diff --git a/examples/Noise2Seg_2D/DSB2018_Noise2Seg_Example.ipynb b/examples/Noise2Seg_2D/DSB2018_Noise2Seg_Example.ipynb index 5308604..4cf5aa9 100644 --- a/examples/Noise2Seg_2D/DSB2018_Noise2Seg_Example.ipynb +++ b/examples/Noise2Seg_2D/DSB2018_Noise2Seg_Example.ipynb @@ -2,17 +2,9 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Using TensorFlow backend.\n" - ] - } - ], + "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", @@ -39,7 +31,9 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# create a folder for our data\n", @@ -58,7 +52,9 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "trainval_data = np.load('data/DSB/train_data/dsb2018_TrainVal40.npz')\n", @@ -616,7 +612,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "from noise2seg.utils.compute_precision_threshold import " @@ -647,7 +645,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [] } @@ -668,7 +668,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.1" } }, "nbformat": 4, diff --git a/figures/Figures_weightScheduling_AP.ipynb b/figures/Figures_weightScheduling_AP.ipynb new file mode 100644 index 0000000..1eb77f6 --- /dev/null +++ b/figures/Figures_weightScheduling_AP.ipynb @@ -0,0 +1,882 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load VoidSeg Results" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def read_voidseg_results(name):\n", + " content = []\n", + " with open('/Users/prakash/Desktop/fileserver_Noise2Seg/VoidSeg_Baselines/machine_readable/' + name) as f:\n", + " line = f.readline()\n", + " while line:\n", + " content.append([float(x) for x in line.strip().split(\" \")])\n", + " line = f.readline()\n", + "\n", + " return np.array(content)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "BBBC_n150_AP_baseline = read_voidseg_results('BBBC_n150_AP_baseline.txt')\n", + "BBBC_n150_AP_sequential = read_voidseg_results('BBBC_n150_AP_sequential.txt')\n", + "BBBC_n150_AP_finetune = read_voidseg_results('BBBC_n150_AP_finetune.txt')\n", + "BBBC_n150_AP_finetuneSequential = read_voidseg_results('BBBC_n150_AP_finetune-sequential.txt')\n", + "\n", + "BBBC_n150_SEG_baseline = read_voidseg_results('BBBC_n150_SEG_baseline.txt')\n", + "BBBC_n150_SEG_sequential = read_voidseg_results('BBBC_n150_SEG_sequential.txt')\n", + "BBBC_n150_SEG_finetune = read_voidseg_results('BBBC_n150_SEG_finetune.txt')\n", + "BBBC_n150_SEG_finetuneSequential = read_voidseg_results('BBBC_n150_SEG_finetune-sequential.txt')\n", + "\n", + "BBBC_n150_SEGoptAP_baseline = read_voidseg_results('BBBC_n150_SEGoptAP_baseline.txt')\n", + "BBBC_n150_SEGoptAP_sequential = read_voidseg_results('BBBC_n150_SEGoptAP_sequential.txt')\n", + "BBBC_n150_SEGoptAP_finetune = read_voidseg_results('BBBC_n150_SEGoptAP_finetune.txt')\n", + "BBBC_n150_SEGoptAP_finetuneSequential = read_voidseg_results('BBBC_n150_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "BBBC_n200_AP_baseline = read_voidseg_results('BBBC_n200_AP_baseline.txt')\n", + "BBBC_n200_AP_sequential = read_voidseg_results('BBBC_n200_AP_sequential.txt')\n", + "BBBC_n200_AP_finetune = read_voidseg_results('BBBC_n200_AP_finetune.txt')\n", + "BBBC_n200_AP_finetuneSequential = read_voidseg_results('BBBC_n200_AP_finetune-sequential.txt')\n", + "\n", + "BBBC_n200_SEG_baseline = read_voidseg_results('BBBC_n200_SEG_baseline.txt')\n", + "BBBC_n200_SEG_sequential = read_voidseg_results('BBBC_n200_SEG_sequential.txt')\n", + "BBBC_n200_SEG_finetune = read_voidseg_results('BBBC_n200_SEG_finetune.txt')\n", + "BBBC_n200_SEG_finetuneSequential = read_voidseg_results('BBBC_n200_SEG_finetune-sequential.txt')\n", + "\n", + "BBBC_n200_SEGoptAP_baseline = read_voidseg_results('BBBC_n200_SEGoptAP_baseline.txt')\n", + "BBBC_n200_SEGoptAP_sequential = read_voidseg_results('BBBC_n200_SEGoptAP_sequential.txt')\n", + "BBBC_n200_SEGoptAP_finetune = read_voidseg_results('BBBC_n200_SEGoptAP_finetune.txt')\n", + "BBBC_n200_SEGoptAP_finetuneSequential = read_voidseg_results('BBBC_n200_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "DSB_n10_AP_baseline = read_voidseg_results('DSB_n10_AP_baseline.txt')\n", + "DSB_n10_AP_sequential = read_voidseg_results('DSB_n10_AP_sequential.txt')\n", + "DSB_n10_AP_finetune = read_voidseg_results('DSB_n10_AP_finetune.txt')\n", + "DSB_n10_AP_finetuneSequential = read_voidseg_results('DSB_n10_AP_finetune-sequential.txt')\n", + "\n", + "DSB_n10_SEG_baseline = read_voidseg_results('DSB_n10_SEG_baseline.txt')\n", + "DSB_n10_SEG_sequential = read_voidseg_results('DSB_n10_SEG_sequential.txt')\n", + "DSB_n10_SEG_finetune = read_voidseg_results('DSB_n10_SEG_finetune.txt')\n", + "DSB_n10_SEG_finetuneSequential = read_voidseg_results('DSB_n10_SEG_finetune-sequential.txt')\n", + "\n", + "DSB_n10_SEGoptAP_baseline = read_voidseg_results('DSB_n10_SEGoptAP_baseline.txt')\n", + "DSB_n10_SEGoptAP_sequential = read_voidseg_results('DSB_n10_SEGoptAP_sequential.txt')\n", + "DSB_n10_SEGoptAP_finetune = read_voidseg_results('DSB_n10_SEGoptAP_finetune.txt')\n", + "DSB_n10_SEGoptAP_finetuneSequential = read_voidseg_results('DSB_n10_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "DSB_n20_AP_baseline = read_voidseg_results('DSB_n20_AP_baseline.txt')\n", + "DSB_n20_AP_sequential = read_voidseg_results('DSB_n20_AP_sequential.txt')\n", + "DSB_n20_AP_finetune = read_voidseg_results('DSB_n20_AP_finetune.txt')\n", + "DSB_n20_AP_finetuneSequential = read_voidseg_results('DSB_n20_AP_finetune-sequential.txt')\n", + "\n", + "DSB_n20_SEG_baseline = read_voidseg_results('DSB_n20_SEG_baseline.txt')\n", + "DSB_n20_SEG_sequential = read_voidseg_results('DSB_n20_SEG_sequential.txt')\n", + "DSB_n20_SEG_finetune = read_voidseg_results('DSB_n20_SEG_finetune.txt')\n", + "DSB_n20_SEG_finetuneSequential = read_voidseg_results('DSB_n20_SEG_finetune-sequential.txt')\n", + "\n", + "DSB_n20_SEGoptAP_baseline = read_voidseg_results('DSB_n20_SEGoptAP_baseline.txt')\n", + "DSB_n20_SEGoptAP_sequential = read_voidseg_results('DSB_n20_SEGoptAP_sequential.txt')\n", + "DSB_n20_SEGoptAP_finetune = read_voidseg_results('DSB_n20_SEGoptAP_finetune.txt')\n", + "DSB_n20_SEGoptAP_finetuneSequential = read_voidseg_results('DSB_n20_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "DSB_n40_AP_baseline = read_voidseg_results('DSB_n40_AP_baseline.txt')\n", + "DSB_n40_AP_sequential = read_voidseg_results('DSB_n40_AP_sequential.txt')\n", + "DSB_n40_AP_finetune = read_voidseg_results('DSB_n40_AP_finetune.txt')\n", + "DSB_n40_AP_finetuneSequential = read_voidseg_results('DSB_n40_AP_finetune-sequential.txt')\n", + "\n", + "DSB_n40_SEG_baseline = read_voidseg_results('DSB_n40_SEG_baseline.txt')\n", + "DSB_n40_SEG_sequential = read_voidseg_results('DSB_n40_SEG_sequential.txt')\n", + "DSB_n40_SEG_finetune = read_voidseg_results('DSB_n40_SEG_finetune.txt')\n", + "DSB_n40_SEG_finetuneSequential = read_voidseg_results('DSB_n40_SEG_finetune-sequential.txt')\n", + "\n", + "DSB_n40_SEGoptAP_baseline = read_voidseg_results('DSB_n40_SEGoptAP_baseline.txt')\n", + "DSB_n40_SEGoptAP_sequential = read_voidseg_results('DSB_n40_SEGoptAP_sequential.txt')\n", + "DSB_n40_SEGoptAP_finetune = read_voidseg_results('DSB_n40_SEGoptAP_finetune.txt')\n", + "DSB_n40_SEGoptAP_finetuneSequential = read_voidseg_results('DSB_n40_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read Noise2Seg Results" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def get_measure(pre, exp, run=1, fraction=0.5, measure='AP', score_type='validation_'):\n", + " with open('/Users/prakash/Desktop/Noise2Seg_cluster/experiments/{}_{}_run{}/fraction_{}/{}scores.csv'.format(pre, exp, run, fraction, score_type)) as f:\n", + " line = f.readline()\n", + " while line:\n", + " line = line.strip().split(',')\n", + " if line[0] == measure:\n", + " return float(line[1])\n", + " line = f.readline()\n", + " return None" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def read_Noise2Seg_results(pre, exp, measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type='validation_'):\n", + " \n", + " stats = []\n", + " \n", + " for frac in fractions:\n", + " scores = []\n", + " for r in runs:\n", + " scores.append(get_measure(pre, exp, run=r, fraction=frac, measure=measure, score_type=score_type))\n", + " \n", + " scores = np.array(scores)\n", + " stats.append([frac, np.mean(scores), np.std(scores)/np.sqrt(scores.shape[0])])\n", + " \n", + " return np.array(stats)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fraction to #Images" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def fraction_to_abs(fracs, max_num_imgs=3800):\n", + " return np.round(max_num_imgs*fracs/100)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "304.0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fraction_to_abs(8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DSB2018 n10: AP scores on validation data" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "joint_alpha0_1_dsb_n10 = read_Noise2Seg_results('alpha0.1', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_2_dsb_n10 = read_Noise2Seg_results('alpha0.2', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_3_dsb_n10 = read_Noise2Seg_results('alpha0.3', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_4_dsb_n10 = read_Noise2Seg_results('alpha0.4', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_5_dsb_n10 = read_Noise2Seg_results('alpha0.5', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_6_dsb_n10 = read_Noise2Seg_results('alpha0.6', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_7_dsb_n10 = read_Noise2Seg_results('alpha0.7', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_8_dsb_n10 = read_Noise2Seg_results('alpha0.8', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_9_dsb_n10 = read_Noise2Seg_results('alpha0.9', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(joint_alpha0_1_dsb_n10[:, 0], \n", + " y = joint_alpha0_1_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_1_dsb_n10[:, 2], \n", + " label='denoising =0.1', color='orange')\n", + "\n", + "plt.errorbar(joint_alpha0_2_dsb_n10[:, 0], \n", + " y = joint_alpha0_2_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_2_dsb_n10[:, 2], \n", + " label='denoising =0.2', color='gray')\n", + "\n", + "plt.errorbar(joint_alpha0_3_dsb_n10[:, 0], \n", + " y = joint_alpha0_3_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_3_dsb_n10[:, 2], \n", + " label='denoising =0.3', color='red')\n", + "\n", + "plt.errorbar(joint_alpha0_4_dsb_n10[:, 0], \n", + " y = joint_alpha0_4_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_4_dsb_n10[:, 2], \n", + " label='denoising =0.4', color='blue')\n", + "\n", + "plt.errorbar(joint_alpha0_5_dsb_n10[:, 0], \n", + " y = joint_alpha0_5_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_5_dsb_n10[:, 2], \n", + " label='denoising =0.5', color='yellow')\n", + "\n", + "plt.errorbar(joint_alpha0_6_dsb_n10[:, 0], \n", + " y = joint_alpha0_6_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_6_dsb_n10[:, 2], \n", + " label='denoising =0.6', color='green')\n", + "\n", + "plt.errorbar(joint_alpha0_7_dsb_n10[:, 0], \n", + " y = joint_alpha0_7_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_7_dsb_n10[:, 2], \n", + " label='denoising =0.7', color='purple')\n", + "\n", + "plt.errorbar(joint_alpha0_8_dsb_n10[:, 0], \n", + " y = joint_alpha0_8_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_8_dsb_n10[:, 2], \n", + " label='denoising =0.8', color='brown')\n", + "\n", + "plt.errorbar(joint_alpha0_9_dsb_n10[:, 0], \n", + " y = joint_alpha0_9_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_9_dsb_n10[:, 2], \n", + " label='denoising =0.9', color='violet')\n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "exps = [joint_alpha0_1_dsb_n10, joint_alpha0_2_dsb_n10, joint_alpha0_3_dsb_n10, joint_alpha0_4_dsb_n10, joint_alpha0_5_dsb_n10, joint_alpha0_6_dsb_n10, joint_alpha0_7_dsb_n10, joint_alpha0_8_dsb_n10, joint_alpha0_9_dsb_n10]\n", + "fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0]\n", + "alpha_strs = ['0.1', '0.2', '0.3', '0.4', '0.5', '0.6', '0.7', '0.8', '0.9']\n", + "scores = []\n", + "sems = []\n", + "alphas = []\n", + "\n", + "for i in fractions:\n", + " best_score = 0.0\n", + " best_sem = 0.0\n", + " best_alpha = ''\n", + " for num, exp in enumerate(exps):\n", + " \n", + " for j in range (exp.shape[0]):\n", + " if(exp[j][0]==i):\n", + " score = exp[j][1]\n", + " corresponding_sem = exp[j][2]\n", + " corresponding_alpha = alpha_strs[num]\n", + " break\n", + " if(score> best_score):\n", + " best_score = score\n", + " best_sem = corresponding_sem\n", + " best_alpha = corresponding_alpha\n", + " \n", + " scores.append(best_score)\n", + " sems.append(best_sem)\n", + " alphas.append(best_alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAKMCAYAAAC+dAalAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhCAAAECZF7DNbQQeKzqLAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(fractions, \n", + " y = scores, \n", + " yerr = sems, \n", + " label='bestjoint', color='orange')\n", + "\n", + "for i in range(len(alphas)):\n", + " plt.annotate('Weight ='+alphas[i], [fractions[i], scores[i] + 0.012])\n", + " \n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DSB2018 n10: AP scores on test data with alpha corresponding to best validation" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "baseline_dsb_n10 = read_Noise2Seg_results('fin', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "sequential_dsb_n10 = read_Noise2Seg_results('finSeq', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_dsb_n10_scores = []\n", + "joint_dsb_n10_sems = []\n", + "\n", + "for i in range(len(alphas)):\n", + " t = read_Noise2Seg_results('alpha'+alphas[i], 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[fractions[i]], score_type = '')\n", + " joint_dsb_n10_scores.append(t[:,1])\n", + " joint_dsb_n10_sems.append(t[:,2])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['0.3', '0.5', '0.6', '0.1', '0.5', '0.1', '0.2', '0.2', '0.4', '0.3']" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "alphas" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA50AAAKNCAYAAACjjQ9lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCJ0AAAD0RugEAACgN0InAAAAvfn/AXsGzt2Z5NDGAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(fractions, \n", + " y = baseline_dsb_n10[:, 1], \n", + " yerr = baseline_dsb_n10[:, 2], \n", + " label='baseline', color='pink', linestyle = '--')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = sequential_dsb_n10[:, 1], \n", + " yerr = sequential_dsb_n10[:, 2], \n", + " label='sequential', color='magenta', linestyle = ':')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = joint_dsb_n10_scores, \n", + " yerr = joint_dsb_n10_sems, \n", + " label='bestjoint', color='orange')\n", + "\n", + "for i in range(len(alphas)):\n", + " plt.annotate('Weight ='+alphas[i], [fractions[i], scores[i] ])\n", + " \n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DSB2018 n10: AP scores on test data with alpha corresponding to best test" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "baseline_dsb_n10 = read_Noise2Seg_results('fin', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "sequential_dsb_n10 = read_Noise2Seg_results('finSeq', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_1_dsb_n10 = read_Noise2Seg_results('alpha0.1', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_2_dsb_n10 = read_Noise2Seg_results('alpha0.2', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_3_dsb_n10 = read_Noise2Seg_results('alpha0.3', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_4_dsb_n10 = read_Noise2Seg_results('alpha0.4', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_5_dsb_n10 = read_Noise2Seg_results('alpha0.5', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_6_dsb_n10 = read_Noise2Seg_results('alpha0.6', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_7_dsb_n10 = read_Noise2Seg_results('alpha0.7', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_8_dsb_n10 = read_Noise2Seg_results('alpha0.8', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_9_dsb_n10 = read_Noise2Seg_results('alpha0.9', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4RqkNh8AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(baseline_dsb_n10[:, 0], \n", + " y = baseline_dsb_n10[:, 1], \n", + " yerr = baseline_dsb_n10[:, 2], \n", + " label='baseline', color='pink', linestyle = '--')\n", + "\n", + "plt.errorbar(sequential_dsb_n10[:, 0], \n", + " y = sequential_dsb_n10[:, 1], \n", + " yerr = sequential_dsb_n10[:, 2], \n", + " label='sequential', color='magenta', linestyle = ':')\n", + "\n", + "plt.errorbar(joint_alpha0_1_dsb_n10[:, 0], \n", + " y = joint_alpha0_1_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_1_dsb_n10[:, 2], \n", + " label='denoising =0.1', color='orange')\n", + "\n", + "plt.errorbar(joint_alpha0_2_dsb_n10[:, 0], \n", + " y = joint_alpha0_2_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_2_dsb_n10[:, 2], \n", + " label='denoising =0.2', color='gray')\n", + "\n", + "plt.errorbar(joint_alpha0_3_dsb_n10[:, 0], \n", + " y = joint_alpha0_3_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_3_dsb_n10[:, 2], \n", + " label='denoising =0.3', color='red')\n", + "\n", + "plt.errorbar(joint_alpha0_4_dsb_n10[:, 0], \n", + " y = joint_alpha0_4_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_4_dsb_n10[:, 2], \n", + " label='denoising =0.4', color='blue')\n", + "\n", + "plt.errorbar(joint_alpha0_5_dsb_n10[:, 0], \n", + " y = joint_alpha0_5_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_5_dsb_n10[:, 2], \n", + " label='denoising =0.5', color='yellow')\n", + "\n", + "plt.errorbar(joint_alpha0_6_dsb_n10[:, 0], \n", + " y = joint_alpha0_6_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_6_dsb_n10[:, 2], \n", + " label='denoising =0.6', color='green')\n", + "\n", + "plt.errorbar(joint_alpha0_7_dsb_n10[:, 0], \n", + " y = joint_alpha0_7_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_7_dsb_n10[:, 2], \n", + " label='denoising =0.7', color='purple')\n", + "\n", + "plt.errorbar(joint_alpha0_8_dsb_n10[:, 0], \n", + " y = joint_alpha0_8_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_8_dsb_n10[:, 2], \n", + " label='denoising =0.8', color='brown')\n", + "\n", + "plt.errorbar(joint_alpha0_9_dsb_n10[:, 0], \n", + " y = joint_alpha0_9_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_9_dsb_n10[1, 2], \n", + " label='denoising =0.9', color='violet')\n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": true, + "scrolled": true + }, + "outputs": [], + "source": [ + "exps = [joint_alpha0_1_dsb_n10, joint_alpha0_2_dsb_n10, joint_alpha0_3_dsb_n10, joint_alpha0_4_dsb_n10, joint_alpha0_5_dsb_n10, joint_alpha0_6_dsb_n10, joint_alpha0_7_dsb_n10, joint_alpha0_8_dsb_n10, joint_alpha0_9_dsb_n10]\n", + "fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0]\n", + "alpha_strs = ['0.1', '0.2', '0.3', '0.4', '0.5', '0.6', '0.7', '0.8', '0.9']\n", + "scores = []\n", + "sems = []\n", + "alphas = []\n", + "\n", + "for i in fractions:\n", + " best_score = 0.0\n", + " best_sem = 0.0\n", + " best_alpha = ''\n", + " for num, exp in enumerate(exps):\n", + " \n", + " for j in range (exp.shape[0]):\n", + " if(exp[j][0]==i):\n", + " score = exp[j][1]\n", + " corresponding_sem = exp[j][2]\n", + " corresponding_alpha = alpha_strs[num]\n", + " break\n", + " if(score> best_score):\n", + " best_score = score\n", + " best_sem = corresponding_sem\n", + " best_alpha = corresponding_alpha\n", + " \n", + " scores.append(best_score)\n", + " sems.append(best_sem)\n", + " alphas.append(best_alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5cAAAJUCAYAAACBntJLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(fractions, \n", + " y = baseline_dsb_n10[:, 1], \n", + " yerr = baseline_dsb_n10[:, 2], \n", + " label='baseline', color='pink', linestyle = '--')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = sequential_dsb_n10[:, 1], \n", + " yerr = sequential_dsb_n10[:, 2], \n", + " label='sequential', color='magenta', linestyle = ':')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = scores, \n", + " yerr = sems, \n", + " label='bestjoint', color='orange')\n", + "\n", + "for i in range(len(alphas)):\n", + " plt.annotate('Weight ='+alphas[i], [fractions[i], scores[i] + 0.012])\n", + " \n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkirGIChJkiRJFfP/AL/qvxFIg0BOAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(fractions, \n", + " y = baseline_dsb_n10[:, 1], \n", + " yerr = baseline_dsb_n10[:, 2], \n", + " label='baseline', color='pink', linestyle = '--')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = sequential_dsb_n10[:, 1], \n", + " yerr = sequential_dsb_n10[:, 2], \n", + " label='sequential', color='magenta', linestyle = ':')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = joint_dsb_n10_scores, \n", + " yerr = joint_dsb_n10_sems, \n", + " label='bestjointvalidation', color='blue')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = scores, \n", + " yerr = sems, \n", + " label='bestjointtest', color='orange')\n", + "\n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSpIkSVLJGAQlSZIkqWT+HzQ27fNk1Tu0AAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(fractions, \n", + " y = baseline_dsb_n10[:, 1], \n", + " yerr = baseline_dsb_n10[:, 2], \n", + " label='baseline', color='pink', linestyle = '--')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = sequential_dsb_n10[:, 1], \n", + " yerr = sequential_dsb_n10[:, 2], \n", + " label='sequential', color='magenta', linestyle = ':')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = DSB_n10_AP_finetune[:, 1], \n", + " yerr = DSB_n10_AP_finetune[:, 2], \n", + " label='finetune', color='green')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = DSB_n10_AP_finetuneSequential[:, 1], \n", + " yerr = DSB_n10_AP_finetuneSequential[:, 2], \n", + " label='finetunesequential', color='red')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = joint_dsb_n10_scores, \n", + " yerr = joint_dsb_n10_sems, \n", + " label='bestjointvalidation', color='blue')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = scores, \n", + " yerr = sems, \n", + " label='bestjointtest', color='orange')\n", + "\n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/figures/Figures_weightScheduling_SEG.ipynb b/figures/Figures_weightScheduling_SEG.ipynb new file mode 100644 index 0000000..050ff91 --- /dev/null +++ b/figures/Figures_weightScheduling_SEG.ipynb @@ -0,0 +1,880 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load VoidSeg Results" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def read_voidseg_results(name):\n", + " content = []\n", + " with open('/Users/prakash/Desktop/fileserver_Noise2Seg/VoidSeg_Baselines/machine_readable/' + name) as f:\n", + " line = f.readline()\n", + " while line:\n", + " content.append([float(x) for x in line.strip().split(\" \")])\n", + " line = f.readline()\n", + "\n", + " return np.array(content)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "BBBC_n150_AP_baseline = read_voidseg_results('BBBC_n150_AP_baseline.txt')\n", + "BBBC_n150_AP_sequential = read_voidseg_results('BBBC_n150_AP_sequential.txt')\n", + "BBBC_n150_AP_finetune = read_voidseg_results('BBBC_n150_AP_finetune.txt')\n", + "BBBC_n150_AP_finetuneSequential = read_voidseg_results('BBBC_n150_AP_finetune-sequential.txt')\n", + "\n", + "BBBC_n150_SEG_baseline = read_voidseg_results('BBBC_n150_SEG_baseline.txt')\n", + "BBBC_n150_SEG_sequential = read_voidseg_results('BBBC_n150_SEG_sequential.txt')\n", + "BBBC_n150_SEG_finetune = read_voidseg_results('BBBC_n150_SEG_finetune.txt')\n", + "BBBC_n150_SEG_finetuneSequential = read_voidseg_results('BBBC_n150_SEG_finetune-sequential.txt')\n", + "\n", + "BBBC_n150_SEGoptAP_baseline = read_voidseg_results('BBBC_n150_SEGoptAP_baseline.txt')\n", + "BBBC_n150_SEGoptAP_sequential = read_voidseg_results('BBBC_n150_SEGoptAP_sequential.txt')\n", + "BBBC_n150_SEGoptAP_finetune = read_voidseg_results('BBBC_n150_SEGoptAP_finetune.txt')\n", + "BBBC_n150_SEGoptAP_finetuneSequential = read_voidseg_results('BBBC_n150_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "BBBC_n200_AP_baseline = read_voidseg_results('BBBC_n200_AP_baseline.txt')\n", + "BBBC_n200_AP_sequential = read_voidseg_results('BBBC_n200_AP_sequential.txt')\n", + "BBBC_n200_AP_finetune = read_voidseg_results('BBBC_n200_AP_finetune.txt')\n", + "BBBC_n200_AP_finetuneSequential = read_voidseg_results('BBBC_n200_AP_finetune-sequential.txt')\n", + "\n", + "BBBC_n200_SEG_baseline = read_voidseg_results('BBBC_n200_SEG_baseline.txt')\n", + "BBBC_n200_SEG_sequential = read_voidseg_results('BBBC_n200_SEG_sequential.txt')\n", + "BBBC_n200_SEG_finetune = read_voidseg_results('BBBC_n200_SEG_finetune.txt')\n", + "BBBC_n200_SEG_finetuneSequential = read_voidseg_results('BBBC_n200_SEG_finetune-sequential.txt')\n", + "\n", + "BBBC_n200_SEGoptAP_baseline = read_voidseg_results('BBBC_n200_SEGoptAP_baseline.txt')\n", + "BBBC_n200_SEGoptAP_sequential = read_voidseg_results('BBBC_n200_SEGoptAP_sequential.txt')\n", + "BBBC_n200_SEGoptAP_finetune = read_voidseg_results('BBBC_n200_SEGoptAP_finetune.txt')\n", + "BBBC_n200_SEGoptAP_finetuneSequential = read_voidseg_results('BBBC_n200_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "DSB_n10_AP_baseline = read_voidseg_results('DSB_n10_AP_baseline.txt')\n", + "DSB_n10_AP_sequential = read_voidseg_results('DSB_n10_AP_sequential.txt')\n", + "DSB_n10_AP_finetune = read_voidseg_results('DSB_n10_AP_finetune.txt')\n", + "DSB_n10_AP_finetuneSequential = read_voidseg_results('DSB_n10_AP_finetune-sequential.txt')\n", + "\n", + "DSB_n10_SEG_baseline = read_voidseg_results('DSB_n10_SEG_baseline.txt')\n", + "DSB_n10_SEG_sequential = read_voidseg_results('DSB_n10_SEG_sequential.txt')\n", + "DSB_n10_SEG_finetune = read_voidseg_results('DSB_n10_SEG_finetune.txt')\n", + "DSB_n10_SEG_finetuneSequential = read_voidseg_results('DSB_n10_SEG_finetune-sequential.txt')\n", + "\n", + "DSB_n10_SEGoptAP_baseline = read_voidseg_results('DSB_n10_SEGoptAP_baseline.txt')\n", + "DSB_n10_SEGoptAP_sequential = read_voidseg_results('DSB_n10_SEGoptAP_sequential.txt')\n", + "DSB_n10_SEGoptAP_finetune = read_voidseg_results('DSB_n10_SEGoptAP_finetune.txt')\n", + "DSB_n10_SEGoptAP_finetuneSequential = read_voidseg_results('DSB_n10_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "DSB_n20_AP_baseline = read_voidseg_results('DSB_n20_AP_baseline.txt')\n", + "DSB_n20_AP_sequential = read_voidseg_results('DSB_n20_AP_sequential.txt')\n", + "DSB_n20_AP_finetune = read_voidseg_results('DSB_n20_AP_finetune.txt')\n", + "DSB_n20_AP_finetuneSequential = read_voidseg_results('DSB_n20_AP_finetune-sequential.txt')\n", + "\n", + "DSB_n20_SEG_baseline = read_voidseg_results('DSB_n20_SEG_baseline.txt')\n", + "DSB_n20_SEG_sequential = read_voidseg_results('DSB_n20_SEG_sequential.txt')\n", + "DSB_n20_SEG_finetune = read_voidseg_results('DSB_n20_SEG_finetune.txt')\n", + "DSB_n20_SEG_finetuneSequential = read_voidseg_results('DSB_n20_SEG_finetune-sequential.txt')\n", + "\n", + "DSB_n20_SEGoptAP_baseline = read_voidseg_results('DSB_n20_SEGoptAP_baseline.txt')\n", + "DSB_n20_SEGoptAP_sequential = read_voidseg_results('DSB_n20_SEGoptAP_sequential.txt')\n", + "DSB_n20_SEGoptAP_finetune = read_voidseg_results('DSB_n20_SEGoptAP_finetune.txt')\n", + "DSB_n20_SEGoptAP_finetuneSequential = read_voidseg_results('DSB_n20_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "DSB_n40_AP_baseline = read_voidseg_results('DSB_n40_AP_baseline.txt')\n", + "DSB_n40_AP_sequential = read_voidseg_results('DSB_n40_AP_sequential.txt')\n", + "DSB_n40_AP_finetune = read_voidseg_results('DSB_n40_AP_finetune.txt')\n", + "DSB_n40_AP_finetuneSequential = read_voidseg_results('DSB_n40_AP_finetune-sequential.txt')\n", + "\n", + "DSB_n40_SEG_baseline = read_voidseg_results('DSB_n40_SEG_baseline.txt')\n", + "DSB_n40_SEG_sequential = read_voidseg_results('DSB_n40_SEG_sequential.txt')\n", + "DSB_n40_SEG_finetune = read_voidseg_results('DSB_n40_SEG_finetune.txt')\n", + "DSB_n40_SEG_finetuneSequential = read_voidseg_results('DSB_n40_SEG_finetune-sequential.txt')\n", + "\n", + "DSB_n40_SEGoptAP_baseline = read_voidseg_results('DSB_n40_SEGoptAP_baseline.txt')\n", + "DSB_n40_SEGoptAP_sequential = read_voidseg_results('DSB_n40_SEGoptAP_sequential.txt')\n", + "DSB_n40_SEGoptAP_finetune = read_voidseg_results('DSB_n40_SEGoptAP_finetune.txt')\n", + "DSB_n40_SEGoptAP_finetuneSequential = read_voidseg_results('DSB_n40_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read Noise2Seg Results" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def get_measure(pre, exp, run=1, fraction=0.5, measure='SEG', score_type='validation_'):\n", + " with open('/Users/prakash/Desktop/Noise2Seg_cluster/experiments/{}_{}_run{}/fraction_{}/{}scores.csv'.format(pre, exp, run, fraction, score_type)) as f:\n", + " line = f.readline()\n", + " while line:\n", + " line = line.strip().split(',')\n", + " if line[0] == measure:\n", + " return float(line[1])\n", + " line = f.readline()\n", + " return None" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def read_Noise2Seg_results(pre, exp, measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type='validation_'):\n", + " \n", + " stats = []\n", + " \n", + " for frac in fractions:\n", + " scores = []\n", + " for r in runs:\n", + " scores.append(get_measure(pre, exp, run=r, fraction=frac, measure=measure, score_type=score_type))\n", + " \n", + " scores = np.array(scores)\n", + " stats.append([frac, np.mean(scores), np.std(scores)/np.sqrt(scores.shape[0])])\n", + " \n", + " return np.array(stats)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fraction to #Images" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def fraction_to_abs(fracs, max_num_imgs=3800):\n", + " return np.round(max_num_imgs*fracs/100)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "304.0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fraction_to_abs(8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DSB2018 n10: SEG scores on validation data" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "joint_alpha0_1_dsb_n10 = read_Noise2Seg_results('alpha0.1', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_2_dsb_n10 = read_Noise2Seg_results('alpha0.2', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_3_dsb_n10 = read_Noise2Seg_results('alpha0.3', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_4_dsb_n10 = read_Noise2Seg_results('alpha0.4', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_5_dsb_n10 = read_Noise2Seg_results('alpha0.5', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_6_dsb_n10 = read_Noise2Seg_results('alpha0.6', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_7_dsb_n10 = read_Noise2Seg_results('alpha0.7', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_8_dsb_n10 = read_Noise2Seg_results('alpha0.8', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])\n", + "\n", + "joint_alpha0_9_dsb_n10 = read_Noise2Seg_results('alpha0.9', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(joint_alpha0_1_dsb_n10[:, 0], \n", + " y = joint_alpha0_1_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_1_dsb_n10[:, 2], \n", + " label='denoising =0.1', color='orange')\n", + "\n", + "plt.errorbar(joint_alpha0_2_dsb_n10[:, 0], \n", + " y = joint_alpha0_2_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_2_dsb_n10[:, 2], \n", + " label='denoising =0.2', color='gray')\n", + "\n", + "plt.errorbar(joint_alpha0_3_dsb_n10[:, 0], \n", + " y = joint_alpha0_3_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_3_dsb_n10[:, 2], \n", + " label='denoising =0.3', color='red')\n", + "\n", + "plt.errorbar(joint_alpha0_4_dsb_n10[:, 0], \n", + " y = joint_alpha0_4_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_4_dsb_n10[:, 2], \n", + " label='denoising =0.4', color='blue')\n", + "\n", + "plt.errorbar(joint_alpha0_5_dsb_n10[:, 0], \n", + " y = joint_alpha0_5_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_5_dsb_n10[:, 2], \n", + " label='denoising =0.5', color='yellow')\n", + "\n", + "plt.errorbar(joint_alpha0_6_dsb_n10[:, 0], \n", + " y = joint_alpha0_6_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_6_dsb_n10[:, 2], \n", + " label='denoising =0.6', color='green')\n", + "\n", + "plt.errorbar(joint_alpha0_7_dsb_n10[:, 0], \n", + " y = joint_alpha0_7_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_7_dsb_n10[:, 2], \n", + " label='denoising =0.7', color='purple')\n", + "\n", + "plt.errorbar(joint_alpha0_8_dsb_n10[:, 0], \n", + " y = joint_alpha0_8_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_8_dsb_n10[:, 2], \n", + " label='denoising =0.8', color='brown')\n", + "\n", + "plt.errorbar(joint_alpha0_9_dsb_n10[:, 0], \n", + " y = joint_alpha0_9_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_9_dsb_n10[:, 2], \n", + " label='denoising =0.9', color='violet')\n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('SEG-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "exps = [joint_alpha0_1_dsb_n10, joint_alpha0_2_dsb_n10, joint_alpha0_3_dsb_n10, joint_alpha0_4_dsb_n10, joint_alpha0_5_dsb_n10, joint_alpha0_6_dsb_n10, joint_alpha0_7_dsb_n10, joint_alpha0_8_dsb_n10, joint_alpha0_9_dsb_n10]\n", + "fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0]\n", + "alpha_strs = ['0.1', '0.2', '0.3', '0.4', '0.5', '0.6', '0.7', '0.8', '0.9']\n", + "scores = []\n", + "sems = []\n", + "alphas = []\n", + "\n", + "for i in fractions:\n", + " best_score = 0.0\n", + " best_sem = 0.0\n", + " best_alpha = ''\n", + " for num, exp in enumerate(exps):\n", + " \n", + " for j in range (exp.shape[0]):\n", + " if(exp[j][0]==i):\n", + " score = exp[j][1]\n", + " corresponding_sem = exp[j][2]\n", + " corresponding_alpha = alpha_strs[num]\n", + " break\n", + " if(score> best_score):\n", + " best_score = score\n", + " best_sem = corresponding_sem\n", + " best_alpha = corresponding_alpha\n", + " \n", + " scores.append(best_score)\n", + " sems.append(best_sem)\n", + " alphas.append(best_alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAKMCAYAAAC+dAalAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(fractions, \n", + " y = scores, \n", + " yerr = sems, \n", + " label='bestjoint', color='orange')\n", + "\n", + "for i in range(len(alphas)):\n", + " plt.annotate('Weight ='+alphas[i], [fractions[i], scores[i] + 0.012])\n", + " \n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('SEG-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DSB2018 n10: SEG scores on test data with alpha corresponding to best validation" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "baseline_dsb_n10 = read_Noise2Seg_results('fin', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "sequential_dsb_n10 = read_Noise2Seg_results('finSeq', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_dsb_n10_scores = []\n", + "joint_dsb_n10_sems = []\n", + "\n", + "for i in range(len(alphas)):\n", + " t = read_Noise2Seg_results('alpha'+alphas[i], 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[fractions[i]], score_type = '')\n", + " joint_dsb_n10_scores.append(t[:,1])\n", + " joint_dsb_n10_sems.append(t[:,2])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['0.6', '0.5', '0.7', '0.8', '0.4', '0.6', '0.2', '0.1', '0.4', '0.3']" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "alphas" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAKMCAYAAAC+dAalAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3Xl4VNXh//H3zU6YrCQYIIEQgRiS\nIDuEoIitYG2glMUvRVst9VeoqBXFWtqiVmvLtyBasZSvC0VrxVbEgrZS1BpZQkE2ZScKARLWAAkZ\nEpJM5v7+OJOQhS2QkO3zep55Zs69Z+49M4LPfDibZds2IiIiIiIi0nJ4NXQDRERERERE5NpSEBQR\nEREREWlhFARFRERERERaGAVBERERERGRFkZBUEREREREpIVREBQREREREWlhFARFRERERERaGAVB\nERERERGRFkZBUEREREREpIXxaegG1JWIiAg7Nja2oZshIiIiIiLSIDZu3Jhr23bk5dRtNkEwNjaW\nDRs2NHQzREREREREGoRlWfsvt66GhoqIiIiIiLQwCoIiIiIiIiItjIKgiIiIiIhIC9Ns5gieT2lp\nKdnZ2Zw9e7ahm9IsBQQEEB0dja+vb0M3RUREREREaqFZB8Hs7GyCgoKIjY3FsqyGbk6zYts2J06c\nIDs7m86dOzd0c0REREREpBaa9dDQs2fP0qZNG4XAemBZFm3atFFvq4iIiIhIE9SsgyBQ+xC4ZZd5\nyCUpYIuIiIiINE3NPgiKiIiIiIhIVQqC9SwrK4ukpKR6uXZ6ejppaWkALFu2jJkzZ9bLfURERERE\npHlp1ovFtCQjR45k5MiRDd0MERERERFpAlpWj2D5/L/Kj5xj5lxZmSk7C82j/PyRXHO+tLTmey+T\ny+XinnvuoUePHowdO5bCwkKefvpp+vXrR1JSEj/+8Y+xbRuAF198ke7du9OjRw/Gjx8PwJkzZ5g4\ncSL9+vWjV69eLF26tMY9Fi5cyAMPPADAvffey0MPPcSgQYOIi4tj8eLFFfVmzZpFv3796NGjB08+\n+eSVfIsiIiIiItLEtawg2EB2797Nj3/8Y7788kuCg4OZN28eDzzwAJ9//jnbtm2jqKiIDz74AICZ\nM2eyefNmvvzyS+bPnw/As88+y6233srnn3/Op59+ymOPPcaZM2cues/Dhw+zevVqPvjgA37+858D\nsGLFCjIzM1m/fj1btmxh48aNrFy5sn4/vIiIiIiINDota2hozxsufM7b25wv7+mrXtfX9+Lvv4iY\nmBhSU1MBuPvuu3nxxRfp3Lkzv//97yksLOTkyZMkJiYyYsQIevTowV133cWoUaMYNWoUYALcsmXL\nmD17NmC2xThw4MBF7zlq1Ci8vLzo3r07R48erbjOihUr6NWrFwBOp5PMzExuvvnmK/pcIiIiIiLS\nNLWsINhAqm+zYFkW999/Pxs2bCAmJoannnqqYj++f/7zn6xcuZJly5bxzDPPsH37dmzb5t133yU+\nPr7KdcoD3vn4+/tXvC4fdmrbNtOnT2fSpEl19dFERERERKQJ0tDQa+DAgQOsXbsWgEWLFjF48GAA\nIiIicDqdFXP43G43Bw8eZOjQofz+978nLy8Pp9PJ8OHDmTt3bkWg27x58xW1Y/jw4SxYsACn0wlA\nTk4Ox44du9qPJyIiIiIiTYx6BK+BhIQEXn/9dSZNmkTXrl35yU9+wqlTp0hOTiY2NpZ+/foBUFZW\nxt13301+fj62bTN16lRCQ0OZMWMGDz/8MD169MC2bWJjYyvmFNbGsGHD2LlzJykpKQA4HA7efPNN\n2rZtW6efV0REREREGjervJepqevbt6+9YcOGKsd27txJQkJCA7WoZdB3LCIiIiLSOFiWtdG27b6X\nU1dDQ0VERERERFoYBUEREREREZEWRkFQRERERESkhanXIGhZ1u2WZe22LOsry7J+fp7zz1uWtcXz\n2GNZVl6lc7+3LGu7ZVk7Lct60aq+B4OIiIiIiIhckXpbNdSyLG/gj8BtQDbwuWVZy2zb3lFex7bt\nqZXqPwj08rweBKQCPTynVwNDgPT6am+FWzzP9X8nERERERGRBlGfPYL9ga9s295r23YJ8DbwnYvU\n/x6wyPPaBgIAP8Af8AUuvHu6iIiIiIiIXLb6DIIdgIOVytmeYzVYltUJ6Az8B8C27bXAp8Bhz+Pf\ntm3vPM/7fmxZ1gbLsjYcP368jpvfPKWnp5ORkVFRnj9/Pm+88cZF3/PUU08xe/bs+m6aiIiIiDQH\nW3aZhzRq9bmh/Pnm9F1o08LxwGLbtssALMvqAiQA0Z7zH1mWdbNt2yurXMy2XwZeBrOPYJ20uplL\nT0/H4XAwaNAgACZPntzALRIRERERkWutPnsEs4GYSuVo4NAF6o7n3LBQgO8C/7Vt22nbthP4EBh4\n1S26BVjoeV3qKb/pKRd6ysc85XxPeYmnnOspv+8pH7m8W545c4Zvf/vb3HjjjSQlJfG3v/2NjRs3\nMmTIEPr06cPw4cM5fPgwABs3buTGG28kJSWFxx57jKSkJAAWLlzIAw88UHHNtLQ00tPTAVixYgUp\nKSn07t2bcePG4XQ6AYiNjeXJJ5+kd+/eJCcns2vXLrKyspg/fz7PP/88PXv2ZNWqVVV6+1555RX6\n9evHjTfeyJgxYygsLLy8DykiIiIiIk1KfQbBz4GulmV1tizLDxP2llWvZFlWPBAGrK10+AAwxLIs\nH8uyfDELxdQYGtoULF++nPbt2/PFF1+wbds2br/9dh588EEWL17Mxo0bmThxIr/85S8B+OEPf8iL\nL77I2rVrL3FVIzc3l9/85jd8/PHHbNq0ib59+zJnzpyK8xEREWzatImf/OQnzJ49m9jYWCZPnszU\nqVPZsmULN910U5XrjR49ms8//5wvvviChIQEXnvttbr7IkREREREpNGot6Ghtm27LMt6APg34A0s\nsG17u2VZTwMbbNsuD4XfA962bbvy0M7FwK3AVsxw0uW2bb/P1Uqv9Nq3WjnQU77FUw6pdj6iWjnq\n8m6ZnJzMtGnTePzxx0lLSyMsLIxt27Zx2223AVBWVka7du3Iz88nLy+PIUOGAPD973+fDz/88KLX\n/u9//8uOHTtITU0FoKSkhJSUlIrzo0ePBqBPnz4sWbLkvNeobNu2bfzqV78iLy8Pp9PJ8OHDL+9D\nioiIiIi0FOXzH3ve0LDtuEr1OUcQ27b/Bfyr2rEnqpWfOs/7yoBJ9dm2a6Vbt25s3LiRf/3rX0yf\nPp3bbruNxMTEGr1+eXl5XGirRB8fH9xud0X57NmzANi2zW233caiRYvO+z5/f38AvL29cblcl2zr\nvffeyz/+8Q9uvPFGFi5cWDH8VERERETkgmwbCs/CyXw4dRqKiqGV+R3Kui9Nt463l3l4eUFEGERf\nZ9731QFzrPyctzcEBUKww5zPK/C81/tcPR/Pa7kq9RoEBQ4dOkR4eDh33303DoeDl19+mePHj7N2\n7VpSUlIoLS1lz549JCYmEhISwurVqxk8eDB//etfK64RGxvLvHnzcLvd5OTksH79egAGDhzIlClT\n+Oqrr+jSpQuFhYVkZ2fTrVu3C7YnKCiI06dPn/dcQUEB7dq1o7S0lL/+9a906HDeRV5FRERERIyv\nD8Kxk1BSasqBAeBVqXMjPATK3ObhLjPP5QMBbRuOn/KcO9fpQUyUCYIuF3y5p+Y9Y9tDp/Zwthg2\n7qwaMr29TMiMCIPiEth/uOo5by8ICzHtLHWBs7DqOS8v8PVpEUFTQbCebd26lcceewwvLy98fX35\n05/+hI+PDw899BD5+fm4XC4efvhhEhMT+fOf/8zEiRMJDAysMiwzNTWVzp07k5ycTFJSEr179wYg\nMjKShQsX8r3vfY/i4mIAfvOb31w0CI4YMYKxY8eydOlS5s6dW+XcM888w4ABA+jUqRPJyckUFBTU\nwzciIiIiIk2O2w2nz5hevzNFkNQFLMuEuRAHhAWbgBXgV3XriK6dLnxNLy8Y1NO8tm1zjzL3uSDp\n7Q03djsXFMsDZXDrc+9vG1b1fOVAWeqC3PMEzRt8TBA8U3T+oJl4vQmSJ/Nh595qQdHbBFpv7yv7\nHhsRq+rUvKarb9++9oYNG6oc27lzJwkJCQ3UoquTlZVFWloa27Zta+imXFRT/o5FRERE5BJOnYbs\no2aIptttwl9waxMEfS7Qp9QY59DZNrg9YbM82Llc4CyqGiLLykwvZoC/6S08nHvueHkdl8sEwcb0\n+Twsy9po23bfy6mrHkERERERETE9aHmn4eRpM7yydSsTeorOQlQb0+MXGmTm6DU1lgXelgmA5Xx8\nzOe5EEcgdO1Y83jlHs8mTEGwkYqNjW30vYEiIiIi0sSVuiDnqAl/BWfMMW9v0yvWupUZIhkZ3rBt\nlHqhICgiIiIi0lIUFcOpfLMgSmS4mY938Ai0DoRO7cxcv6DW5xZLucCq9tL0KQiKiIiIiDRnJ/Lh\nZN65rR0AIkJNEPT2Ngu21OXiJ7mTPS/S6+6ajUkjnBt4JRQEq/v4FvP8zfSGbIWIiIiISO3ZNhQU\nmoVO2keaYzlHId9p5sN1aGvm+pXv8wfNYgVMqT0FQRERERGRpqyk1PT6nfJs6O4qM8cjw8wQ0PjY\nFrM3nlw+/WmoZ1lZWSQlJV3VNdLT08nIyKgoz58/nzfeeOOi73niiSf4+OOPa3VdEREREWkCysrg\nRB6UejZxzz0Fe7JMr1+bUEjoDCk3mvAH4O93zUPg1D99xQsvvFBRHj58OPfdd19F+dFHH2XOnDkX\nvcagQYMueZ/Y2Fhyc3NrHL/a37nLly8nPj6eLl26MHPmzKonb/E8PBYvXoxlWVTfyq6xU49gE5Ce\nno7D4aj4yzB58uRLvAOefvrpWl9XRERERBoh2zb73ZX3+OU7zbH4WIiKMD1/IUFmk/RrsbiLqxDO\nHoPi45Wej0PxMfOct5VBnd28s3wBD4/phLt1F3Jzj3P69OmKS2RkZFQJiudzNUHuan7nlpWVMWXK\nFD766COio6Pp168fI0eOpHv37jXqFhQU8OKLLzJgwIArbmtDaTlBcOPDcGrLpeuV1ymfK3gxYT2h\nz8X/AAO4XC7uueceNm/eTLdu3XjjjTfYuXMnjzzyCE6nk4iICBYuXEi7du148cUXmT9/Pj4+PnTv\n3p2ZM2cyf/58vL29efPNN5k7dy6ffPIJDoeDadOmsWXLFiZPnkxhYSHXX389CxYsICwsjHvvvZe0\ntDTGjh1LbGws99xzD++//z6lpaW88847BAQE1LjuTTfddOnPLCIiIiL1r6TUDPEMDDCvN+0wx1u3\n8szzCzbhD8DX1zyulKvwXKg7e7xawDtP0CsrPP91vAPAPxLcJaTGFTN1wVZYNZrtByCpNRw+HcCp\nZd8gMOIGdm7/gl7tTsKZA8z649v8/Z13KC4u5rvf/S6//vWvAXA4HDidTtxuNw888ACfffYZnTt3\nxu12M3HiRMaOHQvA3Llz6/R37vr16+nSpQtxcXEAjB8/nqVLl543CM6YMYOf/exnzJ49u5ZfesNr\nOUGwAe3evZvXXnuN1NRUJk6cyB//+Efee+89li5dSmRkJH/729/45S9/yYIFC5g5cyb79u3D39+f\nvLw8QkNDmTx5ckXwA/jkk08qrv2DH/yAuXPnMmTIEJ544gl+/etfn/dfVyIiIti0aRPz5s1j9uzZ\nvPrqqzWuKyIiIiINxO02PX0nPb1+Z4rMMM+kLmZoZ/frIbi1eX0pFcGuUpCrHu4qB74LBTsvfwho\na8JdQFsIvgECIqse8480x/zbgk9r0yP58S20Dwef4H0cSJpHRtYSUm4+Sk72PtZu2U8Ia+nRvgi/\n1Xew4kvI/Nyb9U91x3Z0Y+SMt1iZUMrN3/xORTOWLFlCVlYWW7du5dixYyQkJDBx4sSK87X9nfvp\np58yderUGscDAwPJyMggJyeHmJiYiuPR0dGsW7euRv3Nmzdz8OBB0tLSFAQbtcvouQPqZdXQmJgY\nUlNTAbj77rv57W9/y7Zt27jtttsA0/3crl07AHr06MFdd93FqFGjGDVq1EWvm5+fT15eHkOGDAHg\nnnvuYdy4ceetO3r0aAD69OnDkiVL6uRziYiIiMgVsm0oLoEAz+qdX+yG02dMkApxQOcOZlN3AFcR\nBJ4G59dw4gK9dJWDnuvM+e/p5X8utAVEngt21UNd+Wsfx1UNNU1NHUzGjgIydrt45JFnycnJISMj\ng5DgYAZ9+wB8YywrPnmWFTvX0+un+8G9G2dhCZn/+R03u38HLuDdtqx+y4dxva/Ha9csooK6MXRw\nX3CXVtyntr9zhw4dypYtFx4paNt2jWNW5e8h7RbcbpupUy0WLlx42d9HY9NygmADsqr9BQoKCiIx\nMZG1a9fWqPvPf/6TlStXsmzZMp555hm2b99eJ23w9zf/k/H29sblctXJNUVERESapIbaLqy0FE4V\nwImjkLsfSk5AfKh5LtsPvrlgnYZTx+FIpaB3yWDnCW9B3Wr20lU+f5XBrrYGDRpERkYGW7duJSkp\niZiYGJ577jmCg4NNj951t2CHvs/0J8cyadIk8yZ3KTj3wuk94DUWokdh2/+EvC9hy2pT5wiQ8QkE\n/ArOHsV/19Nw5ka8T9m4is+A7b5ouy7VIxgdHc3BgwcrjmdnZ9O+fXs4BqwDiltR4C5g27Zd3HLL\nLaZJR44wcuRIli1bRt++fa/+y7sGFASvgQMHDrB27VpSUlJYtGgRAwcO5JVXXqk4Vlpayp49e0hI\nSODgwYMMHTqUwYMH89Zbb+F0OgkKCqoyubZcSEgIYWFhrFq1iptuuom//OUvFb2Dl+NC1xURERGR\nWnAVVRp+Walnruio53guFORA4VFw54FdaSjm0UrX8fI7F+T8I02wq95LVzno+QRd02BXW6mpqTz3\n3HPExcXh7e1NeHg4eXl5bN++nVdeeQUwq4nOmDGDu+66C4fDQc7hY/j6htE2egR4+cKAlxk84R1e\nf/117nnuTY7vXUd65hgmjP8WtPEBewnsexOOvgx7gRPA34MIyg7hdFkYfJEPwd0gKN48+4We6xEs\nAQ4A1wFBwD7g59Dvh/3IzMxk31v76PDTDrwd9jZvvfcWZADfBX4aTUh0ZpXVSm+55RZmz57dZEIg\nKAheEwkJCbz++utMmjSJrl278uCDDzJ8+HAeeugh8vPzcblcPPzww3Tr1o27776b/Px8bNtm6tSp\nhIaGMmLECMaOHcvSpUuZO3cucK6X8fXXX69YLCYuLo4///nPl92u6tfVYjEiIiIiQNnZCw+7PHu8\n5kIqLucFLuRrQltgWwhoAwGdwdEOgtqbQFd9OGYjD3aXzdPTmlxWRm5uLhMmTKg4lZycXLFYIsCw\nYcPYuXMnKSkpgFkg5s0336Rt27YV7xkzZgyffPIJSb0G0a1bNwak3ERIjx9D6m3QKha+8zm0LoVV\ny+D9ORCXxoghmxg7Yy1L//Mb5t4DN93guVhRJATHQ0w3OB0Pv+gGv4iH78TBCX94DnyG+vDSSy8x\nfMpwyorLmPjtiSQmJkI7eGLiE/Q9sYGR0SHX4pusV9b5xsA2RX379rWr792xc+dOEhISGqhF9efB\nBx+kd+/e/PCHP2zopjTb71hERESaqbISWN4byoqg47jzr5J5oWDn5VtzuKV/hHn2DodDxeAKAu8w\naHUdRLSH9m3BEXhtP2Mz5HQ6cQQ6OPHxCfrf158169cQFRoFDwEjPI8TQBQwB3gQ09vaoQTm7oMR\nu+HwHli2G5L3gM8eOHvk3A0sLwiMNSExuJt5DvI8t+pQNaDPvsU8T0u/Bp+8dizL2mjb9mV1S6pH\nsImZMWMG69at46mnnmropoiIiIg0HcUn4auXYc9cKDpkju2ac24YZkBbcFzv6amrtoBK+WvfYPO+\n02fO7ennCISuncziL2SZlT3DgqFVQEN90oZ3i+c5/TLqngaKgUhPeR7QEUjzlPuZ12mfppGXl0fJ\nFyXM+NYMoqKiwAb+BZTv6hAGPAaUx6BIYLcftI+HVvEQ7bleuZJ8KMiE07uhYM+55+Mrq87L9A70\nDC/1PFodBVcr03Ps3XT/O6tHUK6KvmMRERFp1E5nwu4/wN4/m20Som6DU1ng5YBRG2s3FDNzPxw9\nCWVlphzUGq4Lhw7X1UvTm6whgIUJgquAUuBWz7mfAqHArz3lrpjgtshTvh4YBPzFU54EpAD3esqf\nAHFA5/pqPCbUFx06Fw5P74ECz/OZfWB7/vvfsQ1CE+uxIbWnHsFKbNuusWqn1I3m8o8IIiIi0szY\nNhxfZXr8speZIZ2xd8ENUyE0Gf7R39S70G9EVxnkFXj28yuEG+NNXR9viAyD8GAIDQbfJvhT+gxQ\ngBlCCWaBlcNAqqe8GtgP3OUp/x34GpjuKc/2vGeep/wgZsGVpZ5yGrAF6OUpP4HZBqI8COZhQmK5\npznXGwjwBdC6Uvn/qrX/G5f4fHXBsiCwg3lcN7TqubISmDsYvAshqMs1aEz9aYJ/ei9fQEAAJ06c\noE2bNgqDdcy2bU6cOEFAQNPtDhcREZFmxl0KB94xAfDkRvBvA0m/gq73Q6uoc/V2X+D3y8l8OHDY\nDP20bfDygtAg0wPo4wOdo+uhzUAh0ArwBk5iVq9MBvwwIWwdMBoI8Lz+EBPM/IEPgLeA1wFf4DXg\nT8DnmMD1G+B5zPw5MMHs/4DyaZAvAG967ovn9T84FwQ/BlZyLgjmAocqtb+Tp13l7gR2Vyq/Uu38\n69U+//eqlR00bt5+4Ao0D2//hm7NVWnWQTA6Oprs7GyOHz/e0E1plgICAoiOrof/IYqIiIjURskp\n+OoV2P0iFOWYjdL7/x/Efh98Wp3/PX4hcCQXTp6GjlFmrp/bhjK3GeoZGgxhDij1gizObTGQB6zB\nzDVrC2QD7wBjMHPbdgJ/wMxVux5YC/wCmA/EY+a03Qf8B7gBMyTybmAPZpjkUmAiJgzGYoZCTgJy\ngPbAesywygcwQfAwsAEzz84X05sWhRmO6Qf0xgyrtDHBcIznvuWmAGMrlZ8FnqpUfrna9zazWnla\ntfIPgAWVyk270+z8ejZ0A+pGsw6Cvr6+dO5cnwOIRURERKTBFHx1bv6f6wxc9w3o/zK0v92sAlmd\nbcO20/DBUhh5HHZnwalAGOUP/wt8NxSOh0I3TC/b/wC7MD/8l2D2kNuDGf74AfBtzDDKR4BETBDM\nxfSo3YMJghZQ5nkAtPO8r3wh0d7ALMxCJ2CGPi7l3HDJscDNlco/wYS38o/3/zyPcuM9j3J3eB7l\nBnke5eI9j3Jtanxr0kw16yAoIiIiIs2MbcPx1Z75f0vBywc6TTDz/8JuPP97TmG2Eri+DI7sg8wE\nWBkOP4mGs62gp2UWMAHTy/cLoHwtvE7AG0AfT7k7ZnhmN0+5P6aXsHxI401ApV0JGIgZWlmuF2a4\nZLmESvcCEyY7ViqHex7lmsKv9/SGboBcjqbwR0lEREREWjp3KRxY7Jn/twH8wiHxF9BtCrRqd+H3\nlZSaHrBIH1jpAwO7QowLDgea4aAOzIIo5doAz1QqhwLfr1R2YMJfOV+g6e8tLi2QgqCIiIiINF4l\neWb+354XoTDbbPDd70/Q+Qfgc4GN2pcDL9vw3GHIOQL3OWBgDNDKbPlgF17LTyDNzTfTG7oFdUJB\nUEREREQaH+de2PUH2PuaZ/7frdBvPrT/1vnn/+0BOgCBNux3whe+sOE4dA82Q0ADKy1d+eoBz4sb\nal5HpIVQEBQRERGRxsG2ITfDM//vH2B5Q6fveeb/XWSpxq1AD8wKlz+yocc++JsPdIkz2z+ISA0K\ngiIiIiLSsNwuOPiuCYAn1oNfGHT/OXSdAoHta9a3MfvjBQM/Ba4vhiedcEeY2fuvVzz4+114w3gR\nURAUERERkQZSkg9fv2r2/ys8AEFdod88z/y/1lXrujFbOXTHbMmwHgh3w9c5kHMMvmFBaz8gCAIu\nsdF3Tw0JFVEQFBEREZFry7nPhL+vXwWXE9reAn1fgg7fPv/8P4AngOcwG6uH2TD3OBw6BNkuuK4N\ndO5gegFF5LIoCIqIiIjItXF8rWf+3xLACzqNN/P/wnvXrHsQeBL4OWbPvrswG5+XdxSeOgGBreD6\naLMSqIjUioKgiIiIiNQftwsOLvHM/1tn5v8lPG72/wvsULVuIWZz9vaY/fn+AXwLEwRjCqHsEFid\nwPKF5K7g7a15gCJXSEFQREREROpeST58/ZrZ/+/MfnB0gb5/hLh7as7/A7MAzI1AT+AdIAo4DFil\nsCcHDueCjzecKQI/X/DRz1iRq6G/QSIiIiJSd5xZleb/FUDbIdDnRWj/bfDyrlr3Y2AZ8CJmAZhf\nAzGec7YNR4/AgcPgtqFDW+jUHnz181WkLuhvkoiIiIhcvdz/muGfB9/FzP/7H8/8vz5V6+UA12F+\nhe4AlmIWgokAJmACIJYZ8nmmCEKDIa7ahvAictUUBEVERETkyrhdZuP3XXMgdy34hkLCY9DtAQiM\nrln/v8Bg4F3gO8AkYApQ3lGYXwB7s6FrJ3AEQnys2RdQROqcgqCIiIiI1E7pafh6Aez+A5zJAsf1\n0GcuxN0Lvo5z9cowwz7bAeOBvsCvMPMAAcq3+ysqhn3ZcPyUmf9XUmqOKwSK1BsFQRERERG5PGf2\nw+658PUrJgxG3gS9n4cOI6rO/zuMCX/ewCLMJvDjMb88n6p2zawcOHDEDAXt1B5irjOrgYpIvVIQ\nFBEREZGLy13vmf+32JQ73mnm/7XpV7Puz4AFQDYQAHwCBFWrY9vmuXzrh7bh2hBe5BpTEBQRERGR\nmtxlkLPUBMDja8A3BG54BLo9CK1jztXLAZ4DHscsAvNdoBNmOwioGgJtG07mm3mAcdHQJtT0Amov\nQJFrTkFQRERERM4pLYC9f4ZdL8CZfeCIM9s/xN0Lvp5U5wKcQChQAPwRuAkTAlM8j+qchSYAnjoN\nrfzPzf9TCBRpEAqCIiIiIgJnDsCeufDVK1CaD5GDofdz0GFk1fl/LuAGYBgwz/P6CBB2kWvvyzH7\nAfp4w/Ux0D5SC8GINDAFQREREZGW7MTnZvjngXdMueM4iJ8KEf3P1VkNrMEM//TBbPmQUOka5wuB\nbrd59vIyPYDaEF6kUdHfRBGN+jB6AAAgAElEQVQREZGWxl0GOcs88/9Wg2+wWfyl24PQuqOpkw8E\nAxawHHgFEwAdwNSLXNu2zTYQe7PNCqAdroOoiPr9PCJSa+qTFxEREWkpSp1m+4cPusGq0VCYDb1f\ngFHZ0GvWuRCYjtn+4b+e9/0M2I8JgReT74TNu2DnXvD1htaB9fRBrt7UqVN54YUXKsrDhw/nvvvu\nqyg/+uijzJkz56LXGDRo0CXvExsbS25ubo3j6enpZGRk1KLFVS1fvpz4+Hi6dOnCzJkzz1tn5cqV\n9O7dGx8fHxYvXnzF95LmSUFQREREpLkrzIbNj8M/omHjQxAQBYMXw4iv4IafAkHwZ8xWD2A2fv8h\nEOkpB2O2griYfTmwZRcUl0B8LPTuDqHV941oPAYNGlQRxNxuN7m5uWzfvr3ifEZGBqmpqRe9xtUE\nuasJgmVlZUyZMoUPP/yQHTt2sGjRInbs2FGjXseOHVm4cCETJky44nZK86UgKCIiItJcndgAa+6C\npZ1h12xoNxyGrYVha6DjGCj0LALjBTwN/NXzPgdmJdAul7i+ywWuMvM6LAg6tYP+SWYoaCNfDTQ1\nNbUiiG3fvp2kpCSCgoI4deoUxcXF7Ny5k169egEwa9Ys+vXrR48ePXjyyScrruFwmC5St9vN/fff\nT2JiImlpadxxxx1VeuDmzp1L7969SU5OZteuXWRlZTF//nyef/55evbsyapVq2rV9vXr19OlSxfi\n4uLw8/Nj/PjxLF26tEa92NhYevTogZcW5pHz0BxBERERkebEXQaHPjDz/46tBJ8giH/IzP9zxJ6r\nNw1YBuwCvDGLwbS7zHvYNhw+DlmHzGbwXTpCaLB5NBHt27fHx8eHAwcOkJGRQUpKCjk5Oaxdu5aQ\nkBB69OiBn58fK1asIDMzk/Xr12PbNiNHjmTlypXcfPPNFddasmQJWVlZbN26lWPHjpGQkMDEiRMr\nzkdERLBp0ybmzZvH7NmzefXVV5k8eTIOh4Np06bVaNunn37K1Kk1J2IGBgaSkZFBTk4OMTHn9nKM\njo5m3bp1dfwNSXOnICgiIiLSHLjOwN6FZv8/51fQuhP0ngPX/8gsBnMUeAF4BAgEhmBW+yzBDPts\nf5n3OZkPXx+EwrMQ4oDr2tTHp7kmynsFMzIyeOSRR8jJySEjI4OQkJCK+X8rVqxgxYoVFb2DTqeT\nzMzMKkFw9erVjBs3Di8vL6Kiohg6dGiV+4wePRqAPn36sGTJkku2a+jQoWzZsuWC523brnHMauQ9\nsNL4KAiKiIiINDazbzHP09IvXbcwB/a8BF/9H5ScgogU6PlbiP4uWD5QDPgCu4EngD7At4ARnkdt\n7D9kegFb+UPi9dAmtNEPAb2Y8nmCW7duJSkpiZiYGJ577jmCg4MrevRs22b69OlMmjTpgtc5XzCr\nzN/fHwBvb29cLtcl23WpHsHo6GgOHjxYcTw7O5v27S83yYsYGjAsIiIi0hSd3AQZd8PSWNj5e4j6\nJtyWAcMyzF6AxT7QHfhfT/2bgL2YEFgbJaVmARiAyHC4Phr6JkJEWJMOgWB6BD/44APCw8Px9vYm\nPDycvLw81q5dS0pKCmBWE12wYAFOpxOAnJwcjh07VuU6gwcP5t1338XtdnP06FHS09Mvee+goCAK\nCgrOe668R7D6o3xOY79+/cjMzGTfvn2UlJTw9ttvM3LkyKv4JqQlUhAUERERaSpsN2Qvg49vgeV9\nzOtuD8KIr2Hw3+FgCrzuqdsKSANu9JQtILYW93K74cBhWL8VvjpgjgUGQHSU2SS+GUhOTiY3N5eB\nAwdWORYSEkJEhNn7cNiwYUyYMIGUlBSSk5MZO3ZsjQA3ZswYoqOjSUpKYtKkSQwYMICQkJCL3nvE\niBG89957V7RYjI+PDy+99BLDhw8nISGBO++8k8TERACeeOIJli1bBsDnn39OdHQ077zzDpMmTaqo\nIwJgXaoru6no27evvWHDhoZuhoiIiMjVqz401HUG9r4Ou1+AgkwI7AjxPzXz/wgBP8/7/h+wFMjm\n3LHaqrwhfHGJGf4ZF21CoFyQ0+nE4XBw4sQJ+vfvz5o1a4iKimroZkkLY1nWRtu2+15OXc0RFBER\nEWmsCg955v/NN/P/2vSH1L9BzGjw8oEVwPeAdZitHp4BZnPlIRAg+6gJgY5WEN8NwprOSqANKS0t\njby8PEpKSpgxY4ZCoDR6CoIiIiIijY2PExzZsCwW7DKz8MsNj0BoCrxvwUmgF5AEDAPcnvddafY4\nW2z2A3QEmj0AfX3MaqBNfA7gtXQ58wJFGhMFQREREZHG4tgq2P5baLsR3N7Q9QGzB2BAnPnVVgj8\nCBgP/Amz5cOiq7ifq8zMA8w+CkGtodcNJgRGRdTBhxGRxqxeg6BlWbcDf8BsU/qqbdszq51/Hijf\naCUQaGvbdqjnXEfgVSAGsIE7bNvOqs/2ioiIiFxztg2H/20C4PFV4B8JpzvDmfZw9wtm4/fPgc8w\nv5bWAPF1cc9cyMqBUpfp/evc4Wo/iYg0IfUWBC3L8gb+CNyGmbL8uWVZy2zb3lFex7btqZXqP4gZ\n5FDuDeBZ27Y/sizLwblBDyIiIiJNn+2Gg++ZAHhqEwTGQJ8XIfJH8P/+BAP+aeolYNZ5d2F+uXWv\ng3sfPQGZ+82G8NfHmN5AEWlR6rNHsD/wlW3bewEsy3ob+A6w4wL1vwc86anbHfCxbfsjANu2nfXY\nThEREZFrx10KWYtgx+/g9C4I6goDXoNOd4OPH7wDLHkU2nq2bPhRHd33TJFZBTQ8BNqGmyGg4SGa\nByjSQtVnEOwAHKxUzgYGnK+iZVmdgM7AfzyHugF5lmUt8Rz/GPi5bdtl9ddcERERkXpUdhb2/hl2\n/B7OZEFoD0h9G0LHwjhvGA1MBkYBD94HHfbUzX1LSiHrEBw+braACAs2+wC2Ca2b64tIk1SfQfB8\n/7x0oU0LxwOLKwU9H+AmzFDRA8DfgHuB16rcwLJ+DPwYoGPHjlffYhEREZG6VloAX/0f7HwOzh6B\nNgPhhrmQ+23oZJlfR604t+WDL3UTAt1uswjMgcNQ5oYObaFTO/UAighQv0EwG7PQS7lo4NAF6o4H\nplR77+ZKw0r/AQykWhC0bftl4GUwG8rXTbNFRERE6kDxSdgzF3b/wewBGPVNSFwEbYfAnZZZ/KV8\n4/el9XD/U6dhXw60CfFsCN+qHm4iIk1VfQbBz4GulmV1BnIwYW9C9UqWZcUDYcDaau8Nsywr0rbt\n48CtwIZ6bKuIiIhI3Sg6ArvmQOafwOWE6O+A7y/gmf7wOmbM1BOYxV8utPH7O8vN8+O1vPdpJxSe\nNds/hIdArwQI1kIwIlJTvQVB27ZdlmU9APwbs33EAtu2t1uW9TSwwbbtZZ6q3wPetm3brvTeMsuy\npgGfWJZlARuBV+qrrSIiIiJXzZkFO2fB16+BXQpR46HTdIhLMkvlbQMygUgguY7vfbbY9P4dOwkB\n/mYxGC8vhUARuSCrUv5q0vr27Wtv2KBOQxEREbnG8nfBjpmQ9Vcz/67zvRD3OMRfD3cBcz31yjD/\nNH45+haa5w2BF69XeUN4C4iOgpgo8LncG4lIc2JZ1kbbtvteTt163VBeREREpNk6uQm2/w4Ovgve\nAeD/AOx8FMZHm/OzgMo/x+ojm50thoNHTA9g52gIuNBYUxGRqhQERURERGrj2GrY/iwcXg4+IZD4\nC4j/Kfw6Et4GpgKB1N3+f9WdzDdzAWM7gCMQBiSb4aAiIrWgICgiIiJyKbYNh1eYAHh8FfhHQtBv\n4d774V8hEAD8EniG+vt1daYI9h6Ek6ehlb8ZAurtrRAoIldEQVBERETkQmw3ZP8Dtv8WTm4EKxrC\n/gC33QdFgXAn0MZT11GH9331gOfFDVDqgqwcOHTcBL+4aLMnoJdXHd5QRFoaBUERERGR6tylsP9t\nMwfw9E5wdIG+r8Lt34f+fvAtIAj407Voi9usBtq+LcS2A1/fa3BTEWnu9E9JIiIiIuXKzkLmfHi/\nG6z9AZzwgfcXwR27oNuP4N9+8GY9t8HlgpJSpv7uN7zw/PPg7wcDkhn+wP/jvp/8pKLao48+ypw5\ncy56qUGDBl3ydrGxseTm5tY4np6eTkZGRu3b77F8+XLi4+Pp0qULM2fOPG+dOXPm0L17d3r06ME3\nvvEN9u/ff8X3E5HaURAUERERKXXCzudgaRx8/hPwi4Ih70OrL8AxHoo8S352pX7GUzkL4auDsHEH\nrNkCRcUMSkwmY80aANxeXuTm5rJ9+/aKt2RkZJCamnrRy15NkLuaIFhWVsaUKVP48MMP2bFjB4sW\nLWLHjh016vXq1YsNGzbw5ZdfMnbsWH72s59dcXtFpHYUBEVERKTlKj4JW5+GpZ1g8zSwu8Oz/4ET\nGdAhDe604BXMMNC6UuqC3FPw1QGzAAxA0Vk4dMzMAezUHloHkDpwIBn//S8A27dvJykpiaCgIE6d\nOkVxcTE7d+6kV69eAMyaNYt+/frRo0cPnnzyyYpbORxm4qLb7eb+++8nMTGRtLQ07rjjDhYvXlxR\nb+7cufTu3Zvk5GR27dpFVlYW8+fP5/nnn6dnz56sWrWqVh9x/fr1dOnShbi4OPz8/Bg/fjxLly6t\nUW/o0KEEBpq9EgcOHEh2dnat7iMiV05zBEVERKTlKToCu56HzHngckLRSPjOL6DNAGgN3FbH9ysp\nNRu/5xWcC39eXhDsgNatoE0oDO51bgGYvNO0b3sdPj4+HDhwgIyMDFJSUsjJyWHt2rWEhITQo0cP\n/Pz8WLFiBZmZmaxfvx7bthk5ciQrV67k5ptvrrj9kiVLyMrKYuvWrRw7doyEhAQmTpxYcT4iIoJN\nmzYxb948Zs+ezauvvsrkyZNxOBxMmzatxsf59NNPmTp1ao3jgYGBZGRkkJOTQ0xMTMXx6Oho1q1b\nd9Gv6LXXXuNb3/pWbb5VEbkKCoIiIiLScpzZD9tnwdevASXQ8X/glekQnQwRnjq3X+U9Skohv8CE\nvtaB0D4SvL3gyAkIbg2R4RDqgKDW54LfBVYATU1NJSMjg4yMDB555BFycnLIyMggJCSkYv7fihUr\nWLFiRUXvoNPpJDMzs0oQXL16NePGjcPLy4uoqCiGDh1a5T6jR48GoE+fPixZsuSSH3Ho0KFs2bLl\ngudt265xzLKsC9Z/88032bBhA5999tkl7y0idUNBUERERJq//F2wYyZk/RXKLFh9D8x4HDp0gUHA\nhTPK5fv6oNnsvfCsKXt5QXtPwPP2htSecJEwdD6DBg0iIyODrVu3kpSURExMDM899xzBwcEVPXq2\nbTN9+nQmTZp0weucL5hV5u/v72mmNy6X65LtulSPYHR0NAcPHqw4np2dTfv27c97rY8//phnn32W\nzz77rKIdIlL/NEdQREREmq+Tm2HFOPigO+z/O3SbAsl74fZXIKqLqVPbEFhcAsdOwJ79sP3rc8fP\nlkCAH3TuAL1uMMHv+nPDI2sbAsH0CH7wwQeEh4fj7e1NeHg4eXl5rF27lpSUFACGDx/OggULcDqd\nAOTk5HDs2LEq1xk8eDDvvvsubrebo0ePkp6efsl7BwUFUVBQcN5z5T2C1R/li8v069ePzMxM9u3b\nR0lJCW+//TYjR46scZ3NmzczadIkli1bRtu2bWvz1YjIVVKPoIiIiDQ/R9bAl89C7ofgHQz/ng5p\nD0OfSHP+xiu45uHjcPAIFBWbsre3GeJp2ybkJV5fZ80vl5ycTG5uLhMmTKhyzOl0EhFhxrIOGzaM\nnTt3VgRDh8PBm2++WSVYjRkzhk8++YSkpCS6devGgAEDCAkJuei9R4wYwdixY1m6dClz587lpptu\nuux2+/j48NJLLzF8+HDKysqYOHEiiYmJADzxxBP07duXkSNH8thjj+F0Ohk3bhwAHTt2ZNmyZZd9\nHxG5ctalhgo0FX379rU3bNjQ0M0QERGRhmLbcOQj2PYsHF8JxRHQfyp0nQJlIdDqMq9zthjynWaO\nX14B3BhvevqO5JrVPkOCIDQIHIFX1Mt3WbbsMs89b6izSzqdThwOBydOnKB///6sWbOGqKioOru+\niDQ8y7I22rbd93LqqkdQREREmjbbDRlLYc9vwX8DBEZD8R8g4j5IDLyM93t69PKdsGuvGeIJ4ONt\nQp+7zJSjIsyjiUpLSyMvL4+SkhJmzJihECjSwikIioiISO3VQ49VrRW7IOdt2Pk7yN8BeV3g5leh\n5/fB2+/877FtE/TKV/XMK4CYKOjQ1vT6OQKhw3Wmx691q/rr8WsAlzMvUERaDgVBERERaVrKzkLG\n67Dlf6HNPghNhj6LIGIstKn208a2ocxtevfcbli/zSz2AuDrY3r8WnlWqvT3g8Qu1/aziIg0EAVB\nERERaRo2OuHwy1A6G4oOgzUArvsD3PptsDwLodu2Wcylco9f61bQo5vZziEyDAL8TY9fYECz6vET\nEakNBUERERFp3EpOwe6XYPMfIPAEXHcrpLwJ13k2RS8uMeEOYMfXkJtnXvv6mMAXXml1zMrbOYiI\ntGAKgiIiItI4/f0orJ0DKfPA5YTrRkDidLiup+nx27nX9PiVuiC1lxn+2bYNhIWYANjKv+n2+DXk\n3EsRaREUBEVERKTx2ARE7YecWeB6DfqUQPAY6DsdInpBzjHYsN3U9fOFsGAT+srzXmRYQ7VcRKRJ\nURAUERGR2ruvo3muyy18t+6G/5sJN78JXhaEj4JWdwEdwO5k6oQHQ7dOJvwFNOEePxGRBqYgKCIi\nIg3n9za4NsCgmXDoPbg5APzHQdgEaN3RBL7QILO6J0CrAPMQEZGroiAoIiIi19bWIgjLh5yVwKsQ\n+xEccZj5f90eggIfCHacWwBGRETqnIKgiIiI1B/bBmeh2cQ9MgxetOG1VfDzX4C9ETqFQ+wvIeEh\nCG5r3tOqYZssItISeDV0A0RERKRpmnrwZ7zwwgsV5eHDh3PffffBmSI4eIRH75nInEmPwcN58M/D\ncPA9iB0Ajw8HvyPQ+wUGvdAVBvzmXAg8j9jYWHJzc2scT09PJyMj44rbv3z5cuLj4+nSpQszZ868\nYL2///3vdO/encTERCZMmHDF9xMRaUwUBEVEROSKDHIMJGPNGjjtxJ2VQ25uLtu3b4ejJ2D7ITI2\nbSR10CDI+hS4E1aNBk5C/1dg1Ndww0/JWPvfK77/1QTBsrIypkyZwocffsiOHTtYtGgRO3bsqFEv\nMzOT3/3ud6xZs4bt27dXCb4iIk2ZgqCIiIjUTlkZPPQ7Un91iozPVsLmXWz/dBVJ8fEEBQVx6qet\nKJ4Vx879mfQKmgY/+j6zVubS73/j6PGrVjz5l4Pgbeb/ORwOANxuN/fffz+JiYmkpaVxxx13sHjx\n4opbzp07l969e5OcnMyuXbvIyspi/vz5PP/88/Ts2ZNVq1bV6iOsX7+eLl26EBcXh5+fH+PHj2fp\n0qU16r3yyitMmTKFsDCzLUXbthfuuRQRaUo0R1BERERq5/QZ6PQd2hcexsfPlwOl/mT86xQpt95M\nTvY+1hb9nBDHe/TIKcLPEcmKs/eQ6Z3N+i0vY9s2I0eOZOXKldx8880Vl1yyZAlZWVls3bqVY8eO\nkZCQwMSJEyvOR0REsGnTJubNm8fs2bN59dVXmTx5Mg6Hg2nTptVo4qeffsrUqVNrHA8MDCQjI4Oc\nnBxiYmIqjkdHR7Nu3boa9ffs2QNAamoqZWVlPPXUU9x+++1X9fWJiDQGCoIiIiJyaWeK4LQT2kWa\nTdy3/A6KjpM6ZAgZS7aT8d5KHrk1nBz+QsbeAkLaXs+g274Jwxax4rHHWPHRR/Tq1QsAp9NJZmZm\nlSC4evVqxo0bh5eXF1FRUQwdOrTK7UePHg1Anz59WLJkySWbO3ToULZs2XLB87Zt1zhmnWdPQpfL\nRWZmJunp6WRnZ3PTTTexbds2QkNDL9kGEZHGTEFQRERELszlgqxDkHMMfH2gbTjkesOcX8OApQxK\n8SJj3Wy2xmwmKchNzIBhPLfqBMFWDBMn3gWWhW3bTJ8+nUmTJl3wNucLZpX5+5uhpN7e3rhcrks2\n+1I9gtHR0Rw8eLDieHZ2Nu3bt69RPzo6moEDB+Lr60vnzp2Jj48nMzOTfv36XbINIiKNmeYIioiI\nSE22DUdyYf02EwKjIuG6JPD2hkig3W7o+Q9SS57ig/9sJLxNJN7f3kL4yH+Td8Zm7dq1pKSkAGY1\n0QULFuB0OgHIycnh2LFjVW43ePBg3n33XdxuN0ePHiU9Pf2STQwKCqKgoOC858p7BKs/yheX6dev\nH5mZmezbt4+SkhLefvttRo4cWeM6o0aN4tNPPwUgNzeXPXv2EBcXd7nfoohIo6UgKCIiIjWdLYY9\n+82m7r0TYE4nGFYIe16H9OHw4FjotJHkwRPIPduagbffB2E3ApCcnExISAgREREADBs2jAkTJpCS\nkkJycjJjx46tEeDGjBlDdHQ0SUlJTJo0iQEDBhASEnLRJo4YMYL33nvvihaL8fHx4aWXXmL48OEk\nJCRw5513kpiYCMATTzzBsmXLABNi27RpQ/fu3Rk6dCizZs2iTZs2tbqXiEhjZF1qKEZT0bdvX3vD\nhg0N3QwREZGmq9QFx09B+0iwgb+dheGAczlsfAvOvA/WWWjdGQ654EwUTFtfZ7d3Op04HA5OnDhB\n//79WbNmDVFRUXV2fRGR5s6yrI22bfe9nLqaIygiItLS2TYcPg77csBVBiGBsGU9fPIWuBaDVx74\nR0L8fRB7F7QZAL8fUufNSEtLIy8vj5KSEmbMmKEQKCJSjxQERUREWrJ8J3x1AArOwNYT0OrfcPId\nKMqBWx3QcTR0ngBR3wCv+v3ZcDnzAkVEpG4oCIqIiLRUZWWw+T9Q9G8o/gjaZEKZL4R/C2LnQIc0\n8Als6FaKiEg9UBAUERFpSdxuOLgTij6G7W9B8XrAgrZDIO4x6DIGAsMbupUiIlLPFARFRERagtLT\nsOst+OoNKFoHuKF1L1g+C+79H0iNaegWiojINaQgKCIi0lyVFcOhD2HvX+DQB2CXwKnOcOxxmHo3\nhHaHkYB1Bdd+Z7l5frwuGywiIteKgqCIiEhz4i6DY5/B/rfgwGIozQd3Gwj+LsTdBf+5A5K9IdRT\n/0pCoIiINHkKgiIiIk2dbcOpTZD1Fux/G4oOgbcDYr4LX9wFD3wD1rohyQ+S6uieG7SIjIhIU6Yg\nKCIi0lQVfOUJf2/B6d3g5QuRw2H/k+DXD1KiIKkdtAUua3thERFpKRQERUREmpKiI7D/byb8nai0\n4me3R8BKhaxi+E0SDHPB5ADwAsY0dKNFRKSxURAUERFp7EryIfs90/t39BOw3RDWC3rNhk7/Ax9F\nw4NOmL4LosNhDdA10IRAERGR81AQFBERaYzKzpoVP7P+CjkfgLsYHHGQ+Evo9D0ITICiIvD2hjzg\naCB0uAG6Ohq65SIi0gQoCIqIiDQW51vxM6AtdJkEsROgTX+wLNhXBsku+MER+L4F34+FH3iBpRAo\nIiKXR0FQRESkIZWv+Lnvr3DgbSg6DD5BEDPahL/rbgUvHygBdtgQcQIOZUP3DhDfCjq30RBQERH5\n/+zdeVxV953/8dcBBEV2URHBFWOUJbigImokiyap2oxb1E7TNptpMm2HmJlpflM1M9PFVo1OTTOZ\nxKbpbNo0amNtNGSRuFwTo4ZUUSNGUcAFMaDgwna/vz8OIMiqcrkI7+fjcR/cc873nPO5PBLhzfd8\nv98bpiAoIiLiDhcz7Z6/rP+DoiPg4Q3hD9nhL3wKeHWp3f5R4GMn/FcWdPOFt7pAQFd3VC4iIu2A\ngqCIiEhruXLanvEz6//g688AC3pOhCH/AH1mgHfwtbalwO+BGeXQpRxSOsO3DMT0hbBu9iOiIiIi\nN0lBUERExJVKL0D2erv37+xHlTN+Dq+c8XMO+Pau/7wvDDxlwbFTMPsyjBoMlhcQ2qrli4hI+6Qg\nKCIi0tIqrsKpd+2ev+oZPwdC9E/sGT8D76z/vP8EioEni8HjpL2d4AGD+qgHUEREWpSCoIiISEtw\nVkBemh3+stdVzvjZEwY9DX3nQbeE+sOck2uTvXwMnC2DEYfBpxM8HAHdQxQCRUSkxSkIioiI3Cxj\n4Ou9dvirOeNnnxl2+OuZbM/42ZCtwONAmoHuJbC6M/h4Qk5v6N0DvDxb65OIiEgHowmnRUSk3UpJ\nSWHlypXV25MnT+aJJ56o3l6wYAEvvfRSo9cYO3Zs3Z0Xj8BfX4RNg+G9BPo9sIJ8z2Ew7o8w/SyM\n+R30up+0bTtwOBy1z70CnKt8PwDoWw6ffAVfHIHOTvD0gL69wMuTLVu2MHjwYKKioliyZEmjdb79\n9ttYlsWePXsabSciIgIKgiIi0l59MJGxfqnVQczpdJKfn09GRkZ1E4fDQVJSUqOXqQ5yV07D4RWw\nJcEOgAf+FXwjYfRq6BoJY38PfWbWWvYhLS2tdhAsB+KAFKCkFC4dgxfToc9liIqs9QhoRUUFzz77\nLJs3b+bgwYOsWbOGgwcP1ltjUVERv/71rxk9evQNfYtERKTjUhAUEZF2Kyk6oDqIZWRkEBMTg7+/\nPwUFBZSUlHDo0CGGDRsGwNKlS0lISCAuLo7FixfbFyi9gF/XzvDhfTjX9+aZHzxH9PwDTHltCA/9\nfiJvF3wfBj4OeLBq1SqGDx9ObGwshw8fJisri1dffZUVL60gvn8827dvtwdk/Bj4dgnsPgD5BXbv\nX0IMhAbXCoK7d+8mKiqKAQMG4O3tzZw5c3jnnXfq/ZwLFy7kH//xH+ncubMLv5siItKeaIygiIi0\nW+GhPnh5eXHy5EkcDgeJiYnk5uaya9cuAgMDiYuLw9vbm9TUVDIzM9m9ezem/ArTHhjPtlVpTOj+\nKVSUwKUTrD8zgywrj/3Ht5KXl8eQIUN47Mlr9woNDWXfvn288sorLFu2jNWrV/P000/jt8eP5//y\nPHQHrpbC495gvNm65i/R0EwAACAASURBVCgpS34GHrUngvH19cXhcJCbm0tkZGT1/oiICD799NM6\nn/Hzzz8nOzubKVOmsGzZMld9K0VEpJ1REBQRkXYtKSkJh8OBw+HgueeeIzc3F4fDQWBgYPX4v9T3\ntpC6eSPDBq+D0kKKrzrJHBzAhLFPg9drMPUIO1JSmDX3ITw8PAgLCyM5ObnWfaZPnw7AiJgRrF+x\nHrZXHhgDpJRC+UnYc9Hu/fPxJnnebNLnzW6wbmNMnX3WdbOHOp1OUlJSePPNN2/6+yMiIh2TS4Og\nZVkPAP8OeAKrjTFLrju+Aqj6SeoL9DDGBNU4HgAcAjYYY/7OlbWKiEj7NHbsWBwOB/v37ycmJobI\nyEiWL19OQEAAj80cD3tTMJmv8cKky8yf7A99HoV+34IeEytn/FwNllVvMKvJx8cHAE9PT8pPlsNf\nAG8Dly+A934osOzHQDvZP3q3bt1KSkpKnetU9QhGRESQnZ1dvT8nJ4fw8PBabYuKijhw4AATJ04E\n4MyZM0ybNo2NGzcycuTIm/6eiYhI++eyMYKWZXkCvwEeBIYCcy3LGlqzjTEmxRgTb4yJB1YB66+7\nzL9hr6okIiJyU5KSkti0aRMhISF4enoS4pVP4elD7Er7M4nFCyDzFSbfPYw39kVRPOkrGPM7ciuG\nkJf/da3rjBs3jnXr1uF0Ojl79ixpaWnXDhYDMwED+AAjgZ9W4F9YTNGpM9AtGEbFQJ9e4GH/6E1O\nTiY9Pb3Oq2pMY0JCApmZmRw/fpzS0lLWrl3LtGnTatUUGBhIfn4+WVlZZGVlMWbMGIVAERFpFldO\nFjMKOGqMOWaMKQXWAt9spP1cYE3VhmVZI4CeQKoLaxQRkfYq3X7FxsaSn3+OMVEWbBkJmwYTG3qa\nQD8fQu/7LUw/y6QFO5j33b8jcfw9xMbGMnPmTIqKimpdbsaMGURERBATE8P8+fMZPWI0gX6B9kEL\n+xmbQqC8HDoBXp5MffhhNny2i/h509m+u+74vsZ4eXnx8ssvM3nyZIYMGcLs2bOJjo4GYNGiRWzc\nuPFWv0MiItKBWU096nLTF7asmcADxpgnKre/DYyu7xFPy7L6Ap8AEcaYCsuyPICPgG8D9wIjGzjv\nKeApgD59+ow4ceKESz6LiIjchpaPgy7nYHAEnN0KGAgZCf3mQZ9HwDe8yUtcr7i4GD8/P87vPs+o\nxFHsXLmTsB+E2T2BFRVw8jTknoVhQ8DPt8U/koiISGMsy9prjGnWYyGuHCNo1bOvodQ5B3jbGFNR\nuf0M8K4xJvv6gfG1LmbMa8BrACNHjnRNohURkdtPzp+h5y7wcMIlJ8Qsgn5zIWDwzV/zAky5ZwqF\nFYWUlpay8J6FhI0PA2Mg72s4lgOlZRAWCt6dWu6ziIiIuIArg2AOEFljOwI41UDbOcCzNbYTgfGW\nZT0D+AHelmUVG2N+7JJKRUSk/fjqd7D7SSjvCheiYO7eWuvz3bRvQdrZNDiO/egn2CFwfyYUXLR7\nAKMHQoDfrd9LRETExVwZBD8DBlmW1R/IxQ57865vZFnWYCAY2FW1zxjzrRrHv4v9aKhCoIiINMwY\nOPQrSP8xhN0Pe4rBeN18CCwEXgZ+CARgT19msENgRYU96YtlQXAAdA+2ewJbInCKiIi0ApdNFmOM\nKQf+DngPewmIt4wxGZZl/atlWTWnPZsLrDWuGqwoIiLtn3HCvgV2COw7F+7eZIfAW3EUWAhsqdwe\nBgwzcDofPt0P5y/Y+yPDoFd3hUAREbmtuHQdQWPMu8C71+1bdN32i01c403gzRYuTURE2ouKUvjk\ne3Di/+COH8KIFWDdxN85DfAv2D8Zf4K9BMRXwIDK4xcvwdGTUHTJfvyzs3cLfQAREZHW59IgKCIi\n4lJlxbBjJpx+D+76OQz98Y33zF0FOmNPcXaU2j8Zq0LgsRzIPmNPAnNnf+gRoh5AERG5rSkIiojI\n7elqPnz8Dfh6D4xeDQMfv/FrbAQeAz7Hnt7s94Bn5bGqEQuWBV27QERP6BsOXp71XUlEROS2oiAo\nIiK3n0snYOtk++v4DRAxrelzquQDJUBvIB64H6havKgq4xUW2Y+BhoXaAbBnN/slIiLSTigIiojI\n7aXwgB0Cyy9Bcir0GN/8c0uAGOBe4H+BPsCamsdL7cdA874GH2+NAxQRkXZLQVBERG4feTvg46ng\n1QXu3w5BsQ23/WPldJ/fA/4MPA74ACuBu+ppf/Y8ZJ4Ap4E+vaBPGHjqMVAREWmfFARFROT2kPNn\n2DkbfPtA8nvg1695563GXgbiXqAf9qq2NRljjwP08YZAf4iKhC6dW7BwERGRtkdBUERE2r6vfge7\nn4Tg4TDxL9C5e8NtLwFLgCIP8HfaK9rOwA6BNV0tga+y7QAY1QeC/O2XiIhIB6AgKCIibZcxcPCX\n8MULEDYJxq+DTn6Nn+OBvfpsRWUQDMB+VXE67aUgTp6xt/v2cknpIiIibZmCoIiItE3GCfsWwJcr\noe9cGPMmeDYwectm4HfAWqALcAC4t7xuuwvFcPi43RvYPRgGREBnH1d9AhERkTZLQVBERNqeilL4\n5Htw4v9g8I9g+EtgedRtZ7AXgj8PHATOAOFA4PXtKscBdvKy1wGMuwOCAxAREemo6vmpKiIi4kZl\nxfbMoCf+D+76BQxfUTcEFgLTgP+p3J4HfIEdAmvydtrLQRw6Zm/7dobhQxQCRUSkw1OPoIiItB1X\nz0HaN6BgL4z+LQx8rPbxcuyfXAHAZeBK5f7r/6xpDNx1AaadhexyezF4pxM8POyeQRERkQ5OQVBE\nRNqGSyfgo0lw+SSM3wAR02offwN7NtB0wBd4H/ux0OtduQqHs+DRYsjtDBMH2stCiIiISDUFQRER\ncb/C/bD1ASi/DMmp0GO8vb8UcAKdgUHACOzlIXypGwKrxgF6eUF5ObzVC3YHwbyurfc5REREbhMa\nIygiIu6VtwPen2C/v3/btRB4EYgGflXZbjywBrh+CcGKCjieC58ftsNgJy8YGQ2fBoPRY6AiIiL1\nUY+giIi4T85G2PkIdO0Lye/ZX7OBSOxxgDOAMQ2cawycyYesU1BaBj1C7FDo5aVxgCIiIk1QEBQR\nEff46g3Y/SQEj4CJ70LnUFgGLAYysWcAXdLAuVdL4MBRuHQFArpC9EAIaGKheREREammICgiIq3L\nGDi4BL74fxA2CaLWQaEfhAHTsWcGDW7g3AoneHqAdyf71aeXvTC8egBFRERuiIKgiIi0HuOEfc/B\nl/8OfedB3O+grzf8DfBbYADw43rOKyuHE6cgv9Ae/1e1KLyIiIjcFAVBERFpHRWl8Ml34cQa6Pz3\nMHa5vVD8b4DRDZzjdEJuHpw8DeUV0Ku73aMoIiIit0RBUEREXK+sGLbPgDOpUPAL+ME/wSELBgNz\nGzintMyeCfRqCQQHwMBI6NqlNasWERFptxQERUTEta6egz9/A8r2weg3oNv37EdAG3qys7TMHv/X\nyQtCAqBbEIQE3vh9V5+sfHPnTRYuIiLSfikIioiI6xRnwUeT4dJJSN8A86ba+x+sp21Jqb0e4LkC\nSIiGzj4wqG9rVisiItJhKAiKiEjLywXW7ocBk6H8Cgx8Hx4ZV3/bigrIPgPZZ+3xfxE97bUARURE\nxGX0k1ZERFreu9shcCqUdYVJ2yEopv52FRXwWYbdG9g9GPpHQBef1q1VRESkA/JwdwEiIh1ZSkoK\nK1eurN6ePHkyTzzxRPX2ggULeOmllxq9xtixY5u8T79+/cjPz6+zPy0tDYfDcQMV17ZlyxYGDx5M\nVFQUS6YtgU1AzjvgPwlCwuAbDk5eDCA5OZlhw4YRFxfHu+++ay8ED+DpCb17QPydMHSgQqCIiEgr\nURAUEXGjsWPHVgcxp9NJfn4+GRkZ1ccdDgdJSUmNXuNWgtytBMGKigqeffZZNm/ezMG/HmRN6hoO\nbvo32D4dguPgoR3QtS8//elPmT17Np9//jlrf/d7nnnyKdiTAReL7QtFhkGg301/BhEREblxCoIi\nIm6UlJRUHcQyMjKIiYnB39+fgoICSkpKOHToEMOGDQNg6dKlJCQkEBcXx+LFi6uv4ednhyin08kz\nzzxDdHQ0U6ZM4aGHHuLtt9+ubrdq1SqGDx9ObGwshw8fJisri1dffZUVK1YQHx/P9u3bb6j23W/u\nJupSFAN6D8C7SyfmPB7GOwWLIOx+uOdD6BwKgGVZXCwohKMnufBpOuEh3aB/b+jqe0vfOxEREbl5\nGiMoIuJG4eHheHl5cfLkSRwOB4mJieTm5rJr1y4CAwOJi4vD29ub1NRUMjMz2b17N8YYpk2bxrZt\n25gwYUL1tdavX09WVhb79+8nLy+PIUOG8Nhjj1UfDw0NZd++fbzyyissW7aM1atX8/TTT+Pn58fz\nzz9fp7atW7eSkpJSZ7+vry8Oh4Pc47lEFkXCUSdcSSHCmcqn5XfAhI3g6V3d/sVFi5g0YSKrVqzk\nUulVPngvFfr0auHvZD3itWyEiIhIQxQERUTcrKpX0OFw8Nxzz5Gbm4vD4SAwMLB6/F9qaiqpqanV\nvYPFxcVkZmbWCoI7duxg1qxZeHh4EBYWRnJycq37TJ8+HYARI0awfv36JutKTk4mPT392o5S4Bmg\nct4XE2dglhMKvwUn1kKvyVieUXYINAYKiyDInzV/+APfffRRFixYwK79X/Dtx77HgQMH8PDQQyki\nIiLuoiAoIuJmVeME9+/fT0xMDJGRkSxfvpyAgIDqHj1jDC+88ALz589v8DrGmEbv4+NjT8Ti6elJ\neXl5k3XV2yN4HHzf88Xx9w4iegWTnbERTpyH+CXkZFUQ3tuCostwLNsOgtED+e1vf8uWLVvAz5fE\nxESuXr1Kfn4+PXr0aLIGERERcQ39OVZExM2SkpLYtGkTISEheHp6EhISQmFhIbt27SIxMRGwZxN9\n4403KC62J1jJzc0lLy+v1nXGjRvHunXrcDqdnD17lrS0tCbv7e/vT1FRUb3HkpOTSf9ZOumX0kn/\nIJ309HTSC9NxZDvg6jkSLv6YzBPnOR7+S0qjUli7di3TYofDvoNQfAWi+kBIIH369OHDDz8E4NCh\nQ1y9epXu3bvfwndMREREbpWCoIiIm8XGxpKfn8+YMWNq7QsMDCQ01J5wZdKkScybN4/ExERiY2OZ\nOXNmnQA3Y8YMIiIiiImJYf78+YwePZrAwMBG7z116lQ2bNhQe7IYA1Su7kD/ytfFym0LKM6C95Pw\nKs7g5WWLmPzUaoYMGcLspIlEB4RCRE8WbX6bjXs/AQ8Pli9fzuuvv85dd93F3LlzefPNN7Es6xa/\nayIiInIrrKYeJbpdjBw50uzZs8fdZYiIuFVxcTF+fn6cP3+eUaNGsXPnTsLCwpp/gXJgAjAceLme\n4wV/hbQHoPwK3P1nYCiEBoGHh/0oqE8n6NK5RT6LiIiI3BjLsvYaY0Y2p63GCIqItCNTpkyhsLCQ\n0tJSFi5c2PwQeBboif1TYRIQVU+bvO3w8VTw8oMx70G2HxQfgzv6Qq/uEOTfYp9DREREXEtBUESk\nHWnOuMA61gDfBb4A7gRerKdN9p9g5xzw7QuRr8MxD/Apgzv7Q4+Qmy9YRERE3EJBUESkI7oAFAER\nwH3Aj4CG5m85uho+mw8hI6HbSij2gX5hENETPD1bq2IRERFpQQqCIiIdTQUwEhgMbMIOgL+qp50x\ncODnsP8n0HMy3L0OSj3s8OfjXc8JIiIicrtQEBQR6QicQBpwD+AJ/BwY0Fj7CnA8Aydfgy4PQtR/\ngldX/dQQERFpJ/QjXUSkI/hv7HGAH2PPCjqrkbYXC2Hbt+DiuxD0KCSsgNDg1qhSREREWomCoIhI\ne3UAuAyMAuYA3kBSE+eUFcHHU6BoJ/T/CYx6UeMARURE2iEFQRERd5lY+TXNBdd2AjOwl4TYBvgA\ncxtoW+GEnDPgVwqfzYLizyFhNQx63AWFiYiISFugICgi0l5cAF4H/h77X/e1QJ9G2hsDeV/D8Vy4\ndBwupEDZGZjwJ+g9pTUqFhERETdREBQRaS8+Av4BGI49KcywRtpeKIavsqHoEnhlQ+EzYErgng+g\n+9hWKVdERETcR0FQRMRdii9XvvG9ufMN8Fbl1znAw9jjAqObce75QigphR6n4MD3wMsPkrdDUHNO\nFhERkdudh7sLEBGRW/AK8Eble4uGQ2B5ORzLga8v2Nt9e0H4V/DFbOjSCyY5FAJFREQ6EAVBEZHb\nyRFgHvZ4QAv4I7C5kfbGwKk82H0Ass/AxWJ7//HfgWMWBMfDfduha2ODCUVERKS9URAUkUalpKSw\ncuXK6u3JkyfzxBNPVG8vWLCAl156qdFrjB3b9Jizfv36kZ+fX2d/WloaDofjBiqubcuWLQwePJio\nqCiWLFlSb5uUlBTi4+OJj4/njjvuICgo6Kbv53JFwBbgr5XbPbAXiK9PwUXYkwGZJ8G3MwwfAn3D\n4cDPYPeTEDYZ7v0QOoe2SukiIiLSdigIikijxo4dWx3EnE4n+fn5ZGRkVB93OBwkJTW+ON2tBLlb\nCYIVFRU8++yzbN68mYMHD7JmzRoOHjxYp92KFStIT08nPT2dH/zgB0yfPv2m621xBvgJsLhyewSQ\nA4xvxrlXS+weweiBcNdg8OsCe38If/0J9PtbuPsd8OrqqspFRESkDVMQFJFGJSUlVQexjIwMYmJi\n8Pf3p6CggJKSEg4dOsSwYfb0lEuXLiUhIYG4uDgWL15cfQ0/Pz/ADpLPPPMM0dHRTJkyhYceeoi3\n3367ut2qVasYPnw4sbGxHD58mKysLF599VVWrFhBfHw827dvv6Had+/eTVRUFAMGDMDb25s5c+bw\nzjvvNHrOmjVrmDu3oQX3WpGp/GphB79TNfY1NLdMaRkcOWE/CgoQFgojoyE0GJylsHMeHHkZ7lwA\nib8Hj06u/AQiIiLShmnWUBFpVHh4OF5eXpw8eRKHw0FiYiK5ubns2rWLwMBA4uLi8Pb2JjU1lczM\nTHbv3o0xhmnTprFt2zYmTJhQfa3169eTlZXF/v37ycvLY8iQITz22GPVx0NDQ9m3bx+vvPIKy5Yt\nY/Xq1Tz99NP4+fnx/PPP16lt69atpKSk1Nnv6+uLw+EgNzeXyMjI6v0RERF8+umnDX7WEydOcPz4\nce65556b/Xa1jE+A7wHvAv2B39Lw458ATifknIWTp8FpoE+Yvd+y7FdZEWyfDmc+gPhfwdB/cPUn\nEBERkTZOQVBEmlTVK+hwOHjuuefIzc3F4XAQGBhYPf4vNTWV1NTU6t7B4uJiMjMzawXBHTt2MGvW\nLDw8PAgLCyM5ObnWfaoeyRwxYgTr169vsq7k5GTS09MbPG6MqbPPsqwG269du5aZM2fi6dlY6nKh\nEsAHiASCgcLK/Y2V8/UFuxewpBS6BcGACHs8YJWreZD2EBSkw5g3YcB3XFS8iIiI3E4UBEWkSVXj\nBPfv309MTAyRkZEsX76cgICA6h49YwwvvPAC8+fPb/A69QWzmnx8fADw9PSkvLy8ybqa6hGMiIgg\nOzu7en9OTg7h4eENXm/t2rX85je/afK+Lc4Aj2A/BvoHoDfQ1LBIY671+Hl5wuA7IDigdpvi4/DR\nJLiSCxPegd7fcEX1IiIichvSGEERaVJSUhKbNm0iJCQET09PQkJCKCwsZNeuXSQmJgL2bKJvvPEG\nxcX28gS5ubnk5eXVus64ceNYt24dTqeTs2fPkpaW1uS9/f39KSoqqvdYVY/g9a+qMY0JCQlkZmZy\n/PhxSktLWbt2LdOmTav3Wl9++SUFBQXVn6dVVGVdCxgNJHBtHGBDrpbAoWP2moBgh78RQ+uGwIIv\nIHUslJ6Hez5QCBQREZFaFARFpEmxsbHk5+czZsyYWvsCAwMJDbWXHpg0aRLz5s0jMTGR2NhYZs6c\nWSfAzZgxg4iICGJiYpg/fz6jR48mMDCw0XtPnTqVDRs23NRkMV5eXrz88stMnjyZIUOGMHv2bKKj\n7UXTFy1axMaNG6vbrlmzhjlz5jT66GiLSgP2d4Hiyn+GFwDPY4fC+pRX2OFv9wHIL7R7AatcX/PZ\nj+GDCeDhBffvgO5NL98hIiIiHYvV1KNat4uRI0eaPXv2uLsMEWlCcXExfn5+nD9/nlGjRrFz507C\nwsLcXVbruwT0K4OwcjsQNubrC3D4OJSVQ48Q6B8Bnb3rb5u9AXbOBb/+kJwKXSPrbyciIiLtjmVZ\ne40xI5vTVmMERaRVTZkyhcLCQkpLS1m4cGHHCoHvA68AbwFdgb5ljbd3OsHDww59vl3siWACGln3\n7+jr8NnTEJIAE/8CPt1arnYRERFpVxQERaRVNWdcYLt1HjgK5GFPCNOQS1fgWLYdAqOj7BAYP7jh\n9sZAxs/grwuh14Mw/o9aKF5EREQapSAoIuJKB7AXhH8AmAPMABpax720DE6cglPnwNMT+va6Njto\nQ5wVsPdHkPkb6PdtGPNbLRQvIiIiTXJpELQs6wHg37FXwVptjFly3fEVQNVCYr5AD2NMkGVZ8cB/\nAAFABfAzY8wfXFmriIhL/AA4DWRg/0tYM6PNeqDyzTYouAgZX0FFBYT3gH69oFMTga6iBHY9Ciff\ngjsXwLBfgaU5wERERKRpLguClmV5Ar8B7sf+e/hnlmVtNMYcrGpjjEmp0f4HwLDKzcvAo8aYTMuy\nwoG9lmW9Z4wpRESkrTsL+GP/eetNoDMNLwpf9Qinny+EBEDfcOjaxOQxAGVFsO1v4OyHMGwpDHm+\nBQoXERGRjsKVPYKjgKPGmGMAlmWtBb4JHGyg/VxgMYAx5kjVTmPMKcuy8oDugIKgiLRtF4B4YCaw\nCujbQLvSMhj6LHh4249/dvKCoQObd4+rebD1QSj8Asb8HgY82iKli4iISMfhymeIegPZNbZzaGB6\nBMuy+gL9gY/qOTYK8Aa+qufYU5Zl7bEsa8+5c+dapGgRkZtStRJPIPDPwNONtK2ogAOZ4NcH8nbd\n2H2Kj0NqElw8BBM2KgSKiIjITXFlEKxvdoOGFi2cA7xtjKmodQHL6gX8N/A9Y4yzzsWMec0YM9IY\nM7J79+63XLDcnlJSUli5cmX19uTJk3niiSeqtxcsWMBLL73U6DXGjm16we1+/fqRn59fZ39aWhoO\nh+MGKq5ty5YtDB48mKioKJYsWVJvmzfffJPu3bsTHx9PfHw8q1evvun7iQscARKwJ4YB+DsguoG2\nTicc/AqKLkPmf0HeJ41PBlNTwReQOhZKz8M9H0Lvh265dBEREemYXBkEc4CaKxlHAKcaaDsHWFNz\nh2VZAcBfgJ8YYz5xSYXSLowdO7Y6iDmdTvLz88nIyKg+7nA4SEpKavQatxLkbiUIVlRU8Oyzz7J5\n82YOHjzImjVrOHiw/qenH3nkEdLT00lPT68VdF3qg4n2SxoXBJQDXzejbdYp+PoiDOoLBRlNt69y\n9mP4YAJ4eMH9O6B74k0WKyIiIuLaIPgZMMiyrP6WZXljh72N1zeyLGswEAzsqrHPG9gA/Jcx5o8u\nrFHagaSkpOoglpGRQUxMDP7+/hQUFFBSUsKhQ4cYNsyeh2jp0qUkJCQQFxfH4sWLq6/h5+cH2EHy\nmWeeITo6milTpvDQQw/x9ttvV7dbtWoVw4cPJzY2lsOHD5OVlcWrr77KihUriI+PZ/v27TdU++7d\nu4mKimLAgAF4e3szZ84c3nnnnVv9lkhrOA38Avs5hx7A58CEZpwX0RPu6AvhN/AUQ/Z62DoZuvSG\n+x0QOPRmKhYRERGp5rIgaIwpx35A6j3gEPCWMSbDsqx/tSxrWo2mc4G1xpiaj43Oxv6V6ruWZaVX\nvuJdVavc3sLDw/Hy8uLkyZM4HA4SExMZPXo0u3btYs+ePcTFxeHt7U1qaiqZmZns3r2b9PR09u7d\ny7Zt22pda/369WRlZbF//35Wr17Nrl21x2+Fhoayb98+vv/977Ns2TL69evH008/TUpKCunp6Ywf\nP75W+61bt1Y/zlnzVfUoam5uLpGR1zrOIyIiyM3Nrfdzrlu3jri4OGbOnEl2dna9baQVvQX8G/Bl\n5XZTT3cWXLQfC/XuBL1uIAQefQ12zILgYXD/duga2fQ5IiIiIk1w6TqCxph3gXev27fouu0X6znv\nf4D/cWVt0r5U9Qo6HA6ee+45cnNzcTgcBAYGVoeu1NRUUlNTq3sHi4uLyczMZMKEa904O3bsYNas\nWXh4eBAWFkZycnKt+0yfPh2AESNGsH79+ibrSk5OJj09vcHjtf/+YbPqGS82depU5s6di4+PD6++\n+irf+c53+OijOnMriatdBk4Cd2KvDzgVGNCM884V2OMC+/W2F4lvDmPgwE9h/yIIfwjGvXVtqQkR\nERGRW+TSICjSWqrGCe7fv5+YmBgiIyNZvnw5AQEBPPbYY4Adul544QXmz5/f4HXqC2Y1+fj4AODp\n6Ul5eXmTdW3dupWUlJQ6+319fXE4HERERNTq3cvJySE8PLxO+27dulW/f/LJJ/mnf/qnJu8tLvAI\n9oQwhwEfmhcCC4vg0DEI6AoRPWofG3y1/nOcFbD3R5D5G+j/KIxeDR5NLC4vIiIicgNcOUZQpNUk\nJSWxadMmQkJC8PT0JCQkhMLCQnbt2kVioj2pxuTJk3njjTcoLi4G7Mcy8/Lyal1n3LhxrFu3DqfT\nydmzZ0lLS2vy3v7+/hQVFdV7rKpH8PpX1ZjGhIQEMjMzOX78OKWlpaxdu5Zp06bVuc7p06er32/c\nuJEhQ4Y06/siLcAJVM1nvAh4HTsENselK5BxFDr7QMwg8GxoVfkaKkrAMdcOgUOehzG/UwgUERGR\nFqcgKO1CbGws+fn5jBkzpta+wMBAQkNDAZg0aRLz5s0jMTGR2NhYZs6cWSfAzZgxg4iICGJiYpg/\nfz6jR48mMDCw0XtPnTqVDRs23NRkMV5eXrz88stMnjyZIUOGMHv2bKKj7XUHFi1axMaN9vxKv/71\nr4mOjuauu+7iH9hZXgAAIABJREFU17/+NW+++eYN3Udu0hXgAeCXldsJwH3NPNcY+3FQDw+IG2Qv\nGN+UsouQ9hCc/CMMW2q/LP0zLSIiIi3PaupRuNvFyJEjzZ49e9xdhrQDxcXF+Pn5cf78eUaNGsXO\nnTsJCwtzd1nuUbV0xH1p7qzCfQzwJDAGuJkVO4ou2WsE+vnWf/xPo+yvD++GK2ftEFj4BYx+QwvF\ni4iIyA2zLGuvMWZkc9pqjKDIdaZMmUJhYSGlpaUsXLiw44bAjuoSsBB4HggHVt/g+U4n5BdCjxDw\nb+bkLsXH4KNJcOUUTNioheJFRETE5RQERa7TnHGB0o7lYo8DjAW+d4PnGmNPDJNfCL6dG+4JrMl5\nGVKTwFkK934EoWOaPkdERETkFikIiog4gY+wx//dAXyFvUj8jTAGjp60Q+DAyOaFwIqLUHIUfMPt\nEBioSYBERESkdSgIioi8gr0u4GfASJofAp3lUFoIZYVw4ijkfgXBnnA1HQ4W2PtLC6+1KS2o8b4Q\nKq6A1Rnu36mF4kVERKRVKQiKSMdVXAHeF2FuIYQWQkQhZNcT2Eor95UV1t5fXlz3mudrvLc8wTsI\nOgXZX72DoUvvyvdBcHQteHVXCBQREZFWpyAoIrcvY6C8qP5et5qBrb79FwvB4yJYNWZO/uj6G1jQ\nKfBaiPMOAv9BdcOddxCUdIKgXtA5xN7XKQi8utqzhjbkxMeu+K6IiIiINElBUETcxxiouFx/r1ut\nHrkGHrMsuwDG2fg9vPxrB7aufcH7LigJglPBcH8QdKkZ7IKuBblO/o2v43exGCqcEBzQst8XERER\nERdTEBSRW1NxtfHHJ+t7zLJmD50pb/z6nr7XQpx3EHTpZU+q0imo9v7re+g6BUGnAPCo/GeuAlgK\n9Aa+DSTe4ue+fBUOHLUXih8Z3XjPn4iIiEgboyAoInUZAxcOwuUce1mD3d+/LsjVeMzSWdL4tTx8\naoczn27gP/Bar1t9Qa7qfadA8PRuuc+1GRiEHQRvRWkZ7D9iv4+OuvkQ2JyZRUVERERcQEFQRGzG\nCec/g5wNkL0eijIrD1iQva52WOsa2UCQC74u1AWBZ2e3fizeAZKBAOAvQDPXeG9QeQXsz4TScrjr\nDnu9QBEREZHbTLODoGVZfYFBxpgPLMvqAngZY4pcV5qIuJyzDPI+huwNkPMnuHIKLC/omQx3psCx\n/wIPb7j/Np3UJBOYDrwILAT8WuCap89B8WWIGQQBLXFBERERkdbXrCBoWdaTwFNACDAQiABeBe51\nXWki4hLll+F0qt3zl/tne6yeZxcIfxAi/gZ6f8Pu2QM48Qf31nqzzgHdsR8DfR8Y34LXjugJgf4Q\ncKtdiyIiIiLu09wewWeBUcCnAMaYTMuymrvksoi4W2kB5G6ye/5Ob7EXMvcOht5T7fDXaxJ4tZPx\nauuBvwV2AMOBe1routlnIDQYuvgoBIqIiMhtr7lBsMQYU2pVTohgWZYXYBo/RUTc6spp+3HP7A1w\ndqs9O2eXcBjwGET+DfSYAB6d3F1ly5sIPA4MaMFr5pyFYzlQVg4DIlrwwiIiIiLu0dwg+LFlWf8P\n6GJZ1v3AM8CfXVeWSDN9MNH+el+aO6toOy5mVk72sgHOf2Lv878Dhiywe/66JTS+Lt7t6o/ABuB/\nsR9gX9WC1877Gr7KhtAg6N+7BS8sIiIi4j7NDYI/xv4b+35gPvAusNpVRYlIMxkDBenXwt+FA/b+\n4OEQ928QOR0ChrT/Ne7ygCzgAhDUgtctuAiHj9uTwtw5oP1/H0VERKTDaDIIWpblCfzeGPO3wOuu\nL0lEGuWsgHxH5UyfG+BSlt3L1308DF8JkQ9D177urtL1dgGlwN3YzyjMp2UXxDEGTp62xwTGRIFn\nO+xJFRERkQ6ryV+bjDEVlmV1tyzL2xhT2hpFich1KkrgzIeVM31uhKt59rIOYfdDzE+g9zTo3N3d\nVbYeJ3bw88eeFMai5VdFtSw7AJZXQCctuSoiIiLtS3N/u8kCdlqWtRG4VLXTGPOSK4oSEaCsCE5t\nrgx/f4HyIvDyh/CH7Ec+wx+ETv6urSG98ut9rr1Ns50EegGdsGcH7Y4dAltSWTlk5UL/CPDyBE/P\nFr6BiIiIiPs1Nwieqnx5YP8NXkRc4eo5u8cvewOc+QCcJeDTHfo+Yk/2EnYvePq4u0r3yAFigeeA\nxUCUC+5RUQEHMqHoMvTspgXjRUREpN1qVhA0xvwLgGVZ/vamKXZpVSIdyaWT18b7ndsOxmmP8Rv0\nfXuZh9Ak8OjAvVIGu9cvAlgIzHTVfQwcOgYXL8HQga0TAjXbrYiIiLhJs4KgZVkxwH9jT8yOZVn5\nwKPGmAwX1ibSPhkDFw/Z4S97PRTss/cHRkP0P9s9f8HxmqESYC/wGPAO0A943kX3MQYyT8D5CxDV\nB7oHu+hGIiIiIm1Dcx8NfQ14zhizFcCyrInYM4iOdVFdIu2LccL5z64t81B0xN7fbQzE/9IOfwGD\n3FtjWxQCeAKFLr5PaZkdAvuEQe8eLr6ZiIiIiPs1Nwh2rQqBAMaYNMuyurqoJpH2wVkGedsqH/v8\nE1zJBcsLek6EwT+CiG+CrxYor+Mr7MXhnwf6Y/cKurpz1McbRgzV7KAiIiLSYTT3t55jlmUtxH48\nFOBvgeOuKUnkNlZ+GU6nVs70+WcoLQDPLtDrAXu8X+8p4K3HDhv1e2AV8C3sGUJdGQLzC+FCEQyI\nAO9OLryRiIiISNvS3CD4GPAv2BO2A2wDvueSikRuN6WFkLvJDn+ntkDFZegUBL2n2uGv12Tw8nV3\nlW1bAXAeeybQhcBT2CHQlS4Uw6GvoGsXcDq1TISIiIh0KM2dNbQA+KGLaxG5fVw5DTnv2JO9nN0K\nphy69IIB37HX+OtxN3ioh6lZDPAAUIr9GGgn7BlCXenyFXuZCB9viBmkECgiIiIdTnNnDX0fmGWM\nKazcDgbWGmMmu7I4kTal6Oi1ZR7yPwEM+EXBnc/ZPX/dRoHl4e4qW9amNPurK2brLMP+F8gCfgl0\nxV6p1NVKSuGvmfasrLF36JFQERER6ZCa+2hoaFUIBLuH0LIsTa0n7ZsxUPjFtfBXuN/eHzwMYv/F\nDn+B0Vrm4WZ8jd0L+DgwH5jYivcuvgIVTogbBF18WvHGIiIiIm1Hc4Og07KsPsaYkwCWZfXFfqBL\npH1xVkC+41r4u5QFWNB9HAx/yV7mwa+fm4tsB4KAgUB3N9y7WyCMjgUvPQ4qIiIiHVdzg+A/Azss\ny/q4cnsC9nQOIre/ihI4+5Ed/nLfgat54OENYfdVLvA+DTqrA/yWfQ38BPgZEAysacV7GwNfZkFw\nAPTsphAoIiIiHV5zJ4vZYlnWcGBM5a4UY0y+68oScbGyYji92Q5/p/4CZRfByw/CH7Inewl/EDoF\nuLvK9uU49tIQDwDTWvG+xsBX2XD2vD1DqIiIiIg0PjWDZVl9LcsKBKgMfpeA+4FHLcvyboX6bnsp\nKSmsXLmyenvy5Mk88cQT1dsLFizgpZdeavQaY8eObfI+/fr1Iz+/bjZPS0vD4XDcQMW1bdmyhcGD\nBxMVFcWSJUsabPfWW28xdOhQoqOjmTdv3k3fz6Wu5sNXb0DaVFgXCjtmw5n3oc8suHsTzDgH4/4A\nfR9RCGwppcCHle9HACdo3RAIkHMWcvOgdw+I6NnKNxcRERFpm5qao+8t7Ln8sCwrHvgjcBK4C3jF\ntaW1D2PHjq0OYk6nk/z8fDIyMqqPOxwOkpKSGr3GrQS5WwmCFRUVPPvss2zevJmDBw+yZs0aDh48\nWKddZmYmv/jFL9i5cycZGRm1gq/bXToJX/4aPpgIG3rCp49D4V9h0NNwbxr8zWkYvRp6fwM8O7u7\n2vbnZ8Bk4KvK7dBWvv/Z83AsB7oHw8BITewjIiIiUqmpINjFGHOq8v3fAm8YY5ZjLyY/yqWVtRNJ\nSUnVQSwjI4OYmBj8/f0pKCigpKSEQ4cOMWzYMACWLl1KQkICcXFxLF68uPoafn5+gB0kn3nmGaKj\no5kyZQoPPfQQb7/9dnW7VatWMXz4cGJjYzl8+DBZWVm8+uqrrFixgvj4eLZv335Dte/evZuoqCgG\nDBiAt7c3c+bM4Z133qnT7vXXX+fZZ58lODgYgB493Dye7sIhOPAz2DIS3ukLe38EJedg6AvwwF74\nZhaMWAk97waP5g6TlWYzQHHl++eADdgTw7jDlasQ5A939lcIFBEREamhqd+Ca/7mdA/wAoAxxmnp\nl6pmCQ8Px8vLi5MnT+JwOEhMTCQ3N5ddu3YRGBhIXFwc3t7epKamkpmZye7duzHGMG3aNLZt28aE\nCROqr7V+/XqysrLYv38/eXl5DBkyhMcee6z6eGhoKPv27eOVV15h2bJlrF69mqeffho/Pz+ef77u\nQnBbt24lJSWlzn5fX18cDge5ublERkZW74+IiODTTz+t0/7IkSOAHXorKip48cUXeeCBB27p+3ZD\njIH83fYsnzkb4OKX9v5uoyF+iT3TZ8AdrVdPR/cdIAd4HwgEprqhBmPs4NevNzid4NHO1ncUERER\nuUVNBcGPLMt6CziNPc/fRwCWZfXCHv0jzVDVK+hwOHjuuefIzc3F4XAQGBhYPf4vNTWV1NTU6t7B\n4uJiMjMzawXBHTt2MGvWLDw8PAgLCyM5ObnWfaZPnw7AiBEjWL9+fZN1JScnk56e3uBxY+quEFLf\nHwDKy8vJzMwkLS2NnJwcxo8fz4EDBwgKCmqyhltSWmgv8l5yDlJHg+UJPSbCHT+AiIfBt7dr7y/1\nuxfIp/afkVrTlRLIOAqD+4F/V4VAERERkXo0FQT/HngE6AWMM8aUVe4Pw15SQpqhapzg/v37iYmJ\nITIykuXLlxMQEFDdo2eM4YUXXmD+/PkNXqe+YFaTj4+9OLanpyfl5eVN1tVUj2BERATZ2dnV+3Ny\ncggPD6/TPiIigjFjxtCpUyf69+/P4MGDyczMJCEhockabtrlHNj6IFw5Bd4h9hp/vaeAT4jr7in1\nK8X+1+BuYAp2j6DbaimD/UegrBw8FQBFREREGtLob0rGttYYs8IYkwtgWdYUY8znxpj3WqfE219S\nUhKbNm0iJCQET09PQkJCKCwsZNeuXSQmJgL2bKJvvPEGxcX24Krc3Fzy8vJqXWfcuHGsW7cOp9PJ\n2bNnSUtLa/Le/v7+FBUV1Xusqkfw+lfVmMaEhAQyMzM5fvw4paWlrF27lmnT6k75+PDDD7N161YA\n8vPzOXLkCAMGDGj29+eGFWZAaiJcOgFBsRAUAwMeVQh0FwN8AOxycx0VFXAgE0pKIWYQ+GqpCBER\nEZGG3MyfzP+1xato52JjY8nPz2fMmDG19gUGBhIaak+jOGnSJObNm0diYiKxsbHMnDmzToCbMWMG\nERERxMTEMH/+fEaPHk1gYGCj9546dSobNmy4qclivLy8ePnll5k8eTJDhgxh9uzZREdHA7Bo0SI2\nbtwI2CG2W7duDB06lOTkZJYuXUq3bt1u6F7NlrcD3h8HznK4fxt4B7vmPtI4g70gfAngA+zEniHU\nXZxOOPgVFF2GIQMh0M+NxYiIiIi0fVZTjxvWOcGyPjfGDHNRPTdt5MiRZs+ePe4uw+WKi4vx8/Pj\n/PnzjBo1ip07dxIWFubuslpH9nrYOQ+69oXkLeDX314WAuC+NHdW1n5NrPyadt3+T4ExwH8AT7di\nPQ2pqAyCoUHQq7u7qxERERFxC8uy9hpjRjan7c3Mnd/wIDZxuSlTplBYWEhpaSkLFy7sOCHwyCuw\n5+/smUDv/jN0bu0F6QSAs0BPYDT2QvET3VqNzem0xwPGRGmJCBEREZFmajQIWpYVAPQ0xmRWbs8C\nuliWdSfwnjHmbCvUKDU0Z1xgu2IM/PUnkPFzCJ8C4/4AXr7urqpjeh17XcDPgSjsBWXcLTcPzuRD\n3B3QSWtCioiIiDRXU785LQMcQGbl9i+AdwFfYCxt46Ewaa+cZbD7KTj2Jgx8AhL+QwvAu9ODwJdA\nW1mV41wBHD0J3YLAy9Pd1YiIiIjcVpr6rTqB2o+CFhljfghgWdYOl1UlUlYMO2bD6c0QsxhiF+ux\nP3fIBYor30dg/2moLSgsgkPHIKArDOmv/zZEREREblBTQdDL1J5N5ts13rt4tXDpsK7mQdo3oGAf\njPpPiHrK3RV1XGXY6wReBTq7uZYql67YC8Z39rGXifBUb6CIiIjIjWoqCDotywozxpwBMMYcALAs\nqzfgdHVx0gEVfQVbH4ArOTB+A0TUXbdQXOwycAYYAPSt3NdWQiDYE8P4+cLgfhoXKCIiInKTmlpH\ncCnwZ8uyJliW5V/5uhv4U+UxkZbz9V54fyyUfg33fKgQ6C7zgPuw1wi0Kl9tQUWFPXlQZx+4a7D9\nVURERERuSqN/TjfG/I9lWfnAT4Fo7GWkM4BFxpjNrVCfdBSn3oMdM8C7G9z7HgTe6e6KOq5FwEns\nheLbCqcT9mfa4e/O/u6uRkREROS21+RzVcaYLcCWVqhFOqrj/w2fPAaBQ2HiZvANd3dFHc8+YA/w\nFDC88tVWGGNPDHOhGMJ7uLsaERERkXah0UdDLct6q8b7X153LNVVRUkHYQwc/CXsehR6jIf7tikE\nustKYAn2+MC2xBh7iYj8QhgYCT1C3F2RiIiISLvQ1BjBQTXe33/dse4tXIt0JM4K2PsjSP8x9J1j\n9wR6B7q7qo6nvPLra9grhvq6sZb6ZJ+BU+cgoqf9EhEREZEW0VQQNDd5TKRhFVdh5xw4sgrufA7G\n/i94tqUBaR3Er7AnhalaGiLMveXUK8APwrvDgAh3VyIiIiLSrjQ1RtDXsqxh2IGxi2VZVSOHLKCL\nSyuT9qm0ELY9DHkfw7BlMGSBuyvquPoAkTT95yB3KCkFH28I8rdfIiIiItKimgqCp4Hl2MHvDLCs\nxrEzripK2qnLufYagUVf2r2A/ea5u6KO5wpwCHsymDmVr7bmYjF8cQQG9YGwUHdXIyIiItIuNdUX\n8E/At4wxycaYZOD3QDFwAJjR1MUty3rAsqwvLcs6alnWj+s5vsKyrPTK1xHLsgprHPuOZVmZla/v\n3NjHkjbnwkFITYRLJ+zxgAqB7vFD4B7ga3cX0oDLV+HAUfD2ghCNGRURERFxlaaC4KvYy0pjWdYE\n4BfYYfAC9vQSDbIsyxP4DfAgMBSYa1nW0JptjDEpxph4Y0w8sApYX3luCLAYGA2MAhZblhV8Yx9N\n2oy8HZCaBM4yuH8bhN3r7oo6rheBN4G2OPlmaRnsP2K/j70DvDu5tx4RERGRdqypIOhpjKnqO3gE\neM0Ys84YsxCIauLcUcBRY8wxY0wpsBb4ZiPt5wJrKt9PBt43xnxtjCkA3gceaOJ+0hZlr4eP7oPO\nPWCSA4Lj3V1Rx/MF8M/Y0zv1Bh52bzn1qlowvrQcYqLAt7O7KxIRERFp15oMgpZlVY0jvBf4qMax\npsYX9gaya2znVO6rw7KsvkD/Gtdv1rmWZT1lWdYey7L2nDt3rolypNUdeQW2z7TD3/07wa+/uyvq\nmDYA/wW05f9FPDygVygMHWDPFCoiIiIiLtVUEFwDfGxZ1jvY00xsB7AsKwr78dDGWPXsa2jJiTnA\n28aYihs51xjzmjFmpDFmZPfuWtawzTAGvvhn2PMshH8D7v0QOmvSj1ZXtTj8YuBzoIcba2mIMfa4\nQIDwHtAtyL31iIiIiHQQjQZBY8zPgAXYo4rGGWOqwpgH8IMmrp2DPTl9lQjgVANt53DtsdAbPVfa\nEmcZfPo4ZPwcBj4OEzaAV1d3V9Xx/AaIx+4FtIC2msOP5cDeg9fCoIiIiIi0iqYe78QY80k9+440\n49qfAYMsy+oP5GKHvTpTRVqWNRgIBnbV2P0e8PMaE8RMAl5oxj3FncovwfZZcHozxCyC2BfBqq9z\ntwXdl+ba69+uRgBj+f/t3XmYXFd55/Hv2y211Nr3XbIsWasFtrEw2AZbGNtjlmCSsJghIWQIgWTI\nDAyQwAyExISZJCwzIcNglnhMhgAJDHEMAxhjvOCFxLINtiVZttSypJZkS7LW1tLrmT9uKbSFZPVS\nVbeq7vfzPPVU1e17T73V3bqqX59zz4EJeRfyPNqfyW5zpkPrqLyrkSRJKpQzBsGhSin1RMR7yEJd\nM3BjSmldRFwPrE0p3VLa9S3AN/r1NpJS2hcRHycLkwDX95u0RrXo+B648zWw/0F48Q2w5F15V1Q8\nx8kGb18FvLR0q1W798Hm7TBtEpyzoPJ/MJAkSdJzRL/8VddWr16d1q5dm3cZxdTRBj/+N3CsHS79\nBsx7vslhVTEfAf4CeIJs6qVyWFO6v7NM7QEcPgoPb4AJY+GFS7OJYiRJkjRsEfFgSmn1QPatWI+g\nCmLfg3Dnq6GvB664HaZfkndFxfVh4GLKFwIBOk7MODOmfG2Oa4WzZmeTwxgCJUmScuGnMA3drh/C\nj9ZA0+hseQhDYPU9CvwW0AWMBV6TbznP63gndHZlw0DPmgMj/TuUJElSXgyCGpotX82uCRy3CK6+\nHyYuz7uiYnoYuJ1snt1a1t0DjzwJjz2ZLRkhSZKkXBkENTgpwfq/hPt/E2a8HK68G8bMybuq4jkx\nddLbgA3AohxrOZPeXnj0yaxHcLETw0iSJNUCg6AGLvXBg++Fn/0RLHgzrPk+tEzMu6ri+QqwhGxS\nGIDxOdZyJinBhjY4fARWLIJJtVysJElScXiRTiX9aE123whr3fUeh/vfBtu+CcveBy/6FIR/R8jF\n5cAbgQV5FzIAW3fBswezJSKmTz7z/pIkSaoKg6DOrOsA3P162H0XXPApWPH+vCsqnk7gW8BbgYXA\nDblWM3BzZ8CokTB7et6VSJIkqR+7dPT8ju6A214Oe++Di79qCMzLl4HfAB7Iu5AB2ncQ+vqymUEN\ngZIkSTXHHkGd3sH1cMc10LUf1nwPZl2Zd0XF9W7gXODFeRcyAHsPwLpNsGAWnD0v72okSZJ0CvYI\n6tR23wO3vQz6urKZQQ2B1bceuIZshtBmYE0ONXx5W3YbqIMdsGEzjB8DC2ZXri5JkiQNi0FQv2z7\nP8IdV8Go6dkagVMuyLuiYtoDbAR25V3IAB09lq0TOKoFVi2B5ua8K5IkSdJpGAT1XE9+Hu55A0w6\nD666F8adnXdFxXNicfjLyYLguTnWMlApwYYt2RqBL1gKLSPzrkiSJEnPwyCoTErw84/AA78Ps18N\nr7wdRk/Lu6riuRk4B7i39Lwlx1oGIwKWnw0vWAKto/KuRpIkSWfgZDGCvm74l3dD242w+B3w4hug\nyV+NXFwB/AFQL6Nx+/pg9z6YORXGtuZdjSRJkgbIHsGi6zmSrRHYdiOs+mO46EuGwGrrAv4K6AEm\nAJ8ExuRa0cCkBI9vgY1PweEjeVcjSZKkQfATf5Ed3wN3vRb2rc16AZe8K++Kiun7wHuBJcCrc65l\noFKCzdthz35YNA8mjMu7IkmSJA2CQbCoOtqyNQKPboeXfxvmXZt3RcWTgACuBR4EXpRvOYPS/gzs\n2A1zZ8C8mXlXI0mSpEFyaGgR7XsIfngJdD4LV9xuCMzDRuAlwJOl5/UUAo91wpYdMH0yLJ6fTRQj\nSZKkumKPYNHsug1+8mvQMgVeeQdMXJF3RcXUBBwFDuVdyBC0joIXLoUJYw2BkiRJdcoewSLZ8lW4\n89UwblG2ULwhsPoeL90vAR4BLsyxlsE6fBT2HsgeTxoPTZ4+JEmS6pWf5IogJVj/l3D/b8L0l8GV\nd8OYOXlXVTx3kS0O/w+l5/X0r+9YJzz6RDZBTF9f3tVIkiRpmBwa2uhSHzz4Pnjis7DgzXDxV6DZ\nBb9zcSnwceA1eRcySH0pC4Epwapz7AmUJElqAH6ia2S9x+He67IQuOx9cOnXDIHV1g1cDxwk+7PL\nfwbG5lrR4KQER49BZxesWuKi8ZIkSQ3CINioug5ky0Ns+yZc8Cm48DMQ/rir7mGyXsBb8i5kiLp7\noLcPViyGia4VKEmS1CgcGtqIju6AO18Fhx6Hi78KZ78174qKpxdoBi4CNgDn5FvOoPX1ZUNAR46A\n5iaYNinviiRJklRGdhE1moMb4IcXQ8cWWPM9Q2Ae2oAXkk0OA/UXAvfsh395DI4dz5aHaG7OuyJJ\nkiSVmT2CjWTPvXDXr0BTSzYz6JQL8q6omCYBU4HReRcySH190NYOO3bDeNcIlCRJamQGwUax/Wa4\n7y0wZj684lYYd3beFVXHmtL9nTnWcMIDwIuAKWS9gfWUo453wvo2OHwE5s6ARfOcHVSSJKmB+Umv\nETx5A9zz6zDpPLjqvuKEwFryGHAx8D9Kz+spBAK0PwNHj8PKxXDOAkOgJElSg7NHsJ6lBI/8Maz7\nM5jzGnjZ38OIelqboIGsAm4Arsu7kEHo64OuHhjdAmfPg7kzodXlRSRJkorAP/vXq74e+OffyULg\non8Hl91sCKy2HuAPgadKz38HqJcVFjq74Ocb4ZGNWSBsbjIESpIkFYhBsB71HIG7Xw9tN8Kqj8JL\nvgxNdu5W3TbgS9TfGoH7DsLa9XDkGCyc4zBQSZKkAjI91Jvje+Cu18K+tfDiG2DJu/KuqHiOk80I\nuohsjcBZ+ZYzYCnBUzth2y4Y25pdDzim3qY2lSRJUjnYFVBPOtrgtkvhwCPw8m8bAvOwk2yNwJtK\nz+slBEIWBA8cglnT4ILlhkBJkqQCs0ewXux7CO58NfR1wxW3w/RL8q6omKYBFwJL8y5kEPYfgnFj\nYOQIeOFSF4iXJEmSPYJ1Yddt8KPLoWkUXHWPITAPPwGOAC3A14F6+BGcGAr6yBPw1I5smyFQkiRJ\nGARr35avZj2B4xbB1ffDxBV5V1Q8O4GrgI/mXcggdHVnAXDrTpg5NVsgXpIkSSpxaGitSgk2fAp+\n9ocwY022PETLxLyrKqY5wDeBy/MuZIAOH4HHNkFPDyw9K7smMOpthXtJkiRVkj2CtSj1wUPvy0Lg\ngjfBK34GOHn6AAAgAElEQVRgCKy2XuB9wE9Lz38FmJBfOYMyqgVaR8MFK2D2dEOgJEmSfolBsNb0\ndsK9b4GNfwXL3guXfh2aXei76g4C3wF+lHchA9TdDW3tWU9yy0g4f1k2QYwkSZJ0Cg4NrSVdB7OF\n4nffCRd8Epa/396cajsEjAemAA8C9dARe7ADNmyGrh6YNgkmjMu7IkmSJNU4ewRrxdEd8KOXw557\n4OKvwooPGAKr7QDwEn4xKUyth8CUYPvT8PONEE3Z2oCGQEmSJA2APYK14OAGuOMa6NoHa74Hs6/K\nu6Jimkh2LeDVeRcyQJu3w47dWS/gsoUwwn/OkiRJGhg/OeZtz31w12uhqQWuvBumXJB3RcVzB9kC\n8XOBv8y5lsGYORVGj4K5M+w9liRJ0qA4NDRP7f8EP34ljJqWrRFoCKy+w8AbgQ/mXcgApATtz8Cm\nbdnz8WNh3kxDoCRJkgbNHsG8PPkFWPv7MOXFcPl3YfS0vCsqpvHAd4HleRdyBj09sHEr7N0PUydC\nXx80+XccSZIkDY1BsNpSgkc/Bo99HOa8Bl729zBibN5VFUsv8H7gpcB1pftadvgorN8Mxzth0Tx7\nASVJkjRsBsFq6uuBB94Nm/8GFv07uOgL0OSPoOp6gIeBUWRBsJb19sIjT0BTZGsDThyfd0WSJElq\nAKaQauk5Ave8GXb+P1j1UXjBn9qrU20HgNGl262l+1rV25eFv+ZmWLkIxrZmC8VLkiRJZWAQrIbj\ne7KZQfethRffAEvelXdFxdMJXAasAr5GbYfAjtJQ0PmzYPZ0mDwhv1rOr/WLJyVJkjQUBsFK6z0G\nt10KR7fDy/4vzH993hUV0yjg96j9SWGe3gtPbs3WBGwdlXc1kiRJalAGwUrq7oCDj8CIcXDFj2D6\npXlXVDx3ks0MeiFZEKxVvb3w5DZ45lmYNB5WLHIoqCRJkirGIFhJ0QxNo+Gqe2HiiryrKZ4e4F3A\nPOD2nGs5k4MdWQg8azacNcfrRyVJklRRBsFKGtEKky8wBOYhkf12fxeYmnMtz+foMRjTClMmwkWr\noLWWL16UJElSo3BF6kqzZ6e6+sjWCPx46fkSYEp+5ZxWbx9sfAoeWJetEwiGQEmSJFWNPYJqLAHs\nBbrJegVrMYcfPZ7NCnrkWDYz6LjWvCuSJElSwRgE1RgOki0RMQO4kayvuxZD4J59WU9gBKw6B6ZO\nyrsiSZIkFZBBUPUvAdeQBb97geZ8y3leR49ni8OvWAyjW/KuRpIkSQVV0WsEI+KaiNgYEZsi4kOn\n2edNEbE+ItZFxNf6bf/L0rYNEfHZCC+202kE8BHgT6nNXsBjnXDgcPZ4wWw4b5khUJIkSbmqWI9g\nRDQDnwOuAtqBByLilpTS+n77LAE+DFyaUtofETNK2y8BLgVeWNr1HuByslXhpMxGsusBpwGvybmW\n09m7Hx5/ClpGwItXZUNC/ZuGJEmSclbJHsGLgE0ppbaUUhfwDeDak/Z5J/C5lNJ+gJTS7tL2BIwG\nWoBRwEjgmQrWqnr0MWAT2W9Lrenrg03bYN1mGDMKXrDUAChJkqSaUckgOBfY3u95e2lbf0uBpRFx\nb0T8NCKuAUgp3Q/cAewq3W5NKW2oYK2qR38DnEvtDQft6YWfbYQdu2HuDDh/ObSOyrsqSZIk6V9V\ncrKYU308P7nvZgTZSm9rgHnATyJiFdlgvxWlbQC3RcRlKaW7n/MCEb8L/C7AggULyle5attOstlB\nxwLjc67lVJqbsglh5s+E6bW4iKEkSZKKrpI9gu3A/H7P55F9hD95n39KKXWnlLaQXfW1BPhV4Kcp\npY6UUgfwfeClJ79ASumLKaXVKaXV06dPr8ibUI3pBl4FvDHvQk7S1wdbdsCx49kQ0GULDYGSJEmq\nWZUMgg8ASyLi7IhoAa4Dbjlpn5uBVwBExDSyoaJtwDbg8ogYEREjySaKcWiosj7kDwPvyruQfjq7\n4OdPwLZdsGd/3tVIkiRJZ1SxoaEppZ6IeA9wK9nKbjemlNZFxPXA2pTSLaWvXR0R64Fe4IMppWcj\n4lvAFcCjZMNJf5BS+k6lalWdSGQDjq/rt63jaOnBmOrXA7DvIDy+BXr7YMXZMGNqPnVIkiRJg1DR\nBeVTSt8DvnfStj/u9zgB/6l0679PL7XV56O8HQVeSdYb+Lqcazlh7/5sVtCxrbByEYxpzbsiSZIk\naUAqGgSlsjkx4nJcrlVkUsquA5w8Ac6aDfNnQXNz3lVJkiRJA2YQVH2YC9xH/ktF7D8EW3fCqiUw\nohkWnrwiiiRJklT7KjlZjDR8h4CPAEfINwSmBE/thEeegO6e7CZJkiTVKYOgatsPgL8AHsuxhq5u\nePTJrCdwxhR40QoXiJckSVJdc2ioatubgIuAhTnW8ORWOHAYlp4Fs6Zl1wdKkiRJdcwgqNr0LPAM\nsJJ8QmBK2SLxzc2weD6cNQfG5bREhSRJklRmDg1VbfrPwEuAfTm8dncPPLYJ1rdlgXD0KEOgJEmS\nGoo9gqpN1wNXAVOq/LoHO2BDW3Zd4OL5VX5xSZIkqToMgqotx4DRwEzgDVV83ZSg/RnYsgNGjYQL\nlsP4sVUsQJIkSaoeg6BqRwKuA8YCf0d1l4vo6c2C4JSJsHwhjPCfhiRJkhqXn3ZVOxJwGdBC9ULg\nkWMwZjSMHJEtC9Ey0llBJUmS1PAMgqodTcD7q/RaKcHOPbB5OyycAwtmw6iWKr24JEmSlC9nDVX+\n+oDfAe6u0uv19GQTwmzaBpMnwOzpVXphSZIkqTYYBJW/p4E7gcer8FodR+GhDbBnP5w9F1adkw0L\nlSRJkgrET8DK3xzgEaC1Cq+VUnYt4vnLYOL4KrygJEmSVHvsEVR+eoGbgB5gDJWbIKa3F57emz0e\nPxYuWmUIlCRJUqHZI6j8fAf4bWAq8CsVeo0jx2D9Zjh6PAuBY1udFVSSJEmFZxBUfq4luzbwsgq1\n//ReeHIbNDfBC5dmIVCSJEmSQVA56AaeBWYBl1foNZ7cBjt3w6TxsGJRtj6gJEmSJMBrBJWH/wac\nC+yq4GtMGAtnzc56Ag2BkiRJ0nPYI6jqezPQDMwuc7vPPJvNCjprGsycWubGJUmSpMZhj6CqJ5Xu\nlwH/pYztjuiDJ56Cx7fA7n1ZGJQkSZJ0WvYIqnr+CDgKfJby/QliWie8rR12dcL8Wdki8c4KKkmS\nJD0vg6CqI5GtG9hH+ULg8U543xboDVh1DkydVKaGJUmSpMZmEFR1BPBpfjE8tBxGj4Jvz4K2MXCb\nIVCSJEkaKK8RVOV9BthQelyOUZspwbHj2eMHJ8H+ljI0KkmSJBWHPYKqrGeBPydbKuKTZWpz6y7Y\n/jRcuBK+vK20cXmZGpckSZIan0FQlTUVeBSYUKb29h2ErTuz5SFaR5WpUUmSJKlYHBqqyrmX7JrA\nmUBrGdo73gkb2mBsKyxZ4OygkiRJ0hAZBFUZdwAvA75Wpvb6+mDd5ixYnrsYmpvL1LAkSZJUPA4N\nVWVcBnwZeGMZ25w4Ds6aDa2jy9ioJEmSVDwGQZVXAo6TDQV9R7naTNDUBOcsKFODkiRJUrE5NLSS\nrrwzuxXJ14FzgafK1F7HUVi7Do4cK1ODkiRJkuwRVHktBC4G5pWhre4eWLcJ+hKM9FdVkiRJKhc/\nXau8LindhisleHwLdHbDecugZWQZGpUkSZIEDg1VudxEtnB8b5na27YrWzNw8fxskhhJkiRJZWMQ\nVHncBdwGlGNpv5TgwGGYMQXmTC9Dg5IkSZL6c2ioyuNG4Cjl+dNCBLxwaXZtoIvGS5IkSWVnj6CG\n5zvALrKewLHDbKuvDzZtg67uLAA2++spSZIkVYKftDV0HcDbgQ+Wqb3N22HHbjjUUaYGJUmSJJ2K\nQ0M1dOOA+4AJZWjrmWdh5x6YNxOmTS5Dg5IkSZJOxx5BDU176X4ZMHuYbXUchSe2wsTxsKgcCxBK\nkiRJej4GQQ3eo8Bi4Ctlaq+tHUY0w8pFTg4jSZIkVYFDQzV4i4EPAK8pU3srFkFnl4vGS5IkSVVi\nENTgJGAM8IkytLXvIEwaDyNHZDdJkiRJVeHQUA3cPwOXAFvL0Nb+Q/Dok7BtVxkakyRJkjQYBkEN\n3H6gC5g0zHY6u2BDG4wZDfNnlaEwSZIkSYNhENTAXQOsBSYOo42+Pli3Obs/dzE0N5epOEmSJEkD\nZRDUmd0NfJXs+sDhTuq5ZQccPgLLFsKY1mGXJkmSJGnwnKFDZ/YF4F+ANwCjh9nWrGnZ7KDTpwy/\nLkmSJElDYhDUmf0tsJPhhcDunmytwLGt2a1czl9evrYkSZKkgnBoqE7v50AH0AzMH0Y7Pb3w8IZs\n4XhJkiRJuTMI6tQ6gdcC/3aY7aQEG7fAsU6YOtzpRiVJkiSVg0NDdWqjgK8D44bZTvszsPcALJqX\nLR4vSZIkKXcGQf2yY0Ar8LJhtnPgcDYcdNpkmDezDIVJkiRJKgeHhuq5ngGWkC0XMVy9vTB+bLZU\nRAx33QlJkiRJ5WKPoJ6rGbgMeFEZ2po6CaZMNARKkiRJNcYgqOeaBnxtmG1s3g6jWrLhoIZASZIk\nqeY4NFSZ7WQzhD49zHZ278smiDneWYaiJEmSJFVCRYNgRFwTERsjYlNEfOg0+7wpItZHxLqI+Fq/\n7Qsi4ocRsaH09YWVrLXwHgRuA44Mo40jx2DjUzBhbDZLqCRJkqSaVLGhoRHRDHwOuApoBx6IiFtS\nSuv77bME+DBwaUppf0TM6NfE3wKfSCndFhHjgL5K1Srg9WQ/qbFDPL6nF9ZvhuYmWLkYmuxsliRJ\nkmpVJT+tXwRsSim1pZS6gG8A1560zzuBz6WU9gOklHYDRMRKYERK6bbS9o6U0tEK1lpcm4Eflx4P\nNQQCHDiULRq/clF2faAkSZKkmlXJIDiX7MqzE9pL2/pbCiyNiHsj4qcRcU2/7Qci4tsR8XBEfLLU\nw/gcEfG7EbE2Itbu2bOnIm+i4V0PvAE4NMx2pk2Gi1bBpAllKEqSJElSJVUyCJ5qush00vMRZKvW\nrQHeAnw5IiaVtr8c+ADwYmAR8PZfaiylL6aUVqeUVk+fPr18lRfJ54HvA0PNbwcPw/5Sihw9qkxF\nSZIkSaqkSgbBdmB+v+fzgJ2n2OefUkrdKaUtwEayYNgOPFwaVtoD3Ex5VrbTCU8DPcAY4CVDbKOz\nC9a3waZtkE7O+JIkSZJqVSWD4APAkog4OyJagOuAW07a52bgFQARMY1sSGhb6djJEXGim+8KYD0q\nj17gtWQTxAxVXx9saMsmiVm52PUCJUmSpDpSsVlDU0o9EfEe4FagGbgxpbQuIq4H1qaUbil97eqI\nWE8WTz6YUnoWICI+ANweEUG2uMGXKlVr4TQDfwSMHkYbW3bAwQ5YfjaMbS1TYZIkSZKqIVKDDOlb\nvXp1Wrt2bd5l1L7Eqa/eHIyDh+FnG2HOdFhyVjmqkiRJkjRMEfFgSmn1QPZ1sbciOQ5cBvzfYbYz\nYVzWE7h4/pn3lSRJklRzDIJFcoCsR3DMEI/v7c3WCoyAmVNdNF6SJEmqUxW7RlA1aBbwE4Y2NDQl\n2LgV9h+El7wARvirI0mSJNUru3SK4AjwEaCDoV8fuGM37NkH82cZAiVJkqQ6ZxAsgtuAPwceHuLx\nBzugrR2mTsqCoCRJkqS6ZtdOEbwe2AQsHMKxXd2wfjOMaoHlC10vUJIkSWoABsFGdhDYDqxiaCEQ\noLkJpk6EOTMcEipJkiQ1CIeGNrKPAi8B9gzx+L4+aG6GpQth3FCnGpUkSZJUawyCjeyjwI3A9CEc\nu3c/PLgejneVuShJkiRJeTMINqLjZOsFTgfePITjjx6Hx7dkw0JbHA4qSZIkNRqDYKNJwNuAN5Ue\nD1ZvbzY5TDTBysUuGi9JkiQ1ILt7GtElQC+DXzMwJXhiKxw5Bi9YAqNHVaA4SZIkSXkzCDaaAN47\nxGN7++BYJyycA1MmlrMqSZIkSTXEcX+NIgHvBu4YRhsjmuH8ZbBgdpmKkiRJklSLDIKNYg9ZCHx0\nCMd2dcPGp6C7J7sm0EXjJUmSpIbm0NBGMQN4GBg9yONSgg1tcKgD5s6Akf5KSJIkSY3OHsF61wd8\nBegBxjD4n+hTO+DAYVhylovGS5IkSQVhEKx3twJvB24ewrF7D8C2p2H2NJg1rbx1SZIkSapZjgOs\nd68iuzbw8kEelxJsac96Ac9ZUIHCJEmSJNUqg2C96iGbIGY2sGYIx0fAecugr89F4yVJkqSCMQHU\nq08DK4FtgzwuJdizL7tvGemi8ZIkSVIB2SNYr34NOA7MH+Rxu/bCk1th2UKvC5QkSZIKyh7BepNK\n90uAjwGDWfLv0BHYtA0mT4CZU8tfmyRJkqS6YBCsN38M/B7QO8jjurth/eZsOOiKRS4aL0mSJBWY\nQbDedANdQPMgj9u4Fbq64dzFLhovSZIkFZyJoN78Ob8YHjoYC2bDjMkwfmy5K5IkSZJUZ+wRrBd/\nDTxWejyYUZ1d3dn9hLEww+sCJUmSJBkE68NB4BPAFwZ53LFOeOAxaH+mAkVJkiRJqlcODa0HE4FH\ngdZBHNPbB+s3ZY+nTqpAUZIkSZLqlT2Cte4+smsCpwPjBnhMSrBpK3Qcg+VnQ6uLxkuSJEn6BYNg\nJa0p3YbqPuBS4KZBHvf0Xnj62WyCGHsDJUmSJJ3EIFjLXgp8GXjLII9rasoC4MI5FShKkiRJUr3z\nGsFadYzsmsB3DOKYlLKF4mdOhRlTXDRekiRJ0inZI1iLvg2sADYP4piUYP3mbFgoGAIlSZIknZZB\nsBbNBS4GFgzimK27YO8B6OurUFGSJEmSGoVDQ2vRS4CvD2L/fQdh685sSOjs6ZWqSpIkSVKDsEew\nlvwd8GdAzyCOOd4JG9pgbCssWeCQUEmSJElnZBCsJXcDPwAGk+WePZitM3juYmhurkxdkiRJkhqK\nQ0NryReAI8Bg8tzcGTB9MrSMrFBRkiRJkhqNPYK14HvAjtLjsQM8Zvc+ONiRPTYESpIkSRoEg2De\njgG/Dbx3EMccPgobt2QTxEiSJEnSIDk0NG+twD2l+4Ho7oH1m2DECFh+dgULkyRJktSo7BHM04nh\noEuAeQPYPyV4fAt0dmeTwzgkVJIkSdIQGATz8jhwDvClQRyze1+2ZuDi+TBhXIUKkyRJktToHBqa\nl7OA9wOvG8QxM6ZAU8C0yRUqSpIkSVIRGATzkMiuCfyzAe7f2ZXdj2qB6VMqVJQkSZKkonBoaLU9\nBFwMtA1w/74+WLcJfr4xu0ZQkiRJkobJIFhtzwKdwKQB7r9pe7ZcxKJ5EFHBwiRJkiQVhUNDq+0q\nsl7BgWS6p/fCrj0wf5bXBUqSJEkqG3sEq+V+4Cay6wMHEgI7jsKTW2HieDh7bkVLkyRJklQsBsFq\n+SLwJ8DRAe4/ugVmToWVixwSKkmSJKmsHBpaLX8DtANjz7BfStltxAhYurDydUmSJEkqHHsEK60D\nOET2nV4wgP23Pw0PPw49PZWtS5IkSVJhGQQrqQ9YB7xxgPvvPwRbdkDrKGhurmBhkiRJkorMIFhJ\nTcBy4BMD2LezCza0wZjRsGyh1wVKkiRJqhiDYKVNBFafYZ++Pli3Obs/d7G9gZIkSZIqyiBYC7p7\nshC4bCGMac27GkmSJEkNzllDK6njxFoRY55/v1Et8KIV0GQulyRJklR5Jo88HTkGG7dAb68hUJIk\nSVLVVDR9RMQ1EbExIjZFxIdOs8+bImJ9RKyLiK+d9LUJEbEjIv5nJevMRU8vrNsE+w5ljyVJkiSp\nSio2NDQimoHPAVeRLaX+QETcklJa32+fJcCHgUtTSvsjYsZJzXwcuKtSNeYmpawn8FgnnLcsGxoq\nSZIkSVVSyR7Bi4BNKaW2lFIX8A3g2pP2eSfwuZTSfoCU0u4TX4iIC4GZwA8rWGM+2p+BvQdg0TyY\nND7vaiRJkiQVTCWD4Fxge7/n7aVt/S0FlkbEvRHx04i4BiAimoBPAx98vheIiN+NiLURsXbPnj1l\nLL2Cenph+9MwbTLMm5l3NZIkSZIKqJKzhp5qRfR0itdfAqwB5gE/iYhVwG8A30spbY/nWVg9pfRF\n4IsAq1evPrnt2jSiOZshdMQIF42XJEmSlItKBsF2YH6/5/OAnafY56cppW5gS0RsJAuGFwMvj4jf\nB8YBLRHRkVI65YQzdaGvD3bvg5lTYfSovKuRJEmSVGCVHBr6ALAkIs6OiBbgOuCWk/a5GXgFQERM\nIxsq2pZSemtKaUFKaSHwAeBv6zoEArS1w8an4GBH3pVIkiRJKriKBcGUUg/wHuBWYAPwDymldRFx\nfUS8rrTbrcCzEbEeuAP4YErp2UrVlJvd+2DHbpg7w8lhJEmSJOUuUqqPS+vOZPXq1Wnt2rV5l/Fc\nq4/CzE740BYYNwbOW+rC8ZIkSZIqIiIeTCmtHsi+ppJKigS/2Q7NTbBykSFQkiRJUk0wmVRSCvjH\nWbBysYvGS5IkSaoZlZw1VACbx8KkMXlXIUmSJEn/yh5BSZIkSSoYg6AkSZIkFYxBUJIkSZIKxiAo\nSZIkSQVjEJQkSZKkgjEISpIkSVLBGAQlSZIkqWAMgpIkSZJUMC4oX0lf3lZ6sDzXMiRJkiSpP3sE\nJUmSJKlgDIKSJEmSVDAODa2k8x0SKkmSJKn22CMoSZIkSQVjEJQkSZKkgjEISpIkSVLBGAQlSZIk\nqWAMgpIkSZJUMAZBSZIkSSoYg6AkSZIkFYxBUJIkSZIKxiAoSZIkSQVjEJQkSZKkgjEISpIkSVLB\nGAQlSZIkqWAMgpIkSZJUMAZBSZIkSSoYg6AkSZIkFYxBUJIkSZIKxiAoSZIkSQVjEJQkSZKkgjEI\nSpIkSVLBGAQlSZIkqWAMgpIkSZJUMAZBSZIkSSoYg6AkSZIkFYxBUJIkSZIKJlJKeddQFhGxB9g6\ngF0nAgcrXE411dr7yaOeSr5mOdsuR1vDaWOox04D9g7xNXVmtfZveDhq8b1Uu6Z6OR+Vq71qn5M8\nH1VWLf4bHo5aez+NdD4qd/uej8rnrJTS9AHtmVIq1A34Yt41NPL7yaOeSr5mOdsuR1vDaWOoxwJr\nq/0zLdKt1v4NN9p7qXZN9XI+Kld71T4neT6q7K0W/w030vtppPNRudv3fJTPrYhDQ7+TdwFlVmvv\nJ496Kvma5Wy7HG0Np41a+11RppF+LrX4XqpdU72cj8rVnuekxtJoP5Naez+NdD4qd/uej3LQMEND\nJVVGRKxNKa3Ouw5J8nwkqVY0wvmoiD2Ckgbni3kXIEklno8k1Yq6Px/ZIyhJkiRJBWOPoCRJkiQV\njEFQkiRJkgrGIChJkiRJBWMQlDRgETE2Ir4SEV+KiLfmXY+kYouIRRHxNxHxrbxrkVRsEfH60uej\nf4qIq/OuZyAMglLBRcSNEbE7Ih47afs1EbExIjZFxIdKm38N+FZK6Z3A66perKSGN5hzUkqpLaX0\njnwqldToBnk+urn0+ejtwJtzKHfQDIKSbgKu6b8hIpqBzwGvAlYCb4mIlcA8YHtpt94q1iipOG5i\n4OckSaqkmxj8+egjpa/XPIOgVHAppbuBfSdtvgjYVPprexfwDeBaoJ0sDILnD0kVMMhzkiRVzGDO\nR5H5C+D7KaWHql3rUPhBTtKpzOUXPX+QBcC5wLeBX4+IzwPfyaMwSYV0ynNSREyNiBuACyLiw/mU\nJqlgTvcZ6Q+AK4E3RMS78yhssEbkXYCkmhSn2JZSSkeA3652MZIK73TnpGeBuvjAJalhnO589Fng\ns9UuZjjsEZR0Ku3A/H7P5wE7c6pFkjwnSaoVDXM+MghKOpUHgCURcXZEtADXAbfkXJOk4vKcJKlW\nNMz5yCAoFVxEfB24H1gWEe0R8Y6UUg/wHuBWYAPwDymldXnWKakYPCdJqhWNfj6KlFLeNUiSJEmS\nqsgeQUmSJEkqGIOgJEmSJBWMQVCSJEmSCsYgKEmSJEkFYxCUJEmSpIIxCEqSJElSwRgEJUlVExG9\nEfGzfreFZWjz9RGxst/z6yPiyjK0uzoiPjvcdvIQEWsi4pK865Ak1S7XEZQkVU1EdKSUxj3P10eU\nFusdTJs3Ad9NKX1ruPXlaSjv/Xna+hOgI6X0qXK0J0lqPPYISpJyFRFvj4hvRsR3gB9GxLiIuD0i\nHoqIRyPi2n77vi0iHomIn0fE/yn1er0O+GSph3FxRNwUEW8o7f/KiHi41M6NETGqtP2piPjTfq+x\n/BR1rYmI75Ye/0np+Dsjoi0i/sNp3ktHRHy61O7tETG9tH1xRPwgIh6MiJ+ceL1SrZ+JiDuAvyi9\n9/9dqumRiPj10n5XR8T9pXa/GRHjTvc+Sr2s7wbeV/qevDwifiUi/rn0vfhRRMwsHT89Im4rHf+F\niNgaEdNKX/uNiPiXUhtfiIjm4f+0JUm1wiAoSaqm1n7DQv+x3/aLgd9KKV0BHAd+NaX0IuAVwKcj\ncy7wX4ArUkrnAf8xpXQfcAvwwZTS+SmlzScajIjRwE3Am1NKLwBGAL/X7zX3ll7j88AHBlD7cuDf\nABcBH4uIkafYZyzwUKndu4CPlbZ/EfiDlNKFpdf6X/2OWQpcmVJ6P/BR4GBK6QUppRcCPy4Fs4+U\n9nkRsBb4T6d7Hymlp4AbgP9e+p78BLgHeGlK6QLgG8Aflo79GPDj0vH/CCwofe9WAG8GLk0pnQ/0\nAm8dwPdIklQnRuRdgCSpUI6VgsXJbksp7Ss9DuC/RsRlQB8wF5gJXAF8K6W0F6Df/qezDNiSUnqi\n9PwrwL8H/kfp+bdL9w8CvzaA2v9fSqkT6IyI3aWa2k/apw/4+9LjrwLfLvXeXQJ8MyJO7Deq3zHf\nTCn1lh5fCVx34gsppf0R8VpgJXBv6fgW4P5+xw/kfcwD/j4iZpeO31La/jLgV0uv9YOI2F/a/krg\nQuCB0mu2ArtP07YkqQ4ZBCVJteBIv8dvBaYDF6aUuiPiKWA0WUAczIXtcYavd5buexnY/4ed/R4P\n9Lw8uLEAAAOGSURBVJhENvrmwGkCMDz3vZ/qPQZZUH7LGep6vpr+GvhMSumWiFgD/Em/tk8lgK+k\nlD58mq9LkuqcQ0MlSbVmIrC7FAJfAZxV2n478KaImAoQEVNK2w8D40/RzuPAwog4p/T8N8mGa1ZS\nE/CG0uN/C9yTUjoEbImINwKUhrmed5rjfwi858STiJgM/BS49MT7iIgxEbH0DHWc/D2ZCOwoPf6t\nftvvAd5UavdqYHJp++3AGyJiRulrUyLiLCRJDcMgKEmqNX8HrI6ItWS9g48DpJTWAZ8A7oqInwOf\nKe3/DeCDpYlQFp9oJKV0HPhtsiGZj5IN27yhwrUfAc6NiAfJhrJeX9r+VuAdpbrXAdee5vg/AyZH\nxGOlfV+RUtoDvB34ekQ8QhYMf2lym5N8B/jVE5PFkPUAfjMifgLs7bffnwJXR8RDwKuAXcDhlNJ6\nsusSf1h6zduA2QP9JkiSap/LR0iSVCZxhuUxak1pFtXelFJPRFwMfP55hrBKkhqI1whKklRcC4B/\niIgmoAt4Z871SJKqxB5BSZIkSSoYrxGUJEmSpIIxCEqSJElSwRgEJUmSJKlgDIKSJEmSVDAGQUmS\nJEkqGIOgJEmSJBWMQVCSJEmSCsYgKEmSJEkFYxCUJEmSpIIxCEqSJElSwRgEJUmSJKlgDIKSJEmS\nVDAGQUmSJEkqGIOgJEmSJBWMQVCSJEmSCsYgKEmSJEkFYxCUJEmSpIIxCEqSJElSwRgEJUmSJKlg\nDIKSJEmSVDAGQUmSJEkqGIOgJEmSJBWMQVCSJEmSCsYgKEmSJEkFYxCUJEmSpIIxCEqSJElSwRgE\nJUmSJKlgDIKSJEmSVDAGQUmSJEkqGIOgJEmSJBWMQVCSJEmSCsYgKEmSJEkFYxCUJEmSpIIxCEqS\nJElSwRgEJUmSJKlgDIKSJEmSVDAGQUmSJEkqGIOgJEmSJBWMQVCSJEmSCsYgKEmSJEkFYxCUJEmS\npIIxCEqSJElSwRgEJUmSJKlgDIKSJEmSVDAGQUmSJEkqGIOgJEmSJBWMQVCSJEmSCsYgKEmSJEkF\nYxCUJEmSpIIxCEqSJElSwRgEJUmSJKlgDIKSJEmSVDAGQUmSJEkqGIOgJEmSJBWMQVCSJEmSCsYg\nKEmSJEkFYxCUJEmSpIIxCEqSJElSwRgEJUmSJKlgDIKSJEmSVDAGQUmSJEkqGIOgJEmSJBXM/wcg\nXP3lZKXQGwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(fractions, \n", + " y = baseline_dsb_n10[:, 1], \n", + " yerr = baseline_dsb_n10[:, 2], \n", + " label='baseline', color='pink', linestyle = '--')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = sequential_dsb_n10[:, 1], \n", + " yerr = sequential_dsb_n10[:, 2], \n", + " label='sequential', color='magenta', linestyle = ':')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = joint_dsb_n10_scores, \n", + " yerr = joint_dsb_n10_sems, \n", + " label='bestjoint', color='orange')\n", + "\n", + "for i in range(len(alphas)):\n", + " plt.annotate('Weight ='+alphas[i], [fractions[i], scores[i] ])\n", + " \n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('SEG-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DSB2018 n10: SEG scores on test data with alpha corresponding to best test" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "baseline_dsb_n10 = read_Noise2Seg_results('fin', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "sequential_dsb_n10 = read_Noise2Seg_results('finSeq', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_1_dsb_n10 = read_Noise2Seg_results('alpha0.1', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_2_dsb_n10 = read_Noise2Seg_results('alpha0.2', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_3_dsb_n10 = read_Noise2Seg_results('alpha0.3', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_4_dsb_n10 = read_Noise2Seg_results('alpha0.4', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_5_dsb_n10 = read_Noise2Seg_results('alpha0.5', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_6_dsb_n10 = read_Noise2Seg_results('alpha0.6', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_7_dsb_n10 = read_Noise2Seg_results('alpha0.7', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_8_dsb_n10 = read_Noise2Seg_results('alpha0.8', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')\n", + "\n", + "joint_alpha0_9_dsb_n10 = read_Noise2Seg_results('alpha0.9', 'dsb_n10', measure='SEG', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0], score_type = '')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZIkSR1jEJQkSZKkjvlflQaSvfLg1A4AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(baseline_dsb_n10[:, 0], \n", + " y = baseline_dsb_n10[:, 1], \n", + " yerr = baseline_dsb_n10[:, 2], \n", + " label='baseline', color='pink', linestyle = '--')\n", + "\n", + "plt.errorbar(sequential_dsb_n10[:, 0], \n", + " y = sequential_dsb_n10[:, 1], \n", + " yerr = sequential_dsb_n10[:, 2], \n", + " label='sequential', color='magenta', linestyle = ':')\n", + "\n", + "plt.errorbar(joint_alpha0_1_dsb_n10[:, 0], \n", + " y = joint_alpha0_1_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_1_dsb_n10[:, 2], \n", + " label='denoising =0.1', color='orange')\n", + "\n", + "plt.errorbar(joint_alpha0_2_dsb_n10[:, 0], \n", + " y = joint_alpha0_2_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_2_dsb_n10[:, 2], \n", + " label='denoising =0.2', color='gray')\n", + "\n", + "plt.errorbar(joint_alpha0_3_dsb_n10[:, 0], \n", + " y = joint_alpha0_3_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_3_dsb_n10[:, 2], \n", + " label='denoising =0.3', color='red')\n", + "\n", + "plt.errorbar(joint_alpha0_4_dsb_n10[:, 0], \n", + " y = joint_alpha0_4_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_4_dsb_n10[:, 2], \n", + " label='denoising =0.4', color='blue')\n", + "\n", + "plt.errorbar(joint_alpha0_5_dsb_n10[:, 0], \n", + " y = joint_alpha0_5_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_5_dsb_n10[:, 2], \n", + " label='denoising =0.5', color='yellow')\n", + "\n", + "plt.errorbar(joint_alpha0_6_dsb_n10[:, 0], \n", + " y = joint_alpha0_6_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_6_dsb_n10[:, 2], \n", + " label='denoising =0.6', color='green')\n", + "\n", + "plt.errorbar(joint_alpha0_7_dsb_n10[:, 0], \n", + " y = joint_alpha0_7_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_7_dsb_n10[:, 2], \n", + " label='denoising =0.7', color='purple')\n", + "\n", + "plt.errorbar(joint_alpha0_8_dsb_n10[:, 0], \n", + " y = joint_alpha0_8_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_8_dsb_n10[:, 2], \n", + " label='denoising =0.8', color='brown')\n", + "\n", + "plt.errorbar(joint_alpha0_9_dsb_n10[:, 0], \n", + " y = joint_alpha0_9_dsb_n10[:, 1], \n", + " yerr = joint_alpha0_9_dsb_n10[:, 2], \n", + " label='denoising =0.9', color='violet')\n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('SEG-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": true, + "scrolled": true + }, + "outputs": [], + "source": [ + "exps = [joint_alpha0_1_dsb_n10, joint_alpha0_2_dsb_n10, joint_alpha0_3_dsb_n10, joint_alpha0_4_dsb_n10, joint_alpha0_5_dsb_n10, joint_alpha0_6_dsb_n10, joint_alpha0_7_dsb_n10, joint_alpha0_8_dsb_n10, joint_alpha0_9_dsb_n10]\n", + "fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0]\n", + "alpha_strs = ['0.1', '0.2', '0.3', '0.4', '0.5', '0.6', '0.7', '0.8', '0.9']\n", + "scores = []\n", + "sems = []\n", + "alphas = []\n", + "\n", + "for i in fractions:\n", + " best_score = 0.0\n", + " best_sem = 0.0\n", + " best_alpha = ''\n", + " for num, exp in enumerate(exps):\n", + " \n", + " for j in range (exp.shape[0]):\n", + " if(exp[j][0]==i):\n", + " score = exp[j][1]\n", + " corresponding_sem = exp[j][2]\n", + " corresponding_alpha = alpha_strs[num]\n", + " break\n", + " if(score> best_score):\n", + " best_score = score\n", + " best_sem = corresponding_sem\n", + " best_alpha = corresponding_alpha\n", + " \n", + " scores.append(best_score)\n", + " sems.append(best_sem)\n", + " alphas.append(best_alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAKNCAYAAADyGTwGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSJBXO/w/fpcDWpW2HngAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(fractions, \n", + " y = baseline_dsb_n10[:, 1], \n", + " yerr = baseline_dsb_n10[:, 2], \n", + " label='baseline', color='pink', linestyle = '--')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = sequential_dsb_n10[:, 1], \n", + " yerr = sequential_dsb_n10[:, 2], \n", + " label='sequential', color='magenta', linestyle = ':')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = scores, \n", + " yerr = sems, \n", + " label='bestjoint', color='orange')\n", + "\n", + "for i in range(len(alphas)):\n", + " plt.annotate('Weight ='+alphas[i], [fractions[i], scores[i] + 0.012])\n", + " \n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('SEG-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRJUoMxCEqSJElSgzEISpIkSVKD+f+ou3lr1WtR6wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(fractions, \n", + " y = baseline_dsb_n10[:, 1], \n", + " yerr = baseline_dsb_n10[:, 2], \n", + " label='baseline', color='pink', linestyle = '--')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = sequential_dsb_n10[:, 1], \n", + " yerr = sequential_dsb_n10[:, 2], \n", + " label='sequential', color='magenta', linestyle = ':')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = joint_dsb_n10_scores, \n", + " yerr = joint_dsb_n10_sems, \n", + " label='bestjointvalidation', color='blue')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = scores, \n", + " yerr = sems, \n", + " label='bestjointtest', color='orange')\n", + "\n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('SEG-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEmMiKEmSJEklxkRQkiRJkkrM/wdbsqb+l9SFjwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(fractions, \n", + " y = baseline_dsb_n10[:, 1], \n", + " yerr = baseline_dsb_n10[:, 2], \n", + " label='baseline', color='pink', linestyle = '--')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = sequential_dsb_n10[:, 1], \n", + " yerr = sequential_dsb_n10[:, 2], \n", + " label='sequential', color='magenta', linestyle = ':')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = DSB_n10_SEG_finetune[:, 1], \n", + " yerr = DSB_n10_SEG_finetune[:, 2], \n", + " label='finetune', color='green')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = DSB_n10_SEG_finetuneSequential[:, 1], \n", + " yerr = DSB_n10_SEG_finetuneSequential[:, 2], \n", + " label='finetunesequential', color='red')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = joint_dsb_n10_scores, \n", + " yerr = joint_dsb_n10_sems, \n", + " label='bestjointvalidation', color='blue')\n", + "\n", + "plt.errorbar(fractions, \n", + " y = scores, \n", + " yerr = sems, \n", + " label='bestjointtest', color='orange')\n", + "\n", + "\n", + "plt.semilogx()\n", + "plt.xlabel('Fraction in percentage')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/figures/Figures_weightedDenoising.ipynb b/figures/Figures_weightedDenoising.ipynb index c48771d..d0afcc4 100644 --- a/figures/Figures_weightedDenoising.ipynb +++ b/figures/Figures_weightedDenoising.ipynb @@ -167,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -186,7 +186,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -217,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": { "collapsed": true }, @@ -229,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -238,7 +238,7 @@ "304.0" ] }, - "execution_count": 11, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } diff --git a/figures/Figures_weightedDenoising_withBaselines.ipynb b/figures/Figures_weightedDenoising_withBaselines.ipynb index 4cb9d32..6703940 100644 --- a/figures/Figures_weightedDenoising_withBaselines.ipynb +++ b/figures/Figures_weightedDenoising_withBaselines.ipynb @@ -8,8 +8,9 @@ }, "outputs": [], "source": [ + "import pickle\n", "import numpy as np\n", - "from matplotlib import pyplot as plt" + "from matplotlib import pyplot as plt " ] }, { @@ -22,7 +23,9 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "def get_measure(name, exp, run=1, fraction=0.5, measure='AP', score_type='validation_'):\n", @@ -64,7 +67,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Fraction to #Images" + "# Read VoidSeg Results" ] }, { @@ -74,6 +77,32 @@ "collapsed": true }, "outputs": [], + "source": [ + "def read_voidseg_results(name):\n", + " content = []\n", + " with open('/Users/prakash/Desktop/fileserver_Noise2Seg/VoidSeg_Baselines/machine_readable/' + name) as f:\n", + " line = f.readline()\n", + " while line:\n", + " content.append([float(x) for x in line.strip().split(\" \")])\n", + " line = f.readline()\n", + "\n", + " return np.array(content)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fraction to #Images" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ "def fraction_to_abs(fracs, max_num_imgs=3800):\n", " return np.round(max_num_imgs*fracs/100)" @@ -81,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -90,7 +119,7 @@ "152.0" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -101,28 +130,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], - "source": [ - "def read_voidseg_results(name):\n", - " content = []\n", - " with open('/Users/prakash/Desktop/fileserver_Noise2Seg/VoidSeg_Baselines/machine_readable/' + name) as f:\n", - " line = f.readline()\n", - " while line:\n", - " content.append([float(x) for x in line.strip().split(\" \")])\n", - " line = f.readline()\n", - "\n", - " return np.array(content)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], "source": [ "DSB_n10_AP_baseline = read_voidseg_results('DSB_n10_AP_baseline.txt')\n", "DSB_n10_AP_sequential = read_voidseg_results('DSB_n10_AP_sequential.txt')\n", @@ -140,202 +152,368 @@ "DSB_n10_SEGoptAP_finetuneSequential = read_voidseg_results('DSB_n10_SEGoptAP_finetune-sequential.txt')" ] }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "DSB_n20_AP_baseline = read_voidseg_results('DSB_n20_AP_baseline.txt')\n", + "DSB_n20_AP_sequential = read_voidseg_results('DSB_n20_AP_sequential.txt')\n", + "DSB_n20_AP_finetune = read_voidseg_results('DSB_n20_AP_finetune.txt')\n", + "DSB_n20_AP_finetuneSequential = read_voidseg_results('DSB_n20_AP_finetune-sequential.txt')\n", + "\n", + "DSB_n20_SEG_baseline = read_voidseg_results('DSB_n20_SEG_baseline.txt')\n", + "DSB_n20_SEG_sequential = read_voidseg_results('DSB_n20_SEG_sequential.txt')\n", + "DSB_n20_SEG_finetune = read_voidseg_results('DSB_n20_SEG_finetune.txt')\n", + "DSB_n20_SEG_finetuneSequential = read_voidseg_results('DSB_n20_SEG_finetune-sequential.txt')\n", + "\n", + "DSB_n20_SEGoptAP_baseline = read_voidseg_results('DSB_n20_SEGoptAP_baseline.txt')\n", + "DSB_n20_SEGoptAP_sequential = read_voidseg_results('DSB_n20_SEGoptAP_sequential.txt')\n", + "DSB_n20_SEGoptAP_finetune = read_voidseg_results('DSB_n20_SEGoptAP_finetune.txt')\n", + "DSB_n20_SEGoptAP_finetuneSequential = read_voidseg_results('DSB_n20_SEGoptAP_finetune-sequential.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "DSB_n40_AP_baseline = read_voidseg_results('DSB_n40_AP_baseline.txt')\n", + "DSB_n40_AP_sequential = read_voidseg_results('DSB_n40_AP_sequential.txt')\n", + "DSB_n40_AP_finetune = read_voidseg_results('DSB_n40_AP_finetune.txt')\n", + "DSB_n40_AP_finetuneSequential = read_voidseg_results('DSB_n40_AP_finetune-sequential.txt')\n", + "\n", + "DSB_n40_SEG_baseline = read_voidseg_results('DSB_n40_SEG_baseline.txt')\n", + "DSB_n40_SEG_sequential = read_voidseg_results('DSB_n40_SEG_sequential.txt')\n", + "DSB_n40_SEG_finetune = read_voidseg_results('DSB_n40_SEG_finetune.txt')\n", + "DSB_n40_SEG_finetuneSequential = read_voidseg_results('DSB_n40_SEG_finetune-sequential.txt')\n", + "\n", + "DSB_n40_SEGoptAP_baseline = read_voidseg_results('DSB_n40_SEGoptAP_baseline.txt')\n", + "DSB_n40_SEGoptAP_sequential = read_voidseg_results('DSB_n40_SEGoptAP_sequential.txt')\n", + "DSB_n40_SEGoptAP_finetune = read_voidseg_results('DSB_n40_SEGoptAP_finetune.txt')\n", + "DSB_n40_SEGoptAP_finetuneSequential = read_voidseg_results('DSB_n40_SEGoptAP_finetune-sequential.txt')" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# DSB2018 n10: AP" + "# DSB2018 n0: AP" ] }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 1.00000000e+01, 6.12584660e-01, 3.66116003e-02],\n", - " [ 1.90000000e+01, 6.70412366e-01, 1.63496609e-02],\n", - " [ 3.80000000e+01, 6.85692568e-01, 1.77824375e-02],\n", - " [ 7.60000000e+01, 7.14284560e-01, 6.00334860e-03],\n", - " [ 1.52000000e+02, 7.22858513e-01, 7.30483524e-03],\n", - " [ 3.04000000e+02, 7.36253735e-01, 2.89969495e-03],\n", - " [ 6.08000000e+02, 7.52301621e-01, 4.03904589e-03],\n", - " [ 1.21600000e+03, 7.64854225e-01, 2.95149891e-03],\n", - " [ 2.43200000e+03, 7.75649780e-01, 1.70216116e-03],\n", - " [ 3.80000000e+03, 7.79790120e-01, 2.11628035e-03]])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ - "DSB_n10_SEG_baseline" + "baseline_dsb_n0 = read_Noise2Seg_results('fin', 'dsb_n0', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" ] }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 1.00000000e+01, 6.35987702e-01, 1.85314291e-02],\n", - " [ 1.90000000e+01, 6.81248385e-01, 2.10120459e-02],\n", - " [ 3.80000000e+01, 6.99428948e-01, 1.06953806e-02],\n", - " [ 7.60000000e+01, 7.15976186e-01, 5.15847643e-03],\n", - " [ 1.52000000e+02, 7.22111465e-01, 3.79354937e-03],\n", - " [ 3.04000000e+02, 7.37680538e-01, 2.73956219e-03],\n", - " [ 6.08000000e+02, 7.53352459e-01, 1.60122695e-03],\n", - " [ 1.21600000e+03, 7.65027348e-01, 3.11329355e-03],\n", - " [ 2.43200000e+03, 7.68154911e-01, 1.24877013e-03],\n", - " [ 3.80000000e+03, 7.69878118e-01, 1.68596214e-03]])" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ - "DSB_n10_SEG_sequential" + "sequential_dsb_n0 = read_Noise2Seg_results('finSeq', 'dsb_n0', measure='AP',runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "joint_dsb_n0 = read_Noise2Seg_results('noEarlyStop_w_1_1', 'DSB_n0', measure='AP',runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + ] + }, + { + "cell_type": "markdown", "metadata": {}, + "source": [ + "# DSB2018 n10: AP" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ - "sD0_dsb_n10 = read_Noise2Seg_results('fin', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", + "baseline_dsb_n10 = read_Noise2Seg_results('fin', 'dsb_n10', measure='AP', runs=[1,2,3,4,5], \n", " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "sequential_dsb_n10 = read_Noise2Seg_results('finSeq', 'dsb_n10', measure='AP',runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "joint_dsb_n10 = read_Noise2Seg_results('noEarlyStop_w_1_1', 'DSB_n10', measure='AP',runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 2.50000000e-01, 5.63684892e-01, 1.18166905e-02],\n", - " [ 5.00000000e-01, 6.39597041e-01, 1.12360450e-02],\n", - " [ 1.00000000e+00, 6.70317643e-01, 1.02273075e-02],\n", - " [ 2.00000000e+00, 7.11357984e-01, 9.81685288e-03],\n", - " [ 4.00000000e+00, 7.45341406e-01, 6.54092937e-03],\n", - " [ 8.00000000e+00, 7.60402568e-01, 6.09580591e-03],\n", - " [ 1.60000000e+01, 7.81445449e-01, 5.20066966e-03],\n", - " [ 3.20000000e+01, 7.84784814e-01, 1.40175325e-03],\n", - " [ 6.40000000e+01, 7.95346518e-01, 4.78936730e-03],\n", - " [ 1.00000000e+02, 7.91445110e-01, 5.65286480e-03]])" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "sD0_dsb_n10" + "# DSB2018 n20: AP" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "baseline_dsb_n20 = read_Noise2Seg_results('fin', 'dsb_n20', measure='AP', runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "sequential_dsb_n20 = read_Noise2Seg_results('finSeq', 'dsb_n20', measure='AP',runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "joint_dsb_n20 = read_Noise2Seg_results('noEarlyStop_w_1_1', 'DSB_n20', measure='AP',runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + ] + }, + { + "cell_type": "markdown", "metadata": {}, + "source": [ + "# DSB2018 n40: AP" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ - "sD0_dsb_n10_2 = read_Noise2Seg_results('finSeq', 'dsb_n10', measure='AP',runs=[1,2,3,4,5], \n", + "baseline_dsb_n40 = read_Noise2Seg_results('fin', 'dsb_n40', measure='AP', runs=[1,2,3,4,5], \n", " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 21, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "sequential_dsb_n40 = read_Noise2Seg_results('finSeq', 'dsb_n40', measure='AP',runs=[1,2,3,4], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "joint_dsb_n40 = read_Noise2Seg_results('noEarlyStop_w_1_1', 'DSB_n40', measure='AP',runs=[1,2,3,4,5], \n", + " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot scores" + ] + }, + { + "cell_type": "code", + "execution_count": 26, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3XmcjfX7x/HXbYx934pUtAhjmSzf\nyDaRJFFC1ihKCxUKidKiDamkX9KGCFGhksoyhMkyQtZSKVuy78Ms9++Pa6axm+WcuWfOeT8fj/OY\nmbNeZxTzns/n+lyO67qIiIiIiIhI8MjmdQEiIiIiIiKSsRQERUREREREgoyCoIiIiIiISJBREBQR\nEREREQkyCoIiIiIiIiJBRkFQREREREQkyCgIioiIiIiIBBkFQRERERERkSCjICgiIiIiIhJksntd\ngK8UK1bMLVOmjNdliIiIiIiIeCI6OnqP67rFU3LfgAmCZcqUYcWKFV6XISIiIiIi4gnHcf5K6X21\nNVRERERERCTIKAiKiIiIiIgEGQVBERERERGRIBMwPYLnEhsby7Zt24iJifG6lICVK1cuSpcuTWho\nqNeliIiIiIhICgV0ENy2bRv58+enTJkyOI7jdTkBx3Vd9u7dy7Zt2yhbtqzX5YiIiIiISAoF9NbQ\nmJgYihYtqhDoJ47jULRoUa24ioiIiIhkMQEdBAGFQD/T91dEREREJOsJ+CCYahGJFxERERERkQDl\n1yDoOM6tjuNschxns+M4T53j9iscx5nvOM7PjuOscRzntlNuG5D4uE2O4zTxZ53+FBISQnh4OFWr\nVqVatWosWbLEp89/7733Mm3aNADuv/9+1q9f79PnFxERERGRwOO3w2IcxwkB3gEaA9uA5Y7jzHRd\n99SkMgj4zHXddx3HqQjMAsokft4OCANKAXMcxynnum68v+r1l9y5c7Nq1SoAvvvuOwYMGMCCBQv8\n8loffPCBX55XREREREQCiz9XBP8HbHZd9w/XdU8Ck4E7zriPCxRI/LwgsCPx8zuAya7rnnBd909g\nc+LzZWmHDh2icOHCABw5coRGjRpRrVo1KleuzIwZMwA4evQozZo1o2rVqlSqVIkpU6YAEB0dTYMG\nDahevTpNmjRh586dZz1/REQEK1asACBfvnwMHDiQqlWrUqtWLXbt2gXA7t27adWqFTVr1qRmzZos\nXrw4I966iIiIiIhkIv4cH3EZsPWUr7cBN5xxn+eA7x3HeRTIC9x8ymN/OuOxl535Ao7jdAe6A1xx\nxRUXrqYXsCoFVSfdJyIF9w0H3rzwXY4fP054eDgxMTHs3LmTefPmATZ/78svv6RAgQLs2bOHWrVq\n0aJFC2bPnk2pUqX45ptvADh48CCxsbE8+uijzJgxg+LFizNlyhQGDhzIRx99dN7XPXr0KLVq1eKl\nl16iX79+vP/++wwaNIjHH3+c3r17U7duXf7++2+aNGnChg0bUvBmRUREREQkUPgzCJ7rOEn3jK/b\nA2Nd133dcZzawCeO41RK4WNxXXcMMAagRo0aZ92eGZy6NTQqKorOnTuzdu1aXNfl6aefZuHChWTL\nlo3t27eza9cuKleuzJNPPkn//v25/fbbqVevHmvXrmXt2rU0btwYgPj4eEqWLHnB182RIwe33347\nANWrV+eHH34AYM6cOaf1ER46dIjDhw+TP39+f7x9ERERERHJhPwZBLcBl5/ydWmSt34m6QbcCuC6\nbpTjOLmAYil8bOpcZOXuPxGJHyPT9WrnVLt2bfbs2cPu3buZNWsWu3fvJjo6mtDQUMqUKUNMTAzl\nypUjOjqaWbNmMWDAAG655RZatmxJWFgYUVFRKX6t0NDQ/0Y7hISEEBcXB0BCQgJRUVHkzp3b929Q\nRERERESyBH/2CC4HrnUcp6zjODmww19mnnGfv4FGAI7jVAByAbsT79fOcZycjuOUBa4Flvmx1gyx\nceNG4uPjKVq0KAcPHqREiRKEhoYyf/58/vrrLwB27NhBnjx56NSpE08++SQrV67kuuuuY/fu3f8F\nwdjYWNatW5emGm655RZGjRr139dJq5UiIiIiIhI8/LYi6LpunOM4PYHvgBDgI9d11zmO8wKwwnXd\nmcATwPuO4/TGtn7e67quC6xzHOczYD0QB/TIiieGQnKPIIDruowbN46QkBA6duxI8+bNqVGjBuHh\n4ZQvXx6AX375hb59+5ItWzZCQ0N59913yZEjB9OmTeOxxx7j4MGDxMXF0atXL8LCwlJdz8iRI+nR\nowdVqlQhLi6O+vXrM3r0aJ++ZxERERERydwcy11ZX40aNdykEzOTbNiwgQoVKqTuiSISP0b6oqrg\nkKbvs4iIiIiI+JTjONGu69ZIyX392SOYNUV6XYCIiIiIiIh/+bNHUERERERERDIhBUEREREREZEg\noyAoIiIiIiISZBQERUREREREgoyC4JkiIuwiIiIiIiISoBQEM8BLL71EWFgYVapUITw8nKVLl3pa\nT2RkJEuWLPnv69GjRzN+/PgLPua5555j+PDh/i5NRERERFJCixeSThof4WdRUVF8/fXXrFy5kpw5\nc7Jnzx5OnjzpaU2RkZHky5ePG2+8EYCHHnrI03pERERERCRjaUXQz3bu3EmxYsXImTMnAMWKFaNU\nqVJER0fToEEDqlevTpMmTdi5cycA0dHRVK1aldq1a9O3b18qVaoEwNixY+nZs+d/z3v77bcTGRkJ\nwPfff0/t2rWpVq0abdq04ciRIwCUKVOGwYMHU61aNSpXrszGjRvZsmULo0eP5o033iA8PJwff/zx\ntNW+999/n5o1a1K1alVatWrFsWPHMupbJSIiIiIiGSR4gmCvXslL6Be6rFpll5Tct1evi77sLbfc\nwtatWylXrhyPPPIICxYsIDY2lkcffZRp06YRHR1N165dGThwIAD33XcfI0eOJCoqKkVva8+ePQwZ\nMoQ5c+awcuVKatSowYgRI/67vVixYqxcuZKHH36Y4cOHU6ZMGR566CF69+7NqlWrqFev3mnPd9dd\nd7F8+XJWr15NhQoV+PDDD1NUh4iIiIiIZB3aGupn+fLlIzo6mh9//JH58+fTtm1bBg0axNq1a2nc\nuDEA8fHxlCxZkoMHD3LgwAEaNGgAwD333MO33357wef/6aefWL9+PXXq1AHg5MmT1K5d+7/b77rr\nLgCqV6/OF198cdF6165dy6BBgzhw4ABHjhyhSZMmaXrfIiIiIiKSeQVPEHzzzZTdL6npNnHbpS+E\nhIQQERFBREQElStX5p133iEsLOysVb8DBw7gOM45nyN79uwkJCT893VMTAwAruvSuHFjJk2adM7H\nJW1JDQkJIS4u7qK13nvvvUyfPp2qVasyduzY/7afioiIiIgIfskLXgieraEe2bRpE7/99tt/X69a\ntYoKFSqwe/fu/4JgbGws69ato1ChQhQsWJBFixYBMHHixP8eV6ZMGVatWkVCQgJbt25l2bJlANSq\nVYvFixezefNmAI4dO8avv/56wZry58/P4cOHz3nb4cOHKVmyJLGxsae9voiIiIiIBI7gWRH0yJEj\nR3j00Uc5cOAA2bNn55prrmHMmDF0796dxx57jIMHDxIXF0evXr0ICwvj448/pmvXruTJk+e0bZl1\n6tShbNmyVK5cmUqVKlGtWjUAihcvztixY2nfvj0nTpwAYMiQIZQrV+68NTVv3pzWrVszY8YM3n77\n7dNue/HFF7nhhhu48sorqVy58nkDo4iIiAgRiR8jPaxBRNLEcV3X6xp8okaNGu6KFStOu27Dhg1U\nqFAhdU+UiZZ6t2zZwu23387atWu9LuWC0vR9FhERkawvIvFjpIc1BKM1a6BZMzh0COrUgSJFoHBh\nu1zo81y5vK48MGSivHAmx3GiXdetkZL7akXwTJnwD1REREREgtyuXfDppzB+vJ1w7ziQPz/8+y9s\n2gT79sHBg3ChRZ5cuU4PiCkNkIUKQWhoxr1XyRAKgplYmTJlMv1qoIiIiIj4SUwMfP01jBsH334L\n8fFQvTqMHAmTJ1s4O3URIz7eVgn37YP9++1yrs+TPv71F/z8s32eOIf6vPLlu3hwPNd1BQtCNh1L\nkhkpCIqIiIiIZBauC0uXWvibPBkOHIBSpeCJJ6BzZwgLs/t9/vnZjw0JSQ5iqRUbmxwYLxYg9++H\njRuTr0s8p+KcHMdWFFOy8njm5/ny2ePFLxQERURERES89vff8MkntvXz118hd25o2RK6dIFGjSzk\n+VNoKJQoYZfUOn485QFy3z5biUz6PD7+/M+bPXtyOEztltbcudP+vQgSCoIiIiIiIl44csRW9saN\nsy2ergv160P//tC6NRQo4HWFKZM7t11KlUrd41zXvgcpDZBp6YdM7Spk4cIX7YeMWGXzySNT924z\nHQXBM2TiQ4BEREREJKtLSID5823l7/PP4ehRuOoqeO456NTJPk+BgAgjSQfe5M8PV1yRusdeqB/y\nXNf9/bcdspPSfsgLBMUWJ45y2CkAB8taD2QWpSCYAfLly8eR8/wHt2PHDh577DGmTZt2wed4+eWX\nefrpp/1RnoiIiIj426ZNFv4++QS2brXVvg4drO+vTp3U98JdJMsEPH/0Q57vkJ1Nm07rh+yT9Dy7\nWioIStqVKlXqoiEQFARFREQkk3CBDcAPwC9ADHADUAAomPgxpZf8QCBPJdi3D6ZMsa2fS5fa6Zm3\n3AJDh8Idd6iPzSvp7Ie8q8SP5HWPMu6KMmTl81AVBDOI67r069ePb7/9FsdxGDRoEG3btj1taPzY\nsWOZOXMmx44d4/fff6dly5YMHTqUp556iuPHjxMeHk5YWBgTJ070+u2IiIhIMPkHmIOFvznAjsTr\ncwN5gcLAIWBn4sekywVauP6Tm9SFx/NdcgKZ4YDJ2FiYPdvC31dfwcmTUKkSDBsGHTtCyZJeV5jl\nJCTYwaQnTthEjaTPvbnk5sSJWwB45m8oV87jb046BE0Q7NXLtgVfTNJ9knoFLyQ8HN58M2Wv/8UX\nX7Bq1SpWr17Nnj17qFmzJvXr1z/H66/i559/JmfOnFx33XU8+uijvPrqq4waNYpVKXkDIiIiIul1\nFFiIBb8fgKSxxkWBRkBj4Gbg3sTrZ5/jOdzE5zmUhsuWxI8HEz/GpaDmUM4fElOzUpmH1AdK17Uf\nIseNs6Hvu3dD8eLw8MN26md4uO/HIOQL9+3zJXJdiIs7fxDyIojFpeTPP4Vy5ICcOS98yZ8fihU7\n/+2T3/qHbLgUKZK1Q33QBEGvLVq0iPbt2xMSEsIll1xCgwYNWL58OVWqVDntfo0aNaJg4l7jihUr\n8tdff3H55Zd7UbKIiIgEi3ggmuTgtwSIxVbZ6gKdsPAXDineC+cA+RIvqTxM8jQutv00LYFyJ7Dp\nlK9jUvB62Uh5aEzYCasmwqLxsOUXCM0BNzeHezpDy6aQyz/7XmNj4WAcHI2HESN8H7wudBhnajjO\n+cNUrlzJn+fLd/Fwlp5L0mvlyOGbPL70vX8AKFZMQTBLSOnKnb9ODXVT+H9Uzpw5//s8JCSEOF/+\nCkREREQELFz9QXLwmwccSLwtHOiFBb+62NZNLzmJNeQGLknnc50EDpP6QLmPU1Ypj8PRmcA44Dsg\nAWuSfAdi28G3ReDbxNfLR8oC5YVWLPNDfDZYvRrmzoV58+DHH+2wUbA580myZ794KMqTx85XuVg4\n88Ule3bNg8/MgiYIeq1+/fq89957dOnShX379rFw4UKGDRtGTExKfjUFoaGhxMbGEnqRuSYiIiIi\n57QXC3xJ4W9L4vWXA3dhwa8RUNyL4jJIDmx7a9FUPs51YckS2/r52WfAQShVGlr2h1s6Q7HyqVul\nvEgfZdJ5PPMSL5HA/sTbyueCLkWh5HEoGQKtPoact0KOQv6fOS+BRUHQz+Li4siZMyctW7YkKiqK\nqlWr4jgOQ4cO5dJLL2XLli0pep7u3btTpUoVqlWrpsNiRERE5OJisC2eScFvJZYwCgA3AU9i4e9a\nMschK5nRli028mH8ePj9d1tOa9XK+v4iItKfvE7po/xzPcydD/OiYN7PsCtxhfbKQtDycmhYHG7K\nD6Xi7P6bd8KlsZCvE7Za2hhoATQH0nAYpqRcZHivpM+8LCPdnJRuWczsatSo4a5YseK06zZs2ECF\nChVS9Ty+3hq6evVqHnjgAZYtW+abJ8yE0vJ9FhERER9LANaQfLrnj8Bx7Nf+tbCg0Bioie+WAiIS\nP0b66Pkyg0OHYNo0C38LFth1N91k4e+uu+wkER/YscPmys+bZ5ektYFLLoGGDe3SqBGULXvux0cU\nguwuzPkcmAHMBP7GQn1t4A4sGJb3SblyKn/1kvmA4zjRruvWSMl9tSJ4Bl/+eY4ePZqRI0fyZkob\nFEVERERSYyunj3XYnXh9ReABLPg1wOb1yfnFx1sD3vjx8MUXcPw4XHstDBkCnTrBlVem+yX27rVc\nmdTnt3GjXV+okOXMJ56w8FehQsr76uIc7PTWm4GRwGosFM4A+ideymGh8A7sFwLaPiqJtCIo6abv\ns4iISAY5BMwnOfxtSrz+EiwMJI11uCyD6olI/BiZQa/naxs2WN/fhAmwfbulsrZtbfWvVq10nXRy\n+LAd6pK04rdqlbUa5s0L9erZal/DhlC1atp2mEYUso+RB85zh63YKuEM7M8nFuv/vB0LhY2xURkS\nULQieArXdXF0XJHfBMovEkRERDKlWGApycFvKTbqIQ+20tcd+4G+EurzS6m9e2HSJFv9W77cUtit\nt8Ibb0Dz5nZ0ZhrExEBUVPKK37JlttCYIwfceCM8/7wFv5o17br0irzYGMHLgR6Jl4PYrMcZwBfA\nx6ivUAI7CObKlYu9e/dStGhRhUE/cF2XvXv3kiuNf2GKiIjIGVxgI8lbPSOxcQfZgBrYVr/GWA9Y\nznM/RYaK9LqAFDp5EmbNsvD39dc2iK9qVRvC16GDNealUmwsrFiRvOK3eLHN4MuWzcJe//4W/G68\nEXJ7PYKjINA28XISWEjyauFMkvsKW2CrheorDAoBvTU0NjaWbdu2pXhEg6Rerly5KF26tMZaiIiI\npNUuLPQlrfptT7z+apK3ejYECntSXdbluhAdbeFv0iTYs8cCX8eO0LmzBcFUSEiANWss9M2dCwsX\nwpEjdlvVqskHvNSrBwUL+uH9nCki8WNkOp7DJbmvcCZ2siwk9xW2wAKi+gqzjNRsDQ3oICgiIiKS\n6RzDVmSSVv3WJF5fBJvjl9Trd57TIuUiduywnr9x42D9eptsfscdFv6aNLEp5yngurBpU/KK3/z5\nsG+f3VauXHKPX0QEFCvmv7eTodRXmOWpR1BEREQks4jHVlqSgt9ibHteDqAu8AoW/q5HKy9pdewY\nTJ9u4W/OHFu+u/FGeO89aNMGCqdsOfWvv5JX/ObNg5077frLL4cWLSz43XQTlC7tx/fipYv1FebC\nwuAdWDhM/Y5ayUQUBEVERER87Q+SB7nPA/YnXl8VeAwLfvXQ6kp6JCTAokUW/qZOtWM6r7wSBg6E\ne+6x8Q8X8c8/p8/y++MPu75EieStng0bwlVXpesA0azp1L7CWGwVO2k0xVeorzAAaGuoiIiISHrt\nwwJf0qpfYqCgNMmD3BsSeCsoXgzW/v13+OQT6/3780/Ilw9at7aRD/Xr22kt57F//+mz/Navt+sL\nFrS3kjTEvWLFIAx+KZXUV5i0hfTUvsKkUKi+Qs+oR1BERESCR0Tix8gMfM0TwBKSg98K7Afk/MBN\nJB/ych0BPdYhotAqACIPXGyWQTodPGirfuPG2Sqg41hi69IFWra04XzncOSI3T1pxW/lSuv9y5PH\nDnVJWvG7/vq0zfITkvsKZ2IzLk/tK2wB3IJWvjOQegRFREREfMkFfiF5u+dC4Di26lELGIyFv5qA\nDtL2jbg46/cbN876/2JioHx5eOUV6NTpnI16J07ATz8l9/ktXWpPExoKtWvD4MEW/G64wTez/AT1\nFWZhCoIiIiIi57Kd5OA3B/g38frywP3YD7cNgAKeVBe41q618Ddxop3WUqQIdOtmq381apy2ZzMu\nziZEJK34LVpkeTFbNrvrk09a8KtTx1YBxc9S0ldYCwuF6iv0nIKgiIiICNjg9kiSg9+GxOtLkDzS\n4Was7098a/du+PRT6/tbudJGPDRrZiMfmjWzERDY+TBrf0le8VuwwM6IAahcGR580HaM1q+fQbP8\n5PxCsXEojYC3sDEpSaHwqcSL+go9pSAoIiIiwSkWWE7yqt9SIA7IDdQHumHhrxJw/vNHJK1OnICv\nv7bwN2uWLe9Vrw5vvQXt20Px4rgu/Pbb6bP89uyxh197LXTokDzLr0QJT9+NXIiDnZhbFXgW6yv8\nCguFbwHDUV+hBxQERUREJDi4wK8kB7/52CqgA1QH+mLB70Ygp0c1BjrXheXLbevn5Mk2ob1kSejd\n21b/KlVi61aYNyv5ZM/t2+2hpUvDbbfZit9NN9lsP8miLgceSbwk9RXORH2FGUxBUERERALXv8Bc\nkrd7bk28vizQnuSxDkU8qS54bN0KEybY6t/GjZArl5322aUL/1ZuxPwfszPvbQt+mzfbQ4oVO32W\n3zXXaKRDQEpNX2ELrK/Q6/8OIhI/RnpYgw8oCIqIiEjgOAYsInnVb3Xi9YWxwDcQC39XeVJdcDl6\nFL74wlb/5s2z1cB69TjwyNMsLHYX85bmZe6TdjYMQIEC0KAB9OxpwS8s7IIjASUQpaSv8FqSD5tR\nX2G6KAiKiIhI1haDrfw1AhZjM/5CgTrAS1jwq4Z+YMwICQl2gsu4cTBtGhw9ytEyYSzuOI55eZsz\nb2UhonvZ3XLnhrp1oWNHC37VqtkZMSLA2X2F20geYp/UV1gM2zp6B/b/+bnHScp56H83ERERybrm\nAdHYIS/5sVlmjYF66IfCjPTbb7bt85NPOPnXDpbmvol55ScyNz6CnzYUIHaCQ2go1KoFzzyTPMsv\np3oxJaVKc3pf4XdYKPwSGEtyX2ELoDnqK0wBBUERERHJmj4AHgZyANcDy7wtJ6js3QsrVtAp5itq\nxi5mebnszHMaMa/I5yzKWZVjx7PjrLJDQHv3tuBXty7kVTgXXygI3J14SeorTFotzKx9hZmQgqCI\niIhkLfFAf+B14Fbs5E/9ROM/Bw/a1PYVK5Ivf/5JPNnYxjP0YQGHKQAuVCoJ9yce7lK/PhQu7HXx\nEvBO7St8k+S+wpmc3VfYAjsVWNvEAf21KSIiIlnJEaAD9lv/R4ER2JB38Y0jR+Dnn08Pfb/+mnx7\n2bJQsyb7u/Si46yOfLusKMWyH2DMJzbS4RJtxxMvqa8wVRQERUREJGvYivX+rAVGYf2AknbHj8Pq\n1aeHvg0b7CQXsMF9NWtCly5Qo4bt8yxalF9+sckPf/8N1+baSskce2nXLtzb9yJyLqf2FR7C5hXO\nAKaT3Fd4MxYKg7CvUEFQREREMr9l2A9rx4BvgCbelpPlnDwJv/xyeuhbuxbi4uz2EiUs9LVpkxz6\nLr30rKeZMgW6doWCBe1w0AFN92bwGxFJowKc3lf4I8mjKb4mua+wBfZ3TRD0FSoIioiISOY2FegM\nXIoNhQ/ztpxMLy7OVvaWL08OfatXWxgEKFLEwl7//vaxRg247LILTmuPi4MBA2D4cKhTB6ZOhZIl\nM+j9iPhaKDZXtCHJfYVJW0gHJF6CoK9QQVBEREQyJxd4GRiE/SA2HSjuaUWZT0ICbNp0+krfzz/b\ntk+wKe3Vq8Pjj9uKX40aUKbMBUPfmfbsgXbtYO5c6NEDRoyAHDn883ZEMtypfYXPkNxXOJPz9xUG\nCAVBERERyXxOAPcDE4BOwPtYP08wc13444/TV/qio+2AF4A8eWwq+4MPJoe+a66BbNnS/JIrV1o/\n4K5d8PHHcO+9vnkrIplWSvoK82Dh8ABQyJMqfUJBUERERDKX3UBLYDHwIjCQC/fqrIpI/CTSr2Vl\nKNeFrVtPD30rVsCBA3Z7zpwQHm4HuSSFvvLlIcR3+9fGj7dMWbw4LFpkLyESVM7XV/gesA/4FwVB\nEREREZ9Yj23B2glMwX4Au5hAOLBy586zQ9/u3XZb9uxQpQrcfbelsZo1ISwMQkP9UkpsLPTpA6NG\nQUQEfPaZhUGRoHZqX+Eq7OCqcp5WlG4KgiIiIpI5fA+0AXIDC4D/eVuO3+zefXrgW7ECduyw27Jl\ns5B3++3Joa9yZciVMfti//nH8uaPP1oYfO01y6EicgqHgJg/qP+1RURExHvvYgPiw7Bh8Vd4W47P\n7N9vfXynhr6//rLbHAeuuw4aNkw+vTM8HPJ68xPmTz9Bq1ZW8qefQvv2npQhIhlEQVBERES8Ewc8\nAYzEtoR+CuT3tKK0O3zYTuw8dYvn5s3Jt199NdSqBT17WuirVs1O9cwExoyxskqXhqgoqFrV64pE\nxN8UBEVERMQbh4B2wLdAb2AYWWdW17FjNpvv1NC3caMd8gJwxRUW9rp2TR7QXqSItzWfw4kTFgA/\n+ACaNLGVwNSUGRneK+kzf5QnIn6kICgiIiIZbwvQHNiIncDX3dNqLuzECfjll9ND37p1EB9vt196\nqfXytWuXvMWzRAlva06BbdugdWtYuhSefhpeeCENh45GRvqjNBHJAAqCIiIikrGigDuBk9iMrkbe\nlnOa2FhYv/700LdmjV0PULSohb4WLZJD32WXeVtzGixcCG3a2MLm55/DXXd5XZGIZDQFQREREck4\nnwJdsaHNXwPlPawlPh42bbKwlxT8Vq2CmBi7vWBBC3p9+iSHviuvtENesijXhbffhieegKuugvnz\noWJFr6sSES8oCIqIiIj/ucDziZf6wBdA0Qx8/YQE+P3300PfypVw9Kjdnjev9fE98khy6Lv6ahvn\nECCOHYOHHoJPPrEFzfHjLeuKSHBSEBQRERH/Oo6tAk4G7sV6AnP48fVc10Y0nBr6oqPh4EG7PVcu\nuP765INcatSwMQ6pbpDLOrZsse2fq1ZZL+DAgQGVcUUkDRQERURExH92Yf2APwGvAv2wYcy+FBtr\nIW/QoOS+vr177bbQUKhSxYbiJYW+ihXt+iAxZ46dYxMXB199Bc2aeV2RiGQGCoIiIiLiH79gswF3\nA58Dvj6QZOtWGDHCJqEnJNi7qcvYAAAgAElEQVT4hrAwuPPO5NBXuTLkzOnjF84aXBeGD4ennoIK\nFeDLL+Haa72uSkQyCwVBERER8b1ZQFugAPAjUN2Hz71uHQwdakPvXBeKFYOSJWHJEsiTx4cvlHUd\nOQLdusFnn9npoB99BPnyeV2VSICI9LoA39DucBEREfEdFxiJzQi8FliG70LgokXQvDlUqgTTptnB\nLr//bstdhQopBCbavBlq17Zv0dChMGWKQqCInE0rgiIiIuIbscDjwLtYX+AEIG86nzMhAb7+Gl57\nzVb8ihaF556DHj1sJVBO88030LGjnXszezY0bux1RSKSWWlFUERERNLvANAMC4H9sJ7A9ITAkydh\n3Djr8bvjDti+HUaOtNNABw9WCDxDQgK8+KItmJYta4ekKgSKyIVoRVBERETS5w/sUJjfgA+xURFp\ndeQIvP++HQKzbZsFwQkT4O67g+qkz9Q4eBA6d4aZM6FTJ3jvPe2SFZGLUxAUERGRtFuEbQN1gR+A\niDQ+z7//wttvwzvvwP79UL8+jBkDt94Kjq/nTQSODRvskNTff7cF05499e0SkZRREBQREZG0GQ88\nAJQBvsYOh0mtP/6A11+3Yy1PnLBtoP37Q61avqw0IH3xBXTpYqt/c+dCgwZeVyQiWYl6BEVERCR1\nEoCBQBegLjYsPrUh8Oefbcj7tdfaVtAOHWD9eht2pxB4QfHxMHAgtGoFFStaP6BCoIikllYERURE\nJOWOAZ2xw2AeAN4BUtq657owf76dAPr995A/P/TpA716wWWX+avigLJvn50KOns23H8/jBoFOXN6\nXZWIZEUKgiIiIpIyO4EWQDTwOtAbSEk/Wny8rfS99hqsWAGXXAIvvwwPP2zz/yRF1qyBli1h61Y7\nEKZ7d68rEpGsTEFQRERELm4VNiR+PzAj8fOLiYmB8eNh+HD47Te4+moYPdoa23Ll8mu5gWbyZOjW\nzXLzggU2MF5EJD3UIygiIiIXNhPrBQRYzMVD4MGD8OqrNtDuwQehQAH47DPYtMm+VghMsbg4eOIJ\na6esVs36ARUCRcQXtCIoIiIi5+ZiW0D7ATWwlcCSF7j/jh3w5pu26nf4sE00nzABGjbUTIM02L0b\n2ra1tsqePe1w1Rw5vK5KRAKFgqCIiIic7STQA/gAaA2MA843pHzTJhg2DD75xJaw2rSBfv1sCSsj\nREZmzOtkoOho6wfcvRvGjrXdtCIivqQgKCIiIqfbh4W/+cAg4HnO3UyydKkdADN9uh1d2a2b7WO8\n+uqMrDbgjB0LDz1kZ+osWgTVq3tdkYgEIgVBERERSfYbcDuwBRsYf88Zt7uuzS4YOtRW4goVgqef\nhkcfteQiaXbyJPTuDf/3f7abdvJkKF7c66pEJFApCIqIiIiJBO4CQoC5JB8QA7blc8oUC4Br1tjc\nv9dfhwcesHmAki7//AOtW8PixfDkk/DKK5BdP6WJiB/prxgRERGBj4AHgWuBr4GrEq8/dgw++shG\nQPz1F5Qvb1937KiTS3wkKgpatbLDVidNgnbtvK5IRIKBxkeIiIgEswTsVNBuwE3AEiwE7t0LL7wA\nV15p2z5LlbJewHXr4L77FAJ9wHVtMHyDBpA7twVChUARyShaERQREQlWR4FOwHTgEeAtYMff8NwI\neP99Ww1s1gz694e6dTUCwodiYmwkxIcfQtOmMHEiFC7sdVUiEkwUBEVERILRNqAFsBoYCdy0FroO\ntb2JYBPM+/WDSpW8qzFAbd1qW0GXL4eBA+H55yEkxOuqRCTYKAiKiIgEmxVYCDzswquL4LvX4LFv\nIE8e6NED+vSBK67wusqAtGCBjVmMiYEvv4Q77/S6IhEJVuoRFBERCSafA/USIG4GXF0H+tW3eYDP\nPw9//w1vvqkQ6AeuC2+9BY0aQZEisGyZQqCIeEsrgiIiIsHABYachGcnQu5hsHsD5C0Db78NXbva\naqD4xbFj0L279QHeeSeMGwcFCnhdlYgEOwVBERGRQLfnMDQdAyveALbDNVXgqYlw990aVudnf/4J\nd90Fq1fDiy/C009DNu3HEpFMQH/7i4iIBKpdu+DVkTDq/yDuAJSJgP/7AG5tohNAM8APP9g4iIQE\n+PpruO02rysSEUmm30mJiIgEmt9/h4cfhiuuhDdfgYSG8OJP8Od8aHqrQqCfuS689hrcequNX1y+\nXCFQRDIfrQiKiIgEipUrLYFMmwYh2YHOUORJ+OY6qOV1ccHhyBG47z77I7j7bpsTmC+f11WJiJxN\nK4IiIiK+EBFhl4zmujB3LjRuDNWrw7ffws1PQvyfcN37sFIhMKP89hvccAN88QUMGwaTJysEikjm\npRVBERGRrCg+Hj7/HIYOhehouOQSeOkV2PoQjC4ETYHJgE6nzBBffw2dOtnZO99/b2MiREQyM7+u\nCDqOc6vjOJscx9nsOM5T57j9DcdxViVefnUc58Apt8WfcttMf9YpIiKSZcTEwHvvQfny0LYtHDxo\nX/+yBZY8ZSHwcWAmCoEZICHBRjA2bw5XXWWZXCFQRLICv60IOo4TArwDNAa2Acsdx5npuu76pPu4\nrtv7lPs/Clx/ylMcd1033F/1iYiIZCkHDsC779pU8l27oEYNmDoVWraE7SHQCFgP/B/wsMe1BomD\nB+Gee+Crr6BzZxg9GnLn9roqEZGU8efW0P8Bm13X/QPAcZzJwB3YP1Pn0h4Y7Md6REREsp7t2+HN\nN23V7/BhuOUW6N8fbrrJTv9civ3rGgN8i/36Vfxu/XrL4H/8AW+/DT166DBWEcla/Lk19DJg6ylf\nb0u87iyO41wJlAXmnXJ1LsdxVjiO85PjOHee53HdE++zYvfu3b6qW0RExHsbN0K3blC2LIwYAc2a\n2amg330HDRta6vgMiADyAlEoBGaQzz+3Q2EOHIB586BnT4VAEcl6/BkEz/VXonue+7YDprmuG3/K\ndVe4rlsD6AC86TjO1Wc9meuOcV23huu6NYoXL57+ikVERLz200+21FSxInz6KTzwgB1HOWkSXJ/Y\nQeECLwJtgRrYqmAFzyoOGvHx8PTT0Lo1hIVZLq9Xz+uqRETSxp9bQ7cBl5/ydWlgx3nu2w7oceoV\nruvuSPz4h+M4kVj/4O++L1NERMRjrmtjH157DRYuhMKFYeBAePRRKFHi9PvGAN2AT4HOwBggZ4ZX\nHHT27YMOHWxBtnt3GDkScur7LiJZmD9XBJcD1zqOU9ZxnBxY2Dvr9E/Hca4DCmObWpKuK+w4Ts7E\nz4sBdTh/b6GIiEjWFBsLEyZA1aq29fOPP2wb6N9/w4svnh0C/wUaYiHwZWAsCoEZYPVqO5tn/nwY\nM8baNRUCRSSr89uKoOu6cY7j9AS+A0KAj1zXXec4zgvACtd1k0Jhe2Cy67qnbhutALznOE4CFlZf\nPfW0URERkSzt6FH48EN4/XULfRUrwtix0L495Mhx7sesBZoDu4CpQOsMqzaoffop3H8/FClii7U3\n3OB1RSIivuHXgfKu684CZp1x3bNnfP3cOR63BKjsz9pEREQy3J49MGqUXfbuhTp17PNmzSDbBTbp\nzAbuxg6FWQDUzJhyg1lcHPTrB2+8YX2AU6fCJZd4XZWIiO/4NQiKiIgI8Ndftvr34Ydw7JhNH+/f\n34LgxYzCBsRXwRosLr/w3SX9/v0X2raFyEh47DEYPhxCQ72uSkTEtxQERURE/GXNGhg6FCZPtvkC\nHTrYMlNY2MUfGwf0At4BWgATgXx+rVaA5cvhrrts8Xb8eBsYLyISiBQERUREfMl14ccf4dVX7STQ\nvHnt9M/eveGKK1L2HAex0RDfAU8Cr2Ld9uJXH30EjzwCl14KixdDtWpeVyQi4j8KgiIiIr7gutb3\nd+ONNguwWDF44QXo0cNOGkmpP4HbgV+B94H7/VOuJDt5Enr1gnffhUaNbAG3WDGvqxIR8S8FQRER\nkfQ6edK2gR44AGXK2AEw990HefKk7nmWAHcCsdhqYEOfVypn2LnTBsQvWQJ9+8LLL0N2/XQkIkFA\nf9WJiIikV79+FgKvuQY2bEhbkpgIdAWuAL4Byvm2RDnbkiUWAg8ehClT4O67va5IRCTj+HOgvIiI\nSOD77DN46y247DK7pDYEJgDPAp2AG4GfUAj0M9e1baAREbZou3SpQqCIBB+tCIqIiKTVhg3QrRvU\nrp22VcDjwL3AZ9hq4LvAeebJi2/ExNiBMB9/DLfdBhMmQOHCXlclIpLxtCIoIiKSFkeOQKtWkCuX\nrQquyQarUvH4f4AIYCowDPgAhUA/27rVhsN//DE88wx89ZVCoIgEL60IioiIpJbrQvfusGkTfP89\nlC6dusevwU4G3Qt8gR0QI2kWEWEfIyPPf5/ISNv+GRMD06fDHXdkQGEiIpmYVgRFRERS6513YNIk\nGw/RqFHqHvs1UAfrDVyEQqCfuS688QbcfDMULQrLlikEioiAgqCIiEjq/PQT9OkDzZrBgAEpf5wL\nvAG0AK4DlgHX+6VCSXTsGHTqZH9cLVrYoTDly3tdlYhI5qAgKCIiklK7d0ObNnY66CefQLYU/jMa\nCzwE9AFaAguBUn6rUoA//rAzfCZNgpdegmnToEABr6sSEck81CMoIiKSEvHx0KGDhcElS1J+ysh+\noA0wFxgADEG/hvWz77+Hdu1sW+g330DTpl5XJCKS+eifIhERkZR4/nmYMwdGjYJq1VL2mM1AbWwF\ncCzwMvqX149cF155BW691c7vWbFCIVBE5Hy0IigiInIx33wDL74I991ncwNTYiG2DRRgDlDfT7UJ\nAHFxtmv3889tNfCDDyBvXq+rEhHJvBQERURELmTLFrjnHqha1U4LdZyLP2Ys0B24Cjsl9Bp/FihH\nj8L69TYa4vXXoXfvlP0xiYgEMwVBERGR84mJgdatISHBThvJnfvC93cd6wN8FWiEDYvXwHK/2b/f\nFmqjoyF7dvjhB2jY0OuqRESyBgVBERGR83n8cUsZ06fDNRdZ1nNzwbEBFgIfBN4GQjOgxiAUFwfv\nvQeDB8O+fXDJJVC2rEKgiEhqqGVdRETkXMaNgzFjoH//i08g3wgcGQVxdeFN4F0UAv1k9myoUgV6\n9rSPK1fCdddBjhxeVyYikrUoCIqIiJxp9Wp46CGIiIAhQ85/Pxd4H6gGhFwDlULgcUD9aT63fr2d\nANq0KcTG2iLt3LkQHu51ZSIiWZOCoIiIyKkOHrS+wMKFYfJkaz47l31Aa+xQmLpAdaBohlUZNPbs\nSV79i4qyw2DWrbNFWh0IIyKSdgqCIiIiSVwX7r0X/vwTPvvMms/OZQFQFfgKGAbMBnJmVJHB4eRJ\nGDHCWjNHj4YHH4TNm6FPH20DFRHxBR0WIyIikmT4cNtzOGIE1K179u2xwPPYYPhrgChsJVB8xnVh\n5kx48kkLfrfeaquAFSt6XZmISGDRiqCIiAjAggXw1FO2LbRXr7Nv/wMbCv8ScB+wEoVAH1u9Gho1\ngjvvhNBQmDULvv1WIVBExB8UBEVERHbuhLZtbR/ihx+e3Xw2EQgHNgBTgA+BfBleZcD65x944AG4\n/npYswZGjbJQ2LSp15WJiAQubQ0VEZHgFhsLd98Nhw/DnDlQoEDybYeAnsAnQB0sEF7pSZUBKSYG\n3ngDXn7ZPu/VC555xs7pSY3ISL+UJyIS0BQERUQkuA0YAIsWwYQJUKlS8vVLgQ7AFqwv8Gn0r6aP\nuC5MnWojGrdssRNAhw2Da6/1ujIRkeChraEiIhK8vvjCTiJ55BHo2NGuiwdewUZCxAMLgWdRCPSR\n5cuhXj3biVuggM0CnD5dIVBEJKMpCIqISHD69VcbFfG//9kpoQDbgJux1b9WwCpsS6ik27Zt0Lmz\nfbt/+w3efx9WroSGDb2uTEQkOOn3myIiEnyOHoVWrWwg3dSpkDMnfAncD5wAPga6ABpYnm5Hj9q2\nz6FDISHBDmYdMOD0VkwREcl4CoIiIhJcXBceegjWrbPZBMWugIeA97BxEJMAbVNMt4QEmDjRQt/2\n7dCmDbz2GpQt63VlIiICCoIiIhJs3nvPDoZ5/nm4tAnUwMZC9ANeBHKk8XkjfVVg1rd4sZ0AumIF\n1KgBkydD3bpeVyUiIqdSj6CIiASP5cvh8cfh1lsh/yD4H3AA+AF4jbSHQAHsBNC2bS307dgB48bB\n0qUKgSIimZFWBEVEJDjs3QutW0OJSyF2AvTJBs2x4fDFvS4uazt0CF55xWYCZssGgwdD376QN6/X\nlYmIyPkoCIqISOBLSIBOnWDnP5B/ESwqCqOAR9CBMOkQHw8ffwyDBsGuXfYtfuUVKF3a68pERORi\nFARFRCTwPTcEZs8G3oVSNe1AmEoXe5BcyLx50KcPrF4NN94IM2faaAgREcka1CMoIiKB7YPv4MXn\ngHvgkQdhGQqB6fDbb3DnndCoERw4YAfBLFqkECgiktUoCIqISGBygdf+hgc6QEglmDoa3nEgt9eF\nZU3799sKYFgYzJ0LL78MGzbY4TCOtteKiGQ52hoqIiKBZx/Q7QRMbwMhsTB/GtTL43VVWVJcnE3c\nGDwY9u2Drl1hyBC49FKvKxMRkfRQEBQRkcCyEOgIbO8DLIPJn0O9ch4XlTXNnm2rgBs2QESEnQoa\nHu51VSIi4gvaGioiIoEhFngGuAmInQju/8ETT0DruzwuLOtZvx6aNrXLyZPw5Zd2OIxCoIhI4FAQ\nFBGRrO9PoD4wBGixFg53h3r1bJaBpNiePdCzJ1SpAlFRMHw4rFtnh8OoD1BEJLAoCIqISNb2KRAO\nbAA+OgTrW0H+/DBlCoSGelxc1nDyJIwYAddcA6NHw4MP2umgTzwBOXN6XZ2IiPiDgqCIiGRNh4HO\nWD9gZeBnF2Z1g99/txBYsqS39WUBrgszZthJoE88AbVq2VzAd96B4sW9rk5ERPxJQVBERLKeZcD1\nwETgOSASmP4mTJtm20EbNPCwuKxh9WqbBXjnnbZwOmuWHQ4TFuZ1ZSIikhEUBEVEJOuIB14B6mCH\nwywABgM/LYK+fS3VPPmklxVmev/8Aw88ANdfb2Hw7bftY9OmXlcmIiIZSeMjREQka9gO3APMB+4G\n3gMKAbt2wd13Q9myMHasTjU5j5gYG//w8sv2ea9e8MwzULiw15WJiIgXFARFRCTzmw50A04AHwH3\nAg427bxdOzhwwPY1FizoYZGZk+vC1KnQvz9s2QItWsCwYVBOoxVFRIKatoaKiEjmdQx4GGgJlAVW\nAvdhIRBg0CCIjLSjLqtU8abGTGz5cpui0bYtFCgAc+bY4TAKgSIioiAoIiKZ0xqgJjAa6AssAU4N\nMDNmwGuvQffu0LmzFxVmWtu22bfkf/+zMRBjxsDKlXY4jIiICGhrqIiIZDYu8DbQDygMfA80PuM+\nv/8OXbpA9erw1lsZXWGmdfSoDYF/7TWIj7ftoE8/bauBIiIip1IQFBGRzONfbOvnLOB2rB/wzHl2\nx49Dq1aQLZuNi8iVK6OrzHQSEmDiRBgwALZvhzZtLAyWLet1ZSIiklkpCIqISObwHdAFOACMAh4h\nuRcwievCI4/YvINvvoEyZTK4yMxn8WLo3dv6AatXh0mTrC9QRETkQtQjKCIi3joBPAHcChQDlgM9\nODsEAnz4oY2IeOYZuO22jKsxE9qyxQ6BqVvXVgHHjYNlyxQCRUQkZbQiKCIi3tkEtAd+xsLfMCD3\nee67ciX07AmNG8PgwRlVYaZz+DC88gqMGGG7Y599Fvr1g7x5va5MRESyEgVBERHJeC7wIfA4Fvxm\nAC0ucP99+6wvsHhxa4YLCcmIKjOV+Hj4+GObmLFrF3TqZMPhL7/c68pERCQrUhAUEZGMtR/oDkwD\nGgHjgVIXuH9Cgs1C2L4dFi60MJgJRUTYx8hI3z/3/PnWB7h6NdSuDTNn2mgIERGRtFKPoIiIZJwf\ngarAdOA1bDTEhUIgwKuv2sEwI0ZArVr+rjBT+e03uPNOaNgQ9u+HyZPtcBiFQBERSS8FQRER8b84\n4FkgAsiJDYfvx8X/FZozxw6Gad8eevTwb42ZyIED8MQTEBYGc+fCSy/Bxo12OIxzrkN0REREUklb\nQ0VExL/+BDoCUcC9wEggfwoet22bBcDy5WHMmKBIQHFx9laffdbaIu+7D4YMgZIlva5MREQCjVYE\nRUTEfyYB4cC6xM8/JmUh8ORJuPtuiImBzz+HfPn8WWWmMHs2VK1qC5+VK0N0tE3LUAgUERF/UBAU\nERHfO4yt/nUAKgGrgXapeHzfvhAVZUmofHk/FJh5bNhgIxGbNoUTJ+DLL2HePLj+eq8rExGRQKYg\nKCIivrUcuB74BBgMLADKpOLxU6bAyJHQq5etCgaoPXtsLGLlynYAzPDhsG6dHQ4TBLtgRUTEY+oR\nFBER30jABsIPAkoCkUC9VD7Hhg3QrRvceCMMHerjAjOHkyfhnXfghRfg0CF48EF4/vlMOxVDREQC\nlIKgiIik33agMzAPaAO8BxRO5XMcOWJD4/Pkgc8+g9BQX1fpKde1+X99+9pYiFtugddfh0qVvK5M\nRESCkbaGiohI+szAZgP+BHwITCH1IdB14YEHYNMmG5Z32WW+rtJTq1fDzTfbts9s2Wws4uzZCoEi\nIuIdBUEREUmb48AjwJ3AlcBKoCuQlv62UaMsAA4ZYtPTA8SuXZZvr78eVq2y1sdffrHDYdQHKCIi\nXtLWUBERSb01QHtgPfAkMAQbFJ8WUVHQpw80bw79+/uqQk/FxMCbb8LLL8Px4/D44/DMM1CkiNeV\niYiIGAVBERFJORcYBfQFCgHfAbek4/l274Y2beDyy2HcONs3mYW5LkydCv36wZYtlm2HDYPrrvO6\nMhERkdMpCIqISMrsBu4DvgGaAR8BJdLxfPHx0L69zVGIioLCqW0szFwOH4bNm23iReXK8MMP1hco\nIiKSGSkIiojIxX0PdAH2AyOBnqStF/BUgwfD3Lk2ND4LT09PSIA33oCff4bs2eG992wCRkiI15WJ\niIicn4KgiIic30lgIDAcqIhtBa3ig+f95ht46SXo2tUuWdTu3XDvvTBrFhQrBuXKQffuXlclIiJy\ncVm7GUNERE4XkXjxhU1AbSwEPgyswDch8M8/oVMnCA+300KzqMhIewtz5tjbqFgx4EYfiohIAFMQ\nFBGR07lY/181YAswHfg/ILcPnjsmBlq3ts8//xxy++JJM1Z8PDz/PDRqBPnywdKl0KOHxkGIiEjW\noq2hIiKSbD/wIDAVaAiMB3w52/2xx2DlSpg5E666yodPnDF27ICOHW018J574J13IH9+r6sSERFJ\nPQVBERExi4COwA7gVWw+oC8PPBk7Ft5/HwYMsLkKWcy330LnznDsmL2VLl28rkhERCTttDVURCTY\nxQGDgQZAKLAE6I9vQ+Dq1fDww9CwIbzwgg+f2P9OnoS+feG226BUKYiOVggUEZGsTyuCIiLBbAu2\nCrgEGw/xNuDrrY4HDkCrVlCkCEyaZDMWsog//4R27WDZMsuxr7+eJdsaRUREzpJ1/jUWERHfmoz1\nAwJ8CrT3w2u4rs1X+Osva6wrkZ4J9Blr2jS4/377fOrU5DNuREREAoG2hoqIBJvDwH1Y8AsDVuGf\nEAgwbBjMmAHDh0OdOn56Ed86ftxW/9q0gfLlbVC8QqCIiAQaBUERkWCyHBsLMR54BlgIlPXTa0VG\n2sEwd99tp4VmARs3wg03wOjR1hf4449Q1l/fHxEREQ9pa6iISDBIwAbDDwRKAvOB+n58vR07rLnu\n2mvhgw8y/ZA914Vx42weYJ48MGsWNG3qdVUiIiL+oyAoIhLodgCdgblAa2AMUNiPrxcbC23bwuHD\nMHduph+0d/gwPPIITJgAEREwcaKdDioiIhLItDVURCSQzQSqAFHAB8Bn+DcEAjz1FCxaZDMDw8L8\n/GLps2oVVK8On34Kzz8Pc+YoBIqISHBQEBQRCUTHgR7AHcAVwEqgG+DvHZrTpsGIEdCzJ3To4OcX\nSzvXhVGjrB/w6FGYNw+efRZCfDk7UUREJBPT1lARkUBzBKgJrAOeAF4CcmbA627aBF27Wrp6/fUM\neMG02b8funWDL7+0IfFjx0Lx4ul/3sjI9D+HiIhIRlEQFBEJJDuAzUAJYDbQJINe9+hRGxqfI4cN\n3cuRI4NeOHWiouwMm507Lav26gXZtDdGRESCkIKgiEigeBH4DSgCrMHCYEZwXXjoIVi/Hr77Di6/\nPINeOOUSEmDoUBg0CK64wloY//c/r6sSERHxjoKgiEhW52IzAV8CLgGuI+NCINjQvQkT4IUXoHHj\nDHzhlNm1Czp3hu+/tyHx778PBQt6XZWIiIi3FARFRLIyl/9n787jrR7X/4+/7kolh8xT5BiKY3Z0\nnBNx0pzKVEgZQnUQHRmSyJgxc4UMZSZzaU6DMp5CySyZCZUUadz37497+4pf0rDW/uzh9Xw89mOv\n/Wmt9bm2cb/3fd/XBV1JMwLbAx+Q/4Ywy/vf/+C//01D9y68sAhvvGrGjIHjjoO5c6FfP+jQodiP\nNJQkqUh4MkKSSqoInEUKgacD/SjaEDhrVlpi23rrtCJYjA7bLV2atoE2bAgbbpjyaseOhkBJkn7h\niqAklUQF/Br+ugA3ULQhcNmytNQ2cya8+CJsvHER3nzlPv88Ta544QU46STo3RvWWy/rqiRJKl4M\ngpJU0iwDOgADgG7AVRRtCATo2TM1hunXD2rVKuKb/7HBg1P4W7w4LVK2bZt1RZIkFU/FZx+PJOnP\nLQVOJIXAS8gmBI4YAZddBieemA7dFQOLFqVREIcdBtttB6+/bgiUJGllXBGUpJJiCdAWeJzUIbR7\nBjV8+mlKWHvsAbfdViwO3U2fnmYDvvYanHkm9OoFlSplXZUkScWbQVCSSoJFwDHAINJ5wLOzqGFR\nag6zdCk88QRUqZJBEb/1yCPwn/9AhQrw9NNw+OFZVyRJUsng1lBJKu4WAkeSQmBvsgmBAF26wKRJ\ncO+9UKNGRkUkCxakXfreqU4AACAASURBVKlt2qTFySlTDIGSJK0Og6AkFWcLgBbAcFKH0DMyquPB\nB+H22+G88+CIIzIqInn7bdhvP7jnHrjgAhg/HqpXz7QkSZJKHLeGSlJx9SMpBD4P9AfaZVTHtGlp\nCN9BB8FVV2VUBMQId9+d5tevv35qWtqwYWblSJJUouV1RTCE0CSE8H4IYXoIodsK/vymEMKUwo8P\nQghzl/uzE0MIHxZ+nJjPOiWp2JkHNAEmAg+SXQicNw9atoSqVWHgwHQYL6Myjj025dEDDoCpUw2B\nkiStjbz9Hz2EUB7oCzQEvgAmhRAGxxjf+eU5McYuyz3/TGCfwscbkxqj1wIi8Frha7/PV72SVGx8\nTwqBrwOPAq0yqiPGNJRvxgwYOxa23DKTMiZPhmOOSQ1Lr7wSunWDch5skCRpreTzf6X7AdNjjDNi\njItJP84ctpLnHws8Uvi4MTA6xjinMPyNJv1YJEml22ygPvAG8ATZhUCAm26Cp56Ca69N20KLWIxw\n882w//6wZEk6C9i9uyFQkqRcyOcen2rA58t9/QXwzxU9MYSwHbA9MHYlr62Whxolqfj4FmgAfEDq\nENp0Dd5jfI5qmTgRunaFI4+Es4u+Tens2dCuHQwZAoceCgMGwMYbF3kZkiSVWvn8veqKpgzHP3hu\na+CJGOOy1XltCKFjCGFyCGHyd999t4ZlSlIx8DVQF5gODGXNQmCuzJyZ9mLusAP071/kQ+MnToS9\n94ZRo+CWW+CZZwyBkiTlWj6D4BfAtst9vQ3w1R88tzW/bgtd5dfGGO+MMdaKMdbabLPN1rJcScrI\nF8C/gc9IYyLqZ1jL0qXQujXMnQtPPpmaxBSRZcugZ0+oWxcqV4aXX4bOnYs8h0qSVCbkMwhOAmqE\nELYPIVQkhb3Bv39SCGFnYCPg5eUujwQahRA2CiFsBDQqvCZJpcsnwEHAN8AoUiDM0oUXwvPPQ79+\naVJ7Efn6a2jUCHr0SDn0tdfg738vsttLklTm5O2MYIxxaQjhDFKAKw/0jzG+HUK4HJgcY/wlFB4L\nPBpjjMu9dk4I4QpSmAS4PMY4J1+1SlImPgLqkUZFPAf8I9tyeOYZuO46OPVUOP74IrvtyJHpdj/+\nmIbEn3SSq4CSJOVbWC5/lWi1atWKkydPzroMSVo175NC4CJSX+R9si2H6dNh332hZk144QWoVCnv\nt1yyJK0AXnst7L57GlO46655v60kSaVWCOG1GGOtVXluNpOBJakse5t0DjAC44Bc7sCsWzd9Hj9+\n1V+zYEEaGl+hAjzxRJGEwE8/TQPiX345DYm/6SaoUiXvt5UkSYUMgpJUlKaSRkSsA4wB/pZtOcQI\np58O06bBsGGw3XZ5v+VTT8Epp0BBATz6aGpQKkmSipZjeSWpqEwGDgYqA8+TfQgEuPtuuO8+uPhi\naNIkr7dauBDOOCMtPu60E7zxhiFQkqSsGAQlqSi8QtoOWhWYANTIthwgteY844xf23Xm0QcfQO3a\n0Ldvmk//4otpTKEkScqGW0MlKd8mAocAWwBjgerZlgPAnDnQqhVssQU89BCUL5+3Wz3wAJx2WpoN\n+Oyz0Lx53m4lSZJWkUFQkvJpLNAC2Lbw8dbZlgOkw3nHHw9ffpk6hG66aV5u8+OPacHxvvvgoINS\n3txmm7zcSpIkrSa3hkpSvowEmgHbk84EFocQCHD11akxzM03w3775eUWb74JtWrB/fen44djxhgC\nJUkqTlwRlKR8GAK0JDWEGQ1slm05/2f06HQesG3btF8zx2KEO+6ALl1go43gueegXr2c30aSJK0l\nVwQlKdeeBo4E9iRtBy0uIfDzz6FNmzS1vV8/CCGnbz93Lhx1VJpGUbcuTJ1qCJQkqbgyCEpSLg0E\njgL2BZ4DNs62nP+zeDEcfXSa4fDkk7Deejl9+1dfhX32gUGD4Lrr0s7TzTfP6S0kSVIOGQQlKVfu\nB9oA+wOjSKMiiotzz4VXXoEBA2DnnXP2tgUF0KsX1KmTtoVOnAjnnQfl/L+LJEnFmmcEJSkX7gE6\nkAbGDwZyu+C2dh59FHr3Tgf3WrXK2dt+9x2ceCIMHw5HHplm02+0Uc7eXpIk5ZG/s5WktXUb0B5o\nTGoSU5xC4DvvQPv2cMABcO21OXvb8eNhr71g7Fi47TZ44glDoCRJJYlBUJLWxs1AJ9KswGeAdbMt\n5zfmz4eWLdN5wMceg3XWWeu3XLYMLrkkNYFZf/10NvC003Led0aSJOWZW0MlaU1dC3QjjYl4GKiY\nbTm/EWNaCfzggzTEb+u1H2L45Zep6eiECXDCCdC3L/zlLzmoVZIkFTmDoCStiSuAi4HWwAMUv/+a\n9u6dVgGvuSbNclhLQ4em84ALF8J996UgKEmSSq4/3RoaQqgZQhgTQnir8Os9QwgX5b80SSqGInAR\nKQSeADxI8QuBP/wA55wDhx0GXbuu1VstXpwajjZvDtWqwWuvGQIlSSoNVuWM4F3ABcASgBjjm6Tf\ngUtS2RKBrsCVpOYwA4DymVb0/1u8ODWI2W47uPfetTq8N2NGGgtxww1pSPyrr+Z08oQkScrQqvwe\nu0qM8X/htz9MLM1TPZJUPEXgv0BvUnOYWyl+7bbefBPeeguWLk1tPDfccI3f6rHHoEOHlCOfeCL1\nnJEkSaXHqvwYMyuEsCPpxyBCCK2Ar/NalSQVJwXAqaQQeHbh5+IUAmfMgOOOg733hp9/hl12SY/X\nwM8/w6mnwjHHwK67wpQphkBJkkqjVVkR7ATcCewSQvgS+Bhom9eqJKm4WEbaBnovaZP8lUBxGZXw\n9dfQsyfceWcaDXH++aml5xqOiXj33RQAp01LRwt79szJxAlJklQMrTQIhhDKAbVijA1CCOsB5WKM\n84umNEnK2FLgRNJoiEtJDWKKQwicOxeuuw5uuSWdCezQAXr0gK22WqMOoTHCgAFw5plp5ODw4dCk\nSe7LliRJxcdKNzfFGAuAMwof/2QIlFRmLAHakELgVcAlZB8CFyyAa6+F7beHq6+Gww9Py3i33ZZC\n4BqYPx+OPx5OOQX++c+0FdQQKElS6bcqp1xGhxDODSFsG0LY+JePvFcmSVlZBBwFPA7cQNoSmqUl\nS+COO2CnnaBbNzjggJTYHnooXVtDb7wB++4LjzwCl18Oo0fnZO68JEkqAVbljODJhZ87LXctAjvk\nvhxJytjPQEtgOKkpzBkZ1lJQAAMHpm2fH32UAuDAgXDggWv1tjFCnz5pPuBmm8G4cXDQQTmqWZIk\nlQh/GgRjjNsXRSGSlLkFwGHAGKAf0DGjOmJMB/W6d4epU2HPPWHIEDjkkLWaCwgwZ07aBvrMM2lI\n/IABsOmmOapbkiSVGH8aBEMI6wCnAb/8vng80C/GuCSPdUlS0foRaA5MJA2KPzGjOl58ES64ACZO\nhB12SNs/W7eGcqs2r6LulJuB9B/q33vpJTj22NRs9MYb4ayz1jpXSpKkEmpVfrK4HdgXuK3wY9/C\na5JUOvwANAZeAB4kmxD45pvQogXUqQMffpgawLz7LrRps8oh8I8UFKTeMgcdBBUqpEDYpYshUJKk\nsmxVzgj+I8a413Jfjw0hTM1XQZJUpL4nhcA3gIGk84FFacYMuPhiePhhqFo1JbZf5jjkwDffpK6g\no0enGYH9+qXbSJKksm1VguCyEMKOMcaPAEIIO5BGLEtSyTYLaAS8DTwJHFqE917RMPiuXWGjjXJ2\ni+eeg+OOgx9+SLdp395VQEmSlKxKEDwPGBdCmEGaorUdcFJeq5KkfPsWaAB8AAwCimp23u+Hwbdv\nn7qC5nBuQ4xw4YVpcfFvf0uBcPfdc/b2kiSpFFiVrqFjQgg1gJ1JQfC9GOOivFcmSfnyNVAf+AQY\nWvg43xYsgN6900D4779PXVsuv3yt5gCuyMKCdXh3wXZMuCp1B73llpztMpUkSaXIn3YgCCF0AtaN\nMb4ZY5wKVAkhnJ7/0iQpDz4n9UD+jDQrMN8hcMmSdDDvl2HwtWunSe4PP5yTEBgjvPce3HADHHww\n/G/+rvy0bF0efhjuvtsQKEmSVmxVtoZ2iDH2/eWLGOP3IYQOpA6iklRyfALUA2YDo4D983ivX4bB\nX3wxTJ+es2HwAIsWwfPPw9ChabzgjBnp+p57wjaVvmWrirM59thd1/o+kiSp9FqVIFguhBBijBEg\nhFAeqJjfsiQpx6aTQuB84DngH3m6T4wwYkSaBZjDYfBffw3DhqW3Gj0afvoJKleGBg3gvPPS21ev\nDnU3/DqH34wkSSqtViUIjgQeCyHcAUTgVGBEXquSpFx6j7QFdBEwDtg7T/dZy2HwyysogMmTf131\ne/31dL16dTjhBGjePG0FXXfdHH8PkiSpTFiVIHg+0BE4jdQsZhRwdz6LkqSceYvUHTQC44F8dM98\n883UpnPIENhyS+jbN3UDrbh6myfmzYNRo1L4GzYMvv02Zcj9908dQJs1S90/HQEhSZLW1qp0DS0A\n7ggh9Ad2A76MMTpHUFLxN5UUAtcBxgK75Pj9lx8Gv8EGcNVV0LnzanVo+eCDX1f9Jk5MvWU22gia\nNEmrfo0bwyab5LhuSZJU5v1hECzcCto7xvh2CKEq8DJpkPzGIYRzY4yPFFWRkrTaJpOGxa9HCoE1\ncvjeM2fCFVf8Ogy+a9f0sfHGf/rSxYthwoQU/oYOhQ8/TNd33x3OPjuFv3/9Cyqsyn6NFdk7X/te\nJUlSabKyHzUOjDGeWvj4JOCDGOPhIYQtSU3XDYKSiqdXgMbAxqQQuH2O3ncNh8HPnAnDh//a6GX+\nfKhUCerVg7POSls+t9suNyWOH5+b95EkSaXbyoLg4uUeNwQeB4gxzgweUJFUXE0EDgG2IIXA6jl4\nzwULoE8fuOaaVRoGX1CQmrv8suVz8uR0fZttoE2btOpXrx5UqZKD2iRJktbAyoLg3BBCc+BL4ADg\nFIAQQgXAPnWSip8xwKHAtqQQuPKFuj+3ZAn07w+XXZbmNxxyCFx55Qq3X86fn1b7fmn0MnNmaupS\nu3Z6SbNmaZKEv0eTJEnFwcqC4H+AW4EtgbNijDMLr9cHhua7MElaLSOBw4GdSHMCt1iL9yoogMce\nS9s+VzIMfvr0X1f9nn8+5cYNN0wNXpo3Tw1fNt10LeqQJEnKkz8MgjHGD4AmK7g+kvQjlyQVD88C\nrYBdgdHAmoavX4bBd+8OU6bAHnv8Zhj84sXwwgu/Nnp5//30sl13/fWs3/77p/4xkiRJxdlq9aUL\nIbweY/x7voqRpNX2FHAMaUj8SFKDmDXx+2HwDz4Ixx7Lt7PKMey+FPxGjUqz/ipWTMPczzgjhb/t\nc9WMRpIkqYisboNyT7dIKj4eBY4D9iP1Mq66Bu/xu2HwsU9f3qjVgaGj1mFIbZg0KS0Ubr01HHNM\n2vJZv/5qjQqUJEkqdlY3CHo2UFLxcD9psE0dYAiw/mq+fsYMuOQSeOghflx/K5477nGGVjiMoVeu\nw9dfp6Yu++2XmoM2a5b6w9joRZIklRYrDYIhhF9aL0yLMY6MMV5UNGVJ0krcDXQEDgYGk4bGr6qZ\nM6FnT2b0G81QmjFku/cY/1UNFj8Y2GCD3zZ62XzzvFQvSZKUuT8MgiGE24DdgJeAK0II+8UYryiy\nyiSVWHXrps95GW7eFziD1MrqKVZ5mM2S7+byYpcnGDrwR4Ys7cR79AFgl8pw5plp1a9OHRu9SJKk\nsmFlK4IHAXvFGJeFEKqQxjQbBCVl5ybgbKAF8DhQaeVP/+47GP7MIob2+ZiR07bih9ieiuWW8O8D\nlnDa0Sn87bhj/suWJEkqblYWBBfHGJcBxBgXhODpGEkZuga4AGgJPAxU/P+fEiNMnVo42+/ZAl79\nXyDGSmxJVVpt8wrNutSkQYftWX99l/0kSVLZtrIguEsI4c3CxwHYsfDrABTEGPfKe3WSFEl7ES4B\njiU1iVnuv1w//QRjxvw62+/LL9P1f1SaxqXxSZrt9SX73NKOcv9uXOSlS5IkFVcrC4J/W8G1AGwD\ndM9POZK0nAhcBFwFnAjcA5SHTz4pXPUbAuPGwaJFsP76kUZ7fkPzcrfR9PN+bFFzC7jqqrT/0w0N\nkiRJv/GHQTDG+Okvj0MIewNtgKOBj4En81+apDItAucBN8DSU+Cl42Bo9xT+3nknPaVmTTj9dGj2\n17c58PHOVHxhbJru/uCNcOyxUK5clt+BJElSsbWyrqE1gdakzVizgYFAiDEeXES1SSqrIszuCMPv\nhqE1YMSTMPee1NHzoIOgQ4e00Fdj4bQ0DP6mZ2GLLaBvX2jfHiqu4AChJEmS/s/Ktoa+R+oU2iLG\nOB0ghNClSKqSVObECNOmwdAhMORWeOUbKAA2/wGOOCIFv4YNYYMN+M0weDbYIG0B7dwZ1ludgYKS\nJEll18qCYEvSiuC4EMII4FHSGUFJWrkpUwof7L3Spy1YAGPH/tro5fPP0/V9gYsOgOY3wr61ltvh\nOXMmdO8Jd94J5ctD167pY+ON8/WdSJIklUorOyP4NPB0CGE94HCgC7BFCOF24OkY46giqlFSKfLZ\nZ782ehk7FhYuTAt5jRrCJVvDIa/CVpcCF/Prr57mzoVeveDmm1NnmPbtoUcPqFYtu29EkiSpBFvZ\niiAAMcafgIeAh0IIGwNHAd0Ag6CkP7V0Kbzyyq/h76230vUdd4T//Cdt+TyoNlQ6CXiV1CH0gsIX\nL1gAffrANdfA999D69Zw+eVQo0Y234wkSVIp8adBcHkxxjlAv8IPSVqhJbE83y9Zn7ZtYcQImDMH\nKlSAAw+E66+H5s1Tx88QgEWkfsSDgRtJew+WLIH+/VPo++oraNoUrrwS9tkny29LkiSp1FitIChJ\nK/PhhynovTxvNyLlmDUaWrRIq36NGkHVqr97wc+k08jDgT7AaQXw6GNp2+f06bD//vDII6lVqCRJ\nknLGIChprU2aBNdeC089lSY3bBnmsGWYw+SZNf94lN8C4DBgDNAvwrYjYN/uqdHMHnvAs886DF6S\nJClPnLYsaY3ECCNHQr16sN9+MGYMXHABfPIJ1Cz3BRuEBX8cAucDTYGxQPeX4KG6cMgh8MMP8OCD\n8MYbaf+oIVCSJCkvXBGUtFqWLoXHH4frrkuLd9Wqpe2gHTvC+uuvwhv8QAqBr06DvS+EKwuHwffp\nkybFOwxekiQp7wyCklbJggWpf8sNN6RVv112SV+3bbsa2e174N8z4K1LgIfgow1SE5j//tdh8JIk\nSUXIIChppWbPhr59oXdvmDULatdO4/xatOCPt36uyNszoW5PmHUnVCwPZ50H55/vMHhJkqQMGAQl\nrdBnn8GNN8Jdd6XVwObNU26rU2c132juXLi0F9x6M8RFcEh7uNNh8JIkSVkyCEr6jWnT0vm/Rx5J\nvVratIHzzoPdd1+996kUf05vdPU1MPd7KN8a7rkcTnQYvCRJUtYMgpKIESZOTCMghg1Lx/XOPBO6\ndIHq1Vf/zZoUDOKU2BfO/w6qNIV1r4QR+4DjACVJkooFg6BUhhUUwODBKQC+8gpsthlccQWcfvoa\nHt2LEXr0oFu8kg/Ym822fAIWHAQjgNq5rl6SJElryiAolUGLFqVxfb16wfvvw/bbp4Yw7dpBlSpr\n+KYxQrducN11jOEodud+WFgZngP+kcPiJUmStNYcKC+VIfPmpfC3ww7Qvj2su246C/jBB2kVcK1C\n4DnnpDOBbU9nT+6nMhVgHIZASZKkYsggKJUBM2fCBRek835du6YZgCNHwuuvQ+vWUGFt9gbEmOYA\n3nQTtPsvjO9DRSpwVrnpsHfOvgVJkiTlkFtDpVLsww/h+uvhvvtgyRJo2TIFwVq1cnSDggLo1Anu\nuAM6nAOjesGCwDnlPuLjsDBHN5EkSVKuGQSlUmjSpNQA5qmnoGLFdPbv3HNhp51yeJOCAvjPf+Du\nu+GMbjDsKvg+wBi4u8F/Cp80Poc3lCRJUq4YBKVSIkYYNSoFwHHjoGrV1Lulc2fYcssc32zZMjjl\nlLTU2KUHDL0Mvg0wGsjVaqMkSZLyxiAolXBLl8Ljj6c+LVOmQLVqaTtohw6wwQZ5umG7dvDQQ9D1\nMhh6MXxBGhHxrzzcT5IkSTlnEJRKqAULoH9/uOEG+OST1ACmf39o2zZtB82LJUvg+ONh4EC46Cp4\n9gL4CBgKHJine0qSJCnnDIJSCTN7dpr517s3zJoFtWvDzTdDixZQLp99gBcvhjZt4Mkn4fJeMOhc\neBcYDNTL430lSZKUcwZBqYT47DO48Ua46660Gti8eeoAWqcOhJDnmy9aBMccA4MGwdU3waCz4E3g\nKaBxnu8tSZKknDMISsXctGnp/N8jj6TA16YNnHce7L57ERWwcCG0agVDh8INfeDpTjAJeBxoXkQ1\nSJIkKacMglIxFCNMnJg6gA4bBuutB2eeCV26pKHwRebnn+GII9L0+d794OmO8BLwMHBEEdYhSZKk\nnDIISsVIQQEMHpwC4CuvwKabwuWXp5ntG29cxMUsWACHHQZjxsAd98BTJ8M44H7gmCKuRZIkSTll\nEJSKgUWL4MEHoVcveP992H771BCmXTuoUiWDgn78MXWfmTAB7r4XnjoBRgH3AMetwuvnjs9reZIk\nSVo7BkEpQ/PmQb9+qevnV1/B3nuns4CtWkGFrP7tnD8fDjkEXnoJBjwAz7RJ4yFuA07OqCZJkiTl\nlEFQysDMmXDLLXD77fDDD1CvHgwYAA0bFkEH0JWZNw+aNIH//Q8eehSeOQqeBm4GTsuwLkmSJOWU\nQVAqQh9+CNdfD/fdl8bytWqVRkDUqpV1ZcDcudC4Mbz+Ojz6GAw+EgYC1wH/zbo4SZIk5ZJBUCoC\nkyalBjBPPQUVK6azf+eeCzvtlHVlhebMgUaN4M034bEnYMhh8ABwBXBe1sVJkiQp1wyCUp7ECKNG\npQA4bhxUrQrdukHnzrDllllXt5xZs9Ke1HfegaeehmHNoD/QA7go6+IkSZKUDwZBlVp166bP48cX\n7X2XLoXHH09D4KdMga23Tt1AO3aEDTYo2lr+1LffQoMGac/qoMEwojHcDnQFLsu6OEmSJOWLQVDK\nkQULoH9/uOEG+OQT2GWX9HWbNlCpUtbVrcDMmVC/Pnz8MTw7BEbVh1tI5wGvAbJsWiNJkqS8MghK\na2n27DTzr3fvtMuydu00DqJFCyhXLuvq/sBXX6VWpV98AcOGwZi60IvUGfQmDIGSJEmlnEFQWkOf\nfQY33gh33ZVWA5s1g/PPhzp1Mh4B8We++CKFwK+/hhEjYHwd6AmcAvTBEChJklQGGASl1TRtWjr/\n98gjKfC1aQPnnQe77551Zavg009TCJw1K3WymVg7NYU5HrgTKK4rmJIkScopg6C0CmKEiRNTB9Bh\nw2C99eDMM6FLF6hePevqVtHHH8PBB6cJ9qNHw0v7wfnAMaQuoYZASZKkMsMgKK1EQQEMHpwC4Cuv\nwKabwuWXQ6dOsPHGWVe3GqZPTyuBP/4IY8bAq3+HLsCRpHmB/pdAkiSpTPHHP2kFFi2CBx9MYx/e\nfx+23x769IGTToIqVbKubjV98EFaCVy0KA00nLwXnA60AB4B1sm4PkmSJBU5g6C0nHnzoF+/1PXz\nq69g773TWcBWraBCSfy35d1300rgsmUpBE7ZAzoAjYHHgYoZ1ydJkqRMlMQfbaWcmzkTbrkFbr89\nHaGrVw8GDICGDYt5B9CVeeutNCcwBBg/HqbtCu2Ag4GngeI421CSJElFwiCoMu3DD+H66+G++2Dx\nYmjZErp2hX/8I+vK1tLUqdCgAayzTloJfHtnaAscAAwG1s24PkmSJGUqr30CQwhNQgjvhxCmhxC6\n/cFzjg4hvBNCeDuE8PBy15eFEKYUfgzOZ50qeyZNSts9d945hcB27dJRuscfLwUh8PXX05Jm5crw\n/PPwwc7QGtgPGAqsl3F9kiRJylzeVgRDCOWBvkBD4AtgUghhcIzxneWeUwO4ADggxvh9CGHz5d7i\n5xjj3vmqT2VPjGl03rXXpkWyqlWhWzfo3Bm23DLr6nJk8uS0n3WDDdI3+cEO0ArYCxgOrJ9xfZIk\nSSoW8rk1dD9geoxxBkAI4VHgMOCd5Z7TAegbY/weIMb4bR7rURm1dGla6bvuOpgyBbbeOnUD7dgx\n5aVS49VXoXHjNNdi7Fj46K9wBLArMBKomm15kiRJKj7yGQSrAZ8v9/UXwD9/95yaACGEF4HywKUx\nxhGFf1Y5hDAZWApcE2N8Jo+1qhRatiw1galRAz75BHbZBe65B9q2hUqlrVHKiy9C06aw+eZpJfCT\nbeFQYCdgNFCSZh5KkiQp7/IZBFfUazGu4P41gLrANsDEEMLuMca5QPUY41chhB2AsSGEaTHGj35z\ngxA6Ah0Bqlevnuv6VYK9/HJaIFuyBGrXTuMgWrSAcnk9FZuRCRPgkEOgWrW0EvhZNTgEqA48B2ya\ncX2SJEkqdvL5Y/EXwLbLfb0N8NUKnjMoxrgkxvgx8D4pGBJj/Krw8wxgPLDP728QY7wzxlgrxlhr\ns802y/13oBJp+PA0NaFCBdhrr7RYdthhpTQEjh2bVgKrV08jIr6qBk2ALYExwBbZlidJkqTiKZ8/\nGk8CaoQQtg8hVCT1Lfx9989nSFPNCCFsStoqOiOEsFEIodJy1w/gt2cLpRV66CE49NC0DXTvvWHD\nDUvwHMA/M3o0NGsGO+yQtoN+sxU0AjYBxgJbZ1yfJEmSiq28BcEY41LgDFKbineBx2KMb4cQLg8h\nHFr4tJHA7BDCO8A44LwY42zgb8DkEMLUwuvXLN9tVFqRW26B446DAw9Mi2MVK2ZdUR4NH572utas\nmVYFv9sCGpC6go7lt2vxkiRJ0u/kdaB8jHEYMOx31y5e7nEEzi78WP45LwF75LM2lR4xQo8ecOWV\ncOSRaVWwcuWsq8qjZ59NQxB32y2tCn63CdQHKpFC4F+zLU+SJEnFX2k8NaUyZNky+M9/Ugjs0AEe\ne6yUh8Cnn4aWuFYKwwAAIABJREFULdPhxzFjYM4mUI/UmmkMqUuoJEmS9CcMgiqxFi6Eo4+Gu+6C\n7t2hXz8oXz7rqvLoiSfSN7zvvmklcO5GKQQuIYXAXTKuT5IkSSVGXreGSvkybx4cfnjqkXLTTXDW\nWVlXlGePPpoOQP7rXzBsGMzdIIXAn0inaHfLuD5JkiSVKAZBlTjffpsmJrz5JjzwQMpHpdqDD8KJ\nJ0KdOjB0KPzwlxQC55BWAvfKuD5JkiSVOAZBlSgffwyNGsGXX8KgQWmOeqk2YACccgocfDAMHgzz\n10uNYb4BRgO1Mq5PkiRJJZJBUCXGtGnQuHE6GzhmDNSunXVFeXbXXdCxIzRsCM88Az9VSSMiPicN\nXvlXxvVJkiSpxLJZjEqEF1+Egw5Kw+EnTiwDIfC221IIbNo0rQQurAINgY+AZ4E6GdcnSZKkEs0g\nqGJvyBBo0AA23xxeeimNzyvVbr0VOnVKA+OffhoWVoZGwLvAINL5QEmSJGktGARVrN1/f+oOuttu\n8MILsN12WVeUZzfcAP/9LxxxRBoXsbgSNAXeBJ4iBUJJkiRpLRkEVWzdeGNqllm3bhoTsdlmWVeU\nZ9deC+eeC0cdBQMHwpKKcAgwCRgINMu4PkmSJJUaBkEVOzFCt25wzjnQqlWamLD++llXlWc9e6Zv\n+thj4eGHYck60AJ4CXgYOCLj+iRJklSqGARVrCxdCu3bp8WxU09Nc9QrVcq6qjyKES69FHr0gOOP\nT4MRl1ZIwW88cB9wdKYVSpIkqRRyfISKjZ9/TgtigwbBxRenfBTCmr/f+PG5qixPYoSLLoKrroKT\nTkrjIpaVh1bAKOAe4LiMa5QkSVKpZBBUsfDDD3DooTBhQmqaeeaZWVeUZzHC+edDr15pTMTtt8Oy\nctAaGArcDpyccY2SJEkqtQyCytzMmdCkCbz9djoed+yxWVeUZzHC2WfDzTfD6adD795QUC6t/j0N\n3AKcmnGNkiRJKtUMgsrUjBnQqBF8/XWaF9i4cdYV5VmM0Lkz9OmTxkTcdBMUBDgJeAzoBXTOuEZJ\nkiSVegZBZWbq1LQSuHgxjB0L//xn1hXlWUFBWgHs1y+1RO3VC2KAjsCDQE/g3IxrlCRJUplg11Bl\nYsIEOOggqFAhDYovEyGwY8cUArt1SyGQAJ2A/kAP4MJsS5QkSVLZYRBUkRs8OG0B3WorePFF+Nvf\nsq4oz5YtS11B77knjYm46iogwFnAHcD5wGXZlihJkqSyxSCoIjVgABx5JOyxR1oJrF4964rybOlS\nOOEEuP9+uOwyuPxyIKTwdyspDF6dLkmSJElFxSCoItOrF5x8MtSrl84Ebrpp1hXl2ZIl0LZtaoV6\n1VVpOCLAxaSmMKcDN2IIlCRJUpEzCCrvYoTzzoOuXeGYY1J30L/8Jeuq8mzxYmjdGh57LCXgCy5I\n168gNYVpD/TGEChJkqRM2DVUebV0KbRvD/fdB506wS23QPnyWVeVZ4sWwdFHp8OQN90EZ52Vrl9H\nWg08AeiHv4aRJElSZgyCypuff04rgM8+C5demnZGhtK+ArZwIbRsCcOGpVmBnTql6zeTzgW2JnUJ\nNQRKkiQpQwZB5cXcudCiReoK2rdvGp9X6v38Mxx+OIwalcZEdOyYrt8GdAGOBO4HSvuKqCRJkoo9\ng6By7uuv03iI996DRx9NuyRLvQUL4NBDUxece+5JXXEA7ibNCmwBPAKsk12JkiRJ0i8Mgsqp6dOh\nUSP49tu0O7JBg6wrKgI//piWPydMgHvvTeMiIK3+dQSaAI8DFTOrUJIkSfoNg6By5o03oEmTND99\n3Dj4xz+yrqgIzJ8PhxwCL70EDzwAbdqk6wOBk4B6wFNApexKlCRJkn7PlhXKifHjoW5dqFQpDYov\nEyHwhx/SHtiXX057YH8JgU8BbYE6wCBg3exKlCRJklbEIKi19vTTaSWwWrW0MLbLLllXVATmzk17\nYCdNSrMCjzoqXX8WOAbYDxgCrJddiZIkSdIfMQhqrdx9N7RqBfvsAxMnwjbbZF1REZgzB+rXT3th\nn3gCjjwyXR8BtAL2AYYD62dXoiRJkrQyBkGtkRjhmmugQ4e0MPbcc7DJJllXVQRmzYJ69eCtt9JS\n6GGHpetjgCOAXYGRQNXsSpQkSZL+jEFQq62gAM45By64IB2LGzQI1isLWyC//TaFwPffh8GDoVmz\ndH0CcCiwEzAa2Ci7EiVJkqRVYddQrZYlS+CUU1KDzM6d4aaboFxx/XVC3brp8/jxa/9eM2em7aAf\nfwxDhqTHAC8DzYDqpFXBTdf+VpIkSVK+GQS1yhYsSMPhhw6Fnj2he3cIIeuqisBXX6WVwC++SMMR\nfwmYk0gzArckhcDNM6tQkiRJWi0GQa2S77+H5s3hlVegXz/o2DHriorI55+nEDhzJowYAXXqpOtv\nAI2ATYCxwNbZlShJkiStLoOg/tSXX6bxEB98kCYltGyZdUVF5NNP4eCDYfZsGDUKatdO16cBDUld\nQccC22ZXoiRJkrQmDIJaqQ8+SF1BZ8+G4cPT4liZMGNG+mZ/+AFGj4b99kvX3wMaAJWAccBfM6tQ\nkiRJWmMGQf2h116Dpk3T4/HjYd99My2n6EyfnlYCf/oJxoyBv/89Xf8QqAcE0krgjtmVKEmSJK2N\n4trvURkbOzb1RKlSBV54oQyFwPffh3//G37+GcaN+zUEfkwKgUtIjWF2zq5ESZIkaW0ZBPX/efLJ\ntBL417/CSy9BzZpZV1RE3nknpd8lS1II3GuvdP0z4GDgJ+A5YLfMKpQkSZJywiCo3+jXD446CmrV\nggkTYOuy0g3zrbdSCIwx7YPdY490/UvSSuBc0rD4vbIqUJIkScodg6CAlH969oRTT4VDDkn9UTba\nKOuqisjUqelMYIUK8PzzsOuu6fpMoD7wDTACKCvbYyVJklTqGQRFQQGcdRb06AHHHw9PP53OBpYJ\nr7+euoNWrpxC4M6Fh/++I3UH/RwYDvwruxIlSZKkXDMIlnGLF6fwd+ut0KUL3HsvrLNO1lUVkUmT\noH59+MtfUgisUSNdn0OaE/gRMASok12JkiRJUj44PqIM++knaNUKRoyAa66Brl0hhKyrKiKvvAKN\nG8Mmm6QWqX/9a7o+F2gEvAs8S2oSI0mSJJUyBsEyavZsaNYsLYrdfTecckrWFRWhF19MbVE33zx1\nB91223R9HtAUeBN4mhQIJUmSpFLIIFgGffEFNGoEM2akURGHH551RXkyZQXXnn8+JeBq1dJKYLVq\n6fqPQDNgMvB44WNJkiSplDIIljHvvZdC4Ny5aUto3bpZV1SExo6F5s3TNtAxY2CrrdL1BcChwEvA\no0BpDcaSJElSIYNgGTJpUtoRWb58WhjbZ5+sKypCo0bBYYfBTjvBc8/BFluk6wuBI4DxwAPAUZlV\nKEmSJBUZu4aWEaNHp1F5G2yQjsiVqRA4bBgceijUrJlWBX8JgYuBVsAo4B6gbXYlSpIkSUXJIFgG\nPPZYOha3444pBO60U9YVFaEls+CII9KQ+LFjYbPNCq8DxwBDgTuAk7IrUZIkSSpqBsFS7vbboXVr\n+Ne/0nbQX47FlQlLZsGCd2CvvdKZwE02SdeXAscBzwC3Av/JrkRJkiQpCwbBUipGuOwyOP301B9l\n5EjYcMOsqypCgwalEFj+L2lf7EYbpevLSKt/jwHXA2dmV6IkSZKUFZvF5NEvHTnHjy/a+xYUQOfO\n0LcvtGsHd90FFcrS3+nRo+Hoo1MIXG9PqFo1XS8AOgIPAlcC52RXoiRJkpSlshQPyoTFi+GEE2Dg\nQDj3XLjuOggh66qK0AsvpMGIO+8Mn6wPofAf8Qh0AvoDFwPdsytRkiRJyppbQ0uRH39M20AHDkwB\nsFevMhYCJ09OXXG22SatCpZbJ12PwFmkpjDnA5dmVqEkSZJULLgiWErMmpUy0GuvQf/+cFJZ64L5\n1lvQuHE6C7j8nMAIdCU1hekCXA2UpXAsSZIkrYBBsBT47DNo1Ag+/RSeeiqNzCtTPvwQGjSASpVS\nd9Btt/31zxadkprCdAJuwBAoSZIkYRAs8d59N4XA+fNTZ9CDDsq6oiL26adQvz4sW5bmBO64469/\ntvB4WHQ8tCetCBoCJUmSJMAzgiXaq69CnTqwdGmaEVjmQuDXX6eVwHnzYNSoNDQe0nbQHqTVwHVG\nQD/8J12SJElajj8el1AjR0K9eulI3IsvppnpZcqsWdCwYQqDw4fDPvuk6wVAZ6AnsM4QWPc6/ymX\nJEmSfscfkUugRx6BFi2gZs00LWGHHbKuqIj98AM0aQLTp8PgwVC7drq+FGgH9CHNCFz3eggFmZUp\nSZIkFVcGwRKmTx9o2xb23z8Nqt9yy6wrKmI//ZTao06dCk8+mZZFARYCRwEPkFYDe+GZQEmSJOkP\nGARLiBjhkkvgzDPhsMNgxAioWjXrqorYwoVpWPzLL8PDD6dACPAj0Bx4BugNXIghUJIkSVoJu4aW\nAMuWwRlnwB13wCmnpM8VytrfuSVL4Jhj0ozAAQPgqKPS9TlAM2AScB9wQnYlSpIkSSVFWYsTJc6i\nRXDccfDEE9CtG1x1FYSyttq1bBmccEI6D9inD7Rrl67PBBoB7wNPAIdnVqEkSZJUohgEi7H58+GI\nI9KM9BtugLPPzrqiDBQUQMeO8OijcM010KlTuv4p0AD4Chha+FiSJEnSKjEIFlPffQdNm8KUKXDf\nfWlBrMyJEbp0gf794aKL4Pzz0/X3gIaks4HPAbWzK1GSJEkqiQyCxdCnn0KjRvD55zBo0K89Ucqc\nHj3g1lvhrLPg8svTtTeAxqRmMOOBsjY/UZIkScoBg2Ax8/bbKQQuWACjR8MBB2RdUUauvhquvBLa\nt4cbb0wHI18gNYbZkLQSWCPbEiVJkqSSyvERxchLL8GBB6YdkRMmlOEQ2Ls3dO8ObdqkFqkhwAhS\nY5itSIHQEChJkiStMYNgMTF8ODRoAJtumgLhHntkXVFGBgyAzp3TsMR774Xy5eFx4FBgZ2ACsG2m\nFUqSJEklnkGwGHjoITj0UPjb3+CFF+Cvf826oowMHJi2gjZqlB6vsw70B1oD+wHjgM2zLVGSJEkq\nDQyCGbvlljQn8MADYdw42LysBp1nn01/IfbfH55+GipVgpuAU0gdQkeRzgaujrnj04ckSZKk3zAI\nZiRGuPDC1BDzyCNh2DDYYIOsq8rImDFw1FGw994wZAisWwUuAc4GWgGDgSrZlihJkiSVJnYNzcCy\nZXDaaXDXXWlW+m23paNwZdKLL6Z9sTVqwIgRsH5VOAu4FTgZuBMoq39tJEmSpDxxRbCILVwIRx+d\nQuBFF6WmmGU2BL7+OhxyCFSrlmZlVN0khb9bSWHwLgyBkiRJUh64IliE5s2Dww9PZwFvuSU1xyyz\nfhmYuOGG8NxzsNGWcAzwFHAZ0IM0NF6SJElSzhkEi8g330DTpjBtGjz4ILRtm3VFGZo+HRo2TF1B\nx4yBTapDC2A0cDPw34zrkyRJkko5g2AR+PjjtPj15ZcweHAKhGXWZ59B/fqweDE8/zxsulMaFP8K\nMABol215kiRJUllgEMyzH3+EAw5IZwPHjIHatbOuKEMzZ0KDBjB3LowdC5vuBnWBd0hD44/MtjxJ\nkiSprDAI5tG8eWkr6BZbwMSJsNtuWVeUodmz03bQL7+EUaNgs33hQOBLYAhpVVCSJElSkTAI5lGl\nSrD++mlCwnbbZV1NhubNgyZN4MMPYehQ2PQAqAPMI50L3D/j+iRJkqQyxiCYR5UqwZ57lvEQuGAB\nNG8OU6bAU0/BJvXTSmAAxgN7Z1ueJEmSVBYZBJU/ixbBEUfACy/AI4/Axi3SmcANgOeAmtmWJ0mS\nJJVVDpRXfixZAscck84D3n03bHRMOge4OfAChkBJkiQpQwZB5d6yZdCuHQwaBLfeClVPhuZADWAi\nUD3b8iRJkqSyziCo3IoRTjsNHn4YrroK1j8TjgZqAeOALTKuT5IkSZJBUDkUI5x9Ntx1F3TvDlUu\ngJOA+qTuoBtlXJ8kSZIkwCCoXLrkErj5ZjizM1TsCWeRhsQ/C6yXcW2SJEmS/o9BULlx3XVwxRVw\n0slQ/ia4NEA7YCBQKePaJEmSJP2GQVBr77bb4Pzz4ehjIN4JN5eDzsA9OKBEkiRJKoYMglo7990H\nnTpBsxaw9AG4tzxcAtyM/3RJkiRJxZTrNVpzjz8OJ58MdevDosdg6DpwI9Al68IkSZIkrYxBUGtm\n6FBo0wb+URsWDoL/VU5bQU/OujBJkiRJf8YgqNU3diy0bAm77gkLhsJ768GjwFFZFyZJkiRpVRgE\ntXpefhkOPRSq7wg/jYSvqsJgoEnWhUmSJElaVQZBrbo33oCmTWGTLWHBczB/UxgF1Mm6MEmSJEmr\nwyCoVfPuu9CoEay7ASwYA2wF44C/Z12YJEmSpNWV1wb/IYQmIYT3QwjTQwjd/uA5R4cQ3gkhvB1C\neHi56yeGED4s/Dgxn3XqT3z0EdSvDwXl4acxUHk7mIghUJIkSSqh8rYiGEIoD/QFGgJfAJNCCINj\njO8s95wawAXAATHG70MImxde35g0ja4WEIHXCl/7fb7q1R/44osUAn9cBEvGwzY14Dlgu6wLkyRJ\nkrSm8rkiuB8wPcY4I8a4mNRX8rDfPacD0PeXgBdj/LbwemNgdIxxTuGfjcZ2JEXvm29SCPx2Dvw8\nEmrukVYCDYGSJElSiZbPIFgN+Hy5r78ovLa8mkDNEMKLIYRXQghNVuO1yqc5c9KZwE8+h0VDoVYt\nGA9smXVhkiRJktZWPpvFhBVciyu4fw2gLrANMDGEsPsqvpYQQkegI0D16tXXplYtb/781B307fdg\n2bNQ/0B4BvhL1oVJkiRJyoV8rgh+AWy73NfbAF+t4DmDYoxLYowfA++TguGqvJYY450xxloxxlqb\nbbZZTosvsxYsgObNYfJrsOwxOKwRDMEQKEmSJJUi+QyCk4AaIYTtQwgVgdak0ePLewY4GCCEsClp\nq+gMYCTQKISwUQhhI6BR4TXl06JF0LIlTJgIBQ/A8YfBE0DlrAuTJEmSlEt52xoaY1waQjiDFODK\nA/1jjG+HEC4HJscYB/Nr4HsHWAacF2OcDRBCuIIUJgEujzHOyVetApYuhdbHwogRwF1wxrFwC3ke\nMCJJkiQpCyHG/+/oXYlUq1atOHny5KzL+I26ddPn8eOzrGIVFBTA8SfCww8CN8FFZ8HlrPikpiRJ\nkqRiKYTwWoyx1qo8N5/NYlQSxAgdTy8MgT2h11lwbtZFSZIkScong2BZFiOceS7c0w84H/p1L+zB\nKkmSJKk0MwjmUbHfEtr1Muh7I4RO8PDV0Nq9oJIkSVJZYBAsqy66Hq6/DMq3g2duheaGQEmSJKms\nMAiWRZfdDleeBxWOglF3w8G2BpUkSZLKEoNgWXPVA3Dp6bBOM5jwIPyrfNYVSZIkSSpiBsGy5Oon\n4cJ2ULEevPw4/L1i1hVJkiRJyoBBsKy4ejh0PxYq/RMmD4Ld1826IkmSJEkZ8XBYWdBzPHQ/Eirv\nDlOGwe5/yboiSZIkSRkyCJZ2l74KPVpA5e1h6kjYZcOsK5IkSZKUMbeGlmbdp8LVTaDy5jD1Oai5\nWdYVSZIkSSoGDIKlUQTOfg9ubgiV/wJTxkDNrbOuSpIkSVIxYRAsbSJw6sdwZwOoHGDSc7DzX7Ou\nSpIkSVIxYhAsTZYBJ34JD9WHSgvg5fGw+85ZVyVJkiSpmDEIlhZLgKO/hWcaQMXv4PkxsPeeWVcl\nSZIkqRgyCJYGPwOHfw+jGsE6n8LoEfDP/bKuSpIkSVIxZRAs6eYBTefDS4dA+Xfg2WfhoIOyrkqS\nJElSMWYQzKe6hZ/H5+n9ZwGNf4Y3DoVyk+Dxx6Fx4zzdTJIkSVJpYRAsqb4EGi6G91sCz8N998MR\nR2RdlSRJkqQSwCBYEs0A6i+Fz9tCwXDo1w+OOy7rqiRJkiSVEOWyLkCr6S3ggAL46hRY9gTceCN0\n7Jh1VZIkSZJKEINgSfI/4KAI886AxffDZZdBly5ZVyVJkiSphDEIlhTjgHoRCs6HBbfDeedBjx5Z\nVyVJkiSpBDIIlgTPAk2BKj3hh15w2mlw7bUQQtaVSZIkSSqBDILF3cPAEcBmN8J3F8MJJ0CfPoZA\nSZIkSWvMrqH5NKVu4YPxa/b624FOwE53wofnQMuWcM89UM78LkmSJGnNmSiKq2uA04G9HoLpp0LT\npvDww1DB7C5JkiTp/7V37yGWlnUcwL+/2tQ1xbxGrKFm5bJBWUnZhTRXSS28tNLNrETLNOlqoBVI\nQVEJUVAqZbIVouRqsGqi7ooKUpblvYtEWySCVywNdzV9+mNOONi66+7MmffsPJ8PDOc973nneX7v\nmeHHfOd5zzkzIwhOmpbk9CRnJHn7L5I7PpoccEByySXJVlsNXBwAADAfCIKT5OlMrQJ+K8m7r0pu\nen+y337JypXJwoUDFwcAAMwXguCkeDLJcUnOTfKhG5Jrj06WLEmuvDLZfvuBiwMAAOYTQXASrE2y\nLFPvEHrKb5LL3pPssUdy9dXJjjsOXBwAADDfCIJDezTJ4UkuT/Kl25MLD0122SVZtSrZbbeBiwMA\nAOYjQXBIDyVZmuSGJN++OznvkGTbbZPVq5NFiwYuDgAAmK8EwaHcm+SAJLcnOedvyfeWJq1NrQTu\ntdewtQEAAPOaD6UbwpokBye5L8lP703OWJo89lhy3XXJ4sXD1gYAAMx7guBc+0OSQ5I8nmTFA8nn\nD07uvz+55prkda8buDgAAKAHguBcujnJoUlelOTyR5JT35WsWTP1ERH77z9wcQAAQC+8RnCuXJ/k\noCTbJ7nqseS0w5M770wuvTQ58MBhawMAALoiCM6FKzK1Erh7klVrk88dmdx0U3Lhhclhhw1cHAAA\n0BtBcNyeOCg5Kslrkqx6IvnMMcm11ybLlyfLlg1cHAAA0CNBcJyefHPy+FeStya55qnksx9Orrgi\nOfvs5Ljjhq4OAADolCA4TgtuTba+IPnl08nnT0wuvjg566zk5JOHrgwAAOiYdw0dp1qXbH1ecvpv\npi4FPfPM5LTThq4KAADonCA4Tq0l69Yk378h+cIXpoIgAADAwFwaOk7/eShZ94/kpJOmLgmtGroi\nAAAAQXCsFuycLHz11JvDCIEAAMCEEATHqSrZ6mXJCzzNAADA5JBQAAAAOiMIAgAAdEYQBAAA6Iwg\nCAAA0BlBEAAAoDOCIAAAQGcEQQAAgM4IggAAAJ0RBAEAADojCAIAAHRGEAQAAOiMIAgAANAZQRAA\nAKAzgiAAAEBnBEEAAIDOCIIAAACdEQQBAAA6s2DoAua1R64bugIAAID/Y0UQAACgM4IgAABAZwRB\nAACAzgiCAAAAnREEAQAAOiMIAgAAdEYQBAAA6IwgCAAA0BlBEAAAoDOCIAAAQGcEQQAAgM4IggAA\nAJ0RBAEAADojCAIAAHRGEAQAAOiMIAgAANAZQRAAAKAzgiAAAEBnBEEAAIDOCIIAAACdEQQBAAA6\nIwgCAAB0RhAEAADojCAIAADQmWqtDV3DrKiqB5L8fQOH7JDkn3NUzhAm+fyGrG0u5h7HHLM15kzH\nmcn375LkwRnMzeab5H4wU5N+bvrdcGPqd32a9J4wE5N+bvrdcGNuaJw9Wmu7Pp9B5k0Q3Jiq+mFr\n7RND1zEuk3x+Q9Y2F3OPY47ZGnOm48zk+6vq5tbafps7N5tvkvvBTE36uel3w42p3/Vp0nvCTEz6\nuel3w405W+P0dGnoZUMXMGaTfH5D1jYXc49jjtkac6bjTPLvFc9tPv/cJv3c9LvhxtTv+jSff26T\nfm763XBjzso43awIAnPLf8iBXuh3wJaopxVBYG79cOgCAOaIfgdscawIAgAAdMaKIAAAQGcEQQAA\ngM4IggAAAJ0RBIGxq6oXV9VPqupHVXXs0PUAjEtVvaKqflxVK4auBWBDBEFgs1TV+VV1f1Xd+az9\nh1bVn6vqL1V1+mj3e5OsaK19PMkRc14swAxsSr9rrf21tXbCMJUCPH+CILC5lic5dPqOqnphkh8k\nOSzJkiQfrKolSXZP8o/RYU/NYY0As2F5nn+/A9giCILAZmmt3ZDk4WftflOSv4z+I/5EkouSHJnk\nnkyFwUTfAbYwm9jvALYI/iADZtOiPLPyl0wFwEVJLk2yrKrOSXLZEIUBzLL19ruq2rmqzk3y+qo6\nY5jSADZuwdAFAPNKrWdfa639O8nxc10MwBg9V797KMkn57oYgE1lRRCYTfckefm0+7snuXegWgDG\nSb8DtmiCIDCbfpvkVVW1V1VtleQDSVYOXBPAOOh3wBZNEAQ2S1VdmORXSfapqnuq6oTW2n+SnJrk\nqiR/TPLz1tpdQ9YJMFP6HTAfVWtt6BoAAACYQ1YEAQAAOiMIAgAAdEYQBAAA6IwgCAAA0BlBEAAA\noDOCIAAAQGcEQQC6U1VPVdWt0772nIUxj6qqJdPuf62qDp7puAAwDj5HEIDuVNVjrbXtNvD4gtEH\nhm/KmMuTXN5aWzHT+gBg3KwIAkCSqvpYVV1cVZclubqqtquq1VX1+6q6o6qOnHbsR6rq9qq6rap+\nVlVvTXJEkrNGK4x7V9XyqjpmdPzSqrplNM75VbX1aP/fquqr0+ZYPNp/wLTVyluqavsBnhIA5rEF\nQxcAAANYWFW3jrbXtNaOHm2/JclrW2sPV9WCJEe31v5VVbsk+XVVrUyyJMmXk7yttfZgVe00On5l\npq0IVlVGt9skWZ5kaWvt7qr6aZKTk3x3NOeDrbU3VNUpSU5LcuLo9lOttRurarska8f6bADQHSuC\nAPTo8dbavqOvo6ftv6a19vBou5J8o6puT7IqyaIkL01yUJIVrbUHk2Ta8c9ln0yFzbtH93+S5B3T\nHr90dPu7JHuOtm9M8p2q+nSSl2zqZaoAsDGCIAA849/Tto9NsmuSN7bW9k1yX5JtMhUQN+UF9rWR\nx9eNbp8Ay9eFAAAA5klEQVTK6Eqd1to3M7UyuDBTK5GLN2E+ANgoQRAA1m+HJPe31p6sqncm2WO0\nf3WS91XVzklSVTuN9j+aZH2v5ftTkj2r6pWj+8cluX5DE1fV3q21O1pr30pycxJBEIBZJQgCwPpd\nkGS/qro5U6uDf0qS1tpdSb6e5Pqqui3Jd0bHX5Tki6M3d9n7f4O01tYmOT7JxVV1R5Knk5y7kbk/\nW1V3jsZ/PMmVs3heAODjIwAAAHpjRRAAAKAzgiAAAEBnBEEAAIDOCIIAAACdEQQBAAA6IwgCAAB0\nRhAEAADojCAIAADQmf8C1BrIkNG40bkAAAAASUVORK5CYII=\n", "text/plain": [ - "array([[ 2.50000000e-01, 6.03350561e-01, 2.42093845e-03],\n", - " [ 5.00000000e-01, 6.47702271e-01, 1.51808668e-02],\n", - " [ 1.00000000e+00, 6.88919908e-01, 9.09089949e-03],\n", - " [ 2.00000000e+00, 7.12466573e-01, 5.21416561e-03],\n", - " [ 4.00000000e+00, 7.40362548e-01, 6.41420944e-03],\n", - " [ 8.00000000e+00, 7.63542059e-01, 6.07882649e-03],\n", - " [ 1.60000000e+01, 7.70576682e-01, 4.06517317e-03],\n", - " [ 3.20000000e+01, 7.86889315e-01, 4.53473710e-03],\n", - " [ 6.40000000e+01, 7.93585058e-01, 3.03479118e-03],\n", - " [ 1.00000000e+02, 7.98452826e-01, 2.78516626e-03]])" + "" ] }, - "execution_count": 13, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "sD0_dsb_n10_2" + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(baseline_dsb_n0[:-1, 0], \n", + " y = baseline_dsb_n0[:-1, 1], \n", + " yerr = baseline_dsb_n0[:-1, 2], \n", + " label='Baseline', color='magenta')\n", + "\n", + "plt.errorbar(sequential_dsb_n0[:-1, 0], \n", + " y = sequential_dsb_n0[:-1, 1], \n", + " yerr = sequential_dsb_n0[:-1, 2], \n", + " label='Sequential', color='red')\n", + "\n", + "plt.errorbar(joint_dsb_n0[:-1, 0], \n", + " y = joint_dsb_n0[:-1, 1], \n", + " yerr = joint_dsb_n0[:-1, 2], \n", + " label='Joint', color='blue')\n", + "plt.semilogx()\n", + "\n", + "plt.xlabel('Fractions')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "sD0_dsb_n10_3 = read_Noise2Seg_results('noEarlyStop_w_1_1', 'DSB_n10', measure='AP',runs=[1,2,3,4,5], \n", - " fractions=[0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 100.0])" + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(baseline_dsb_n10[:-1, 0], \n", + " y = baseline_dsb_n10[:-1, 1], \n", + " yerr = baseline_dsb_n10[:-1, 2], \n", + " label='Baseline', color='magenta')\n", + "\n", + "plt.errorbar(sequential_dsb_n10[:-1, 0], \n", + " y = sequential_dsb_n10[:-1, 1], \n", + " yerr = sequential_dsb_n10[:-1, 2], \n", + " label='Sequential', color='red')\n", + "\n", + "plt.errorbar(joint_dsb_n10[:-1, 0], \n", + " y = joint_dsb_n10[:-1, 1], \n", + " yerr = joint_dsb_n10[:-1, 2], \n", + " label='Joint', color='blue')\n", + "plt.semilogx()\n", + "\n", + "plt.xlabel('Fractions')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nO8AAAAAASUVORK5CYII=\n", "text/plain": [ - "array([[ 2.50000000e-01, 6.53388828e-01, 2.03744644e-02],\n", - " [ 5.00000000e-01, 6.99428264e-01, 6.78441702e-03],\n", - " [ 1.00000000e+00, 7.09258516e-01, 4.77408080e-03],\n", - " [ 2.00000000e+00, 7.15463808e-01, 5.82077816e-03],\n", - " [ 4.00000000e+00, 7.44178193e-01, 3.74334714e-03],\n", - " [ 8.00000000e+00, 7.51099964e-01, 3.80725905e-03],\n", - " [ 1.60000000e+01, 7.74798578e-01, 2.91741092e-03],\n", - " [ 3.20000000e+01, 7.89261011e-01, 5.56245260e-03],\n", - " [ 6.40000000e+01, 7.98458038e-01, 2.54225364e-03],\n", - " [ 1.00000000e+02, 7.78553127e-01, 6.20200903e-03]])" + "" ] }, - "execution_count": 15, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "sD0_dsb_n10_3" + "fig = plt.figure(figsize=(15,10))\n", + "\n", + "plt.errorbar(baseline_dsb_n20[:-1, 0], \n", + " y = baseline_dsb_n20[:-1, 1], \n", + " yerr = baseline_dsb_n20[:-1, 2], \n", + " label='Baseline', color='magenta')\n", + "\n", + "plt.errorbar(sequential_dsb_n20[:-1, 0], \n", + " y = sequential_dsb_n20[:-1, 1], \n", + " yerr = sequential_dsb_n20[:-1, 2], \n", + " label='Sequential', color='red')\n", + "\n", + "plt.errorbar(joint_dsb_n20[:-1, 0], \n", + " y = joint_dsb_n20[:-1, 1], \n", + " yerr = joint_dsb_n20[:-1, 2], \n", + " label='Joint', color='blue')\n", + "plt.semilogx()\n", + "\n", + "plt.xlabel('Fractions')\n", + "plt.ylabel('AP-Score')\n", + "plt.legend()\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "scrolled": true - }, + "execution_count": 32, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAJUCAYAAABAGZjnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3Xd4VWXWxuHfJoRepUiToogiLQKh\niolSFSwUQUSRzxFFBxgdxQJYxjKjqCMq9jJgF7GAimBLBAUEgkF6FanSWwIhbX9/rMSTAIEEcrJP\nee7rynWSffZJViJiHtf7vstxXRcREREREREJH8W8LkBERERERESKloKgiIiIiIhImFEQFBERERER\nCTMKgiIiIiIiImFGQVBERERERCTMKAiKiIiIiIiEGQVBERERERGRMKMgKCIiIiIiEmYUBEVERERE\nRMJMca8LKCxVq1Z169ev73UZIiIiIiIinkhISNjlum61/NwbMkGwfv36LFy40OsyREREREREPOE4\nzh/5vVdLQ0VERERERMKMgqCIiIiIiEiYURAUEREREREJMyGzR/B40tLS2Lx5MykpKV6XErJKlSpF\nnTp1iIyM9LoUERERERHJp5AOgps3b6Z8+fLUr18fx3G8LifkuK7L7t272bx5Mw0aNPC6HBERERER\nyaeQXhqakpJClSpVFAL9xHEcqlSpoo6riIiIiEiQCekgCCgE+pl+viIiIiIiwSfkg2CBxWa9iYiI\niIiIhCi/BkHHcXo4jrPKcZy1juPcd5znn3UcJzHrbbXjOPtyPJeR47lp/qzTnyIiIoiKiqJFixa0\nbNmSOXPmFOrnHzJkCFOmTAHg5ptvZvny5YX6+UVEREREJPT47bAYx3EigBeBrsBmYIHjONNc1/0r\nqbiue2eO+0cAF+b4FIdd143yV31FpXTp0iQmJgIwc+ZM7r//fn788Ue/fK033njDL59XRERERERC\niz87gm2Ata7rrnddNxX4ELjqBPcPBD7wYz2eO3DgAJUrVwYgKSmJzp0707JlS5o1a8bUqVMBSE5O\npmfPnrRo0YKmTZvy0UcfAZCQkEBMTAytWrWie/fubNu27ZjPHxsby8KFCwEoV64cY8aMoUWLFrRr\n147t27cDsHPnTvr27Ut0dDTR0dH8/PPPRfGti4iIiIhIAPHn+IjawKYcH28G2h7vRsdx6gENgB9y\nXC7lOM5CIB14wnXdz4/zuluAWwDq1q174mruABLzUXX2PbH5uDcKGH/iWw4fPkxUVBQpKSls27aN\nH36wb7FUqVJ89tlnVKhQgV27dtGuXTuuvPJKZsyYQa1atfjqq68A2L9/P2lpaYwYMYKpU6dSrVo1\nPvroI8aMGcNbb72V59dNTk6mXbt2PP7449xzzz28/vrrjB07ln/84x/ceeedXHTRRWzcuJHu3buz\nYsWKfHyzIiIiIiISKvwZBI93nKSbx73XAlNc183Ica2u67pbHcc5G/jBcZwlruuuy/XJXPc14DWA\n1q1b5/W5PZVzaejcuXMZPHgwS5cuxXVdRo8ezaxZsyhWrBhbtmxh+/btNGvWjLvvvpt7772XXr16\n0alTJ5YuXcrSpUvp2rUrABkZGdSsWfOEX7dEiRL06tULgFatWvHtt98C8N133+XaR3jgwAEOHjxI\n+fLl/fHti4iIiIhIAPJnENwMnJXj4zrA1jzuvRb4e84LrutuzXpc7zhOPLZ/cN2xL82nk3Tu/hKb\n9Rh/yl8pT+3bt2fXrl3s3LmT6dOns3PnThISEoiMjKR+/fqkpKTQqFEjEhISmD59Ovfffz/dunWj\nd+/eNGnShLlz5+b7a0VGRv412iEiIoL09HQAMjMzmTt3LqVLly78b1BERERERIKCP/cILgDOdRyn\ngeM4JbCwd8zpn47jnAdUBubmuFbZcZySWe9XBToCQX8c5sqVK8nIyKBKlSrs37+f6tWrExkZSVxc\nHH/88QcAW7dupUyZMlx//fXcfffdLFq0iPPOO4+dO3f+FQTT0tJYtmzZKdXQrVs3JkyY8NfH2d1K\nEREREREJH37rCLqum+44znBgJhABvOW67jLHcR4BFrqumx0KBwIfuq6bc2lnY+BVx3EysbD6RM7T\nRoNJ9h5BANd1mTRpEhEREQwaNIgrrriC1q1bExUVxfnnnw/AkiVLGDVqFMWKFSMyMpKXX36ZEiVK\nMGXKFEaOHMn+/ftJT0/njjvuoEmTJgWu5/nnn+fvf/87zZs3Jz09nYsvvphXXnmlUL9nEREREREJ\nbE7u/BW8Wrdu7WafmJltxYoVNG7cuGCfKDbrMb4wqgoPp/RzFhERERGRQuU4ToLruq3zc68/9wgG\np3ivCxAREREREfEvf+4RFBERERERkQCkICgiIiIiIhJmFARFRERERETCjIKgiIiIiIhImFEQPFps\nrL2JiIiIiIiEKAXBIvD444/TpEkTmjdvTlRUFL/88oun9cTHxzNnzpy/Pn7llVd4++23T/iahx9+\nmKefftrfpYmIiIiIBLYQaRxpfISfzZ07ly+//JJFixZRsmRJdu3aRWpqqqc1xcfHU65cOTp06ADA\nsGHDPK1HRERERESKljqCfrZt2zaqVq1KyZIlAahatSq1atUiISGBmJgYWrVqRffu3dm2bRsACQkJ\ntGjRgvbt2zNq1CiaNm0KwMSJExk+fPhfn7dXr17Ex8cD8M0339C+fXtatmzJNddcQ1JSEgD169fn\noYceomXLljRr1oyVK1eyYcMGXnnlFZ599lmioqKYPXt2rm7f66+/TnR0NC1atKBv374cOnSoqH5U\nIiIiIiJSRMKnI3jHHZCYePL7su/JT7s3KgrGjz/hLd26deORRx6hUaNGdOnShQEDBtChQwdGjBjB\n1KlTqVatGh999BFjxozhrbfe4v/+7/944YUXiImJYdSoUSctYdeuXTz22GN89913lC1blieffJL/\n/ve/PPjgg4AFz0WLFvHSSy/x9NNP88YbbzBs2DDKlSvH3XffDcD333//1+fr06cPQ4cOBWDs2LG8\n+eabjBgx4uQ/CxERERGRULZnDyQkwMaNcPAgHDgAFSp4XdUpC58g6JFy5cqRkJDA7NmziYuLY8CA\nAYwdO5alS5fStWtXADIyMqhZsyb79+9n3759xMTEAHDDDTfw9ddfn/Dzz5s3j+XLl9OxY0cAUlNT\nad++/V/P9+nTB4BWrVrx6aefnrTepUuXMnbsWPbt20dSUhLdu3c/pe9bRERERCRoHTgAixbBwoX2\ntmABrF/ve750adiyRUEwKJykc/eX7E5g1rLLwhAREUFsbCyxsbE0a9aMF198kSZNmjB37txc9+3b\ntw/HcY77OYoXL05mZuZfH6ekpADgui5du3blgw8+OO7rspekRkREkJ6eftJahwwZwueff06LFi2Y\nOHHiX8tPRURERERCUnKyrQrMDn0LF8KqVeC69ny9etC6Ndxyiz0++CBERkLjxt7WfZq0R9DPVq1a\nxZo1a/76ODExkcaNG7Nz586/gmBaWhrLli2jUqVKVKxYkZ9++gmA995776/X1a9fn8TERDIzM9m0\naRPz588HoF27dvz888+sXbsWgEOHDrF69eoT1lS+fHkOHjx43OcOHjxIzZo1SUtLy/X1RURERESC\nXkoKzJ8PL70EN90EzZtbV++ii2wr2Q8/QKNG8Mgj8PXXsGMHbNgAU6bAvfdC584WAkNA+HQEPZKU\nlMSIESPYt28fxYsXp2HDhrz22mvccsstjBw5kv3795Oens4dd9xBkyZN+N///sdNN91EmTJlci3L\n7NixIw0aNKBZs2Y0bdqUli1bAlCtWjUmTpzIwIEDOXLkCACPPfYYjRo1yrOmK664gn79+jF16lRe\neOGFXM89+uijtG3blnr16tGsWbM8A6OIiIiISEBLS4OlS3N3+pYssesA1apZh693b3ts1Qpq1fK2\n5iLkuNktzyDXunVrd+HChbmurVixgsYFbdn6YWnoqdqwYQO9evVi6dKlXpdyQqf0cxYRERERKSwZ\nGbBiRe7Ql5gIWY0SKle2sJfz7ayzII9tWcHKcZwE13Vb5+dedQSPFgABUERERERE8pCZCWvW5A59\nixZB9tizcuWsuzdihC/0nX12yIW+06UgGMDq168f8N1AERERERG/cV34/ffcoS8hwU71BDu988IL\nYehQX+hr1AiK6SiUk1EQFBERERER77kubN6cO/QtXGjz+wBKlIAWLeD6632hr3FjKK5Icyr0UxMR\nERERkaL355/Hhr7t2+254sWhaVPo29cX+po2tTAohUJBUEREREQk2ATQAYf5smuXLenMOaB9yxZ7\nrlgx6+z16AHR0Rb6mje3ZZ/iNwqCRwm2f6dERERERALK/v3Hhr4NG3zPN2pkv3Rnd/qiouyAFylS\nCoJFoFy5ciQlJR33ua1btzJy5EimTJlyws/x73//m9GjR/ujPBERERGRU5OUBL/+mnt55+rVvucb\nNLAu3+23W+hr2RIqVvSuXvmLgqDHatWqddIQCAqCIiIiIuKxw4dh8eLcnb4VK+yQF4A6dSz03Xij\nb0B7lSre1ix5UhAsIq7rcs899/D111/jOA5jx45lwIABuYbGT5w4kWnTpnHo0CHWrVtH7969GTdu\nHPfddx+HDx8mKiqKJk2a8N5773n97YiIiIhIKEtNhSVLcnf6li6F9HR7vnp1C339+/tCX40a3tYs\nBRI2QfCOOyAx8eT3Zd+TvVfwRKKiYPz4/H39Tz/9lMTERBYvXsyuXbuIjo7m4osvPs7XT+TXX3+l\nZMmSnHfeeYwYMYInnniCCRMmkJifb0BEREREpCDS02H58tydvt9+szAIcMYZFvbuvde3r692bQ1o\nD3JhEwS99tNPPzFw4EAiIiI488wziYmJYcGCBTRv3jzXfZ07d6Zi1rrpCy64gD/++IOzzjrLi5JF\nREREJNRkZNgevpydvl9/tWWfABUqWHfvjjt8oa9+fYW+EBQ2QTC/nTt/nRrqZq+dPomSJUv+9X5E\nRATp2e13EREREZGCcF1Yty53p2/RIjvgBaBMGTu8ZdgwX+hr2NDGOUjeYrMe4z2soRCETRD02sUX\nX8yrr77KjTfeyJ49e5g1axZPPfUUKSkp+Xp9ZGQkaWlpREZG+rlSEREREQk6rgsbNx47oH3fPnu+\nZEnb1zRkiC/0nX8+RER4WrZ4R0HQz9LT0ylZsiS9e/dm7ty5tGjRAsdxGDduHDVq1GBDzpkqJ3DL\nLbfQvHlzWrZsqcNiRERERMJdWprN63vwQev0LVxoQ9sBihe3gewDBvhCX5MmoIZCwbnANmAFsDzr\nLRE4BGwBantX2uly8rtkMdC1bt3aXbhwYa5rK1asoHHjxgX6PIW9NHTx4sUMHTqU+fPnF84nDECn\n8nMWERERkQJwXTu1c/p0+OormD3brhcrZiEvOtoX+po1g1KlvK032GQCm/CFveX4wt/+HPdVyrq3\nDPALULdoyzwZx3ESXNdtnZ971RE8SmHuDXzllVd4/vnnGZ/fDYoiIiIiItmSk+GHHyz8TZ9uSz/B\nlnjWrQuVK8OcObbXT/InHfidY8PeCqzLl606cAFwXdbjBUBjoAZwSdY9ARYCC0pB0I+GDRvGsGHD\nvC5DRERERILF+vXW8Zs+HeLi4MgRKFsWunaFBx6Ayy6z0Q3Zy9gUAo8vFVjDsYFvVdZz2epgIW8o\nuQNflaIs1hshHwRd18XRcbd+EypLi0VEREQ8kZoKP/3kC38rV9r1Ro3gttugZ0/o1MkOe5FjHcLC\n3dGBby2QkXWPAzTAQl4PfIHvfKDCKXzN+NOqOGCEdBAsVaoUu3fvpkqVKgqDfuC6Lrt376aU1qCL\niIiI5N+2bfD11xb+vv0WDh6EEiUgJsZGOfTsaWMcxOcAuQ9syX5/A3agC0AEcC7QBOiHL/A1wvb0\nFRJ/jZsraiEdBOvUqcPmzZvZuXOn16WErFKlSlGnTh2vyxAREREJXBkZdrJn9kEvixbZ9dq1YeBA\nuPxy6NwZypXzts5AsJtjw95y7ITObCWB84C2wBB8ga8hUKIIaw1yIR0EIyMjadCggddliIiIiEi4\n2bsXZs608Pf11zbaoVgxaN8e/v1vC3/Nm0M4rlpzgT85fuDL2b8pi+3X65z1mB34GmDdvyKUnm5n\n9axdC1u2QEoKHDgAFU5laWmACOkgKCIiIiJSJLLHO2Tv9ZszxzqBVapAjx623LNbN/s4XBw9kiFn\n4Dt6JMMFwFXkDnx1gGJFV25KCvz+O6xbZ4Fv7Vrf+xs2WBjMVqwYbNpkkzuClYKgiIiIiMipyB7v\nkB3+Nm2y61FRcN99Fv7atIEIP7SvEgv/U56yDGA9+R/JMIjcge9M7ECXIpCUdPygt26d/ePLeQ5i\nxYq2VbNlS+jf394/5xy4917b0hnMIRAUBEVERERE8m/dOt9ev/h4G+9QrpyNd3jwQd94h1CUcyRD\nzu7eauBIjvs8HsmwZ0/ukJfz/e3bc99brZoFvJgYC3kNG/oCX5Uqx1+5GyoHuCoIioiIiIjkJTUV\nZs/2hb9Vq+x6o0Zw++221y/UxjvkHMmQM/D5cyRDAbiuBbqjQ172+3v35r6/Th0Ld7165Q5655xz\nanv8gv200GwKgiIiIiIiOW3bZsFv+vTc4x1iY33hz+vxDlHxp/85co5kyBn4NnDykQznAaVPv4S8\nZGTA5s15L+NMTvbdGxEB9erZP5I2bXJ39ho0gNJ+rDOYKQiKiIiISHjLHu/w1Vf29uuvdr1OHRvv\n0LMnXHpp8I53CNCRDGlpdgjL8bp669dbMzZbiRK+Lt6ll/q6eg0bWgiMjPRPjaFMQVBEREREws+e\nPfDNNxb8ZszwjXfo0MHGO/TsCc2aBc94h5wjGXKGPY9HMhw6ZKHueJ29P/6AzEzfveXKWbhr0gSu\nuip3Z692bfvHI4VHQVBEREREQp/rwpIlvr1+c+ZYCqlSxQ54ufxy6N4dzjjD60pPzgWSgL3AzfjC\n374c9xThSIb9+3Mv28wZ+LZsyX3vGWdYsGvXDq6/Pndnr3r14MndoUBBUEREREROTWysPQbq6RnJ\nyfD99779ftnjHS68EEaPtvDnr/EOhc0FlgKTs95WZ11PwgLedfhtJIPrWsP0eF29tWvtuZxq1LBg\n17XrsSdxVq5cODXJ6VMQFBERkeAW6GFEita6db69fvHxttEse7zDQw9Z969WLa+rzB8XWIYFv4+B\nlVg3Lxae2Qg/R8Kn20/w+gLIzLQzcvIau3DggO9ex4G6dS3c9emTu6t39tnBu5Uy3CgIioiIiEjw\nyh7vkB3+Vme1ys47D/7+d9vrd9FFwTXeYRkW/CZjSz6LATHAP4A+QHX4olLBP216ujVFj9fVW78e\nDh/23Vu8uJ242bAhdOyYu7NXv35w/Tjl+BQERURERCS4ZI93+OorG++QlOQb7/D3vwfGeIeCWoFv\n2edybFlnDDACC39n5u/THDkCv/9+/K7e779bGMxWurQv4PXokbuzd9ZZFgYldOkfr4iIiIgEtowM\nmD/fF/5yjne47jrr+nXuDGXLeltnQa3Et+xzKRb+OgETgL5AjbxfmpYJ+zPgqadyB76NG21PX7YK\nFSzYXXgh9OuXe79ezZo6iTOcKQiKiIiISODZswdmzrTwFwrjHbKtwrfscwkW/i4CXsDCX828X7p7\nN3z+OUyeDHMO2rV77oFq1SzcdeqUO+g1bGiHogbbj0iKhoKgiIiIiHgve7zDV19Z+Dt6vEPPntCt\nW3CMdzjaanzh77esaxcBz2Hhr3beL9271xf+vvvOlnaecw6cVRKqFof4rdb1EykoBUERERER8Ub2\neIfs8Ld5s13PHu/QsydERwfHeIejrcW37DMx61oHYDwW/urk/dJ9+2DqVAt/334LaWl2cMtdd0H/\n/vbjueQSu1chUE6VgqCIiIgEL9e1lklyMrz6qu0RK1PGHvN6v0QJrZXz0tq1vr1+R493ePjh4Brv\ncLR1+Dp/WdsYaQ88i4W/s/J+6f79MG2ahb+ZMy381asHd9xh4a9VK/2xlcKlICgiIiLBJy0NPv4Y\nxo2D37LW2g0blr/XRkT4QuHRj3m9X5DnS5bUb+w5pabCrFm+8He88Q6dOllAD0br8YW/RVnX2gHP\nAP2Aunm/9MAB+OILC38zZtiP6qyzYORIC3/R0fqjJP6jICgiIiLBIykJ3nwTnn0W/vgDGje2QFGl\nigXD5GR7O3To2PePd+3o5/fsOfZaamrBaixWrHCCZl6vKVUq8NPB1q0W/KZP9413KFnSxjsMH27j\nHc45x+sqT93vWPj7GFiYda0N8DQW/url/dKkJPjySwt/06fbuIfatS0T9+8PbdroJE8pGgqCIiIi\nEvh27IAXXoAXX7SloJ06wYQJFiguvdTu8ddywrQ0C4SnGi5zXtuy5dhrR44UrB7HsWBYmF3Mo4Nm\nQZNI9niH7L1+Occ7DBpkXb9LLw2+8Q45/YGv87cg61o08BQW/urn/dLkZPvRTJ5sjykpNrrh1lth\nwABo167gP/L4+AJ/ByK5KAiKiIhI4Fq7Fp55BiZOtMB09dUwahS0b190NURGQsWK9uYP6em5g+bp\nBM5t2459PiWl4DXlFTSPvrZunXVMzzzTZhtkj3f4z38s/DVtGvjdyxPZiK/z90vWtdbAk8A1QIO8\nX3rokGXiyZOtA3j4MNSoATffbJ2/jh3V+RNvKQiKiIhI4Jk/3yZlf/KJBbEbb7QjE887z+vKCl/x\n4nb0o7+Of8zIsBRyut3M5GTYuRM2bMi9lDYiwtpaPXtC9+5QubJ/vo+isgmYgnX+5mVdawk8gYW/\ns/N+6eHD8PXXFv6++MJ+RNWrw//9n4W/iy4KzgNQJTQpCIqIiEhgcF37LXrcOPjxR6hUCe67z07O\nqFHD6+qCV0SEncpZrlzhf+7YWHt8553C/9xFaTO+8Dc369qFwH+w8HeC7YwpKXbQS3b4S0qyAe+D\nB1v4u/hihT8JTAqCIiIi4q3UVPjwQ+sALl1q+8r++19bQ1e+vNfVSajagoW/j4Gfs65FAY9j4e/c\nvF965Ah8842Fv6lT4eBBO6/ouuss/MXEWKNXJJDpj6iIiIh44+BBeP11OwF082bbT/b223DttbYc\nVKSwbQU+wTp/P2Vdaw48hoW/Rnm/NDXVDkCdPBk+/9xGP1SubMGvf38b8K4/thJMFARFRESkaG3b\nBs8/Dy+/bFO0Y2PhtdegR4/gPlhEAtM2coc/F2gGPIqFvxNsO01Nhe+/94W/fftsxXLfvhb+OndW\n+JPgpSAoIiIiRWPVKnj6aev6pafbb9OjRtnU7NOhc/TlaH8Cn2LhbxYW/poCD2Phr3HeL01Lgx9+\nsPD32Wc2raRiRTuwtn9/6NIFSpTw+3cg4ncKgiIiIuJfc+faATBTp9pQ8b/9Df75T2jY0OvKJJRs\nxxf+fsTC3wXAQ1j4uyDvl6anQ1ychb9PP7XDUMuX94W/rl3tj65IKFEQFBERkcKXmWmTs8eNg59+\nss1UY8fC8OF2nr5IYdhB7vCXCZwPPIiFvyZ5vzQ9HWbNgo8+svC3a5cdrHrVVRb+unWDUqX8/y2I\neEVBUERERArPkSPw3nt2AujKlVCvHjz3HNx0k3/GF0j42Ql8hoW/OCz8nQeMAfpj4S+PraYZGTB7\ntnX+PvkEduyAsmXhiiss/PXoAaVLF8l3IeI5BUERERE5ffv3w6uvwvjxdhhMVBS8/z5cc43O0ZfT\nt4vc4S8DO+FzNBb+mnLC8Pfzzxb+pkyB7duhTBno1cvC32WX2cci4cavfzM7jtMDeA6IAN5wXfeJ\no55/Frgk68MyQHXXdStlPXcjMDbrucdc153kz1pFRETkFGzZYh2/V16xcRBdusCkSfaoE0DldOzG\nF/5+wMJfQ+A+bNlnc/IMf5mZMGeOL/xt22advp49Lfxdfrl1AkXCmd+CoOM4EcCLQFdgM7DAcZxp\nrusuz77Hdd07c9w/Argw6/0zsK29rbGtvglZr93rr3pFRESkAJYvtxNA333XWi79+9sJoC1bel2Z\nBLM9wOdY+PsOC3/nAPdgnb8WnDD8zZtn4e/jj2HrVtvjd/nl9sezZ0+tThbJyZ8dwTbAWtd11wM4\njvMhcBWwPI/7B2LhD6A78K3runuyXvst0AP4wI/1ioiIyIm4rh38Mm4cfPmltViGDYM774QGDbyu\nToLVXnKHv3TgbGAUFv6iyDP8uS788osv/G3ebKMdLrvMwt8VV9jpnyJyLH8GwdrAphwfbwbaHu9G\nx3HqAQ2wxn9er63thxpFRETkZDIyYNo0C4Dz5kHVqvCvf8Htt9v7Er5OdYbjXmAqvvCXhv0meBe2\n7LMlJwx/Cxda+Js8GTZutPDXvTv85z9w5ZVQocKplSUSTvwZBI/3r6+bx73XAlNc180oyGsdx7kF\nuAWgbt26p1KjiIiI5CUlBd55x5aArl4NZ58NL74IQ4bodA0xsVmP8fm4dx8wDQt/32Dhrz5wB9b5\na8UJw9+iRb7wt2EDREbaiIdHH7XwV6nSaXwfImHIn0FwM3BWjo/rAFvzuPda4O9HvTb2qNfGH/0i\n13VfA14DaN26dV4hU0RERApi7154+WV4/nk7YrFVKxu21qePTgCVXGIT7TE+rxv24wt/M7HwVxf4\nBxb+WnPC8JeY6At/69fbH7+uXeGhh2zeX+XKhfe9iIQbf/5tvgA413GcBsAWLOxdd/RNjuOcB1QG\n5ua4PBP4t+M42f96dwPu92OtIiIisnGjjX947TVITrahavfcA7GxOgFU8u8AucNfKtYaGIkt+2zD\nCcPfb7/5wt/atRARAZ07w5gxcPXVcMYZRfJdiIQ8vwVB13XTHccZjv0VEAG85bruMsdxHgEWuq47\nLevWgcCHruu6OV67x3GcR7EwCfBI9sExIiIiUsiWLLEB8B98YL+JDxwId98NLVp4XZkEi4PAF1j4\nmwEcwdZz/R3r/LUBih3/pa4LS5f6wt/q1VCsGFx6qf1/iN69tRVVxB+cHPkrqLVu3dpduHCh12WI\niIgEB9e1gz6eegq+/tqGqg0dCnfcAfXqeV2dBIMUeKgKdEmFThFY+KuNdf36Y0cE5hH+AJYt84W/\nlSst/MXG2mmfffpAtWpF8D2clHcLAAAgAElEQVSIhBjHcRJc122dn3u10F9ERCScZGTAp5/aCaAL\nF0L16vDYY3DbbVpzJyfnAvOAScBH8K9DsNPBOn/XAO05YfhbudIX/pYtsxXHMTEwcqSFvzPPLILv\nQUQABUEREZHwcPgwTJwIzzwD69bBuefCq6/C4ME2dVvkRDYC7wBvA6uB0kBfuOsz+DUCfhif90tX\nr/aFvyVLLPx16gQTJkDfvlCjRpF8ByJyFAVBERGRULZ7N7z0ErzwAuzcCW3aWDfwqqvsFA6RvCQB\nn2Ddv3isGxgD3Af0A8pDQh4jG9assQHvkyfD4sV2rWNHeO456NcPatXye/UichIKgiIiIqFowwb4\n73/hzTfh0CHo2dNO3ujUKeROAI2NtcdTnW0uOWRioW8SFgKTgXOAh4EbsKHveVi3zhf+fv3VrrVv\nD88+a+GvTh1/Fi4iBaUgKCIiEkp+/dUOgJk82U7fGDTITgBt0sTryiSQrcbC3zvAJqACNvTrRqAD\n4EBmJiQdgAM53vakQVImtG4NCQn2qdq2tRXI/fpB3brefDsicnIKgiIiIsHOdeH7723J57ffQvny\ncOed8I9/qA0jpKXBwYO5A9yBA3BgKxyIgwM/wYGNNv7vQG040AYOlIcDv8GBob77Dx7M+2tULWb/\n/6FfP6hfv6i+MxE5HQqCIiIiwSo93dbiPfWUdQJr1IAnnoBbb4VKeWzekqDgunDkyHHC2ym8HT58\n8q/nOFChPFQoBhWSoUKE/RGqWxcqVLC38uV972e/jR4NJUvCvHn+/5mISOFSEBQREQk2ycnw1lu2\nB3DDBjj/fHjjDbj+evutXDzjuvaPpzACXFrayb9e8eJQsWLucFajBjRqdFRoOwAVFkOFeVnvV4QK\nV0KFQVChA5QpayuJC+rJJwv+GhEJDAqCIiIihaEoTizZudPO3J8wAfbs8R3D2KvXqf0WL3/JyMhj\n+WQB3w4etL10J1O69LHdtfr1j712sreSJU9w9s924D1s799vQCRwBbbv77Ksj0UkbCkIioiIBLp1\n66z799ZbkJJiox9GjbIgKGRm2jLKxMRTD3DJyfn7WsdbHlmrVsHCW/nyEOmvEJYCfIGFvxlABtAG\neBEYAFTx09cVkaCjICgiIhKoFi60A2A++cTWAN5wg50Aev75XlcWELZvh1desf1paWlw4YXHvy8i\n4tgwVrUqnH12wQJcuXIB2nh1gXlY+PsI2AfUBkYBg4HG3pUmIoFLQVBERCSQuC7MnGkBMC7ONoDd\ncw+MHAk1a3pdXUBITLQVse+/D6mpcMYZUK2anZNzvABXunTIjU40fwDvAm9j4x9KA32xpZ+XABHe\nlSYigU9BUEREJBCkpcFHH1kAXLIEateGp5+GoUMtzYS5jAz48ksYP962YZYpYz+akSPhllvsnquv\n9rTEopGEDXqfBMRlXYsF7gP6AeW9KUtEgo+CoIiIiJeSkuzEz//+FzZtssHvEyfCwIFQooTX1Xnu\nwAH43//g+edh/XobZ/DUU/C3v0Hlyl5XV0QygXgs/H0CJAPnAI8ANwD1vSpMRIKZgqCIiIgXtm+3\ndPPSS7BvH8TEwMsvw2WXBehGtKK1fj288AK8+aadxNmxo40quPpq2y4ZFlZj4e8dYBNQAbgOW/rZ\nAQjF5a4iUmTC5a9SERGRwLB6NTzzDEyaZBvc+vSxE0DbtvW6Ms+5Lvz4oy3/nDbNDnkZMAD+8Q+I\njva6uiKyFzvwZRJ2AEwxoDvwFHAltg8wgPhzWoqI+JeCoIiISFH45Rfb//fZZ7bkc8gQuOsuOPdc\nryvz3JEj8OGHFgATE6FKFRg9Gm6/3UYzhLw0YCYW/qYBqUBTLPwNAnRGkIj4gYKgiIiIv2RmwvTp\ntqlt1iyoVMkSzogRcOaZXlfnuezxDy+9BDt22PbI11+HQYPspM+Ql4id+PkesAOoBtyGLf2MQks/\nRcSvFARFREQKW2qqzTZ46ilYvtxOOBk/3k44KVfO6+o8d/T4h5494Y47oHPnEB3zkNN2LPhNAn4D\nIoErsPB3WdbHIiJFQEFQRESksKSn28iH8eNhyxZo3hzefRf694fI8P4N/0TjHxo1Or3PHfD71FKA\nL7DwNwPIANoALwIDgCrelSYi4UtBUERE5HTs3m0nnKxZY2sdf/4ZLr3Ujrvs1i0MWlwnFrbjH1zs\nsJdJ2OEv+4DawChgMNDYu9JEREBBUEREpGD27rX9fnFx9vbbb3a9WDE75WT6dGjd2tsaA0CRjn+I\nzXqML+TPeyr+wMY9vA2sAcoAfbCln5cAEd6VJiKSk4KgiIjIiezfD7Nn2/rDuDj49Vebc1C6tKWb\nxx+H2Fi47z4Lg2EcAl3XMvL48TB1ahiNf0jCBr1PAuKyrsUC9wP9gPLelCUiciIKgiIiIjklJcFP\nP/k6fgkJdvpnyZLQvj08/DBccgm0aWPXsoXxEPiwHP+QiXUgJ2EhMBk4B3gEuAGo71VhIiL5oyAo\nIiLh7dAh29cXF2ddvwUL7NCXyEho1w7GjrXg164dlCrldbUBJSzHP6zCln2+A2wCKgDXYUs/O6CR\nDyISNBQERUQkvBw+DPPm+Tp+v/wCaWm2cS06Gu65x4Jfhw52tKUcI+zGP+wFPsQC4DygGNAdG/h+\nJRCqoVdEQpqCoIiIhLYjRyzsZQe/efPsWvZ+vn/+04Jfx46a8XcC/hz/EJDSgJnY0s9pQCrQFAt/\ng4Ca3pUmIlIYFARFRCS0pKba8s7sw13mzLEuoONAy5YwfLgFv06doEIFr6sNeGE3/iER6/y9B+wA\nqgG3YUs/o9DSTxEJGQqCIiIS3NLT7UCX7I7fTz/Zvj+AFi3g1lst+F18MVSq5G2tQaRIxz94bTsW\n/CYBvwGRwBVY+Lss62MRkRATan+Vi4hIqMvIsBEO2cFv9mw76ROgaVNrVcXGQkyMHV8p+RZW4x9S\nsCWfbwMzgAygDfAiMADQHx0RCXEKgiIiEtgyM2HxYt9Sz1mzbLYfwPnnww03WMcvJgaqV/e01GAV\nNuMfXOywl0nAR8A+oDYwChgMNPauNBGRoqYgKCIigSUzE5Yt83X8fvwR9u61584911pU2cGvpk7s\nOB1hM/7hD2zcw9vAGqAM0Adb+nkJEOFdaSIiXlEQFBERb7kurFiRO/jt2mXPnX029O5twS82FurU\n8bTUUBEW4x+SsEHvk4C4rGuxwP1AP6C8N2WJiAQKBUERESlargtr1viCX3y8tabAjqTs2dMX/OrV\n87LSkJLX+IcRI+C887yurpBkAvFY+PsESAbOAR4BbgDqe1WYiEjgURAUERH/cl07gjJn8Nu61Z6r\nXRu6drXQd8kl0KBB8Lak4uO9ruC4wmL8wxFgKxb0NgEVgOuwpZ8d0MgHEZHjUBAUEZHCt2GDL/TF\nxcGmTXb9zDMt8GW/NWwYvMEvwIXN+IffgARsAPxl2MD3K4FQ2uMoIuIHofSfAhERiY21x6LuTm3a\n5At9cXEWBAGqVbOa7r/fgt955yn4+VFYjX8AWAB0xzp+rYHp3pYjIhJMFARFRKTgtm3zhb64OFi3\nzq6fcYad5vnPf1rwa9JEwa8IhM34h5xmAb2AasC5qAMoIlJACoIiInJy27fbaZ7ZwW/VKrtesaIF\nv+HDLfg1awbFinlbaxgJm/EPR5sJ9AbqAd8Bg7wtR0QkGCkIiojIsXbtyh38li+36+XLw8UXw803\nW/CLirL1h1KkwmL8Q14+BwYAFwDfYB1BEREpMAVBERGxge05g9+SJXa9bFm46CIYPNiCX8uWIXbS\nSPAIi/EPJ/MedhJoNLYfMFROPRUR8YD+ay4iEo7274fZs33BLzHRThopXdqOl7z2WjvkJToaIiO9\nrjashcX4h/x4HbgViAGmoYHwIiKnSUFQRCQcHDwIP/3kC36LFkFmJpQsCe3bw8MPW8evTRu7Jp4L\nm/EP+TEeuBO4HJiCDoYRESkE4fafEhGR8JCcDD//7Jvlt2CBrS2MjIR27WDsWAt+7dpBqVJeVytZ\nwm78w8m4wOPAA0A/bGloCU8rEhEJGQqCIiKhIjkZNm6E3bttzWBamrWOoqPh3nst+HXoYJvLJKCE\n5fiHk3GB+4BxwGDgTfRbi4hIIdJfqSIiwS4zE95915LDli12smf2HL+OHaFcOa8rlDyE7fiHk8kE\nRgAvAbcBEwBNJRERKVQKgiIiwSw+Hu66y/b8RUdDtWo22++JJ7yuTE4grMc/nEw6cDMwCRgFPAmE\n+89ERMQP9P/XRESC0Zo10Lu3df127oT33oN58ywESkDKyLB9f5dcAhdeCJMn2/iHlSttLESXLgqB\npALXYSHwERQCRUT8SB1BEZFgsmcPPPooTJhgh7w8/jjceWeYryMMDLGx9hgfn/u6xj/k02HgGuAr\n4Bngn96WIyIS6hQERUSCQWoqvPwy/OtfNgPwb3+DRx6BGjW8rkzyoPEPBZAEXAnEA68Ct3hajYhI\nWNB/ikREApnrwrRpMGqULQft2hWeeQaaNfO6MjkO14Uff9T4hwLZh80HnA+8DVx/Cp8jvjALEhEJ\nDwqCIiKBatEiO/3zxx+hcWOYPh169NBGsgB08CBs2wZbt9oSUY1/yKedQDdgGfAx0NvbckREwomC\noIhIoNmyBcaMgbfftkTx0kt2qojWEwaUjAyIi4NJk+CTT+DwYRvRqPEP+bQV6AL8DkwDenhbjohI\nuNFvFSIigSI52U4ReeopSE+35aCjR+sk0ACzerWFv3fegU2b7B/P4MEwf76NcLz5Zq8rDAIbgM7A\nDmAGEONpNSIiYUlBUETEa5mZ1v0bM8bWFvbvb3MAGzQo+Oc6+shKKRT79sFHH1kAnDsXihWD7t3h\n6afhyivtANfsU0PlJFZhncAk4DugrbfliIiEKwVBEREvxcXZQPhff4W2beHjj6FDB6+rEqwp++23\nFv4+/xyOHIEmTaxhO2gQ1KzpdYVB6DegK+BiB7y08LQaEZGwpiAoIuKF1avhnnvsaMm6deGDD+x4\nSR0E47lly3xLP//8E844w7ZoDhkCLVvm/Y9IzdiTWAB0B8oA3wPneVuOiEi4UxAUESlKe/bY/L8X\nX7TTRP7zH5stoJNFPLV7t2XxiRMhIcHO5bn8cgt/PXtCiRJeVxjkZgG9gGrYctBTWPUsIiKFS0FQ\nRKQopKba6Z+PPGID4YcOteHwZ57pdWVhKy0Nvv7aun9ffGEfR0XBs8/CdddB9epeVxgiZmJjIeph\nIbC2t+WIiIhREBQR8SfXtQ1m99wDa9dCt242EL5pU68rC1uJiRb+3nsPdu60wDd8ONx4I7TQnrXC\n9TkwALgAC4QK1yIiAUNBUETEXxISbCD8rFlwwQXWfuqhYWle2LHDgt+kSbB4sS31vOIKC389ekBk\npNcVhqD3gcFANDAdqOxtOSIikpuCoIhIYdu82TcQvlo1ePllGy6ngfBF6sgR+PJLC3/Tp9sA+Oho\nmDABrr0WqlTxusIQ9jpwKzYfcBpQ3ttyRETkWPqtRESksCQl+QbCZ2TAvffC/fdrIHwRcl1YuNDC\n3wcf2Nk8tWrZhI4bb7TGrPjZeOBO4HJgCqBzkEREApKCoIjI6crI8A2E37bNxkD85z+nNhBeTsnW\nrfDuu3bq54oVNuD96qvt1M8uXSAiwusKw4ALPA48APTFlobqtFURkYClICgicjp++MHaTYmJ0K4d\nfPIJtG/vdVVh4fBhG8M4aRJ88w1kZkKHDvDqq9C/P1Sq5HWFYcQF7gPGYfsC30S/YYiIBDj9NS0i\ncipWrYJRo2zuQL168OGHlj40EN6vXBfmzrXw99FHNonjrLNsBe7gwdCokdcVhqFMYCTwInAbMAEo\n5mlFIiKSDwqCIiIFsXu3zf97+WUbAv/EEzYQvlQprysLaRs3wjvvWABcswbKlIG+fW3f3yWXQDEF\nD2+kA0OBicAo4ElA/y9ERCQo+DUIOo7TA3gOiADecF33iePc0x94GFtYsth13euyrmcAS7Ju2+i6\n7pX+rFVE5ISOHIEXX4RHH4UDB+CWWywQauq43yQnw6ef2r6/uDjrBsbEWPevXz8or5MovZUKXA98\nDPwL2xuoECgiEjT8FgQdx4nAFop0BTYDCxzHmea67vIc95wL3A90dF13r+M4OX+jOuy6bpS/6hMR\nyRfXhc8+s4Hw69bZ0Lmnn4YmTbyuLCRlZsLs2db5+/hjO4j17LPhoYds6afO3wkQh4FrgK+Ap4G7\nvC1HREQKzp8dwTbAWtd11wM4jvMhcBWwPMc9Q4EXXdfdC+C67g4/1iMiUjALF9pA+NmzLfhpILzf\nrF9vB69OmgQbNli3r39/O/Xzoou09TKgJAFXAvHAK9i8QBERCTr+DIK1gU05Pt4MtD3qnkYAjuP8\njC0ffdh13RlZz5VyHGchtgPhCdd1P/djrSIiPps2wejRNo+genU7hvKmmzQQvpAdPGhdv0mTYNYs\nC3udO8Njj0Hv3rYPUALMPmw+4HzgbWxpqIiIBCV//lZzvP9/6x7n658LxAJ1gNmO4zR1XXcfUNd1\n3a2O45wN/OA4zhLXddfl+gKOcwtwC0DdunULu34RCTdJSTBunC39zMy0zWj33QcVKnhdWcjIyLD9\nfpMm2aSNw4ftpM/HH4cbbrATQCVA7QS6A0uxfYG9vS1HREROjz+D4GYg53/S6wBbj3PPPNd104Df\nHcdZhQXDBa7rbgVwXXe94zjxwIVAriDouu5rwGsArVu3PjpkiojkT0aGnUgydiz8+ScMHGgD4evV\n87qykLF6tYW/t9+GzZuhYkXb8zdkCLRtq6WfAW8r0AX4HZgGaIW0iEjQ82cQXACc6zhOA2ALcC1w\n3VH3fA4MBCY6jlMVWyq63nGcysAh13WPZF3viI2pFREpXN9/b/sAf/vNBsF/9pkNhpfTtm+fzfqb\nOBHmzbMRD927W8P1qqs0cSNobAA6AzuAGUCMp9WIiEgh8VsQdF033XGc4cBMbP/fW67rLnMc5xFg\noeu607Ke6+Y4znIgAxjluu5ux3E6AK86jpOJjaV9IudpoyIip23lShsI/+WXUL++JZZrrgn61lRs\nrD3Gx3vz9dPT4dtvrfv3+ec2daNJE1txO2gQ1KrlTV1yilZhncAk4DuO3ekvIiJBy68nH7iuOx2Y\nftS1B3O87wL/zHrLec8coJk/axORMLVrl28gfNmy8OSTMHKk2lOnadkyC3/vvGOra884A4YOtYHv\nrVoFfb4OT79hA6Bc7ITQFp5WIyIihUxH4IlIeDhyBCZMsIHwBw/CrbfCww9rIPxp2L0bPvjAln4m\nJNihqpdfbuGvZ08oWdLrCuWULcAOhikDfA+c5205IiJS+BQERSS0ua4dT3nvvTas7rLL4KmnNBD+\nFKWl2TjFiRNtVW1aGkRFwbPPwnXXKVeHhFlAL6AqFgIbeFuOiIj4h4KgiISu+fPtIJiff4amTWHm\nTOjWzeuqglJiooW/99+HnTst8A0fbt2/FloyGDpmYmMh6mF7Amt7W46IiPiPgqCIhJ6NG20g/Hvv\nWWJ57TX4v//TQPgC2r7dgt/EiXaoaokScMUVFv569IDISK8rlEL1OTAAuAALhOruioiENP1WJCKh\n4+BBO/zlmWdsSejo0TYQvnx5rysLGkeO2JLPiRNtCWhGBkRH2/bKa6+FKlW8rlD84n1gMBCNHfFW\n2dtyRETE/xQERST4ZWTA//5nA+G3b7fNav/+twbC55PrwsKFdurnBx/Anj1QsybcdZd1/y64wOsK\nxa9eB27F5gNOA/T/TUREwoKCoIgEt2+/tcSyZAl06ABTp0JbDTvLj61b4d13rfu3YoWd8tm7t4W/\nLl20kjYsjAfuBC4HpgClvS1HRESKjv4zLyLBacUKuPtumD4dGjSAjz+Gvn01sO4kDh+2rDxxomXo\nzEzLz6++Cv37Q6VKXlcoRcIFHgceAPpiS0NLeFqRiIgUMQVBEQkuO3fa/L9XX7WB8OPGwYgRGgh/\nAq4Lc+da+Js8Gfbvh7POgvvvh8GDoVEjryuUIuUC9wHjsH2Bb6LfBkREwpD+6heR4HDkCDz/PDz2\nGCQnw7Bh8NBDUK2a15UFrI0b4Z13bO/fmjVQpow1TW+8ES65BIoV87pCKXKZwEjgReA2YAKgPwci\nImFJQVBEApvrwpQpNhD+99+hZ08bCN+4sdeVBaSMDNi1Czp3hrg4+/HFxFj3r18/HaAa1tKBocBE\n4G6sI6iV1CIiYUtBUEQC1y+/2ED4OXOgWTP45hvo2tXrqgKK69p2yRkzYOZM+1FlZloD9aGHbOln\ngwZeVymeSwWuBz4G/oXtDVQIFBEJawqCIhJ4Nm60Ftb778OZZ8Lrr9tA+IgIrysLCPv2wXffWfCb\nMQM2b7br559vYx+qVoVFi7T0U7IcBq4BvgKeBu7ythwREQkMCoIiEjgOHIAnnoBnn7WPx4yxJaFh\nvp4xIwMSEnxdv3nzrOtXoYKNeXjgAeje3cYmxsbaaxQCBYAk4EogHngFmxcoIiKCgqCIBIL0dHjr\nLUs0O3bAoEE2EL5uXa8r88zWrbYSdsYMG/OwZ49NxmjVCkaPtuDXti1ERnpdqQSsfdh8wPnA29jS\nUBERkSwKgiLirW++sYHwS5fCRRfBl19CdLTXVRW5I0fg5599Xb/ffrPrZ54JvXpBjx62PbJqVW/r\nlCCxE+gOLAUmA328LUdERAKPgqCIeGP5chsI//XXcPbZdjJonz5hMxDedWHtWt8+v7g4OHTIOnwd\nO9oK2e7doXlzLfOUAtoKdAF+B6YBPbwtR0REApOCoIgUrR07bCD8a69BuXLw9NMwfDiULOl1ZX53\n8CD88IOFv5kzYf16u37OOTBkiHX9YmPDfkuknI4NQGdgBzADiPG0GhERCWAKgiJSNFJS4LnnbO9f\ncjLcdpvNNwjhtY6ZmbB4sa/r9/PPth2ybFm49FKbjNG9OzRs6HWlEhJWYZ3AJOA7oK235YiISGBT\nEBQR/3JdmDzZTv/84w/b8PbUUzbrIATt3GnbHmfOtMft2+16ixYW/Hr0gA4dwqIBKkXpN6Ar4GIn\nhLbwtBoREQkCCoIiUviyZxg88YSln7lzbbPbd99B586ellbY0tJsnEN212/RIsu+VapAt27W8evW\nzeb7ifjFAuxgmDJYJzA0/x+LiIgUMgVBESl8KSm2Aa59e6hRA954wzbBhchA+A0bfPv8vv/exh9G\nREC7dvDIIxb+WrYMmW9XAtksoBdQFfgeaOBtOSIiEjwUBEWkcKSnWzJ64w345Rc76vKBB+Cee+xQ\nmCB26BD8+KNvtMOqVXa9bl0YMMCCX+fOUKmSt3VKmJkJ9AbqYZ3A2t6WIyIiwUVBUEROz/r1Ngz+\nf/+zKejVq0OdOlC7trXHgpDr2nSL7OA3a5bN+StVCmJiYNgwC3/nnx820y4k0HwODAAuwAJhdW/L\nERGR4KMgKCIFl5ICn34Kb75p8xCKFbNTUCZMsMNgunb1usIC27vXtjBmh78tW+z6BRfA7bfbt9ep\nE5Qu7W2dIrwPDAZaA18Dlb0tR0REgpOCoIjk3+LFtvTzvfcsOTVoAI8+avv/6tTx3Rcf71WF+ZaR\nAQsW+A55mT/fxj1UrAhduljw694dzjrL60oLJgh+9HI6XgduxeYDTgM0c1JERE6RgqCInNj+/fDB\nBxYAExKgRAno2xf+9je45BLrBgaJrVt9we/bby3LOg5ER8OYMRb+2rSB4vqbUQLReOBO4DLgE0Dd\naREROQ36dUdEjuW68NNPFv4+/hgOH4ZmzeD552HQIDjjDK8rzJcjR2D2bF/4W7rUrteoAVddZR2/\nLl1Ceqa9hAIXeBx4AOiLLQ0t4WlFIiISAhQERcTnzz/h7bdt79/q1VC+PAwebN2/1q0D/mQU14U1\na3z7/OLj7cTPyEjb3/fkk9b1a9Ys4L8VEeMC9wHjsH2Bb6L/couISKHQf05Ewl16uiWnN9+EL76w\nzXMXXQSjR0O/flC2rNcVntCBA3ZeTXbXb8MGu96wIdx0k3X9YmODfoKFhKNMYCTwIjAs6zF4VmKL\niEiAUxAUCVfr1tnYh4kTfWMf/vlPS0/nn+91dXnKzITERF/Xb84cy7LlysGll9rYwu7d4eyzva5U\n5DSkA0OBicDdWEdQXWwRESlECoIi4eR4Yx8uu8w39iEy0usKj2vHDvjmGwt+33xjHwNceCHcfbcF\nvw4d7BwbkaCXClwPfAz8C9sbqBAoIiKFTEFQJBwcb+zDY4/BjTfmHvsQINLSYO5cX9dv0SK7XrUq\ndOtm+/y6drVDX0RCymHgGuAr4GngLm/LERGR0KUgKCErNtYew3auWpCNffj9d98+vx9+gIMHISLC\nOn2PPWbh78ILA65skcKTBFwJxAOvYPMCRURE/ERBUCSUHG/sQ/PmRT72IT8hPDkZfvzR1/Vbvdqu\n16sHAwda8Lv0UhvwLhLy9gGXA78Ab2NLQ0VERPxIQVAkFOQ19uHmm6FVq4CYleC6Nscvu+s3ezak\npkLp0hYcb7/dwl+jRgFRrkjBxWY9xhfwdTuB7sBSbF9gn8IrSUREJC8KgiLBKgjGPuzZA99+a+Fv\n5kw7nBSgSRMYMcIOeenUCUqV8rZOEc9sBboAvwPTgB7eliMiIuFDQVAk2Hgw9iE11ZZyHjpkj9lv\neX28bp1tUaxWzcY9VKpkh7t0725vAXg+jUjR2wB0BnYAM4AYT6sREZEwoyAoEgyyxz688QbExR0z\n9iHdibQgti1/Qa2gH6enF6xcx7G5fg88YMEvOhqK628bEZ9VWCcwCfgOaOttOSIiEn70q5lIEcjI\n8IWqAoWxjbs5tHQdyeu3k5xWheSS4zhUsw7JpauQnBjJob/ZfampBasnIsJWjpYpY485369a9djn\nTvbx0c917Wpf5+GHC/1HKRL8fgO6Ai62n7CFp9WIiEiYUhCU0JWYmPVO1Elvzcy0AzYLs4uW8+OU\nlIKV7jguZZ1DlM1Mo6BIrVAAACAASURBVAzVKFuxBmVrVaRszQpULuPkK5yd6OMSJXQgi4gnFmAH\nw5TBOoH+Wc0tIiJyUgqCEpJ27YI/Us4k1S3OkCEnDmuHDtlbQeXVEatR4xS6aWVcyi6bT9kpkygz\n7UNKpezFadbcTv0swrEPIuJHs4BeQFXge6CBt+WIiEh4UxCUkJKZadvo7r8f9hypQXEng7i43KGr\nWrXT66aVLWsjDwqlo/bnnzBpkh3+sno1VKgANw4MqLEPp+JE8wNFwtJMoDdQD+sE1va2HBEREQVB\nCRkJCTaLbv58uPhiOLRoFWUjUoj/4+RLQ4vU8cY+dOoUUGMfRKQQfQ4MABoD3wDVvS1HREQEoJjX\nBYicrn37YPhwO5lywwabqx4fD2UjCrgxz9/WrYMxY6BePbjiCpgzB+66C1auhFmz4MYbFQJFQs37\nQD/gQiAOhUAREQkY6ghK0HJdeOcdGDXK9gQOHw6PPGIz6wLGScY+EBnpdYUi4i+vA7di8wGnAeW9\nLUdERCQnBUEJSkuX2jLQ2bOhbVtbaXnhhV5XlcPixRb+3n3XWpYNGsBjj8GQIVBbm4NEQt544E7g\nMuAToLS35YiIiBxNQVCCysGDNpvuuees8/f663DTTdZo89z+/fDBBxYAExKgZEno08cOfomNDZAi\nRcSvXOAx4AGgL7Y0tISnFf1/e3ceZ/d493/89RFrUSmi1L4EtQSV+tFWq7VUW7e1RRcRtSeq6kaV\n3naK2kNL1FpLrDchlqDittx6JyJCJFSjKpaKhAZNyHL9/rhOasRkMsnMd77nnO/r+XjMY+acOed7\nPlN6zHs+13V9JElqlUFQDSEluPlmOPJIeP11OPBA+M1vYLnl6qCwRx/NB7/cckseRtirF1x0kWMf\npKpJwMvkELgPcCX+V1aSVLf8T5Tq3gsv5P1/Dz6Yl3/efnteDlqqVsc+7Av779/QYx8ktcOHwOvA\nhDk+RgPvAocAl+BxbJKkumYQVN3617/ytrpzzskz/C6+GA45BLp1K6kgxz5Ize9ffDrgzfkxsZXn\nfRaYQZ4T+DvAvwVJkuqcQVB1JyUYPBh+/nN45RXYZx/47W/h85+fv+sM2/SI2V91rKC//jV3/q6+\nOq9LXWGFPPbhpz+F9dbr2LUldZ0pzDvkvdPK85YFVql9fLnF17M/ViYHwW1qjzcESpIagEFQdWX8\neDj8cBgyBDbcEB55JA+H73JzG/twySXwve859kGqJ4kc4OYV8t5r5bkrkMPcmsDWtB7yPlNs+ZIk\nlcEgqLowbRqcfXY+AGbhhfNy0MMPLyFvOfZBjW6b2udhJdbQmWaRl2LOLdy9Vvs8dY7nLQSsRA5z\nGwA78OmA9wVgscJ/AkmS6pJBUKW77z742c/gpZdgzz3hvPO6OHM59kEqx0zgTdru4r0GTJ/jeQuT\ng9wqwJeAnfl0J29F/C+cJElt8D+TKs2rr8IRR+QVmOuuC0OHwvbbd9GLO/ZBKtZHwBu0HfLeIIfB\nlhbj4zD3VT4d8FYhL+f07zOSJHWIQVBd7qOP4IIL4JRTYNYsOP30fPbKYl2xRMuxD1LHTeXjJZlz\nLtGc/fEP8t69lpYEViWHue345DLN2V8vh4etSJLUBQyC6lIPPwz9+8PYsbDLLjkQrrFGwS86e+zD\nH/4Ad9/t2AepLe8z70NXJrXyvO58HOY2pfVO3mcx5EmSVCcMguoSb7wBRx0FN9yQz1+56y7YaaeC\nX3Tq1NwBXH11xz5ICfgn8w55/2zlucuTg9yqwFa0frLmUsWWL0mSOpdBUIWaMSNPXDjhhHwy6H/9\nF/zqV7DEEgW9YErwpz/lVuP//V++73vfc+yDqmMKuav3az4d8j6Y47FBPlRlFWBd4Ft8ernmysDi\nXVG4JEnqSgZBFeaJJ6BfvzyR4dvfhgEDoGfPgl5s2rTcbrzgAnj22dz9W311WGmlvBxUanb/AI4C\nnq7dPpM8HmEVoBfwXT7dyVsJ8G8jkiRVkkFQnW7iRPjlL+Gqq2CVVeDWW/M0hkLOYXnzTfjd7+DS\nS/ML9+qVX3jvvWHHHQt4QanOzAIuB44ld/xWIwfAx4BuJdYlSZLqmgdwq9PMnAmXXZa33/3xj3DM\nMflQmD32KCAEPv10Pu1ztdXywPettspLQkeNysPfF3ctmyrgGfKIhUPIB7SMBtYkj2AwBEqSpDbY\nEVSnGDEiLwMdPhy+8Y3cpNtgg05+kZkz8ykz558P//M/+bTPQw7J0+gLW3Mq1aH3gZOAC4BlgWuB\nn+CJnJIkqd0MguqQd96B44/PKzNXWAGuuw5+9KNO7gBOmZLn/l10Ebz8ct77d+65+fTP7t078YWk\nBnAn8DPgVeAg4DfkMChJkjQfDIJaILNmwbXX5uWfkyblptwpp8Ayy3Tii4wfn0+YueIKeO89+NrX\n4Le/zQMIF/ZfXVXMK8DhwGBgY2AQ8JVSK9KchpVdgCRJ7edv05pvo0fnZaCPP5635g0dCptu2kkX\nTwkefTQv/7zzTujWDfbaC444Anr37qQXkRrIdPIS0JNqt38L/BxP+5QkSR1iEFS7TZkCJ56Ym3Td\nu+dGXd++sFBnHDn04Ydw0015/MPTT8Nyy8Fxx+XE+YUvdMILSA3oCfJBMM8COwMDyKeCSpIkdVCh\np4ZGxI4R8UJEvBQRx87lMXtGxPMRMSYibmhx/74R8Zfax75F1lmUbbbJH40uJbjxRlh/fbjwQjjg\nAHjhhbxFr8Mh8K234NRTYY018imgH34IAwfC3/+eTwM1BKqKJpP3/30VeBe4g7w3sD0hcBguUZQk\nSfNUWEcwIroBlwDbAxOA4RExOKX0fIvH9AR+BXw1pfRORKxQu39Z4ESgN5CAp2rPfaeoetW6sWPh\nsMPyZIbNN4c77oAttuiECz/7bO7+XX99Dn/f+U5e/rn99gUNHJQaQAKuA/6THAaPIr8TLlVmUZIk\nqRkV2RHcAngppTQ+pfQR+WiDXeZ4zIHAJbMDXkrprdr93wYeSClNrn3vAcDp4F3ogw/gV7+CTTaB\nkSPzOIg//7mDIXDWLLj7bthuuzz4/cYbc1tx7Fi45x7YYQdDoKprHPAtoA+wDjCSvB/QEChJkgpQ\n5B7BlckHnM82Afh/czxmXYCIeJw8/viklNJ9c3nuysWVqtlSyl2/I47IqzP33RfOPjuPhlhg778P\n11yT15X+5S+w8spw5plw4IGwrOfeq+KmAmcAZwFLApcBB1Dwwn1JklR1RQbB1lo7qZXX7wlsA6wC\nPBoRG7XzuUTEQeSdNKy2micodNRf/5rHQNx7L2y8cT6882tf68AF//53uPhiuPxyePfd3E688UbY\nYw9YxCMPJe4H+gHjgX2Ac4CO/NFFkiSpnYr8m/MEYNUWt1cBXm/lMXemlKanlF4GXiAHw/Y8l5TS\nwJRS75RS7x49enRq8VUybRqcdBJsuGEOf+edB089tYAhMCV44gnYc09Ya618sW9/G/73f/Pa0r33\nNgRKbwB7kxe8Lww8BFyLIVCSJHWZIoPgcKBnRKwZEYuSf+0ZPMdj7gC+CRARy5OXio4n/518h4j4\nXER8Dtihdp862T335AB48smw2275NNBf/GIBstr06bnbt+WW8NWvwgMPwH/+Zx4KP2hQvl+qupnA\nxcD65He/U4DR5L2BkiRJXaiwpaEppRkRcRg5wHUDrkwpjYmIU4ARKaXBfBz4nif/inR0SmkSQESc\nSg6TAKeklCYXVWsVvfJK3gd4xx2w3nrw4IOw7bYLcKFJk/LSz4svhtdeg3XXhUsuyZsLl1yy0+uW\nGtZT5JmAI8hnKf+OfCiMJElSCQodKJ9Suge4Z477TmjxdQKOrH3M+dwrgSuLrK+KPvoor9Y85ZR8\n+4wzcuNu0UXn80Jjx+bDX669FqZOzSeBDhwIO+7YSRPmpSYxBfgvcidwBfL5yXvS+k5oSZKkLlJo\nEFR9+dOfoH9/GDcOdt01j/FbffX5uEBKMHRofuJ998Fii8E++8DPfw4bbVRY3VJDSsCtwM+BN8mH\nwpwGdC+zKEmSpMwgWAGvv567foMG5fNbhgyB7353Pi7wr3/BddflADh2LKy4Ipx6Khx8MHhIj/Rp\n44HDgHuBzYA7gS+XWpEkSdInGASb2IwZMGAAnHhiXhJ64onwy1/CEku08wKvvZYnyV92Wd4L+KUv\nwR//mE8Ene+1pCUYNqzsClQ1H5FHQJxKfne9AOiP77SSJKnu+OtJk3rsMejXD559Nm/bGzAA1mnv\nwRTDh+fu3803w6xZeR3pEUfkeRLhxiapVf9DPgxmLLAHcCGwcqkVSZIkzZWnejSZt96Cvn1h663z\nDPfbbssjIuYZAmfMgFtvzaMfttgC7rorT5d/6aV8ka23NgRKrZkI7Ad8A5gKDCHvDTQESpKkOjbP\nIBgR60bEQxHxXO12r4j4dfGlaX7MnAm//30eBXH99XkJ6NixsPvu88hv774L556bk+IPfgBvvplP\nA50wIR8vuuaaXfYzSA1lFnAFeSbgdcCvgDHA/Oy/lSRJKkl7OoKXk3/FmQ6QUhpNHg6vOjF8eJ7X\n3q8fbLYZjB4NZ545jzF+f/lL7vitsgocdVQOfHfcAS++CIcfDp/9bJfVLzWc58gdwAOADYFRwBnA\nZ8osSpIkqf3as0fwMyml/4tPtpVmFFRPcxk1qvbFpoVcfvJkOO64PL5vxRXhhhtg773b6ACmBA8/\nnPf/3X03LLII/PCHefzDZpsVUqPUVD4gHwRzLrAMedJpX5wJKEmSGk57guDbEbE2eSoWEfF94I1C\nq1KbZs2Cq6/Oyz/feSfnuJNPbqOJN20a3HhjDoCjR+eRDyecAIcckhOkpHkbQj4B9BXgp8BZwPKl\nViRJkrTA2hME+wMDgfUj4jXgZeDHhValuRo1Kg+Ff+KJfK7LJZfAJpvM5cFvvpk3Dv7+9zBxIvTq\nBVdembuAiy/epXVLDWsCeSj87cAGwCPA10utSJIkqcPaDIIRsRDQO6W0XUQsCSyUUnqva0pTS//8\nZ27iXXwxLLssXHUV9OkDC7W2y3PUqNz9u/FGmD4ddtopj3/45jc9+VNqrxnAAOAEYCbwG+BIoAFG\naEqSJM1Lm0EwpTQrIg4Dbk4pfdBFNamFlPLev6OOgn/8Aw4+GE4/PYfBT5g5M+/7O/98eOSRfFLM\nwQfnA2F69iyldqlh/Rk4GHiGfAroxYAH6EqSpCbSnqWhD0TEUcBN5KMSAEgpTS6sKgHw/PN5Geiw\nYdC7NwweDF/+8hwPeu+9vNzzootg/HhYbTU45xzYf3/o3r2MsqXG9S5wHHApsBJ5HuDueBiMJElq\nOu0Jgj+tfe7f4r4ErNX55Qjg/ffh1FPzGL+ll85b/A48ELp1a/Ggl1+GAQPgiitgypS8YfCss2DX\nXWHh9vxjlfRvCbiRvPRzInlP4CnA0mUWJUmSVJx5JoaUkguiukhKcPvteTvfhAmw33452/Xo0eIB\njz2Wl3/eeWfeILjXXvnY0E+1CiW1y1+AfsCDwJeBewGnqUiSpCY3zyAYEYsAh/LxOXnDgMtSStML\nrKtyZs93v//+fLjnoEG5yQfARx/BTTflA2BGjswbBI89Nk+QX3nlUuuWGtY08giIM4DFgUvI+wK7\ntfUkSZKk5tCeNYS/BxYBfle7vU/tvgOKKqpKpk6FM8/MH4stlrNe//611Z0TJ8Jll+UZEW++CV/8\nYr79k5/AZz5TdulS43qQ3AX8C/BD8oD4lUqtSJIkqUu1Jwh+OaXUclLdnyLimaIKqpIhQ3IX8OWX\n82i/c86BL3wBeO45uPBCuO66PAz+O9/J60W3397xD1JH/IO8D/AGYB1gKLB9qRVJkiSVorUpdHOa\nGRFrz74REWuRp2ppAf3tb/lMl512yl3Ahx6CG66bxReeHpLD3sYbw/XXQ9+++ejQe+6BHXYwBEoL\nahb5JND1yCeBngA8iyFQkiRVVns6gkcDD0fEePIh6qsD+xVaVZP68EM491w47bSc6c48E35x0Acs\neuM1cOiF8OKLec/fb36TjwldbrmyS5Ya3zPkvX9/Br5FXuS+XqkVSZIkla49p4Y+FBE9yb86BTAu\npfRh4ZU1mQcfzHv/XnwRdt8dzj/qNVa74yJYayC8+y5ssQXceCPssQcsskjZ5UqN7z3gJOBCYFng\nj8CPcSagJEkS7VgaGhH9gSVSSqNTSs8An4mIfsWX1hw+nLUIe+2VV3zOnAn3njeW2xbei9W2Xj23\nB3fYAZ54Ap58Evbe2xAodVQC/hvYADiPfKzVC8BPMARKkiTVtGeP4IEppXdn30gpvQMcWFxJzeOd\nGUsx/L31ufPOxMnff5bnlv06Ox65AQwdCkceCePH57EQW23l/j+pM7wC7AzsTu4CPkHeG/i5MouS\nJEmqP+3ZI7hQRERKKQFERDdg0WLLag4rxj9YfKF3ueFzR7D2rY9Dz555FESfPrDUUmWXJzWP6cD5\nwMnkrt85wM9p3zucJElSBbXn16T7gZsj4lLyoqtDgPsKrapJbJie47xZh8BG28Ef7s5jIBZqTxNW\nUrs9Tn5Xeg7YlbwncLVSK5IkSap77QmCvwQOAg4l/619KPCHIotqFiO7bUGfpW7j2gd2L7sUqflM\nAo4lvxutCtxJXhYqSZKkeWrPqaGzgEsj4kpgQ+C1lJJzBNsjgr93W6vsKqTmkoBrgaOAd8gDbk4A\nXG0tSZLUbnNdpxgRl0bEhrWvlwFGkX/9ejoifthF9UnSx8YC3wT6Aj2BkcDZGAIlSZLmU1sb1rZO\nKY2pfb0f8GJKaWNgc+CYwiuTpNmmAr8GNgFGAwOBx4BeZRYlSZLUuNpaGvpRi6+3B24BSCm9GY46\nkNRV7gP6A+OBPsBvgRVKrUiSJKnhtdURfDcidoqIzYCvUjspNCIWBpboiuIkVdjrwJ7Ad4BFgD8B\n12AIlCRJ6gRtdQQPBi4CVgSOSCm9Wbt/W2BI0YVJqqiZwO+A48nrEk4lHwizWJlFSZIkNZe5BsGU\n0ovAjq3cfz95tqAkda4R5JmATwE7AJcA65RakSRJUlOar+nmETGyqEIkVdg/gZ8BWwCvAYPIi9EN\ngZIkSYVoz0D5ljwlRtK8bVP7PGwej0vkY6iOAN4kHwpzGrBMUYVJkiQJ5j8IujdQUuf4K3AYufP3\nJWAw0LvUiiRJkiqjzSAYEbuSF2c9m1K6P6X0664pS1LT+hA4h9z5WwS4kNwJ7FZmUZIkSdUy1yAY\nEb8DNgSeAE6NiC1SSqd2WWWSms8w4FBgHPAD4Hxg5TILkiRJqqa2OoJfBzZJKc2MiM8Aj5IPcpek\n+TMROAq4FliTvMj8u6VWJEmSVGltnRr6UUppJkBK6V94UIyk+TUL+AOwHnAjcBzwHIZASZKkkrXV\nEVw/IkbXvg5g7drtAGallDYpvDpJjet9YGvy4vKtgUuBDUqtSJIkSTVtBcEvtnJfAKuQ/64vSZ82\nDRgPTACWBa4C9sU1BZIkSXVkrkEwpfTK7K8jYlPgR8CewMvAbcWX1gQ23bTsCqSu9RSwD/AqsCJ5\nGehypVYkSZKkVrR1aui6wN7AD4FJwE1ApJS+2UW1SWoU04EzyCMhVgA2JncDDYGSJEl1qa3DYsYB\n2wL/kVL6WkppADCza8qS1DDGAl8BTgL2IncBly2zIEmSJM1LW0FwD+BN4OGIuDwitsVdPpJmm0We\nA7gZecH4LcB1wOfKLEqSJEntMdcgmFL675TSXsD65DHQvwA+HxG/j4gduqg+SfXob8C3gCOB7cld\nwO+XWZAkSZLmR1sdQQBSSh+klK5PKe1EPjF0FHBs4ZVJqj8JuALoBYysfT2YfDCMJEmSGsY8g2BL\nKaXJKaXLUkrfKqogSXXqTWBn4ABgc2A08FNcMC5JktSA5isISqqoW4GNgAfJ+wIfAtYosyBJkiR1\nhEFQ0ty9A/wY+AGwJnk56BH4ziFJktTg5jpHUFLF3U9e+vkWcDLwK2CRdj53WEE1SZIkqVP4d31J\nn/Q+cCiwI9AdeBI4gfaHQEmSJNU9g6Ckjz0ObAJcBvwn8BT5YBhJkiQ1FYOgJPgQ+CWwNXlQ/DDg\nHGDxEmuSJElSYdwjWKBhw8quQGqHUcA+5KHwBwLnAkuXWpEkSZIKZkdQqqoZwOnAl4G3gSHAQAyB\nkiRJFWBHUKqiF4E+wJ+BvYBLgOVKrUiSJEldyI6gVCWzgAHApuQweCMwCEOgJElSxdgRlKri78B+\nwJ+A7wB/AL5QakWSJEkqiR1Bqdkl4BpgY/JS0MvI+wENgZIkSZVlEJSa2VvA7kBf8nzA0cBBQJRY\nkyRJkkpnEJSa1X8DGwH3AL8FHgbWKrUiSZIk1Qn3CErN5l3gcOCPwGbkALhhqRVJkiSpztgRlJrJ\ng+S9gDcA/wU8iSFQkiRJn2JHUGoG/wJ+CVwMrAc8AWxRakWSJEmqY3YEpUb3JHku4MXAz4GnMQRK\nkiSpTYUGwYjYMSJeiIiXIuLYVr7fNyImRsSo2scBLb43s8X9g4usU2pIHwHHA18FPgQeAi4Aliiz\nKEmSJDWCwpaGRkQ34BJge2ACMDwiBqeUnp/joTellA5r5RJTU0qbFlWf1NBGA32AZ8hD4s8Hlim1\nIkmSJDWQIjuCWwAvpZTGp5Q+AgYBuxT4elLzmwmcBfQG3gDuBK7EEChJkqT5UmQQXBl4tcXtCbX7\n5rRHRIyOiFsjYtUW9y8eESMi4smI2LXAOqXG8BLwdeBY4D+A54CdS61IkiRJDarIIBit3JfmuH0X\nsEZKqRf54PtrWnxvtZRSb+BHwAURsfanXiDioFpYHDFx4sTOqluqLwn4PbAJMIY8H/BWoEeZRUmS\nJKmRFRkEJwAtO3yrAK+3fEBKaVJK6cPazcuBzVt87/Xa5/HAMPJobOZ4/sCUUu+UUu8ePfytWE1o\nArAj0I98KMxzwE9o/c8skiRJUjsVGQSHAz0jYs2IWBTYG/jE6Z8RsVKLmzsDY2v3fy4iFqt9vTz5\nV+A5D5mRmlcCricPh38M+B1wP/nPKZIkSVIHFXZqaEppRkQcRv71tRtwZUppTEScAoxIKQ0GDo+I\nnYEZwGSgb+3pXwQui4hZ5LB6ZiunjUrN6W3gEOA2YCvygumepVYkSZKkJhMpzbltrzH17t07jRgx\nouwypI65CziQ/GeRU4CjyX9GkSRJkuYhIp6qnbMyT4V1BCXNhynAEcBVQC9gaO2zJEmSVIAi9whK\nao+HyaHvGuA48u5aQ6AkSZIKZBCUyjIV+AXwLWAR8qEwpwOLllmUJEmSqsCloVIZhgN9gHFAf+As\nYMlSK5IkSVKF2BGUutJ04ATyaaDvkfcCXowhUJIkSV3KjqDUVcaQu4AjgX2Ai4DupVYkSZKkirIj\nKBVtJnAusDnwd/J8wGsxBEqSJKk0dgSlIo0H+gKPArsAlwGfL7MgSZIkyY6gVIwEDCSPgXiGPB/w\nvzEESpIkqS7YEZQ62xvA/sC95NEQVwGrlVqRJEmS9Al2BKXOdBOwEXlI/EXAAxgCJUmSVHcMglJn\nmATsXftYBxgF/Az/HyZJkqS65K+pUkfdC2xMPg30VOBxYL1SK5IkSZLaZBCUFtR7wEHAd4HlgP8D\nfo07byVJklT3DILSgngU2AT4A3A0MBzYrNSKJEmSpHYzCErzYxpwFPANIIBHgLOBxcssSpIkSZo/\nLmKT2msksA/wPHAwcA6wVKkVSZIkSQvEjqA0LzPIh8D8P+Bd8uEwl2IIlCRJUsOyI6jmtU3t87AO\nXGMc0Ie8B/CHwMXAsh2qSpIkSSqdHUGpNbOAC8kHwPyVPCj+BgyBkiRJagp2BKU5vQLsBzwMfA+4\nHFip1IokSZKkTmVHUJotAVeRh8MPJ4+GuAtDoCRJkpqOHUEJ4E3ycPi7gK8DVwNrllmQJEmSVBw7\ngtJtwEbAUOBc8pJQQ6AkSZKamEFQ1fUO8BPg+8Aa5DmBR+L/KyRJktT0/JVX1TSUvBdwEHAS8L/A\nBmUWJEmSJHUdg6Cq5QOgH/Bt4LPAk8CJwCJlFiVJkiR1LYOgquMJYBPgUuAXwFNA71IrkiRJkkph\nEFTz+xA4FtgamEE+DOY8YIkyi5IkSZLK4/gINbf3gS8DzwL7kwPgZ0utSJIkSSqdQVDNKQF/B/4G\nrECeD7hTmQVJkiRJ9cMgqOZ0OfAysDzwXO2zJEmSJMA9gmpG48nzALuTR0IYAiVJkqRPMAiqucwE\n+gLdgPWAKLUaSZIkqS4ZBNVcLgAeBS4EFi+5FkmSJKlOGQTVPMYAxwO7APuWXIskSZJUxwyCag7T\ngT7A0sBAXBIqSZIktcFTQ9UcTgNGAreRx0VIkiRJmis7gmp8w4HTgZ8Au5dciyRJktQADIJqbFPJ\nS0JXBAaUXIskSZLUIFwaqsZ2PDAOuJ88N1CSJEnSPNkRVOMaRh4X0Q/YodxSJEmSpEZiEFRjmkIe\nHL82cHa5pUiSJEmNxqWhakxHAq+Sh8cvWXItkiRJUoOxI6jGMwS4Ajga+ErJtUiSJEkNyI6gGssk\n4ABgY+DkeTx2WOHVSJIkSQ3JIKjG0o8cBu8FFiu5FkmSJKlBGQTVOAYBN5OHx29aci2SJElSA3OP\noBrD6+Ru4JbAMSXXIkmSJDU4g6DqXwL2B6YB12AfW5IkSeogf6VW/bscuA+4CFi35FokSZKkJmBH\nUPVtPHlm4LeA/iXXIkmSJDUJg6Dq10ygL9ANuAr/bZUkSZI6iUtDVb8uAB4FrgZWK7cUSZIkqZnY\nY1F9GgMcD+wC9Cm5FkmSJKnJGARVf6aTw9/SwEAgyi1HkiRJajYuDVX9OQ0YCdwGrFByLZIkSVIT\nsiOo+jIcOB34CbB7ybVIkiRJTcogqPoxlbwkdEVgQMm1SJIkSU3MpaGqH8cD44ChQPeSa5EkSZKa\nmB1B1Ydh5HER/YDtyy1FkiRJanYGQZVvCnlw/NrA2eWWIkmSJFWBS0NVviOBV8nD45csuRZJkiSp\nAuwIqlxDgCuAU3BntgAAEXxJREFUo4GvlFyLJEmSVBEGQZVnEnAAsDFwcsm1SJIkSRXi0lCVpx85\nDN4HLFZyLZIkSVKFGARVjkHAzeTh8ZuUXIskSZJUMS4NVdd7ndwN3BI4puRaJEmSpAoqNAhGxI4R\n8UJEvBQRx7by/b4RMTEiRtU+DmjxvX0j4i+1j32LrFNdKAH7A9OAa7AnLUmSJJWgsF/DI6IbcAl5\nPPgEYHhEDE4pPT/HQ29KKR02x3OXBU4EepOjw1O1575TVL3qIpeT9wReBKxbci2SJElSRRXZEdwC\neCmlND6l9BF5V9gu7Xzut4EHUkqTa+HvAWDHgupUVxlPnhm4LdC/5FokSZKkCisyCK5MHhM+24Ta\nfXPaIyJGR8StEbHqfD5XjWIm0BfoBlyFu1MlSZKkEhX563i0cl+a4/ZdwBoppV7Ag+RdY+19LhFx\nUESMiIgREydO7FCxKtgFwKPkJaGrzuOxkiRJkgpVZBCcwCd/5V+FfF7kv6WUJqWUPqzdvBzYvL3P\nrT1/YEqpd0qpd48ePTqtcHWyMcBx5IXBfUquRZIkSVKhQXA40DMi1oyIRYG9gcEtHxARK7W4uTMw\ntvb1/cAOEfG5iPgcsEPtPjWa6eTw91lgIK33eiVJkiR1qcJODU0pzYiIw8gBrhtwZUppTEScAoxI\nKQ0GDo+InYEZwGTyLjJSSpMj4lRymAQ4JaU0uahaVaDTgJHAbcAKJdciSZIkCYBI6VNb7xpS7969\n04gRI8ouQy0NB7YCfgRcW3ItkiRJUpOLiKdSSr3b81jPblQxppKXhK5EPiBGkiRJUt0obGmoKu54\nYBwwFOheci2SJEmSPsGOoDrfMOB8oB+wfbmlSJIkSfo0g6A61xTykT/rAGeXW4okSZKk1rk0VJ3r\nSOBV8vD4JUuuRZIkSVKr7Aiq8wwBrgCOAb5Sci2SJEmS5sogqM4xCTgA6AWcVG4pkiRJktrm0lB1\nXAIOJYfB+4DFyi1HkiRJUtsMguq4QcAtwOnAJiXXIkmSJGmeXBqqjnkd6A9sSd4bKEmSJKnuGQS1\n4BKwPzANuAb7y5IkSVKD8Fd3LbjLyXsCBwDrllyLJEmSpHazI6gFM548M3BboF/JtUiSJEmaLwZB\nzb+ZQF+gG3AV/lskSZIkNRiXhmr+XQA8ClwNrFpuKZIkSZLmn70czZ8xwHHALkCfkmuRJEmStEAM\ngmq/6eTwtwwwEIhyy5EkSZK0YFwaqvY7DRgJ3A6sUHItkiRJkhaYHUG1z3DgdGAfYLeSa5EkSZLU\nIQZBzdtU8pLQlYCLSq5FkiRJUoe5NFTzdjwwDhgKdC+5FkmSJEkdZkdQbRsGnE8eGr99uaVIkiRJ\n6hwGQc3dFPLg+HWAs8stRZIkSVLncWmo5u5I4FXgMWDJkmuRJEmS1GnsCKp1Q4ArgGOArUquRZIk\nSVKnMgjq0yYBBwC9gJPKLUWSJElS53NpqD4pAYeSw+B9wGLlliNJkiSp8xkE9UmDgFvIw+M3KbkW\nSZIkSYVwaag+9jrQH9iSvDdQkiRJUlMyCCpLwP7ANOBa7BVLkiRJTcxf95VdTt4TOADoWXItkiRJ\nkgplR1AwnjwzcFugX8m1SJIkSSqcQbDqZgJ9gW7AVfhvhCRJklQBLg2tuvOBR4GrgVXLLUWSJElS\n17D/U2VjgOOBXYE+JdciSZIkqcsYBKtqOjn8LQNcBkS55UiSJEnqOi4NrarTgJHA7cAKJdciSZIk\nqUvZEayi4cDpwD7AbiXXIkmSJKnLGQSrZip5SehKwEUl1yJJkiSpFC4NrZrjgHHAUKB7ybVIkiRJ\nKoUdwSoZBlwA9Ae2L7cUSZIkSeUxCFbFFPLg+HWAs8otRZIkSVK5XBpaFUcCrwKPAUuWXIskSZKk\nUtkRrIIhwBXAMcBWJdciSZIkqXQGwWb3NrA/0As4qdxSJEmSJNUHl4Y2swT0AyYD9wOLlVuOJEmS\npPpgEGxmg4BbgDOATUquRZIkSVLdcGlos3qdPCZiS+DokmuRJEmSVFcMgs0okfcFTgOuxb6vJEmS\npE8wIjSjy4H7gAFAz5JrkSRJklR37Ag2m/HkmYHbkg+KkSRJkqQ5GASbyUygL9ANuAr/6UqSJElq\nlUtDm8n5wKPANcCqJdciSZIkqW7ZM2oWY4DjgV2BfUquRZIkSVJdMwg2g+lAH2AZ4DIgyi1HkiRJ\nUn1zaWgzOA0YCdwOrFByLZIkSZLqnh3BRjccOJ28HHS3kmuRJEmS1BAMgo1sKnlJ6ErARSXXIkmS\nJKlhuDS0kR0HjAMeALqXXIskSZKkhmFHsFENAy4A+gPblVuKJEmSpMZiEGxEU8iD49cBziq3FEmS\nJEmNx6WhjehI4FXgMWDJkmuRJEmS1HDsCDaaIcAVwDHAViXXIkmSJKkhGQQbydvA/kAv4KRyS5Ek\nSZLUuFwa2igS0A+YDAwFFiu3HEmSJEmNyyDYKAYBtwBnkDuCkiRJkrSAXBraCF4nj4nYEji65Fok\nSZIkNbxCg2BE7BgRL0TESxFxbBuP+35EpIjoXbu9RkRMjYhRtY9Li6yzriXyvsBpwLXYw5UkSZLU\nYYXFiojoBlwCbA9MAIZHxOCU0vNzPG5p4HDgz3Nc4q8ppU2Lqq9LbFP7PKwD17gcuA8YAPTsYD2S\nJEmSRLEdwS2Al1JK41NKH5F3ue3SyuNOBc4m97zU0njyzMDtyAfFSJIkSVInKDIIrkweez7bhNp9\n/xYRmwGrppTubuX5a0bE0xHxSERsXWCd9WkmsC+5Z3sl7uaUJEmS1GmK3HEWrdyX/v3NiIWA84G+\nrTzuDWC1lNKkiNgcuCMiNkwpTfnEC0QcBBwEsNpqq3VW3fXhfOAx4Bpg1ZJrkSRJktRUiuwzTeCT\nEWYV8vmXsy0NbAQMi4i/kc/EHBwRvVNKH6aUJgGklJ4C/gqsO+cLpJQGppR6p5R69+jRo6AfowRj\ngOOBXYF9Sq5FkiRJUtMpMggOB3pGxJoRsSiwNzB49jdTSv9MKS2fUlojpbQG8CSwc0ppRET0qB02\nQ0SsRT4mZXyBtdaP6UAfYBngMlrvq0qSJElSBxS2NDSlNCMiDgPuB7oBV6aUxkTEKcCIlNLgNp7+\ndeCUiJhB3i13SEppclG11pXTgJHA7cAKJdciSZIkqSlFSmnej2oAvXv3TiNGjCi7jE/apvZ5WDsf\nPxzYCvgxeW+gJEmSJLVTRDyVUurdnsd6FmW9mEpeEroScGHJtUiSJElqakWeGqr5cRwwDngA6F5y\nLZIkSZKamh3BejAMuADoTx4eL0mSJEkFMgiWbQp5kuI6wFnlliJJkiSpGlwaWrYjgVfJw+OXLLkW\nSZIkSZVgR7BMdwNXAL8knxYqSZIkSV3AIFiWt4EDgF7AiSXXIkmSJKlSXBpahgT0AyYDQ4HFyi1H\nkiRJUrUYBMswCLgFOIPcEZQkSZKkLuTS0K72OnlMxJbA0SXXIkmSJKmSDIJdKQH7A9OAa7EfK0mS\nJKkURpGudDlwH3Ax0LPkWiRJkiRVlh3BrjKePDNwO+DQkmuRJEmSVGkGwa4wE9iX3H+9Ev9XlyRJ\nklQql4Z2hfOBx4BrgFVLrkWSJElS5dmbKtoHwPHArsA+JdciSZIkSRgEizULGAcsA1wGRLnlSJIk\nSRK4NLRYk4H3yaMiVii5FkmSJEmqsSNYpOWBzYHdyi5EkiRJkj5mECzaUmUXIEmSJEmfZBCUJEmS\npIoxCEqSJElSxRgEJUmSJKliDIKSJEmSVDEGQUmSJEmqGIOgJEmSJFWMQVCSJEmSKsYgKEmSJEkV\nYxCUJEmSpIoxCEqSJElSxRgEJUmSJKliDIKSJEmSVDEGQUmSJEmqGIOgJEmSJFWMQVCSJEmSKsYg\nKEmSJEkVYxCUJEmSpIoxCEqSJElSxRgEJUmSJKliDIKSJEmSVDEGQUmSJEmqGIOgJEmSJFXMwmUX\n0NSGlV2AJEmSJH2aHUFJkiRJqhiDoCRJkiRVjEFQkiRJkirGIChJkiRJFWMQlCRJkqSKMQhKkiRJ\nUsUYBCVJkiSpYgyCkiRJklQxBkFJkiRJqhiDoCRJkiRVjEFQkiRJkirGIChJkiRJFWMQlCRJkqSK\nMQhKkiRJUsUYBCVJkiSpYgyCkiRJklQxBkFJkiRJqhiDoCRJkiRVjEFQkiRJkirGIChJkiRJFWMQ\nlCRJkqSKMQhKkiRJUsUYBCVJkiSpYgyCkiRJklQxkVIqu4ZOERETgVfaeMgywD+7qJwy1PPPV2Zt\nXfHaRbxGZ12zo9fpyPOXB97uwGtrwdXz+0FH1fvP5vtdedf0/a6a6v09oSPq/Wfz/a68a7Z1ndVT\nSj3ac5GmCYLzEhEDU0oHlV1HUer55yuztq547SJeo7Ou2dHrdOT5ETEipdR7QV9bC66e3w86qt5/\nNt/vyrum73fVVO/vCR1R7z+b73flXbOzrlOlpaF3lV1Awer55yuztq547SJeo7Ou2dHr1PO/V5q7\nZv7nVu8/m+935V3T97tqauZ/bvX+s/l+V941O+U6lekISupa/oVcUlX4fiepEVWpIyipaw0suwBJ\n6iK+30lqOHYEJUmSJKli7AhKkiRJUsUYBCVJkiSpYgyCkiRJklQxBkFJhYuIJSPimoi4PCJ+XHY9\nklSUiFgrIq6IiFvLrkWS2mIQlLRAIuLKiHgrIp6b4/4dI+KFiHgpIo6t3b07cGtK6UBg5y4vVpI6\nYH7e71JK41NK+5dTqSS1n0FQ0oK6Gtix5R0R0Q24BPgOsAHww4jYAFgFeLX2sJldWKMkdYaraf/7\nnSQ1BIOgpAWSUvofYPIcd28BvFT7i/hHwCBgF2ACOQyC7zuSGsx8vt9JUkPwFzJJnWllPu78QQ6A\nKwO3A3tExO+Bu8ooTJI6WavvdxGxXERcCmwWEb8qpzRJmreFyy5AUlOJVu5LKaUPgP26uhhJKtDc\n3u8mAYd0dTGSNL/sCErqTBOAVVvcXgV4vaRaJKlIvt9JamgGQUmdaTjQMyLWjIhFgb2BwSXXJElF\n8P1OUkMzCEpaIBFxI/C/wHoRMSEi9k8pzQAOA+4HxgI3p5TGlFmnJHWU73eSmlGklMquQZIkSZLU\nhewISpIkSVLFGAQlSZIkqWIMgpIkSZJUMQZBSZIkSaoYg6AkSZIkVYxBUJIkSZIqxiAoSaqciJgZ\nEaNafKzRCdfcNSI2aHH7lIjYrqPXlSSpCM4RlCRVTkS8n1Jaqo3vL1wbGD4/17wauDuldGtH65Mk\nqWh2BCVJAiKib0TcEhF3AUMjYqmIeCgiRkbEsxGxS4vH9omI0RHxTET8MSK+AuwM/LbWYVw7Iq6O\niO/XHr9tRDxdu86VEbFY7f6/RcTJLV5j/dr932jRrXw6IpYu4X8SSVITW7jsAiRJKsESETGq9vXL\nKaXdal9vBfRKKU2OiIWB3VJKUyJieeDJiBgMbAAcD3w1pfR2RCxbe/xgWnQEI4La58WBq4FtU0ov\nRsS1wKHABbXXfDul9KWI6AccBRxQ+9w/pfR4RCwFTCv0fw1JUuXYEZQkVdHUlNKmtY/dWtz/QEpp\ncu3rAM6IiNHAg8DKwOeBbwG3ppTeBmjx+LlZjxw2X6zdvgb4eovv3177/BSwRu3rx4HzIuJwoPv8\nLlOVJGleDIKSJH3sgxZf/xjoAWyeUtoU+AewODkgzs8G+5jH9z+sfZ5JbaVOSulMcmdwCXIncv35\neD1JkubJIChJUuuWAd5KKU2PiG8Cq9fufwjYMyKWA4iIZWv3vwe0tpdvHLBGRKxTu70P8EhbLxwR\na6eUnk0pnQWMAAyCkqROZRCUJKl11wO9I2IEuTs4DiClNAY4HXgkIp4Bzqs9fhBwdO1wl7VnXySl\nNA3YD7glIp4FZgGXzuO1j4iI52rXnwrc24k/lyRJjo+QJEmSpKqxIyhJkiRJFWMQlCRJkqSKMQhK\nkiRJUsUYBCVJkiSpYgyCkiRJklQxBkFJkiRJqhiDoCRJkiRVjEFQkiRJkirm/wOh2aQxmLAi5gAA\nAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -345,30 +523,19 @@ "source": [ "fig = plt.figure(figsize=(15,10))\n", "\n", - "plt.errorbar(sD0_dsb_n10[:-1, 0], \n", - " y = sD0_dsb_n10[:-1, 1], \n", - " yerr = sD0_dsb_n10[:-1, 2], \n", + "plt.errorbar(baseline_dsb_n40[:-1, 0], \n", + " y = baseline_dsb_n40[:-1, 1], \n", + " yerr = baseline_dsb_n40[:-1, 2], \n", " label='Baseline', color='magenta')\n", "\n", - "plt.errorbar(sD0_dsb_n10_2[:-1, 0], \n", - " y = sD0_dsb_n10_2[:-1, 1], \n", - " yerr = sD0_dsb_n10_2[:-1, 2], \n", + "plt.errorbar(sequential_dsb_n40[:-1, 0], \n", + " y = sequential_dsb_n40[:-1, 1], \n", + " yerr = sequential_dsb_n40[:-1, 2], \n", " label='Sequential', color='red')\n", "\n", - "# plt.errorbar(sD0_dsb_n10_2[:-1, 0], \n", - "# y = DSB_n10_AP_finetune[:-1, 1], \n", - "# yerr = DSB_n10_AP_finetune[:-1, 2], \n", - "# label='Finetune', color='pink')\n", - "\n", - "# plt.errorbar(sD0_dsb_n10_2[:-1, 0], \n", - "# y = DSB_n10_AP_finetuneSequential[:-1, 1], \n", - "# yerr = DSB_n10_AP_finetuneSequential[:-1, 2], \n", - "# label='Finetune_Sequential', color='maroon')\n", - "\n", - "\n", - "plt.errorbar(sD0_dsb_n10_3[:-1, 0], \n", - " y = sD0_dsb_n10_3[:-1, 1], \n", - " yerr = sD0_dsb_n10_3[:-1, 2], \n", + "plt.errorbar(joint_dsb_n40[:-1, 0], \n", + " y = joint_dsb_n40[:-1, 1], \n", + " yerr = joint_dsb_n40[:-1, 2], \n", " label='Joint', color='blue')\n", "plt.semilogx()\n", "\n",