSCNv+aS30AX5/RNsLL3NmUIGn+l72sjw5cNhmGIXCpQ6wI2xhqeDBH369EFmZmYDQwGHsYHeaTno0chR0G+7a+Yx+oabtjbYNLoNgWGYEEJI8r2/ZYQQhdZn/Qkhf5noGVuM/jYEbfcbd3kRvjj+Pvrn34Cd6p5KMhvNvprop3l7hvwaBR5ZOxcZfT4Hkdy3DNvCFgtsF+AJ2RM69zfp5pO7ELjzic7AsafOCrOqGVSSuvpr9mJ7fOT/EaLKonhxM+14piOKlcU6RgkRRHCRuOBXx195d2UVAqG3g1D+PdgfdEC1QxWI+H6/KYIIjowjTjid0Lm3NfVpWPww/F76e8PrzsNwKtIyTgppTIcoSRQ+c/iswXWpVIqIiIgWyRBsC9YD4NyjW+oO3VaYohzaI5ZWzobgRQf5WaBI62Qdt5cAh/tea9yWh8iqSOy8s7NRN9l/E7yPDwbmfWBsAI/XAR/jvQuGnIjDubtlDWI6AAB5LtrA1VbQxFYKStvAbXPYO8kV+0o2YvXt1XjD8w2MqhoFhjTczvRvnh9z2/lW316Nt/3fxpxOc1q9NRSApm+NHQPkVgAsAWQyQKF5H61FB1R8l1a/HV4f/XIwh20Ie7X+vqD3mXCHZQqAtvvN69bVuoYCAHWKWt6O9NC21GYFjgAR6VYoRslgsFTXTbxZjdCAhTnGSgkJ6nSuiSFGt5JuvFmjGvOO8Ic/7xavfv36AeB/xcKUK2ycDkIitAyqQ+P09u6lMxEEDHsLtXZgNXRKi73YHi94v9C6B24CIfLJFCfNGGrTnAcG3x5PXB4JGWXZUstBG0tt0/oyhDxJwFQ6GF1XDXgyqtPHYe2tVWBOMWBSGUiJFJFVmjgkdXV1uJp2lfc2JxRCzTUaGx/8xf4615o9PnguAkTWutdEtoDXIgDG51NTQRp5KYdGtlKo81ZgbeZaWP1gJahnGJ3PGMargwTbJ1dh9PX+WJaxDMXKYqzKXYVptdOQQ3J07uXDUGCp5aDtXV2sLNbxrm4VXN/6ajkQRAArAAoF1Azw4SNiuC9SYGX6KijVSoNfN9bDo7U8yFjANPK3of/NgqZOQ/C0kWHOsXWwvdcp1UpkvB3pYcidS8naAYWHseLRjVg6aj1WPLoR3xw9ht7dekMk0mR9sxuh+yxAz8XcUWSD0pCFINEEkQsiUdGvAqedTsMOdjr3GfMS3NwJJx8v2mq1plz4nqzxuh2kCTgdhERoGVSHxpneZTpslDY612yUNpjeeXrL27QBYtxjIGF09yhKGAli3GNa/9APQIh8MqSDldgKQ2RDdK4Zk0+NtelQ61DetxZZanswRTloY6ltmsOzyhN/n/qb35ME4k4DEyKgLszF2nMzkbrwb6y7vlTQuD+85JPeC16aGogqK9XEIWEB5ADiK2KdOCTWxNpi2pxQcw1D4wNEgNxLjhqmRvNvS9qb2A4I+B5wef7+T8Ch+hV5Y/OpqcjsvJSDgYWuNFUNotI+xLKMZVDZqYx/AXsAltp/myL9xhbSXqx8kZf5DHB/u2D8wnjBY54JkU+8L0xwfWsBgFsAlECaKxD1KvButBqVDgp8VvsZJpdPNrh9iQ/Dfmt4kLGANPK3of/NAkLIUULIdEdHx8Zv2nwCzL0jPazf2wM8OQ2lkBh9pMeDztztPbM7zoX/jN4zu6OyoBoODg4tD6LYhIVZLBYLst/I0IRTxIgaeEcYI4Mj4fsEQY4oc1/cGdJqmc41oVbYxGIjXJPMRAbVoXFi3GPAsLrdJsOKMN5vPC+BUR0ljigdWgoSTdB3UV+QaILSoaVwlDjyumLODeAJSxJ4H8C3OOzFG8NWYPnIjfU/bw5/D9dfzeJlApJfo4C45jGIiK7x1F5kj5FkJO8eT5baHgzVpbJhZegV3Iu3iaA2ltqmOfg6sq+ee3tS0+Q3EPV7CJZVbEWZHbA0e5VgcX8AnvJJ+wUvBRhUAFxVE1SRe6tdLKCoVfAeh4RD6LIWaq5haHwAA6R7pqNnUM/WjQ8Og4Euu+//aG0F4Suf9I0GDznb85e+gYWuQfJ79UnrBeyy/DK6/d3NeHl6WGr/bYr0GzO6RzhE8DKfMWXMM0CYfOJ9YYLrW/dDEwD6/9k78/Cmq6yPf35JmnQFCi20gOz7oixVqSIWK6OAqKiDqOiIMgod9VVHFEEU7CiOzrgNi6DCjI4iLuCKCzsoFWkFgYKy1IJAKFuBbkma5L5/pAlJmnRJ7g3U4fs8vydNmtxz9+Xcc74HuHQCbGkB7mOKzWRlt2M3d5fc7fPTM+kKUhNnwWFcxdGAm6v+pur9KCHEWUuvGyx0okrUFKZHmu9XEB/CEnMZi0d/zdC3BtbZzyXkLARhS5UhQ1rYJ7962m+7iW67b6PMVOb5LK4yji+SvyBeO2018b/sk3UOtcM/rFQk4T3uVIR0leXvb66wMvX7nazYcYh7Ju7BXm7HEGug28gODPnHpYg4Z41hgGpL2zPHUkJl09tAd3pMJ2gJfNb4M58xDefGdSDUFo7pfxGyQvZ5UBUOtfnjdo7FgvcZ8qzn/XH7yv9cDjNh8J9gdXVDvAbLfxGJEJPQcPkvpPpoV3EW9P3q3zQpOMWrvzxN/wnxVCb9WO2r8XHxrI9ff25eihD+a/4vE36eQKnjdPSLeH08c7rNYUzqmLDT/z1wngWsI108j8U+xtCooZ7P6lwO99x6ohy+APJg8F81VsdUn3cGJQziZePLNdbT2cBZMBHIA3K9/na/f1R1xiKJCRMmhJ1GbeZcMmQE0zCvy97I3rUHyP37djp16uS5NXJDxmAsMZfxRMu/o5XppMtw33LyA3AAjMIIhBj2KYCvZeuKu3n/syVkX/Uvpl/9SnjuILWUIfqLaOWmVlL60hlMPxIyZKYfLKyUFBleLNHmX+4h67uV9F36vU/6YbPi+sk4f/1FbC6RG3LVu47ePnSYwsYaDosdoXfisNgxNTISnxIXUqSZgC5eDpeLl7hSMP6j8WxpsYVVTVZVUxRA+BZPv8fxICviT00yZEN1+tIjCcz6BvoOoucRHf6Xzap4f0BSPbktGatuv+7eCPFW36/EEKOM/0J1W8eccrkKqAwxOWHCBKU8J24ZsiHdR7vKleJPjh/4fPM4upXv4a85p4j3ozHQ6XQ8yIPS+S9+j/O3LKh2e4wk5xmoqadAdaQJjcsMl/l8VudyuOfWxsCtwD/h7uQ4om2+luPRthj+3ObPUiw8ZCCoskAI8Z9gD7AqgnmsM2rjLAiGjRs3SstDMHMumTLAtYEeMO5DUp/5nLw529DQyJuzjZcb/YcNf8kP6xDc95X9aJMK0J7YifbqBrQ31nLrsBVEmeNY+/RGjxuFjIO2T0x2B8Ttj8O2xQYV0KusF1sKtrDLWY9FKgiZTunezfQb34vVXT4Lzx2kljJYTVal/ncgvy9FOv1IyJCRfm1hpcKWUaXYMh9eStb2RDrkXcebhVY2F5dSYi7D+N9mHN57OLy4xwFkWK3ngRY45Gp9UVMd+Y+3UFGTixe42qFdu3bVFJhuhHt4OTcezg4ZkSqDrJB9FP4M277n7g3OagcjVbw/IKme3L7y026AHi0YsUeHwc+Y0Kg3KuO/UN3WPUb0UB4OtaGOuZp8tENGwiD+smkJRlFJlHBw/4+/YfCbymNFLFdGuaxwZfJfNNR2iET63q5q/Sf193F7lIFIcp6Bmnryr6OwLyYC8JCM6LqI6Fg/ZUGsiRHJI5Qo9kNBTZYFaJqWrmnaTZqmNa96f76mae8C30Ukd/VEnTgLIgS30kC2ubL35nzTFYkcaheNIdal9TLEGuh1WxfGLB4Z+iG4ZC3nJ36HruVh6Pob+kYnIcbGRZv3oQPy5mwjW5vJzOb/lXLQDrQwUQ6GrQZe2f9K6P5A3hAVjJrxLMNmZXAqtphhszIYtdgVulLGQIwkM/s5RA61HVLDhXnvC2Qd+BMd9rzFmyeuxiJM2IgCXNZCzUpbUPjr3rB4SALJEJZh4PQl4Qo14kJNdRRovIWCmhi7S8xlXPrL1Uosns7hfxPSboNfeAAqbYzYQbWDkVTenyoSRY4egtxVvEe+6+9wkTAInPfB7hIalzgpng5iElgnaYjcCUr5LyKFsBVDXlZb/Hq7630DR7Db4FCUyd6Iem0ZBW3SKdNF07LCSvF0KHsSHj3VgXVN17G6yWqfA9iZjiv/vwT3Olp6qKz2L9cDkeQ8Uw13HbVo1CL8iwk/K/HGicOUKm1kIKiyQNO0F4D5wI3AF5qm/Q34BtgAqAlkfYawYMGCs15GwBu8Kr4Jh8WOzqgL39y3tJisdZ+xyJCAM7EUdAJHlKuLVBpcr26FxP2/3hHWQdttvXCkqEO1hQmgj9aHaOHStNVr0fAj0zHbm5J16CH6Fs4H5Le1ucJKlLNdxJjZQX1/bQjjIRLp1xZWKlwZo39KZK5HSWD0+Z/bWmjjIzs8LNr+qMvCFFCGNR3/qb+UUh6OfbjeZVBdR1Czi9e67I0klaVIt3iSXYYzLeNcGc6AjFnLYOQ9NI5JpjjmA0TuBCqfSaTM+Dlrm64NeDNVbyuYKhJFCn+GJ26DB6+ho64S3siWU4YqhQcApphq0aNkWef5I1J9KSzFUACXR/bcAM5yHxkqoUKGsvC9hT/T+dCPxHlZfhotev7vm/M9ETX8IeMA2VDbIZLpe6+jMuFPdjxz0n9YblohZ+4LAJX15K4jle7eEJn+GgpqsiwYDvQVQtwC/AF4EBgghHhFCGGp4XcNDjk5OWe9jNqiLTR5VBe+ue/q5cwtHoJVGKv1DIPDCVH4KCTCQXobE0Y9cHAU2H3TCstMqcofyKUkuL/qRnUIm8tcA1hWW5srrCS9kUvLD7/l4LErqt/UKmJmB/X9tSGMh0ikXxsPSbgyFl1QzPgmXxGjWTFi8/mfIdbA83smc9+aP/FI6iPVFAZ1XZgCyhCn/f3nFsyFdOAiOGI4Um9LGNV1FExW3+XFpBRayJuzDYR8iydv/J7Gg+y48oFkqEKDa4ekFJg0C5YfhitvgkmzmX/Lc8QOGi5vs+k+zDvssO17sJSjOR2w/AM5ZahSeNAkGaa/BdfdTUV0vE/0KBVmsirbusRcxhc3rg3/FjWAy6PDXsp3Hw0nJyen4fXXKijzY3/hAXR21xpUrovGjgGDzkFi7gosBD5ShHSA9LO0afXw1XIsbWpAQ537ZsTMIVubWW0dnREzR0r69xXcQa9bu3isn0/tKOfY56Vomu/FQn3nPo+rtN8z7AP5XGGB6kiGu3cwRGLeCAU1KQssbqWAEKIY2CWEKIxIriKMefPmnfUyarrBGzYrgwVfvhG+uW+LRxnf5LOqg0Wlz/963N2TVZ0+CVsh4cbUzER0mgZHMkH4bZrCMFMy2wxklX1Ahz3v8ObJ4T6m3RB+O3hbeBTHnACdAFv1m9qwCFBqger+2hDGQyTTD8ZDEq6MlLYTmdXqPxR0vJ2EEh04NdwGKrZyO6UtXP1kQ6MNPNj6QY/CoEKrqPPC5C1jXJMvfcZ2SlkK9952r4fcK70snZ92/RSSJYyqOgoma9nfhjJ7u7GaC1a4Fk+B8HsaD7LjygeSoQq/p3aQZgVTRaJIdCxYXOuyBQ0mzZaT4QAKj8ssXSFtsJz0g0BlO6zL3ohtlzP8W9QALo96zUqPpNVkZmby4osvhpd+HaCinpT5sVcpnhyNk3hu8CvsiR2C1dCYKZbOlC914rT5XoKFNCYCWNo0Kj4oz9ImCBrq3Od/mPdeR0OCn1tOQnwepkZGHBY7Ds2Ow2KHUzo6d+4c1tznuWz0glEPlj3rQ8t3DQhWR2G5e9eASKxzoaAmZUEHTdM+dT9Ae7/35xBB1HaDJ0VGy1uYlTq/6mCxFL1weA4vN70+WIr/sRupjQyM7R+PkQRYsxnjqj0kLZjFqYtPhWWiOfrbrcwtdGIRBmzCdzbRJhWw/aK/h5VvbwsPj+NB1U1t/Mf53DX2bfKablbGzH4OZw7SeUiqiG5Smg9nVOwJona1hOMJNDHb2di3DbqTTQGIskWRF5fHo60f5aDhIE+3frruC5OXjFk9TlDQ/2PGtTPRJzHeJ658/7L+PL//eY85aKiKLVVcLf5ISI2rtgmRYfEEqPMBP4P4abGauPLnEDqkmPBXkSi6FQVQtanLXSktn78XeN8Qugmhw7pF9XN5BCirgFkfgM1mO+dr748qxZN+xRGe/vs9dF27FNP3J1gbrTFk6mV069U1fOVZAEsbA8iztGnoqMNhPuR11M8tx3x4KVnrPucvPW30G9+Ltd2+kEYu7rls9IJe02j560f1z3cNMFdYeey3fTwySBewjs4W8sFIQD9t2rSA/5g+fXoO4P285/1+2rRpeyOUxzpD07QR06dPfyQuLq7/Aw88UOffmUwm+vTpozBn8mTERxkY3iqZuzu2pLTSTqUQjO/cWk76cQPgyL+I14oZHv8D18V8zyeHhtA2qRFZXc+TI6NkLRx8Ak4soV/Cd7yafwl2p4ZRr/F0v6MMGpBGfHw8xcXFCHFa01zXxWNoy2aU2x38eLwU4QS85hPjsUQubV7Bnwa2CTn77vS3nSxDp4HDSxl+9QdFdN9ZRLNWicR1Nfnk37scHTp0wGQyhZwH1f21IY2HM5W+NBmmtpB4A/3ad+Nf35ZjPxWLpbwZuzo2x/DD3RwY+CLPG6YBsN+4n3fPe5fb424PSQaJNxCfdC3D27RnfOfWvFb5GmWUkV6Wzj/3/7Oa36gQguLiYuLj40PuryrbYdP87bQd3ApGlNO1W1dKD5XT8+Yw6XTcN1PHi2BHHrz1PE0cVjRLOQwcLifjAaC6vz5leAoABw6f1zLKmGacJkXGuTFd//RNJhMtWrQIfT146FpXXxVOF6eATofe6YCDe+GOiZJy7YuG2g597u5Bqbmc43tO4qx0Yog10GNUJ25ZOgJjvLH2BPxRtV9CnHYRKymHPz6mQ6c38Ze//IUrrrhCYgmqIxL9tUWL7lxzzWaGDm1GfLyh9h+FIKNPnz6YTCbi4+MpKSmhQ4cOoR3ABo90zdvHizwKNLs+Ct1T86FDD8k5P40GMfc5yuDnAVC+ASq2uJ4Tn7Hpi6G0HXxe+OuoeRqUfofZnsBjh8cx1jyRHyvacyzGwDuTroB4wR8nX+9JO5y5L8Gk4+BJO1sO2XAIiNI76HfJ2/x8xQeYokxc3PhidFqN/P01F6XCymObdjH2++38eLyEo1HwSIsUuXuNIKhvW0+fPt08bdo05eYINY38sUKIO1VnQCaEEJ8Bn6Wlpf25Pr/r3r27ohypk+G+wZOavjukx9HXAbigKRzslwAJl8iR4dY8Oo673tub0rHzIPIrWzE2qTvpLTsBp29c3CHj6qNldtfLPe3a0H9RPo4mJYAAnUvz+MgloR/SvdOf2rsD2VsLmL/HTKXVjiNKR9qP+wD4/smfaPpJIy58uRv6mNPWDbL8mlT314Y4HiKdvmwZbkubN3NLsDlcJnUj2thISTDQoqwFRRRJjQEOsOvUHv4z/EPaLmhaK8FU7969Q5IhrY5K1nrmJQCS/uyxcPrhh1guuugiOXIC3EzpwHUzNWmWHBkBoLq/Nq1syvGo45gwYcXqeZXZp86N6TOQ/qxlLhPr5R+4XA9yV1L51UKivDgFZKOhtkNCahyGRnrWDP+ataOXMWjhEHo1ui90ayS//RKAuTKdyU+cJCMjA71eX8OP5SAS/TU7u4Bvvz1BdnYBs2bJl+ddBvdNbcioydLmyptCT7cWNIh5I0hY8VEzv4dWz4S9jpoPLiT78N0sOHkVTqFVI22WXUdTMxNZkFcKMQXYz3+An2IKKXeW89Sep3jn0Dss6r2IzrH1O9CbK6xkby1gQYEZpxA+/HDDZmXI3WsEQSTm11CgBbr9BNA07UchRL8I50cK0tLSRG5ubn2+T32+HwpUy2gQZTgwGYpewVwZTfbR26omFR02ojBfm8E1gwf4pF9SUkJhYSHt2rUL6YCdteQIb2wqprJZMcRZyUrqzoa/DZVaT4cqrAx5fwu/HT3Ow5ML0GwODLEGuo3swKXP9OHA8QP1VnjUhnN96cynr0KG+ZSdDs//hsUuiDFodF45jp/Wr5CWvj+WZq0md85WVv66mL8dzw6oMAi330qpI0cZbG1zWskIoG8G5+8DXSxpaWnsX7Pfo1AJK+TdUTM8McZnw2lBI/q595VuNiM1HrSy06ZWIk5uONBzY/rMpx8JGQ21DLvKd/GHT67GnHgQq8GCyR5NanFLvrnuq3ofKuqChlpP3rjggsHs3DkVi8VJTIyOgoJLSUkJ78LFfSDLOXqSTcMGyC3Dzb1dCgOHHUwxCIcDzW7D2SgJ3cojcmQEgJQyBFCIkzBIXvqbE8Fxovrn+ibQpzhsGZd//gHfnmyMM4B3u7jtSiV9NWvJEeaYuqFFnUBopyOS6dDRLKoZhy8/XK/0Ll+Wy7eHTwSIzya/DH1f2c9ms63a5zGnfqV8dmad09E0LU8IkSYlUzWgJjuNWE3T+mqa1i/Qozpj5/D7g/ngQrLMdweMK5+SUN3IJVx/oKmZieidUWBOJqbwPKZmJoaVfw+8/L5SDo3jmyFWbv7EjmZ3+Pg0NW/bXAkByiDuvQAAIABJREFUyjn8PuG2LtBpMDYtnijbSSVy/H13M9vfyE/3FOCo8GUSPmvipge5EcH8jOetNOK+37kPeNhx5c/hHBoSvNbqS7/vzb7kQqwG11xiNVjYl1zIpRsvPcOZPHtx8OAVOKtuVx0OQXZ2Qchp+Yf/3lxcKiubp+EXvWNf06spq4znh5aT5cnw47Th5t408yMErzdqCcMpBQE4NtBiIDlLSvKLMq5kfOKygNGdVGFqZiKN7V19FAXgCl3eK75XvdOrLRS0TAQjaYw7+YtSuaGiJmVBK+CfQZ5/qM9a5HDZZZfV/qWzXEakyhBO6K3RRc8z98Q1AePKu9OXCf/DV0qCIXwZASb11MPXk9nMSf/xvSi91ewTMUIFAcrvpS815PRVyZiamcjAdtFMzUxUVoZA7L4tu6XQ7rx20kMBSSlDANZxRAUcmU1KWQp5a/LkEffVEldeFSI1HsKKK19HGarQUMd0JNNXLaPEXMawQzeHH3awFkgpg99a3VNnxYmcQ0Vd0NDb2my2Ulx8EbaqKAU2m2DBAjOHDlnrl46fksA//LfUMlSRKM74bjrZQw7x1pdDeHHLDJa9EyUnJGCAaAsU/szU1DDzXYtCXEodVYUV94EuFlKnSJGREp/IrMtGuEiUWxQQo7Nj9Dpvq+irqY0MzLwwi3i9L5l4vD6eu1reVe/0aiOSl1mGYCSNI5sfkCZDJmpyQ9gkhOgb4fxIQX3dEOx2OwaDfOKWSMqIVBmirKfDENbXjPVQaTHZa59lwYkMHH4+TeK2K5WUwXzKzuiFh1l0a3NSEgzhy6hypfA5vGgx0OIhaPXMub50lsg4V4aasXTCan6ctw29UY/D5qDfvb0YNjsjbNcff0gpQw1jTmvybNCfhWRmf/RQNR9wsfwDtOfeVxouriH3pUjJaKhl8Da73viHtAZZBjeWZq3mx7nbPPOFKqiYN/5rhQnl4H2fHa+PZ063OYxJHROerACIVH89csTB6NFbWbSod9guAt7IytrBm28e9CgLAIxGjXHjWtaLu6A2024V9VRiLmP5I9/x88cF2MvtGGINPL9rMicaF4fnqubt5uAVrlQ0SUJbHoabQy0uAtLqqAZXB9ntcKhq3ltf5W6iajyctJ+k3bftOGE/XX9NDE0oHFgYdrhP1WXIWnLEh6dq3IUJvHJNYr1knA1uCP8zGDBAbZivSMhQnX5KWQpR1qiwbvBq0jyWmMv4a+I06TcWqY0MrLm3pcfNYcCAAWFZR9R0y+lOXzUael+KhAzp6QcwPRw+oL9cGX5QWUelReX0G9+LZe0XK7WEkVKGGm5E3Ob03vMShGFmHyCu/IUn2iqPK9/gxsMZkNHQyhDI7FrFGucPFfXk7boknIQfdrAWSCmD31o9wggGP8tig2ZgRPIISkpK2Lp1q9Rwh5Hqr94EhDKRk3PSR1EALuuC9evr5x5Xm2m3inoKFFr3RONiIExXtVnfQN9BPooCTDFMOtEovAzX4iIgrY4SBkH7t08/VYoCqTKq4B9GWdV4aGxoTHFGMeJKQf9J/RFXCoozisNWFID6MnhbF+g1jamZiRGZN0JBTcqCxzRN02ua9k7EchMEmqZdr2na65qmLdI07Q9nOj9nC3JycpgxYwY5OTnKZXnHZPd+rffEmzCIlK6vM+vK+yi4fjDjOrWiT2I867I30qy0BWuf3ig134EQln+zYr+vuiIshcc51A9BTA/v5uCZzlnIGLV4GMNmZXAqtphhszI8kQXOSrhZx5uOOf10XAy6WA7FHaL/5f195iVVZvbnEGH4KejeI9/191mOmsyuI7XGyUYg16Vet3Xh/l/vOMM5qwF+a3VjDYoTYxDdJ/scKnQVOnbv3o3NZmP37t1SFQaqUVmZwIIFZpxOQnIRqAmbNg2gf/9JCHGlz7NpU/0OM7WZdquCWyH+7K+PMfXU/UTZXFaxYbmqBeC0wekgjVPhZbYWF4FzCAAV3BERRiBX6bMVQZUFQohvhBAOoK2maSEEoXVB07T5mqYd1jRtm9/nV2ua9oumabs1TZtUUxpCiI+FEH8GxgM3h5qXYIiLCzF0Tg3wP8jLlpGTk0NmZiZTp04lMzMTh8NR+4/CgPQbPFyLSOvLV3PD8FwP2ZrKGwsp/s21TOoq+pI/4uLi5BG6BUlfNVTLkJp+gHB6OOwMQQ0BoRvn2sELNdyIxMXFKSXuO9cOZ0BGAAVdOywuFxGFkFGG0d9uZe6uA9V8swHPGpdQ0EiZsldFW/vc1OocHhLfkMMOgg/5IL/e7npfBSllqGGtdqdfUlLiCdEMrlCxshQGkRhzR45cJY2AMBBklsFfadAnMV66DG/c+NFVbJ+YS+WvNjgAlVGug2TIF10QkNOGShtXhrsXqEEhDg1w/ladfpALnPEGX1cQ2RZDKurIm6fKLcNstnL55blSlX/hIihngecLmvYW0B34FPDYzwkhXqyTAE0bhMtN7C0hRK+qz/TATmAIsB/YCNwC6IEZfkncJYQ4XPW7fwLvCCF+rElmfTkLZMN9kLfZbBiNRlasWEF6erpUGTNmzGDq1Kk4HA70ej3Z2dk8/vjjUmUEguzQW4F8y7qN7MCQf1wa3kYkALzz7o96laUGvy/VSClLoYiigPHSz92mKkKAcHqYYmD6W0rD6Z3DOfzPIohvME2SXS4ikpCTk8Pq1avJyMiQtkYf8orV7fCL1f30mJ8xxBqYfHiC5zPZISxV4f0blhKfGku/e3rx47xtlJrLQ7dIqiUcqjTUsFb7Kwq8cdZEgqkBZrOVDh2+w2I5nX9Z4Q0jDbPZKpV3YVf5LkZtGcWu8l2UOctAB1q0hugiMMWEsWcKwGnD8g/huUXKXdXOwQt1WB+8x3dDGM/eyMrawdy5Bxg/vlWt/CBnE2fBHuDzqu8meD11ghBiLXDc7+OLgN1CiAIhhA14D7hOCLFVCHGN33NYc+HvwJe1KQpCwZ133ik1vdWrV2Oz2XA4HNhsNlavXi1dRkZGBkajEb1ej9FoZN26dVLTD4Q777xT+g2e942FU++Uc2MRBNKsI2q45ZTdzv6Q5g5SA1SXIRIypKYfxPRwxfNPyJMRAOfa4eyQ0SDLkLuKshEdefWpyeT/Zyb7L01UbsIvtQwBfIOtmt61QZcEf+u8nJwcKWUIZHZtqDrP/X3PZCYfnkBUpQST6CBQ1V/drkuTXnokfNelWtjfpZXBa63OOZTFjJnfedq5sLAwoKIAXBYGhYWFYYlWPW9kZxdgs/maXcu2LojU3Cebd+HSjZeypXSLS1EA4ARRLmBbmK5qAThtWH6YO2f+R0q+g6FBrkFB0pfiQhuEO2JmQg9AncVQJNph1KgJylyLwkGtlgVShGhaO+BzL8uCm4CrhRDjqt7fDlwshLgvyO8fAP6EywJhsxDitQDfuQe4B6Bp06b927dvD8D9999P9+7dycpy+ZRfdtllvPDCCx4Sibi4OMrKyujVqxfbtrk8JRYuXMiXX37JW2+9BcDEiRNJTU3l4YcfBmDIkCFMmTKFjIwMAJKSkvjqq68YPXo0u3fvprS0lL1792K1uhq5S5cu2O12Zs+ezeTJrnivI0aMICsri6FDhwLQunVrPv74Y66//nr2798PwJdffsns2bP57LPPAHj22WexWCyM/iqOikbtq9VTE+tBil8ayNVXX83Ro0cBl+LimWeeYdmyZQC8+OKLmM1mXnjhBQDuuOMOhg4dyi233AJAr169+Pe//83ll19OWZlrov3++++ZOHEi8+bNo3v37syePZsdO3bwr3/9C4B77rmH9PR0xo4dC8CFF17InDlzuPjiiz2WDxs2bGDChAls3Ojy11ywYAE5OTnMmzePC/cMpku/Trxf8DbdSvsQbY8h+k57tXZas2YNd955Z1jtdPToUfLW5HnqbN/xfSxcuJD3338fgCeffJLo6OiQ22nHjh0sWbIEi8XC008/DcCoUaO45ZZbGDlyJACdOnXivffeC6mdeph6YG9mR1epwxnlRLNpCKPAcMxARcsKJk6c6FEchdpOycnJtG3btlo7Qd3GU13a6cknn/RoeWsbTwBLliypVzvt3r2bEydO1Gk81dZOv16cwHmOUgyAMMXgsNkwCAdH7LDj1TUhj6fa2mnAgAF079693uOpPu2UlJREu3btgrZTfea9QO104sQJafNesHYqKCjg+PHjDW7e826nwYMH071795DHk3c73du/C3dtWYzTamVtKQyIA5MOVjTuyJRTTQK2U7jzHsCpU6f4xz/+IWXeW/nCk7zMbmK8ONStTvg2qSuZ3/wc0njyb6dRHZKZGnOUITuhV5yO1zqZ+MNOaNqlh5R5r3zUInYc18Bgp1PpTg63jeLUPVcTDFfdeFXY817r1q3Zv3+/5zVQO9V13gvWTjt27ODLL78Ma95b+eJmGsVVd510kMDF93Zhx44d3HHHHdLmvV69erFz506EEMTExBAVFcXw4cO57777MJmq32QLIXjxxRfZuXNnyOvTI488QqNGjYK2U7jz3p49j3DiRFK1vDdvXsJ557mULuHMe+vWrWPHjh2sWrVK2byXlZXF9u2HsNnexOHQo2k2evd+niZNRFj7vV/+/AulHb3jXlShEcS3i6frsK6edgp33nv22WfJyspi78q92JvZiS+LZ7t1u5T9nrudCgsLOXr0KAMGDCc//zo6dHiXvLzlUvZ77nbasWMH33//vZL9XmpqKkOHDqV79+4+++/+l/cPab93f3ov7vjxfTRrxem2jTLyxlFYeeGNQce10+nkpZdeYufOnSGtTyUlJTz99NNK9nvudtq27QqEuAqbTaBpdpKTcykqeiLoeMrLy4uIZQFCCOUP0A7Y5vX+JuANr/e3AzMlyBkBzOvUqZOoD/r371+v79cF69evF88++6xYv369dBkTFh8Wxsl7BI+dfgx/3S7uffMXaTICQUU9RTJ9t4wWpS0EpYgWpS2UpK8a/fv3F5TieVSkrxoNqi8dMQsxI0uIzGQhln0gxIwJQmQmi3v6d5EnIwDOtcPZIaPBlWFUL2FP0wnRH1HaByH6ux7H4CR5MgJAdhnERQZX3i+JEWKA0fV3ZrKc9DeuFPYB0cLWD7GiC6K0L8JxoV4s6i+vjgKt0xxKEpQiTKUmn1eZa1GDGA/7HxciL1aIXE4/eTFC7J8sT4YXnn32WaHX6wUg9Hq9aNmypRBCiFOnTokff/xR5Obmep4ff/xRnDp1KmyZ/fv3FwcPWsSgQRuF2WwJO71gMlQiEnNfUtLTwmhcLmCZMBqXi6ys7WGn+fbBt0X8ynjBMjxP/Mp48fbBtyXkuDoitSebMGG70OmWSamjYDJUwbDXIG/uC7I+HOtvEFu2bPEZz/7Pli1b6iXK+yynuo4OHrQITVsqYJnniYlZUeP8AeSKCJzjz5RlQTowTQhxVdX7x6sUF/58BSGhvpwFu3btonPnzjJER0SG+ZSdDs//hsV+uu1MlRWs+mIMF+d9i04RUYnqenKnL9t/LZAMVYhUX7qs5WUUUaSEq6ChjYczkX4kZESqDPHxbRrseIuEjAZXhqNmTt4/gqhf8oitcjSsdEaxtcsU+r33lBwZASC3DNV9g+1fv4fhhY8wt7ok/P7q5fNaqY8iyuEy57YnJGJY5e81GRoCrtN6QeGktqTqojyfyeYsaBDjoRbOAtll8OeR+ve//82oUaMAdb7Nu3bt4qWX7HX2PQ5Vxlnf1jXAbLbSvv23WK2nx4AM3oWT9pO0+7YdJ+wnPJ81MTShcGChlJB63ogEj5R7nXZzVKjgplDd1tI4w8CzPjiWv8/8m6bQ+Ke1jNr1Lfvv+yeNM6+XxkVS07yhAllZO3jjjQNUenkXGY0a48a1DDp/nE2cBSqwEeisaVr7qkgLo3ERKIYFTdNGaJo27+TJ+jGTfvnll+GKjqgMd7gNo971Pspu5YatH9J078+Y775bmhx/qK4nd/qq4gZ7y1CFSPWlQ3GHlIWIa2jj4UykHwkZkSpDQx5vkZARqTJIC4da+DMJ+3Z4FAUAGk6c65crizQDkuspgG/w7JHTIG2wnP7q5fPqVhRgiuGbftdLyT5UX6eNekgz7SUlwaA0ekeDGA+1sL/LLkN6ejorVqwgOzubFStWcOjQ6XUzISGBTp06YTQapZKgvffeMuW+xw2irf3gHSksO7sAu93XHUUG70JjQ2OKM4oRVwpe2f6KJ0ymbEUBRIZHyr1Oq4x8obovJZS7xpWMiGrmuESyrriP+HGLuK9xb24emAXLD7N4X7FnPOt0vsfbUBSB/vxzb7/9dr3zWh/k5Jz0URQA2GyC9evVRt6qE2ozPQCSgcnAPGC++6mr6QKwEDADlbgiH9xd9fkwXBER9gBTZJpL1NdUpMGZmQohDp6sFNGTdgoe2yNMD28Ta+OSxA4QP8fGiuI335Qqy41ImLwdPGgR0dEr6mR+E6oMlWiIfSnS6UdCxrky1A3nn58hfbxF0mxPiN9HO8gyYz1YbhH7r+ksbGl6Ifojyi42isq+rr9LL4gXi2/7WpSYSyXm/DQa1PqwcaUQl8Z6XDREf4QYYBTvS3RDEKJqnZ5SIHhsj4iZUiDOT79CTsKn1ghRMOb0c2qN518NdTz4zxsqTfgbqnm9PxpCW/f5YrKYsGG+OFh+XKxfv17ExMQIvV4vYmJiROfOy31Mrt1Pnz45EnLvguo6cru1qnQt8l6n62qeXl9Eqi+Fs84dLLeICRu2i+iFK4Tx3eWC/y7zPN4yhPB1MQrVtci/v3bt2rXeadQX9W0HIuSGUBfLgk+AxsBy4Auvp67KiFuEEKlCiCghRGshxJtVny8VQnQRQnQUQjxT1/RqQqiWBdKRu8pl5nj0kOfvZlTW/rt6ILWRgZHbP0ZzOrlh64ckl7kIOUR5OUciEEJRFVRrT6XDr63fI1856/g5BMDvuB1Uxtw9ePAKqePNn2G+tDQAydQ5+CClLIW8NXk+Ny71tTAwV1jJ+mEHHT75jvTrnmFe72EcjmnMHVc9xuZj6ZRVxrH417HKIs1ECtLWhyDx0jM5UfPv6gm3dYFOg7Fp8UTZJOxNHGWwZyQc/+/pZ88NrmgCDRSB5g2VFk+qYTZbOXYsDZvN1VdtNnFWMZtHEpuL9/LmnjV0+ORhHnr7nz43tWPH/kD//pMQ4kqfZ9OmAWc623XGobhD9L+8v49lgWyrT+912o0GsT8OgGRnC5/X+mD0t1uZu+sAFofTJyRtIMiwGPK3SIqPj693Gr8X1EVZECuEeEwI8b4Q4iP3ozxnIUAI8ZkQ4p7GjetnajRx4kR5mchdBQ9e4/KHfOI2z98z+4Rnbth36RSyfliAuaLY89mTw1Ppb/6RCetnej7TYmNJfu65sGQFw8SJE5UeXMaNe5QFC8xKF1jVbd1Bs7l8bRVCahnOQPrSZfzO20HVptlstnLy5ACp483bbO88q5V5ZjPW/HxZWQ4I1fOS6naWYcbqvYn6LSaR+zIfoMX4D/moyyAOX5PNR7fNpdmYGyg9pO5AqbqepK4Ps5bByHtccbmnvwXX3Q1NkvnpZvmK9qmZiQxsF83UzEQ5dVRD2EFrfj6vFxUpHXMq2tnf3Ldbt0uUmvDLKEOgPZkb0x7Kw+B3llFxuGsoewGb047FUUlei3IcetD0OqKMRq5o06ZB9tdAMlS6FsXFXeiZ99yQbZ4eqb5002Or0DVaxh8nrap3GosG9mZ851bE6HUYdb4cCCXmMkaX/ZnSQ2WezxISEujdu3dYrkXp6ek8/vjjpKenN7y9sUTURVnwuaZpYQTUjRxCtSxITU2Vlwn3jYXDfjo2u8NO210/hJWst3bWvUB1u2cMH9s+ornDdXunRUcTP2IETapCcMhGamqqUm3/V18lKdeeqm5rnXC6SLkUQmoZzkD60mX8jtvBbLZK2TT3fWU/2qQCn6flKweoHNPa53vhjreMjAyMRiPxOh1znE6SS0r4bfhwDuwpVnaYVz0vqW5n9+YyHF/OmjZRw2Zl0G7AeQyblcGoxeqWctX1JGN96Lt0Ci/+MIny4gfg5lPw+lVwcXOYNBvrK6tInv229INLaiMDa+5tSUqCQUodnTr4Igg/pY+owPLbi+zOzCT6wAF+Gz4cZ1kZDlHGAftkNtsSOWCfgtP/dyFARTu75w29Xo/RaOT48WFKLQxllCHQngzAWVbGusU/U0mUz/dDOdzVpJAAtWOuxFxG0Yxyn8NXSUkJW7duDTlevb1TU3g8E248nwum3UyzyZN9+qsMuK2s+i79HlBTR4FkqOSReuut2GrWF7ItMBrCfiYlxsSsi7pTcN2ljOvY0me9W5e9kYpfKln79EYV2Qca4N5YImqNhqBpWgkQB1hx8Q5ogBBCNFKfvdBQ32gIaWlp1Of7NeKoGZ4Yc1pRAGCK4TFrKn/P3RNysto7Yzx/G3UGdJrG2A6DeKLDEMr7X4pt3z6MbdvSIT9fWTSECy4YzM6dU5WxscbGvkVFRctqn/fpEy9tUkxLS+Ozz76Tw/4eoK0taEQ/9z4p6fcpi1Ygtb+egfSly6ihHbjyJjkyAiAS7XDRRW/z5psHsdlEray4NSFryRHezC3B5s0l5RDw0ylYdsznu+GOt5ycHMruvZdWv/yCZrOhRUfzTKu/886vPZSwgquelyI1HrzjT4fKkH+owkr21gIWFJhxCIHNKRC3XdnwxnQAyFgf4t4dzb5OS2imt53+UN8MZ8cdFPRKU76OyqijZ7/uxf81/Zk43enBXG6Bre+AaQ5E47o4MD6azskpW3BSgaAcjRh0xNLRsJgE3aCwyyA7alFOTg6rV6+mV69BXHfdKYQ4fdiWPa5ltEOwPdnDz3+K44uvEBaL6wLnuuto9d57IcvwTntq7+tJjUmUWg4f5K5yKd9nLeP7BxfSftMLbE2fyZVv3BBy1Aj/etJ71ZNdUj2B6wDvnvuciua+SMgIhIY2f/d9ZT+bzbZqnzdzOCl5dW/Y+xk3DlVYuf6+z9jbIZqsJwp9/meI1vN4xYSQ0w4E1e1gzc9nbVoag3JzMfXsWaffnDXREIQQCUIInRAiRgjRqOr9WasoOOMo/NlXUQDgdJDGKWki3CZdc3et5JZN/+a8pUs5EB3NeV98oUxRAPL9m/3Ro8eryrWnINGsO0Bb6wByV3pMiGUy4p5DENTQDg0ZlZUJ0syup2YmotN8b5xjjPBe3rVYtqVKHW/dd+zgvIICNJtrs1BkieX9PR2VmRSrnpfcUOnqAEgxY/W/eemT+PvxsZSxPkxpto1ozZd93Wov4cSCgTgOH0YHOIqKMN99t5JbeRl45lgvLE69z2d2CxjnuxQFAMJi4VSntTg4hsCVb0EFDo5x1Pl6yLKt+fnMyM/Hmp8v3ZrHbe775ZdNcd1JncbZ7p/t3pMVvTGPsi++QFhcbiLCYqH0s884MX9+2GkHsmKQiip3Psfu7fx6ySD65T9GkqmIxt+8xKy0t9jx0w5PODqn08nu3bvrbGFg1BmI0UcxruPlFFz3Es9sE9i/Wialnrz5Wt7cc7BO/uxnowx/eEeNaGhIb2PyRIHxwFHJiW2lUt0eU2JMLPvbUGZvN2KINQBgiDXQ67Yu3P/rHSGnqxL+1kKedl65kt+GDaOVxSLV0kYW6hQ6UdO0RE3TLtI0bZD7UZ2xUBCqG8KQIUPkZSIIcdLQKHkN7554x3e+gkUD78PUsycrH3ywzpqoUGA2Wzlx4qKwBnogkzr3QNnwzjv8a+9e5f7N6enD5flCBmhrI4LDy+aERVZWG6T210ikH4Dwc+SgdHnpB2kHln8oT0YAqG4Hvf5P0txyAoVxu2HHJ/Q+vl/6wnTk8ccRXunN4TacVZt/2Zt+GfNSbXC3s0pXhyFDhkgzY+37yn5Spx9g9mITm9c2R5tUQN6V79P3lf2SchsYDWFempC40+dGHsCk2Wh0/k6fg8vJYx+zpaQFRc5XcHCCIudLbKlsQ4lzbVjy3WUIR/FULgyMPDCIt0+2cz2/pVI4EWL8khJ+Ienqg0BrtbOszLOZzbvqVhYsOBjyOlqTeX1OzkmEMPh8Jts/W0Y7eMO9J5vyYT4miy+ZtSzSae9LotHfzgLU7F31mpPzGu/DqK9Er3PSqeMGLpjXAX2M7+mvrgqDPoltPUqCWReNJSWmSbU1AkKvp9pI72TUUSRkeMOf8LNHjx5S0w+EIUOGSBsPgS4nNHTovvclkJWxH0hIjcPUyIjDYkfoBQ6LXRmRr4x29nZfuuHNKVxR1c4bhwyh8tAhH4X12YRalQWapo0D1gJfA9OrXqepzVZoCJXgcMqUKfIyEYQ4Sf98+AcXf+2se+IFyWUIgOzsAnQ63wW8vgPd38fvs9Vfk5mZybNPPEHZmDE0OXZMuUatouJGebeQAdr6cGO4eZramLuq21pq+kEIPycmWmr/bV0RoB2cjZPguUXyZASA6nZwOLpIJTWampkIVW5nWqWN8WteUrIwJc+YgVZl4XSYpizhKioxAvIP8zLmpdowZcoUadwRNcmQhUC3OkY9XNJWnmtGIEgrQ8la+PV2+PV2jvxwNf997R5ycnKkpD+nuAtlfrfyDguceN/3e7ZbrTijy6TeysPpOgpX8bSuogV3mC9lXNHl3Gu5is8uGE5llK+PvGbwv9qrOwKt1SvT0z2b2X8dysRpcx2KQxlvwfz9ATZtGkBJyQClFoay2sF/T9bhHy975j43ZJFO+18Sgdx5Y0iff7Oi0YWU6aIxCNf8VumMYs+Yh4kRMQF/43Q6KSwsrDHdTcOe8dmrgu8a4Uao9VQTXwvIqaNIyPCGP+Fnhw4dpKYfCFOmTJGmEA90OdF0v4XKE3af74W0n/FaH/j1dihZS2lROf3G9+L2ddfRb3wvZUS+strZrfj7dNlXWKwVXOtwMNDp9FhjyrBIko26WBb8H3AhsFcIMRjoC5LjC51hZGRkyEssKQUmzYLlh13+0pM1njmhAAAgAElEQVRmw/LDXPbQk2ElG0g76w2pZQiAnJyTUg4u3iZ1N7w2GYvVwtNOJ00BTQilGjWz2cr8+Qfk3UIGaOtWCwys7gcmUWVZIOpPVlYbVLe11PSDEH6WfvJveTICtMNFJ9tC2mB5MgJAdTtERT0g1S2nMH8jjs2LwOnk2s2LSDruumkOZ2EKdEPY5K67iB8+HC062seqwI1QD/OBSBrnNDJhu9XXj132LWRGRobykK4y+1KgW51Km9WlLFIIKWXwCwuYrP+aqzu/zv1XZ/Bds2ZhW549c6wXFuF7iNYMcRxfFOv3WegH7ZqQkZEhRfHkf0idsuBzmo4ciRbtckQ4YkrlhfcfQ3M2RcN10NOIQU8zknR/rpMM91r9+pcfsODKoTTduhXNZnMpAB2Z2JwuJV2o62hN5vWRWOPCbYdAezLvuQ/kkE4HuySy5ueTk5wszRpzePQ+BpzcRJxXpA2nqZLCwgVUaBUBf6PT6WjXrl29Zcmsp5pI70BOX4qEDG/4E36+FwaXQzD4uzlceukIqQpx73VIr2m02vtg2PuZ9KUTKf1lWLWwsaM+zGDYrAz+eP8N9H0inVnHmitxF5Tdzo5uSWDQ8zAQ6/c/WRZJslAXZYFFCGEB0DTNJIT4GeiqNluhIVQ3hIaAQNrZiMrfNEBqPFyb0469WxLXa3A5vr6WqjRqrg2+Wl/IC264ABEnsGpVlgWa/Ji7DQqzvoG+gyA61ofw8++0Ue4Dfg6+WL16NeK7f3HB/o3c7xVuFUJfmILdEKbOn4++eXM208NjVeBGqIf5YDfmSbZVSm8hZXJHKEXVjUvqsbGM7bIBo96VX6NOcM22xSTu++XsH3MBwgLGmuDD22ycZ7OFbXnWpUlH3uIhKhqNgqZjoOkYdD2WEnflNT4HF0Or1rWkFDrCVTwFuzhwjzkn8FrUWBYuHcy/Jy2jhe4h9DShhe5hzo/aV29yQ/v2gzzsEJ7NrEwFIAQ2r48Ewm2HYHsy73bQt2hB6ptvhpzHYG3t7RIiyxrzL99NxShc1iLlumisUWCqhEHrD/Ng6werKQzqQ3IYCDLriZK1pBwax6zkZynou5BxbTQlfC2R4oRJT09nxYoVZGdns2LFCuLj5crxd3PIycmRzv3jti7QaTA2LZ4oW/jnshH6L9FE4LCxbqh0F5QNY9dUjFOu4uOM/jijo33+J8siSRbqoizYr2laE+BjYJmmaZ8Ae9VmKzSE6oaQlJSkKEeRk9HQymDUGYjp1pLJsTER06hFwhcyKSkJs9kKRVW3eEWJ0jfmDaovBSH8HGiqVDqpN7TxEIn0MzIyMFWepNN7txFXdtTnf+EsTIFuCIt0Ns5bupTZcY9UI1AM9TAf6MZcr2n0Ork6pHzXFcXFw5SHdA23rf1vXKZ2eABdlQuUzmblr+te5rfhw3n6yZ1n9ZgLFBYwNgZa/xEpLjObhj3DQxc9R0znRdD+bdeTMMjn4HKsWRde+HBSWLfywZCQ0DZsxVOwQ6ouLo7zli5le0xrFlcOxumEN+adQH/0SfoYi2ll+Bs6zX+1rR2GHi15Ua/hbhWZCkCobl5vzc/nhZ9/VspfJKMdgsHdDkVxcWGTTgdra/Ndd1Uj5AwXUa8tZ32/OzgS1ZQ7ev6DN4eYONwYbp8WRV5cHo+2ftSjMAhXUQAS68nLGqnvolGkLnic2Z+18+FrueDvuz1fDzf8I5xWGmwa5lrHwp37AlnouQk/+zVqJH08+Ls5fPrpdxw/niZ9PEzNTGRgu2gebX1YShkCcc4gKnAedikZ3eNalbugu53DVbp7WwvtnfgO/1iVS+Nrr5VqkSQbdYmGMFIIcUIIMQ2YCrwJXK86Y5HEV199FREZKm91vMsQKotzTaRD1vx8Zu/fH/Zg9zep6/Tyv5T5+Plj06bqfpCybyG/+uorsrMLMHb/AOKXYez+gfSNuer+KjX9IISfw0wVzHnkUpynhjD7r5dKHxORGtMNKX33bUX/Z57BcMUV0hcm/xtCU8+eDC4tlUa8GsgPcmxaPKs+f7/mH4aJZs0uk8odEQjhtrX/jUtqzBHGtvsYHU5G5i+hRdlRzIdsLFhwQNlGSkZ/nXm8U3VOgQo48YHrb1WWZ+6DS3TPnvxn4BzenttJyq28P7p3/5tSxZOpZ09W3vkNThE+oah7rb5n6B+5a/lXHO/dG2E0soQJ/Bw9gv03vxHWOhrIvL65M4rfhg0jtbxcKX9RJNpB5tznjRPz51MqOeICAEkpdHlhHm0yc/moxVAece7A+XEl3/RzWRvkxOVwQecLMBqNYSsK3JBST17WSOlNN2HU+c5rUXYrvX/4FGdZmSf8o81mq1c0h5pQYi7jlop7KD0Uel8NZqHntiCRPR783Rx++SUNg8FXAVjf8RDo/FCYv5Hhh16n9JpMKWUIxDlTVqkxf297rPn5tPqpN06HM6T81wXuNS6ci67aLMPQtPAtbRQgqLJA07RGVa9N3Q+wFfgWaLDxmAL5vWqTCpQzRY8ePVrpTero0aMBKDyynO+OtqLI/nK9WZwDkRp5h/Sw5OeHNdgj5eNXE9z1pArXXTdWucny6NGjlSqepNZREMLPPx0cDS2qFpUWxdLHhOp2joQMFem7byt6ffop+ubNEUgwAa1CIAIu2WXw94OcmpmovB26dn1ZuZIx3DIEunGZ2v1lLk3cyIR1LwMw23qT0o3U6NGjaV6Sglam0bwktOgvgcICCisc8zoHqbI8M/XsyUMdL+StTyzh38oHIOECWLjwJ6WKJ7PZyrx5e8Nef/zX6msy/sAVOTlEpaRImTOCbZjdN+Yo5i9S3Q6gbn2QGUnAH/6m4w/+eYxPSNeEhAR69+4tRVHgRrj15G2NNLXHTHT4tqtOOBm/+iUKp01j9+7dIYd/DIZ12RvZu/YAa5/eGFY6gSz0Cv40Rsl48Hdz+PXX6LDHQzAC86hp06gsKpJShkDrQ0WZ4Mk7d5CTcSMfFl9IFe+q0r13ONYLtVmGHU5ICNsiSQVqsix4t+o1D8ites3zen/WoS6cBYH8XjVHpXKm6B07ipSax+ze7TKz+n7nq8Q1PonQuczF6svi7E1qdO1Vw5nyxBR+kBTSIxI+frXBXU+qsH59B+Umy7t371aqeJJaRwHIB5sv0fFO3kywVLF3W6KY/XyPkA8YgaC6nVXLsObnc/cnnygzxXUvTPujo8NemGqK0iKjjrxvLPw3s4n7flFaTxC5vhSOAjDQjUtz7QiL995KctlRn6gU0bEVjHviDf741EX8cnJSnS3P6lKGIzpX1Bf3a33hHxZw9c4kCibrEV5VotKX03v+Dnne9iNpdJNw4SynY8d/KFU8ufzw/bIjyR9f5pwRKH3ZN+Y1WUqqbgdQM2/k5OTww8CBCIX+zW7T8amZiezevVtaSNdgCLeevK2RXBZVH3qsC6LsVm7Y+iGJ7VtQfP31HkWBG+EoDGbEzCFbm0nenG1oaOTN2Ua2NpMZMXPCKo97D170xjzKVFiQVMF9cZCeni6Nk8yfwHxoRYVUTrJyYWCUeTDvnurAl7vO479L4YaJMPGklTnHrpbKpRII7r23KrJjU8+ePNy5sxKLpHARVFkghLim6rW9EKJD1av7UR/HIwTUhbMgkN8rOJUzRcsmDwkEs9nKnj2BWWvrC/v2g2B3cL1TcJnikB7uTcgBCZuQM42ysrbKbyzchGuqFE9uqLBecAgHR8xFsBE4VgkCiHapgkM9YDRUBNvMqiCvCgRTz5483rNnWAtTbVFaZMD/xuLimJ9oozvMUNP2iNRTpBCOAjDQjYtNM3HsPZfPvZuUru/ALXy+awy33LeEhCalFOtfqbPlWU1IKUshb02ejwJQK9NIKau/AtA7LOAw7Rp+btQPImB5ZjZbOXYsfL/dN78dgtVe6vuhsxz7lgeZkZ+vVLGlmpdHxpwRDLJvzIOZdlvz85W3gwq4Sen+9MknLLPZEEaX2bjsMZHayMCae1uSkmCo/ctnAfznPm/rAp1wMmH9TKxPPeWZQ/xRl/CPgXBfwR30urULhlhXPRliDfS6rQv3/3pH/QvhBbfyfcqH+ZgslT7/U2VVJXtMuAnMH0Iuy3+fxLZ0a3kzVwzIo0nbRdwzI4bmmzUuB7aIblK5VALBm+xYldL9bEVNbgj9anoimUmZCOT3OuaCaDkTY8la+r7wXUA3h2MjblJqmr5kyRLXJlOI2r9cBxh6tASDnr8SmZAepp496bZzZ9ibkNp4F94pKVG6Sfjll8HKbyzOP/95pYqnJUuWAPJZZXeV7yJtQxr8BtiB/cAW4ETVYnusqRQ5cLoMKhGujECb2ZycHJ945ipNcSH8MtQWpUVWO3hbPN153dXsfe4S9lxzRUTqKRJ96bXXPghLAeh947LBOYCKRqOI6f0N8UNGoEVHe0jprr9rKU2SThETV3XzZrTUy/IsGIqoUvRVKf7cr57P6wF/S5VrPl6FIQK+nNnZBURFRfl8Fsr8ekNMLibN5vuhqEA7+QbnWa1KFVubNg1g376uStcfVeMhecYM6fxF/qbdD6x5jcKhVytvB5BfT96kdFOAithY5WOiIayj/tZIywsq6VH4IZrTyQ1bPyS57Cim6dMRFZaAvw81/GNCahyGRnrWDP+aGR9NYs2wrzE00hOfEtpll/+81+EfLwccD81emC6Vk8x9OSFzTLgJzNfcOZxKvzk1nDHtvd9wu1I8ERtLLLCECexgiOf5pe2t7K9cyYINQ+tVTzXBvfdWpXSHyIy5UFCTG8I/q55ZwAZgHvB61d+Ri2+jAP5+r233fwq4bkdCvQ1xmx6mN15RjWBFJwTs9+2osg95c+e6NpsfvTGME0cbUVHmcqvQnPVjcfYmNfrs66UU3nCDUpM3byxcuDDsNGrjXXDu2qV0kyCjDDXBbLby3nvFShVPCxculBIL3BvmCivn5wxgc8kWPC6FTqAc2GVHxAkq2xwLN+seqG4HWTK8N7PtXhjDPy8b6IlnDmpDiYLcegrEB9NmVqVUPphIWjy5EYm+dP/934cdTs9943LxhTkutn8vlv/FTGBX23GMGZ2sIvskO11+zd6WBT6f1xGBLFXclmenmjdXanmWk3MSm98ZP5SbqUAuIXabjuKPdMp98UF9f1WVvkr+Ivc82/6x57AWHWqQ7eBNSucwmaicOVP5mGgo66i3NdK4wkv46au5tN+/kbuqQgQb8vNZ88kaBH4KA81Cyw5ldeNg8OMh2XXkXR4YdA+r7/qKikZlrL77Kx647B52le+qd/7ryudlfORi9o1+giLnK2FzkrmVBjJ5QvwVHlMWfE7TkSOVcZKlp6fT7tVXqylVnFeaKNtSHlI9uRFoP/PfVs2w3dpSmdIdIjPmQkFNbgiDhRCDATPQTwiRJoToD/QFDkQqgyrg7/f65YdvA6dvQUK5DXEzsgYiWBF2J2L9KZ/PZJvHzJ1bhtMp2PTt+Qzv9A7vvnoDp07Es2n5HXVmcQ5EanTbRx/RKEIhPd5/Xw6reU28C5riTYKsMgRDdnYBDoev311IiqcgBFzgKoMsvyxzhZWsH3bQ4ZPvsFS0Bs1Z7Tt6g15KOCNvqG4H2TJsTju2/AM86HBGLJQoyC1DbXwwoUZp8UakLZ5AfV8ym61s2NBEaTg9t5+5FqXGtPimx1ahJXzpY1lgbLqcP05aVa90gpXD1LMnWa1bK/XllOW3G8glhHInx+a5CChVKwBV91eV6aviLzLqDNy8tpArfzJjtNmBhtcO/qR0F992m/Ix0VDWUf9QdOu++JB7u+4kNV7vCYdq6b0Srf3/QVX4R7QKaPd/lMfNrV1A1WVg30Wj0OZOR5s7nS4b76ewWSFWg0sBYTVY2JdcyCU/XFLvvUxd+bzEpBY4OIaoCmQaKieZW2nwr6l3UfL551J4EWpj+VfFSRZIqSIeT8EZXRZyPUHw/UzWdUncfnuqtPz7IxJjLhTUGjoR6CqE2Op+I4TYBnRXl6XIwJvE5afFP6GVaZhwbWpNmOpvYXBkDojyagQrRs3K6O3vs6PsCk+4IbszXbp5jLevvLUimjnT7uKKFkuYOfXOOrM4nw0EhDJxJm4hVUOKT2oNBFzg65flTr++hxdvJcGbew5icTjBOhScMT7fi7bF8GrjV6WHM/LkQ2HUCJkw6gwYe7biZb0O/9lAJaGbTNTEB1PiXMvWyrYha/qVWzzVoDxTDZci7nS9uX0hC6KTpawP3n7mSbo/o6cZGq5xqFE/y7Ng8MxLRVXcP0WJ0hXiDQXeZtH/3d+Soi/gwER8SBpVKgAbMmTzF3kfIqcv2UmUxdd0pKG1gzcp3Tm4EOiQmp6ezqNPPUWnFSs4EB3NfwbOcVk0xudBuwch6qDrNT6vbkKqLgN9QjOWdgadH2EiTtrRFpvNxs5d2zl56khYZfMfD7KUvW6lQb9XF0K57/oS6pioTWGtkpPM/4wSE874qNoLTO38JDoq/f6pnt/ubEVdlAVbNE17Q9O0jKrndVyexmcd6hINwQ1vEhd7M5em2YrV57VeFgbJE6DqUO5DsOJ0ekJXCYuFk8c+ZktJi7DMYwLhvfeaKPOVdw/2yjZtlJq8Pfnkk1LTOxO3kLLL4I9NmwbwySfl4bWzV1xiD5zlYH4GgJYtHw07osPob7cyd9cBLA4nNnda1nT8pxy9Tk8vWy/p4Yzc7ZCdXUDuj2a+yLs/rBvtYDLCVUb434j8dd23nnjmoD6UqJT+WrW4ph4by9guGzDqXe1t1MPVLUtJSTBw1Pl6yDciyi2ealGeqR7T3gpAty/kqAmLMcWWSFsf3GVI0A3i/Kh9tNA9hJ4mtNA9XGfLs5rgmZc6HEfECderZF951e0gU8YGayvuPZzBzK/T+cs0jWObfP+vUgGoup5Up2/q2ZOKRYvCvjH3nzdaPPecdE6EmtBg+msNitKGUIaaeHNMPXtyYM4i3vrEgscgMz4Pul1bd0UBeC4DfSyHD44Cu29/iiWGa43Xud4IA7t376To5LchlMq3DDLGgzfc+44fH7gFYn13xyrGhIoyeMP/jBKyUsVrL5BqfY2xbRdh1LkUjN77GVVKd4jMmAsFdVEWjAXygf+rerZXfXbWoS7REAIh0ebSFHlbFgCe+LJ1QsoU0Lk2rm7rAh1ORm5xEay4YbvVGrZ5TCBEB2F6lQVTz54Uvf66UpM3WWU4k7wLqttBioyqhc8HogKOzMaan8+vK8xhR3RYNLA34zu3Ikavw6irujUVcXDkY75YsorFuz7lm5y1rGq8ijj8/M0kKAyio6Mxm628Mfliyg9dy6OXvy5VOeeWEQ4JZLAbEU88c8XkVSChL/kdtKd2eABdlbJVr2nc0elULQnUjtosnsKupxqUZ9b8fNo98IBSUtRNmwbw9ddOhLiSj1Zt8vGFVLE+6LRYWhmeoY+xmFaGv9XZ8qw+MlSgQcyt+I7rl27/K0ujo1kDHm9p1QrA31s7hOq+5D9vqORECIQG0V9rUZQ2iDLUgo8+isHpFHw835fPq9IWXecD3psnu2MVRl/L4SOZIHyPUDpNzyCjl+JVRLN/jyHsyw93HYV7SPXnFLg/ez4J11wTkTERyTNKyPXktxdwKYdcWiY9gkfm3oM1P1+Z0h0iM+ZCgSbqwJ6vaVoM0EYI8Yv6LIWPtLQ0kZubW5/vk5ubi1Z22hR0U1QTknVZpOqn1Gkz1XfpFG5PcjA+sYBYgwlzWTx/XHIbz/3rNpKO7PN8z/qWHvvNjmq/b6obQ3vD23XOc7AyqIRqGTLS77t0CpckdWJq75E+h4sDN99M6aefIiwW14R43XW0eu+9cLNcDQ2iHQ5MhqJXfBQGDmHih90X0ejBnWhFRRjbtqVDfn54ViQla+k1T0e+IQqalgLCpZ7c2oGOh3ew+C8p1Yy8vGE0Gundu3dIotPS0rjooreZ80IPz2e5XqS89RlvfV/Zz2azrdrn0Sf3wb+dWCxOYmJ0FBRcSkqKKaT8+sOan8/atDQG5eYqVdCp6EtZPz7D3D03M35AIzb8bSi5ubn8ar+d487/Vvt5uPOelHranAiOE9U+tlRGs+f6xvLGQw1wt4OqemoQ89IZTl+VjJycHNZ98w3D58yJaF9ShUi2Q4lzLXvsN+CkAkE5GjHoiKWjYXFIG3NnWRkFPXpg27evwbeDFBkB5m+0GGjxENYTtzaMNagWxMa+RUVFSwBMMRbueuxd/jj+M9YuuYmp986q0/4+7t3R7Ou0hGZ6G+aKZDosXY3FGY2psoJlczOIWzgf0bJl0N+Hs5cB3zpyinLMjmc44pxNsu4vpOon1/mMEmhvHKkxEenxEFI9BdgLZOVNZ27Brdyy81MmL/nrWTdvaJqWJ4RIU5IZL9RqWaBp2rXAZuCrqvd9NE37VHXGpKMOPqlx5S6LhKaCkJhGH99ziGZ5cWQduQI6Psu3UwfSfvAAH62doVVrueU6Bx+cSd6FBhO/2csKxo0Tp6zk3rmOyqIiOaHoqm4sBiWsxFjUCH45D44nQIWRKIeNC/fnYnzqKbRqPu4uhBrOyI2fFm9hzgs90Dtc6RuBtEr4Q03aiSAIRHRj1IM4UKEshKXKeOZSEcBKZWr3lxmY/KOPb58qsz0p9eTlQuZGuQV+essibzzAGeVFOIczB3//aZWufL83hOO+FAiR8J9uUAhiZSgOz+K3YcNoZbEoDzGpGj16vOpx17SUX8Psp95lcIsSnhq/oM5WVeXCwMj9Lh6SFQUOLtF9iCb8QjM6KwL/WKsMay/jj1Atw84kp8CZQEj1FGAvMLXnGwww5jN+zUsRCWd9tqIubghPARcBJwCEEJuB9iozJR21mFqNGDECs9nK419eSG4UfONyFw6baTTrhwVos/7pMpXFdUg9b8BcJZvmESNGhPX7s0GGyvTdE2JJcrL0CTEnJ4fnp09nd2ZmRBbXsOtJHwcdl0DTMdB0DFsP9uHliXCpFdwqhLBJIP2jg9gNYE6G3a3ROZ1krZ+JtmIF8d/OAS3EcEY1HL7szVxaAUeV/7zbLuB4fctRsjYg0Y1OCJwrdUpDWDaIMR1gcU2NLWXN6M2kJBg86as02wu7DAGUZ3YLGOdLHA8B1qDybUPZkLMKa34+s/btw5qfr0ypEum+JCPyRU3pq4JKGaaePVk/aZJyBWBDXqcjIeP30g5SZASYv9FiKPkuFcfhwxE5HDWU/uoOz3h7QRorZ8+h6W8bubMqNKM+L49VsxcHDM3YuqO9bqEZa4DqOorEmGgI4yH9p0pKnb4XWC0Mx1kw61aSjrtCQKsmSI9EPYWCWt0QNE37XggxQNO0TUKIvlWfbRFCnB+RHIaAam4ItZha7bvxRv7RZz5thj7J1besqJZeXUxAtXfGVPtMh8bA5l35puVI9t14I20++ghTz54hmxHVhCNHjpCcrCaGdqRkNIQy9F06hfSkTkztfT2pMYnk5OSQmZnJMxUVDMZ1uFDp5gDy6yknJwfnJf/P3nmHSVEtbfxXu0sGiYIoKAoGFBUFCSbMggkxghEMKJj1YoBPBBT0miMo5oh6zZi9JvQKCF5UxDVHvKCYJcNufX/UmaV32IWdnu7Z3vG8zzPPTnfP1tt18qlTp86ONK/gWWHLlmz6Y4ijRAPuXEPfG82d3xzO8tI61JZlHPreo4x8ZRTgtuXs3xm+uR60njvO6GyardNxzXWuZBHM3hBKAtP/wuawzXdQUJ+i75pT0vxXZHkRWnsltRRWiHkNvVq7edXcWAMc5XQohI3e/5hvni9gBbXLfl67tnDSSetzyy3RHBZTE+rD2vKhJuiQvoVswYIFzD/1JWrNWv23oetDBX3QoiVw66OF9H60BYU//UTRhhuyyZw5UF9qdP8Qtet4uvw44fu46pcf5IhrW04+5EMkHBW036UrG/DFfkrpr6vaKqlfn1Y33USTE07I5nUrRE0or8Hxfe2CIvh8AdvNr8dNxQtYZ9q7/Li0PvtwH9vvWIvrrluHosJaICvp0GETGq+TvW41oixVs/woOOTBY9ijwc+c2Phz2jdsydZN2vLLqa+w6LXVtymGHgusBZnqkJhtCMAcETkKKBSRTUXkJuCdmN8rWqzF1ep/ny7g3kd/J+34+tBIBRE5ddM9eGTn06mz1VYMaNiwzGoXR4CpPn36ZC2jujlqgg7v//ZtOc+Rya+8wH5Ll9KLCFch0zB16lQuv/xypk6dCmSvw3bPj2Dou3czb8lvgLnJ1h0+nJW1apX7XTZBIFMBgaCC00GcNR5AV5aEO85oLSc6dD5kY4vKXttOOlkhFofkw7ojqr6iHeAop0PJUnTKgnKGAghxhOVaUBPqQ7qXCs2OgfZPQEH9aORXAVHU6eAWspVbT2J5n2jrQ0V9UIN6cFq/EvSXX0C1bAWvpvcPUbuOp8uPE76Pq375QY64PG3yIR+i4NjupXFcu/xkFq9zeFn7/d35Us5QAPEeMVlTymv6yUXTxj9Gl2efp7BlS8ZzNKUUMPWdAs4+axl//SVstumWkRgKoGaUpeqWHxXHa4tacPT/erLrF5vT/L0GPLVjv5ycGJFCLtIpDKpiLDgD2ApYBkwC/gTOjvOlghCRjiJyq4g8JiJDQgmpwNWqROvwzdO1WTF/PrdyNKVKVtFSYfVIo5Ud5+JRsxHcbnIN73GOavRHMzoX+wXv9ubr13fh5cf/jz333LPMYJAN0g0e85b8RpexY2nar19kUXHP/GFDFjrjW/B0kEM+frrc6SBS5IIBZHqc0RpOdAgidaJJK1plPPn683/XlnEEdRjY9l9MXngCxexNMXvzSf2+/Hbnd5EfFVdj0GhX2Pj+VZ9G2W8tyDXSt5Dd2bcDdQ+KLnJ60HiWwtIl8Nu/oGilGbTidm/0SBbi2KqRb4hz+5LH6obSyd8ew4XvLCW9JMY5OaoJqOjkIrDtrUX3TuZJ9mUFZlyeNm0F++33O4sW1V6TSI+EIzUmOHuLFczsuhBquekAACAASURBVEnOTlFJKtZqLFDVxao6QlV3UNWu7vvStf0fgIjcJSI/ichHafd7i8inIvKFiFy4Fv5iVT0VOALYqSq86ahoH8riP5bx+xULkOXLeZ8tWUFtZr29Dft3eJCHbjyEP39ryEsP9K9yx1RZY5JCmzbxBjaMW34uOGqaDstLV7K8fVOuPWgrlhSVr0pZda6B/c3rFr7EUfuW8K9/llIoy3jjjTci0WFN8TWiCAIZDAj04B+bsNWGk2nXfD6n1/+kXKO7zhe7hls5qmSvJesOZdmcOVz92WcsmzOH+Q3mow2U+Q3mZ6zDzb92YFHpqsiGF295Mzs1m8HpH99c7ndxrbrUtPpQHfKj5kjVi9s+f40hx20dWX0IGs9SKFoOf6bZBXxZqj75ueBIyf+rdAqzV2zEj6U3RH6ka77lQxyeNvlQlqLiCI4FDrl1OI+WluT0qM+aUF4rCw4IcOWjtVgh5SMgRx3wuKaUpeqUHzVH0EN8z8dfjD1Aegq5SKcwqErMgq7AcKAdUJS6X5WYBSKyK7AQuE9VO7l7hcBnwN7AXGAGMAAoBC5PE3GCqv7kTmQYAtyvqg+tjTc9ZkH6PpTa/1tI0eiPot2T6vG3QPretUIRBm2yK+de+Qwrn3sxmqMZK9nffPOjhezW/V7WvfxyNnjkkdDBaNYWX+OHI4/MSv6aOPZotDETzriXld9/n90e7Ur2ype2L+arTl3LyQ8bzLLBQ/35rv2TNC9adWzin7/Dl/tDvUAcQ6lfn1Y33/y3szTnCyqr0xdv3Y+mX/0QWX3Ypd6PnNzkCwooQATqfLA5W414Exan7Q2u4WVpVcyCxShLIotZkE+Iay++h0cmWK2f/nwBXP4q9VaU8KxCaxFqZdmP5ju2224a77+/cLX7nTs3/Ht6GtZgyIPHrDYGSBmIls2ZE8lYIGokKWbBg8A9wKHAgYHPWqGqU1g9AHk34AtV/UpVlwMPA31VdbaqHpD2+cnJeUZV+wBHV0mrChDch9Ljgw0Z/WFBTl2tDj744Fjk5kp+Ljhqig4VbTfZ+N4HorM8VrK/+bxj69F8+HCWzpkT2YkLFcXXOLdDh0gbw9oFRdT+8jd2+M8SzlpnZ9o+/zzzGzYsO5Ui1MpRJXvl5510OiU//VRuD3hYLNYi+v1g3hH3/9GO+79vzYHPd+D9jrlxSasp9aE65UfFUdkWsijrQyqa9jHzenL0/3pyxLrNc+bemMt8iMt1vKaUpeqUnwsOr0N+ctQuKKLeFutzyPgLOHvUxTR44AF+DPTTcaGm5/WsWT3o2/fmsuMZU58oDQU1rSxVh/woONbkIR7H2Lgi5CKdwqBo7T9hgao+EyHnBsD3geu5QPfKfiwiuwGHAHWA59fwu8HAYIBmzZrRtasZWs4444xyWi4vXQntm/L48D3ZeeJ0dv/pL+qosqKggJl16nDLLbcwaeedeeGFF7jvvvsAGDZsGK1bt+bcc88FYO+992bEiBHstttuALRo0YIXX3yR/v3788UXXwDw5JNPMmnSJB599FEAfv/9d15++WWGDx8O2PEYQ4cOLQtm0aZNG5566ikOPvhg5s61IzpeeOEFxo8fz+TJkwEYN24cS5cuZcyYMQAcccQRDBgwgH79+lFcXEz//v15+OGH6d27Nz//bPvC33jjDcaOHcsrr7wCwLXXXsu8efO46qqrADjuuOPo06cPAwYMAKBTp07cc8899OrVi0VuMjpt2jSGDRvGK6+8QteuXRk/fjzFxcXcdNNNAAwePJiePXsyyA1yd9hhByZMmED37t0pKSmhsLCQ6dOnM2TIEGbMmAHA3XffzdSpU5k4cWJZPn366adl+bbLLrtw1VVX0aOHNbgNGjTgzTffZODAgXz0ke1qmTRpUsb59PPPP68xn0aOHEndunUrzad1Bm7KMd325MtrnmH6l7dwALeU5dN/GzbkZBEaDB/Ox6++WmE+AXTo0GGN+TS0b12O71OHQlm1fL2ipBZ/vNWSRd9/TR1gyfffM+/EEzlq3rzV8umtt94CqDSfAGRlKQVSwEmb9uKdC25n+l+z6Vt4K9OnT+c///lPWT5UlE8dO3Zk6NCha8ynFAcKvf5owuuXPcT0FSs46NYnGD16NA+0bk2j44+vNJ/WVp9W5VNxWT6d0GQWvzz2GHVLzd9bly7ll8ce45p27ZjSokVG9QmAc7bgrSWteGtJqzJdTjxkdz4smsOmH0+gGaCNG/NOnz7806VXJvVpbfmUqm9h61NV8untt98uy+sw9am62z2Ar74yd8+w7V69o9ux4bJ6vHHWTRzZuy8HLLqlXD5F0e6xM2UoVKF0ZQnN5vzB70cPpuSzcTB/Pr+UlnJHixZcvnJl4tq9VD4NP3Nndtrc6tyee+zBpH835JZ7ZwPw559/8swzz6Tl04f07dcPeHGt7d7a8qm4uJiBAweGrk9VyadUXoetT2vLp+LiYrp27cqgkV/TozcVItt8mjt3blb1aW35VFxczJQpU0KPI6qST8XFxQwZMqTGtnsjR47k448/LuOIo93r0KEDc+fOzWq8xzlbULugiJXLl7PORwtYf/rPPPLa7QwbNozTrruO4pISXl+0iOJ77418vJfKp+LiYs4555xYxnsvvvgiU6ZMKcuHsO3e2vLpo48+KuPItD5VJZ+++eYbgNjavRkzZlBcXMzs2bNjafdat25d1rZmN95bcz698cYbZfkQpj7Ncvl0wM+3VJhPf/31F4888khs7R7At99+C5BRfcoJVHWNH2BP4A5sq8Ahqc/a/i/w/+2AjwLXhwF3BK6PBW6uqry1cB0ITOzQoYMGwQNHl31qP3S81ps0UIdOv0v/t2Cufr7hhjoH9PONNtKShQs1LnTp0iU22bmQnwsOr4PDyoWqs5qpzqTsUzKtgX7arL4WQ9nnk/r19bc778xYfOfnhuvQ6XfpvMW/Vfg8Ch2CHOPGjdPCwkIFtLCwUMeNGxdLPsxp2rRc+qQ+n7VsGUpeensRTK+lH32kL9etq0s/+iiq118Nvj4kgyMK+XlRlipol3RWc9WSRdFxrAH5VJb+LHlTZy1rru8tq6czl6HvLauns5Y11z9L3oyMIy7kUz783TlyMRZYG3xeV7/8XHB4HeLhAGZqBPPntX2qErPgAWALYA6QCtGkqlqlA1dFpB3wrK6KWdATGKWq+7rri5zA9HgFoVFRzII17UP57tBD2fDxx2N1L/FnmFa//FxwRCE//dx3gO9PejZnZ71GnUZTp05lzz33ZPny5dSuXZtXX32VDh06ZMWx3fMj6NmiAxdvfTCt6zVl6tSp3LDrrpy/cmW5kymy2QO+3fMj2LFFh3LtRRA1oSxVN4fXwZAXZamCWCpIPWh1Dst+Pyr2fjTfylKpLs48VkuGHHEg3/LBc1Sf/FxweB2SweF1iIcjSTELUqcgHK+qg9ynSoaCSjAD2FRENhaR2kB/IJJtDiJyoIhM/OOP8medr20fykMDBsS+D2X8+PFr/1GC5eeCw+tgSD/OaN56N9Lo6GuQtH2DccXYiDqNevbsyauvvsqll17Kq6++Ss+ePbPmSD/+cfIrL/CYaqRRnNcUARlqRlmqbg6vgyEvylIlx5Wu/N+NfL/ffqz49NPIYqlUhHwrS3FE+U/niAP5lg+eo/rk54LD65AMDq9DcjjCoCrGgndEZMswwkVkEjAV2FxE5orIiaq6EjgdeAkoBh5V1Tlh5KdDVSer6uDGjRuXu7+2gVpqT0uciJvD65AMjqjkpx9tOLyTUNh775wEQ4sjjXr27MlFF11UFjMhCo5gGl3De0hRASMLCvgVcnLETU0pS9XJ4XVIBkck8is4rnTREvjvPQtZMX8+BZB1UNE1wedDMji8Dn8fDq9DMji8DsngyAcdwqIqxoIewPsi8qmIfCgis0Xkw6oIV9UBqtpaVWupahtVvdPdf15VN1PV9qo6NhsFgqjMs8DDo6YirnPf8wnLS1eyvH1TSi7cgxbH70GDBx7gh7p1Y4/i7OHxt8J6I6CgbrlbJcug1p0gy+14UV26lIWTJ/P7XXdVxxt6eHh4eHh4RIzCUaNGrfEHo0ePfha4CbgfmAQ8BEwaNWpU4mbko0aN+mzUqFGT77vvvlGDBw+u8v+1a9eO9u3bx/hm8XN4HZLBEYX80bOfKPteu6CI2gWFnNxhN67veQKt9juIBc89xybPPUetDTbI9nUrRE3IhwrTqNv+3DdoJFts340vu3Vjc+fFEBdqQlmqbg6vQzI4opC/3YujWVxnO7Ztsj6/L27L0698Q50blDpz0364YgVLpk2j+bBhWfGlw+dDMji8Dn8fDq9DMji8DsngSKIOo0ePnjdq1KjYj0VY69GJqvpt3C8RFUTkQODADh06ZPR/S5cuXfuPskTcHF6HZHBEJb+ygJxs1YRvbryRbWKMsVFT8qHSNIpI/tpQU8pSdXJ4HZLBEYX893/7lo//KGKENGDQJn3os+M5fPjeRLYvfh4JyI8rlorPh2RweB3+Phxeh2RweB2SwZEPOoRGLo5cyPUn06MnkngcRtLk54LD62Co7uOMakI+VHca5YLD65AMDq+DIf0I4rqTBuqQ6Xfp54cerJ/UrWvHudatq3OPPDKCN14dPh+SweF1+PtweB2SweF1SAZHEnUgR0cnrtWzwMPDI7eYtV9kYTzyFj6NPDyqD8tLVwJw2+ev8flxWzNhxn9Z/t131PaxVDw8PDw8PPIKVQlwWGMQNsDhEUccEdMb5Y7D65AMDq9DMji8Dsng8DokgyNq+bULiqhXWItTN92D+/c+l7bPP8/CVq1iDSrq8yEZHF6Hvw+H1yEZHF6HZHDkgw5hIebFkF/o2rWrzpw5s8q///7772nbtm2MbxQ/h9chGRxeh2RweB2SweF1SAZHFPLlwWPWGCekJuhQ3Rxeh2Rw5IMOueDwOiSDw+uQDI4k6iAi76lq1xhfCcgzz4Kw6NevX43n8Dokg8PrkAwOr0MyOLwOyeCIQn7nphtxUvtefNX3Om7pNqicoSAqjjXB50MyOLwOfx8Or0MyOLwOyeDIBx3CIq9iFoQ9DcHDw8PDw8Ojcvg4IR4eHh4eHn8/5JVngapOVtXBjRs3zuj/cmFciJvD65AMDq9DMji8Dsng8Dokg8PrkAwOr0MyOPJBh1xweB2SweF1SAZHPugQFj5mgYeHh4eHh4eHh4eHh4dHDYGPWZBD9O7du8ZzeB2SweF1SAaH1yEZHF6HZHB4HZLB4XVIBkc+6JALDq9DMji8DsngyAcdwsIbC4Cff/65xnN4HZLB4XVIBofXIRkcXodkcHgdksHhdUgGRz7okAsOr0MyOLwOyeDIBx3CIq+MBSJyoIhM/OOPP6r7VTw8PDw8PDw8PDw8PDw8aix8zAJg4cKFNGzYMMY3ip/D65AMDq9DMji8Dsng8Dokg8PrkAwOr0MyOPJBh1xweB2SweF1SAZHEnXwMQtyiLFj4z8SKm4Or0MyOLwOyeDwOiSDw+uQDA6vQzI4vA7J4MgHHXLB4XVIBofXIRkc+aBDWHhjAfDKK6/UeA6vQzI4vA7J4PA6JIPD65AMDq9DMji8DsngyAcdcsHhdUgGh9chGRz5oENYeGOBh4eHh4eHh4eHh4eHh4dHORSOGjWqut8hckycOHHU4MGDq/z7LbbYgo022ijGN4qfw+uQDA6vQzI4vA7J4PA6JIPD65AMDq9DMjjyQYdccHgdksHhdUgGRxJ1GD169LxRo0ZNjPGVgDzzLAh7GsK8efNieqPccXgdksHhdUgGh9chGRxeh2RweB2SweF1SAZHPuiQCw6vQzI4vA7J4MgHHUJDVfPu06VLF80Emf4+DOLm8Dokg8PrkAwOr0MyOLwOyeDINx1Wli7UuSsu0lnLmujcFcO1pHRR5BxxIN/yoaZy5IMOQY6aWh+CHPmgQ02VnwsOr0M8HMBMzcG8Oq88Czw8PDw8PDzyF3+VTmH2io34sfQGSvidH0uv48MVG/JX6ZTqfjUPj5wjH+pDPujg4ZHP8DELgKVLl9K9e/cY3yh+Dq9DMji8DsngyLUOJbqIeSWj+GrlYZToXzSUnojUikx+XMi3fKiJ8nPBkU86/K/k/1is04EV7slKlCUoK2lacEgkHHEhn/IhTngdqs7RtuvkGlsfUhz5oIMvr9UrPxccSdQhVzELvLEAaNasGc2bN4/xjeLn8Dokg8PrkAyOXOrwV+kUPlnZk4X6NqX8xSKdyU+lN9NAelBHwgfDCeoQhzEinSMO+LKUDI580uH30idZoh+u9ryebJP1xMLnQ2byfbtU/RwFTd+ssfUhxZEPOvjyWr3yc8GRax2q0r76AIc5xIABA2o8h9chGRxeh2Rw5FKHn0tvp4RfUBYDoCyhhF/4ufT2SOTH6aKZT/lQU+XngsPrkAyOfNLBt0tV5yjRRfywcjjvL2/KDytHUKqLI+eIA/lUXmsyRz6UV18fMuNI2tacGmEsEJEGIjJTRA6o7nfxMMRV2XMl38OjpiAuY0Q6fJ3zqAloUXAyhTRHqAeAUI9CmtOi4ORqfrO/F3LVLtV0xD3oz4f6kA865AviLq9JmwQnFUlrX2M1FojIXSLyk4h8lHa/t4h8KiJfiMiFVRB1AfBoPG8JnTp1ikt0zjhyqUNclT1u+UEOiGdy5MtSMji8DplxxF2n40Q+5UNNlZ8LjpT8RgW7sk2t72hVcA6FNKFVwblsU+s7GhXsGhlHXMinfKjJHHGPA4IccQ76O3XqVKPrQ4ojH3SoyfKDHHGV11zVhziRD2UpLMROXohJuMiuwELgPlXt5O4VAp8BewNzgRnAAKAQuDxNxAnAtkBzoC7ws6o+uzberl276syZM6NSwyMNX688ll9LH1jtfrOCY9i46P7EywebHH258hBKWYKyGKEeBdSnfdETkXRQHn8frCpLi1GWRF6WclEfcsGRDyjRRcwvGcuC0gmsWzCU1oUjKJD61f1aHh45Rz60GbkYB+RDOnn8fZAP4/t8QFXTSUTeU9Wucb9PrJ4FqjoF+DXtdjfgC1X9SlWXAw8DfVV1tqoekPb5CdgN6AEcBZwsIpG/c69evaIWmXMOr0NmHHFZN4M6xLVikU/5UFPlBzniWhVJyY/TRTOf8iFu+XF6PPl8qH75ueDIJx3yoV2Kc5Uzn/K6JnN4HZLB4XXIjCNpW3OKqoFzA+D7wPVcoNJzIlR1BICIDMQ8C0or+p2IDAYGg0WT7NrVDC1nnHEGHTt2ZOjQoQDssssuXHXVVfTo0QOABg0asGjRIgYOHMhHH9luiUmTJvHCCy9w3333ATBs2DBat27NueeeC8Dee+/NiBEj2G233QBo0aIFL774Iv379+eLL74A4Mknn2TSpEk8+qjtnvj99995+eWXGT58OAAHHnggQ4cOpU+fPgC0adOGp556ioMPPpi5c+cC8MILLzB+/HgmT54MwLhx41i6dCljxowB4IgjjmDAgAH069eP4uJi+vfvz8MPP0zv3r35+eefAXjjjTcYO3Ysr7zyCgDXXnst8+bN46qrrgLguOOOo0+fPmVBNTp16sQ999xDr169WLRoEQDTpk1j2LBhzJw5k65duzLh2XUpaLZ6Hjz//PPcPaYrO+ywAxMmTKB79+6UlJRQWFjI9OnTGTJkCDNmzADg7rvvZurUqUycOLEsn3766Se6du3KoJFf06N3xeUh23xatGgR/fv3Z5ejXqmQ4/vvv+fzz8PnU3FxMS+//DKl9d6j3uYXU6tOKXXqKfNXXssXv/6TW4e3Rxdul1U+FRcXM3DgwErz6a233gJg/PjxFBcXc9NNNwEwePBgevbsyaBBgwAqzaePP/64rP5UlE9rq09vvvnmWvNp/vz5ZRxh6tPIkSOpW7dupfmU+r+w9QmgQ4cOa8yn4uJipkyZkpZPo+nTpw/dBpihYE31aW35lKpvO+ywA7eM/45xd3Rg137LmfJEU4af/DmnDT2PGTPOzSqf5syZs8Y69+OPP3J43/D5FHe7B/DVV18B0Lt3b/5c+CN9jp/PAcctYc6ULbll1FJWLCuIsN37pSxtbGKxhPue7cfdYzYO3e517NixjCNsfapquxe2PlUln/7880+eeeaZ0PUJqrfdGzJkSFk+1NR2r02bNixatChn7d71N27IfsfPY58BUH/JQAb3m8aKZedm1e4NGjSI4uJihgwZEro+VXe7N3LkSObNm0fXrl3ZtPNfnHl1PerUA5UlLFsilKwoYrNmJ2edT4sWLYptvPfWW29RXFzMu+++G7o+VSWfiouLOeecc2Jp91588UVmz55dVufiaPfGjRvHDz/8UMYRdbsH8M033wDE1u7NmDGD4uJiZs+ezeyvWrFBz8KysauW1GHRXyu5evi7rNcofD6l2tYBJ23OHoOasWTpb9SppyxfWkC9uk255dIfeOO57PLpgw8+KMuHqNs9gL/++otHHnkkdH2qSj59++23AOzVcxgFRRuy/8D5HHB8HWa+tAl3XqGsWHbuavUpJ1DVWD9AO+CjwPVhwB2B62OBmyPiOhCY2KFDB80EXbp0yej3YRA3Ry51+LPkTZ21rLm+t6yezlyGvresns5a1lz/LHkz0fKDHF+tOEZnLmO1z1crjkm0/CBHXPD1IRkc+VSn48TqOtSPRQdfp6uXw+uQDI580iFXdbqkdJHOXTFcZy1ronNXjNCS0kVZy0/niANB+StLF+rcFRc5HYbXSB1qKkeudYijvOZbfUgKBzBTY57Hq2q8MQsARKQd8KyuilnQExilqvu664uc0SI9XkFoZBqzYOXKlRQVxetkETdHrnUo1cXMKxnLgtLxrFtwGq0Lh2e9dzdu+UGOuPaZp+THuS8r38pSTZSfC458q9NxIe465+t0Mji8DsngyCcd4ow3k5/pFH1sB19eq19+Lji8DvFw5EXMgkowA9hURDYWkdpAf+CZKASLyIEiMvGPP/7I6P+GDRsWBX21cuRahwKpzwZFY+lc+zc2KLoskol83PKDHHHtM/dlKRkcXofMOeKu03EhV/kQ5x7CfCtLNVF+Lji8DsngiHscEOSIE7lKpzhjO/jyWv3yc8HhdUgORxjEfXTiJGAqsLmIzBWRE1V1JXA68BJQDDyqqnOi4FPVyao6uHHjxhn9X2ovSZyIm8PrkDlHHJOjlPw4Jxb5lg81UX4uOLwOyeBIyY9zYuHzofrl54LD65AMjrjHAekcccHndfXLzwWH1yEZHPmgQ1jE6k+hqgMquf888HzUfCJyIHBghw4dohbt4ZERUhOLOLZSeHh4rI4WBSfzR+kLq7kURxk9ODWx2ICxkcn08PDw8PDw8EgschEYIdefTANETJ8+PaPfh0HcHF6HZHB4HZLB4XVIBkeudYgjcJLPh2RweB2SweF1+PtwpOTHGXTa53X1y88Fh9chHg5yFOCwOmIWxIawMQuKi4tjeqPccXgdksHhdUgGh9chGRy51iEOl2KfD8ng8Dokg8Pr8PfhSMmPcwuWz+vql58LDq9DcjhCIRcWiVx/MvUsSOJxGEmTnwsOr0MyOLwOyeDwOiSDw+uQDA6vQzI4vA5/Hw6vQzI4vA7J4EiiDnjPAg8PDw8PDw8PDw8PDw8Pj+qAmGEiP5AKcAgcCXyewb+2AH6O5aVyx+F1SAaH1yEZHF6HZHB4HZLB4XVIBofXIRkc+aBDLji8Dsng8DokgyOJOmykquvG9TIp5JWxICxEZKaqdq3JHF6HZHB4HZLB4XVIBofXIRkcXodkcHgdksGRDzrkgsPrkAwOr0MyOPJBh7Dw2xA8PDw8PDw8PDw8PDw8PDzKwRsLPDw8PDw8PDw8PDw8PDw8ysEbCwwT84DD65AMDq9DMji8Dsng8Dokg8PrkAwOr0MyOPJBh1xweB2SweF1SAZHPugQCj5mgYeHh4eHh4eHh4eHh4eHRzl4zwIPDw8PDw8PDw8PDw8PD49y8MYCDw8PDw8PDw8PDw8PDw+PcvDGAg8Pj1AQEYlZvm+f8hxxl6FcIs7yGlc6iUjtOOVXwFcj63Su08nDw8PDo2bg79Av1MiOuzoR46CtMCa5BSLSLheDNMdVYyuNiNRzfyNPq1S65GqwnIt80JgCnohIfRFppKqlMckvFJE9Ut/j4AhwRZoPInKEiGwVKE+x53OMbV5RXGUolxCRliLSNFVe40ivONJJRI4AzoxLfhpXrGkkIkUicoyr25G2sblMpzggIjuLSPfAdeTlM8Y2YgcRaRmH7HyCiDSt7neICjU9v13/vH7MHH7uVkWISHsRaRGj/II4+4WkzKl8gcsAIiLphSI12cg2Q1W1RAxRT14uA44EVutMoiyEIlJfVUtVVaNqyERkHRG5RUTqpGTGvML2gIhsHNMktbFrVGKZAAOIyDUicpOINE6V05gGho1F5CgR6R+D7BHAjcAbIrJX2rOodNkTGCIidVS1JCKZ5ZAqr64+RPLeItIIGBOQ2yjmTuoQEdk3polqB+BhEWkdtewAR6yGIMcxBiuvX6XqQ1R1T0T2FJHjReQsEWkRg4HoF6wenC8itWNsW2NLowC2A/oBG8TQxsaeTiLSR0SOFpEdo5YNTAAaOZ7IDXQVjYuikgvcDLRx17kytDeMUFYPl6+7pCbBMRjKDgYGRClzLXy1RGQnEeklIhu5e1H1cb2B60RknSjlpnF0E5EuIlI3BtktgVuANiJSJ+1Z1uVXRBq5cUtshukAVw8RGSIinSUGzyoR2VZENheRVP2OI6/XAcYDm6XndxTjAxHZGnhQRFplKytN7noisjMkx0DtjQVVgIiMEpFJWCN2hoh0EJFtwSb57m+oDBWRtiIyVUT6qKFE0lZHwlYiEdkUOAC4T1V/cfe2EJEu2bxzBTw7Ac+LyMlObqohy7Z8jQZqq+oyoKmIFMZYcUYC+wD3ish2EFnj3lFEHgeuB64VkXZpz6PqZIuAhsApwOsiexuKygAAIABJREFUcpp71NZ17lE2xBOB/YArROTKVKfo3iE03ATycGxicR2whYj0FpHDINJGc4b7+6qIbOW4o+6ozhKRwSLSJDAxyrY8XQo8qapzRGQL4PZUJ55ChOWpNnArMEFE+rp7UU6+xwFzVHWek11PzCi4TraCReQ4ERkLnC0iO7h7BcG/UUBE2gMHAae6v5uJyIkiMgiyK68uHa4CtgS6AJsAtUWkRVT1QFVfBY4GNgM6xjThiy2N0vAx8C3wStQT7rjTSUTOAC4BugMHu3sbRCT7H8BUVf23iDQHnouijjnZR4jIRcClIrKLuxelUX8k8KGq/tdNwkamt3dRQkROF5GrgfEicpS7F1oPN5G+DTgWOB/r2yId/Lv3Gw186K47RpW/a8C1wD+wPvoiEWkWoU5XAD2xvI9rojQR6AAsi0H2ZcA0VX1XVZeJLawc5trtrIyYInIe1ifPFZELIVbvzs6sGufdBZwVJZ+IDMOMmP8ChopIvZh0GQN8qqrvqOpSN8bYR0RqR7RQdDnwnqr+COW8k+uHFejajcexsdd3qfGXe5ZTD+UgvLFgLQh0FtsD/wF2B84GbhCRV0VkmIhcnEUnNg6oB9wqIq+IrWyXBCbcdbKoROcA96rqPDFXnPOxyjleRO7NpkCn4UbgK2B7EXlYRPaFckaDjHmcMWZHVT3Z3boHG7BFDmdU2RtoBzzLqk49ihWqy4HZwPPAUmBXx5nq0LOaYKegqiuBq7GBwzDgSBGZ4rjbR9jIdwU2VtVjVLUdsDnmkXEXNhnIBscCL6vqh8BCYBSwC2aUeDmqQZCq/qaqhwP/xr1zxB4Au2MT+82xgXSKI7QRTUQ6An2xwSdY2kxV1eXueX3HEVWHOwp4GGvrDhKRhlF5YYjIrkAbVb3EXe+E1Y+HMSNL8yxkb4uV/wJgI+AQWJX2Ea86H4oNDH/H2vB/AM2AU0VkejZ6YJPHf6vqBcDbmLHxNuDu1EQ7y4lM6n9nAfOBJ0Rk/yzetzIcQnxpVAZVXaSq52KreoeLSGPIflAVdzqJeQsdhZWl84FeInI7ls+TJAvPGxFpBlwEPOBuXYQNnP90zwvEreqFkN0WK6NNAAUOlIDnXLbtkHuvI7B2CGwSWRJo76LeatIZGAS8B7wE7CEi62apx1jgBlXtjY3zDheRg0RkdxE5WER6Zv/mXIy1E2+7NLubiMYUFUFEtgF6qWo/bFJfiI05Us+zaZP+AUwBOgKdRWSMiNQVQ1TeqsOBD1T1EaBQRDZ0Y/izxC0SZSG7HdBFVS901wOw8fYFwPciEnr86urb8ZgBuR+wl5i3Smpy2iCbd68AlwFjVfVA4DhgNxHZS0QOdJPtfcMKFpF1gf6Yh+cRWD89XGy7dBuxRaOs4dJsD1U9010fjOXH1cDP7job+fsDjVT1ane9M2aMfRY4NosyeynwmKpujfWXJ7l02RBYV0TaxumhXClU1X/W8sHc4F4A7nDXLYEvsM5yDHBwSLmNsErZzF1fC/wJjHfXjR1HQQjZghkLbnPXj2GWwgHAetjku10EadMYmxBvC7QHhgBPYq4/TYGdgZNCyH0YeMR93xPrEIPPdwSKIsrficAw930bbOX5YaBFlnIHADMD19sB04H7geewyeqpEZZTwQYLR7nrfwO/AvdiE/woOA4AnsAs8ydjq3kbAacB7wM7ZyF7F5fu/V39Oibw7C5g26jSysnsAvwXuB2oE6HcIdhAcRvMIj/B1ZHugXLRMEOZfYHXMYPKMOCdtOdPAidE9P7tMCNTA6AWZuV+D9g6Vc6ylN8HuA+ojw0WnsA68EOBVwjZnjrZLwEHue+t3LuPxCZi17hy2jyidNrc1a0LgWLguLTyulsWss8GRrvv/8EmTZ2wlefbgbpZyN7atRXNA/eOcnmwXhRpE5C7hcvryNPIySgIlkdgA6yvezjbOp2LdAJuAGa77/WBr4G9XLrdDpyRhextgUexieolwPtpz68Gzgwp+2FW9TNtgIdcGT0bWzw4EeiQxbufBnyGtaG9MYNT8Pm1wGERltNHgBPd9wauXl8ReJ5Rfrv8WwKcFrj3oqvLHzr5xUCtLN65JVAK9HfXNwLjAs/rYRPLwgjT6SLg0sD1+tiYpq27PhJYP4TcpthYor277on1C/0ifPfarm3Yy10PBCZhfdtVwFVZym+CzRP6YP31O8AF7tkBwD+zkH0vcFPg+lDgVeAN93k2VQ4iSKcuwDzMONHU3ZuJjSeLXbs0Iwv543FtXiDdPgG+BJ5x3OdGoEdTJ68rsBtmiBqDtekDgMuzlH8ocL37fhw21rgaOAaYA/QOIXN74H+4saK79w6rxvKPY+PsSOY+Gb1brglr6gez1t6KueX8H/BURHLrUX4w0gabSP4P+BE4KwvZ6wFPYwP/Nwl03thqVcaFeQ1ctd3fBq6x+T9gMlACHBAirc/GVtNGYIOGQwLP98Ksw1Hla5+0e02xCd5xWco+F+vMr3bXWwKfA0OBnTBjzg4Rl9ONXIPY2jXs7V3jfmiEHGNd5zQFGBS4PxJndAkptxa2SvF/2F7VLoFnU8hy4IBZ+A93jby4e42AKwlh0FoLV6qTbYwZu0ZiA9yngK8zlJUyJm6DuX6+4+rG+u5+N+CtCN99z/Ty4srUJRHJb+Tq1w2YB8kpwLqBPAo1qMIMWH+58r6Bu/dv157e6fLgXxHpsC42UR2KTYzGEBisAa8BR2Yhf0vgB8x48m7gvmCDw71Cyu2I7cF/CjOSPoJtvzrWcd0JNImwLBVig/KTXLsRWRo5GSOwCcxgzGOhGdam3+j4Qhm2cpFOrvwcik0E7sYG5KcEnh/sym7tELJT7U8rVz6fxSYXXd39lpi3RNMQsjfA+rWJrGpH/4VNhG90bdN9hJwI4ya32AD839hEYmTg+VaYQb9eRGW0ETAc2CZwrxvwvPu+O3B3hjLrYIbQWzBDyvmpeowzYpHFgB+3gIQZ4f7j6tKctN/cAgyPIo0CMpsAm6a9w/3YFprOwH+z0KWH+5sqU0dhHqunEGLBrBKuE9z7XoyNj07G+uj1MWPOdlnKPwwbr87CPFUauvuHAq9nkeYPYfOPw7A5wz2uzm2HLa7slU15SuNbF2uvr8SMKKOJdnzRx5XNJzCjyvWu3SjExqsNycIYnsZ1MjAXm7yfiWuzgQOBN7OU3QabX10LLHL53cI9GwlcGEJmV8yYcgVmrDkMMy62BFpgCznNosqLjN6tOkhrygdzey8KXO+FTbqX4yzNYRsx1wBsErguJNC5uor6UQQ6rIMNotcN3DsSc/eOQnbPCu6nOvtJwBMh5O7o/m7jKt3L2GptaqDzNBGtKgBbBL5LKr+xgdqXwHmpZyHlr4tZsxdgg/8dYyin7YANgS3d9WhsMHdFhBxFwIHuexugLbAv1oFtj62KzQD2DSl/E9cYpibGu2Kr/sdjE4JXs3h3AZq7fLgcMzy8j3VQj2Gd7lxg94jSaTWvAdfY9wV+I8OJHjYRHY4z9mFW8ruAm4D9gXcjrA+N0vVxf7fHVpDuJosV2zR5+wG7Bp4VujKUjXdKO8yNb5Zrf7IaEFTCcTLmMVIYuNfRtVPnYAadl7KQXxD43sDl/42YEXN7sljVcTLrAj2AXthg8FGsv5nr2o1eEaRRbcwTYvtAud3YpdHZEaSRYIP8fzp507BJ/H1YH30bZogKXS9ylE5FWNs32JX9CbhJK2YwDTXZwzwWH8MZXLF4C//ADGnDgLcI6VXg5LXEvJkWuPf8T2VlOITss3H9iCv/52BeVSMd79PAydmmfQW8jdPy/gnHNzmTcoQZ6ju6tmgbzFgzE+t3Wkf0rpvhxouO7zpsZT7lIdmSCA0qlZVd93ew438ROCKEnPUp7x0UHHP3wSbGG0b0zh2wvnQiMCRwvxXwAWn9XxY8G7u/KcPHm8D+WcgrxMakD2J9/6dp5TUrb7+0dNgGGy/1xPq5t7AxUtbeqZhhrj7mlXc4tlK+ENg77XeR6ONk1cONjQP3XsmkTleUH+5vF8yoFRzH1MXGH10ylenSpgCbo92AjYFvjiotsvmkCrJHGkRkH6zxewrLrNfc/Z0xd7vxwLPq9tBlKLsOVunbAiuxFdOf0n7zCHCPqr6QoexauFUpVf1ZRGqp6gr3TLCG4GGss30703cP8GyKDWxWYBW/u6ouCDyvj01iDlbVLzKQ2xVbXZwDPKSqn4nIntjEdAXWSa6jqqH3TAW4hmKrFOeqBVFMf94H8zo4M0O5TbABTi3gS1W9UywA1M1Yfp+tqm9F8P4NsbLYB3NfLcE6vFsxK/0T7ndZn8IgIv/EOvHz0u6PwwZFLTFdT8lCh++wPC529/bCBrYvAc+o6uyQ716A7autr6qL3L2dsMlGa2zFcAPgH6o6LQyHkzkMM6TshLlqPp32/BJgT1XdNQOZtbCOYzPMwDgdW21chhkzDwf+UtXDwr53Gt+t2KrpfzUtRoHbA30/MEpVZ1T0/2uRXUtVV1RUHt0+xvMwd9aM93aKHQ3XFnP9/RgzPF2CuQMPUdVXMpVZCU8jJ38fVS12e0XbYq6THbBVsPexVaTiEPL3xYwRi7AVw3cxb6RRmHvjLGyV818hZB+CeR7VAu7UVUFv18Em3/Uwg+yzmcpO42mEbfnYAVsZbOv+no71FSc5vd4Ik0aOoxCrDwWpfkcsMnUJ1sd1cbzXZ1qnc5VOaZz1MKPBIdhqIdgEqWsIWYIZanbDYvFMA+5S1fki0gtb5dxGVXcLIXsA5ulwr7veBTOkbIa1bbMylZkmvxFm7G6GTYiecvUsZezoAfyeSRu6Fr5mwEap93ZpV6iqK8WCN56LldPDqyivLmZcaIW1E09hRqYtscleD+AjYER6+5rhe98AnAGco6o3uHs7YGOn9bDFgzGqekdYjjS+w7G62w54WFX/HXi2KTbueEdV96pYwhplTwduVdW7K3jWCJscvxShLvVUdUnavWeB11T12hDyumEr4VPEjof9LfCsIWbsba+qfSsVUrnsA7Att9tjiyafYsaZnTHD66fAdFVdnKnsCrhaYkaB5sBPmIH6aWx76C6Ysfcr4Eq1GFmZyu+Htf3rYHXiEcwYeBi2ov47Nm6am6UenTBD2iyxWEsLA88aYUbHbVV1n5Dy66gFr6yTPm8QC0w7DFswOikDmXUxQ24XrL8/C/OSPArrF37FxhXPajVN2r2xoBKIRXEejw02FbPwjFTVj1xgjFOBo1MDiQxlX45NeE8TkYmY1bkBNkF+V1V/F5EuqvpeCNk3Y65W32ATi8+xVZAHHccKbNvDu5nKTuN5BIsCeqWIXIMV5J5YnIE33W82VNXvMpTbBOtQO2KTrpcw6+NyrLPth7lDf5Tl+zfE0ntPVf1C7FzcHsDnqUmpm6jVTk0wM5B9B+ZK9QHWuX6iqte5Z2diblenq+r4LHWY4L6OwlYd22HpUxu4yA0OozAUtMVcnzd3g6ie2CD0U6zDaoNZhxcEG+Ysdairqsdn894BjisxY8A2WNl5ooLfNFELwhaWY1OsAzwFazPWw7b6NFXV59xv1gdKVXV+CPlFmKtpCTb4n4JZx5s5mT+HffcAxwWYd0VvN2iuhw1yZgd+s0NIQ8HmWBs6gVWrOK8DqOp7YqdS9MA8kX6rVFDFslti7cT32ErnfCyfV4rIkZj74WLMM2Zppu+exnU4tnp2uHvncVinvi02Mb0zC9kXYWnwGjZgW889mqyqk0VkE2B5mMGUM8a8gQ3QNsRWTT8GGqjqnLDvXAnXLVif+Q+sz1kXm9hsiaXdgjX8e1U5rseMAftgbd3NFfymKNNBba7SSURGYtuJGmGG0JLAs12wQfVkVX0spHxRVXXjgW7Y4P9ZzBBYgLnj/pihzLpYHT5OVWeKSIfUQoCIDMEm+Z9jbUjGiyhpXJthixoLMA+JyQFjxwJV/Tgb+Y6jJebe3RYrr6ekxi7ueUdsC+d2VTVUO6P6MlUdKRaI9GJsS9csEWmKGdDaqOpdEbx/N2wi/Qfwf6r6urt/NBa35chsOZy8VJ14EOt/NsU8GIKT4sGYd0lGdUREjgEGpowMYieZNMOMvjNV9Y8I3v9AzHthJTYm/gyrz7+JLWrtgsVHOjaE7BaYRwfAVMyY2xbbK/81FtT6W2yuldFcwdW3dzHDaytsEjpIVZ8VW7Q8EjOKnxNmTFEB323Ygs+VInIcto1rD1X9XCx45m7AElV9PIRswTxdzsAWaM7EyssIN4HviBnD71PVmVno0BgzaNTCvDnex/rRx7BxwWJsrFqgqj+EkL81Nm65ERsf/YH1FXWdUTNl8L01k7GwG6PWw/L4Cidja1X9Qywg9EHYNqPVDGo5gybAvSFJH8q7QzXGAu3siu05+xobHDYnvLt1a2wPXit3/Q7mOnktVqBDuwY6eZ2wTvYQzIV7b8yd/lNsoPAeWbqmYQPj1wLXczF30HOxOAv/F0zHTNPdXe+DGTyuxVxK+2ENQEaB4dbAtx3wuPu+GTaxu9fl8Z2Zvn9A7k4Egs9hrufPEHCjwybzUeRBetCnImyi+gS2Sh5VndgKF6MD2ANr9C/AjFyvsWp/bKZ5XpkOm2Murhnv+aqAoxPWYWyO7VMbh61gn0+0gZ/uZJUL6BGYlXykq+svs2qvXJXTCBvQpL5vjg10umNW5xuwFb2oAlcWYlHT93DXlzidPsE63Y2ylN8R23t3D9aeTsIs6Z9jbeAVVLClqYqyy1xKscn2f3BbZty9ZqTFJclCj3WBie77aKzNa+Dak4cIuZ/Qyf2A8tvFNsba0inA9lm+90RsUAlm6P7Wpf8HrhwVEcG+YFenp1ZwvyEu0GcEHJ2wSWsD9/02rP8Zg9tPneR0wozqpcAd2N7dr7CtMzdjq2y7AJ1Dyg5ujWmGTV62w7ZSTMRiAHQLKfufWIR0sD7zv6TFPACOzzZ/nZym7t0Hu/e+AQtKFmUg2ltxsRCwbY4vYZOyJtjqZx3MQF5VeW2xxZhgfKWbKR+oVyKqZ6ktAMOwMd2PmMdZmxRPhOkUrBPrYFsOrsBWuidiHkOhtldiWzROdd8vxMZKz2ELKlnFMwlw3Af8jG3N+dzlySRX53phY/zQwaxdGb3G1d3u7rrUtUs/EDKItWtv7g5c98e8RYK/iWRbKzZu/APYL3DvLqBv2u/CjovHUj7Y94aYF8M6gXvrhJGd/m6uTtyCxRDojRmtS7F2/H9ksYUJ8+hYgHmdH+jK0WRsAed9bNGrY4YyN8YMGdsG7t1NYJsb1n/GtqWoKh9/dOLqSB1F0lzNqvkVVtgexQrKVpiVdUpI+b9hQZ5+dCuN36jqcWrHPl2DHVHSIoxgMXfrT7BOfAjwtpr77WJsH+AlWMe1pHIpVcKvWGCvlKXtXlW9QM2Fa0/Mipvpmezp50oPxiZ247DJ6X7ue9buVg6fAItFZG9scjdJbSW7M2aJ7BJS7sFAD+c+BmaFXBdrYFKu2Msxi3M2OA97/0apG6q6UlU/wYxFG2cpvwxqqwVfisih2GTsClX9p5qL7FdYnUBdq5YBKtPhU6wRbhvB69+AubZ9ig1AT8ECl/UFPpMIzjN3qxP/dlxg7cSJqjpGVbfABgytoOppJHYM02wROcfdGgncrqrTsUnXs9iK9rwI3l/UVjbfAnZ01vl9sXTbglWxI0JDzd38fGwy2UJVB2Crqs9iq2/fq+rUEO/eDluFbeh4pmFGibIj4VT1V81wO1clXIXY9oCVIvIxpsvTasf2zcKMyDuFFH8ZFougbNVdVb9W1cuwk0EOzOK9N8UGTqmVwL2xAf85WL5ugMXgieI4pjOAxhI48s+Vr4XY4HA9sW142eAq4BY1j6+OmGH8HWzF8zm3Kp0xcphOc7DBbGcsBkI3rH3YG0u/U7HJTabv3wKYJSKpFdIxWPmchQ1mx2LtahjPlDZYe51a9fsHdrzXb+55cxHpqW57Qgj564nIv1x/DJYuD6rqRGxS+i1WB+qGkV8B39asCiCJqk7ADEH3YH3a3Zhx9qsMxC7H2rIjRORase2T3TFX7pSni2ZTfkRka+fRsdLlyQBV7aKqrbBFoe9EZFCIvrgyvpbY+Gh9EamrduxmM2yLYC1stX4TzLCTidzUEYufAaeLnSW/O+aFsT9WXo+TLI4ODeAqbGvj91h7MQFz698RGw8UaXaeec9hhqWdXf8s2GLHadjWtIy3T7gx0VbAAudpBOaZlToStghAVd/J4r2DKMUW5vYVkREicgTQSd1WSudlG2aMl5qXfA38ICK3uXZ2P2CRqv7p+lVc2QqNwLs97PTZUFVfxMZIL2HtV2dWHSUbhuNtzGizGNv+OQDz1HoDm2OVaOZb69q5/99f7GjKbbCxxQdQ1m4sjGDelh2q01KRxA929MkHWPCwm7EKeiO2utbI/WazCPnqBL5vhQ3MwwZNDAbGOgdrFJ/DJhmElbsWzvqUtw4eRYjgie5dl2KTlN2xvTlBjl5kGDBkDVypiKX7YRbCBzHjRF13/19ksUKCDUK+xgaw/8EFUiG6CK/iOMZgqyMnUz7YTR/ghYjzeWdsMjkFGxClvAleJ1xQo9h1wLx4lrJqD+lkbNtJsMxFsuIckFnAqiMGU0FwQgU3wrxrnsJWQz6v4HnGUdIr4UmtUm2KbW24jfLRxzth3hFZr+phxsTrMA+VjwPlKJuAaHu7dHrDtXtTA89CH01WUZkNfD8Mm8B8iA0IjyRwakGGchthW62ud+W+bZDP1ZPbwqaRaz9PxAat7xA4tso9f4ssjqtMk9UZW9mZjHletAg82wvb/52N/ObYBONxbDXsJSx+ROr5dYRsu3OZTk7eKMx9HMwgvpv7HjqYG9b/vodNtj6u4HmoiOmu/bwQG2g/S1rwZcwrL/RxZ9gCwzBsoP9Munz3m6yOMq6gnN7pymh/rK39xLWB7bFxX5sQclOnQY3BjHyvRfjOTVz6XIZ5i/wLF4A58JuNCXgnRcS7Meat+BG2Gj8j7XmY0zpqB74fg423XyewUo654EcVELIz1rftgLXd09z9dYhgXObapUcxL4YfCBxLTvjV+C1cXt8TKE/tsn3XtejQG1tUnIXzvI1Idh1Xp87HxtyLCHg4hU2jNfBtjPUNt2LG0Y5RcmH9xHhsHDMHi4eVbfkchvVf72IxZmLJ59DvWN0vkKQPtjp1h8usS1zG3Yq5mk4jiyjdTv4mrpCdgXW+9dz91KDwNcIPdAZjZ3z+X+DeZdiKdsoFOlv3ySLXSZ2MrXRuHngmmNX/fcK7pPXFJtmlhHTdqgLHNpilOeVuvTt2pNQ72FFNY0g7wz4D2YVp1xcCf2IDqawakzS5vTBvhY7una/HRcZ3z18gujN322EDuebucx22ujQcG2xNrgE63IDtgVyQdn8a2R/HmIr63hN3Wkfa8yOBV7KUfxw2Abgfs/ZHXSf6p9o2p8urLr2OxwYsjwAXh5TdHQuodhA2CK/t8qMUF+WXCIweTu5ArOP+mIiPF8KMmI+5ujzYpVNjbAX0aay/CHUUrWs3G2LbSx7A2tZerDoZ5FHSJgUZyN4L28JSx/0dgfUzY7HJx3ZkOYEPcB2CGbxbY1tNrseMBie455OzrdM4wzTWt32F9RdBI/lbhIhynct0CnBugRm53idkO7oG2UOxycV1uGNEI5CZmghf49rO09z99th+7WzHF+nyTyXCYzwDPNu7+rYJ5oF5A9a+jo+QowlmxLzFtRsnRiS3kyv7j7q2bjvSDEBENPHCtn6eGbjeB+sbPiXLfgjbxvA8bvKLBeqd7NJqAubZcVuWHB3Srg/BjC3zcBPVsGmFnUJ0KbZ4kjq5ow1mwLkv4vK6JzY2egHzrumUbV1bC9+GLj+ucuX3+AjL1DqYR8fNrgyfHYUurNoq/jSrToDZCPPwuDcC+Z0xI9MOmIdqbVdOSzEPTAixTYDyCxAFmPFhrMvvoYTcMhbHxwc4DMC52pRig9v9sOA2X2IDkN+xQGKhEkxETgEOwAbhbbHCNgm4TlVLXOCeozTDaPJO9gVYQ/4Q1sAvUNVBzp04deTWmar6TZh3D/D8E7PY1cL2/gzCGt9TVXW5WKTkzVR1dIZyywXhE5FzsQHz88BgzTBo3lq4OmNudQ2w6PuPqeq3ItIfM+AswlaUpmfBURZYy7moT8DO5z5KVR/O8v3Pwyam16rqOyJSG3NZ6olN7LsBizVkpNcAT/CUgm+xejENM0htiu1ZnQ98p6rfJ00HETkLC8Yz0V2vz6pos2c4fY5U1SOy4AhGff8C62S/Bc5X1W9EZGNswnSFhnCxT+NqiU1SD8e8VU7XCNzGnQ7XYh3Vu8CTqvqT23JyHOZl1UQzPBEk8M7BwIM/qupw9+wUbLA+WiOI5JzGGWk6SfnAg80w41kpFozxJRFpoBkGQQ3I7out5jysqm86F8Sjsbbodcd3iKrusgYxlckWbGB/oqq+JSKFrq/pjhlmt8IGJ/3VBeEMC1ene2CBJT923Oth2zL2cTzfquqeWXCcg3mKXOmuW2Bltxs2wKqN7bk9NEO5OUknseC9O2GG9ZfUTgbZGDNAvaUW7CvjoIxpHIXqgiW69Bnj3v1hrK5lPeBz44pumMdLC2zwf6GqPpit7Arkt8a8DLMOCOhkC9bOnaougLRY8NW+WL2eh50Ek/XpKW6LWyFmiNpYVS/OVmZAdk9sRR7MK2Ua8FkUfYKTL5gR6zRVfVtEtlQXVNLVwyGYa/+RmmHQWLGTP1pgxtHUuPVKzLNna8zA/CXworqTvEK8f3fMgDUGmKAumKcbW56OeeBMD1MfpHzgwRbYJPVsVZ0kFngwdbzh2Czrctm42Lny74fNTVZgdTnjAH0Z8DXF6sPewApVvSUC+amgq0VYve6MLZ7erIHTNcLIxTwh7sS2ig3G5g2PiZ0udDeWV9driBNIRCRldPgFm7/NUNVL3bPh2IR/bNj3d3LS8/oAbFxQrKoQeovBAAAgAElEQVQ3ZSM7MlS3tSIpH6zQnodzhcYG/hdgFX8kZrkKdQYr5mY6h/Ir8ftgDfzr2GS+PoGAZhnIboEZNVIBE9u7d27nrhti3hFZuXNhjfhHTl7KyLQxts3hEff+tclilZDy5+s2wCp5KdGtMJ+LWWnrY1bmK7FVhePIciUykCaSSgNsYNjTfe9ClmcFY8cTfkwFbobYpGJvp89WEaTVBFZFrt8Ca7hux1ziQrvt5UIHVyc+ZtX57j0Cz1KnOJSS5bYWzOp+M7Yy3Nyl083YpHJL95sts+EIcHXHPHs6E3KVuRK5J2ED2sOxAc54bEASxWp/MPBgdyyI6MHuui024MoqoGvc6cSaAw++QwXeJBnIFmzbWU/SPI8wT4YJ2IB8v5DyRwI3ue9tsJW72o63BWZYHhVBGrXEXLhbVvCsPjbZHkaGgZ/S5LTA+p9Une6N2xaD9c3/wfZPb5fEdML6myew7TxfYQsQJ7pnW2KrhntkmxdOXmr7Uw/3d2fsCMisZQc4NsDGSCcBd0QpO03+CbiVu4jkXsKqbZnrsSrAYS3MMH4DMDRsurNqS9c+uJVxV5ai2oJYkMZ3AG4Vnog8SJzskcA17nsbbKzaKvC8ISEDxbk0bu2+d8FWmKcDh0f4/t1cPfsdG3sPCzwbhPV1TUPKrijw4OjA9W64fi+q/MZW4Ou7enFMFLLTeApxW/YwI9QdgXwOVXZxfVqgPUrpconLd4mizGJbiR4IXB+LHU2auu5NFmMBzNsv1VbvjG093N1db455t4Uex2ALNUWBd015KmxKBX1qdX2q/QWS8MFcY+YQiDjtOo9amAVsHDYhbhVS/vWpxiS94mH7qPqGkev+/wxsoLa9q/B1MZe6YPT9jSJIo5ew4DNgnV+qYVkXGzSnJsWhTkEgxkl2gGs4cFbgegNsS8X1mOHgaELs6XTpXsDqA/4PKL8HLytXLmyCcl0qD9KedcAGP1HsK1/bKQXDspAduw6YUeMf7ns3bJKRnjdZuXex5qjv43FRw0PILQjUiVTnehR2JGnWdaACHd4KXDdx7ckDmKvrvoSP7t8OM8gEB2kTCAyisPY17EAkJ+mEDcIrnAxhKxmXZCF7DG7QyaoBVepvfadj2Mj1rbFV0pRL5mplEjNiR+ECejYWcJD0uot5j2wdQdt3O6sisnfDDOTpdTpjA2Mu0gnr2z7EjBqp/B3k2qUHXT6fBeyVBUf6gLwnZoAIFaOgIvlUPBEuSs/ziOVHOdFug43zNnDXdxGIzeLu1SKDRRvMwL1D+ju6tI98UpeWx7FMIDHjX9kiDeadOi7wfB0CcUIyeW/3vm9QPvK7YAa51zGjRMYGv0r4tsXGG6dgi1ofYG78LQnZbru24HlsvLiLuzcGuCFQjmuHqRNY/3srthUqaBTqhR1THnU5aoctDLRPu/8SIbfUBWTUxWKPpG8F6YKdchbJSVTYouJL2LaWHdy9izBvklR+hFqIdf+/OeZNMDRw7y7g6MB1ERm2s67MN0v/P6fLsVHndRQffxqC4RLM5em/LqrvEVh083ew4G3DgSs1w3OJocwt9kTsfFrUuWw5Vyxw59dn8e7jsTgLV2Nu43cAU1T1u1TEWVX9tvJ/XztEpD02+NhbRFqp6nI1F8o6atG7p2AeDagr8VWUW2h/pL4aUmczj8cqE2qughm5uVfAkyrnszFLPE72D6p6O7YavAQ7HznTc7m7YUFtbgf+6dyrEZFOWANfFq02k7SpBB/gouGm0sq58IOtpF6Ara5li7WdUtAuC9mx6iAiHbC966m6ejbWkS92zzcSkQNU9d2wHA5rivr+GBY9OqOo7yLSUFVLVVXTtuYciXVQwbIcBb4D6opI6jSL39Vc3i7Fzh0fCOH6CLUtT/sCO4nIG851tbNa1HFEpJ6ai+myTGXnKp1c+W8BLBSRPiLS1t1PRfKejOVzxlxOxjJsRRwsvYM4EvPCCFtOt8IG3t3dNrUeqjoiwH87Fkk9CrflmVg6oarLnPxUne6AeXRlejpOGcROvDgR1ydgE+sbA3V6ExEZrBme8e6Qi3QaicU7mIINLFE7L7sL1m/uq6o3aAhXXBEZ6FxhB4tIk8B7Xgw8oxY1v1aYlxaRZiKyg1gU/JJA33gO5hmR6hcyrsMZyF+uGbq5rwF9MWNAcxHpjXl9jQm8z/WYF0+VthSJbWl8FpuQvici+7v7DbD4B6Gjrgc4mojIrSJSJ9XOqGqp2LbVY1V1sRvHZM3l+ApU9SdsYeUMEXkNCwo8PPCzyzGDXUZwbfZibMteb8dX1439nsTc7O8nZJ+TpkeRqn6ABbdro3bCwhjs+M9bsMllxlDVv7D2bDlwooiMwYzU17nnJa7MhqkTo02ELsPKaKoN7YPNUQhbl9MhIrtjW5P2B94WkSHu/nrYRPvFLCkuwY6AvVNEtneyU55ag9S2eRVlyYGrqyOwdvUUETkf80a61v2k1NWRUNsEsa22xwGdReRBJ39zdVuuXPldiZvfVQVuvPUktkh5rYhs4u5vgvUT94d811jxtzcWuAb4Z1YdQTYc2yv3KjYh2EXsGMX3wsh3DW9P7Eiy90TkEHc/dQzGVoScHLmGvURVr8aCkKTOnf5RRNbFDUyyhap+iQUG/BP4t9jRKhJoEHfGjnHL5N1zOcle38mZDLRze5BS79EAszxOwx1xlCHuwrxDnsAs491F5BHMSnyi44iqns3CJid9UxP5gIGlP7YnOOM9WUG4Bv0JzGX8KhE5WWwPaQp/YauFYRG3Dr9iKwm7icg72ArG7YHnNxHNkYw3Y+6fE0VktIi0CJTTAmyPapUHDCKyK/CCiAxJ279WD4uB8BLYgCuCd0dEGqkde/Y6tqpTBmcUug+LtRD6SCm1fb9HYFtXTsKMK83csyXub0Z1O8fptAJrV7/GvI4GuUF6U/f8KELuE3Z6fwAc5Aa2pa6dSMnqShZGZDfxvBJbvdgd+ERsb3ZqUNIZG5hnBddezMHy9jxxR5EG6vTJwAeZGmGDCBiedhGRLzFvi2CdvgabBIaRHWs6ie39PQ/b+oSqLhORAjfIXIZtS9gipOwtsCMMC7AJxU7OcNIJC9w6wXFmvO877olwLibaaXyFavuuL8MmEtdjK8Sp51thHo0vZyB2NGY87+/kdncToHVVdbJYnJxskbMJpEMHseOdr8ACun0ANBSRYY6rJWYouCZTwSKyjWv/H2bVccupxbMtsPb0w7BjbSfnKhG5EzhH7AjRp4DNROQBVX1cVbfEjhMNZeBy7/yJqv4f1i40xU4r2lpEOoUd64nIdpihcoi7dQ9mMAYLWv6s4w4Vw6ECXApcraonYFukujr581X1KfdOYXXZAouTsjFWx49wshV4VVVfd9dRLGyhqjNV9R+Oa1Ns+8lGIrJptnMHVf0Dm9hfji3sHgaUOqNKWfnNkGccZmB/GjuCMRWP6DtVvTyb940VmgD3hur+YBFlP8AConyKBexJufW9DBwUUu5OWETfzdz1UZjr4WRswtKVClyZM+QQyrssbYW5Ef+bCI6FwzrCgTgXT8zw8Ti2x2wPrCF4KoTcj5zc/bHG6i5sq8fOpLkXR6DDBMxzoC+24jIEsyw/jA10p2OB0DKVux7W8aSu62IRWAdjg5FQe+LWwnmKe+9TXPnaCpvIhDq2rQL5vYj5lIIc6FAbm2hdgMUPuAzzZtgB66yylR951HfMiDKRVVGC9097HuVpGu2wDnUItr/yMixg5RlOl5ewCXKUnC2xicEHmOdQ2GMAc5JOrq2YAPRy19tgq1L3YAaEcwhs4QjJ0cyVlTspf2zoli6dMo6u7P4/GGG5DubWfTm2V/gYzJsh1H7jNXDui7nQXuw4dnL1e0aEHMGTQR7E2t/tw9bpXKWTay/+6+pVt7RnEwjsr81Q7hPAQPf9PCy+xf3YJHgkae7MGcp+2rUH9YAB2KpsEatiIa2fZZrEKr8CvrNZFbW+gau/r7t0aunep8p5jXkozglcF/1/e2cebkdVrP1fQcjEPHNlUmQSCASZR0UEhQsBAQG5KHMQZFD4GBQRhCCgzAiIDAIKRIagAb3AVUEZFVFAvE5XERH0ckUZlGAc6vvjrXZ3dk6Ss7t79T7nsN7n2c/ZuzupWr26e61VtareQjvmxdj5APC5mm1eH5HwFb+/RoQo01B6yQA6i0o15XTNjVC03P0oGu3gCnIXQ+u7M9Fm3F3x7F8U78ZDcQ8qc2uhFMB7ov/Pif66HM1vz1KzmllJT3m9XZDRfQHNS5Vy8NF6aGp8356ooERnLbw1DZUBjvtZ6LLot2/RSTN+O/X4Za4gyqiiuezheH6WK19TA9cxm50Q48k+iDT2YiqUP52LvtFoHfBR5Jg4s9f3EK1zHy39XhdxN92ISkp+m4qcKak/fW/AUPkgI28nSiVhkAe1Uhm9+P8PxsC4VNfxT8bE8mcqlHkaQE/h2FiNTh7VwdTPy14aMe2+jVnr4s6PnAT3oYnlrT3K7YeRvSti2P0n2h1/P9pRrUOkZzEo3QwsWTq+Ap0qESme1fcgh9Dn0MR4LrB1A3KPjUF98/g9OiaWo9BuzP3A3UP5Grp0jEOEd1PQQuQVuozLin10Mx0CQ0NOgz3QYuF/6NF4QTmgp8fE8aZ4D24NecugyXtyw32zPTI2nop34g5ktB4S+pZsWF9t4sG2+onExINd8paM+/A7RJx1V9yL2gRZzGoMj0eO3y8A/9nkvS3p2BIZfecDP0eOg00T6CkcT4/Fs1v3nW6ln1DU4q/QYnoMitD6IdVKbk1EFUb2it/fijFoSUTiex0VybFIbAinlj+AvqLiyzVoof+WOL56jB1PoNTNXmRuS6c60BoohP5RlCc/Psaiug6V1gzILr0Fz88DBJFbHP8PanDCoKjXM9C8/ye0oXUEcoosSAMOEDQvnIScBPugdcYy8a41VoaTBnkj4vkvHPUno0iF95TOb4eis5pq+7Ioimps6Tr2B66O709SkT8F2Qbbdx1bFKV+7N/0s1rWG3/3o7NZ1BTJZHl+WBulUmxPbA71KOtoNGcVHBfroA3qQ9Aa6UhqEm8n6+N+N6CvFx+erjmcWw1N5HtVlP0Juup7lgd2ZIh/qIJc6/pb9qrdWuUBnouua+iwBVvXuWXiGnomQqFFI5uunRW02/WHGLwqkZ5031Pkjb8bOLR0/BQU5tXk89odQbIMze2ktlJpIeU1lJ+v0veCNLEJRvOkrO90CD7HowXUR9HO8z9pIEpoAH1j0a7ed1DaVW3mXVogHkzdTyQkHuzuq9L31elEWq3eUD8Vbd6SIJpEIe9N79rOX/q+NdqpaoTAqiS3/E6XHU+VyVaLtqfup67+WRJF1vwEcfFUZZRfCfgQipD7Fl0RHMjJX6m6AokN4dTy56J3dToRHofQ2el8Gz1UrUGRp6PiXp6BwpN/SoPGEC0bkGW98fe4uCf/i3boV4jjtXeF4/29CDlq9kAbRY06PQiSTLQZ8QHkRKgaZZOUeJDOBt86yAl6Z7zbG8fx21H53EbvdVcblkKbBadSo3JK+T1C6/zieZqEHKUn1H2OkDNgbzrrgGKdsQniJavldELOjcWZfe7/IHB96dqqPk+Lo3KhLyBOhM1S3tvGnpF+N6BvF64F5k9QvvmxMaDsGOeWiQGsEislMiCvJ7xzdCoHWHz2IsLtqsiOv/N3HV+X0o5m3UE9XpivAquV9ZauYxKwYg35rRnZIbe7LON1yLjo2RnUPRihBc7OKMzuSRSu/BSwSopriGf1moZlt1VpIdk1DKBjX+C6+G7d70wFuY2zvqOFyGzhkXQmwKnAzSn6qaRrWeTcfBwtiqpOggt1tz++f5VOCHCdBVvyforn5CQi1LYkv8xi38jCrSRzK0phvzXkTWAAIwuFpTeyy1L0UfwtygwX1/F+4IbEOmrtboaM1ZHzsHsObbSf5nCvi3KGm1JhnmNWp8mCKN3jJLTe+ChyuE8Cvl6xnUkN4dTy56F7cbQBNBkZqhciZ+mg5zU0D95PKVw+nqdLEfv7gdQsUx0yWzUgY+woypKuAPygdO4itFY6oKaO7rKPu6AInitoKFx8AB0700kRqKQjnpOCXX9pOkbqWcBO8b2SswOlIt+MIuaKiJe3ozXkp1C+fKV3eQBdy6N5/lTkbCrskfnjcx/wUo1+OhJtwg34PoXO8xu4jvOQI2jJruOfQYT0le9H/N/bUIpm9xrvZjppib2u85aI8e5sIvoRRS4+iiLktm3iHqf89L0BfbtwhaXfj/KaL4iB+BmUOnARWjhU3nlGodvl2qvlHYzzqV7L91o0KR0Rg9UEZMw1kt/fpetSogRd/J6vdA1fIWqm9yCvVSObUhQGDZZljIH9eErOErQAmg/xOOxKA7uDcxqQUJjyDsU9aaivdibC0ErHij7bI57Zno3tNq5hkDqa2BHZki5DpdRH26NFyaC92mj38lto5+bXdEV1oB3aJxBZYu17PJd2bEr9FIGt0WLjMGbPIVyjZvta7ScUJj2djtOpHC1xCfDRinLnacxXfRcQB87f0WJw26KPkCFzSsPPyylosXYys3It3ELH4V73nR6Mjirj0VooR/QetGta7C4vT83IowF0JStnyKxOgyVQeswUtDv4MhXSP0hsCKeWPwd9NwPbxe9ySd2lEav9DeXnaxAyL0fEr8X7PLl0bhe0fjyoZrtbMyBD9mLI2ToFRWrdTNc8gHbmZ4s6rKAradnHpnWQmDcCbcptj8LTp6Hd66WQI3AfxMtTmT+gS9d0lEJ3PYpC3qzr/K7AkRVlLwI8TazdkcNpT0plMOmxLOkc9BTRQcWm6TjgcOTErxX1GvJ2RpGW5Q3eiah6x5bFsQpyr0bpN8ejDZljSucOQ864niPN2/z0vQF9vXh52C6is+B/FDgReb93qSl7G+A54MNdx9+AdvB6zp+Kge9q4C/IuTEFeZzvQQQxN6KohaYIRN4Rso+glLIRx79bQV4rRnbInT/kduccP07k5MfvXj2Ek1Du+5QYePelIhHZPPSUHR3vQ7tG66Hw0y0S6FshnqVdgIW7zt3S/RwPlWtoq59C/uLRR8fSRWSEFlg99VH0a0EEdA6a8K4gFrdxvBJh0hz0JUsRICHxYB/6qXHiQVow5lGU1jRUPvdIlHt8SPE+00BqAFrYfg85EL+CFoTFYmrQodz90oHmyEPj+xS0WXAPIiEs1gF1I5D2R/wEh1Ga55nVKVR1J/JctNjcD21ILI4MDkOL8f0pRer1KDupIZxa/gD63oDC6aciQ+nJAf7NUj3I25oSITVK3Zot7ZNmwqBbMSBLOteJ9+EmRPq8fvd1UC1qLln4fhs6SMQbUfr/xd930SFmLNIzRtNcmukkSvxraN16FbJ3JiMn1Jo15E8Ebo3va8W7fDVKPbiWhtLSor3nxfcJiMTwERSh9AQ1NxrjfSvIvDdBlXJ+H8/YiRVlbtXV9zuh9cXKpWPz0UDkbspP8aC+LmFm86OHYCaqc72Ku+/YoPwt0GJkEZT/vwjKSb3HVZqmiszxKAxnhrt/JMo83YfCKndBpEz3NND8Qt/uaOAdi16a59CC5Ex3H3SpQTObhDyaF6IQxAfQ4DJjrv+xWps3RhPta6g0yZPufnmUlDrGVS6mquwD0K7EdDRRTEA1Vu9w92+Y2VGIq+Klmtcwn6uc2nnI8fGm0HUNGtB+4c3Vny50HoqcXPegSI8X0SRwtLv3XFe5jWtou5/M7F3oXXsWTe5PoYXWwe6+UQ9yJqIw5HfG72fRpPo7FFZ8GXCaNzRAm9lC7v7n+F4uOfhVVKrsrvLxHmUvghblNyNH2nZo8fMCCqFdCzkBP19Bdqv9VNK7JHJIbIZ2BNZFpRS/5lGSroLMuxGp7R+R0+G7yLE11d1fifJulcuGxhi7Ghpbd0MLxJfRvPB8HdklHVeiOebWKKe2K5oXfg/8xN0/G2V1K9+PVDrMbDE0Llzp7neY2W9QVOErqMztd9396KrtDh1rIufWVOSsuRylO45HY1Hlkm1RHvRatIb4GBqbV0EcPAug5+lJtOvcU4m1KEl6trtvFr+/ifJzr+76d6O8Qsmz1PLnondBFJm0D4oqvAa9by9WkLUvSl/cCq3lJrv7e4pn0cwuDNkPVWxrIaf4W1QYuTX03U0n4unVKjoG0YbNkCEJMsIepmJ52OiP0e5+mKmU90vuPtPMzgLuj3dwgV6f1bZ0RBnMw4A3o7nsA6g8721xfjs0N61XQfZK7v6b0u9pKGrhNjTebYrG7uOr9P0A+j6L1vEnufv0KNX4X4i/4xk0jtzs7jdXlD8WjXU3IFLsF9z9srBXpgKnu/sjDVzHBmjD8fzQdy/iF3osrvE77n5TBbnFO3cqGqu/jCJ5HkUbRPOjZ+Fod/9tj7KLcWMPd59mKkV+JyIPfa14PuvOm8nRb29Fvz50dtbGoVyXPxIEXzQTXlTIXxbt9t+OQiv3bED2mmghuy3yrH06YT/NjwaufdDENYUK+TVoN/D4aPvkaPcFdHgdjqKHcMB56EpalpHwAMazszkylM5BRvZPG+z7FQjiKmSwnIQWC89SM/JlLjobrVLQxjW03U80wPoebS5Kqk5ABm9x7i3ICG6qVFKyFIEuPY0TD7bZTyW5SYgHkfF+bIynn0a52t9D1TQq77yUxrSlYpx7S7T7d2ihdhEV0q26daDdj2OjzbshR+z6cb93Qc6iZYe4jg8gY/4mSqSAaDf3FmCJmv2UrJxhyFwxdJwdvyegtcv+0TdVyzzvG+/pFsAOwG1dz9aF1CDiSi1/EPoXRU7MS6L/KhFBo42OO+JaDi8d3wUZp3XauFLX72nIibUEStH4PFpnpEg57c71L8oBXk6FqC1aKPuYWgcJeSNQxNfM6OftgOmlc+OQQ2r9Ou3v0rc0IgW8Ea2HHyPIyev2FZ0ouXcj58NUtNYYF8dvBfZr4BoKboVzkVPlsyj6orC1vkn9st4boLSo+9BcWk6Z+j4V10ulceMR5NTdNY6Pbeoep/70vQF9vfjORLVSPGiXUXOxUJJd5Cu+mZr1XdEC4+PMWjlgEiqd9GLxwDUxiZT6xEpyJ9BVDqXqdcTfZEY2icoyorzokxi4nNpCMej/kQZKhZXuwQRE6DURuDeOLYhyqtZtor9KOhutUtDGNbTdT1191Bjre7wPC5d+7wvc1WC7U6YItEbQmLqfSnKbJh5MbsyXdG2Koqq+jHalAD7QZN+gdLJzUaTY4qVz3wMmDGUdaD7YDBkAl0R/GbA79Y29lOUMrfQcrYOMuDXQuuDKhu5tMkO4DfmD0L88WusdiHY668haB5V7nIrmmukEiWsNma0akAPobzLXP3nZx5Q6aIE3Yk7vQ8P3dDFk14yKe7oqcuI/iUq4v7Gm/PXQGr7Y9NsKOQweQhuEZwAPJLiuWdZeKC3rvxqSvQZyLpbLxX+KLk6virLXjXHjSzS0OdrWp+8N6NuFdxaEq8agsgzyur25gqxBlTOkomGBdij+iUJiyoSDm6CwxJ7bPKc+oSvPHy1SnqBDCtiTQ4IWjexSexsvy4gW9BdT8rIX9zu+n066+uXrIGfWzmgX+9IEOpJWKWjpGhrXwcB5/vtSkfUdTdobIs/7acA65ecJTeiPN/g+LBLP5rooRWNyjEmfjzHv7ZRyh3uUnYx4sM1+IiHx4AAyGzPmo482QDnNpxOOMZTn/5sm2lvS9XG6yuQio+Ja4GC08PzKUNRR6qfD0UJ5zTi+J6rUcUk8S5vUbH+ycoYD6DoA1ar/C8GL0OAz2rgh3Kb8kp756cxr2wOXx/fRNLCjR4cnZyalSlQ1ZSY3IENPslx/Wij7mFoH7RIPFu/DTVTczJqL7AuBz8X3xaPfxiLbYQpKM6m8EYjWFVNCz3F0CA73iPuzP7BRzWtYCDgTpTdsSTjWKVWYQXNepfEbRfatTGmNUTq3ILJdnqBGRFuXzPK4sU+T9zvlp+8NaOUi523MHxDfK4XBMchyhjXavzTyDl6OFpmP0Nm9OAqxOtdlGd0Y7eJchYziggRqHWp41OiDkU3DZRnRjtGP5/BMLVj6LFy1zSFreeQhnc35gxbLN8bgXnsXsnwPuo7XqlLQxjW01U8kKAWIdku/jEKeL0SL/evohOztjfIKG3sfQm6KFIFkxINt9RMJiQdJbMzPoY8uQouRwoCsnaKBIiGeJJw+pWdpcbQb+lUUtVKHKT+Zjq5+ujj66SpkTG6HUkw2rNH21OUMVwXeiwyjI0rHdwgdjSxiu6+Jhg3hNuSjkP2N6HIGoCoUjbLul2SPpqGI1JLMZAZkyE9ZDjB52cdUOpjdVkhKPFjWi+a0xgxIZk/T+DqlcvBx33ektM7pUf4JMX6OQdFBZ6H550B6IA4dhJ73o3XKAyhS4UeIxPd4ZP+sSY0IUuSsfCHetceRg+gEZBMtgzgkZnMkNHBdY5rsp9Sf1wXBYYlAYhYCKTNbF9X93Lam/GvRouZutDC4HpgB/MobICcJHeujXcHr6ezW/wYNlP/wEllKRflPogHx/9BDvBNa+FyMwoi8VwK0ICe73t3XLh0riEQWLP3T+dz9lZrtn4UYKYhVtkW7wGuj3c89Ed/Cr3qUfThapJ5sZmO8RFIVpInLuwji6hJ73Y92su9CC+d73f2FOLcoyt9d2N3/WFVHyPoXkRKaoN6IJpI/oUoVDwzla2hJx9ZoYroB7UgVhIDjkBPiZxVkrofCzzbxIKgysxWQETQTGdszAbwG6VNJ32Jokru/63hBCjkVOTjfW0F2MuLBPvRTEuJBMzsXzQfzI/6Mg5GRejQKQXyxBvnWQH20ItotfAXtStYaJ0q6PoMIq84KArQ96TiXv+buTzdAVJZEx1yepcvQPd+3yr2dg65/jf9mVhitW6Gdq/eiHbyHe5S5HNqB/z3w34j/aH5UvvO2IHLbDYWn/6WJ6+jSPxoZE408Synlx3e01UQAABVdSURBVJh0KVrDrIoid74Wa413uPvtdXW0iZif90JO0v3d/YaG5K6Pdps3id9fQ2PdF+sSTJrZhsjQ+imKvvuJmb0dObb+gZyCY7wGkXhKHW0TDw6gfwxau/yhAVlTAdx9bzPbHjjO3bcrnd8U+KFXJF01sxOB19z9gvj9b8j5MAGRAT+OnqtahKVBnngaitw6y0Vm+CDwV+B5tH7dxiuSfprZu5EddSxyBL0JRUksgdIpfuPux9S5hhGBfnsr2vigRex0VALwLPQwr0ozOf7JyhmiXa9yju47kENic+Sc+BTw7QauIVWe/+FEbiBdZUGQR7jYna1d6pGEZRnRgu87lMKs6fA57E4zpefeiHb1CxK0i5DRVdSIXg5Yoa6ekFWE05+HdhimI+/5KfFuVArRbOMa2uonEuT5oxSJ3eL7aDoRSUvFWLF5/G7ifUiWIhD/PxnxYJv9FHIaJx5EzoYfMWtK14pxP6ZSn0hvXn1UK6S+S9fuRGpSPFN7IQP1ehTC38Q8mkTHPPrpYRog1SNtOcOryu9WHJuMdsL2j9+Nh/APxw+KPjkS5fe/DxkYo4i8bAZINRoOHxregSRtrn/y8P2UOugzb0SD93heaRrvomKaBp31407A3QOcXwWtJWtFj3TJXAptZhYElk/QidRbsgH5J6CNp+XQ+uVnaI20EQ2tu4f7p+8NSH6BCY35Lh2fQ1EKIIKM51E44qeR16uK3CcQm/KHQ/77gWOizUUuXq3Q95CRKs8/uZEdsiah3bQpyEjZlwq10Ocg+zCUO30dckis13X+PuC9DegZTclwA94Z+s5HO5L/S0UG5znoa7yCQBvX0JKOxvP8UerEC/F8llNyCtLPMymFCDZwf5OlCAygqzHiwTb7iYTEgyQ05vvwLI1FRuvxwJdKx+dD4b5NOOca19FGP8WzfxNaXxyNGOS/HePFdDSu7kK1Wuzd9bnLjqc9aWj+HAkfZLj8uPR7FArjvws5wh8gcrdfzx8S5fqXxtJk4ftt6Ai5rfBGJL7PKSs5rFz6/ouu34sAb0WpXXWrLLyZWe2RbVBFgheI1GhKJIQVdYwqfZ8c4/U9lNK98kef+RjhcIWmHIHKF63q7h9Hk/rawP9DNUaf93haaui4AFjIzLYNfde4+wPufry739OLPBMWRjtcy6Jdqqvj7+poYbVB6K4Vvh8yHBlazwE3mtmhcfy3yFmxaq8yzewwlIrxa+CoCAfFOzXvP4wMmiawJDLuvoR2hDcBzjSzIkT6qAhP7wlmdjwyDJ9BO8yLAfuZ2clm9mEzOxt42SvWpi3D3We6+1Ol399AxsrtiHTwp95Vk7oKIrQRtPt1QYRuruDuZ6DdmF+iCbhntHENLel42d1PDllPoedqCuqXq9DO5zM9it0ELWhnAnea2SkR3l6EAG6NKpvURtzTxdz9vDj0PmA15Hz8Yug2d3+2guxRZrahmR1mZqeZ2TruPsMVrm+R/nMc2lmogtb6qRjzXSGf56PdqtOR03dv4PteIb3LzJZHPCfbmdny8cz+LVKY/oBqQ69eo+mt9RH8a8z+PHqGJprZx81sdbTzv4z3WHe6RR3J+8ndZ6ColLvQzvUBaP7fBu16TtQ/q5SisTKwqZntFLpejfdvFHJGjTGzleq0fwRhBvCKmZ1jZmugd/kl5HxaGxkBp/WxfUMFm7n7xSjn29F8/wYz2zjOH4WIRHvFitAZU4FD0Zz5KYJEL76/NuD/Hjo6cPcX3H0ntFlwjJndZGaL15HZJiJN4ygzOx2lKE9BEdUrAbua2W0oYm5aRRXbm9lfzWwPZFdNMrPPmNkt6D5cghwItdIPUBT1NDP7QKRO3oNKe/8AOWhB6Q49w8yWMLPTgFPN7EQzWxatITdAkdu3xr+zuYh5XeF1wVkAYGZrokl9KgpJn+Hux9eQNwYtii/zTr70JGRMLAAs5+6vWY95/iHnXzmykYv1GeC3wKnu/ngcr5VbNpAMayjPP4zsDdDEszKKiPgbyol/BYX3ruPu/16n/V06x7j7X0055eujqI5lox3/5u5r9ihvORQVsVnp/q6CFoHLx9+LgYfd/bka7R6FnEAbo375srv/uOvfzEA7wvcPIKIWTJwLFyJn10TUV4f3KCP5NbTVT5Ygz9/MTkDhbIe7+/MxmR+PwvU+iqIVdnf33aq2u0vfCmh35edmNgFFvnwizr0FvZdHVTFgbOA8/FtRmPUMM9sbEU+eUUF2K/1UepY2Qu/yze7+hJl9BXiru9cywMxsNxSdsDdKgboFmFIa0x9AuZc951D3oY82RkRY18U1HYB2fNZGHA/nu/ujQ01HG/1ULCTd3WMcPRKldr0Xhb4fXFV2SceSKOrvDegdeySO7wx8zN03q6tjuMPMNkdpQ4uiyMstUDjxWe5+TR+bNqRgaXP9D0FG4m4ol/xId58U58ah6Mw/u/sPa7Q/uY4BdCbhjUiJ2BjbBN3PtyGj+xbkUNsF2T+nuPtPauhYErgGRRC8itI3XgZ+4e4/r9n+In3rBjQv/Bal4lzn7tNjfr0MEdN/vaKOq1EUyhPIifJLdz8/zp2M3oeL3P3Pda5lRMGHQHhDig96uD7OrGEskxD5zYt0wuGr5kImK2eIdrk+yKxhh8eisLqrqZhnPICexvP80ST9865+XwU4CDGO34MG+9r5gyQsy4gYXa+I7+NhFsbrZanBnt2lZ16s7+OAPRrQk6yCQBvX0JKOxvP8B3ofSuf2ij7/J13pLU19aDZFYKA8/BUQu/9NKGd0AaqFXLfWT3N4lhqpIoAW47eg3XDQAvYmFD65HfAfwLSKsvvVRxejBeGlcX/ni7+1WNpT6ejXO0facoYT0fx/Y7xnd9BVZvL1+Il7fT+lKhkoaudSlAZyIDWqdIykD4n5BGghfL8NHXPQO+SZ62kpTaNL5xrI+XR5MeY1KHtlFNF7KHJy3IRso2XiOa5kYzF7etdOKKqgKMm4NXKw1C6vOpI+fW9AsgtLaMyHnCTlDNGu+GPMmmO5GDLixyDP6i+omZNPojx/WjKyQ16ysozAWrHYWKB0bHz83Qax49bNl5qX8dVYySS0oHoQhYfvzqzOnEXRwrxn0rU2rqGtfiJBnn/X+zCu69zicW09O7PmoGsUMk4PQyG365TOWbyPj1fVR0Liwbb6aQ7PUiPEgyQ2UodAH92O5rpU73QjOtroJ/pfzvAbTcsfjh+0/jorvk+gxCWDDIwHgYP63c4+91GrRiSJyz62pWO4feja6EEOoYMQq/+Bca/PoSEHZvn5Qs6mmcD7GpA3uvR9C8QBcxiyjT6JqhVtX0P+vjEPF2uZRdH6ZWzp39QqRT8SP31vQLILS2TMd+lYP3RsCbwbkd1dj0jRqhJjTQX2i++roPzH/0G5QQUT6HIN9M8BKKpgTUTscXEsfN5Z6qNFK8hNbmSHrImUCI3iWDEZLlj69EwAGYPfuGjr54EJXedvBY5u4BrmZXw1ZUS+kUQVBNq4hpZ0TKS0AEch9p9CocW/R06WKkbwQO9DEdVU5DXXIgIqyZ1X9MXewEkVZScli2urnwbxLNUhHkxqpA6hPhrS73TqfkLj5b1orv4E8GO0u/aeOH8WcholWXBGf9WqpjESPmgH8KGuZ2o2ctumxtfh+qEPRiRaQ+2NDMh9El1Xch3D6UOfKznQQPQFSh27Ddkn2yJnwdpoU3Pp0LE1XdXVKugpIlQeQc6HXeP4eCpWQBrpnxFLcOju/4cGwX8iQ/hk4Agzux7tXmzkFeoSm9mKJvJBXLlRN6MFw8vIGHsakRtWIcYajZwYS1qntui6KA/yTmBHM1vM3X/fq+xuuPsXgAvd/afIEXEjMpDebWb3oBCvl3psvyGP9T+ASyJfGu/UPz0CuNfdZ9ZtPyIhmRZ6x4Qej3NvAraM+9tzzpELM1C43gvAZDP7pJm9x8w+joylC+s0fpAkaKvV0VHCcyi/b7q7n4sW0mPR83Qw2m3efiheQ4v99AdU6pN4bq9y94+5yKC2QQbCqB7bPqf3oSBgOgKVPq1LBFTUk98e5fHt4e5HoxDBRYBrTbXGb0XVWaogGVlcW/00yGepDvHgw8CyZrZAjB9FjWhC7ykoHaFK24dSHw3Zd7qlfjoD+I677+3up7n72miOvtLM9nf3E9F42/P6YjCI/vpjCtnDDCsBm5jZFma2AyIbvrrgkjCzC81ssybG12GOd5nZTDPbycy2Q86Tq+IZuhGt/673Hrm15oZYQ00FFkYh3Y2jDR3DCe5+BeJz+iAiXL2zdG6Gu9/nDfI5DKD/rzF+18FaKCJoClpz7YKez8koguuvwH2ldUfVthYklgchx8EeZraou7/qwS2UMStGHMGhma0IvOhRJcDM3gGcCJyKmP2PA7Zw97dVlP8ECtm+HO3KP4A8XhuhnbW/m9nCXrFKgZltgYyWlZFxMtndn4hzD6IX5gdVZIeMhZAR/C1UIufVrnNvR7uRO7r7wxV1rITChhZCnAGPIe/gTu6+adW2d+nYCi3adg/HEGY21kUquTuwp7vv1YCexZGXdkPkoLgeuN/df1RTbjIStEHqXxqFbZ6K5t2e34c2rqEf/RRkSaNKY8i+6N1+V0V5bbwP3wQucfdp4XT0MMCWQs7RY939QTMz73HQb5FUL2k/JSYeNOSAuwHx4lxcHiPM7FZkYNZ1Mg7bPmpZR5J+innnbHffPH6PL+ZQM9sTvQe1552MwaFEALkjWhtdGsd3AY5z9y372b6hgjn1U8bIhIlw9SuocsCh7v6nPjdp0AiCxisQQeMeyPm7AlrTPJVAXxGhci3DhMSyHxiJzoIkxnw8UAuhagfvBL6KQnL3jOPLogXOdyu2e350P/5uqtwwBjGLFguRQ1GozA5V5Jf0FEReZ3mUTisbEKZyKxs2oCeJkR2yD0PhQ0ehSI5bPKpExPn7EJNp7ZKGKdCi8ZWsgkAb19CSjlFol3Mj1Ec3ufuTca5IR3kITbiVnGchK+X7sDwiXrwJGV3Fe11UCDkT+G93/2IF2bNVBSmd2wv4CHq+1i+/g1WR0Dk3IhweoWPY9lFb9yF0Nd5P4Ti8Dpjk7nfEsSLiaFG0PjjKK0QWZlRHyTj6PtotvBE5T+/qa8OGGIazEZnRG2L9MqwqOZRhKgE9DaV3H+3ujZUDnoO+MShtuW50xIjEiHEWtGHMe6Jyhma2DMqb+TpacHwZpSP8yd1/YWarEqE4NRc6E1G42dqlY+bubgpTLjBf1ciI1LA+lGVsEm0aXzbvMnfjgH9391uG2jW01U+D6KPKpQDbQuId8wPRPTjEzMZ5hNfHucVRKPC4Oo6U1BgpDo+UGEnvdGpYLmc4JNG1Q3ifu2/b5yYNSQx3IzKjNwxnI7jrnd7P3W/sc5NetxhJzoJkxnz83/OBn6Fan8Vu/7FoF+k7wOlVQ2RMqRO3hJxH0ED+NHpJ7kaOjqfd/YNV5Jf0HI7KCJ1c7DqWzq2DcvHvqhKq3AYGWmya2Soop3z5+Hsx8LC7P9e3hs4FbRlfphz2LyHCtuJ5XQGVoplJjV2FNq6hJR3z6qMD4i/u/reqelIi9U6tma2FCNt2L/rAOuk+2yACyD2rjqttYCQ4PFJjpLzTbSKc77egOftg5OT/rLvfOdf/mJEUpjSshTzzOswVw9mIzHh9IT+r/cdIIjg8x8w+aMohvNfdN0Ll4m41s6vN7E01HAXrI0P09pJRsRhiHF8bmAHcHTu1PcPdnwHORk6C19x9d0TM+DByFkwHjqkiuws/At5mZksXjgLrEHCtgZhxy0SBQw07InKqF8xsfDg1fuXuV6G0k+PcfdpQdRQEkpGgdeE84BR3f9XMRoe+36JF7YrofldFG9fQho559dF6YSAPSUM4nGcHIcfP8wDu/n133xM5S09HEUmfrCi/NYLGxGjrnRvOGCnvdGtw98cQEeN0FNk2NjsK+g/PBJCDgjdDSJeRkRz5We0/RoSzILUxD5wAnO/uz5rZKmZ2BFrUfAHtqn0I2Kq8U9Ir3H0asB/wDjPbDNgZGb83AFd6iYiwCkx5/jOAXwNHxa5qeeH/YbRLMpRRXmy+GukT4+PcWsBJsaswJNGW8WXDnG28JR2D6aM3h97h4DzrHtvuBg4FNq8a0u1C0qogqTGCHB7JMFLe6X4g3pEbUarjnv1uT0ZGRkZGRtMYEWkIZjYV+E93vzbC0ndExu9DwN3u/kUzW84rlBwM4/MzKC3gUuBK4FVEXPUSKid2mNck34jF1DgUOvwRRNq3v5nN5zVL2tgwz/OHf/VPcrbxNmAjg9G8DSK3ZDra6KPUaDNFwIZhHn4ZbTyvwx3D/Z3OyMjIyMjIaB7D3lnQhjFvicsZDqDvGMRifzLwTJ2dTRsBef5ljJTFZirjK3UOe5eu5AZkCh1t9lEqjCTnWVsY7g6PNjBc3+mMjIyMjIyMNBj2zgJIZ8xbS+UMB9A7FqU43Ovul9eUVSaVGg/MKJwPZrYssKK7D5s8UciLzTlhIMdQ6dywYRtPiZHWRyPFeZaRkZGRkZGRkTH0MKydBSmNeWupnOFc9C8ALNhAesNAocrjXaRu26DUhL3cfWbtRmf0FTbC2MZTYCT2UXaeZWRkZGRkZGRkpMCofjegKsrGvJmVjfnlgcKY3x+YXFHFGOB5lNLw7ZD1NLC3mRXlDB9PtSAPw74JHoQyqdTF7v6jElniESh6ITsKRgYeBnbtZhsPErGJRA57Pxs4BDDi+shVAvOm+GRkZGRkZGRkZGQ0guFcDaFszE9HxvzewLfN7BqUh1/ZmPf2yhkmw0hgM88YHEYq23iTyH2UkZGRkZGRkZGRMXgM9zSE3YALECfBdDM7B5GU3YJSB671+iUHtwF2QZEL1wA7uvsvY2fyb7UuoEXkUOXXB3IO+7yR+ygjIyMjIyMjIyNj3hjWzgJIa8ynLGeYkZEK2TE0b+Q+ysjIyMjIyMjIyJg7hrWzoE1jvslyhhkZGRkZGRkZGRkZGRkZQxnDmbOgyMl/1d1PBj6B/AcrASkM+UuB0cAO2VGQkZGRkZGRkZGRkZGRMZIxrCMLyjCzscAXELv/5Yl0NFLOMCMjIyMjIyMjIyMjIyNjKGPEOAsgG/MZGRkZGRkZGRkZGRkZGU1gRDkLMjIyMjIyMjIyMjIyMjIy6mNYcxZkZGRkZGRkZGRkZGRkZGQ0j+wsyMjIyMjIyMjIyMjIyMjImAXZWZCRkZGRkZGRkZGRkZGRkTELsrMgIyMjIyMjIyMjIyMjIyNjFmRnQUZGRkZGRkZGRkZGRkZGxizIzoKMjIyMjIyMjIyMjIyMjIxZ8P8BfayhMF0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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for metric, desc, use_log in [('rTRE-Median', 'median rTRE', True),\n", " ('Robustness', 'Robustness', False),\n", " ('Norm-Time_minutes', 'Time [min]', True)]:\n", " dfx = _tranpose_result_table(df_stats, 'method', 'stain-pairs', metric)\n", " # colors = plt.get_cmap('nipy_spectral', len(dfx))\n", " fig, extras = draw_scatter_double_scale(\n", " dfx.reindex(users_ranked), colors=list_methods_colors(users_ranked), ax_decs={desc: None},\n", " idx_markers=list_methods_markers(users_ranked), xlabel='Stain pairs', figsize=(1 + len(dfx.columns) * 0.37, 3.5),\n", " legend_style=dict(loc='upper center', bbox_to_anchor=(0.5, 1.15), ncol=14))\n", " extras['ax1'].set_xticks(range(len(dfx.columns)))\n", " extras['ax1'].set_xticklabels(list(dfx.columns), rotation=45, ha=\"center\")\n", " extras['ax1'].set_xlim([-0.5, len(dfx.columns) - 0.5])\n", " _format_ax(extras['ax1'], desc, use_log, vmax=None)\n", " name = ''.join(filter(lambda s: s not in '(.)', desc)).replace(' ', '-')\n", " fig.savefig(os.path.join(PATH_TEMP, 'scat_teams-scores_stains-%s.pdf' % name),\n", " bbox_extra_artists=(extras['legend'],), bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating pairwise significance" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# cases: 251\n" ] } ], "source": [ "cases=[k for k in submissions[users[0]]['cases'].keys() if submissions[users[0]]['cases'][k][FIELD_STATUS] == 'evaluation' ]\n", "print ('# cases: ', len(cases))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference is not significant between ANTs and AGH for p=0.346996\n", "Difference is not significant between CKVST and AGH for p=0.013812\n", "Difference is not significant between CKVST and ANTs for p=0.415407\n", "Difference is not significant between DROP and ANTs for p=0.444396\n", "Difference is not significant between DROP and CKVST for p=0.080876\n", "Difference is not significant between TUB and RVSS for p=0.325578\n", "Difference is not significant between TUNI and TUB for p=0.422872\n", "Difference is not significant between UA and TUB for p=0.078941\n", "Difference is not significant between UA and TUNI for p=0.430366\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.colors\n", "from scipy.stats import wilcoxon\n", "\n", "# users_ = users_ranked\n", "# JK requested having this order...\n", "users_ = ['MEVIS', 'CKVST', 'AGH', 'UPENN', 'TUB', 'TUNI', 'DROP', 'RVSS', 'ANTs', 'UA', 'Elastix', 'bUnwarpJ', 'NiftyReg']\n", "r = {m: list(map(lambda c: submissions[m]['cases'][c]['rTRE-Median'], cases)) for m in users}\n", "x = r[users[0]]\n", "y = r[users[1]]\n", "\n", "ps = np.zeros((len(users), len(users)))\n", "for i, j in ((i, j) for i in range(len(users)) for j in range(len(users))):\n", " if i != j:\n", " s, p = wilcoxon(r[users_[i]], r[users_[j]], alternative='greater')\n", " if i > j and p > 0.01:\n", " print('Difference is not significant between %s and %s for p=%f' % (users[i], users[j], p))\n", " ps[i, j] = p\n", " else:\n", " ps[i, j] = 0.5\n", "\n", "cvals = [0., 0.01, 0.5, 0.99, 1.0]\n", "colors = [[0, 0, 1], [0.25, 0.25, 0.75], [0.5, 0.5, 0.5], [0.75, 0.25, 0.25], [1., 0, 0]]\n", "cvals_norm = plt.Normalize(min(cvals), max(cvals))\n", "cvals_color = list(zip(map(cvals_norm, cvals), colors)) \n", "cmap = matplotlib.colors.LinearSegmentedColormap.from_list(\"\", cvals_color) \n", "plt.imshow(ps, interpolation='nearest', cmap=cmap, norm=cvals_norm)\n", "plt.colorbar()\n", "_= plt.xticks(range(len(users)), users_, rotation=90)\n", "_= plt.yticks(range(len(users)), users_)\n", "plt.gca().get_figure().savefig(os.path.join(PATH_TEMP, 'wilcoxon_teams_rTRE.pdf'), bbox_inches='tight')" ] }, { "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": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 1 }