{ "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. First, all submissions have to be recomputed, so they also contain the detail about each image registration pair. 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 birl.benchmark import ImRegBenchmark\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": 6, "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" ] } ], "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 = {col_tissue_remane(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": 7, "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": [ "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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\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": [ "Define colors and markers later used in charts" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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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
\n", "
" ], "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": "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": 10, "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", " # 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] = np.mean(vals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show the raw table with global statiscit (joint training and testing/evalaution)." ] }, { "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_general = [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_']) and not col.endswith('-Robust')]\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 (coputed over images pairs with fobustnes 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 = [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_']) and col.endswith('-Robust')]\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": 13, "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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xbNmy0Ot37txJv379OPfcc+nQoQOXX3559IKLgvnz52NmrF+/PrRs48aN9OvXj1atWtGlSxd69uzJ8uXLAe/zvPXWW0vtIzs7O+kHnn7++ecMHTo09Jldfvnl/O9//6Njx46hbf785z/TpUsX/vrXv5a6GSbArl27aNCgAQcOHGDRokV06tQp9J17/PHHmTRpUuj7W7169dDjP/7xj9EONWLKfhfz8/MxM/70pz+Ftrn11lt56qmnGDt2LJmZmXTo0IE6deqEPo958+b5Vfyoys/PL/XdCmrevHmp+7WUPJb56UjHjXh1pM/+vvvuC904OfgbVPb+QyISezSbnITd8yt3hnV/A7s2qnCbunXr8tFHH/Hdd99Rp04dXn31VZo0aVJqmyFDhvDoo4+WWjZ06FBycnJCN3YsLi5m3rx5rFixgq1bt4a2+/Wvf03v3r35+c9/DsDq1aurGlY5j+dPCev+ftZ8fKW3nTNnDhdddBFz5szh/vvvp7CwkCuuuIKpU6cyYMAAAD766CNWrVpFjx49wlrOSJgxZmlY9zf2sV4VbuOcY+DAgdxwww3k5OQA8MEHH7Bz5+G/h7/97W/86U9/YunSpdSqVYs777yT/fv3c/LJJwMwb948+vfvT7Vq1Rg9ejTvvvsuTZs25cCBA+Tn59O2bVvuueceAFJSUsjLywtrnCWtmD0jrPu7cNTYSm1X9rsI0LBhQ/7whz/ws5/9rNQ0tzNmeGXMz8+nX79+Ef08KrJy5cqw7q9r165h3V+0HDp0iOrVq0f1PRu/Ft56/7xn1W/W++qrr3LOOefwz3/+k8mTJ2NmYSiZiESCWoYkYVx++eW88MILgHdCVfaq+5EMGzaMZ599NvR8+fLlNGvWjGbNmpXabseOHTRt2jT0PCMjI0yl9t/evXt58803mT17dugk/plnnqFbt26hRAigY8eOjBgxwqdSxr7XXnuNmjVrMmbMmNCyc889l7POOguAuXPn8uCDD/LKK69Qv359Tj31VC6++GIWLlwY2j4nJ4dhw4axZ88eioqKqFevHgC1a9embdu20Q3IB0f6LgI0aNCAH/3oR/z1r3+t9L6mT59Ohw4dyMjIKNVqnGiKioq45ppraN++PYMHD2b//v3H3P6+++5j5MiRZGdn07Jly1Cr4pQpU0KP77jjDnr18i4ALF26lGuuuQaAm2++maysLNLS0kIXkMBribrrrrvo3Lkz//znP8nOzubnP/85mZmZdOzYkXfffTcSoce0OXPm8POf/5yzzz6bt99+2+/iiMgxKBmShBFs5SksLGT16tWcf/75pdY/++yzpbrJfffdd6Snp1OtWjU++OAD4PDJaFljx45l1KhR9OzZk0mTJrF9+/aoxBQN//73v+nbty/nnHMO9erVIzc3lzVr1tC5c+djvq7s55nsXeQ++ugjunTpcsR1H3/8MbfeeiuvvPIKjRs3Di0fNmxY6KR/+/bt/O9//6NXr16cccYZDBgwgGbNmjFs2DCeeeYZiouLoxKHn470XQy66667mDp1KocOHarUvh5++GHy8vJYvXp1uRbhRLJhwwZuueUW1q1bx6mnnsrMmTMrfM369et5+eWXeffdd7n//vs5ePAg3bt354033gBg1apV7N27l4MHD/LGG2+EWoMnTZrEqlWrWL16Na+//nqpFvJ69erx/vvvM3ToUMC7eWVeXh4zZ85k5MiREYg8dhUWFrJ48WL69+/PsGHDmDNnjt9FEpFjUDIkCSMjI4P8/HzmzJlzxDE9Q4YMIS8vL/SvTp06wOET0qKiIubPn89PfvKTcq/t06cPW7Zs4aabbmL9+vV06tSJL7/8MuIxRcOcOXNCJzBDhw494g/3wIED6dixI1dddVVoWdnPMysrK2pljjcNGjTg7LPPZu7cuaWWX3HFFaxYsYJvv/2WuXPnMmjQoFAXo7/85S8sWbKE8847j6lTpybFCeWxvostW7bk/PPP5x//+Eel9pWWlsa1117LM888Q82aNSNS3lhw1llnceGFFwJw7bXX8uabbx6xS1bJZVdccQW1a9emfv36NGzYkJ07d9KlSxdyc3P59ttvqV27Nt26dWPVqlW88cYbdO/eHfBaNzt37kynTp1Ys2YNa9euDe1zyJAhpd4veFGpR48efPvtt3zzzTdhj91PR+v2ZmYsWrSInj17UqdOHQYNGsT8+fMrncSLSPRpzJAklAEDBjBu3DiWLVvGV199VanXDB06lEsvvZSLL76YjIwMGjU68hilM844g+HDhzN8+HD69evH8uXLGTRoUDiLH3Vff/01S5cu5cMPP8TMOHToEGbGxIkTQ5MlADz//POsWrWKcePG+Vja2JaWlnbUgfsnn3wyL774It27d6dhw4ahbkd16tShb9++PP/88+Tk5PD73/++1OvS09NJT0/nuuuuo0WLFjz11FORDsM3R/sujh17eKzRL3/5SwYPHszFF19c4f5efvllXn/9dRYsWMADDzzA6tWroz6WJRrKnpSbGfXq1WP37t3Ur18f8D7b4GPwul0GVa9enaKiImrWrBn6jl1wwQVkZGTw2muvsWnTJtq3b8/WrVuZOnUq7733HqeffjojRoygsLAwtJ+6detWWK5EEvyMS/r6669p0aIFc+bM4c0336R58+YAfPXVVyxdupTevXv7UFIRqYhahiShjBw5kokTJ5Kenl7p17Rq1Yr69eszYcKEo44zWrp0aagv/p49e9i8eTNnn312WMrsp3nz5nHdddfx8ccfk5+fz6effkqLFi1o3bo1K1asYMGCBaFtKxqLkOx69erFgQMHmDVrVmjZ6tWr+fTTTwFvEoD//Oc//PKXv+Tll18ObTNs2DB+//vfs3PnTrp16wZ4Y2eWLVsW2iYvL6/cOLZEc7TvYvDzA2jXrh0dOnQoNc7qSA4dOsS2bdvo1asXDz/8MLt27UrY7+8nn3wSGpPyj3/8g4suuojs7Gz+9re/Ad5n8fe//52ePXtWuK/u3bszdepUevToQffu3Xnsscfo1KkTZsa3335L3bp1SU1NZefOnbz00kvH3FdwLOabb75JamoqqampVYw0tqSkpPCDH/yApUu9yVq+/vpr/vOf/5CZmckbb7zBJ598Qn5+Pvn5+cyYMUNd5URimJIhSShNmzbltttuO+K6smNc3nrrrdC6YcOGsX79+lLdwErKzc0lKyuLjIwMunXrxk9/+lN++MMfRiSGaJozZw4DBw4stWzQoEHk5OSwaNEiHnvsMVq2bEm3bt343e9+x7333utTSWOfmfH888+zePFiWrVqRVpaGnfffXepMUItWrRgwYIFjBw5MjSovHfv3mzfvp0hQ4aErp4753j44Ydp27YtmZmZTJw4MaFbheDo38XJkyeXWnbPPfewbdu2Y+6rqKiI4cOHk5GRQefOnRk3bhynnHJK2MscC9q2bcuMGTNo3749u3fv5uabb+ZXv/oVmzZt4txzz6VTp060bt26UpNIdO/enR07dtCtWzcaNWrESSedFOoiF9xXu3btGD58eKhr3tGcdNJJdOrUiTFjxjB79mzAq5eSrVLx7umnn+a3v/0tmZmZ9OrVi4kTJ5KXl0evXr1KxfnjH/+YhQsXcuDAAR9LKyJHY845v8sgcS43N9cdbeC4iIgkl+zsbKZOnVpuHOEdd9xBmzZtuOWWW3wqmUh45Obmcv/9988G7l+wYMGnFb5AYprGDImIiEhEXXbZZXz//ffcd999fhdFRKQUJUMiIiISNiXHuwVVNMZIRMQvGjMkIiIiIiJJScmQhINLhhtCioiISHIrLi5G4+0Ti5IhqbJq1aqt37FjR7ESIhEREUlUxcXF7Nixo7iwsHCX32WR8NGYIamy4uLiS7ds2fLfHTt21E+0G+uJiIiIgHfbg8LCwq+ffvrpvwGnA4UVvUZin5IhqbIuXbpsGzBgwOXAWKAYUPuxiIiIJKqGwOuAWogSgO4zJGEzYMCANkBzoKbPRRERERGJBAd8Bby/YMGCIr8LI1WnZEhERERERJKSJlAQEREREZGkpGRIRERERESSkpIhERERERFJSkqGREREREQkKSkZEhERERGRpKRkSEREREREklJM33S1fv36rnnz5lF/33379lG3bt2ov69fki1eSL6Yky1eSL6Yky1eSL6Yky1eSL6YFW/iS7aY/Yw3Nzd3l3OuQUXbxWQyZGb9gf6tW7dm1apVUX//ZcuWkZ2dHfX39UuyxQvJF3OyxQvJF3OyxQvJF3OyxQvJF7PiTXzJFrOf8ZrZx5XZLia7yTnnFjrnRqempvpdFBERERERSVAxmQyJiIiIiIhEWkwmQ2bW38xmFRQU+F0UERERERFJUDGZDKmbnIiIiIiIRFpMJkNqGRIRERERkUiLyWRILUMiIiIiIhJpMZkMiYiIiIiIRJqSIZEksmL2DFbMnuF3MURERJKWfotjS0wmQxozJCIiIiIikRaTyZDGDImIiIiISKTFZDIkIiIiIiISaUqGREREREQkKcVkMqQxQyIiIiIiEmkxmQxpzJCIiIiIiERaTCZDIiIiIiIikaZkSEREREREkpKSIRERERERSUpKhkREREREJCnFZDKk2eRERERERCTSYjIZ0mxyIiIiIiISaTGZDImIiIiIiESakiEREREREUlKSoZERERERCQpKRkSEREREZGkpGRIRERERESSUtSSITNraWazzWxetN5TRERERETkaKqUDJnZE2b2hZl9VGZ5XzPbYGabzGwCgHNui3NuVFXeT0REREREJFyq2jL0FNC35AIzqw7MAC4DOgDDzKxDFd9HREREREQkrKqUDDnnlgNfl1l8HrAp0BL0PZAD/Lgq7yMiIuH35MbtPLlxu9/FEBER8Y0556q2A7PmwCLnXMfA88FAX+fcTwPPrwPOByYCk4DewF+cc5OPsr/RwGiARo0adcnJyalS+U7E3r17SUlJifr7+iXZ4oXEjrlwzRoATkpLCy0Lxrtv15cA1K3fwJeyRdOJ1PFXBw4CUK92zUgUKaIqinfPnsO9mbfSCoAmtWoA8RkvJPbf8ZEkW7yQfDEr3sS3d+9erPA7QL/FkdazZ89c51xWRdvViEZhAJxzXwFjKrHdLGAWQFZWlsvOzo5wycpbtmwZfryvX5ItXkjsmNeNuRmA9uvXhZYF410xewYAFw7+CQArV64EoGvXrlEuZeQdrY6PFXOwlWRQmzMjWrZIKBtv4UsfApB3+j4ADhVPD617wJ4DYHLThkB8xguJ/Xd8JMkWLyRfzIo38S1btoyaOz8GDv8WJ7J4qONIJEOfAWeVeN40sKzSzKw/0L9169bhLJeISMiSpV7ryDWBxAAOJwfxKpjsAnQ5s4ePJRERSW7r2rUHSl+YlNgUiWToPaCNmbXAS4KGAsOPZwfOuYXAwqysrJsiUD4RSTLBVhIATvevHCIiIhJbqpQMmdkcIBuob2bbgInOudlmdivwMlAdeMI5t+Y496uWIRGpsmBLiVpJRERE5EiqlAw554YdZfmLwItV2K9ahkSqaMaYpQCMfayXzyWJvmlD+tG0z5U09bsgIiKS1IK/xXDs3+NEHsMb66I2gcLxUMuQyPF5PH9K6LHaQJKPkj8REZETE5PJkFqGRKQiwQSwR98ngOQcpFryiqOIiIgcv5hMhtQyJCLHK1kSg+AMRQBkzzj6hiIiEnWhC3U+l0Mqr5rfBTgS59xC59zo1NRUv4siIiIiIiIJKiaTIRERERERkUhTNzkRiXnPr9wJwMCujXwuiYiISHjoHnixISZbhtRNTiSyCl/6sPRBWERERCQJxWTLkIjIES2++/Dj1mf4Vw4RERFJCDHZMmRm/c1sVkFBgd9FERERERGRBBWTyZC6yYmIiIiISKSpm5yISBzQvStERETCLyZbhkQkfKYN6cfOLZuYNqSf30WRE7H47tJjpUREJC4Ff48ltigZEhERERGRpBST3eR0nyGR6FqytFXo8Y96bfaxJMmt+YQXAJh+ZVZo2UC/CiMiIpIEYrJlSBMoiIiIiEiyWbK0VakLlBJ5MZkMiYiIiIiIRJqSIRGJWc0nvBDqOiYiIiISbkqGREREREQkKSkZEhERERGRpBSTyZCZ9TezWQUFBX5fH1pHAAAgAElEQVQXRUREREREElRMJkOaTU5ERERERCItJpMhERERERGRSFMyJCIiIiIiSUnJkIiIiIiIJKUafhdARKpg8d3e/63PCNsuG7+WB8DnPTPDtk8RERGRWBS1ZMjM6gIzge+BZc65Z6L13iIiIiIiERG8MAlhuzgZvDAJujgZaVXqJmdmT5jZF2b2UZnlfc1sg5ltMrMJgcVXAfOcczcBA6ryviIiIiIiIlVV1TFDTwF9Sy4ws+rADOAyoAMwzMw6AE2BTwObHari+4qIiIiIiFRJlZIh59xy4Osyi88DNjnntjjnvgdygB8D2/ASoiq/r4iIiIiISFWZc65qOzBrDixyznUMPB8M9HXO/TTw/DrgfOAu4FGgEHjzaGOGzGw0MBqgUaNGXXJycqpUvhOxd+9eUlJSov6+fkm2eCGBYt7zGQC7ah8e/peycZe36pSzASgu2kmt1NP4vuAbUk71bmR8ci0v9v3Vi71tireGXr+VVgBknFInwoWv2IefFQBw1ml1ATiteGdoXTDmsvHC4ZhrBY5vwXihfMzBeAGa1PL2Wa92zfAGUkll44XDMZeNF8rXca0Sx/PK1LHf8VZVPP4dq46PTzzWcVUo3jgV+C2GyPw2+f17fKLHrQZnn+JrHffs2TPXOZdV0XZRm0DBObcPuLES280CZgFkZWW57OzsCJesvGXLluHH+/ol2eKFBIo5MGjz8RIDNtNuewKApdkzACjcPZ+mfa5k28vz6XrpZQB0ObMdAHmn7wNg3/7bQq9/wJ4D4PNs/wdsjpjwAgDTr0wHIHvvktC6YMxl44XDMTd0B4DD8UL5mIPxAkxu2hCAQW3ODG8glVQ2Xjgcc9l4oXwdB+OFytWx3/ECNA/F7P1eDdz7SGhdMOafNR8PwIwxSwEY+1gvID7/jpOxjqsiHuu4KhRvnCoxgUIkfpv8/j0+0ePWJy9MpWmfKzl9Z8njVg8ATrrM29eSpYeTvmuC5x9RnjAiEsnQZ8BZJZ43DSyrNDPrD/Rv3bp1OMslIiJxaF279t6DwA/stCH9AGja50pIhBMpEZEks3LlSr+LEBKJsTvvAW3MrIWZ1QKGAguOZwfOuYXOudGpqakRKJ6IiIiIiMSiJzdu58mN26P2flVqGTKzOUA2UN/MtgETnXOzzexW4GWgOvCEc27Nce5XLUMiIlKhFbO91qJg14tgVxOArl27ArqRsIiIHF2VkiHn3LCjLH8ReLEK+10ILMzKyrrpRPchIiLJLdQXPdAPveSVxhvjdAyNiIiEV0xOcW1m/c1sVkFBgd9FERERERGRBBWTyZDGDImIiIiISKTFZDKkliEREREREYm0mEyG1DIkIiIiIiKRFpPJkIiIiIiISKTFZDKkbnIiIiIiIhJpMZkMqZuciIiIiIhEWkwmQyIiIiIiIpEWk8mQusmJiIiIiEikxWQypG5yIiIiIiISaTGZDImIiIiIiESakiEREREREUlKSoZERERERCQpxWQypAkUREREREQk0mIyGdIECiIiIiIiEmkxmQyJiIiIiIhEmpIhERERERFJSkqGREREREQkKSkZEhERERGRpBSTyZBmkxMRERERkUiLyWRIs8mJiIiIiEikxWQyJCIiIiIiEmlKhkREREREJCnV8LsAEp+e3Lg99PjGNmf6WBKJlGAdq35FREQkUSkZkqNauXJl6HHXrl19LImU9fzKnQAM9LkcIiIiyUq/xYlB3eQkZMXsGayYPeOI65YsbcWSpa2iXCIRERERkciJWjJkZi3NbLaZzYvWe4qIiIiIiBxNpZIhM3vCzL4ws4/KLO9rZhvMbJOZTTjWPpxzW5xzo6pSWAm/aUP6sXPLJqYN6Vep7Ru/lkfj1/IiXCoRERERkcir7Jihp4BHgaeDC8ysOjAD6A1sA94zswVAdWBymdePdM59UeXSioiIiIiIhEmlkiHn3HIza15m8XnAJufcFgAzywF+7JybDFSumUFiUuFLH3oPTve3HCIiIiIikWTOucpt6CVDi5xzHQPPBwN9nXM/DTy/DjjfOXfrUV5fD5iE15L0l0DSdKTtRgOjARo1atQlJyfneOIJi71795KSkhL19/XDzi2bqJV6Gt8XfEPKqakAnFzLi31/9eLQdsXFWwHYijeJQpNah/PoerVrRqu4YRPvdfzNviIATiv2ZrLZVftwfaRs3AXAnlPOBqC4aGeFdRysXyhfx37W74efFQBw1ml1gcPxwuGYy8YLh2OuFTi+BeOF8jEH4wX/Yy4bL5Sv42C8UL6Oa5U4nidyHRcXedscqY5j/biVjHVcFfF+rD5eije+lP0thsj8NmWcUicSxa+0eD1u9ezZM9c5l1XRdlGbWts59xUwphLbzTKzHUD/U045pUt2dnbEy1bWsmXL8ON9/TDt/6bStM+VbHt5Pl0vvQyALme2AyDv9H2h7fbtvw2AB+w5ACY3bRhaNygO70MT73UcnM4ze+8SAB5vfUZoXdptTwCwNNubGbBw9/wK6zhYv1C+jv2s3xETXgBg+pXpwOF44XDMZeOFwzE3dAeAw/FC+ZiD8YL/MZeNF8rXcTBeKF/HwXghseu4cPd8gCPWcawft5Kxjqsi3o/Vx0vxxpeyv8UQmd+mz7MzI1H8Skv041ZVZpP7DDirxPOmgWVV5pxb6JwbnZqaGo7diYiIiIiIlFOVZOg9oI2ZtTCzWsBQYEE4CmVm/c1sVkFBQTh2FzYrV64sdSPSkp7cuJ0nN26Pcokk3FTHIiIiIsmjslNrzwHeBtqa2TYzG+WcKwJuBV4G1gFznXNrwlEotQyJiIiIiEikVXY2uWFHWf4i8GJYS4TXMgT0b926dbh3XWkrZh/u43nhqLGl1i1Z6g3w+lGvzVEtk4iIiIiIhE9VuslFjFqGJBpWzJ5RKuktacnSVqGkV0RExE/qwi0SOTGZDPlp2pB+7Nyyye9iSASpjkVEREQEoji19vGIhW5yldH4tbzQ45JTtoqIiIiISOyLyZYhdZOTWNH4tbzQPxERERFJLDGZDMXq1NoiIiIiItGkcWGRFZPJUKy1DBW+9CGFL33odzFERERERCSMYnLMkEg0lUp0T/evHCIiIiISXTHZMiQiIiIiIhJpMZkMacxQ5Kxr15517dr7XQwRERE5TroHnkj4xWQyFGtjhkRERERihWY6FQkfjRkSERGRhFByxq0b25zpY0lO3IrZMwC4cNRYn0sikhyUDImIiIhIXEiEhFdiS0wmQ2bWH+jfunVrv4uSEB7PnxJ63MPHcoiIiIiIxJKYTIaccwuBhVlZWTf5XRYRERGRaNNtH0SiIyaTIama51fuBGBg10ZH3WbGmKXRKo6IiIhUYNqQfjTtcyVN/S6ISJJRMiQiIiJxY+XKlaHHXbt29bEkEimqY4kmJUOJbPHd3v+tz/C3HCIiIhIaw9uj7xMAtF+/zs/iiAgxep8hERERERGRSIvJliHNJiciIiKJTuN3RfwXky1DzrmFzrnRqampfhdFREREREQSVEy2DImIiIjEs+DMrnDs2V1FxF9KhkREREQiSRMaicSsmOwmJyIiIiIiEmlqGUoQzSe8EHo8/cosH0siIiIiIhIf1DIkIiIiIiJJKWotQ2Z2JXAFcCow2zn3SrTeW0REREREpKxKtQyZ2RNm9oWZfVRmeV8z22Bmm8xswrH24Zyb75y7CRgDDDnxIouIiIiIiFRdZVuGngIeBZ4OLjCz6sAMoDewDXjPzBYA1YHJZV4/0jn3ReDxvYHXiYiIiIiI+KZSyZBzbrmZNS+z+Dxgk3NuC4CZ5QA/ds5NBvqV3YeZGfAg8JJz7v2qFFpEREQkqPFreQBMbtrQ55KISLwx51zlNvSSoUXOuY6B54OBvs65nwaeXwec75y79Sivvw24AXgPyHPOPXaU7UYDowEaNWrUJScn53jiOS6Fa9aEHp+UlgbAzi2bqJV6GrVKfC4n10oBYH/1YgCKi7cCsJVWoW2a1PLyynq1a0asvMfy4WcFocdnnVYXgNOKvRu+7ap9OOdN2bgLgD2nnA1AcdFOaqWexvcF35ByaipQPl4oH3MwXvAv5hNVto6D8UJs13FJ3+wrAsJXx8F4oXwd+xlv8Htd9jsNh2MuGy8cjjne6rhsvFC+joPxQvk6rsxxC+K/jouLvG2OVMexftxKxjquir1795KSklJq2b59+0KP69b1PsfVe74DYqOOg4LHaTh6HSfCcasqjlS/cOQ6DvrqwMHQY79jLvtbDIlZx/F63OrZs2euc67CKZajNoGCc+6PwB8rsd0sYBZAVlaWy87OjliZ1o25OfS4/fp1AEz7v6k07XMlDd2B0LouZ7YDIO90749z3/7bAHjAngttE7waNajNmREr77GMKDW1djoA2XuXAPB4iZu8pd32BABLs72eioW759O0z5Vse3k+XS+9DCgfL5SPueTVN79iPlFl6zgYL8R2HZcUvLN5uOo4GC+Ur2M/4w1+r8t+p+FwzGXjhcMxx1sdl40XytdxMF4oX8eVOW5B/Ndx4e75AEes41g/biVjHVfFsmXLKHsesHLlytDjrl27AjD0CC1DfsccPE7D0es4EY5bVXGk+oUj13HQkxu3hx77HXPZ32JIzDpO9ONWVabW/gw4q8TzpoFlVWZm/c1sVkFBQcUbixzDunbtWdeuvd/FEBGRE7Ri9gxWzNZQ42TX+LW8UHdIkXCqSjL0HtDGzFqYWS1gKLAgHIVyzi10zo1OTU0Nx+5ERERERETKqezU2nOAt4G2ZrbNzEY554qAW4GXgXXAXOfcmmPtp7LUMiQiIiIVWbK0FUuWtqp4QxGRo6jsbHLDjrL8ReDFsJbI2+9CYGFWVtZN4d63iIiIxJ/Clz70HpzubzlEJLFUpZtcxKhlSERERCQ5aFyY+CkmkyGNGRIRERERkUiL2tTax8PM+gP9W7duHbX3nDFmadTeS0RERERE/BeTyVCkxww9nj8FgB6R2LmIiIiIHDeNCxM/xGQyFE4lb3o2sGsjH0siIiIiIscjNFtgiZuQioRTTI4Z0gQKIiIiIiISaTHZMhSObnLNJ7wAwPQrs8JVLIljGhMmIhL7gsfqsY/18rkkJ07nHyLxJSaTIREREUle04b0A6Bpnytp6nNZRCSxxWQyFLHZ5Bbf7f3f+ozw7ld8Ebz6lv/gFT6XRERERETiUUyOGdJ9huR4PL9yZ6mJMsCbMTA4a6CIiMS2de3as65de7+LISJJKCaTIRERERERkUiLyW5yIiIikthKtt7rvn/JIxEmyZDEopYhERERERFJSjHZMhSxCRRERETEF8GxnQP3PuIt0GRGIhIDYrJlSBMoyAlZfPfhfyIiIhKzpg3px84tm0LTqIv4JSaTIRERERFJHJoxUGKVkiEREREREUlKSoZERERERCQpKRkSEREREZGkpNnkRERERCR8AhMZPV5ixkDdS0piVUy2DGk2OREREZH48vzKnaEp1EXiRUwmQyIiIiIiIpGmZEhERERERJKSkiEREREREUlKSoZERERERCQpKRkSEREREZGkFLVkyMzam9ljZjbPzG6O1vuKiIiIiIgcSaWSITN7wsy+MLOPyizva2YbzGyTmU041j6cc+ucc2OAq4ELT7zIIiIiEg+aT3gh9E9EJBZVtmXoKaBvyQVmVh2YAVwGdACGmVkHM0s3s0Vl/jUMvGYA8ALwYtgiEBEREREROQHmnKvchmbNgUXOuY6B592A+5xzfQLP7wZwzk2uxL5ecM5dcZR1o4HRAI0aNeqSk5NTqfKV9eFnBQCcdVrd0LLTir0bge2qXQOAlI27Quv2nHI2AMVFO6mVehq1SnwuJ9dKAWB/9WJvm+KtAGylVWibJrW8fdarXfOEyltVwXjhcMxl44XDMZeN9/uCb0g51bvJbdl4oXzMwXjB/5jLxgvl6zgYL5Sv42C8ENt1XNI3+4qA8NVxMF4oX8d+xptsdRyN4xbEfx0XF3nbHKmO4+24BYldx1X5bYLEr+NEOm5B8px/BJX9LYbEruN4O2717Nkz1zmXVdF2NSra4BiaAJ+WeL4NOP9oG5tZNnAVUJtjtAw552YBswCysrJcdnb2CRVuRKBJfvqV6aFl2XuXAPB46zMASLvtidC6pdkzACjcPZ+mfa6koTsQWtflzHYA5J2+D4B9+28D4AF7LrTN5KYNARjU5swTKm9VjSjRBSEYc9l44XDMZePd9vJ8ul56GVA+XigfczBe8D/msvFC+ToOxgvl6zgYL8R2HZcUvMN3uOo4GC+Ur2M/4022Oo7GcQviv44Ld88HOGIdx9txCxK7jqvy2wSJX8eJdNyC5Dn/CCr7WwyJXceJetyqSjJ0XJxzy4BlldnWzPoD/Vu3bh3JIomIiIiISBKrymxynwFnlXjeNLCsypxzC51zo1NTU8OxOxERERERkXKqkgy9B7QxsxZmVgsYCiwIR6HMrL+ZzSooKKh4YxERERERkRNQ2am15wBvA23NbJuZjXLOFQG3Ai8D64C5zrk14SiUWoZERERERCTSKjVmyDk37CjLXyQC02RrzJBIec1LDVKtcHIUEREREalAVbrJRYxahkREREREJNJiMhnSmCEREREREYm0mEyG1DIkIiIiIiKRFpPJkIiIiIiISKTFZDKkbnIiIiIiEouaT3ih1KRGEt9iMhlSNzkREREREYm0mEyGREREREREIk3JkIiIiIiIJKWYTIY0ZkhERERERCItJpMhjRkSEREREZFIi8lkSEREREREJNKUDImIiIiISFKKyWRIY4ZERERERCTSzDnndxmOysy+BD724a3rA7t8eF+/JFu8kHwxJ1u8kHwxJ1u8kHwxJ1u8kHwxK97El2wx+xlvM+dcg4o2iulkyC9mtso5l+V3OaIl2eKF5Is52eKF5Is52eKF5Is52eKF5ItZ8Sa+ZIs5HuKNyW5yIiIiIiIikaZkSEREREREkpKSoSOb5XcBoizZ4oXkiznZ4oXkiznZ4oXkiznZ4oXki1nxJr5kiznm49WYIRERERERSUpqGRIRERERkaSkZEikDDMzv8sg0aP6FolP+tsVkXBQMnQCzKxO4P+k+fyS6UfHOefMrC4kV9yQXN/pIFeir3Cy1HeJY1jCx5sMMR5LIsefTMdqM2ttZqcnepySnMp+r6P9PU+6E58wec7MznXOFZtZI0i8A7GZNTGz+4LPXRINLjOzpsCSEs/P8bE4UeWcKy75PNGTIzMbYWatgs/Lfs8T7e+6hDvNrHfgZLKRmdXyu0CRcqRjVwLXK3A4PjOrEahjK7suESTZsXoacHmgPi8xszP9LlA0mNmlZjY48Dihf49KMrO2yVLHELqw0c/MagafR/P9k+aLFS6Bq1BNgA8Di14ws9OCFWdm6WZW3bcChk8/oCOAmfUxs98EV5hZjUQ+eQKygQ2Bx72BicEVZnaqmbXzo1CRZGa1zewKM3vczK4KLi+bHCWgscBBADMbb2al7lSdwBcBBgBbAo9/CZwdXGFmbcyshi+lCpPgMdjMppvZJYHHjc0sw8xSErheg4IJz5/M7PzAiUarkr9VCSKb5DlWNwT+E3j8K+DU4Aozu6HssSuBXAfUDTz+qZllB1ckUmIPh5M9MxsH3AVsC8ZrZs19K1gElbhwkw7c75w7aGZnmdk/zOwXwV4MkaZk6PhlA5sCrUJpQIFz7hsAMzsDeNY5d8jPAobJhcDfAo8vB/aWWDcK+HnUSxQ9fYGlgcc/AvJKrLsR+DUkxlWqEon7/wN6AG3xEmHMbGDJH55EE7iKfMA594mZpQI/cc59WWL9U8EuOInEzFoAB51zm83sVKC3c25TiU1mAGf4U7rwKHEM7gl8FDg2LwB+D9wYvPqYqAK/TycBFwCrA62fzwObzeymRDh2BSTFsdrMOgHVnHNfmVl94CTn3PoSm/wG+N6f0kVcWw4ngdcCu0usm2lmF0W/SJER+Ls1YKRzbiTwLrA+8P19xMya+VvCiAj+bf4YWBRIfkYDxUA6cHM0CyGVdwlQx8zOAm6i9MH3fGA1lDrJjFc9gMLA407AP0us6w1shfj/kTmKDKC6mTUBegGvl1iXCTznS6kiI3iV+CJgJl6sbwaW9QOyIGHruQ/wv8Dj3kB+cEXgQsc5zrl9iXb1EbgM+CLw+DwCxyyAwJX0FOfcF0d6YTwJxHIA7zj2O+Ap4Da8E6qEbfEs8X09H+/C3XfAOOBBvGP54ARq8U2WY/V5wCEzy8K7ELkjuMLMMoC1zrkCvwoXKYHjcHXn3E4zawic7Jz7oMQm5wHr/CldxJwHfBDoAuqcc58DNYA2zrmP/S1a+JW4cFWAd6z+DVDDOXctsAaISstQXHeF8MmHeJ/bbUA3vC/t4MDyG4Blge3ititCYBzUB0BPM+sLtADOCVxpzMfrUvMKJF43KjM7BVgMdMdrBTwJSDez0/BiPw+4ExIj9hIxFABn4Z0o9wssa4vXSgBx/H0+ho543+shwHC8q3BBfYC3Ao+rAYnQ2htUA7jAzN4BTgPeMbPazrkDeC0J74J3QSfOW7m34yX2M4BC59xMM/shsM85d8jMqiXC33BZJbrBbQRSzWwD8Lxz7h+B7/rXEP/1m2TH6jy83+Gb8brp7zWzm/ASgRspfVE2kXQA6pnZvcAPOHwRJ9ha9q1z7iu/Chchm/GOwZOBlwPL7gLe961E0TEbeAL4DrjbzGrjdee+JRpvrpuungAzq4d3YGqBd8J4Bl4f7R8DlzjntpiZxWvf7MCVxTZAaw7HaUARXr/lDs658+M5xooEug+lBf51AlLw+mif5pzrmWixm1kHvC4lXYCfAoOAls65fsd8YRwLDE7ti5cAnIWXJKwB3gDuwOu//HKinjSb2Xl4F3T6Ay2BT4BzgeudcwsTIe5AP/vzgf845wrMbCrwqXPuD/GeDFQk0HvhWwIJbqCL1QJgnnPu6USoX0iuY3Wge2cbvO90OnA6Xuv9T51z7/hZtkgxs2543V3b4p2LfA7kAp2BfOfcXT4WLyLMrBcwHm+4wnt4v0s5zrm3jvnCOBP82wwcqxo653JLrKsOTHTO/ToqZUmQY0RUBLoK1cbrb19UYnkToDHwA+fcIr/KFylmlgKcg9ci1BFY55x7LhFPJgL9VU8p200o0Fp2FnDIOfffBI39HOAavDpeCrwU74n98TCzTLyuNp3wkoNegdaShGLeBAJ7yyyrBVyMd4I1I97jDlzQeQK4yTlXFPix3Q6cCexxzn2TyN/rwBipfzrnflRm+Q+Ar5xzcT++JFmO1eZNZpIJVAdWlYwl0FvjtEBXqoQXaA3sAXTFu3B3n3Pu3WO/Kr4E6vRsvNbNmsDZzrlE6woIHG6dNm/m4gPOuclmdhlet97HnHP/PPYewliWBP0tiAgzuwa4He8K8mvAw865zwNXpi4DVsZ7n87AScS1wFDgbeCvzrlPA+tqAXWdc7uPsYu4ZmYP4A3e24s3Tuo+vBaxJnhNtrOdc3t8K2AYlbgqcy5wFd4A3BeBD4PJfqJcPS4r0Lo7HC/Jf8Y5t9LnIkVF4CrrlXitQSvxZt/aHvhBOg3v6tz/jrWPWBb8vpo38cd459wV5s0mlwPsBIaXGXOQsALHst3OuSnmTQTSGy/+q30uWlgky7HazMbi/c1mAV/hdf1bjdcjZRCw0zn3B/9KGBmB86r+eOcjL+Odi+wusb6mc+6gX+ULpxJJQS+87/QhvC7Mn+O1Cr3jnFvhZxkjocQ5SC7eRF2NgF8A6/EuAEwoM7lPxGjM0PG5F+/KeQowBPi5mfXEOxjXxhv89XGcn0BegjcxxL/xWgieNrPpeHEfAi42s6aJeEU1cALV3TlXP9Af+Ua8pupb8JqqvwYe9a+E4RU4CJ0OLAQexruaOh04w8z2AJc55771s4wR9ATwGdAAmGZm/x/QHK9lJB34t3PuCf+KFzG/xRtkPgK4FLgaqBkYf7AdeAz4XwK0mvTEm5moMTAYuAJoj3di9UECxHdEgTGeDvgv3jF8qJndjncsrwNMCWwX760l2STPsfpavBbOj8ybLOE+IBXveD2XEhOgJJhf4HXVfwvvWFVkZmuAkXitZIWBx4kgeCwaCmwCHsFrHWqP1811P5BwyVDgHKQW8CneBdneeC3acwIJUtExdxBGSoYqybw50Pc554KD2Jab2UG8KzZfOOfeC24bx4kQeMnQXOfcowBmNhnv6vFyYBHeQdkl6MnE5cA7AIHuFRfjHWy74TXhbvOzcBHSFng1WN8QGmeRnqiJUOAq+dnOuR8HnnfEm7o1F2+MxVy87zqJ9D0PDEit75z7beD5RrwfoafxWsmKgLUQv/dXKnHsfR3vJpX/D5jinHvHzK7l8MxTiTYpRlA23j1ZuuMNNr8I7zfqbryxQkVQaganeJUUx+pAC/ZZwDdmVss5t9rMeuBdqHov3pPaCnQD7nLOrQIIJELbgY/wEsCXfCxbWJU4br0GfOmc2wXsMrPgRY1ErWOcc98HxnLeDGwLJEJd8WYRzI9WOZQMVV5b4GQzuwf4GK8570Xn3Av+FivsegH/DVxhXIE3YPF3zrnnS24UrydLFTgdqG1mN+PdyK838IhzbrO/xQq/Eif524Ed5s2I+A7eeIJ8SkwznYAuAlxgbMEBvCSgIJgclZRg3/PzgbqBrnIfA6cA651zUZmtJ5qcc0vNbADQwjm3PNAC2guYGlifqCcXD+PNopaF183mA7wr6GnAD8zskQT5TifLsfpsvG5SPwW+DYwn2QbkBnqgJOT3ODA2qAVeq/U5eDMjOuBnzrktx3xxnArE3BEYYma/B1bh3cLk60St5xI2Afc657YGnlfH66UQNRozVElm1huoH/h3Jt7gvdrAfGAPsKDsQM54Y95MNdfjTWHZEG+q0ivxblS4AtiYqAM1A0211+P9ETbFO1E8D2/c1Dq8bheLEmHgcUlm9ixeU3w+XqvAJ7tBKckAACAASURBVHj9lBcncMvQT/CuIm/G6yrXHu9q+rXA6c657T4WL2LMu0fJKLwTrJp4F8MMGAMcBD6L54kTSvQ/T8WbBONKvFbutwJjIVtFq/+5H0qMOxiGN7HALDM7G+9CXkfgO+fcY/He2plMx2oz64N3bDoZb1KXpngXYt/Ba9181SXgLHJm1hbv3mB78FrrD+K1Bg7AO2Ztd87t96+E4VNinOMteGPPX8W7mNEksMlLzrmpvhUwwsxsEt7fcm9gIF59p+DVcdR6WallqBICP6Q34B2Aa+IlQw2AVnhf2G540/HGdTKEN41jLbzuJefgxfkB3sH3eryxUXf4VrrIygYaBGYzqYP3o7MI7ySiLV4jwb98LF/YmTcL4lnOuQwzOx9vqtK2eLP1vOhr4SLLAWPxrjxm4X2v6+D9+B4ws9kJeIUZvJOJWwIJwzl4CcPFwJ/wWhHGU/qmlfEm2PXtPrwT4gy85P4tvNseJOq9WIKCJw5ZePe9wzn3Cd5n8KoFbgQez4lQQDbJc6y+DW/SiwLzZrNtBLTD+31OI3FvHnwO3q0e9uONmWmL1435Lry/8UVAovXKaQ5Md84thVC35otJwC5yJS5cNcfr0jsBuMI590ngYta9eN/9qF3QUDJUOd3xZlkqxutWszXw791AxTV2zm3ws4Bhch2wwnl3LP8Ab6BxDbxWomYEDrzxfmXxKAZz+CabB5xzG/Ga5hcH6rgeJEbsJfqZdyYwhiJwdfGdwPrTnHOFPhYxYsy7q/cvnXOdgS3AksDy5njJQTe8K1MJxby7tw9zzv0GwHkzxv0PeDawvited6O4/Y6X6EpyAd5Nc7tx+Ea6I4CZQH68xleREjGlAqPN7ADe+Ir/n73zDrOkKpv4r8g55yA5CSIZlLREQUFRUBGMnyQFRESSomJCVMyKKIJiAsFAkqSScwbJIkFyzhmp7486l+kddxeUme3tc289zzy49w749nb3OecNVXU/UZXrfKekoC/WakmLATPbfgxe5pXcU37OKCNzVaipjQNfAd7pqPPeDi93BJcjxbrajFYh17ahpO8CZ5ZCxmktxzTaGEN4UndR9h/y97DCxF6vBsnQq8MmpF37HygL1WMTN5xRwxuBA5ofFMLt3eWn91lnN5gJYF3gDkkzepgca/Me13DtjUPj64BtizLTqcTN/UzbD1dMzF2PUjVvosGT+tPw7yrB+sCzkuYgvLCxnmM3pMW7/IyXw/DNpPs3i+1zy1cLM0S47+z1vRIUT7irSAK0ORHEuZcUPX7dYmgjiX5Zq98CrF54UWfZvq75ZcUFq9cBDOcGlcPx5eWnGpQRuamAwwifdWPCG3oauMb2F1sNcBTQeDfPI0XIY4Djy2ebA2dO7JgGnKFXAUnnE64QZJM5m2TsF1c0t7ooOURcS7gjpwGnNwht1aIsvhcSbfuVgEfJy/hH4lxfS0X1P6B4OaxKDhirkIVpY9v/kTDUAElHEZnlk4kE7ym1XmsTko4g4zW3EP7BP8gzf4Htu9qMbaRRODMHkfGSXQgnbG3bm3W9WzAhDL82SdORe74+6aD8oOvX309rtaSjgUeIWMSY8vFFwO8Jj+T+rt/PcUHSR4FDgXMJr/NUchbpOg3hPyDpE6QIeVvvLFnGIZcm+/LUtn/aYoijDklvJXYuz5EzyEnAD0rHd+LFUdl7NOJQjAjPtL1CaUtvSGbv30QOFQ8CW9h+oMUwXzMk7QIsQebttyeL71Jks7kS+J3tKlu2knYAlrP9ifLn1YF3kwrNMqQqt2GLIY4YJK1JiOVfIZ4GJ7mY6pbv56/tcNyE4l3wCdIp2JDM3U9BukUXAYfXWHGVdDFFkYqMISxL3u/ZCEF7d9vXtBfha0fzYChpJZIErEXWr4PL4bHLHnDjRWMG/13Em2Vxojp2LnCt7ftaDXCE0Gdr9ZW2V2j8eUlCMH8rGd3fwPYZbcU3WpB0JCnGXkC8Z1Yn6/XDZLT3+7avbS3AEUSZyricdIU2I4JcfyLJbucNg18tJC0LzETGH29ro6gxSIZeAZJWA7a0vfc4vpsXWN/2byZ+ZCMLST8mlbXjhn2+BvEgucNxMq9ufErSPsAVtk8dflgq7etlbF9Vw7WXManJCA/sSCKY8ThpV59J1Imeai3AUYSkZciheL3GZ9OTKtzawAbAtq5MRa90fQ/rXXcRhJmGcEvmAV5PTGY7f98Vz6h5Cb/xEeCqrr+zrxblWT6bmI1+jvhHbU4OGNs43iWdRr+s1YXb+H+2vyRpYY/Db6XGrhCApPOAzW0/3PhsLjK18Hbgt7Y7b0BaCu3v95Cn4xtI8rcZKWa8ACzvyhR8NaR6uSHwSaIOeDrhDN1CVE0nOvVkkAy9AhTTs0eI7O4jtk9QJKhfbFQhO78oKaZ15xAn7z8AT3R5M/lvIGlu2/dJOpAYND5U7vFLvb+DGu4xgKSzgR1s31D+LDIitympsB5g+2e1XG8TklYgylNnA3NP7DZ8WyjjUjORLtCcts8a9n2nuyWNrshywG+B+8im+hzpbN9i+xcthjiq0JA07zuIat7ewB9sryPpM8AMtj/TbpQjg35aq+Hlkc/ZbP9IUQMUvMzlrQ5lbHsTMvb4JtvntBzSqKHc2/fZfvu4kndJazU4j9WgsV6dAfyGrNGrMKTOvH8bU0iTTez/w67B9kPloLAV4dRg+4Wy+U5Wy8JbDkgLkQrio42NZfKy2VSLsrnODaxu+6Hy2QvNxamGeyxpNmC6XiIEuS7bZ9re2/aipF1fxfUOh+0rbZ9IfLMWgZeTwaph++lSXdyBeJUgaVoNSS13NhEq6N3D9YEjbW9EOEN/JUIKM0O997px/2YkksNvJrxPiKz2fPAyF6HT6KO1unevlgWeggjf2H6x1kQIwPbjto8mVh5bQM4g7UY1algfuH5812f73BrXrJIITQ48bftntn9vex/b7yaj3K34Zg3U5F4FFL33B4CdJR0M3Fle2q4fIoCxpJbnAx4p85u32H6mfF5th6hRFV8aeLLMpP8OeLLCztgGwHySPkDUAa/2MK5bDQeJ8aFxr++hyMSXokav2lrltTcKNjMTniOOfH5tWIoop+EhueXja7+/DZwCPEuKnLtJupwoq/2wfN/pg1U/rdWNs8XiwMqSbgWuJtdaq5w2kqYs1/dvsk6/rH5aS+G5gXWJGMjngMck3UY62rd5SE69puttYiFgTkknAr8gZ5GbPEwxcWJiMCb3KiBpCSI5PTXRvL+DyPDeaPuqFkMbUUjai4xK3Uj8V24n6nk3u0JSeROlZf1/hEPzL0K6vga4sI351dGApJ8Rc82LSYdgMkJKvZFI715h+7n2Ihx9KN4dV5DK+XeAM1yhStFwSJqVkOmXJGvXicAxts+f0L/XJUjan3S/rmFIEOMS94EiZg+FZN9L9jcm9/qqWgp30B9rNbw83vpJkuQvRMb1ryYqtrUZjo4FSdeR4s2RZGz/MtelFLgYcBQR81mBFKJnJJ3sx8i+fEhN1wxjjTSvAqxMhDGmJiI+UwDHexhvfaLFNkiGXj0kLU6qUiuQG3mi7cNqqViUed2liFLe4mQxmgLY0/bdE/p3a4GkBYna1lsIqf5D7rjKVg+SLiUKcg8R5cAFiNfQ3CQ5+o4bfjO1obEQr0FGFN5CZpSfIBvPT1oNcCJAMVHeiHDE3g9caXv9dqN67SiHi0WIGfbSZLxoWWAK29u2GdtookFG3hh4H3FsNynYXU2U5G6Z0H+jq6h5rR4OxT/qjeQeP2p7v5ZDGlWUs8jaZFRuFZIoXGV7y1YDGyEo6r0r2/5I+fPUZP1aqvzI9tdbDHFUUbiMvyAjoIuQM8hSwN/cklLgIBl6FWiOWfRIbZKmBaay/VgtyVAT5ZrnJ2omJ7Udz2hD0hS2X1QUida3fUrbMY0kJM0JHGp7i2Gfz0A8tBYmldWqO4DDUTahdwCPOQpVnVahGh8KB2EK289LWsr2jeXzaW0/01URBUkz2H5S0qeICtHvFAuEfxOVvOds31DjGg1jkZGPJJzWk8i6vRC5/lNtH13T9de+VvdQ9uCpbD8naW/g167Y9mBCUBQxl7V9QtuxjAQkzUfu7W2953nY99PUtheXdXlTomC6u+0lh32/A3nGW/HuHCRD/wXKwfE2YJ4aSYy9eV1JuwKr2P5Q2zFNLDQ22A8SWc93d/WA+Eqo9cD/atGoph9DlPUeaTumiYFGZ+wkYJcaOgaS3ktG41YEvgF8t3eIkPRZYip7eoshThRI2hc4odcZkTQjsCBwt+1HWw1uhNFPa3UPkq4CNu2jCY3ePf4BSehPLJ9Xk9QPh6TlCfWiylH1siatBXyerE1nkjHX00lH+wu2N2grvoGAwn+H15MN58VKD5S9zeT1xPW5SWisGo3kdhWgV33qNOG4iWGHhZ4k/BbA/TXxRl4J5e/h32XkdSHbj4yrMlcjSiK0KPDGGhKhgj8Qn6xvExW1bSQ9ClxFxgF/3mJso4pGcjtD+eh3kr5ITMLvZ0hRrio03tU3EoNKqGitHg5JCwM39EsiVNDbq9YDvgbVJ0LTA3vXPNJr+wlJpxKbhzkIV3ltwv9bDGiVBzfoDL0CColxbqLCZGAy29fUlAyVEZqlXZQ8JG0PHF0TGXVCKIeJuW3/U9L0rsB8ckJoVN1OBT5r+9LKN5reKNGcLup5ktYB1rJ9QD8kQ2Wzte2nJS1X1rAq7nl5f19v+2JJ8xOu0MrAA7Z/1m50o4dGh3Nfcr03A2sS09mnCA/ux23GONJQZLUXIuquUwG3uiKSeWOt+iJwn+2Dy+cz98t+3ISkvWx/o/Y1unS4d7W9Vh90OVcjYk0vlPP1vMCdZH9q7V0eJEOvAEnfJBvNQsAbSDtvNlekQCVpdeAI4jF0eePz+WudUW5sOisAHweWJ4IRlwDnE1WTaitxZR79WmC5mhfeJiSdAhxm+5i2Y5kYaDzj/0dU5OYgSmNXEun8K1oN8DWikQzsT7ohZ5ZkaDHgolrHTXpo3N/DgR/bvqR8Ph3wdsKDO7nrhbvGda5CqshbEJXAd0haiFxnbaOAa5HxzwNtX6cIhHyU8D6rU0ds3OMlgDHASsAF5L3+V/mdKoo3TUiarhSoFgVmtn1F19/XcaHRxV6KCI8tUXhTXwD+Cfyo7SJ0503YRgPloIikVYly3GbAE4XYtRTxNqgCkqayfRHwJeCDkjaStKWkM4EPtxrcxMF2wDOkXbslcBlRXPsM1GFU2HieJWlpSZsCswNv6JdEqOATwK6S1pW0hKS3SbpA0uxtBzYaKIeL6YGvADcBJxN53jWBz0qao834XisaB4Z3ATcq8uG/BXYh93mq1oKbOHBZn2YG9pO0iaR5HJPdo2yfDGP9PXUVvRG4DwFnALsTPxaIOecXYGidqwG2zyX70q9KB/+LpIJeVdLXQC/JOYqoQV5H9uSfSrpC0uoVJkIfAfaW9A1gE2BmSXNX8L6OC71z1CbE+21aYCdi9bEo8Nm2AuthwBmaMJYj5K71yAw6RAnjKfgPHkYn4ahLzUseyneRA+MRxAjsFqjjOoejcT33ExW1F8gCfB3wvUYSVMMCPBlR1/ohMAO5pl2AByXdS6rKt7UX3uihUZGahhhyXgocSww5bwI+7+JkXxMaVdSFSTX5cMX1eyZgTmAW2w+2GeNIoPApXiJeFfsRDskp5FD1o9YCmwhoPNcXkdHAdwHvKpypa20f0WqAI4TG4XAu8t7uS/YoSBfwrPK/e+tcJ9HojqwHfIz4/E1HZKV3tn1zTQlfE+VZnhG41/YeigXANKRotxTxkeo8GvvR6uSM9TXy3C5AplNeIpMqVaHxDj9DfJQOAp6y/V5JnwRmay24gkEyNA40KhCXEdnd/YEfS3odqUSdUb7v/MJUqql/I4eITwCbkxGTc3q/U1si1ENZfDcA3lz2mOuJ2dmzvZe3hmpUYyFal3S/HiUmbz1PqSmgzjGEBj5AEsDjys8jtneHatX1egfDD5MD8nW2f0c6QzWp5z1AktsvAVPa/q6kN5BOfmclw18JZfRxSuCPtr9RPluMiN+sQJ3v9C/IiNwbgAslvYVc777Q/Q5Y4zmdEjibjBPtKekgYGdJX6tpPL+Hxvr7BlKgG2P7TODJ8nN7m/GNEuYBfmj70DLWOhtRWJu83bBGF7Z/Wp7nZ4AflI/fTgpZrWLAGXoFSFof2JVU0006B9+3/UANG43iszI7URV7scxx/g44xfZX241udFEWofeQpGAVUpW5CzjN9lFtxjbSKInf/wEn2f5H+UzAtG5J139iQtI7SQX9fpIk/B64D9jL9pNtxjaakDSGcA/WJV3BK8hB6+ttz2i/FjTX3tIdWRa4vszff4FUHQ+qNNFF0k7AW8mIyV2E63g6cJ7jS1Prde9KCpJPEGPZ02vpgPUwPIEvBctDgC+6iBzViJLgfx54kRgG/wU4q8ZrVoy/P004rCe3Hc9ootENW4jwwY51EQNRxG92sn1QmzHCIBn6DzRa1a8H1gH+UBKfhYCnXdSoasLwjVPSikR2+NhaK6vjQiExvhV43PYva7h2DZHM1yYbzexkfOgaUnG7v+vX+L9C0m+Bj9p+pu1YJgYU493NiYv9u2sgnUu6nCS5pwDn2n6obLCT2X68hoLV+FCSwK8ArwPuJh2hOYgy01Y1JPkaWwTk36RId5+keYCHXZGSHMTKAlgV2JZw/M4uz/FcwIP9sFZLWhDYGHhL+dnc9tntRjVyKO/tsaR7vxjwNHA5cA7w8xqLGPByArgfGX98jhTm/gqcPym8x4NkaBgaWew2wHeAB8mM49lkPO5ix5ukik1W0sdJx2By4FzgwvLPe12/GtOOhFMxKzH/uhj4h+1q2vKNw8Q5wJHl49XJmNyMwJ7Nkcia0Lj2pQjvbyvCE7oYOJEcpqo7XDTWsLnImO/cpKN9le1/thvdyEJR3VqPVBwXIYnASbYPbDOu0UTjud4a2NLFdJS80/sAz9jes90oRxaFZL45WaefJty/K8l+3PkCZaNo9UmiXLsYSQgg3ewv2K7ZM2tKIpwwK+Fk3+Jihl3RWau3Lm8IfMz2luXzFck6/Ubb72w1yFFE4azOSAo2ixN1xJXJdMbv24wNBpyhCWEMURS7jIyXfAbYFPiXpM+7w7K0jZdyOeD9hEdyFvAs8FMidbhiiyGOGhrXvji59l+Vf/4SOBg4V9KOrsRothyapgIecvGsAA4um886FGJqLRvOMPQ4fQcAJxFzzjmJis3PgJ2Bn7QT2qiixxc6kHT/PkqKOtNJug/Y15UY7TqqW+cCX5b0RqIsNhtUywVrckvmIaIgvc/ulHQtOWx0/p1urNWLkoPynqQDtiSwG9mj1pK0fwWFu959Wo8Q6z9IirE3E7GIKVuKa1TReEe3JHywFQgP8E5JjxHe1IltxjiCELnPiwFTl+mjG8tZsrPnyVeLcp8fBR6VdCsRQ9mDIQ5+q+i8bPBIoyy+swNvtX2Y7SuJ78wngPPIHOuukmZqM87XiN4hcWMyXrIImb3ekyzCJ5QqVY3PR++aNgZOI14GF9n+LEmMHnDMwDovjtHAosDKkv4iaRtJC9t+wfbfetW3Lh+axofGQXgJQr6eC9iRSPT+iNz/KuTTm2hc9wq2v0iEQbYiHeAZSGW9s1LEvbglLSdpfknTKRYBV5Hk/szyq9V1/YbhcGBZSedI2kPSW8kI5E3l+07e3wZ68b8VeNT2ibYvL3zOHxLPrBmAvdsKcCRRnutZyCFxReB523eQBPBvbcY2iujtOx8m8uEnkDPWGUTcqJqCfaOI8ShJbr8CHCTpU5LepchNV4XGWr2mpBMlvV/xr/w3UQBd35OImms1D9oI49/ASZK2Bw4vicH0pKX3KeAC24+3GuFrwLCX8mLSlp9ekdhenxBTq0TjoDgVmdFdhWw+kMNTz+W6V8XpLBqV4SlJF2Q1Unl8T1l4f+bKDUgVBcgzyf2ejHQN7iJdsU9CnWqJpZp+dyFfz2T7FuAWRXb5GuhuAlwKVlOQhPZpcvi/RNKzJOE7ckL/fi0oXJK3komFtwJvI13Qv5bvO/1cN+I/G9hM0geBk8tY3ErkOX6ITHF0Gr1rVbxnRMZ43194FmNqG2/toXGPpyIjkKsB77D9aHm2qzKYLbzNlYl0+pJEQW5+8g6f1mJoo4LGHnM7mbLaEthf0sNkAmmS8ewccIbGgzLXuT9DvkI3ki7KrcButrdoL7qRRSEc709M3RYEdrF9ddfHLMYFSbMWztcUJPmZi4xQzQ3cBuxq+3LVIZ7QGzM5g3REbib3eE7iaXCF7b/XcK3D0bym8nw/RTagtUkRYAHbm9c6SgUgaX5yrZ8npOyHgBlsb9rle97gzExJutprlZ+nSYf7j60GOIpoXPs85DD1OqKKeLXt+9qNbnRQuAYfIGT6WYn65/nAXkRS/UTbf2ovwtcGSduSgtWZbvi9Seopq11ge5IYJRoNKIIC65JR/f3I3nQqOYcs02ZsI4XGe/seYC3bnyifT0HOHrParsJLaXxQlIuntP1koWhAFEAnif13kAxNAGV8ZjYyr3yH7dtLteIx2+e1G93/Bkmbk8rpkaQzcort+8u1vh64wfaLE/pvdBWSlicjU6cAa5Dk505HinZVoiJ3Y4shjjhKZ+Bo2xsN+3zKWnhR44KknxL53ctI0nd9OVRtQ/gzF5akuLNJwbgg6ROEBzW5i2R66QK+m3Q6rywJcCeTwMahYhbyDq9KiPR/I/5g1dzLcUFDRPtfEaPGvwMvkMP0ZMBva+GDDUfpdk5Rfnodg48CP/UkoEb1v0LSdeSMcRPx1bmeqI2d6goUAccHSSsA/7T9ROOzOYiVybxEZewXLYU3omisWzsBm5Hi843Na68NjWLsTIQHtyAxEX6aGL2fNcH/wETGIBkqaNy42YkvxwKkXX0bqUI9XrolkwMvdbVjIul9xLPgEaKStwAxwDqeSHmeTK6vukOF4lZv8lJ+jnRK7iFdv1uJktxjbcU3kmg8zysBvyajYT8n/g3VJrzwsqfSPeXnAnJ4mo4cHP8C3Gz77vYiHB2Utenjtn8g6R+Ea3Am8Gfg765AQrxwg56XdDIRD7iVmDVOD+xeWzFjfCjX/y6SAPU6RMsAR5aiXae7+o3D47qE7zY/GYu7FbiBFLGqGOeWtDEZk7qNFChXIgfmRcj0wga2H24twFGCpAOJyMsnGVKzvZ6ofFaZBJZu3xhCRbiJrNH3AmfYfrbF0EYNkj5EpOI/T7rY65Kx3q/bvqzN2JoYJEMFjYrbLqRD8gKpOl4BbESqT60bQ40EFKfyMWSO83Ryve8nVbZ9bB/W9c10XJC0JPCk7bsVc9nlyD1emGy2X5/UqhWvFZKWJte4KDkwzkQSg1/a/mubsY0myv3dkVzrGYQHuBLwRrLuvbfF8EYdkmYj/LC3kfs/HXBpLdct6Xzbby7/ezJyr9cDPljxoaKphPkj4FO2r207rtFAIxk6E/gG8FWSDC1FiNc72L6oxRBHFIXbuA8xD/4ucBxRBVy25hE5AElvJwfkZUmH85+kUPn92t5lxeh9cjLWuxw5d0wOfLKLnfoJoUwhXUDEMW5v8pMlHQrcbfsLLYX3HxgkQwWNxfePZG51azIad6ik3xDX3GNqGaspXZK9SFV171pHK3oovJFvkxGpB8n41K3El8RE9/6eGitShVsxZ/mZlhA4T7Z9S41Jbw+SFiHqWm8EfmP7+DKGMaPtW2u7dsUzbBFCoL/G9l2N7xYFlrB9aodH5HYg6/LpRPRlvx5PRpGp/bXtlWq7r8NRSPW/JAbKl5CK+um2z6/p2gvH4Bzbq0m6zPbK5TB5PEl6q+nuSprW9jOKPPxexCvrN23HNVooI+tvJgnulb19t6zZ65EkcI8WQxwxNIoY05KO3+pkrPcc4HlgGUcJsypI+jU5X05FpjO+BvyBWFz8CPi97dPbi3BsDJKhYSit228RmceTbZ8g6SyKN0eXNxtJM5OD/3JkI72RSGlvQ+SGz+3qtb0SSjK0MlGr2ZhUZE6nGLyRMaIqEsLG4jsHqZjvTGThrwWOqbWa3IOk6W0/JWluYGaSIHyRKNd8t+Jn/C3AhmSzXYYYU55BDsxXdX3URtJCZIR5dcIXegk4mjzXc5NrPLKryd5/i1LQejOwJhEX+JLtX3Z5j2pCMUt+P/B9Io2/M+EbnGq7Ch88Sd8lvjpPkYPyk2TNuplGsl8bJL2T8BifIiJV15N16kpiuFrN+9sotP+K0BNeItLpiwM72z621QBHEYXbuRwxTF6ecOPmJqOuq01K4/qDZIj/4AstSLgFawF/IjOdt9t+W5sxjgQkHU2ks39DsvV5CKfgPqJY0/lZ81dCSXYfI9Xzucnc/Rhg/1oOEo2Rz73JWMnuZEF6D0kIt7J9b5sxjhYkLQj8kXCkeh5aq5c//xn4Y22jF8NRutvHkEPVWoRzcQnwNnfYEmA4Ch/uPWT+fDlgPdtn1fAOTwglyZ+HHBqfKJ9NBeAOCwn00Dg8Lk66+I+TRGgPwq843fZnup70SlqCFCSfBX5MquWTE6+7R9uMbWJB0u9Jd+R5wn9bnZy/9rF9c5uxjTQkXQms6iJcpAhIfBb4mO0HWw1ulKGIKMxMxtXXItMZh7Ub1dgY+AwFPU+ZjwHPOUarZym+OysQInbnHb3JddxOMvQ/EkW5B4hwwIvQXe+RV0JjvPHNwPYeIlqfWNq5vZGLzvsLMWQ2uRTwN0cU4jzgPEk/JFr/P6rgeR4XViAJ38qk+/cV21WYMk4IjQPku4iSXM9r55BSkfxQDYlQGTVZiIxfTAv8xPY+ZXzqGahzDWvc31WB7UkCOJmkG4ELycjJJENGfi1ojKEfBWxbEoMfSDqBJAu9bklnx9XL2vsPSW8mcv/vKD83AheWaZQLa0huh6NRfJ4bWNT2SuXzqchY83bA/W3GONIoXdwHSbJ3kQmxGAAAIABJREFUbvn4ZjIOWF0i1Fiv3grsRM6ZvaL70e1GN24MkqGx8QzhkABg+zngosafO73J2t5NMY99MxkV25QcKO6S9HfgoC5X2iaE8mJORszsfi7pINKqvZscnD/d+732ohwZlI1mcuLb8A5JtxB+1HTkEHlEm/GNFsomewI5JC4HvBc4oCS7/yQGwwc6BqRVofHcPg1MI2kj4OKSCC9GPIbG8l/qEhpdgLeR0c/7SQX5c5L+bPsP5f3u9Bo9Aaj88wOkm38uMYy+nBDupwEu6+r9HY4yXnMz6QoB4IYHT/lzZ+91L3bbF5Jk9pvlmtcm+/LRwPcIz6IqNO7bAsDTktYkHMfHJP0Z+EANhZsmbN8m6SfAZxTfv7uBDRhKjKpCYw06kHDwXyTd7C+XJPiwSe39HYzJFZSqxKNk0zmMqG1d3G5UI4txdQLKaODmwIK2v1xpt6BZjZqM8KMWB+YjycFxtVy7ivRw4897EELqg0RN7g7bn2orvtHGuEZnSmK4EalQfc/2GbUcGscFSR8l13sjEc14PemQ/bWr162x1cW+WO7hvOTZ/jAZq7m8zRhHE43rP5fwPL8MHGL7HElfA/5i+/Su3t/hUEQi/ka8wn5LRl7PKgXKalD2IwGU0eYVymQKkqau7Xp7aOzHO5Gk/myieLo6cJnt/VoNcIQgaUdSiLzS8XNcg4wtz0m8pC6obWS9cW9XBr5le0zju6UIb3fT1gIcDwbJEGNtNFMTMuoHyCY7N/BX25u3GuAIQ0NeHbsQ0vE5bcc0mmi8nDMSM7eliXT6/UQ84fFaOmIl+Xk7Ic6fTjyypiVeJPfZvnMC/3o1aPCmpge2cMXKTE2U632RVJiXJ+MJfwXu7XqiDyDpt8DBts9tfHYucau/soaCxvigqEK+AziNcA1mAk4Afkhc7atQV2us1/MSJch1iSz+8iQRPqTVAEcYjeudgygibtJ2TBML5cz1AbInP0SmNc62/VCrgY0AykjvF4DZyFTG/WQ64Xzb/2oztokBRRnwYNK9PopMZ2wC7GR74zZjGxf6PhlqLERTkbbt/L3kQNI8wNK2z+w6WbMJSVPafqHMJX/C9lW1VBQnhMKXmZskBusQ5Z6FahqbUkjHqxC1mmWAGUnCdyJwve0baj4w9iBpCtsvStoC2Nr21sO7ZrVgGJ9kW9L5/LTjF9Z71zv/fpcO3+bAd4gy4D1kLO79tldrM7bRhOKP9oDtRxqfzUKMo2cAHrW9d03vdZlYWBSY1vbZZX9eCHjC9r01PM/DIekjhCO1YU3njXFBIdS/l+zDZ9g+XNIMrsjaonT95iOJ0ELkeZ6F+CnNQDqd32svwtFH6Q5tzZBwwkNkOmOSkdTuYcAZGsJ3SLt6HUnvI/PK05ZESDUtTOVwNCXwdO2JUCPZfQMZiduMEFMfkzQ/cLikjVwUXroOR4HnZuAoSQsAcxG55Z+Qv4431NaWHxc8JNm5KlFSgw4Trl8l9gcOIAnw9OWzb0u6sIbOWFmDj5V0PeE8LkkI9R+GKgRuxoedgV0l/YN0fP9k+1SirvYyun7tjbV6IWKyOh9RGTubGJA+1Vu7atqvJM1KxgF/D/ylfNzpezk+NJK8HcioGGR/OhzYSLFF+HVrAY4gyjN6Z+n43UcmNFYnidAWpGtfHUpHbEXgRtuXSXqSFKEPJ2P6z7Qa4HjQ98lQox2/CiHnngNcR2QeD5H0bneczNfYZKYj86pvIAakb4O6NpYJYGkyNvZGoGdwthhRD6ylcj49ORyuT5TkJgfeSeRoTwGe7IdESNJRtrcufzyISNc2E6Sq0HhupweuIFXIg8pnrycy210WT1ga+Ch5nn9ZOBU3lu9m6q3PXU8GxgfbuwG7SRpD1u/vlz3rKjJ288Wu71EFk5EK8rbA1cQC4sPluzFkxOaDbQQ2GpAkYnvwOtI9uAW4TtI0rkxWuoHeO7oGsCdRj+slBRtSlHtrgKT9yCjr9OTaTiFJ0RXAbsTioypI2pB4g80OPCvpS7b/LulF8vewJTBJJruTtR1AmyiLEWQW+VyyIN1UKhevJ1rojzd+r6voxf9zovW+I7B2Ga3ZWtJ87YU2uihJ4ORkc50W+ClwbRkn25ZITsPQ31GX8S3gX6TqtAgxeNsK2N32B21/vM3gJgYkTQM8LGkbgDJaNJXiL1UlFMxINtvtSUf7esXNfg5S4Olk0aN0b48iqmJTAh+VNK+kfST9mChDzt1qkKOMsn5h+0zbu9heilRaf0gS3yq62gx1bucg3dx1yDMN2aNvgqG/j66icZ5Yn4i6nEc6QpMRyfS9WgptYkDl+v9BuGBbM9QNewPhw3UeiofUl0j39k6i4LuX7X1t/8D2HZUUMIbjI8S+5VPAccDnJf0M+AMpyk2y725fd4YalcSLSdXpdOBkSXOSedZLy/e9ilUn4SFZ6cVsv1fSlgxJOn6cuD5XQb4dF0pye6OkIwiZcTHgB0TS9Mfl1zp3UBwHXiDVxXmA4wlhcXLgX6pYmQhe5krZ9j8VX513SrqAEM7fCZxUfq+T3ZHxoXE9T5Tn+7vAvCVRmAM4ohQEunrdGwGX2/4yvGyafAk5QD0AHG/7vgn8+51Hb0S7wf9aAZjL9u8Id6oKNPbjX5Ok/m3ADpLWIsJGPRXMLj7HTfS87GYGvmr7GEVIoCfwUy0az/K3yVivyHjc24i5fecVfMskTs9Dai1i7P5Rsg9fAJxKpR5SwOK2ty3/+x+SPkfOIpsUrt/ULcY2QfR1MtTA9IQz9BKZ5zyByHp+o3xfw/jF0sA1kpYHXrB9d6kmz2b7hpZjGxVI2pwYyx5JquMn2t5B0lzAQ00eWA0jNrZ3LaNya5G2/NvI83wH8HdJ1fpIkXGL2STdSypTbwQuA74JbGP7Luhmd+QVcIikJ0jn89xS7FicdLYv6iUKHb7uDYHrG3ygF4Hf2d7jFf69GtHrKHycKDS9LBTSXkgjiyIMcQ8xBZ+ZCGYsAvzU9iVQxVrdi39X4gl2o+M39ByxQKgSkrYlZ85zbN8iaW9yf5cidiYXtBnfSKH3fHrIQ+qg8lyvRcUeUqUbtqri4XgG2ZOesr1n73cm5YLsQE0uB+ODgK/bvrbc0HvITaziL0dDalPbA7sAd5GFeB+SGH1cFarXFCGMQ8i42GPAgsRL6hSS7B4HvNThg+JYGBeBXH3gI1XGLtYmHb/XkQrrckTK9Ari8/DnWkQyeijFjHvKz/nA1OXncnKwuMkdl3BVFCBXJJ3rK8jM+dds/76QrZ9qNcBRRHmulwT+1SQdSzoJ2LPsV1W8zw1e61vJ+NRXCNdvcUK6rkZlrAdJHyBjzGuTyZOLSAf7xzXc0+GQdB0pyt5EBCMuYchr54nyO1U8z9BfHlKN93cdUoQdQ0Z5pyPj+xcRSfFJths2SIZyoPgoIWpeAnzD9j9aDWoUUNqTIg/q9uTAeCjxUbqzw2M0E4SkxciLeTsZg3w9Ifh9lBg1HlbTAgz95yPVRDlATk+4FKsReXHb3rvVwEYJhe+3I9l0ziDd7RUJx0IeEpLoLCTNDLyJcEiWIAqJtxOhm2/WVsTpQRGO2IOMvt4FXE8I2M+7UiGUcs2fJc/wT4Af1rQ2jw9ln3oPsLLtrdqOZzQgaWPSGbmNTGr0RKsWLr+ynu2HWwlulNBIEvrRQ2pGop63JRlV/57tSbYb1vfJUA+lQ7QNaeOe6PixVJEgKFKH3ydjQ1eSGfxJNkMfaUhamJBS3wDsbfv8VgMaZajPfKQ0ZLC6EEMdootJxfHRXgehtqS3B8Xc7n1kNPA3to8vm++Mtm/t8nX3a7cToDzPb2LIePQZUrB7iAilXFXxiPOyRODmCeBo2/9sOaQRQWNKY0kidPMScC3Zk6vmvgFIeh2ZSFmW8BuPI9zGZW2f0WZsown1iYfUOLphK9q+onw3SXfD+j4ZUowKe+Z9byfz2EuTl/OmNmN7rWgsvCsBXydqalcDs5KxkytJ4vfIBP4znUSpJpuMS81OpHg/SBLeDxF+RbUPv+IjdbztTWtOhGCs6tslZFzsIdIRmpMUNz5m+/o2YxwNNJK8uQm/YhHgi4RU/92anu8+73b+HvgrGfuchUwxTEcKHed3PRlsvL+zAiuRkeZHgO2AvclavU6bMY40JJ1OiPRfIEJNC5ECzqds39FmbKMJSdPafkZRutwLOMkVeKCNDxrykJoWmLnmKZweutoN62sBhVJ5+zSpvF1HZtKvAC7teiJU0CPc7kwIqX8iIyabk9GxOYC5FWUXd3lDHQcOJdKlvwGmAv4POBP4DJnBd9cPET00Fp++9JFqHKQet71bGQmdjswsL0+q6FVB0oLAHyXdRThwi5CRhH+SUaqpKf5KlaD3nr6bIhVe+6ECXu7qv6E5OqWoJZ5Ixo1qEBToYTOiHrgMSfxOJUTzO2Esw85OorFOLwxMYfvrkrayvY6kHUixrkoBBUnfJeqPT0naDHiSFHDGSPprbV2xMq7dbx5SwFjr0eaUHKML725fJ0NEinifMkoyH/CYKyLkNh6+hYFvlTnze4GrS2XmNCIhflGFldZ7CK9geZIIHkkW43+4qC9VdIjoSbX+nEim7whcYvtoSVsDZ9uuUjq9scguTeTTeyTV54BHFKWmWu5zEysAK5ef+YGv1MqLAihjn1MCT9c+9jkM0wCXSjqc2ADcTA5Xr6vlnW68n5cCp9q+X9IMwL/dEI6Y1A9T/wVWBS5WJNJ7HJkzgY2a11sLFFGqT5DizI+BHYjlwwO2H20ztpFGo8Da85D6bPlqCeIhtRm5/mrR6Ib9niEPqUl+D+7LMblmR6CMUz1RxskWAuazfUFNm62kDwH7kYXoKlI5PsH2IpIuA7a0fVuLIY4KFJnpNwMbkxnlaQkR+e9AVTLTZVb3YturSDqTyEnfLelsYIdauQU9SNoD2JckvGeTRfic2iqO8B/r13KkoPEuUoX8Jxm3OdD2Le1F+dowgW7nfbWsy6+ExpjzQsTMcAoy9jsnkRf/fhcqrq+E5l5buLsv2X6w8Ibms/2XCf8XuoWyVs9JEoKDiODLLGS92q/N2EYajfd4DcLnfAfxwbuRyE6fRUWeO4139l2Es3mEhnlI2f57q0GOEsbXDQOu60I3rO+SoZL87Ewy9edIBrs2qcCdR4iqb3XHJWmHQ1FyWYOMICxKDhbnA4fb3qjN2EYD/Ua8lvR6MoP9bdIF3EhRc7nA9nLtRjfxIGlFhqQ93wSMcfEnqQnjOgRLmpyMGe1ElHvO6GpRp3Go+B3pdn4V2K4fup1NSJoKmI90AiEd7zuB+0u3rNNrWNmXxhD1uH8TMYGNSaJwJfCkY/3Q9eucghSlDlYRuCmfL0A6Bo+SZ7pKlcAmFM+dtYmy3LuYxFXG/hs0kr8zyJlyd8dvqFo0rnkDUnBvdsNeB0xme5LvhvVjMrQFGZs6mlQmziVeBgeQqsXtth9vL8KRRemOzEDalPMRA86Hy8O7ELBkbZW3JvqBeK0+9ZHqoYxPLUiqb0+Td/j5UpF7vsuHqFeChpT0pge2cEVk5EG3U7OQJHBRkhS8W9Js5J1+ot3oRgZl/O+dZIzqIdIx+DrZp75HeIAPV5AMzUkKcceTivnppIN9EnCzKzLOHRfUR5470F8eUrV0wyZrO4CJibKgHksqEo+STeVS4oB8bLlhT7cZ4yjg82QBPpvMqu4MbFKIfLfXnAgVNInXj8PLC3M1KAvR1MCvgC+R9/qXpNN5QO/XWgpv1FA6IZDD1AGkwHEw8BNJXwPWqG3jGQd6IikbkcNWr5tQA5YGrpG0PFmr7y7dztlqToQa69NWwPPAjwjZHMI3+W4bcY0SPkZGxT5GeFD/JNL4h5fR7Ueg+/xO2w/YPtz2g2Tk83gywv0n4BZJn2s1wFFG6U6/VBKhOYADG99VlQgB2P6V7XfYno1M5JwHrN/153g86F3TrsBOktaw/ZztB23/vQuJEPSZgELphojwCZ4BdlH0/jcj7VpIFt9pNNqWqxKp0k3JSNxVpIW5lu2T24xxYsF9QLzWf/pIvX34DHZt11zQW4R7Sf5uRI3peWKqey7U5Wo+HI2K8qrEgwbiXdJplPf0OknnkST/LsWYch9S2OmEQtH/iN6zuiSpJi/BEBF5JYaKOp2//nIQ/qqkc4EtJX0DmKF3gKrlvZV0EBFLOI9MKBwOHF6+W4k+KEw37mWnVMZeLTRhD6kqxgDHhcZ9PZwUcE6S1LluWN+NyQ2HpJ0I1+J04Nu2r2s5pNeMxkv5GaKYdx0Zodle0ibAxrY/VWli0DfEa/Wxj1QTZYRqY0LGXbeMyB1PlCKvqzUZknSU7a3L/54VeNYVqVGVbqcIB2x7MnZxKPBX94dfx1vItW9Okv1LiFXAd2yfXNv1S1qGFDTeAXwDOMr2Pe1G9dpROn3bkk7QKmTs8RTgAnJgvM4VqdiOD+oTzx31qYdUE6Vw9R5gZTdsASZlVF+NGB96Iza2DyH+HC8CW7Ya1AihsbicQV7KyYmf0BjiZXBXS6FNDPTGhn5ORkt2BNYuScPWioR6LRjuI7UVcAhwDZEU3xD4qKTJSke0OpQN9hBgSnKw+JGk9wFL9AoblSZC0wAPS9oGoCS8U0k6cML/ZjdQup0/JAajd5Fu55q2f2H7Tqi22/kybJ9KJJevIu9yz3z1tPJ9Vddv+3rbOxFZ4jcBr285pBGB7Zds/wr4AXADETi5iEykXEi6+tVCwadIcnAw2a9WkrR4Lc9wb39Vw0MKuNYxC/4q4c5U5yHVG+mVtKSkvSR9WtKmhOP4ta4kQtDHyVAPhVi/DPA50h2qglNSqqpz276aGPSdReaypwL+UH6tukNiSXomAxaz/QPgcsq4FPBxYKbWghtheGwfqbNs32v7attfJbP2pwHrAGvWmBBAkgDbR5XK6g8Y6iR8F+p4l5uQtLikxWw/S8bHVpC0iKRPEh7CI+X3OnndjbiXIc/1+0kB5whJ35L0gZIAV4lekU7SapIWJ5ySTwN/A95v+xu1jBWNC4o55z3AN4kFwssHza5CUZID2A64xvYxtr9vexMy9nlne9GNHhr3ree5cx4Z95yMKOjt1VJoo4nxeUjdU1PXvodGMnsI2Xu/RCwuLpZ0jGIO3gn0FWdoGCYj/KB3E0nLB4hHSacrbo2RoLWATwLHlq8OBf5o+9be79Z6QKb/iNe/BI6T1PSRWtX2e0pFrrrWvKSlCS9oCuDnJQn8J7CdpDnL+9zpd3k8eB8wm6R7ianwGwlX7JtEbe0u6PR1D+92/gmYi4yKjQHmIF3ub5MlrLY1rHc9BwA/s32zIj/9OsIVuqO20aLGaPPrgXUcI86X5fC7fo8bvL7bgbUVw/PbbD9G/O9qFTHqmYHPDHzV9jEapjJWCxrP6B8Ip3Fy4CFJx1E8pNqKbbTQeG8XpnTDJG1lex1JO5AiVme6YX2bDHlsYv3VkqZwHfKWvQVoGTJGM5ft+8lGWo1k+PjQj8RrR8ryHqJasx2ZSd+nVGUedmWGupLmB44iG89cwPaSDiDJ0TzAfJI+5soMV0ul9SyitvU6wj8w6fw+C6wq6X4XD5MuYli381uO78q9wNXlEHkaMZm9yBXK5DeSnHmBP0l6J6miXwHsJ+kjrsxfqXGQnI2SGChqp8+2F9XIw/b3FGn0PYCby760AGXssUI0VcamkXSj47nzHB06JL8S1PCQAibv7TuS9qLhIdViiKON8XXDNupSN6xvBBT6iVgPUDLzTxKp8GsJmf5S4NyuV9peCf1EvFYf+khJ+jCpIP9f+fOBZJzqL2STPd2VqyWWxGh6Qs5djRQ/bHvvVgMbIUj6ELAfMfHrdTtPsL2IpMuALWtL8nuQNC/Zm44lHbIdbV8v6Srbb2w3upFFSQ7WIuPLZwN31VSoakLSDKQAvR4pWN0InOf6BW6q9tzRwENqMmBO0g07iOxLswDn2N6vzdj+G/RTMtRXjualWjEjGRlbipBRlyOjNI+2GdtoQv8pM325h8lM1wRJXyfjQzOTRfheMmJyRm2V1R4k/Rq4HjigJH1fAaa1vUfLoY0qNGSwuhA5WCxGVIousP2opOltP9UYle00ynjYGiTRW5QkCOcTD5qN2oxttFGu/YPAcWW86EPA5ra3qqWzLWlm0um8kBTt5iZdgweAL9SwfjXe2S1IR3MDYBPbl0uaskyoVFOceyWogypj/w3K2rwB6QgtSxKDQ21/udXARhjNbljvOS6fL0CjG1Y6+51A34zJeWxi/XslbcnYxPoriRxxZ9Hofs1MZDwXIQICR5BMfZpaE6HGhtIjXi9DFNV2k1SVzHTjPverj9SjZMFdQdIV5Pq/BumUuV6Z2t6B6ffkfj9EDsx7lM3pY8D1XU+EGt3OK4H7ielos9v5jTbjGy003usPkyT3A417+TghKUPHhW8ayfrqwA22d1K8WeYgnc5Za0iEYKyxzwOANYkQRq+afpSkL9m+qq34RgvqI88d9aeH1KzAs4qB7i2KnHivG3Z4F7thfZMMFdROrO+JQnyebJgfAfa1fWF5Ka9vM7hRRj8Rr3u8sI3IvPmbSEv6J5JuJ547zQSxKtjepST8byJqebcAu0p6O3CdpG/WUDkfjnJQnhV43PZuZRx0OlJRXx74V6sBjhw+zzi6nZLOsH07IaJXh3J/JycFjq2JVPq/iD3COa5HUry3Ty1Ikj5s3wTcJOki4kNTDQrB/DbC63vJ9uXl8yWBm1oLbBThsVXGTiUqY5cCC0mqxnOnJLVXkeLzQcCikqr3kHIEinoJ3xsY6oZtD0wvqXPdsL5JhvqBWN+IfSPby0talHSGAPYHvgzcXcsYTRPuI+K1x/aReopcc9NH6rJ2Ips4KM/vY8S48JTy2ewk8V2wjKVU9Yw31qalgRslrWD7SjJW9EghJ3f2egfdzqA8u/sSDs0CpODxGXKY3rzF0EYMjbX6/cC6kj5IBFGOLUXJJ2t7f8kUyv6k20kZzb/PHSKYv1o03uWFqUBlbEIoe/GvCo9xX9K1npd4SH0P+AUR9qkKNXbD+iYZKi3bqUki9DDJYH9JIdb3fq2l8EYMhcx3raR1gEVsX1q+mpUyFljZJjMcfSEzrSEfqWMlXQMsQcakJqdiHykYen4lTWX7ecUr7Crbvxj+O7WgcYB8M5m5X0/S2UQ04hx3Xzmvr7udTZRK8lOS7ifVdEj3s6rrt71eGbPZDHg78MnC+ZynpiTB9m2SziLFyNkl/YQkuz9sN7JRRxUqYxOChlSIX/aQKl99X9KeZNy3KtTaDesnAYW+IdZL2hDYjRwwDgK2BaazvW1Nm+n4UDPxulF12wD4nO0xZXGaAZjdDR+p2tEgIJ8FfML2Vf3wfANIWpGoJY4hicMY25dM8F/qACS9iaFu53bk3d0BuMz2t2q/v5J+Q0anTiJ71L8lnQoc5oj9VNExkTQVGYN81A0peEkL2r6j69dZilW/I5LoNxBBm/tL1Xxuonj5XJsxjjZUicrYq4Gk3YiozZcpHlKSfgH8xfZvWg1ulKD4gu1LVPTmJWNyGwG/sN25blj1yVCDyLcS8HUyj3w16ZRUQ6xvHJJXI5vpmmQM4XEyKndqqVBVe5hQH8hMN57nXSjO3o6PVF9C8Qo73vamNT/b8PK1LkhUIp8Gbi+dsamB57t8eISXD5Cblm7nZMDuRDZ8cuDTZf3q9CF5QpAksmZvSDykJiOk88mBj7gC8ZvG+rUTOTytRCYWbiUqmKdXcp1rkALcJcA15LzxPKmeX06q5w+1F+HoQBWqjL1aSPoiEa26mSh9LgBsXfg11aDXDVP41/fZ/nrjuz2BGWx/ob0I/zf0QzLUk7Y8jIwcDCfW3w38nVQg3fWNtlyngG/YvkHSLDVsLq8G6iOZafWhj1Qj4e8Lr7AeGmvYe4B3ASsSsYQ7yTN+iu2z2ozxtWDQ7Rw3FL+h5YkXzZNtxzOSkHQTkR6+BPgN8E5SwNrQ9s1txvZa0XieVyJTGU8QXvJMwMrk/b3C9udaDHNUoD713FEfekjV1g3rHMnpv4XHJtafZfte21fb/irwCJlPXwdYs5JD5JdIgrevpE1qT4RKNZVhxGvITOt2wO61JUIFh5Pu365ESGFe0rKeuc2gRhk9xcCfk+vcEVi7VJq3ljRfe6GNKnrr0g7AF4g87wXAP4nq2Aww9C50EL24lwEeljSX7ZdsP95viVDpjiFpV2IDcWotiVBjrV4B+AeZ0vi37W+SLvflXU+EYCy+4pWEozwT6fjdWRKgnaiUL2T7AduH236QFKuOJ9ySPxEJ5moSQEX5EcVD6lAykXO77W+RSZxHSlGnStj+HinE7kEsTI4gkwuntRrY/4i+EVCgT4j1jvTsfpI2K//8MPBF27XKavcN8bpRcew7HynoD6+wcaHx3E5BxolWBNYtI3Krlc86i8b1PU/U8k6S1BfdznGg93exFUMqp1WMBjauwaQbNCdwf3mP5wamgu6v1WWNmtL2c5IeJQflVYHDJH3G9p/bjXD0oApVxsYH96mHVA+lG/Ydhrphx9DhbljfJEO2j5B0DyHWb0du3j6SFiS8ktvajO+1oHFIXoVc34xkTvlcYC8iP3x9LZtqE+4vmel+9pHqoXavsHFC8Rc6BJiSKPb8SDG6W8L2dVCFgt7hZENdGlgK6BF0tyFcg+rhCIJMCTztygRBJM1o+4lyQLyqfHYEGSWbgnRRYKhT2FW8DThA0iXAhWRiYUny3lYrmqBKVcYmBPWZh1RjZHsLYlWyAbCJ7T9pSNCok2tW9Zwh6A9iPYCko8kM9txkQ7kEeIDMJz9cYzIE/Ue8lnS14yP1R+AA25dKOgf4su3TarrWJhrk6+2BXYC7yJjgPiQx+rg67hX2aqD4o+0LTMNQF7SbG9D4u50XMdTtvKfNGEcT/cKDkzQL8HPb75T0NeDPwMWluzmXKxKBkfQh4GBgauBksi5f3G5UEw9kSSgUAAAQuUlEQVSqTGVsQijJ0DZkbHt229spHlLb2d6wzdhGE5KuY6gbth3p4h8DdLYb1i/JUNXEeknTENnKJ8hhwsBjZGOd3vZxLYY3auhH4nUhqH4f+DHwPdsrls+vAVaz/XSb8Y02SuIrUn3dnnRBDwX+avvOriYF44OkpYlp3xTkMHl147s53XGlokal8VuM3e38aXmvr7dd3ehjD40E/3ekk/9VcpA6uhyqzq7l+kvHa0oy1rsY4dL8nezJf+t1OGtBSQDXIYfFtcm0xgXAV2w/3mZsowFVqjL2SpC0JsVDinQCZwJ+Z/vYVgMbJZQE8GBgS1KMW6V8/ndyBumkh1S1Y3KNg3LVjuZlRnch8gIuSipuG5PE7yJSnen8HPZ40OMLNYnX9xM58eo2GwhBVVEM3BO4q4wDbkvms5+u9D4D4/QKe7uHeYXVdO2S5geOIia6cwHbSzqAJEfzAPNJ+pg7bLja6OJtVLqdi5LOEMD+5JBxd63dzn7hwUlamRTrbrP97vLZ/MBbgPcR0+hP1LR+Ff7m8cDxkgS8jpjLVsObacJDSnG3A2tLeiNFZYwoB3Z++gbG6yG1vvrIQ4qsUfuT9YlSuLmvq4kQVJwM0T/E+mmA5YCdySHiJdK+3Ik8sNNCXYfEHtxHxOtGcr8aubZDiELR+8qfT20zvtFE4x1dhnDCliGSw7tJqsYrbBzYiChsfRlA0oGko/0X4EHg0C4nQj2Ubue1ktYBFrF9aflqVkpiUMt7PB70Aw9uD5IMXK2ICpxOxrdfJtgXVHmfy/N7O/CDtmMZbdj+nqTZyD2/uYz1LkBHVcbGgRVJUjsveabfK6npITUDFXPDCu3gLEo3TNJPSDG+0wqJ1Y/JqXJH89KK36n8/JQcki8ElhteNa8VitHbjIxNvF4O2MaVqaupD32k1GdeYT1I+jURxTigJMJfAaa1vUfLoY04JG0I7Eae7YNIt3M629t2fY2eEPqJBydpWbI/zUnGuF8ie/MfSGJfpQdNv0EVe+40ipJ95SE1nm7Y/TV1w6pOhvqJWC9pHrKJvhmYy/a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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfx = pd.DataFrame(user_aggreg)[users_ranked].T[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": 15, "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": 16, "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": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Average-Average-rTRE_evaluation', 'Average-Average-rTRE_training', 'Average-Max-rTRE_evaluation', 'Average-Max-rTRE_training', 'Average-Median-rTRE_evaluation', 'Average-Median-rTRE_training', 'Average-Rank-Max-rTRE_evaluation', 'Average-Rank-Max-rTRE_training', 'Average-Rank-Median-rTRE_evaluation', 'Average-Rank-Median-rTRE_training', 'Average-Robustness_evaluation', 'Average-Robustness_training', 'Median-Average-rTRE_evaluation', 'Median-Average-rTRE_training', 'Median-Max-rTRE_evaluation', 'Median-Max-rTRE_training', 'Median-Median-rTRE_evaluation', 'Median-Median-rTRE_training', 'Median-Robustness_evaluation', 'Median-Robustness_training']\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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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": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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4VgzDU9kxF7bPA87L+35J8/KUUShbxkiTE7qUK2ck6dIpOZ3SBYZnivQXYNOK88lZWxAEo4zhMDD/A2wlaXNJqwNHAFcMgx5BEJTMcFQVWC7po8CvgbHA923f2QHRuadTJcsYaXJCl3LljCRdOiWnU7oMb23qIAhGNxHJGwRBaYSBCYKgNMLABEFQGiM2DiYojqTXAEtsPyFpD2Av4M+2fzbMqgVDjKTVbL807HqMBievpFcCbwYest2b4/27N7pue36ndMuDpI/a/labMk4HjgVM2n6xHzAXeD1wu+1TcspZkMkYcAmw7Z1zynk9aTXitcAC4Hjbi/L0bSJXwATbSwr2+yfgYduPZOfvA/4P8CDwOdt/b1e3okg63vYFFedjgc/Y/nyL8gTsAxwFHGB7UoG+9X4TTwMP2l7eij7QpQZG0i+BmbYXStoYmA/MI32Zz7P9tSb951ScTs36Kju37X0K6PID6v8g+2Qdn0PGfNsNjV4OGYuAXYEJwEPAq2wvlTQOuM32jjnlvKbRddsP5pQzD/gkcCNwIPBB22/N07eOrAuBjwLLgT8CrwS+Yvs/CsiYD+xn+++S3kwywieS/s+2s31IDhnfZPDP+kXgz8DFtp/NqdNPgInA8cD6wA+BG2zPyNO/Qs4eJKPy7kzOCcAVtp8qIOP3wO7AHaTfwo7AncArgA/b/k0Rnfro1inS5rYXZscfAK6x/T5J6wC/AxoaGNvT+44l3VrEoNThl3XaNgVOJcX5DBUvZJtHl0n6s+2lsDLuaFleIXkNSA7G2L4mO75E0ifbkLWz7WckHQVcA3yC9FDIbWCAsRWjlMNJD6LLgMsk3ZZTxrwG18YBOwCXA/+cR5jtoyQdThrhLQGOsv27nLog6SzgUNIDZRbweWCe7R/llVHBX0mjzDsz2dsDXwA+TvqbVikDUzm33Bc4H8D2s5JWFJTV1hAu+5ICIGkL4FOk6drZwAWD9athZ0nP1Gnvm5asm0PGREkHZ33WzY77ZLwipx5Iup/q/xNVnNv2a3OKmlihw4Bz25fn1QlYLRuJHQSca3tZC5/zWEnjsuH+vvRvpIWcv4PaH66kdVNz/4hF0n/nVUjSVsDJwGXAdsAx2QNvaU4RHwT+FzgXuNL2i5Ja/T5vXRnwanuRpG1t35dmXq3RrQbmYUknAotJw7qrASSNB1YbamUkbQt8BtgN+ArwoYLz1gW2d2tTjRuAd2XHN1Yc953npXaT2xjgMGAGcGuL+tSem/RUzMv3SE/phcANkjYDnivQH9IT/gZJTwDPA78FkLQlydeQG0nTgB8A66RT/QM4znav7XcUEHUlcILt6zL/yWmkrTQ75Oy/MWm0dCTwtWzqP77CkBbhTknnkqaOkEZ5iyStQfUDvRDd6oPZiDR82xj4dt/8UNJ0YKrtnib9K+fSR9D/nwqA7ZMK6HIJyY9zDvBT4OUaWU2dh9lTq10D01EkjQGOAf4NuA04qxNO2oI6HFxvpJPpNi6bEhaRtwfpO/ObPiexpK2BtYs49iXdQTIMfUZqL+A7eR3gFXLWtf1MTdvWtv+3iJys3xrAASRj8ybgOttHFeg/HvgIaeURkqvhO8ALJKd6UYOe5HajgWkXSe9vdL3IHFbSA1RMIfqa+0V5ixwyPmX7rLz3HETGaTVNJuX0uMn2/QXkrAYcR/Ih3QScbfveFnXakWSg+p7IdwI9thfk7N+287tC1gTgpb6lW0nbAO8grZIUGU3VfSAU0VXSPravr5lCriSvPg0+89uBXW1fmEdOhbzxwGa2m+Veyk1XTpEkXUkD34ntAxv1b9EJNpisKR0Q87ikrWzfkw2Vv09aQn0AODbn03WdOm1TgE9L+pzt2XWu1+N+0mrN10jTkp0lrXwyF/jyHwT0AF8ije4gTb8ulzTD9i9y6tMpriat1tyTTYtuAS4GDpD0T7aLOKFvkPRd0rTLpOnE3L6l3hyf11uA66meQvZRZPo46GdOcvjmRtKBpOn96sDmknYFvtDst9RUbjeOYCS9pdF12zc06b8XsEWfhZd0KWl5D+DfbV9fQJfNmujyUA4ZC4HdbL+UrZR8DNif5NM5w/ab8upTR/b6wLUFnq4/pPGy+3E55dwOHGT7gZr2KcAvbO+SQ8ZSoN7oqVBMTiZrge2dsuMvAuvbPkEpZUhv37WcsuY0uJw7zEHS5rWjy3ptRSn6mWd9ekkxNHP7RmeV/2et0pUjGFJe39m2H26x/+dJMRB9bEMKUluLtAqU28AAV5F+kJWudgMbAhuRb6l6ufujLg8ALrT9JHCtpC8X0GUAWdxH7mUA28e2c78KxtUal0z+A9k0LA/3U/8p3wqVRnMf0tOaoitSmf/nXNs/7YBOl5EWKSq5lOTTa5min3nGS7afrunW9uijWw3Mq4GbM//HLOAS248X6L9ujcPyHmcRwJK+VESRWgufPaE/QYqkzetXWaEUMPgUaQn1zIpr44voU0vm+C4ScNURXw6wXNJmtSM4pUC+vCscyzoYl3OHpB5S9sQtyeI6JE0sIsT2CkkfJzn0WyJbddwBeEWNH2ZdYM1W5VbIL/SZZ9yZjZ7HZsvnJwE3t6tLVxoY26dmP4Q3k1aBTs+G5LOAy908krLqS2W78kPOHV5dSfahfJoUmn8OcJLz7wX5LCmIaywpArMv2OktwH05778QqH0Sr08KoHpfTj2gc76cM0gjsLOAvu0b04CZJAOch9xBZzn4F1LMyRRg/4pYk+1JvqIiXCtpBvBfpAA5IN+KYcY2pJHqRKpHaM9meuZC9bd1tPKZQxrRf5oUkfwTkgH+YkEZA3XsRh9MLUp7OPYjBbdtY3tCk/dfCfyn7atq2g8ghUW/s8C9dyR9MDsAXwZm2X65ca8BMlYjfVHWcUV4t6S1SJ9R0yVCSU+Rwt77MPCkC+7ZaSC/lXn9LiR/UuUq0jm2b8/Z//00dubnXiWR9G+0N62ulFVvJJdrxbBGzp62b2lDj9ptHZ3+zAeMQAvL6HYDI2kn0ijmcNJQfpbtrzfpsyXJd3IzaR8TpHnvG0ibxHLHIUh6GXg4kzfAsOSJqZH0GCkv8U+AOW7hQ+nkkm6De3QkXifvFzeLV6rHgcAmtnOPwCV9FTiEtDLXyrS642T+tX8nBf5dDewMnGr7oiHWY09gE+BG249lq4YzgTfZ3rRx7yayu9HAZNORI7LXy6RAudm2c00nMhlrAEeTnq4mPV3/DBxu+4QCco6l8VO26ZK40m7wQ0h/z1Yk598s278voMdiGuzNcYGNgYPInw6cnneFJOvTsS9u5rQ8mjS9WgScafuOFmT0TavfTYoXyTutrpW1I2l6tdJn0kLcyW22d5X0HtKU6TTS/1XTFbZOIekr2b1vI/mmfk3agvAl4Lu2X2hLfpcamD+Tvhiz3b/psVVZu5OiHw8lrVpc5jZTJ1TILhyyLenVmS5HkFahZtv+dI5+fyPtSam7euCcKQCa+XJs351TTke+uEp7kI4lbVX4PfClTgSCFZ1W1/Q9A9ibZGD+m1QG+Sbn2JFdI+dO2ztI+h5wqe2rJd0+xAZmEbC77RckrUcaje9YbwWwJWx33Yu0vb7veI2aa3vk6L81yQl5Nyla9URSRGcrutxUcfzjmmvzW5S5NslJdxvwaM4+Ld2rjpyngNdUvDYD1mpBziJgzex4PdLeoSkFZZxA/2a+Qn2byN2JtFJ3L8lonVyw/wLSHq3bs/NJpB39RfU4O/sO3kraQ7ch8IdO/Z2tfG+AWzspvytXkUgRmH3+hluojiX4DgNjC2q5m7TZ7QBnYfCSTm1Rl7Uqjms3qeWORZC0JmlF4UiSL+hq0nTimkb9WrlXE+53Z5aGX3A2SrH9lKR7XPyp+E3gMdL+mDdWxGgIWOECT/pBptX7u8C0uoLnnZarlyvtqH6M6mKCubA9M/PDPG37ZUlLGPo67VtI6qtLJlIU78o6ZW4zkrdbDYwGOa53Xo+DSV+0OZKuJn3ZWv2BNppj5pp/KiUe2o+04/hiUl6QonPffQu+fzA2qhMLsxLn9+V04ou7eZ02kX7MRfPLXE2aVh/uNqfVwLwsfuZ80hL8c6QHXSu8Gtgve8D0UciX0ya1Bq3okn1DutXAeJDjeucDO9s/B36eLQMfBJxC+mGdC/zMxbJ3TcycdGOoznlSJA/L1cD/dR1Ho6RpthslOgIKxWA0YyxpitbuiKjtL27lSErSbqSsbSt9ZQVl1c1jk0XmHmn74gKyPpId/mf2gFrXBR3O2b3r+nIYQgPjbFuNpHcBV9kummenId3q5H2M/lHH4fSnWxBwmAvkIq2QuR7py3u47dyjAaWUmYNi+wM5ZPwPabj+VE37/sAFbnOpsAhlLHdL2hDABZeFlVIpHJm9niAFts2w3TCt5yCy1iX5dDYhhQRcQ0rD+TGSLyX31ETSj0k5dn7rnE7vQeQsAHYh+T12kTQJuMh2rox4nUTSRcCeJMP9/Xb+riq5XWpgOpZuYSQg6V9IX/5/7vsRZmHbZ5I2DBZ+OrahS6diXUSKUD6RNLoTaYvAN21/IaeMFSRf2fEVvrL7XDCgLev3C5ID+xbSdHKjTKeTbedNmdknazop58qbSHmgbyUtLzeMv6oj54+2X6e00XA6KZL3LtvbFpHTKTIjfCQpDa1JSbVm1RtZ52YoPdaj8UWWtZ/+efh2Lco5hrQ6sTFpynY3HVw5KaDH+h2ScxpplLB5RdsWpOXqU3PKeDdpdPowyd+xL8kJ3Yo+CyqOx5Ics2u28feNBfYg+YIeBO5uQcZ3SNsFPgTcQzJUPxjqz7xGp1dm378HgF9lep3YqrxuHcFc0ei62/R8F9Slk9nzDyWtnDwEvMP2Ex1TdIiRdCtpRPZETfuGpIxyuUdJFb6yI0k7oS+koK+sdurXzlRQ0nWk1cNbSCOsm2w/1oqsCplTaNGX0wmU8vccS4pZuhD4kVNw5ARgkVvMe9StBuZx0lNtFvAHahySbpIPpsO6tP3FVf+mNZFiTx6nehNdoVSMIwFJCz1IqZRG13LIbdVX9jL9/6ci7VJfmh3b+RKr98n6KmlryYukDZk3ArfYfj5n/xFVlwtA0o9I/r4B+Zsl7Wv7ulbkdusq0qvoT3Z8FGkf0CxXZEUfQjqRPf9gUrBW7Ua8TYFH2ldxWGiUL7dQLt1KnBzh52WvIv06VkLG9qkASmVyjiX5Kl4FrJFTxDkNrpk0ShtqHqk1LpL+n+1PtGpcoEtHMJVke4qOJCUQ+rw7FOZf4P61hdeqEk85RwY4pUJyn3RNrlqljZxn2e5U0qUho2bEUHWJ5PsY8uoPnULSR0kO3qkkX8VvSStKRRKVjSjqjbwl3dHu6LlbRzB9huWdJOMyBfgGMBw1mGuDtlZQPEHTpFrjAmB7QTY37zo6OWIYgaxJ2lja6xbKqkr6uO0vZ8eH2r6k4tpZtj/VOVWb6vJhUjWB1ypVS+ijr4hhe/K7cQSjVEp0R1JwUtsbHtvU5Yw6zesDbyXVPG6aoCkLo99qkGv32t6yTTWDDpNtlpxExUPaOXOnVI4WOul8boUsgPEp0ibUmRWXnnUHgje71cCsoH/4PaAKYRGHXVmoQIImSbOA622fX9P+QdJKzOElqRm0QDZF+hzwKP07z513OlEZa1Qbd9SpOKS8SOq1PVXSdUWc5nnpyimS7THDrUMzXCzx8inAzyQdTXV6ydWB95ShX9AWp5BSPDzZYv+2trp0mDGSPgVsXW8PmtvMI9SVBqYbUIHEy7YfBd6Q9elbvr2qm52Go5yHKVhutoZdlGqRi1Tqta+6o+hA0u+C9CXfGkf9fMxt0ZVTpJGEmiRedof2dAQjB0kXkBJ3X0WKhQHaf9oPJ5LebvtXnZYbI5j2OaDmvKOJl4MRyUPZa/Xs1bVIeq9TDuDtJW1Xez2mSMOMO1e3J+gSnDP9aJfQlzBt7TKExxQpCHKigTXR+4rSzfEQVwLoFsLABEFOVL8m+vrAe0nVQWfWuT6ikfTZBpdtu63ia2FggqBNsqC7Xtu7Nn3zCEPSx+o0rwUcD7zSdltTp/DBBEGbOCXsHm41WsL2yo2X2ebNk0kJp2bTeFNmLsLABEFOsujsWtYjlZgZjp38HSH7u04jFbb7EalOUq4YrmZjSiQmAAAAxklEQVSEgQmC/PTSn7fH2etJYC7w4eFTq3WUCuQdTEp/sZNz1EEvJD98MEFQDEnjSTuQ9yIZmd8C57rNMqvDQbav70VSvuSO7+sLAxMEBZH0U+AZUg0rSEnPJto+dPi0GpmEgQmCgkhaZHv7Zm1BKicRBEEx5kvao+9E0uuBpsXxVkXCyRsEOanY2LoacLOkh7Lz15DKzAQ1xBQpCHIiqWFFydiXNpAwMEEQlEb4YIIgKI0wMEEQlEYYmCAISiMMTBAEpfH/AcYa4aUVkklUAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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" ] }, "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, 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": [ "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": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "skip not numerical column: \"Status\"\n", "skip not numerical column: \"name-reference\"\n", "skip not numerical column: \"name-source\"\n", "skip not numerical column: \"name-tissue\"\n", "skip not numerical column: \"type-tissue\"\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", "\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 violine plots" ] }, { "cell_type": "code", "execution_count": 21, "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": "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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iUyOEF4qeZYy8Sl9fvQ5YqIVNZJKamlrtfuPGjZGbm/vKdlL/qeuKaYqeZYxPyjaO4XWXtxYWFlZ7Tn2/vJVa2OSd5ObmKjoFtWWkpwEdlCgsftXLmkj9ROMYlBO1sMk7qbqIPeHXiM66iI5OAGDMe2y6rEm9KMs4BknLWbIGu0BDA0wshoaGBsRicbXn1GfUwiYy09D47+Ny586daveJeqg6p7tkLneifiSnRQpF/K2FDQDW1tYAACb+/2fw/6PEJdvrO2phk1pVPXckOZIFgOTk5GrPUYejW3Uh63XIIohxs+gubhbdrf6AnBeeIMpHUbO9nT17Fh9++CFu374NoLJgW1tb4+zZs7zloEhUsIlKMdLT+P/UhOo1OrSqyu7GTqi/Q56IMlP0aZGzZ8+q7WVtVLBJrSQtZ1dXV1y8eBE6+gYoKcxH48YGyM3NRf/+/TltXb9udOi8KrfVYfETPr3uOuTdGSeQWfHilec3a9Ck2ghqeS88QZRLTadFaE51flDBJjLZt2/f/4v2JQAMeXl56N+/P/bt26fo1NTOZAd9REdHAzy3sdXpsibgTQOn6ve0oHRaRDlRwSYy27dvH+9dUbT4CVFF6jAtKOEfFWxCCKlCFZZ45XosB50WUU5UsAlRMSFxxSgSteO8Q1ydu4SVjbKM5VC30yI1sbCwqLYmt56eHhITE3mJTQWbEBWTXSQGoNxLV1KXMKkLZZsaVeLlYg1ULoRkYWHBS9Gmgk2qUdYvCuGPKnQJqxtFjeVQVC+Lsk6N+nKxFgqFEIlEr2znChVsUs2bPuRijWLkGV2HQXZPaIhrLso0hzAhRB69LMoyNerrtGzZstokUlyjgk1q9LovytmcW4gtzELrjvdrvPZS1ddCJoQofy+LsqwYx/dqhTQZNJHZyzMc8T2PMCGEAMqzYpyenh6v8VS6YK9evRqurq7YsmWLolNRC7TwAyFE0ZSp4ZCXl8drPJXtEr916xaEQiH27dsHDw8PZGVloWnTpopOS+XRDEeEEGWmzlOjqmzBjo2NRa9evQAAPXr0QHx8PPr376/grAiRv9ddg7ukym2aT52oA0nrWoTKlQNFEPO+AIm2tjZKS0sBAK1bt0ZGRob0PteUomD7+fnh9OnTePbsGU6cOAFLS0sAQFJSEjw9PZGTkwNDQ0P4+fmhXbt2ACq7IiwsLAAA+vr6vHdN1Fc0wxEhRFlVbV1L8N3KLi8vl94uKSmpdp9rAiZZAbwGVdc/rnUnAgEEAsE7JxEVFQUzMzNMnDgRW7ZskRbsyZMnY9y4cRg1ahSOHTuGw4cPIygoCACwd+9emJqaSlsWbdq0kamFXVpairi4uHfOtb6LF3UCANgI7yjk74nyU/d/4weidgAAc+EjheahSFx/BiIMn6NcN61O+9AsNkGfHGM5ZVTp66+/hqmpKa5du1YZQ1MT3bt3R2pqKn755Ze33l/nzp2hra0t8/NrbWHb2Ni8cQeMMejo6ODff/+VOejL7O3tX9n2/PlzJCQkYNeuXQCAESNGYPXq1cjOzoaRkRFsbW0RGhoKJycn3LhxA8OGDXurmG/7RlWl6Cn5uIwvmQhB8oV8V1y+P/X5/VeFHCSfEXX9N7BTcHyJ+vwZiHgQJpf9yDu/xYsXw8vLS3rfxMQE9+/fx6pVq94q1rs2HGst2Do6OggJCal1B4wxjB49+q0Dv0lqaipatGgBobDy4nuhUIjmzZsjNTUVRkZG6NKlC44ePQpXV1f07duXBpwpEZqWkhBSF687NVeVTBOn1LNTc7UW7GnTpsHMzOyNO5kyZYq88nkr3t7eColbnyn7hAlE8bheKYoQZRUQEIDAwEC4uLgAAK5evYorV65gxYoVnDRcX1brddju7u4y7eTrr7+WSzJVmZqaIj09HSJR5TSXIpEIGRkZMDU1lXssQojsRnTWVevzt0HXC+t8yoiopsTERDg4OFTb5uDgoJyrdeXn5yMpKQmFhdWnn+zdu7dckwIAY2NjWFtbIyQkBKNGjUJISAisra1hZGQk91iEEEJkp669LBYWFrh+/Xq1bdevX5descQ1mQv2kSNHsGrVKujp6UFH579FHwQCAcLDw+uUhK+vL8LCwpCVlYWpU6fC0NAQoaGh8PHxgaenJzZv3gwDAwP4+fnVKQ4hhNTVZAd9REdHA5yvSK68RnTWRXR0AgD5jsJWdh4eHli4cKH0/pUrV7Bw4UIsXryYl/gyF+yNGzfip59+4mRykuXLl2P58uWvbDc3N8ehQ4fkHo8Q8u4qxzF0Upty9bqJa6qiiWu4oajlPV9Hcp56zpw5AIAVK1Zg8eLFvJy/Bt5iLnGRSIS+fftymQshhBAiF1xdrVK1OJ87d463Yg28RQt7+vTpCAwMxFdffQUNDZVeM4QQUgfq1iVcU8tZGa7D5hPfvQx0tUrNZC7Yv/32G7KysrBjxw4YGhpWe+zChQvyzosQoiSoS5gQ5SBzwV6/fj2XeRBCCFFS1MugHGQu2C9fe0YIUQ/0Y02Icqi1YAcGBmL27NkAgJ9++um1z5s7d658syKEEEJINbUW7LS0tBpvE/WlrhMmEEKIotVasFeuXCm9vXbtWs6TIcpPXSdMIIQQRXurqUmLi4vx+PHj/7ew/tO9e3e5JkUIIYSQ6mQu2MHBwVi1ahU0NTVfmZqULuuqv+iSHkIIUQ5vdVnXzz//DEdHRy7zIYQQQkgNZC7Ympqaan9pV3BwMAICApCYmAgLCwt4eHjwOi2dItAlPYQQohxkLthz587FunXrMGfOHLVc4jI4OBh+fn7w9/dHgwYNUFFRIV21pb4XbUIIUSbqerWKzJOCt2vXDufOnYOjoyOsra1hbW2NTp06wdramsv8lEZAQAD8/f3h6OiIBg0awNHREf7+/ggICFB0aoQQolZGdNaFufCRotPgncwt7G+//RajRo3C8OHDqw06q++qDrpycXF57XNo0BUhhBAuyVywc3JyMHfuXAgEAi7zIYQQQkgNZO4SHzt2LI4dO8ZlLkpp9+7dePbsGTZt2oQ2bdrgy1VB8D0Uj4MHD6JNmzbYtGkTta4JIYRHQdcLES/qpOg0eCdzCzs2NhZ79+5FYGAgmjZtWu2xvXv3yj0xZSMZWLZq3WpkPHsASwsLLF68mAacEUII4YXMBdvFxeW153DVxejRo5HXchAA9Vs4nRBClMVkB31ER0cDUK/LS2Uu2GPGjOEyD0IIIYTUotZz2H///bdMO7ly5YpckiGEEEKUnb5xI7hsnY5CUTGvcWst2B4eHjLtZN68eXJJhhBCCHmTkLhiPBC1U1j8Xl84wez9driaH8tr3Fq7xIuKijBgwIBad8AYQ1lZmTxzUqjwuyV4lit64/OCrhe+9jGzxkI4W6nPteqEEMKl1y1CVLWpyNciRAWiItiMtIOGhgbii+6jV6Mu0Bfqch4XeEPBDgoKkmknGhoyXx2m9GQp1nzsgxBCiPK5mh8LgUblfCQMDFfzY+Fs2JOX2LUWbHVe7KO2UeC1LX5RW8ubEELI21OWRYgKREWIL3qABlqVpVMEMa+t7PrTNOZJgagI/xol8T7YgBBCiGJVnrNm1bZJWtl8oIL9lq7mxyJXq4j3wQaEEEIUK7UsEyKIq20TQYyUsgxe4qtkwc7JycHYsWPRrVs3XuNKukMgAOKL7lMrmxBC1EijCBEOjQvEhh5LsKHHEvRMMsehcYFoFMHPuKW3Ltipqan4999/uchFZvr6+ti5cye6du3Ka9yq3SF8doMQQghRPMkyyxJ8L7Ms80xnKSkpmD9/Pu7cuQOBQICYmBicOnUKly9fxpo1a7jM8RWampowNDTkZN+5xldQrpuGH1Jqf54IYtwsuoubRXerP9AK0Cw2ATCYk/wIIYQoRmJiIhwcHODk5IS8vDwAlYOzExMTeYkvcwvby8sLAwYMwD///IMGDSrrvKOjIyIiImT6ez8/Pzg5OcHKygr37t2Tbk9KSsKECRMwZMgQTJgwAY8ePXq7V0AIIYRwyM3NDWZmZhCLxWjXrh3OnTuHqKgomJmZoV27dhCLxXBzc+M8D5lb2Ldu3cK2bdugoaEhXRO7UaNGyM/Pl+nvnZ2dMXnyZEycOLHadm9vb7i6umLUqFE4duwYvLy8pNd/379/HytXrqz2/H79+mHGjBmypv1acXFxNW5vLHIEANgI71TbHtX0Pgo1S195vn65NuyzOkrvS5Z8i86JrnOOtamc+F5xKL5i4ytDDhSfPgPqEl/Smn7TczjPh8lo2LBh7OHDh4wxxnr06MEYYywxMZGNGDFC1l0wxhgbOHAgu3v3LmOMsaysLGZnZ8cqKioYY4xVVFQwOzs79vz5c5n29fnnn79VbMYYKykpYVFRUaykpKTGx3+/VsB+v1ZQ6z6ioqJe+5gsf19XtcXnA8VXbHxlyIHi02dAXeMfPXqUdevZn5m1asUGDhzIjh49+tb7eFMdeh2ZW9jTpk3DrFmzMGPGDFRUVCAkJARbt27F9OnT3/lgITU1FS1atIBQKAQACIVCNG/eHKmpqTAyMqr1b6dMmYLbt29jypQpWLp0KSwtLd85j5rUPgFKJ8TTBCmEEKJ2FLnMsswFe/z48TA0NMSBAwdgamqKo0ePYu7cufjwww+5zO+1fvvtN4XElYVZY6GiUyCEEFLPyFywAeDDDz+Ua4E2NTVFeno6RCIRhEIhRCIRMjIyYGpqKrcYb+tNR0ySljffR1aEEELU21sV7KioKCQkJKCoqKja9lmzZr1TcGNjY1hbWyMkJASjRo1CSEgIrK2t39gdTgghhKgbmQv26tWrcfLkSdjb20NbW1u6XTJi/E18fX0RFhaGrKwsTJ06FYaGhggNDYWPjw88PT2xefNmGBgYwM/P7+1fBSGEEFLPyVywT5w4gRMnTqBFixbvFGj58uVYvnz5K9vNzc1x6NChd9onIYQQIm/hd0tkWia5tsHJZo2FcLbSkWdask+cYmJiAi0tLbkGJ4QQQpSNLMWaj328TOYW9po1a7BixQp89NFHaNq0abXHevToIffECCGEEEWqbXBxbetx135Z8LuTuWDHx8fj0qVLuHHjBnR0/mvmCwQCXLhwgYvcCCGEEPJ/MhfsjRs3YsuWLejTpw+X+RBCCCEKJdMiUKbAxZT4mh/jaBEomc9h6+rqwt7eXq7BCSGEECIbmVvYHh4e+O677zBnzhwYGxtXe0xD462X1SaEEEKUUuPnlYtA1fkctrl885K5YC9duhQAcODAAek2xhgEAgFu374t36wIIYQQUo3MBTs8PJzLPFSGkZ7G/2d6o6lJCSGE8Efmgm1mZsZlHipjRGddREcnADB+43MJIYSoLmVbtbHWgr1ixQqsXr0aALBo0aLXTkP6/fffyz8zQgghREVxsWpjrQW7VatW0ttt27aVe3BCCCFE2Sjrqo21FuyZM2ciJCQEI0aMwNdff81XTkrFzc0N586dq/U5Tk5O2L17N08ZEUIIUUdvvB7Ly8uLjzwIIYQQUos3DjpjjPGRh9KqqeVc2/V3hBBCCBfeWLDFYjGuXr1aa+Hu3bu3XJMihBBClMXrTo0uqXKbj1OjbyzYZWVlWLZs2WsLtkAgoGu0CSGEEI69sWDr6upSQSaEEKK2lOXUKE0CTgghhKiANxZsdR90RgghhCiDNxbsmJgYPvIghBBCSC2oS5wQQghRAVSwCSGEEBVABZsQQghRAVSwCSGEEBVABZsQQghRAVSwCSGEEBVABZsQQghRASpZsKOiouDi4oJPP/0UO3fuVHQ6hBBCCOdUsmC3bt0ae/bswR9//IHz58+juLhY0SkRQgghnHrj4h/KqEWLFtLbQqEQGhoqedxBCCGEyIy3Sufn5wcnJydYWVnh3r170u1JSUmYMGEChgwZggkTJuDRo0cy7/PKlSto06YNtLW1OciYEEIIUR68tbCdnZ0xefJkTJw4sdp2b29vuLq6YtSoUTh27Bi8vLwQFBQEALh//z5WrlxZ7fn9+vXDjBkzkJaWhq1btyIwMJCvl0AIIYQojIDxvByXk5MTtmzZAktLSzx//hxDhgzBtWvXIBQKIRKJ0LNnT4SFhcHIyOi1+ygrK8OMGTPg5eWFDh06vFX80tJSxMXF1fVlEEJN4K4WAAAgAElEQVQIIXXSuXPnt+ohVug57NTUVLRo0QJCoRBA5fno5s2bIzU1tdaCfeLECdy/fx/e3t4AAH9//2rntWXxtm9UVYpYuJziU3xlyoHi02eA4r97/HdtOKrkoLNx48Zh3Lhxik6DEEII4Y1Ch1ebmpoiPT0dIpEIACASiZCRkQFTU1NFpkUIIYQoHYUWbGNjY1hbWyMkJAQAEBISAmtr61q7wwkhhBB1xFuXuK+vL8LCwpCVlYWpU6fC0NAQoaGh8PHxgaenJzZv3gwDAwP4+fnxlRIhhBCiMngr2MuXL8fy5ctf2W5ubo5Dhw7xlQYhhBCikmiKMEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFUMEmhBBCVAAVbEIIIUQFqGTBjo2NxaeffopPP/0UGzduVHQ6hBBCCOcaKDqBd2FtbY0//vgDAPD555+joKAADRs2VHBWhBBCCHdUsoWtqakJABCJRGjevDl0dHQUnBEhhBDCLd4Ktp+fH5ycnGBlZYV79+5JtyclJWHChAkYMmQIJkyYgEePHsm0vxMnTmD48OEwMDBAgwYq2VFACCGEyIy3gu3s7Iy9e/fCzMys2nZvb2+4urri9OnTcHV1hZeXl/Sx+/fvw83Nrdp/27ZtAwCMHDkSJ0+eREZGBu7evcvXyyCEEEIUQsAYY3wGdHJywpYtW2BpaYnnz59jyJAhuHbtGoRCIUQiEXr27ImwsDAYGRm9dh9lZWXQ0tICAHh6emLWrFlo166dTPFLS0sRFxcnj5dCCCGEvLPOnTtDW1tb5ucrtC85NTUVLVq0gFAoBAAIhUI0b94cqamptRbs8PBw7Nu3D2KxGPb29jIX66re9o2qKjo6GnZ2du/0t/JA8dU7vjLkQPHpM0Dx3z3+uzYcVfLk77BhwzBs2DBFp0EIIYTwRqGjxE1NTZGeng6RSASgctR3RkYGTE1NFZkWIYQQonQUWrCNjY1hbW2NkJAQAEBISAisra1r7Q4nhBBC1BFvXeK+vr4ICwtDVlYWpk6dCkNDQ4SGhsLHxweenp7YvHkzDAwM4Ofnx1dKhBBCiMrgrWAvX74cy5cvf2W7ubk5Dh06xFcahBBCiEpSyZnOCCGEEHVDBZsQGfXo0QOWXTphT+oJWHSxQo8ePRSdEiFEjVDBJkQGPXr0QEpKChxnDoLZ++3Qd8YgpKSkUNEmhPBGJa/DJoQrPz8IQ7lu2ivbPzvmXu2+7VgH2I51AAD8kBL0yvM1i03gbj6YmyQJIWpJ7Qq2ZCbWsrKyOu2ntLRUHulQfCWLry3SgEaFZp33oynS4Pw9qq//BhRfdXKg+O8WX1J/3nZmcN7nEle0/Pz8aquFEUIIIYpgaWmJRo0ayfx8tSvYYrEYhYWF0NTUhEAgUHQ6hBBC1AxjDOXl5dDX14eGhuxDydSuYBNCCCGqiEaJE0IIISqACjYhhBCiAqhgE0IIISqACjYhhBCiAqhgE0IIISqACjYhhBCiAqhgE0IIISqACjYh74CmLyCE8I0KtooRi8WKTkGp7NmzB5cuXeI9rqJnyYuIiEBSUhJEIpFC85BgjKntQYwyfiezs7MRGRmpkNh8fA7U9bNGBbsOMjIykJOTw+uH5/fff0dcXFydFy+Rp3Xr1uHOnTu8x83OzsbevXvRsWNH3mKKRCJERkYiMjLylYn/+focZGRk4IcffsDmzZtx4cIFZGVl8RL3dcrKyiAQCCAQCBRSvFJSUlBeXi69z/eP+dtMLcmXv//+G5s3b8aGDRvw6NEjXmPzcTBbNUbVz5wyFnJ5fieEPj4+PnLbm5r56quvAACdOnWCUCjkNBZjDLm5udi+fTsuXryIwsJCNG3a9K3nopV3TsXFxdi/fz8OHDiAnJwcdOjQAXp6erzEX7NmDTp06ICPPvqIl3gA4Ofnh7NnzyIoKAj5+flwdHREfn4+tLW1eWt16+vrY9CgQXj06BFCQ0ORnJwMXV1dGBgYQEtLi5ccgMp//23btmH37t24fPky+vTpw1t8kUgEDQ0NHD58GH/99RcGDBgADQ0NVFRUcP5dlEhNTYWfnx/ef/996OrqVnuMMabQXhhDQ0OYmpoiKSkJp0+fRmZmJjp27Mjpv8/Fixdx5swZ2NnZcRZD8nujra2N58+fQywWo2HDhqioqICGhobCe76AygItEAjw+PFjaGlpSd9zyfa6oIL9jo4fP47ExEQsW7YMQqEQIpEIV69excOHD2FgYPDKF7iuBAIBdHR0MGrUKLRp0wZr167FzZs3oaOjA2NjY7nHkzUnTU1NjBw5EhYWFjhy5AgOHjwIXV1dtGrVitMfh9jYWKxatQqWlpbQ19eHnp4e5+/Bo0ePsGPHDuzfvx8TJkzArl27cP36dZw7dw4JCQmwsrLiPIdjx47hzp076NatG3r27In33nsP169fR3h4OPLz86Grq4vGjRvzUrR+/vlnREVFYfjw4bhx4wZCQ0MxZMgQaGrWfXnSN9HQ0IBYLIa3tzfmzJkDExMTHD58GKdOnYJAIEDr1q05z8HHxwdGRkbo378/hEKhtGiUlJTw8h7UpmHDhujQoQPat28PLS0tREdHIzw8HIwxWFhYcBIzKSkJFy5cwPDhwznZPwD88ssv+PHHH3Hp0iVkZWUhMDAQN27cQFxcHG7cuIHS0lJoamrCwMCAsxzeRFKU169fj8DAQDRq1AiWlpbS7XU5mKOC/Q4YY1i2bBnmzZuHli1b4saNG9i+fTs2btyInJwcpKenw8HBQe5xy8rKIBQK0aRJE/z111/o06eP9MBBV1cXzZs3R4MG/C1xLunqKS8vR9u2bTF27FiYmJhg48aNePjwIfT09Dj74Vy6dCkmTpyIBg0a4OjRo8jMzISenh4aNWrE2Y/lt99+i3HjxuG9997DjRs3cODAAcydOxdaWlq4fPkyWrVqhXbt2nESWyI2NhbLli1DREQEunTpAisrK3z44YcwMDDA2bNnceHCBQwYMIDzXo6UlBTs2LEDe/bsQadOndCtWzdERUWhe/fuaNy4Maex09LS0LBhQxw7dgzFxcX4+OOP8dtvvyEsLAyGhoYoLCzktJUHAJGRkThz5gx+/PFHCIVCPHjwAN7e3jhx4gQyMjJgZWXFa2+HhKQVV1ZWBg2NyjXZHRwc8N577yE3NxcRERH4999/0aFDB7kUtarFp1mzZggNDYWNjQ2EQiG0tbURGRkp198Aa2trFBYWok+fPpg4cSK+/PJLBAUF4cWLFygpKUFkZCTGjRunkPce+K/nJzg4GGlpaSgpKcGtW7cQFhaG1q1bw8TEpE6tbP5+3euRoqIiWFpaolWrVsjOzsavv/6Kdu3aYffu3UhLS8O+ffuQlpYGExMTucTLyclBeXk5mjVrBgDw9vbGqFGjMHXqVLi4uCAwMBDr169HUFAQtLW15RLzTWJjY7FgwQL06NED8fHxsLa2RkpKChwcHGBpaSntqoyMjISOjo5cY0dEREBXVxeff/45AOCff/7Bnj178NNPP8HJyQm9evVC27Zt5XrwkpqaKh3c5uzsjH379sHX1xe9e/dG7969kZubi0uXLqF///5yi1kTFxcXuLi4YNmyZRg5ciRGjBgBX19fODs7w9nZGRcvXkTTpk05zQEAtmzZgjt37iAvLw8GBgYwMzPD06dP5f5v/bLg4GBkZmZi+vTp6NixIw4cOICvvvoK3bp1kxbtw4cPY8aMGZzmER0djREjRgCoPF8cHBwMoVCIrl274vDhw7C2tka/fv04zaEmktNjGzduRHJyMvLz82FsbIwFCxbgiy++QEREBP766y/ExMTAzMysTrEkxTonJweXL1/G9evX8fz5c0yePBm2trbIzMxEw4YN0adPH3m8NIhEIhgaGsLBwQFBQUHo0qULzMzMUFhYiDVr1sDCwgJ5eXlo2LChXOK9C6FQiIKCAgQEBODgwYPSrvsNGzbg22+/xdChQ/Hll1++1RrY1TDyTry8vFiPHj3YmDFjmLu7O0tOTmaMMSYSidjHH3/M0tLS5BZr3bp1bODAgez8+fPs4sWL7LPPPnvlOampqXKLJ4stW7YwKysrNmnSJBYeHs6OHTvGIiIi2NatW9nFixfZr7/+yiIiIjiJHRcXx549e8YYY6y8vFy6/cSJE2zatGnsyy+/ZBkZGXKPW1xczObOncusrKyYg4NDtcemTp3Kjh49KveYEpLXWVxcLN2Wk5PDvvjiC9arVy928OBBzmLXJDU1la1YsYL16tWL+fv7s6VLl7KdO3cyxhgrLS3lJGZJSQkbNWoUS0xMlG47ffo0O3HiBGOs8rvn6urK2eeuqrCwMObo6MiOHz/OBgwYwDZt2iT9DQgICGC//PIL5zm8TCQSMcYYu3TpEnNxcWFRUVHs5s2b7Pvvv2czZsxgWVlZjDHGfvvtNzZ16lS5xQ0ODmZz585lQUFB7Pfff2fOzs7s6dOnLD09vdr3U57++OMPNnPmTPbpp58yLy8vxhhjZWVlnMR6W9euXWOTJ0+uti0iIoKtWLGCzZ49m128ePGd901d4m8pNjYWLVq0wMCBA2FpaYmePXviyy+/RJMmTQBUDoRq27Ythg4dKreYffv2hZaWFjZt2oRjx45h1KhR6NGjh7RLWiAQ8H5UaW9vj549e+LSpUu4ffs27Ozs0L9/f9jZ2aFt27bo1q0bJ93hv/76K8rLy6VdjlUH3FlaWmLw4MHQ0dHB+++/L7eYx48fx927d2FjY4OhQ4di2LBhuH79Ovz9/dGqVSs8fvwYiYmJWLBggdxivszb2xvBwcG4c+cOtm7dinv37iE8PByDBg3CpUuXcPLkSTRp0gRdunThLIeqGjZsiIEDB8Le3h6hoaE4ffo0nJyc0KVLF87On/v7+yMvLw9ffPGFdJu5uTksLS0BVJ5TB4Bp06ZxEr8qc3NzFBcX4/Tp0xgwYAA8PDykXczr16/HuHHjeDmPXpWkq3Xbtm0YP348HB0d0aRJE3Tq1AkREREwMDCAubk57t27B0tLS7z33nvvHOvHH39ERUUF2rRpg06dOmHIkCHo2rUrunbtinv37qG8vBwODg5yGxDr6+uLtm3bwtDQEADQuXNnPHjwAOfPn0dgYCB0dHSkVyooWpMmTXD69GkkJyejWbNmaNKkCW7evIlnz56ha9euiImJQb9+/d7tvanr0YQ6yczMZA4ODszd3Z0lJCRUe+zFixfs6NGj7KOPPqrWCqqrpKQk6e3S0lL2yy+/sIEDBzIfHx/26NEjucWRlVgsZr6+viw/P1+6bfv27WzQoEHsq6++Yjdv3uTsqDolJYUNHTqU3blzR7otNzeXpaencxJPIigoiA0cOJDNnDmT3bt3T7r9+PHjzMHBgVlZWbF//vmHs/hPnz5lVlZWzMrKiu3atYudOXOGHTx4kG3atIkFBASwP/74g61fv56JxWLOcpDIz89nd+/eZeHh4Sw6Olq6PSQkhI0YMYI5Ozuz2NhYucd9+PAhc3R0ZDNnzmTe3t7s2rVr0sckrzsnJ4fl5eXJPXZVW7duZWfOnKm2TRJf8v2cP38+pznUJiYmhrm4uDBXV1d2//596fbZs2ezPXv2yC1OYmIiKy0tZV999RXbt29ftcdCQkLYxx9/zEpKSuocRywWs6KiIjZlyhT2wQcfsICAAOlvT2FhIfPw8GDTpk1jT58+rXMsebpx4wZbvHgx8/T0ZF988QUbMWIEy8rKYuvWrWObNm165/1SwX4Ld+/eZfn5+WzFihXMycmJ+fv7S7u+y8vL2Z9//snOnj0rt3gHDx5k8+bNY7t37672Y/zw4UPm7u7OevXqxY4dOya3eLLIzMxkn376Kevfvz/bunWrdHt+fj5buXIle//999kff/zBSexFixaxX3/9lTHG2PPnz6U/DNOnT2c7duxgFRUV0m5BeXvy5AlbvXo1GzhwIFu1ahUrKiqSPnb58mVOYlZVUlLCfHx8mLW1NQsMDOTsoOhNObi7u7OxY8eyWbNmsW7durEJEyawBw8eMMYYKyoqYhs2bKhWyOVl9uzZbPv27ez27dtsw4YNbPbs2czf3589efJE7rFe58GDB2zo0KEsNjaWVVRUSLdLDtAjIyPZpEmTpKdr+CL5bSgsLGRHjx5le/fuZd988w3z9vZm69evZwcPHqzWRVvX74jktYvFYnb06FHm4ODARo8ezW7dusUYqzxwCQsLq1OMmkRFRbGxY8ey4cOHS0+D5OXlsa+//przg/baSN6P2NhYtn//fubh4cGSkpJYXFwcO3XqFDt27BhLSEhgsbGx7JNPPqlTLCrYMkpISGBjxoyRniuOiYlhkydPZiNHjmQHDx6U+3m7vLw8NmbMGHb37l1WWFjIGGPs4sWL7MKFC9LnnDlzplqLj09nzpxhH3/8MRsyZEi1Fkd8fLxcz99LPH/+nH3xxRfS85c//PAD++abb9i6detYUFAQc3d3r1ZE5UnygygWi1l0dDRzd3dnM2bMqHYulSvHjh2rdlCWkJDAPv74Y9a9e3fODoxe57vvvpOeLywvL2c5OTls0aJFzMHBgUVGRnIW98mTJ2zmzJnS+ykpKezUqVPMx8eHubu7s507d3L2b1+Vu7s72717N2OssjUfHh7OPvnkE7Z27VrpQUpKSgrnebxM8vn87rvvpJ+JmzdvssDAQDZmzBg2bdo0ubWuq/Ye+vr6Sm+vW7eO2djYsFmzZsmtl6Nqz0XVg4yDBw8yOzs79u233zLGKhswilK1ITVmzBh28eJF1qtXL7Z58+ZXnnvhwgV26dKlOsWjgi2j7OxstmTJEubm5iYdvMFY5Q/qiBEj2Lhx41hOTo7c4i1ZsoStX79eer+4uJj17duX2dnZscmTJ3NSFN9EclAiad2VlJSwo0ePsgEDBrAFCxawx48fM8YYZ12z69atYytWrGCrVq1iH330ETt//rz0sU8//ZTFxMTINV7VUw5VfzAyMjLY3Llz2enTp+UaryZv6o4fOHAgKygo4DyP5ORkNmjQIOlnoOr7sWHDBrZmzRrOYoeHh0sPWqu2bO/fv88OHjzIZs6cyW7cuMFZfMYqX/+kSZOk9wMCAtjMmTPZ0qVL2ezZs9n8+fN5OSXxMsm/w9OnT9l3331X7XehrKyMRUREsB9++IHNnz+f/fzzz3Xumbl+/TrbuHEjmz9/PvPx8an2WEZGBps4cSI7cOBAnWJIPHnypFq3etVGUUpKCps9ezbLzMyUS6y62rp1K/Pz82OZmZnsk08+YUVFRayoqIj9+OOPch0AS4POZKSrq4v+/fvj77//RmxsLOzs7KCtrQ0rKyu4urqiYcOGsLW1lUus7OxsHDhwAEuXLpVOxHH48GF07NgR27dvx4ULF1BRUQEbGxveBlnExMTA19cXt2/fxtmzZ3Hq1Cncvn0bL168gLm5OQ4cOICzZ8/Czc1N7jOvBQcH4/79+/j4449x7tw56OrqYvr06dLLRc6ePYt///0Xc+bMkVvMU6dOYc6cOXj27Bmsra2ll2GUlpbCwMAAmZmZuH37Nj744AO5xaxJ165d4eTkhKSkJPz888948uQJHBwcYGNjg+nTp8PExATW1tac5gAAycnJSEhIwLBhw8AYg1AolH72GjVqhDNnzsDR0VHuE8fcunULgYGBuHPnDpo0aQJTU1PpY0ZGRjA3N4eNjY3cvnuvY2BggKNHjyIxMRGxsbE4d+4c3NzcMGPGDAwbNgz79++Hvb0959egv0zybxAQEIDdu3ejVatW0oGHQqEQrVu3hqWlJUpLS9GxY0e0b9/+nWMxxiAWixEZGYkTJ07gvffeg6WlpfS7kZ+fDzc3N3Tu3LnuLwxAaGgoPvvsM+lgSskEVRUVFTA0NMSff/6J1q1bo23btnKJ964YY7h79y66d++O3bt344MPPkC3bt0QERGB48ePw83NTW6xqGDLQDIZgYaGBtq0aYPg4GAUFhaie/fu0ufIc/YgXV1dhIaGokmTJtJ5slu0aAE7OztoaWkhMjISJiYmsLGxkVvMNwkMDERoaCjS0tIwc+ZMiMViGBsb49GjR2jZsiU6duyI8ePHS0fsylNsbCy2bNmCfv36YdKkSXBwcECbNm0gFotRVFSEpUuXYt68eXIdlevp6YmJEyeioKAAO3bsQF5eHuzs7KTXdv/0008YPHgw5/OYM8bQuHFj9OvXD126dEFERARCQ0NhbW0NIyMj3uZRb9y4Mf766y+YmJigffv20sk5hEIh0tLSEBwcjKlTp8r9AFJTUxMtW7ZERkYGwsLCkJSUhLZt20qvimjQoAGMjY3lGvNlR44cQWFhIYYMGYKgoCBkZ2fjm2++Qb9+/SAQCHDixAnEx8djypQpnOZRG0kDIjAwELGxsejevbu0kOrp6aFz5851LmwCgQCNGzeGtra2dEa9I0eOIDMzE+bm5li0aBE6duyI5s2by+MlwdbWFhMnTsTmzZsRGBiIjh07ok2bNhAKhYiKisKVK1cwb948ucSqC4FAgNLSUnh6eiIzMxPfffcdBAIBli1bhi+//BLt27eXTqhSV1Sw3yA5ORmGhobS+aKbNWuGjh074vfff0d5eTlsbW3lMkfsyx4/foz4+Hh07NgRenp60nmiIyMjERYWhhUrVsg13psMHDgQtra2iI2NRXR0NCZNmoQBAwbA2dkZXbt2Rf/+/Tmb8tDGxga5ubkICwvDhx9+KJ0cJisrC3v27EHTpk3x2WefyS3e1q1bYWBgAA8PD3Tq1AlmZmY4f/48fvvtN2RmZkrncvfw8JBbzJc9fvwYhoaG0gU1NDQ0YGpqCnt7e0RGRqJp06YwNzfnLH5VIpEImpqaSElJwYoVK6CpqQk7Ozvp5VuLFi2Cq6ur3Fv6jDHo6emhXbt2sLW1hZ6eHh49eoRTp06htLQU5ubmvEzBev78eYSHh2PSpElwcXGBk5MTOnToAMYYCgoK4O3tjSVLlshtoiRZsJemt9TS0oKDgwNGjhyJmzdvYuXKlSguLkbv3r3lUiwk+7h//z6EQiE++eQTmJqaQkdHB9evX8f27dvRpk0bTJo0qa4vrRpdXV2MHj0a3bt3xzfffINr164hPj4eR44cwVdffaWw1vWLFy9QUFCA7OxsNG7cGGZmZtDR0UFpaSk2b96MK1euoFmzZpg+fToA+S0QI2BMCZc3URIPHjzA+PHjYWdnh8aNG0MsFmPQoEEQCAR48uQJoqKi4OPjU+cZg2py//59+Pj4QE9PD6NHj5YW7O+//x5Tp07lbcGLsrIyBAUFYerUqRAKhSguLsbWrVvx559/omvXrvDy8kKLFi04zyM3Nxfz58+HSCTCunXrpD+OhYWFEAqFcpthKysrC4MGDcLatWul19KXlpYiOzsbN27cQEhICIYPH46ePXtW656Vp1OnTsHb2xvDhg3D7Nmzpe9vaWkptLW1sXv3bjx58gTLli3jJP7LysrKpFM9hoWFYfPmzUhNTYW9vT0KCgrQtGlTbNiwQa4x09LSEBMTA8YYmjRpgry8PLRu3Rp///03CgoKEBwcjP79+8Pb25vz6XifPXuGJUuWwMjICN9//730vcjMzMS2bdtQXl4Ovts9IpEIQqEQoaGhSE1NRWxsLMaOHYsBAwYAAK5cuYLc3Fy5z+s9ZcoUTJgwAcOGDZN+HgsLC5GVlQVjY2NO54NgjCEiIgIpKSlo37497O3tOYtVm7S0NCxbtgzPnj1Dly5d4ObmBltbWxQUFODZs2d4/vw5TE1NYWZmBi0tLekBtzxQwa5FdHQ0WrdujaioKOjq6iI8PBxlZWUoKytDZGQkcnNzsX79eowcOVIu8eLj41FaWopu3bqhoqICYrEYmzZtQkxMDPT19SESiTB8+HCMGTNGLvFk8f333yM/Px+rV69GUVGRdI7qp0+fYvPmzThy5Ihc34OqXm5FFBcXw9vbG126dJH7kbzE8uXLpefmO3fujOXLl8uti09W48ePx4gRI/D06VP8888/GDZsmPRIHaicGGTChAkYMmQIp3kUFhZi165dyMjIgJ6eHmbMmAEjIyOUlpbiwoULKCwshI2NDczMzOT+Qz1z5kxcvHgRjRs3xpgxYxAfHw9jY2OkpqZKu+HHjx8vXTGPa9nZ2ViyZAns7OyqTXuanZ0NPT09zqdkrUpSALKysjB16lTMnTsXP/zwA0pKSmBpaQkPD49qk6K8/D1613j79+9HVFQUNmzYgJiYGGzYsAE5OTnYtm0bWrZsKY+XphIWLFiATp06oW/fvvjjjz+Qnp6OtWvXQltbGxUVFdDS0uJs9T4q2K+xd+9ePH36FIsXL662XVK0nj9/Lj3CkocXL16gb9++YIyhe/fuaNasGcRiMYYMGYK7d++iR48evCwuUVVSUhLmz5+PXbt2wdDQECtXrsSAAQOqzZd99epVWFhYyP084q1btxAXFweRSISBAwdCLBbDxMQEcXFxcHd3x+zZs/HZZ5/JdYBbVFQU1q9fjwMHDiA9PR3r16/HlStX4OLiwtu5sq1btyIzMxPLly9HRkYGYmJipPNnDxw4EEVFRXj06BE2bdrEeS7e3t5IT0+HtbU1kpOT0bdvX4wePfqVFkNdC8LLysvLcfnyZdy4cQOZmZlo164dvvzyS2lRzMzMlM6rz6dz585h8+bNmD59OucHS7Lw9vaGra0tLC0tsWHDBnh7e2P27NlIS0vDoUOH5DqehDGGhQsXokuXLmjSpAn+/fdfdOnSBXFxcbAuy1wAABYMSURBVOjWrRuvS9wq0vXr1+Hl5YWTJ09KP/Ourq4AKg9ws7OzYWNjg02bNnFyuobOYdcgPz8fK1euxLx582BkZISTJ0+CMQZjY2NoampCLBZDX19fbl3BjDHo6upKz4mPGTMGvXr1gkAgwIoVK9CmTRts2rQJzZo1Q7du3eQSUxZLlizB+PHj8f777+PSpUv466+/sHDhQunjqampsLa25mRlqP379+PWrVtITk7G5s2bkZSUhK1bt0JTUxMVFRUICQnBiBEj3n0S/RokJCSgU6dO6NSpExo2bIjBgwfD1tYWhw8fxvbt26GjowMbGxvO1jrOysrC3LlzMXnyZHTs2BH6+vpo3bo1HBwc0KxZM1y+fBm9evWCq6urXF93TRISEvDnn3/i999/R69evQBUXqmQkZGBoKAgXLt2DTExMbC3t5f7D5NQKET79u3Rpk0baGlpITY2FqdOnUJhYaH034Zr165dw9OnT5GcnAxtbW3o6+ujffv2aNmyJX7++WeYm5tzcipMVgUFBfj333/h6uqK1atX44svvkDXrl2RlZWFCRMmSP/N5EUy/fHJkydx/vx5zJs3D3379sW+ffvQsWNHWFlZyTWestq7dy+Kioqgq6uLRo0aISkpCfv27cN3332Hnj17YurUqejatStMTEw4GdtELewarFq1CsbGxpgzZw7u3LmDxYsXY//+/dLCJM9zElXduXMHvr6+cHBwgIeHB44ePYqTJ09i27ZtAKqfS+TakydPMHjwYIwZMwarV6/G119/LR1wA1S2RleuXInjx4/L/UO5e/duGBoaSrvZ09PTkZqaivLycpw5cwYGBgZITk6Gn5+fXOO+jlgsxv79+xEeHo6dO3dyFkcZuuMlFi1ahPv372PTpk1o2bIlsrOz4ezsjAEDBsDKygpJSUkYOnQoBg4cKNe48fHxKC4uhr29PfLz89GoUSMkJyfj4sWLePjwIdLT0zFnzpw6zYMti40bN+L06dOwtrZGVFQUunbtCn19fRgZGSEhIQFisRjbtm1TyDr0QGVXfJMmTVBSUgIfHx/07t0bo0ePxpAhQ7Bjxw60bt1abl3hVb148QLl5eVo3rw5/vzzT4SGhmLXrl11fTkqIz09HSEhIbh58yZatWqFiIgIfPLJJ5g4cSIv8algv+TJkycYPnw4NmzYgCFDhmDRokWwtbXF5MmTAVQOONi5cycWLVrEybrLDx48wNq1a9GzZ08cOHAAW7dulY4G5qpl9zr3799HYGAgzp07h0aNGkmXlwSAWbNmYejQoRg9erTc4/7222948eIF5s2bJx1cowwqKio4G+CkDN3xEhUVFbh48SL++ecfJCcno0uXLoiKisKgQYMwbtw4zuJWPS1kZ2eH5s2bo7CwEM7OzsjJyYFIJEJhYSE+++wzTs+ZZmVl4cWLF9LFPCTvR8OGDXHp0iU8f/4choaG2LhxI2c51CYhIQH79u3D/PnzYWRkhODgYKxduxZt27aFvb09vv32W7k2Kvbv34/c3Fzk5ubC1dUVrVu3RnZ2NrZs2YKRI0dyfg28spC8p2VlZUhPT8eBAwcQExOD/v37o0uXLrC1tYW+vj6nOVCX+EseP34sPYret28fHj9+XK0l5+Pjg7Zt26JHjx5yjy25trlBgwb45Zdf0LNnT7i4uEgf56tYZ2VlITExEcbGxhg+fDjs7e1x69Yt7Nq1C+bm5njw4AHi4uKqdY/Lg+SAJDc3F0eOHMEnn3wCDQ0NlJeXS4s23wctVXHRqyKh6O74qjQ0NKCtrQ2RSIQ2bdrg6dOnuHz5MhwdHTmbpKWm00I9e/aElpYWVq5cCTMzMxw+fBg9e/aUe6u+qoyMDMydOxd79+7F0aNH0a5dO9jZ2cHW1hZWVlYYPHgwnJ2dMXToUIUdSJaUlCAiIgLnz5/HBx98AFtbW3z88cfo3bs3RowYAQ0NjTp/TiSXcYWHh+PAgQPo2bMnduzYgdDQUOTl5aFPnz7o27cvZ1dKKCOBQIAHDx5gwYIFcHV1Rb9+/dCkSRPExsYiIiICRkZGnI8xooJdxblz53DhwgV07twZrVu3Rnl5OfLz85GXlwcbGxskJiYiJCQEa9as4SS+5AtmYWEBfX19REREoEOHDjAxMeGtSOXl5WHu3Lk4fPgwwsPDIRAIMGzYMIwdOxYaGhrw9/fH/v37sXbtWrl/WfPy8qCjo4N27dohMDAQzs7OMDAwgFAoRHZ2Nq5cuYLjx49zct5U0Tp06IBOnTpV29aqVSuMHTsWQqEQYWFhGDVqFOefg1OnTmHHjh3w9/dHbm6u9DM4ePBgxMTE4PDhw2jfvr3cB31JXpehoSEOHToEDQ2N/7V390FRVf8fwN9qgDz4gLIIrissyKSoqJiVrQoo+IilJKJlIjJiipJagoqBpIBPwTQypmIOmuBD0TTQpPmADySgue2igaiADBAgiCBgrLvsnu8f/PYmP6vvfMe9eyE+r/+43OGcXe7ez55z7vl88Pbbb6O0tBQajQaJiYlYsWIFxowZw+v/fufOnXBxccHBgwdhYWGB1NRUTJw4ES0tLaipqUFjYyPs7OyMfv3pA2hVVRWsra0xa9YsyOVypKWlYfjw4XBwcICNjQ33pfJlrxP934mKikJ8fDzy8/MhkUiwcOFC7N27F2fOnMHChQv/dZ/D/4YxBoVCgbKyMkyYMAFSqRSvv/46nj17hkmTJvG+W4CmxJ+zbt065ObmYvHixRCJRBg0aBBaWlpw+/ZtNDQ0IDc3FzExMZg+fbpR+rNlyxYMGzbMKPV99Xbs2AFzc3N8/PHHOHXqFBISEpCSksKNrOrq6iCXyw1a71tv165duHXrFsLDw/HTTz/BxcWF22NaXl4Oa2trzJgxg1ue6E74nI7Xq62txdKlSxEZGYkBAwZAo9Hgxo0byMrKgkwm4+qfv/fee7xOSQu1LKRQKBAVFYXMzEzu2KJFi2BiYoL8/HyMGTMGJSUlyMrKMuo2Lj39ToEJEyZg4MCB8PHxwaVLl6DT6bBlyxauVrSh6FOwBgUF4YMPPsCpU6dgbm6O7du3w8fHx+APtnUVt2/fRnR0NObPn48lS5Z0uB75ngHj9w7QxQQEBODu3btQKBQQi8UoLy+Hi4sLJk6ciPLycgwcONBowRoAYmJioFKpjNbe3bt3cfXqVaSmpgJofz+USiWXTxsARCIRL8G6qqoKMpkMlpaWiI+Ph1KpRM+ePREWFoZp06Zh7NixvGVS6wr4DtYAsG/fPvj6+mLy5MncMScnJ1hbWyM9PR3vv/8+Ro4cyes6nU6ng7OzM/z8/BAXFweZTNYhoxufN8P6+npUVlbi+PHjWLBgASorK/Ho0SPs378fVlZWMDU1NWiSnv+FTqeDSCRCUFAQ2tra4OzsjOzsbLS0tODChQtYsmSJQQJ2bm4uLC0t4ebmBjc3Nzg4OKCpqQm2trZobW3FgwcPoFQqjZ5pUSj6AKzT6bisl6NHj0ZoaCiuXLmChw8fdshwx/cMGAXs50ycOBHR0dHIysqCh4cHCgsLkZubC4lEAqlU2mE92RhMTEx4ebDt7ygUCgDAmTNnMHnyZDx79gxFRUXch5Ovp+OB9qnIYcOGwdfXF2+99RZ+/PFH3LhxA/3794e/vz93npBr2P9mCoUCSqUSGRkZAP7MpNW3b1/MnDkTGRkZqK2tfWHa3tD019fs2bPR3NyM9PR0yOVyjBs3jtdnCADA29sbV65cQWxsLDIyMqBWqxESEsLtZxbi2tN/5urr6zFw4ECEhYVh165dUKvV2LFjBzQaDR4/foxBgwYZpH9yuRxJSUmYO3cuoqKi0K9fP/Tr1w+2traYM2cOBg8ejODgYAO9us5P/34eP34ccrkcpaWlcHd3R69evXD69GmUlZVh586dGDx4sFGuD1rDRnvKx1deeQUqlQqOjo64desW7ty5g7Vr12LIkCH4+eefMWTIEIwZM0borvJq1KhRcHJywtmzZ3Ht2jVkZmbCw8ODG3HxdTEeOHAAf/zxByIjI7mKTCNGjICDgwPOnTvHJf4Xi8UUrHlSUFCA9PR09OnTB3Z2dtw+b51Oh969e+PcuXOQSqVGTdwzatQoKBQKaDSaDoV2+GRmZgYfHx+4u7vj2rVrqK2thb29PUQikSDrtfrr/dChQ4iMjISJiQmcnZ2RnJyMO3fuwM3NjcsH8bKfja+//hpTp07FqlWrkJmZiZiYGADAhAkTMG3aNEyaNAlTpkzBpEmTXu5FdRH6uNDc3IzKykrMnTsXc+fOhUqlgru7OyQSCVpaWrjCQEa5NxmsUGcX9csvvzB3d3e2e/dutnXrVnb48GGWn5/PZDIZ++KLL7jzXraObGe3bds29uDBA+7n9PR0FhgYyCIiItjly5d5q7/96NEj5u3tzdWMff59bmpqYtnZ2ez48eOsvLycl/bJn548ecLCw8PZu+++yzIzM1lzczNjjLHLly8zPz8/QfqkVqtZU1OTIG3rdDp2/vx5Nn78eHbixAlB+qDvR319PcvLy2Ph4eFsz549bO3atezVV19lZ8+eNUgbdXV1bPr06ay0tJQx1l5nOz8/n3l5eTFPT0924cIFg7TTVWi1WiaXy1l+fj5bvnw5O3PmzF+eV1ZWxubNm8eKi4uN0q9uP8IuKirC999/j169esHX1xe3bt1CU1MTevbsCSsrK7i5uXF5Yf+NozvGGFQqFVJTU3HkyBE0NjZi3LhxGD16NDw9PXH//n2kpqbC0tKSl/2WhYWFqKyshL+/P9RqNbcEoNVqAQDHjh2Dl5dXt16/NpbnR5cJCQnIycmBRCJBUlISQkNDBamM1KtXL646m7H16NEDTk5OWLZsGRwdHY2eL1y/dlpSUgIAcHV1hY+PD6RSKby8vDBq1CjMnDnTIPeluLg4jB8/HjNmzMDNmzexYsUKbNiwAYGBgTAxMUFERAQsLCyMmmlRSHK5HL/99huSk5NRW1uLgICADkmMfv/9d/Tt2xcajYarHEYjbCNpbm5mmzZtYoGBgezq1ausoaGBMcZYS0uLwD0zrps3bzI/Pz82c+ZMlpGRwR0vLCzkbYTd0NDAAgICWEVFBXfs2bNnjDHGysvLma+vL3v69CkvbZO/px9djh07lq1cuVLo7nQ7Wq2WMcbYjh072OLFi9nIkSPZpk2b/nIkp9PpXqqtX3/9lc2ZM4f7efXq1ez06dMdzrl9+zZTqVQv1U5XUVBQwGJiYpharWahoaEsMDCQbd++naWlpbHq6mpWU1PDoqOjWWtrK6uvr+8wM8m3bj/CBtpryXp7e8PV1RXx8fHIycmBvb29YLVWjYX930MSarUaPXr0gFgsRkBAAMzMzBAbG4v79+/Dw8MDdnZ2vORvZozBxMQE169fR3JyMhwdHeHg4MCtFUZGRsLb25uXJDXkn+lHl8HBwZg6dapgo9zuSP+g2cOHD3Hw4EGcOnUKCxYsQHZ2No4ePYqamhq4urpyI/6XHdkVFBTg22+/hZ2dHZRKJe7du4fNmzdzv1+2bBlsbGy6TUaz2NhYSCQS9OjRAxYWFtiwYQPKysqgVCpRVFSEL7/8EqNHj4ZMJoO5ubnBt9P9E9qH/f8wxpCVlYWIiAh88sknWLRokdBd4k1FRQVsbW25m/Hzucqrq6sRGxuLbdu2wcbGhtd+aDQa7Nu3D3l5eTA3N8e4ceO4LTUpKSm8tk1IZ3XixAk8evQIa9eu5Y7duHEDcXFx2LNnj0GXiZ48eYK4uDicP38eS5cuxbp16wAAV65cwZEjR3D06FGDtdXZnTt3Dmlpabh37x4SEhK4/eYFBQUoKChAnz59MGvWLADG3zlAAftvqNVqtLa2ol+/fkJ3hTdpaWn47LPP8Omnn3LJ67VaLbRaLUxNTREUFITg4GCjPBXa2tqKO3fu4MKFC6ivr8fs2bMxfPhwg1VEI6Qr0df7NjU1RXR0NGQy2Qt78fkIFg8ePEB4eDhEIhE+/PBD7N69GytXruywN//fTB8OQ0JCUFFRgZEjR8Ld3R3+/v4vFF4ydrAGKGB3e/oiG9XV1VzVH6C9GEViYiKXRIUQwq/79+/j2LFjCAsLg0gkglqtxv79+5GRkQFPT08sXboUQ4cO5X0/OmMMFy9exMaNG/HGG2/gwIEDvLbXWVy9ehVSqRQSiQTZ2dncEkFOTg7MzMzg5eUleB10CtgEQPt0z6pVq+Dq6gqpVAqFQoHQ0NBu882aEKFVV1cjLCwMDQ0NWLx4MZegpLS0FAkJCbh+/ToOHz5stHwQGo0GKpWK99rrnUFbWxu++uorBAUF4dKlS7C3t4ebmxuXPCo7OxtKpRJxcXGClbwFKGCT5zDGkJOTg6qqKkilUrz22mtCd4mQbufixYvYu3cvl9NfJpMBAPLy8rpt/m6+paSkwNHREW5ubvjoo49gaWmJqVOnYvLkybC3t0djYyPq6urg4uIiaLZFCtiEENIJPP/QJ9Ce3Wzfvn0ICQnBmjVruCAhZMD4t0pMTMQPP/wALy8vBAQEID8/H5mZmbCzs4O3tzfefPPNTjHTwO9iCCGEkH+Ul5cHoH17KWMMarUaQPuDT4cOHUJ1dTWeH1dRsDa89evX4+TJk2hsbMSaNWvw9OlTbN68GWKxGImJibh7967QXQRAI2xCCBFMW1sb5s2bh4cPH2Lbtm2YM2cOgD9H23V1dVi9ejWSkpJoxwQPVCoVevfujcePH2PAgAEAgPLycmzcuBE2NjZYuHAhbG1tuWqFQqOATQghAktPT0dcXBwcHR2xfft2uLq6AgCSkpLQ2NiIrVu30lS4gWm1WsyfPx9isRhPnz6FqakpzMzM0KdPH4hEIiQnJwMAvvvuO+7/ITQK2IQQIpC2trYO+6t37tyJtLQ0eHh4oH///iguLkZycjKsrKx4LW/bHVVVVcHX1xcWFhaIioqCSqXC0KFDoVQqIZVKUVNTAysrK27WozOggE0IIQLQB+CmpiaUlJTA1dUVZmZmePz4Mb755huMGDECYrEYzs7OXH1yYlharRYnT57EiRMn4O/vj/nz56Nv374vnNdZvixRwCaEEIFUV1cjIiIC9fX1sLCwgIeHB0JCQl7IqkX49eTJE8TGxqK4uBjBwcHw9PSEpaWl0N16AQVsQggxIp1Oh4qKCjg4OCA+Ph7m5uZYt24dcnJykJKSAq1Wi/3791PBFQGUlJRg/fr1cHFxweeffy50d15AAZsQQoyouLgYfn5+mD17NmxsbPDOO+9whTwYY1i5ciU2bdoEJycngXvaPTHGUFVVBbFY3GmmwvU6T08IIaQbGDZsGORyOSQSCQ4fPoxDhw5xv9NoNCgsLISJiYmAPeze9KWGAXSqYA3QCJsQQgTT2NiIDRs2oKKiAlOmTIG1tTUsLCywfPnyTje6I8KjgE0IIQIrKipCUFAQ7OzskJ6ejp49e9K+a/ICCtiEENIJMMZQUVGBoUOH0jYu8pcoYBNCCCFdAC2QEEIIIV0ABWxCCCGkC6CATQghhHQBFLAJIYSQLoACNiGEENIFUMAmhBBCuoD/AP3wARnt8fV6AAAAAElFTkSuQmCC\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('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 global results" ] }, { "cell_type": "code", "execution_count": 24, "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": {}, "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=(9, 8)), 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, (ax, _) = 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", "ax.set_xlabel('')\n", "ax.set_xticks(range(len(cols)))\n", "ax.set_xticklabels(list(map(col_metric_rename, cols)), rotation=45, ha=\"center\")\n", "# ax.legend(, fancybox=True, shadow=True)\n", "fig.tight_layout()\n", "fig.savefig(os.path.join(PATH_TEMP, 'scat_teams-scores.pdf'))" ] }, { "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, (ax, _) = 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", " ax.set_xticks(range(len(cols)))\n", " ax.set_xticklabels(list(map(lambda c: col_metric_rename(_drop_cname(c)), cols)), rotation=45, ha=\"center\")\n", " _format_ax(ax, 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))" ] }, { "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\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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\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_', True),\n", "# (col_robust_tissue, 'Avg. Robustness', 'Average-Robustness_tissue_', 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_%stissue_' % st, True) \n", " for st in ('', 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_%stissue_' % st, False)\n", " for st in ('', 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, (ax, _) = 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", " ax.set_xticks(range(len(cols)))\n", " ax.set_xticklabels(list(map(lambda c: col_metric_rename(col_tissue_remane(c.replace(drop, ''))), cols)),\n", " rotation=45, ha=\"center\")\n", " _format_ax(ax, 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))" ] }, { "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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FcClEGn2jRo2waNEiXL58Gf7+/iguLhZaFbcsMw+Px8PIkSPp471v376FsbGxyPuHhYVBXV0dM2bMEKhPLw0hISESc+oR2AFZyKskz549Q7t27WSq//r1K2JiYmBubg5zc3NwuVzcuHEDbm5uAjpRCTfLkMcT2cXFBVFRUTK/L0HxEKdnyNu3b/H27VuBJ7C4sFSm+pycHLx58wYdOnSQ2qa8vDwAEIiyE8atW7ewbt26CvZcu3ZNYh/bt29XqcIdhMpTY51+ypQpWLp0KerXrw+gNDVUcHCwyEAYAFi7di2OHz+O1q1b0+Gu4rbgmOoTExOxcOFCqKurIz4+Hg8ePMCWLVuwfft2ofq0tDT8/vvvSElJAYfDgampKVavXl0hE04ZgwcPxvTp09GxY0eBcF1hc/gyKvMlRFBxlLdxoFycnZ0rtLm4uIi9xtbWlsrOzpa6D6Z6Nzc3Kj09XcA2e3t7kfoxY8ZQx48fp7fsTpw4QY0ZM0ak3sPDQ2pbKIqiEhISKGtra2rAgAEURVFUcnIyCcOtBkiXAqYaUlJSIjDE5fF4Eg+TNG7cWOpMtZXRl11THnH5779+/QoPDw9wOBxwOBy4u7vj69evIvUODg44fPgwvn37hvz8fPpHFBs3bsSJEyfoUONOnTrh7du3jD4PQfWosav3VlZWmDFjBn799VcAwL59+9C3b1+x15ibm9OVaMtnkhU1R2eq19HRwZcvX+htuuvXr0NPT0+kPWpqanj16hVatWoFAHj9+rXYQpONGjXCggULsGTJEgClOwocDgcpKSkir2HyJURgBzXW6WfOnIkdO3Zg5cqVAID+/fvD399f7DUPHjwAIHjkVNz5cqb6wMBA+Pn5gcvlYtSoUUhNTcW2bdtE2jNjxgyMGDGCjr1/8uQJVq1aJVK/bt067Nu3Dx06dJAqzx/TLyECO6gWC3kUReHSpUt48eIFAKBt27bo27ev2MAWVSU7Oxt37twBUHrAR9wpPgDIyMhAcnIyAMDMzExsYU1vb2+ROfGFkZycjEWLFoHL5cLExIT+EhIXAERQfVjv9FlZWRgzZgwyMzPRvn17UBSFJ0+eoEGDBti7d2+FJ9Pp06dhb28vsoqLpEIO2dnZeP36tcAptR49eshML0/+/PNP8Hg8DB06VGC68WOprvIw/RIiqD6sH95v3boVHTp0wKJFi+jsrjweD0uXLsWWLVsqxLs/f/4c9vb2dBUXJpw6dQqhoaHIyspCkyZN8PbtW5iYmIiMVJNWb2lpKXRUUjbn/nEfnam+jJiYGAAQqJfH4XBw4cIFofqcnBzo6OigX79+ePbsGS5fvoxBgwaReT3bUdq+gYxwcHAQyGZTRm5uLjVs2DCh15SUlFAJCQmM+3J0dKS+fPlCb6n9+++/1IIFC6qs53K5Yn+qqq8srq6uVG5uLpWenk5ZWVlR48aNo2bNmiWz+xOUA+u37CiKEhqJJi46TU1NDX/++SfjvjQ0NNCoUSN6q69Pnz70Yl1V9D///HOFn3fv3tG/V1Vfnvz8fLx+/RovXrygf0RR9nebkJCA4cOHY9euXXj06JHY+xNUH9YP78UNNcVlhjUxMUFycjI6d+7MqC+KotC8eXPs378fP//8Mx0CKwt9eZgecJFGv2/fPqxfvx716tUTiBAUNbwvLCxEUVERrly5gpEjRwKA1NV9CKoL652+fCno8lAUhdTUVJHXPXr0CD4+PmjevLnAqEBU7XgAmDZtGnJychAYGIjg4GBkZ2eLzTrDVP+j/UyQRr93716cOXNG6go1Q4cORZ8+fdC8eXN07doVnz9/FlnplsAeWL96X9kTZ6KuU5Uz40wPuEijHzFihMTa8z/y/ft36OnpQU1NDbm5ucjJySFlrVgO651eFIWFhTh9+rTI8+LR0dEVMtIIaytPQUEB4uLi8PbtWxQXF9PtourHM9XLm6SkJMTGxqJfv35SRQiSCjfVE9YP73/k/v37CA8Px+nTp9GhQweRTr9nz54KDi6srTyTJ0+GmpoaOnToINW2FVO9sK04PT09mJub448//qgQEstUf/HiRVy8eBGpqakCc3pRTlw+9VZRURFSUlJgampKnJ7lVAun//r1KyIjIxEZGQkej4dv374hLi5O6DD0wYMHSE5ORmZmpsBQNycnR2Jt9w8fPuDkyZNS28VUP2LECGRlZcHd3R0AEBUVBXV1ddSpUwcLFiyocMSWqf7cuXOIj49H7dq1pbLnxwo3L168qFDZlsA+WO/0v/32G27fvo1BgwbRxSRsbGxEzjs/ffqEhw8fIj8/XyBAR0dHR2JJ6LZt2yI9PR1NmjSRyjam+kuXLuH48eP069mzZ8Pd3R3h4eF0Ka2q6I2MjATKUzOlTZs2ZMuuGsB6p09OToahoSHMzc3pgyfiYu5tbW1ha2uLf//9F1ZWVoz6mjx5MoYPHw4TExOBObGoxBtM9VlZWfj27ZtAYo+cnBwAwrcfmeqbN2+O0aNHw9bWVmC6ISr0uPycns/n48GDB1X60iCoBqz/F0xMTMTly5cRHh6OVatWYcCAAQJx7qLIyspCTk4OdHV1sWHDBiQnJ2PGjBliD5MEBQXBxsYGpqamYo+wVlY/atQoODs703PmS5cuYcKECcjNzRVaDoupnsfj4ZdffsGzZ88k2gIIzuk1NDTwyy+/iM0sRGAH1Wr1viyxZEREBHJycuDg4ICZM2cK1To6OiI2NhbJyclYunQpfv31Vxw8eFDsKbSya6SFqR4oPR578+ZNAKUHc0xMTGSqJxBY/6QvT8OGDTFmzBiMGTMGycnJiIiIEKktG6ZeuXIFnp6ecHR0xO7du8Xe39zcHE+fPhWbZroqeqA0UpCJ4zLVv3r1Ck+ePBHIEiRqh4OiKBw9ehRXr14FUJp4xNPTk5VHlgn/UW2c/vbt23jy5AmAUkfo1q2b2BBbDoeDU6dO4dSpU9i6dSsASFy9T05Ohru7O1q2bCkwRxcVxcdUf+fOHaxevRppaWkoKSmReGqOqX7fvn04evQoPn/+jE6dOuHWrVvo0aOHSKdftWoVUlJS6BTcUVFRSE1NVVqcAUE2sH54n5WVhWnTpuH169cwNTUFADx+/BgtWrTAxo0bRZ7/vnv3Lnbu3AkLCwuMHj0aqamp2L9/PxYsWCCyL6ZRfEz19vb2CAgIgLm5uVTZapnqHRwccOzYMfj4+CA6OhrPnj3Dli1bRM7THR0dERkZKXBk2c3NjfGUhaBasP5JHxoainbt2mHnzp30f87i4mKsWrUKISEhIrfhunTpQj/hAaBFixZiHR5gHqLLVF+7dm04OjrKTa+pqQltbW3w+XxQFIV27dqJPZ8ACO6EkGF99YD1Tn/jxg2cO3dOoE1DQwOzZ8+GnZ2dyOuY1moH/isn9SOihutM9dbW1kLr14uCqb5OnTrg8XgwMTHB6tWr0axZM/D5fJF6Kysr+Pn5wdXVFUDp8J7pNidB9WD98H7IkCE4c+YM4/cqU6u9/HC9sLAQJ0+eRJMmTUTuEDDVW1pa4tu3b9DR0aGP5YqbozPVP3v2DIaGhsjPz8e6deuQnZ2NSZMm0fENP8Ln83HkyBEkJSUBAHr16gUvLy9yvJbtKDBhh1zw8fGhbt68WaH95s2blJeXl8jrpK3VLg4+ny+2D6Z6pplw5J05h1A9Yf3wfubMmZgyZQo8PT1hZmYGALh37x5OnDiBTZs2ibxO2lrt4sjJycGXL19kppeU9aaq+oyMDBw4cKDCqT9RC3lM9QR2wHqn7969O44cOYIdO3Zg69atoCgKJiYmOHz4MFq0aCHyOmlrtZen/Bydz+eDy+Vi7NixMtOLSngpbnjPRB8QEABTU1P06tVLqghBpnoCO2D9nL6ylJSUQF1dHXw+X6BWu7gyVOXn6Orq6jAyMhJ7mIap/t27d/TvhYWFiI2NhYaGBn777TeZ6J2cnOiMuNLAVE9gCUqeXlSZHTt2UAcOHKjQfuDAASosLEwJFskWT09Pmennz59PPXnyROp7MdUT2AHrh/dnz57F4cOHK7R7enrCw8MDfn5+Qq9jmoACkH/E3I+kpaUxWmeQpPf29sbIkSPRtGlTqSIEmeoJ7ID1Ts/n84VmpZGUqYZpAgoAmDdvntAIOFEw1Zf/IuLz+SguLsa8efNkpv/jjz8wceJEqU/9MdUT2AHrnT43NxfFxcUVznnzeDyxZZiZJqAA5B8xFx4eTv+uoaEBfX19sc7GVK+lpYXx48dLbQ9TPYEdsD7KwtraGitXrhSoNc/n87F69WqxpafLElCUISkBRVlfopJFykJfvniFgYGBxKcrU33fvn1x6dIlqe1hqiewA9av3ufm5sLf3x8fPnwQOHDTtGlT7Ny5Ezo6OkKvO3DgAHbu3FkhAYWrqyvWrl2LhQsX0tqyYTRFUVJFwFVW/yOy0pe/Tp4RfwR2wHqnL+PatWt0/rYOHTqgV69eEq95+vQpva0mLgFF+a0xYfwYJKNqeknXyUpPYAnK2DJQBu7u7nLVK6IPtusJqgHr5/TSUj6MVB56RfTBdj1BNagxTs/0LHhlzo7Luw+26wmqQY1xegKBUEqNcXpKDlVgFd0H2/UE1aDaOH3ZHruotrJjt5XVK6IPtusJLEF5a4iyxcXFRaq2yuoV0Qfb9QR2wPow3OLiYvB4PPD5fBQUFNBDzuzsbKFhuEz1iuiD7XoCu2C902/fvh2bN28Gh8OBubk53a6rqys0YQVTvSL6YLuewDKUN8iQLYsXL5arXhF9sF1PYAfVJgw3JycH2traUFNTw7Nnz/D8+XMMGjRI5BFbpnpF9MF2PYElKPtbR1a4urpSubm5VHp6OmVlZUWNGzeOmjVrlsz0iuiD7XoCO6g2W3YURUFbWxsJCQkYPnw4du3aRR/AkYVeEX2wXU9gB9XG6QsLC1FUVIQrV67QJ+zEZathqldEH2zXE9hBtfkXHDp0KPr06QMul4uuXbvi8+fPAnndqqpXRB9s1xPYQbVZyAOA79+/Q09PD2pqasjNzUVOTo7YXPZM9Yrog+16gurD+n36MkSlpRL1H5SpXhF9sF1PYAfVxun/+usv+veioiKkpKTA1NRUZEVXpnpF9MF2PYElKGvbQN48f/6cmj17ttz0iuiD7XqCalJtFvJ+pE2bNoy2l5jqFdEH2/UE1aTaDO/Lzz/5fD4ePHhQIRd+VfSK6IPtegI7qDb/guXnnxoaGvjll1/EllRmqldEH2zXE9hBtdqyIxAIkqk2T/ri4mIcPXoU169fB1BaqGH48OEih6NM9Yrog+16AjuoNk/6BQsW4P3793BxcQEAREdH46effsKSJUtkoldEH2zXE1iCcjcPZMfgwYOpkpIS+jWPx6Ps7OxkpldEH2zXE9hBtdmyq1+/PoqKiujXxcXFaNiwocz0iuiD7XoCO2D95OzgwYMAgLZt28LLywtDhw4FAJw5cwadOnWqsl4RfbBdT2AXrHf6hw8f0r+bmpoiNTUVAGBiYgIej1dlvSL6YLuewC6qzUIegUCQDtY/6cugKApHjx7F1atXAQBWVlbw9PQUWW+NqV4RfbBdT2AH1cbpV61ahZSUFLi5uQEAoqKikJqaiqCgIJnoFdEH2/UElqCsbQNZ4+DgQPF4PPp1UVER5eDgIDO9Ivpgu57ADqrNlh0gWDpZmiEoU70i+mC7nqD6VJvhvZWVFfz8/ODq6gqgdChqZWUlM70i+mC7nsAOqs3qPZ/Px9GjR3Ht2jUAQK9eveDl5SUyeytTvSL6YLuewA6qjdML48uXL9DX15ebXhF9sF1PUD2qxVf258+f8fDhQxQXFwMAvn79ihUrVsDe3l4mekX0wXY9gUUodx2x6hw7dozq0KED1bt3b8rBwYE6d+4c1a1bN2ratGnUmzdvqqxXRB9s1xPYBeudfujQodSzZ88oiqKoW7duUaamptTp06dlpldEH2zXE9gF653eyclJ4PXgwYNlqldEH2zXE9gF67fseDweXr58Cer/1yPV1NQEXrdp06ZKekX0wXY9gV2wfvXexsZG5HscDgcXLlyokl4RfbBdT2AXrHd6AoHAjGqxZfcjcXFxctUrog+26wmqS7V0+l27dslVr4g+2K4nqC7V0umZzlgqM8ORdx83rJxqAAAgAElEQVRs1xNUF/Xg4OBgZRshazQ1NdG+fXu56RXRB9v1BNWl2izk5efnV2irU6eOzPSK6IPtegI7qDZOb2JiUuG8t4aGBjp37oylS5eiVatWVdIrog+26wnsoNo4/Y4dO6ClpQUPDw9QFIXIyEhkZmbCyMgIkZGR2L9/f5X0iuiD7XoCS5BXqJ+icXV1FdkmLMUTU70i+mC7nsAOqs3qfX5+PtLS0ujXaWlpyMvLAwCoq6tXWa+IPtiuJ7AD1sfelzF9+nR4eHigY8eOAIBHjx5h8eLFyM3NxZAhQ6qsV0QfbNcT2EG1mdMDQEZGBu7fvw8AMDMzQ6NGjWSqV0QfbNcTWICy5xeyYvPmzdT79+/lpldEH2zXE9hBtZnT5+TkYPjw4RgzZgxiYmJQWFgoU70i+mC7nsAOqtXwvqSkBImJiYiKisKtW7dga2uLJUuWyEyviD7YriewAGUPNeTB06dPqVmzZlGmpqZy0SuiD7brCapLtVm9//btG+Li4hAREYHc3Fy4urri/PnzMtMrog+26wksQdnfOrLCwsKCmj9/PnXr1i267ebNmzLTK6IPtusJ7KDazOkLCgpQu3ZtpKenIzIyEhEREaAoCv/8849M9Irog+16AjuoFsP74uJiJCYmIjw8HPfv30dxcTF27doFc3NzmegV0Qfb9QQWoawhhqxYvnw51bt3b2rs2LFUTEwMlZ+fTw0YMEBmekX0wXY9gV2w/kl/9OhRmJubw9/fH5aWlgDEl1RmqldEH2zXE9gF653+8uXLiI2NxapVq/D9+3e4uLigpKREZnpF9MF2PYFdVJuFPAB48uQJwsPDERcXh1atWsHR0RHe3t4y0yuiD7brCSxA2fMLeVBUVESdOnWKmjBhglz0iuiD7XqC6lKtnvQEAkEy1ebADYFAkI5q6fRZWVnYtGkTsrKyaoReVW0iqCjKnl/Ig7S0NKpdu3ZUWlpajdCrqk0E1aRaPukJBIJoiNMTCDUM4vQEQg2D9RF5BPZSXFwsNtJPXV0dGhrkv6isIfv0hCqTYtIe7Z+kMLqmuLgYt+8nQwOi//upq6ujY8eOxPFljNL/NkNDQ3H27Fm8e/cOsbGxaNeunbJNIiiAkpISaIDCC+1G4KlVnGXW4vPRJi+jVEecXqYo/W9z4MCB+PXXXzFixIgq3SfFRHIZ5fJPoxazT0rUp64cVmk9zs+RqIdtCP0rU/ul0VfmmqroKwNPTQ08NWH/DYsZ3cfGxgba2tqIiYmB2v9/idjY2GD79u3Yu3cvXF1d0b17d2RmZmLSpEnIz8+Ho6MjWrRogSZNmqBz584S+5g9ezauXr2KBg0aoKCgAFZWVpg3bx7dH1tQurXdu3dHs2bNlG0GoRqQl5eH6OjoCu3Lly9H9+7dAQDXrl1D3bp1ER0djQkTJuD8+fNITk6Wug9/f39ER0cjPDwcly5dwpkzZ2Rmv6JQutMTCLJi8uTJ2Lx5M4qKigTaR40ahYsXLyIpKQmrVq3CnTt34OzsjM2bNyM+Ph5hYWFwdnZGVFQU/P39cfr0afraf/75B+PGjavQl66uLjp06ID379/TbYmJifD29oabmxu8vLxw7949+r3169dj0KBB8PT0xOrVq+Hm5iaHvwHpUPrwnkAQx8ePHysUy6xbty7q1q1bQduxY0d06NABhw8fxujRoyu8b2lpialTpyIhIQEbN24EAHC5XHTs2BEjR44EADRs2BA7d+6Evb09AODgwYMYNWpUhXtlZGTg6dOnmDJlCgDg7du32Lp1K3bt2gVdXV08f/4cfn5+SEhIQHx8PC5evIjo6GjUrl0bU6dOrdpfShUhTk9QaXx9ffHlyxeBtsmTJ9PO9iPTp0/Hr7/+Cg8Pj0r117dvX6xYsQIvX74EUFqpd8CAAfT7YWFhOHr0KF6/fg0fHx+0bt0aQGnikbdv3wqsTRUXF+PLly+4fv067O3toa2tDQBwcXHB1q1bK2WfLCBOT1BpDh06JPRJL4pWrVqhX79++PvvvyvVH4fDwciRI3Ho0CEAgJeXl0D//v7+GDlyJF69egUfHx9YWVmhX79+AEq/MFatWlWpfhWJ0uf0y5Ytg7W1NT5+/IixY8di2LBhki8i1BiaNm0KQ0NDgR9xTg8AU6ZMwaFDh5Cbmyvx/rq6usjOzhZoc3Fxwfnz53Hq1Cl4enoKva5Vq1aYOnUq1q9fD4qi0KdPH1y+fBnPnz+nNWULhD179sTZs2eRn58PPp+PmJgYiXbJE6U/6efPn4/58+cr2wxCNaJp06ZwdnbG7t27JWqdnJwwZ84cnDlzBmPHjoWLiwt0dXXRt29fFBQUoGHDhiKv9fLywr59+3DhwgXY2tpi9erVmDdvHgoKCsDj8dC1a1d07twZAwcOxN27d+Hk5IR69erB3Nwc379/l+VHZoTSnZ5AkAXx8fECr2fNmoVZs2YBAPbv30+3u7m5Caycd+7cGSdPCsZgFBcX486dO1i5cqVA+4+vNTQ0cPbsWfq1lZUVrKyshNo3ceJEBAYGgs/nY968eUqtH0DCcAlVpjJhuIWFhXj48CFSdBsLDc6pxS9G+5zP6NixI7S0tGRlqkQuXLiAZcuWwdbWFvPmzZPZfX/77Te8e/cOBQUF6NChAxYvXgxdXV2Z3Z8JxOkJVef8HIHoQmkoc/qx2WpIpyrm1G/CofC3Hl/hTl8TUPpCHoFAUCxKn9NnZmYiKCgIb9++haamJpo3b44lS5aIXUARCsNY9x2pqyXK/9fij0rfX96x+tLcv6p9MNYTWIHSn/QcDgcTJkzA2bNnERsbCyMjI6xZs0bZZhFYhLGxcYXtOQsLC3C5XPp1SUkJ+vbti0mTJinaPJVD6U5fv359WFhY0K/Nzc0F4pkJBFlw+fJlNGnSBHfu3KkQ4VfTUPrwvjx8Ph+HDx+GjY2Nsk0hqAhMYu/FER4eDm9vb9y7dw9RUVGYMGGCLM1kFUp/0pdn6dKl0NbWpg8/EAi+vr4YOHCgwM/evXsZ3ePr169ISkqCvb093NzcEBERISdr2YHKPOlDQ0Px5s0bbN++nXVJCQjyg2nsfXnKymvHxMRgwIAB0NXVRbdu3VBSUoK7d++iS5cuMreXDaiE069btw4PHz5EWFgYNDU1lW0OQYVo2rSpxH36hg0b4tu3b9DR0QFQGlGXk5ND7wCFh4fj69ev9LQxOzsb4eHhNdbplf5Iff78OXbs2IH09HR4e3vD2dkZv/32m7LNIrCI3r174+jRo/Tro0ePwszMDHXq1EFycjKys7Px77//Ij4+HvHx8YiLi8OZM2eQn5+vRKuVh9Kf9G3btsXTp0+VbQaBxcybNw/Lly+Ho6Mj1NTU0KxZM/qIa3h4OIYNG0YP9QHAwMAApqamOHPmDFxdXZVlttIgYbiEqkPCcFmF0of3BPazow3D6EmCUlH68J5Qs9lATQKf+lyhXQ2NAWxRvEE1AJVw+oCAAHC5XKipqUFbWxsLFixA+/bS5XUvIzLpk0SNq6XBfy/knJd+y8R4McpSftv+XxCSXM4CAFU6D8DYJgIrUAmnDw0NhZ6eHgDg/PnzmDt3LiIjI5VsFYFN2NjYQFNTU2D+v2XLFgwcOBB37tyht/OYkJKSgtevX2Po0KF0m7OzM44ePYratWvLxG5loBJOX+bwAJCTkyOw0kogSMvGjRtlWhYtJSUFCQkJAk4vrJgG21AJpwdKt12uXLkCiqLw119/Kdscgoogq9h7oHREeePGDfB4PDRo0AArVqzAzz//jIyMDPz+++/IyMgAAPTq1QuTJk3Cxo0bkZOTA2dnZ/To0QPz58+HsbEx7ty5g4KCAnh6emLDhg3o1KkTIiMjcezYMezfv1/la++pjHXLly8HAERFRWHVqlXYuXOnki0iqAJM8t5PnTqVHt6rq6tXiLH38/Oj8+YdP34ca9aswfr16xEbG4tffvkFe/bsAQB8//4d9erVq1AYozyNGjVCSEgIAgMDERoaio0bN+LQoUMq7/CACjl9GS4uLli4cCEyMzPRoEEDZZtDUDJMYu8lDe8vXbqEQ4cOIS8vD8XF/xXINDMzw549exAaGoqePXuKTG75IxYWFnBwcICvry82b97MmpqMSnf63NxcZGVl0X9h8fHxqFevHurXr69kywiqgDSx99Lw7t07hISE4MSJEzAyMsKdO3cQGBgIAOjSpQsiIyNx9epVREdHIywsDIcPH5bqvo8fP0bDhg3x8ePHKtuoKJTu9Pn5+Zg2bRry8/OhpqaGevXqYfv27WQxjyBTcnJyUKtWLTRu3Bh8Ph9Hjhyh30tLS0PTpk0xbNgwdO/eHYMGDQKfzxdaCKM8e/bsQXFxMSIiIuDt7Y0uXbow3mpWBkp3en19fRw7dkzZZhCqAeXn9EBp9aQyjI2NMWTIEAwdOhQNGjRAv379cOvWLQDAjRs3sGfPHqipqYHP52Px4sVQU1NDr169sHv3bjg5OaFnz54CRVmSk5Oxb98+nDhxAg0bNsTSpUsxY8YMnDhxQmmpraWFxN4TqsyO1NWMg3TKYu+zsn4THpHHaYy6dbeQ2Hs5QGLvCVUmZLupsk0gMEDpw3tCzaZOnT+VbUKNQ6WcfvPmzdi0aRNiY2MZR1YxjSuXd2w8Uz3TswMX4ltL1APAQJuX9O9MPzPj3P0EVqAyw/tHjx7h3r17+Pnnn5VtCoFlCMt7L+69H3PiqwIRERGYOnWqQvpSCacvKirCkiVLEBwcrGxTCAS5UD4YSNmoxPB+w4YNcHJygqGhobJNIagY0sbe79q1CxcuXEBBQQFmzpyJwYMHS3V/GxsbODs74+rVq/j8+TPGjRuHkSNH4vLly9i/fz/CwsKQkZGBPn36YP369bC3t8fOnTuRnZ2NmTNniozn53K5cHd3h5ubG5KSkjB8+HB8+fIFL168QGZmJtLT09G2bVusWLFC4MCZIlD6k/7u3bt4+PAhfH19lW0KQQWRNu+9mpoaoqOjsW3bNixcuJA+PCMNBQUFOHr0KPbt24e1a9ciNzcX3bt3x/3798Hj8XDt2jWYm5vj2rVrAICkpCT06tULQGk8f3h4OGJiYuDg4CBQku3bt2/0YRwfHx8AwO3bt7Fu3TqcOXMGurq62Lp1a1X+eiqF0p/0N2/exMuXLzFw4EAApd/s48ePR0hIiNQx0ITqi7Sx956engCAVq1awdTUFPfu3aP/TwmjfMRn2dFZQ0ND1K1bFx8/fkTr1q3Rtm1b3L9/H1evXkVAQABWr16NoqIiPHjwAF27dgUgOp4fALS0tGBvby/Q1r9/f+jr6wMAPDw8BAKIFIXSnd7f3x/+/v70axsbG2zfvl2m56IJ7KWqsfeScuIDELi/uro6SkpKAACWlpZISkrC/fv3ERwcjEaNGuHkyZMwMTGBlpaW2Hh+AKhTp45KhpMrfXhPIMiC8PBwAEBqaioeP34Mc3NzAOJz4kvC0tISERERaNq0KTQ1NdGrVy9s2rSJHtqLi+cXRUJCAr5+/QqgdMXe0tKS8WetKkp/0v9IfLzkvWQC4UdKSkrg4uKC/Px8LFmyBI0aNQIgPie+JMzMzJCZmUmvN/Xq1Qvr1q2jHVVcPL8ounfvjhkzZuDTp09o06YNZs+eTduvqOpOJPaeUGVazD7JOEinLPaex+OJ1NSqVataxd5v2rQJeXl5dCKP8ixevBiNGjXC5MmT5W4HGd4TCEqkqKgIjo6OePnyJb3CL2/Ik55QZSKTPgmmF5eCsid92y+1oMmvuNhVpEbhuT6vWj3pVQWVmNP/mL44MDAQffv2ZXQPpnHlTGPdmeqZ5slnGucujT0/2iTvz0xgByrh9IDs0xcTahZlDw5NTU3weDyMGzcO1tbWGDJkCBITEwX29q9fv4558+bh3LlzuH79OtauXYuioiIUFRWhcePGdEKNpKQkke+xGZVxegKhqpQ9OJ49ewY3NzdcuHABPXr0wMmTJwXmyxEREXB1dUVJSQmmTp2Kffv2wcTEBEBpzjsOh4Pi4mKR77EdlfnKCgwMhKOjI4KDg5GVlaVscwgspl27dqhbty4+ffoEd3d3gVTYOTk5OHfuHNzc3JCbm4u8vDw6Qg4ATE1NweFwxL7HdlTC6Q8ePIiYmBiEh4eDoigsWbJE2SYRVISPHz+Cy+UK/Eh6KNy+fRsNGjSAiYkJbGxswOVy8eLFCwDA6dOn0aVLFzRr1gz16tXD8OHDYWdnh4kTJyIsLAwfPnwAALHvsR2VGN6Xpb/W1NSEr68vJk2apGSLCKoC02IXFEXh7du32LBhAx3s4ujoiPDwcMyaNQsREREYNWoUfc3ChQsxduxYJCUl4dKlS9ixYwfCw8PRokULse8pm4EDB0LSxpuoQDelO31eXh5KSkqgp6cHiqJw6tQpVqQRJiiGyhS7OH36NObMmYOuXbtCX18f7u7uGD9+PDw8PPDq1SvY2toKXGdkZAQjIyN4enpiwoQJuHjxIsaOHSvxPWUi6qDO/fv3ER0dLTZJiNKdPiMjA1OmTEFJSQn4fD5at26NRYsWKdssgopQmQM39vb2OH36NHbs2IF58+bB2NgYBgYGCAoKgoODAz0CyM3Nxd27d9GnTx9wOBxkZWWBy+XC0NBQ7HuqQFn8PwC8f/8eMTExiI6Oho6ODkaOHIlhw0RHSCrd6Y2MjBAVFaVsMwjVjN9//x1ubm7w8/NDkyZN4O7ujsWLF2Pp0qW0hqIoHDx4EEuXLoWWlhZKSkrg6OiIQYMGIScnR+R7qkJaWhrmzp2Ld+/ewcHBAVu2bEGrVq0kXie10/fr10/oyqWmpiYMDAxgZ2cHHx8fVhTwI1Q/fpy/Nm/eHLdv36Zf+/r6VkjUoquri23btgm9n7j3VIWsrCykpKTA2toaPXr0kHqtQeow3L/++gsxMTEYNWoUmjVrhg8fPuDgwYMYMmQI6tWrh7///hu2trYICgqqyucgsBAShqs8CgoK8M8//yA6OhovX76Evb09XF1dxQa6Se30w4YNw+7du2Fg8N8/7qdPnzBu3DicPHkSr169wtixY5GYmFj1T0JgFWu9HPD70ThG15Q5feHju6CKCiu8z9HUgpZpF+L0IihL9FGe9PR0xMTEIDIyErVr1xY5bZZ6LP7582c6+0gZderUQXp6OgCgZcuWlQ6qKSwsxIoVK3Dt2jVoaWnB3NxcYO5FIBAE6dixIyiKAofDqfAnALHbeVI7/YABAzBp0iRMmjQJBgYG+PTpE3bs2IEBAwYAKE1wWdmVzdWrV0NLSwtnz54Fh8OpsC8rDUyLSzA9EMP0QI80xSiqUohCms8LVK0Ax1ovB4l6pk94efL9+3f07dsXw4cPp4tNRkREYM6cOVi/fj2dCy8iIgIJCQn47bff6Ono9+/fkZOTQ9ddGD58OEaMGKGcDyIFFy5cAADw+XxkZmaiQYMGUp8JkNrplyxZgk2bNmHhwoVIT09H48aNYW9vj99++w1A6Sr8jh07GBufm5uLqKgoJCYm0t9S5UMfCQRpiYuLg5mZGU6ePImgoCB6a+7nn3/Ghg0bYGdnJ7DQbGxsjOjoaAD/fRFs3LhRKbYzRV9fH2vWrMHx48eRn5+POnXqwNPTE4GBgRIz8EgdhqulpYXAwECcP38eycnJuHDhAgIDA+lcY40bN8ZPP/3E2Pi0tDTUr18fmzdvhpubG0aNGiUx5RCBIIzw8HAEBATA2NiYfhICpUPhli1b4sSJE4zu988//8DBwQHOzs5wcHBQqf+XW7ZsQXp6Os6ePYu6desiJiYGXC4X69evl3gto/21V69e4cmTJ8jLyxNo9/DwYGZxOUpKSpCWlgZTU1PMmjUL9+/fx8SJE3Hu3DmVr/NNkD/SFrt48uQJvn37BktLS3z+/Bnh4eEC6adnzJgBf39/uLi4SN33hg0bEBISgs6dO6O4uBgFBQVV+zAy5OTJkzh27Bid1dfIyAihoaFwcnISmo6rPFI7/fbt27FlyxaYmJigdu3adDuHw6mS0zdr1gwaGhpwcCidP5qZmaFBgwZ4/fo1OnXqVOn7EqoH0sbenzhxAs7OzuBwOLCzs8OyZcvw6dN/SUCMjY3Ro0cP7N+/n06aKQlLS0ssX74cdnZ2sLa2Rtu2bav+gWTEt2/fBNJ4A6Xpu8XlHCxDaqffu3cvjh8/Tp8tlhUNGzaEhYUFrly5AisrK7x+/RoZGRlo3ry5TPshsBNpYu+LiooQFxcHTU1Neo7O4/EQEREhsMU8bdo0eHt7C9RZEMeCBQvw5MkTJCUlYfLkyfDz86vSA06WlC2mGxgYgM/n4+7duwgLCxNb4KMMqZ2+du3aUoX4VYbFixdj7ty5CA0NhYaGBlatWiXyUAWhZiFN7P2FCxfQsmVLHD58mG67e/cuZs2ahYkTJ9JtRkZGGDx4MPbu3YuOHTtK7PvVq1cwMTGBiYkJcnJy8PDhQ5Vxeh8fHzx//hwGBgagKAqBgYFwcHCgF9bFIbXTT5s2DcuWLcPkyZMrrK5XNX2QkZER9u/fX6V7EGou4eHhcHR0FGjr0qUL+Hw+3r9/L9AeEBCAyMhIqe67atUqcLlcqKuro27duggJCZGZzVVl5MiR9O/lw43z8/MlXiu105cl5T9+/DjdVhYMkJKSIuoyAkHu/PXXX0Lbz58/X6FNX18fd+/erdDu5uYGNzc3gbbt27fLxkA58erVK2RkZAgE4vj5+SEsLAwcDgc9e/YUep3UYbjv3r0T+V5ZQAOhZkLCcBXPvHnzcPLkSdSvX1+gPT09HU2aNAFFUSJD4qV+0hPHJoiidoOZlb727qUEFGR9q3jPuvVhadqlKmZVa86fP49///23wrZ2ly5dkJCQIPZasU6/YMECOgb+jz/+EJkUUNraYMLgcrkCiw/Z2dnIycnBjRs3Kn1PAqG6Q1GU0DgWaRJ3inX68rH08tpCMzQ0pLdZAGD58uVCTxBJgmmceMHpBxL1te3/ixNoevGeRP3HAeb070wLRTC1Xxr9j9dc2bVFor7P+P++gJmeB1Am5fPe5+fno02bNvDz80PXrl0RERGBFStW4OeffwaPx4OhoSGWL1+Oxo0bAyiNXw8LC0NkZCTU1NTA4XAwZswYDB8+HEDpg8nOzg5t27YFn8+HtrY2goODlZrW7eRJ4cVRzp49K/FasU7/v//9j/594sSJQhNkyDJddVFREWJjY7Fr1y6Z3ZNQcyhfMOWff/6Bv78//X+pd+/e2LhxIyiKwsyZM7F582YsXrwYALBt2zYkJSXh2LFjqFevHj58+IAJEyZAS0sLzs7OAAA9PT364bR3717MnTtX6l0AeVC+/LY4hBXElHqvbebMmRWO62VmZmL06NHS3kIi8fHxMDAwQIcOHWR2T0LNxM7ODt7e3hUeIBwOBz169KDTWRcWFiIsLAzBwcGoV68egNIo0aCgIGzatEnovfv06YPXr1/L9wNI4O3btwI/d+7cwc6dO/HixQu67c2bN0KvlXohT0NDA/PmzcOKFSsAlCa0HDNmjFQRQNISHh4Od3d3md2PwH6kjb0XhpmZGeLj49G/f3+6raioCJcuXaKP2b558wa1atVC69aCR6HNzc2RlpaG3NzcCvc9c+aM0jM2C1tHu3z5MuLi4hAaGir2Wqmf9KtWrUJGRgZWrFiBz58/Y9SoUbC3t8f06dOZWyyET58+4ebNmxWCLAg1G19fXwwcOFDgZ+/evVJdW35kevXqVTg7O6NXr174+vUrfRhH0o512fvZ2dlwdnaGk5MTUlJSsHLlykp+IvlhZWWFc+fOSdQxetJv3LgREyZMgIODA/z9/TF+/PgqGVmeyMhI9OvXDw0aNJDZPQnsh0ne+x958OABfUimbE6fk5OD8ePHY8OGDQgKCkKLFi3A4/Hw8uVLgaf9vXv3YGhoCF1dXXz79k1gTq8K/Bg3U1BQgOjoaKm21sU6vbBtOl1dXairq+Pp06d01pGqbNmVERkZiXnz5lX5PoTqRWXy3gOl+9iHDx/Grl278PLlfxmKdHV1sXjxYvj4+GDMmDFo0qQJ/Pz8EBwcjM2bN9MLeatXrxZaRUdVsLW1FUiPpaWlBWNjY6lGIGKdXtQ2nTwW2qTZaiAQxDF16lR6y65169YICwuDmZmZgNMDgImJCYYMGYKdO3di3rx5CAgIgJqaGjw9PelRxa+//sro7L2iefTokcBrJudfxDq9sOV+AkEVEVW3DRAeV1/+8IyamhoCAgIQEBAg9HpDQ0Ncv35dNobKCDU1NfB4PNy/f58OvTU3N5eq7oTUsfeAfDLnENjPlonxjIN0ymLvk7avFx2GO3EGib0XwcuXLzFx4kTk5+fTdSi0tbWxbdu2CjsRP6L0zDkE9mMy3A/AS4k6YWjVGw+oV3zuaOmyvw68PAkODsbw4cPh5+dHt5XFG0g6pq70zDkAcPHiRWzYsAEURYGiKEyePBl2dnYy74dAqC6kpKTg77//FmgbN24cdu7cKfFapWfOoSgKQUFBOHjwINq1a4cnT57Ax8cHtra2jBYnmMaVM42ll0dsfHl9UlKSRL2lpSX9uzRnBwDB8wNM+2Cau18ZeHp6oqioCDweD6mpqfQWXXZ2NurXr4+IiAha++zZM0ycOJGe/xsbG6Nv374C5/GNjY1x584d6OjoYNSoURg3bhxd20GVaNq0KW7fvg0LCwu67datW2jatKnEa1Uic46amhqys7MBlP5jNWnSpMr3JNQMypK6cLlcuLu703vp169flxiZBpSuU928eRM9evSQq52yZsaMGQgICED//v3x008/4f3797h48SLWrFkj8VqlZ87hcDj4888/ERAQAG1tbeTm5iIsLKzS9yMQmDBlyhSsXbsWR44cUbYpjBg4cCDCw8MRFxeH9PR0tGzZElOmTJGqcq3UTl++eIAsKS4uxo4dO7B161Z069YNt2/fxvTp03Hy5MkKtfMINY+qxN5Lg52dHda0oQoAABLxSURBVA4ePIjz58/D1tZWJvdUFC1atEBAQAC+fv2Khg0byr6slbwy56SkpCA9PR3dunUDAHTr1g116tTBy5cv0blzZ7n0SWAP0ua9/xFpkkmUMXPmTISEhMDGRjVyA0jD169fsWzZMvzzzz8oLi6GhoYGBg0ahEWLFlVIofUjjCrcXLhwATdv3kRmZqbAQYWqhOE2bdoUHz9+xKtXr9CqVSu8fPkSGRkZ+OWXXyp9T0L1obKx9w0bNsS3b4L7/5mZmUILXfTu3RuNGjVCTExM1YxVIHPnzoWOjg5iY2PRrFkzfPz4ERs2bMDs2bMlJvSU2uk3b96MI0eOYOjQoThz5gy8vLwQFxdHH1GsLI0bN0ZwcDCmTZtGfzuvWLFC4rcVoWZQ2dj7shDyy5cvo2/fvigpKcGxY8fQp08fofrff/9dZidGFcGtW7fw77//0jEzLVq0wMqVK9G7d2+J10rt9OHh4di9ezfatWuHiIgIzJ07Fw4ODti6dWvlLf9/nJyc4OTkVOX7EAhl1KpVC5s3b0ZISAjWrFkDPp+PHj16CBS/KE+nTp3QoUMHcLlcBVtaOVq1agUul4s2bdrQbW/fvpUYjQcwcPqsrCw6FVGtWrXA4/HQuXNn3Lx5sxImEwiyRVh8vKmpqdjotKdPnwq8/rFMtSoXYLGyssL48ePh4uJCb9lFRkbC3d1dII2Xq6trhWuljr13dXXFqlWr0LZtW/z666+wtbVF3bp1sXHjRrGHHQjVnwvxrRkH6ZTF3t89nIXCHOFhuF186pLYexGMGDFCooaiKBw6dKhCu9RP+unTp9MLI7///jsCAwORl5eHRYsWMTCVUB2p/bryee8JlePgwYOVvlZqp+/Xrx/9u5mZGc6dO4cnT55g69atJE6eUGl6JS2E2g9bcgDA19dHgc+fSrCIHVy7dg26urp0OfekpCQUFxfDyspK4rUSnT4/Px87duzAkydP0Lx5c0yZMgWZmZkIDQ3FlStXZJJoICEhARs2bEBxcTHq1auHkJAQGBkZMboH0zhxecfGMz0LII+zA4Dg+YG/n78XoyxlbNufKm0TQXGEhIRg2bJlAIADBw7gwIED0NHRwaVLlzB37lyx10p0+iVLluDx48ewsrLCpUuX8OzZM7x69QouLi5YsmQJGjZsWCXjv3//jlmzZuHIkSNo2bIloqOjERwcTHLfE6Siqgdu2rVrBzU1NRQWFmLw4MGYMWOGUj4HU7hcLkxNTQEAERERCA0NRevWrWFnZ1d1p798+TKio6PRqFEjjBo1Cv3798eBAwfQvXt3mRj/5s0b6Ovro2XLlgBKpxFBQUF0aCGBII6qHrg5cuQIdHR0kJ+fj2HDhsHGxgZmZmZytVkWaGlpoaioCFlZWfjw4QM6d+4MDoeDwsKKxUB/RKLT5+Xl0VFMTZs2hba2tswcHgBatmyJL1++IDk5GZ07d0ZsbCwA4MOHD8TpCXKPvS8jPz8fxcXF0NPTk+l95YWVlRWmTp2KwsJCDBo0CBwOB69evap6NlwAKCkpQVJSkkDY7Y+ve/XqVUnTS8sFrV+/HiEhISgsLIS1tTXq1q1b4R+aUDOpbOy9tHh7ewMoHXH6+PjIJWeEPFiyZAl27doFPp9Pp6KvW7cu1q1bJ/FaiU7fqFEjgTlC/fr1BV5zOJwqn8Dr3bs3HT745csX7Nq1i8TeEwBUPvZe2gM3ZcP7rKwsjB49mjWn7erUqVMhca2+vn6FXBfCkOj0igi8+fz5Mxo3bgw+n49169bB29sb2tracu+XoPpUNvaeyYEboPSLpHfv3rhy5QornL4qqER6mj///BP29vaws7NDrVq1EBgYqGyTCCyn/IEbABIP3BQVFeHu3btSJaFgO4yO1sqL5cuXK9sEQjVD2gM33t7e9JZdz5494ePjoySLFQejvPcEgjCu7NrCOEinLPa+9rTpoiPyNvxJYu/lgEoM7wnsRr1DN2WbQGCASgzvCTWXG3uHo0i9oEK7ZkltdK5Y+IYgAxTi9KGhoTh79izevXuH2NhY+lz+69evMXv2bHz79g3169dHaGhopRdSmOaxZxqrzzRunWmsPlP7pYmLBwRj4+V93oDADhQyvB84cCAOHjxYIVpo0aJF8PX1xdmzZ+Hr64uFCxcqwhxCNYTH42HDhg0YPHgwHB0d4eLigpUrV+LKlSsCxSuTk5NhbW2NixcvYujQobh06ZLAfXJzc9G1a1dwuVy8e/cO/v7+cHR0hKOjI9zc3PDs2TNs27YNzs7OcHZ2RpcuXTBw4ED69YcPHxT90RmjkCe9sLDdjIwMPH78mC7N4+DggKVLl5KYe0KlmDNnDgoLCxEeHg5dXV0UFxcjPDwcRUVFtObatWsICgrC2rVr0bNnT7x8+RKRkZGwtramNWfOnEGnTp1gaGgIf39/WFtbY+TIkQCAT58+QUNDA5MmTcKkSZMAQKWr4IhCaXP6Dx8+wMDAgI62UldXR5MmTUjMPUEAaWLvU1NTcf78eSQmJkJXVxcAoKGhAS8vLzqFVnx8PIKDg7F161b6DLqLiwu2bNmC79+/o169egBKT6x5eXnRfRsYGND9lP+dzZCFPIJKI03s/ePHj9G8eXPacX/kzZs3CAwMxNGjR+mjt0Bp2KqlpSXi4uIwYsQIvHnzBs+ePaOTwkyYMAFBQUHo0KEDzMzMMHjw4GpRi0FpW3bNmjXDp0+fUFJSAqA0Yio9PR3NmjVTlkkEFeTQoUO4cOGCwM/o0aMZ3aNx48Zo3bq10NJV7u7u9Jn7iIgIDB06lE4r7eTkhPj4ePj6+iI/Px+jR49GXFxchXuwDaU5faNGjdC+fXv6LzEuLg7t27cnQ3uCAE2bNoWhoaHAz48HbkxNTfHmzRt8//5d6D20tbWxe/du3L9/H0uXLhV4r3///vj48SOePHmC6OhouLu7C7zfoEEDDB06FAsXLsSkSZOI00vLsmXLYG1tjY8fP2Ls2LEYNmwYACA4OBgHDhzA4MGDceDAASxevFgR5hCqGS1atICNjQ0WLlyInJwcAKUjx+PHjyMvLw9A6RHuv//+u4Lja2howMnJCfPmzYOenp7A8D0hIYFOSlFSUoKnT5/C0NBQgZ9MPihkTj9//nzMnz+/Qnvr1q0FquASCJVl5cqV2LJlC9zd3VGrVi3w+Xz069cPP/30X+yEnp4edu/ejbFjx2Lp0qVYsGABAMDDwwO7d+/GnDlzBO5Zln1HQ0MDJSUl6NixI6ZNm6bQzyUPSOw9ocokJSUxDtIpi71Prn9VTERebxJ7LwdI7D2BUMMgW3aEKpPS6BdUNhjX9803aPHzKrQXqmnjofAdOEIVUWrsvaj2ylBw+oFETW37TvTvTOPK5R2rLw/7AcHPwLQPpp+BwA6UGnsvqp1AYIKxsTFyc3MF2iwsLOgKtKNGjaLj44cMGYK9e/cC+C93fFncvLOzM8aMGUO/Z2xsLFC2jcvlwsLCgn5tY2MDBwcH8Pl8gbZnz57J66PKBKXF3otrJxBkzfz58zFgwAB8+PABDg4OsLCwgK6uLvT09Ohc+T+ira2NCxcuYPz48SITtebl5SE6OlpodVhVhSzkEVSajx8/gsvlCvxkZWVV+n7NmjVDy5Yt8fr1a4laTU1NjBs3Dn/+Kbqm3uTJk7F582aBgz2qDlnII6g0ss57/+LFC7x69QrGxsb4v/buP6Spfo8D+NvNZq1oK3vUuEnmA4U4nFJW7FLSrNBKprNRZEjdEsSnH4ZZlBhhW6SF2DKYv7pIoFh5ZqT3auhuQQZh0AWtJhfCzCt2S2zD6kl37f4Rntvcpjv+2NnjPi8YuO85O9/vwA87Pz7fzxf4sfyVSqVit8vlchQUFLDv09LSkJCQgNevXztdCEMmkyEyMhK1tbWc04P5QkFPvNp0694D9rXvtVotSkpKEBAQgIKCAoSHh6Ovr2/S03vgx/JRWVlZKC4udrkse3Z2NtLT07F37163xsU3Cnri1dypez9e437x4sUAAJvNhuHhYbt5HOPX9NOhVqtRVVWF58+fO90eHh6OuLg4tjaEt+M1995VOyFcKBQK1NXVse/r6uogl8uxaNGiWTm+UChEdnY29Hq9y32OHz+Ompoah6cI3ojX3HtX7YRwkZeXB51Oh6SkJAgEAqxcuRJFRUVufXbiNT0Ap6f7CQkJqKiocBnUISEhUKlUuHXrFvcv4GGUe09m7K//6uecpDOeey+z/G2SjLxdlHs/B+iRHSE+hm7kkRk71/efaafjtoj/gv86+TcUwoY/YWCmQyNOeCzoneXZDw0N4cyZM+jt7YVIJMLq1atRUFAwreo5XHPp5zo3nmsde67jcWf/iZ/hOiau+5M/Bo+d3jvLs/fz88PRo0fR0tKCBw8eIDQ0FNeuXfPUkMg8Y7FYEBUVBa1Wa9fe2dmJI0eOQKlUQq1WIyUlBVVVVex2Z/nyarWaraQ733gs6Dds2OBQ9FIqldpNYIiOjkZ/v3u/YIRM1NjYCLlcjqamJjYttru7GxkZGUhPT4fJZALDMKisrHRYu96XeM2NvLGxMdTW1kKpVPI9FPIHVV9fj6ysLKxbtw5tbW0AgIqKCmg0GsTFxbH7BQYGIicnh69h8s5rbuRdunQJYrGYXU2EEMC9xS4AwGw249OnT9i8eTM+fPiA+vp6JCYm4tWrV0hISJiynxMnTtg9Guzp6ZmV8Xsjrwj6wsJCvH37FgaDAQKB15x8EC/g7oSbe/fuQaVSwc/PDzt37oRWq8X79+8djqfVatHR0YHBwUHcvXuXveTU6/V2RVx+Xv9uvuE96IuLi9HV1YXy8nKIRCK+h0O8jDsTbkZGRtDY2AiRSMRm042OjoJhGERERKCzsxPbt28HADYDdNOmTexCK77GY0Gv1Wrx8OFDfPz4EYcPH4ZUKkVJSQnKysoQFhaG/fv3AwBWrVqFmzfdW4aZzH/uTLhpa2vDmjVrUFtby7a9ePECZ8+ehV6vx6FDh7B+/Xp2ocqRkRG7aje+xmNB7yrPvru721NDIPNUfX09kpKS7NpiYmIwNjYGq9WKsrIyXL9+HRcvXsTy5cuxYMECZGZmIigoiKcR84v303tCZqqystJpe2trK/v3ZBNhTCaTQ9v4+nbzEU24ITMW8o9/cs7MG59w8+/RENdpuAsGaMLNHKBfejJjPb8Lp97JhUsPO/Hhi+MNtV/EQhh2/zKTYREXeK17n5WVhb6+PggEAojFYuTn5yMiIsITQyLEZ3kk6OPj45Geno60tDS79sLCQrbYYGtrK86fPw+j0TitPrhOWGmvmvoJwZ+P/Dbt/blO0OG6mMbNTMfrUGd+M/w/w5FrH1y/A5+USiVGRkbw+PFj9hEfwzA4d+4c8vPzIRaLcfnyZbu5H1u2bMGOHTtw7NgxPHr0yO7RIMMwMBqNuH37NpRKJQwGA9auXQuz2QydTger1YrR0VEsXboUpaWlWLFihce/83TxWvf+5+qiw8PDdoUMCeEqKCgIT548YVNujUYjIiMj2e0KhcJpySuJRIL29nb2kR7wI+idFbrMycnB6dOn2Xp7PT09s1aWy1N4v6bPy8tDe3s7vn//7vIuLCHuSElJAcMwiIuLw7t37/Dlyxe3lkpTq9VgGIYN+t7eXpjNZqfpuwMDAwgODmbfh4WFzdr4PYX3oNfpdACAhoYGFBUVoaKigucREW/ibu49AGzcuBE1NTWwWCwwGo1ITk7Gy5cv2e1Pnz61q4d38OBBaDQaqFQq3LhxAxaLBRKJBAzDYNeuXVi4cKFDH5mZmUhLS0NMTAyio6Oxe/du/Prr1JdN3sRrEt2Tk5Px7NkzDA0N8T0U4kUOHDiA+Ph4u9f4WnQT+fn5ITExEU1NTWhqasKePXvstisUCty/f599aTQaAD9m3SkUCjQ2NmJsbAwNDQ1ITU112kdGRgaam5uhUqnQ39+P1NRUdHR0zO6XnmO8/dJ//vwZVquVnfBgMpkgkUgglUr5GhLxQlwXu0hJSYFGo0FsbCyWLVvmdj+pqakoLS1FWFgYlixZArlc7nLf4OBgdsHLgIAAtLS0IDY21u2++OaRoHeWd19dXY2TJ0/i69evEAgEkEgkMBgMdDOP2HEn9/5noaGhOHXqFKKiojj1s3XrVly4cAHFxcWTzrBrbW3Ftm3bIBQK8e3bN7x58wbx8fGc+uIbr3Xv79y544nuiY/Zt2+f0/aJ1/QymYy9p+Tv7w+VSoXq6mqUl5e7PHZzczOuXr2KgIAA2Gw2KBQKh0fR3o73G3mEzAZn+fMAcOXKFfbvqebI5+bmIjc3d9Jjz4cajpR7T2bs9793ck7SGc+9zzMNYvCr4zTXwEUC6JSBlHs/ByjoCS9sNhu6uromLWQhFAohk8ng708npLOJgp7wxmazTRn0FPCzj4KeEB/jNck5hBDPoKAnxMdQ0BPiYyjoCfExFPSE+BgKekJ8DAU9IT6Ggp4QH0NBT4iPoaAnxMf8Dxa8mjxPt6EyAAAAAElFTkSuQmCC\n", "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": [ "## 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": "3.6.8" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 1 }