From 38854c19819691d813e5315f70af217f3d877135 Mon Sep 17 00:00:00 2001 From: gchure Date: Tue, 28 May 2024 17:35:23 -0700 Subject: [PATCH 1/3] Added feature to also report maximum signal for each compound --- hplc/quant.py | 7 +- tests/generate_test_data.py | 28 +- tests/test_chromatogram.py | 3 +- tests/test_data/test_assessment_chrom.csv | 140 +++--- tests/test_data/test_assessment_peaks.csv | 6 +- tests/test_data/test_bounding_peaks.csv | 34 +- tests/test_data/test_fitting_peaks.csv | 434 +++++++++--------- tests/test_data/test_manual_unmix_peaks.csv | 82 ++-- tests/test_data/test_shallow_signal_peaks.csv | 6 +- tests/test_data/test_unmix_peaks.csv | 82 ++-- 10 files changed, 418 insertions(+), 404 deletions(-) diff --git a/hplc/quant.py b/hplc/quant.py index 7c46ea1..27bfcc4 100644 --- a/hplc/quant.py +++ b/hplc/quant.py @@ -641,13 +641,15 @@ def deconvolve_peaks(self, else: popt = [popt] for i, p in enumerate(popt): + recon_signal = self._compute_skewnorm(t_range, *p) window_dict[f'peak_{i + 1}'] = { 'amplitude': p[0], 'retention_time': np.round(p[1], decimals=self._time_precision), 'scale': p[2], 'alpha': p[3], 'area': self._compute_skewnorm(t_range, *p).sum(), - 'reconstructed_signal': self._compute_skewnorm(v['time_range'], *p)} + 'reconstructed_signal': recon_signal, + 'signal_max': np.max(recon_signal)} peak_props[k] = window_dict self._peak_props = peak_props @@ -776,7 +778,8 @@ def fit_peaks(self, 'scale': params['scale'], 'skew': params['alpha'], 'amplitude': params['amplitude'], - 'area': params['area']} + 'area': params['area'], + 'signal_maximum': params['signal_max']} iter += 1 peak_df = pd.concat([peak_df, pd.DataFrame(_dict, index=[0])]) diff --git a/tests/generate_test_data.py b/tests/generate_test_data.py index 20b5c6b..44a38bb 100644 --- a/tests/generate_test_data.py +++ b/tests/generate_test_data.py @@ -27,6 +27,7 @@ _scales = [] _skews = [] _amps = [] + _maxes = [] for ell, loc in enumerate(locs): _pdf = amps[ell] * \ scipy.stats.skewnorm.pdf(x, skew, loc=loc, scale=sig) @@ -35,9 +36,11 @@ _scales.append(sig) _skews.append(skew) _amps.append(amps[ell]) + _maxes.append(_pdf.max()) # Generate the peak table - _peaks = pd.DataFrame(np.array([locs, _areas, _scales, _skews, _amps, np.arange(len(locs)) + 1]).T, - columns=['retention_time', 'area', 'scale', 'skew', 'amplitude', 'peak_idx']) + _peaks = pd.DataFrame(np.array([locs, _areas, _scales, _skews, _amps, _maxes, np.arange(len(locs)) + 1]).T, + columns=['retention_time', 'area', 'scale', 'skew', 'amplitude', + 'signal_maximum', 'peak_idx']) _peaks['iter'] = _iter _peaks['peak_idx'] = np.int_(_peaks['peak_idx']) _chrom = pd.DataFrame(np.array([x, signal]).T, columns=['x', 'y']) @@ -73,9 +76,11 @@ # Save the peak info _df = pd.DataFrame(np.array([[8, 10.5 + n * 0.2], [1, 1], [0, 0], [100, 70], [peak1.sum(), peak2.sum()], + [peak1.max(), peak2.max()], [1, 2], [n, n]]).T, columns=['retention_time', 'scale', 'skew', - 'amplitude', 'area', 'peak_idx', 'iter']) + 'amplitude', 'area', 'signal_maximum', + 'peak_idx', 'iter']) peaks = pd.concat([peaks, _df]) chroms.to_csv('./test_data/test_unmix_chrom.csv', index=False) peaks.to_csv('./test_data/test_unmix_peaks.csv', index=False) @@ -134,9 +139,10 @@ # Save the peak info _df = pd.DataFrame(np.array([[8, loc], [1, scale], [0, 0], [100, amp], [peak1.sum(), peak2.sum()], + [peak1.max(), peak2.max()], [1, 2], [n, n]]).T, columns=['retention_time', 'scale', 'skew', - 'amplitude', 'area', 'peak_idx', 'iter']) + 'amplitude', 'area', 'signal_maximum', 'peak_idx', 'iter']) peaks = pd.concat([peaks, _df]) chroms.to_csv('./test_data/test_manual_unmix_chrom.csv', index=False) peaks.to_csv('./test_data/test_manual_unmix_peaks.csv', index=False) @@ -154,9 +160,10 @@ df = pd.DataFrame(np.array([x, sig]).T, columns=['x', 'y']) df.to_csv('./test_data/test_shallow_signal_chrom.csv', index=False) peak_df = pd.DataFrame(np.array([[10, 50], [1, 3], [0, 0], [100, 10], - [sig1.sum(), sig2.sum()], [1, 2]]).T, + [sig1.sum(), sig2.sum()], + [sig1.max(), sig2.max()], [1, 2]]).T, columns=['retention_time', 'scale', 'skew', - 'amplitude', 'area', 'peak_idx']) + 'amplitude', 'area', 'signal_maximum', 'peak_idx']) peak_df.to_csv('./test_data/test_shallow_signal_peaks.csv', index=False) # %% @@ -177,9 +184,11 @@ sig[0:int(7/dt)] += np.random.normal(0, 0.01, len(sig[0:int(7/dt)])) df = pd.DataFrame(np.array([x, sig]).T, columns=['x', 'y']) peak_df = pd.DataFrame(np.array([[10, 25], [1, 3], [0, 0], [100, 10], - [sig1.sum(), sig2.sum()], [1, 2]]).T, + [sig1.sum(), sig2.sum()], + [sig1.max(), sig2.max()], + [1, 2]]).T, columns=['retention_time', 'scale', 'skew', - 'amplitude', 'area', 'peak_idx']) + 'amplitude', 'area', 'signal_maximum', 'peak_idx']) df.to_csv('./test_data/test_assessment_chrom.csv', index=False) peak_df.to_csv('./test_data/test_assessment_peaks.csv', index=False) @@ -229,10 +238,11 @@ [sig1_props[2], 11], [sig1_props[3], 1], [sig1.sum(), sig2.sum()], + [sig1.max(), sig2.max()], [2, 1]]).T, columns=['amplitude', 'skew', 'retention_time', 'scale', - 'area', + 'area', 'signal_maximum', 'peak_id']) _df['iter'] = i + 1 peak_dfs = pd.concat([peak_dfs, _df], sort=False) diff --git a/tests/test_chromatogram.py b/tests/test_chromatogram.py index 3e0e685..1be6487 100644 --- a/tests/test_chromatogram.py +++ b/tests/test_chromatogram.py @@ -25,7 +25,8 @@ def fit_peaks(test_data, truth, colnames={'time': 'x', 'signal': 'y'}, tol=1.5E- and compares the value with the ground truth. """ # Define constants - props = ['retention_time', 'amplitude', 'area', 'scale', 'skew'] + props = ['retention_time', 'amplitude', + 'area', 'scale', 'skew', 'signal_maximum'] # Execute analysis chrom = hplc.quant.Chromatogram(test_data, cols=colnames) diff --git a/tests/test_data/test_assessment_chrom.csv b/tests/test_data/test_assessment_chrom.csv index 2ac5ddc..b871e4c 100644 --- a/tests/test_data/test_assessment_chrom.csv +++ b/tests/test_data/test_assessment_chrom.csv @@ -21,8 +21,8 @@ x,y 0.19,0.0005926802356800244 0.2,-0.017953016254857134 0.21,-0.009635619783546153 -0.22,0.0064910376002831225 -0.23,-0.006238109298185193 +0.22,0.006491037600283119 +0.23,-0.006238109298185191 0.24,-0.004693160781925908 0.25,-0.010493846306127624 0.26,0.004384225417231615 @@ -37,8 +37,8 @@ x,y 0.35000000000000003,0.0005531411403308141 0.36,-0.02177488432372556 0.37,-0.005214169655961887 -0.38,-0.007842230833699657 -0.39,-0.005597136972398941 +0.38,-0.007842230833699658 +0.39,-0.005597136972398942 0.4,0.008302454205935228 0.41000000000000003,0.022620624053112284 0.42,-0.025376001578509447 @@ -81,18 +81,18 @@ x,y 0.79,0.010319599799957774 0.8,-0.006470482909307591 0.81,-0.011151472361552242 -0.8200000000000001,-0.00510334133079787 -0.8300000000000001,0.014187721131262394 +0.8200000000000001,-0.005103341330797869 +0.8300000000000001,0.014187721131262392 0.84,-0.016349000345722828 -0.85,0.009617751101729716 +0.85,0.009617751101729714 0.86,-0.00599014684051019 0.87,-0.010510107287339138 0.88,0.006231136406633458 0.89,0.007014977280721685 0.9,-0.01224912323703335 0.91,-0.010360318680761845 -0.92,0.004330891366063337 -0.93,0.00760138209272666 +0.92,0.004330891366063335 +0.93,0.007601382092726657 0.9400000000000001,-0.0008120032597206364 0.9500000000000001,-0.0015689531897900692 0.96,-0.0005086684369968394 @@ -167,8 +167,8 @@ x,y 1.6500000000000001,0.002691941325790985 1.6600000000000001,-0.00507732942419445 1.67,-0.011487748148892614 -1.68,-0.0011154842444466187 -1.69,0.007413336537348334 +1.68,-0.0011154842444466193 +1.69,0.007413336537348337 1.7,0.008594390178594652 1.71,0.01030439705404555 1.72,-0.00897564392591135 @@ -181,8 +181,8 @@ x,y 1.79,0.011045783476246629 1.8,-0.004856014155380763 1.81,0.002691506656358314 -1.82,-0.0027882258713164266 -1.83,-0.015812967841256784 +1.82,-0.002788225871316426 +1.83,-0.01581296784125678 1.84,0.013484131262460095 1.85,0.01837585279044768 1.86,0.009343540370062797 @@ -237,10 +237,10 @@ x,y 2.35,-0.013611338543386314 2.36,0.005086353967321664 2.37,0.007911413183546686 -2.38,0.004500732933116541 -2.39,0.013966781578683992 -2.4,-0.000989043449347713 -2.41,0.001349592293883371 +2.38,0.00450073293311654 +2.39,0.01396678157868399 +2.4,-0.0009890434493477168 +2.41,0.0013495922938833761 2.42,0.018556087747488896 2.43,0.006746408288108425 2.44,-0.028691823865153895 @@ -261,8 +261,8 @@ x,y 2.59,-0.001669716540514614 2.6,-0.008597245289457257 2.61,0.003269792256868796 -2.62,0.002237574912977303 -2.63,-0.022600767374743067 +2.62,0.0022375749129773027 +2.63,-0.022600767374743064 2.64,-0.012363669228729503 2.65,0.012156218178673364 2.66,-0.010863992616977331 @@ -293,10 +293,10 @@ x,y 2.91,0.011470074974695094 2.92,0.0034858070461245305 2.93,-0.029838394726093717 -2.94,0.0034387635686077772 -2.95,0.006877412668859018 -2.96,-4.249286691350252e-05 -2.97,0.0009659373606069235 +2.94,0.003438763568607776 +2.95,0.0068774126688590145 +2.96,-4.2492866913502e-05 +2.97,0.0009659373606069117 2.98,-0.014887276954912095 2.99,0.0011925171936519163 3.0,-0.017910305497073717 @@ -313,8 +313,8 @@ x,y 3.11,-0.011439138302949696 3.12,-0.02009811755871244 3.13,0.008821815118496586 -3.14,0.0005036433447436723 -3.15,0.0066454545673806055 +3.14,0.0005036433447436721 +3.15,0.006645454567380602 3.16,-0.022728324915126327 3.17,0.0035603691023958985 3.18,0.004834549113435334 @@ -339,8 +339,8 @@ x,y 3.37,0.010185408747722226 3.38,-0.006897757630970733 3.39,-0.019926334973409652 -3.4,0.007751625864611348 -3.41,-0.006627070456291394 +3.4,0.007751625864611349 +3.41,-0.006627070456291396 3.42,-0.004887406153767654 3.43,-0.0013893525151938842 3.44,-0.014146524080696077 @@ -357,12 +357,12 @@ x,y 3.5500000000000003,0.004593718155933075 3.56,-0.011335682680446412 3.5700000000000003,-0.008761121455073996 -3.58,-0.014048430321944172 -3.59,0.0038442337594585003 +3.58,-0.014048430321944175 +3.59,0.0038442337594585016 3.6,0.014249231811262858 3.61,-0.0030818607478845976 -3.62,-0.003252740971980479 -3.63,-0.010460262296276033 +3.62,-0.0032527409719804775 +3.63,-0.010460262296276031 3.64,-0.008079784222316045 3.65,0.012369641020648595 3.66,-0.0004905066605652733 @@ -371,10 +371,10 @@ x,y 3.69,0.008897360408333605 3.7,0.018286587706536742 3.71,-0.009731043368197436 -3.72,0.00489192318589931 -3.73,-0.006207522055274312 -3.74,-0.0028466657828904586 -3.75,-0.000723371015959806 +3.72,0.004891923185899312 +3.73,-0.006207522055274314 +3.74,-0.0028466657828904625 +3.75,-0.0007233710159598068 3.7600000000000002,0.001637064797972259 3.77,0.015407594898985008 3.7800000000000002,0.003411381825161291 @@ -403,8 +403,8 @@ x,y 4.01,0.004203533145330087 4.0200000000000005,-0.01633705849715065 4.03,-0.00901015386236658 -4.04,-0.007540724688441262 -4.05,-0.007229736850260784 +4.04,-0.00754072468844126 +4.05,-0.0072297368502607815 4.0600000000000005,0.011351371256307339 4.07,-0.004300712755788841 4.08,-0.011134381439860732 @@ -415,8 +415,8 @@ x,y 4.13,0.001101510179402905 4.14,-0.006010648574571159 4.15,0.008368317274872698 -4.16,-0.003335841803145706 -4.17,-0.013927277428730083 +4.16,-0.003335841803145707 +4.17,-0.013927277428730086 4.18,-0.002900942504191722 4.19,-0.008132105894283662 4.2,0.016147249212621808 @@ -425,8 +425,8 @@ x,y 4.23,0.016181774024851346 4.24,0.0005472541768977801 4.25,-0.018656639005661155 -4.26,-0.006301085359197831 -4.2700000000000005,0.0055813369869900965 +4.26,-0.006301085359197829 +4.2700000000000005,0.005581336986990096 4.28,-0.01960652519876119 4.29,-0.018125753561818503 4.3,0.0011012682685504086 @@ -473,12 +473,12 @@ x,y 4.71,0.020109445080459646 4.72,0.0016175006730098406 4.73,-0.000694196375397317 -4.74,-0.007551380365856683 -4.75,-0.010437595393233594 +4.74,-0.007551380365856685 +4.75,-0.0104375953932336 4.76,0.01865918632946425 4.7700000000000005,0.0005558058174494758 -4.78,-0.003541083240798539 -4.79,0.002776498391850728 +4.78,-0.0035410832407985413 +4.79,0.0027764983918507303 4.8,0.010023836014499212 4.8100000000000005,0.015685686597737104 4.82,0.004124578924372 @@ -533,22 +533,22 @@ x,y 5.3100000000000005,-0.008146238617417782 5.32,-0.015383881154817236 5.33,0.006712465823547318 -5.34,0.014085485284337135 -5.3500000000000005,-0.014219685490809432 +5.34,0.014085485284337139 +5.3500000000000005,-0.014219685490809438 5.36,0.0037041963431501935 5.37,-0.0009428099818946508 5.38,-0.014463097714763555 5.39,-0.007801759740599655 -5.4,0.020473788242409065 +5.4,0.020473788242409068 5.41,0.0021108553113576892 5.42,0.001535272130342978 5.43,0.00320991755450794 5.44,-0.009902933718460776 5.45,0.01741355522990717 -5.46,0.007990672570286295 -5.47,-0.007696429874444796 -5.48,-0.000909667033592361 -5.49,-0.005255265882363832 +5.46,0.007990672570286293 +5.47,-0.007696429874444795 +5.48,-0.0009096670335923607 +5.49,-0.005255265882363829 5.5,0.013423407833959618 5.51,0.005185998078981642 5.5200000000000005,-0.0027519049651894413 @@ -569,10 +569,10 @@ x,y 5.67,0.008281897640336548 5.68,-0.0024270310039885253 5.69,-0.0030523150613324273 -5.7,-0.0024453304640237694 -5.71,0.013949295132021913 -5.72,-0.005741467546045868 -5.73,-0.017445324178670733 +5.7,-0.0024453304640237703 +5.71,0.013949295132021915 +5.72,-0.005741467546045869 +5.73,-0.017445324178670736 5.74,0.0009178055046521156 5.75,-0.001478205869462024 5.76,-0.004264584978615693 @@ -617,10 +617,10 @@ x,y 6.15,-0.0009132068486620362 6.16,0.009357504083956502 6.17,-0.0028052508104071264 -6.18,-0.006941959855526458 -6.19,-0.004166001076729806 -6.2,0.001679311907930443 -6.21,-0.0017582456211501952 +6.18,-0.0069419598555264545 +6.19,-0.004166001076729804 +6.2,0.0016793119079304463 +6.21,-0.0017582456211501988 6.22,-0.01089979531035208 6.23,-0.00011018160922544796 6.24,0.010893711678507306 @@ -633,18 +633,18 @@ x,y 6.3100000000000005,0.020887629401964338 6.32,-0.007322682645037511 6.33,0.003637414309633689 -6.34,-0.012415192370816688 -6.3500000000000005,-0.01308565411309837 -6.36,0.0008949949760825113 -6.37,-0.009007986957056107 +6.34,-0.012415192370816687 +6.3500000000000005,-0.013085654113098368 +6.36,0.0008949949760825112 +6.37,-0.009007986957056105 6.38,0.00021555513014896298 6.390000000000001,-0.010337239467065476 6.4,-0.001379118622944799 6.41,-0.014347679148177547 6.42,0.014212925396297694 6.43,-0.005694129410274411 -6.44,0.0020703480401406895 -6.45,-0.002906047114781917 +6.44,0.0020703480401406916 +6.45,-0.00290604711478192 6.46,-0.018524430521221453 6.47,0.0037893122250628164 6.48,0.005297392574485271 @@ -673,8 +673,8 @@ x,y 6.71,-0.012967916456730648 6.72,-0.009304959530349606 6.73,-0.002999864317110205 -6.74,0.005173453804059512 -6.75,-0.00785078940112627 +6.74,0.005173453804059511 +6.75,-0.007850789401126268 6.76,0.006148499273489317 6.7700000000000005,-0.005296798426158316 6.78,-0.0060514591572093206 @@ -697,8 +697,8 @@ x,y 6.95,0.01036975331425502 6.96,0.006241434106666472 6.97,0.011689750477113523 -6.98,0.004034075281931186 -6.99,0.004739907781366543 +6.98,0.004034075281931188 +6.99,0.004739907781366546 7.0,3.037946477182727e-07 7.01,3.13042685745982e-07 7.0200000000000005,3.225641873115255e-07 diff --git a/tests/test_data/test_assessment_peaks.csv b/tests/test_data/test_assessment_peaks.csv index 0af013d..3137822 100644 --- a/tests/test_data/test_assessment_peaks.csv +++ b/tests/test_data/test_assessment_peaks.csv @@ -1,3 +1,3 @@ -retention_time,scale,skew,amplitude,area,peak_idx -10.0,1.0,0.0,100.0,10000.0,1.0 -25.0,3.0,0.0,10.0,10000.0,2.0 +retention_time,scale,skew,amplitude,area,signal_maximum,peak_idx +10.0,1.0,0.0,100.0,10000.0,39.89422804014327,1.0 +25.0,3.0,0.0,10.0,10000.0,19.947114020071634,2.0 diff --git a/tests/test_data/test_bounding_peaks.csv b/tests/test_data/test_bounding_peaks.csv index 889a9ba..c313e52 100644 --- a/tests/test_data/test_bounding_peaks.csv +++ b/tests/test_data/test_bounding_peaks.csv @@ -1,17 +1,17 @@ -amplitude,skew,retention_time,scale,area,peak_id,iter -1000.0,-5.0,12.0,2.0,99999.99980570521,2.0,1 -100.0,0.0,11.0,1.0,10000.000000000002,1.0,1 -1000.0,-5.0,12.0,2.0,99999.99980570521,2.0,2 -228.57142857142858,0.0,11.0,1.0,22857.142857142862,1.0,2 -1000.0,-5.0,12.0,2.0,99999.99980570521,2.0,3 -357.14285714285717,0.0,11.0,1.0,35714.285714285725,1.0,3 -1000.0,-5.0,12.0,2.0,99999.99980570521,2.0,4 -485.7142857142858,0.0,11.0,1.0,48571.42857142859,1.0,4 -1000.0,-5.0,12.0,2.0,99999.99980570521,2.0,5 -614.2857142857143,0.0,11.0,1.0,61428.571428571435,1.0,5 -1000.0,-5.0,12.0,2.0,99999.99980570521,2.0,6 -742.8571428571429,0.0,11.0,1.0,74285.71428571429,1.0,6 -1000.0,-5.0,12.0,2.0,99999.99980570521,2.0,7 -871.4285714285716,0.0,11.0,1.0,87142.85714285717,1.0,7 -1000.0,-5.0,12.0,2.0,99999.99980570521,2.0,8 -1000.0,0.0,11.0,1.0,100000.00000000003,1.0,8 +amplitude,skew,retention_time,scale,area,signal_maximum,peak_id,iter +1000.0,-5.0,12.0,2.0,99999.99980570521,360.5683669421776,2.0,1 +100.0,0.0,11.0,1.0,10000.000000000002,39.89422804014327,1.0,1 +1000.0,-5.0,12.0,2.0,99999.99980570521,360.5683669421776,2.0,2 +228.57142857142858,0.0,11.0,1.0,22857.142857142862,91.1868069488989,1.0,2 +1000.0,-5.0,12.0,2.0,99999.99980570521,360.5683669421776,2.0,3 +357.14285714285717,0.0,11.0,1.0,35714.285714285725,142.47938585765453,1.0,3 +1000.0,-5.0,12.0,2.0,99999.99980570521,360.5683669421776,2.0,4 +485.7142857142858,0.0,11.0,1.0,48571.42857142859,193.7719647664102,1.0,4 +1000.0,-5.0,12.0,2.0,99999.99980570521,360.5683669421776,2.0,5 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+8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,19.0 +11.0,2.0,0.0,150.0,14999.999719157173,29.920671030107453,2.0,19.0 diff --git a/tests/test_data/test_shallow_signal_peaks.csv b/tests/test_data/test_shallow_signal_peaks.csv index 2f20bd9..a0ed145 100644 --- a/tests/test_data/test_shallow_signal_peaks.csv +++ b/tests/test_data/test_shallow_signal_peaks.csv @@ -1,3 +1,3 @@ -retention_time,scale,skew,amplitude,area,peak_idx -10.0,1.0,0.0,100.0,10000.0,1.0 -50.0,3.0,0.0,10.0,1000.0000000000001,2.0 +retention_time,scale,skew,amplitude,area,signal_maximum,peak_idx +10.0,1.0,0.0,100.0,10000.0,39.89422804014327,1.0 +50.0,3.0,0.0,10.0,1000.0000000000001,1.329807601338109,2.0 diff --git a/tests/test_data/test_unmix_peaks.csv b/tests/test_data/test_unmix_peaks.csv index 4f225b6..00df1b8 100644 --- a/tests/test_data/test_unmix_peaks.csv +++ b/tests/test_data/test_unmix_peaks.csv @@ -1,41 +1,41 @@ -retention_time,scale,skew,amplitude,area,peak_idx,iter -8.0,1.0,0.0,100.0,9999.999999999996,1.0,0.0 -10.5,1.0,0.0,70.0,7000.000000000001,2.0,0.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,1.0 -10.7,1.0,0.0,70.0,7000.0,2.0,1.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,2.0 -10.9,1.0,0.0,70.0,7000.000000000001,2.0,2.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,3.0 -11.1,1.0,0.0,70.0,7000.0,2.0,3.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,4.0 -11.3,1.0,0.0,70.0,7000.000000000001,2.0,4.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,5.0 -11.5,1.0,0.0,70.0,7000.0,2.0,5.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,6.0 -11.7,1.0,0.0,70.0,7000.000000000001,2.0,6.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,7.0 -11.9,1.0,0.0,70.0,7000.000000000001,2.0,7.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,8.0 -12.1,1.0,0.0,70.0,7000.0,2.0,8.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,9.0 -12.3,1.0,0.0,70.0,7000.000000000001,2.0,9.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,10.0 -12.5,1.0,0.0,70.0,7000.0,2.0,10.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,11.0 -12.7,1.0,0.0,70.0,7000.0,2.0,11.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,12.0 -12.9,1.0,0.0,70.0,7000.0,2.0,12.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,13.0 -13.1,1.0,0.0,70.0,7000.000000000001,2.0,13.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,14.0 -13.3,1.0,0.0,70.0,7000.0,2.0,14.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,15.0 -13.5,1.0,0.0,70.0,7000.000000000001,2.0,15.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,16.0 -13.7,1.0,0.0,70.0,7000.0,2.0,16.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,17.0 -13.9,1.0,0.0,70.0,7000.000000000001,2.0,17.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,18.0 -14.1,1.0,0.0,70.0,7000.0,2.0,18.0 -8.0,1.0,0.0,100.0,9999.999999999996,1.0,19.0 -14.3,1.0,0.0,70.0,7000.000000000001,2.0,19.0 +retention_time,scale,skew,amplitude,area,signal_maximum,peak_idx,iter +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,0.0 +10.5,1.0,0.0,70.0,7000.000000000001,27.92595962810029,2.0,0.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,1.0 +10.7,1.0,0.0,70.0,7000.0,27.92595962810029,2.0,1.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,2.0 +10.9,1.0,0.0,70.0,7000.000000000001,27.92595962810029,2.0,2.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,3.0 +11.1,1.0,0.0,70.0,7000.0,27.92595962810029,2.0,3.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,4.0 +11.3,1.0,0.0,70.0,7000.000000000001,27.92595962810029,2.0,4.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,5.0 +11.5,1.0,0.0,70.0,7000.0,27.92595962810029,2.0,5.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,6.0 +11.7,1.0,0.0,70.0,7000.000000000001,27.92595962810029,2.0,6.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,7.0 +11.9,1.0,0.0,70.0,7000.000000000001,27.92595962810029,2.0,7.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,8.0 +12.1,1.0,0.0,70.0,7000.0,27.92595962810029,2.0,8.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,9.0 +12.3,1.0,0.0,70.0,7000.000000000001,27.92595962810029,2.0,9.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,10.0 +12.5,1.0,0.0,70.0,7000.0,27.92595962810029,2.0,10.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,11.0 +12.7,1.0,0.0,70.0,7000.0,27.92595962810029,2.0,11.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,12.0 +12.9,1.0,0.0,70.0,7000.0,27.92595962810029,2.0,12.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,13.0 +13.1,1.0,0.0,70.0,7000.000000000001,27.92595962810029,2.0,13.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,14.0 +13.3,1.0,0.0,70.0,7000.0,27.92595962810029,2.0,14.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,15.0 +13.5,1.0,0.0,70.0,7000.000000000001,27.92595962810029,2.0,15.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,16.0 +13.7,1.0,0.0,70.0,7000.0,27.92595962810029,2.0,16.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,17.0 +13.9,1.0,0.0,70.0,7000.000000000001,27.92595962810029,2.0,17.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,18.0 +14.1,1.0,0.0,70.0,7000.0,27.92595962810029,2.0,18.0 +8.0,1.0,0.0,100.0,9999.999999999996,39.89422804014327,1.0,19.0 +14.3,1.0,0.0,70.0,7000.000000000001,27.92595962810029,2.0,19.0 From 9f2f84e4186377abf2173ed78432d7b55749e880 Mon Sep 17 00:00:00 2001 From: gchure Date: Tue, 28 May 2024 17:47:30 -0700 Subject: [PATCH 2/3] Updated/reran documentation with added peak feature --- README.md | 12 +- docs/source/methodology/baseline.ipynb | 8 +- docs/source/methodology/fitting.ipynb | 8 +- docs/source/methodology/peak_detection.ipynb | 10 +- docs/source/methodology/problem.ipynb | 89 +- docs/source/methodology/scoring.ipynb | 12 +- docs/source/quickstart.ipynb | 1126 ----------------- docs/source/tutorials/calibration_curve.ipynb | 176 +-- docs/source/tutorials/quickstart.ipynb | 387 +++--- 9 files changed, 408 insertions(+), 1420 deletions(-) delete mode 100644 docs/source/quickstart.ipynb diff --git a/README.md b/README.md index 46b2be3..5f08cec 100644 --- a/README.md +++ b/README.md @@ -89,12 +89,12 @@ Deconvolving mixture: 100%|█████████████████ In[7]: peaks.head() Out[7]: - retention_time scale skew amplitude area peak_id -0 10.90 0.157450 0.674286 23250.349387 2.790042e+06 1 -0 13.17 0.582866 3.839860 42250.783974 5.070094e+06 2 -0 14.45 0.353036 -3.019153 35229.583555 4.227550e+06 3 -0 15.53 0.312563 1.630787 14891.041452 1.786925e+06 4 -0 16.52 0.344266 1.984167 10770.656732 1.292479e+06 5 + retention_time scale skew amplitude area signal_maximum peak_id +0 10.90 0.158768 0.691961 23380.386403 2.805646e+06 66064.361454 1 +0 13.17 0.592828 3.889788 43048.461053 5.165815e+06 50331.167860 2 +0 14.45 0.350139 -2.997977 34791.996875 4.175040e+06 65352.588796 3 +0 15.53 0.308900 1.567356 14938.309504 1.792597e+06 26723.707626 4 +0 16.55 0.272283 1.261303 9512.727882 1.141527e+06 18121.299375 5 ``` The resulting chromatogram reconstruction can be seen by again calling the `show()` diff --git a/docs/source/methodology/baseline.ipynb b/docs/source/methodology/baseline.ipynb index d049efa..5b16e2a 100644 --- a/docs/source/methodology/baseline.ipynb +++ b/docs/source/methodology/baseline.ipynb @@ -296,23 +296,23 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Performing baseline correction: 100%|██████████| 187/187 [00:00<00:00, 490.64it/s]\n" + "Performing baseline correction: 100%|██████████| 187/187 [00:00<00:00, 406.72it/s]\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, diff --git a/docs/source/methodology/fitting.ipynb b/docs/source/methodology/fitting.ipynb index 5a334c4..6b77d44 100644 --- a/docs/source/methodology/fitting.ipynb +++ b/docs/source/methodology/fitting.ipynb @@ -73,7 +73,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 1, @@ -154,13 +154,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 3935.20it/s]\n" + "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 3910.85it/s]\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -330,7 +330,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, diff --git a/docs/source/methodology/peak_detection.ipynb b/docs/source/methodology/peak_detection.ipynb index 8b15a14..25bd33b 100644 --- a/docs/source/methodology/peak_detection.ipynb +++ b/docs/source/methodology/peak_detection.ipynb @@ -91,7 +91,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -194,8 +194,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 3788.10it/s]\n", - "Deconvolving mixture: 100%|██████████| 2/2 [00:02<00:00, 1.03s/it]\n" + "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 3749.21it/s]\n", + "Deconvolving mixture: 100%|██████████| 2/2 [00:03<00:00, 1.50s/it]\n" ] }, { @@ -260,7 +260,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -313,7 +313,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, diff --git a/docs/source/methodology/problem.ipynb b/docs/source/methodology/problem.ipynb index 230ec93..8570087 100644 --- a/docs/source/methodology/problem.ipynb +++ b/docs/source/methodology/problem.ipynb @@ -89,15 +89,15 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 3337.39it/s]\n", - "Deconvolving mixture: 100%|██████████| 2/2 [00:08<00:00, 4.10s/it]" + "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 3882.92it/s]\n", + "Deconvolving mixture: 100%|██████████| 2/2 [00:13<00:00, 6.65s/it]" ] }, { @@ -110,21 +110,21 @@ "Reconstruction of Peaks\n", "======================= \n", "\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 10.558 - 11.758) R-Score = 0.9973\u001b[0m\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 2 (t: 12.117 - 18.533) R-Score = 0.9977\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 10.558 - 11.758) R-Score = 0.9984\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 2 (t: 12.117 - 19.817) R-Score = 0.9952\u001b[0m\n", "\n", "Signal Reconstruction of Interpeak Windows\n", "==========================================\n", " \n", - "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 1 (t: 10.000 - 10.550) R-Score = 0.3902 & Fano Ratio = 0.0025\u001b[0m\n", + "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 1 (t: 10.000 - 10.550) R-Score = 0.3902 & Fano Ratio = 0.0024\u001b[0m\n", "Interpeak window 1 is not well reconstructed by mixture, but has a small Fano factor \n", "compared to peak region(s). This is likely acceptable, but visually check this region.\n", "\n", - "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 2 (t: 11.767 - 12.108) R-Score = 10^-3 & Fano Ratio = 0.0013\u001b[0m\n", + "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 2 (t: 11.767 - 12.108) R-Score = 10^-3 & Fano Ratio = 0.0012\u001b[0m\n", "Interpeak window 2 is not well reconstructed by mixture, but has a small Fano factor \n", "compared to peak region(s). This is likely acceptable, but visually check this region.\n", "\n", - "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 3 (t: 18.542 - 19.000) R-Score = 10^1 & Fano Ratio = 0.0000\u001b[0m\n", + "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 3 (t: 19.825 - 20.000) R-Score = 10^-1 & Fano Ratio = 0.0000\u001b[0m\n", "Interpeak window 3 is not well reconstructed by mixture, but has a small Fano factor \n", "compared to peak region(s). This is likely acceptable, but visually check this region.\n", "\n", @@ -165,6 +165,7 @@ " skew\n", " amplitude\n", " area\n", + " signal_maximum\n", " peak_id\n", " \n", " \n", @@ -176,51 +177,57 @@ " 0.691961\n", " 23380.386403\n", " 2.805646e+06\n", + " 66064.361454\n", " 1\n", " \n", " \n", " 0\n", " 13.17\n", - " 0.594481\n", - " 3.903504\n", - " 43149.069679\n", - " 5.177888e+06\n", + " 0.594721\n", + " 3.905471\n", + " 43163.880069\n", + " 5.179666e+06\n", + " 50341.309040\n", " 2\n", " \n", " \n", " 0\n", " 14.45\n", - " 0.349681\n", - " -2.996021\n", - " 34710.567508\n", - " 4.165268e+06\n", + " 0.349615\n", + " -2.995742\n", + " 34698.966317\n", + " 4.163876e+06\n", + " 65264.935100\n", " 3\n", " \n", " \n", " 0\n", " 15.53\n", - " 0.313476\n", - " 1.615613\n", - " 15048.965059\n", - " 1.805876e+06\n", + " 0.313999\n", + " 1.621135\n", + " 15061.414798\n", + " 1.807370e+06\n", + " 26771.462516\n", " 4\n", " \n", " \n", " 0\n", " 16.52\n", - " 0.339247\n", - " 1.909114\n", - " 10805.797978\n", - " 1.296696e+06\n", + " 0.347275\n", + " 1.990202\n", + " 10936.991812\n", + " 1.312439e+06\n", + " 18651.422318\n", " 5\n", " \n", " \n", " 0\n", " 17.29\n", - " 0.339253\n", - " 1.565266\n", - " 12533.541284\n", - " 1.504024e+06\n", + " 0.348001\n", + " 1.703715\n", + " 12525.286105\n", + " 1.503034e+06\n", + " 20381.897950\n", " 6\n", " \n", " \n", @@ -228,22 +235,30 @@ "" ], "text/plain": [ - " retention_time scale skew amplitude area peak_id\n", - "0 10.90 0.158768 0.691961 23380.386403 2.805646e+06 1\n", - "0 13.17 0.594481 3.903504 43149.069679 5.177888e+06 2\n", - "0 14.45 0.349681 -2.996021 34710.567508 4.165268e+06 3\n", - "0 15.53 0.313476 1.615613 15048.965059 1.805876e+06 4\n", - "0 16.52 0.339247 1.909114 10805.797978 1.296696e+06 5\n", - "0 17.29 0.339253 1.565266 12533.541284 1.504024e+06 6" + " retention_time scale skew amplitude area \\\n", + "0 10.90 0.158768 0.691961 23380.386403 2.805646e+06 \n", + "0 13.17 0.594721 3.905471 43163.880069 5.179666e+06 \n", + "0 14.45 0.349615 -2.995742 34698.966317 4.163876e+06 \n", + "0 15.53 0.313999 1.621135 15061.414798 1.807370e+06 \n", + "0 16.52 0.347275 1.990202 10936.991812 1.312439e+06 \n", + "0 17.29 0.348001 1.703715 12525.286105 1.503034e+06 \n", + "\n", + " signal_maximum peak_id \n", + "0 66064.361454 1 \n", + "0 50341.309040 2 \n", + "0 65264.935100 3 \n", + "0 26771.462516 4 \n", + "0 18651.422318 5 \n", + "0 20381.897950 6 " ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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" ] diff --git a/docs/source/methodology/scoring.ipynb b/docs/source/methodology/scoring.ipynb index 9001c9e..c4902bb 100644 --- a/docs/source/methodology/scoring.ipynb +++ b/docs/source/methodology/scoring.ipynb @@ -29,8 +29,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 3977.22it/s]\n", - "Deconvolving mixture: 100%|██████████| 2/2 [00:10<00:00, 5.20s/it]\n" + "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 3942.67it/s]\n", + "Deconvolving mixture: 100%|██████████| 2/2 [00:12<00:00, 6.01s/it]\n" ] }, { @@ -141,7 +141,7 @@ " 0\n", " peak\n", " 1\n", - " 0.997252\n", + " 0.998430\n", " \n", " \n", " 1\n", @@ -173,7 +173,7 @@ ], "text/plain": [ " window_type window_id reconstruction_score\n", - "0 peak 1 0.997252\n", + "0 peak 1 0.998430\n", "1 peak 2 0.995222\n", "0 interpeak 1 0.390152\n", "1 interpeak 2 0.000200\n", @@ -252,7 +252,7 @@ "Reconstruction of Peaks\n", "======================= \n", "\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 10.558 - 11.758) R-Score = 0.9973\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 10.558 - 11.758) R-Score = 0.9984\u001b[0m\n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 2 (t: 12.117 - 19.817) R-Score = 0.9952\u001b[0m\n", "\n", "Signal Reconstruction of Interpeak Windows\n", @@ -306,7 +306,7 @@ "Reconstruction of Peaks\n", "======================= \n", "\n", - "\u001b[1m\u001b[41m\u001b[30mF, Failed: Peak Window 1 (t: 10.558 - 11.758) R-Score = 0.9973\u001b[0m\n", + "\u001b[1m\u001b[41m\u001b[30mF, Failed: Peak Window 1 (t: 10.558 - 11.758) R-Score = 0.9984\u001b[0m\n", "Peak mixture poorly reconstructs signal. You many need to adjust parameter bounds \n", "or add manual peak positions (if you have a shouldered pair, for example). If \n", "you have a very noisy signal, you may need to increase the reconstruction \n", diff --git a/docs/source/quickstart.ipynb b/docs/source/quickstart.ipynb deleted file mode 100644 index 1432706..0000000 --- a/docs/source/quickstart.ipynb +++ /dev/null @@ -1,1126 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Quickstart" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This package is meant to get you from chromatogram to quantified peaks as rapidly \n", - "as possible. Below is a brief example of how to go from a raw, off-the-machine \n", - "data set to a list of compounds and their absolute concentrations. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Loading and viewing chromatograms\n", - "Text files containing chromatograms with time and signal information can be intelligently read into a pandas DataFrame using `hplc.io.load_chromatogram()`." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " time signal\n", - "0 0.00000 0\n", - "1 0.00833 0\n", - "2 0.01667 0\n", - "3 0.02500 0\n", - "4 0.03333 -1" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Load chromatogram and rename the columns\n", - "df = load_chromatogram('data/sample.txt', cols={'R.Time (min)':'time',\n", - " 'Intensity': 'signal'})\n", - "df.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This dataframe can now be loaded passed to the `Chromatogram` class, which \n", - "has a variety of methods for quantification, cropping, and visualization and\n", - "more." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[
, ]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Instantiate the Chromatogram class with the loaded chromatogram.\n", - "from hplc.quant import Chromatogram\n", - "chrom = Chromatogram(df)\n", - "\n", - "# Show the chromatogram\n", - "chrom.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `crop` method allows you to crop the chromatogram *in place* to restrict\n", - "the signal to a specific time range. \n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[
, ]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Crop the chromatogram in place between 8 and 21 min.\n", - "chrom.crop([10, 20])\n", - "chrom.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that the crop function operates **in place** and modifies the loaded as data\n", - "within the `Chromatogram` object." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Detecting and Fitting Peaks\n", - "The real meat of the package comes in the deconvolution of signal into discrete\n", - "peaks and measurement of their properties. This typically involves the automated estimation and subtraction of the baseline,\n", - "detection of peaks, and fitting of skew-normal distributions to reconstitute the \n", - "signal. Luckily for you, all of this is done in a single method call `Chromatogram.fit_peaks()`" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 3574.88it/s]\n", - "Deconvolving mixture: 100%|██████████| 2/2 [00:09<00:00, 4.86s/it]\n" - ] - }, - { - "data": { - "text/html": [ - "
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retention_timescaleskewamplitudeareapeak_id
010.900.1587680.69196123380.3864032.805646e+061
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017.290.3480011.70371512525.2861051.503034e+066
\n", - "
" - ], - "text/plain": [ - " retention_time scale skew amplitude area peak_id\n", - "0 10.90 0.158768 0.691961 23380.386403 2.805646e+06 1\n", - "0 13.17 0.594721 3.905471 43163.880069 5.179666e+06 2\n", - "0 14.45 0.349615 -2.995742 34698.966317 4.163876e+06 3\n", - "0 15.53 0.313999 1.621135 15061.414798 1.807370e+06 4\n", - "0 16.52 0.347275 1.990202 10936.991812 1.312439e+06 5\n", - "0 17.29 0.348001 1.703715 12525.286105 1.503034e+06 6" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Automatically detect and fit the peaks \n", - "peaks = chrom.fit_peaks()\n", - "peaks" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To see how well the deconvolution worked, you can once again call the `show` method\n", - "to see the composite compound chromatograms." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[
,\n", - " ]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# View the result of the fitting. \n", - "chrom.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can also call `assess_fit()` to see how well the chromatogram is described\n", - "by the inferred mixture. This is done through computing a reconstruction score $R$ \n", - "defined as \n", - "$$\n", - "R = \\frac{\\text{Area estimated through inference} + 1}{\\text{Area observed in signal} + 1}.\n", - "$$\n", - "This is computed for regions with peaks (termed \"peak windows\") and regions of \n", - "background (termed \"interpeak windows\") if they are present." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "-------------------Chromatogram Reconstruction Report Card----------------------\n", - "\n", - "Reconstruction of Peaks\n", - "======================= \n", - "\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 10.558 - 11.758) R-Score = 0.9973\u001b[0m\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 2 (t: 12.117 - 19.817) R-Score = 0.9952\u001b[0m\n", - "\n", - "Signal Reconstruction of Interpeak Windows\n", - "==========================================\n", - " \n", - "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 1 (t: 10.000 - 10.550) R-Score = 0.3902 & Fano Ratio = 0.0024\u001b[0m\n", - "Interpeak window 1 is not well reconstructed by mixture, but has a small Fano factor \n", - "compared to peak region(s). This is likely acceptable, but visually check this region.\n", - "\n", - "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 2 (t: 11.767 - 12.108) R-Score = 10^-3 & Fano Ratio = 0.0012\u001b[0m\n", - "Interpeak window 2 is not well reconstructed by mixture, but has a small Fano factor \n", - "compared to peak region(s). This is likely acceptable, but visually check this region.\n", - "\n", - "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 3 (t: 19.825 - 20.000) R-Score = 10^-1 & Fano Ratio = 0.0000\u001b[0m\n", - "Interpeak window 3 is not well reconstructed by mixture, but has a small Fano factor \n", - "compared to peak region(s). This is likely acceptable, but visually check this region.\n", - "\n", - "\n", - "--------------------------------------------------------------------------------\n" - ] - }, - { - "data": { - "text/html": [ - "
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window_idtime_starttime_endsignal_areainferred_areasignal_variancesignal_meansignal_fano_factorreconstruction_scorewindow_typeapplied_tolerancestatus
0110.0000010.550009.112041e+033.555077e+038.564681e+03135.98568562.9822240.390152interpeak0.01needs review
1211.7666712.108335.779000e+031.155481e+004.298102e+03137.57142931.2426940.000200interpeak0.01needs review
2319.8250020.000001.177637e+011.000001e+002.048615e-010.4898350.4182260.084916interpeak0.01needs review
0110.5583311.758332.810059e+062.802338e+065.279468e+0819379.71082727242.2449660.997252peak0.01valid
1212.1166719.816671.403344e+071.396639e+073.854511e+0815171.28177425406.6286170.995222peak0.01valid
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" - ], - "text/plain": [ - " window_id time_start time_end signal_area inferred_area \\\n", - "0 1 10.00000 10.55000 9.112041e+03 3.555077e+03 \n", - "1 2 11.76667 12.10833 5.779000e+03 1.155481e+00 \n", - "2 3 19.82500 20.00000 1.177637e+01 1.000001e+00 \n", - "0 1 10.55833 11.75833 2.810059e+06 2.802338e+06 \n", - "1 2 12.11667 19.81667 1.403344e+07 1.396639e+07 \n", - "\n", - " signal_variance signal_mean signal_fano_factor reconstruction_score \\\n", - "0 8.564681e+03 135.985685 62.982224 0.390152 \n", - "1 4.298102e+03 137.571429 31.242694 0.000200 \n", - "2 2.048615e-01 0.489835 0.418226 0.084916 \n", - "0 5.279468e+08 19379.710827 27242.244966 0.997252 \n", - "1 3.854511e+08 15171.281774 25406.628617 0.995222 \n", - "\n", - " window_type applied_tolerance status \n", - "0 interpeak 0.01 needs review \n", - "1 interpeak 0.01 needs review \n", - "2 interpeak 0.01 needs review \n", - "0 peak 0.01 valid \n", - "1 peak 0.01 valid " - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Print out the assessment statistics. \n", - "scores = chrom.assess_fit()\n", - "scores.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Quantifying Peaks" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you know the parameters of the linear calibration curve, which relates peak area\n", - "to a known concentration, you can use the `map_peaks` method which will map user provided compound names \n", - "to peaks." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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retention_timescaleskewamplitudeareapeak_idcompoundconcentrationunit
015.530.3139991.62113515061.4147981.807370e+064compound A171.373144µM
017.290.3480011.70371512525.2861051.503034e+066compound B56.928478nM
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" - ], - "text/plain": [ - " retention_time scale skew amplitude area peak_id \\\n", - "0 15.53 0.313999 1.621135 15061.414798 1.807370e+06 4 \n", - "0 17.29 0.348001 1.703715 12525.286105 1.503034e+06 6 \n", - "\n", - " compound concentration unit \n", - "0 compound A 171.373144 µM \n", - "0 compound B 56.928478 nM " - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Define the two peaks of interest and their calibration curves\n", - "calibration = {'compound A': {'retention_time': 15.5,\n", - " 'slope': 10547.6,\n", - " 'intercept': -205.6,\n", - " 'unit': 'µM'},\n", - " 'compound B': {'retention_time': 17.2,\n", - " 'slope': 26401.2,\n", - " 'intercept': 54.2,\n", - " 'unit': 'nM'}}\n", - "quant_peaks = chrom.map_peaks(calibration)\n", - "quant_peaks" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Successfully mapping compounds to peak ID's will also be reflected in the `show`\n", - "method." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[
,\n", - " ]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Show the chromatogram with mapped compounds\n", - "chrom.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Deconvolving Heavily-Overlapping and Subtle Peaks\n", - "Often, compounds will have similar retention times leading to heavily overlapping peaks. If one of the compounds dominates the signal, the other compounds may only show up as a \"shoulder\" on the predominant peak. In this case, automatic peak detection will fail and will fit only a single peak, as in the following example." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Performing baseline correction: 100%|██████████| 249/249 [00:00<00:00, 1526.76it/s]\n", - "Deconvolving mixture: 100%|██████████| 1/1 [00:00<00:00, 106.00it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "-------------------Chromatogram Reconstruction Report Card----------------------\n", - "\n", - "Reconstruction of Peaks\n", - "======================= \n", - "\n", - "\u001b[1m\u001b[41m\u001b[30mF, Failed: Peak Window 1 (t: 2.230 - 20.430) R-Score = 0.9788\u001b[0m\n", - "Peak mixture poorly reconstructs signal. You many need to adjust parameter bounds \n", - "or add manual peak positions (if you have a shouldered pair, for example). If \n", - "you have a very noisy signal, you may need to increase the reconstruction \n", - "tolerance `rtol`.\n", - "\n", - "Signal Reconstruction of Interpeak Windows\n", - "==========================================\n", - " \n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 2.220) R-Score = 0.9952 & Fano Ratio = 10^-5\u001b[0m\n", - "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 2 (t: 20.440 - 24.990) R-Score = 1.6283 & Fano Ratio = 10^-5\u001b[0m\n", - "Interpeak window 2 is not well reconstructed by mixture, but has a small Fano factor \n", - "compared to peak region(s). This is likely acceptable, but visually check this region.\n", - "\n", - "\n", - "--------------------------------------------------------------------------------\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Load, fit, and display a chromatogram with heavily overlapping peaks\n", - "df = load_chromatogram('data/example_overlap.txt', cols=['time', 'signal'])\n", - "chrom = Chromatogram(df)\n", - "peaks = chrom.fit_peaks()\n", - "chrom.show()\n", - "score = chrom.assess_fit()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "However, if you *know* there is a second peak, and you know its approximate retention time, you can manually add an approximate peak position, forcing the algorithm to \n", - "estimate the peak convolution including more than one peak." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Deconvolving mixture: 100%|██████████| 1/1 [00:00<00:00, 2.22it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "-------------------Chromatogram Reconstruction Report Card----------------------\n", - "\n", - "Reconstruction of Peaks\n", - "======================= \n", - "\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 2.230 - 20.430) R-Score = 1.0000\u001b[0m\n", - "\n", - "Signal Reconstruction of Interpeak Windows\n", - "==========================================\n", - " \n", - "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 1 (t: 0.000 - 2.220) R-Score = 1.0441 & Fano Ratio = 10^-5\u001b[0m\n", - "Interpeak window 1 is not well reconstructed by mixture, but has a small Fano factor \n", - "compared to peak region(s). This is likely acceptable, but visually check this region.\n", - "\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 2 (t: 20.440 - 24.990) R-Score = 1.0077 & Fano Ratio = 10^-5\u001b[0m\n", - "\n", - "--------------------------------------------------------------------------------\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Enforce a manual peak position at around 11 time units\n", - "peaks = chrom.fit_peaks(known_peaks=[12])\n", - "chrom.show()\n", - "score = chrom.assess_fit()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that even though we provided a guess of ≈ 12 time units for the position of the second peak, the algorithm did not force the peak to be exactly there. If `enforced_locations` are \n", - "provided, these are used as initial guesses when performing the fitting." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This approach can also be used if there is a shallow, isolated peak that is not\n", - "automatically detected." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Performing baseline correction: 100%|██████████| 249/249 [00:00<00:00, 478.57it/s]\n", - "Deconvolving mixture: 100%|██████████| 1/1 [00:00<00:00, 8.65it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "-------------------Chromatogram Reconstruction Report Card----------------------\n", - "\n", - "Reconstruction of Peaks\n", - "======================= \n", - "\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 3.530 - 16.460) R-Score = 1.0000\u001b[0m\n", - "\n", - "Signal Reconstruction of Interpeak Windows\n", - "==========================================\n", - " \n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 3.520) R-Score = 1.0000 & Fano Ratio = 0\u001b[0m\n", - "\u001b[1m\u001b[41m\u001b[30mF, Failed: Interpeak Window 2 (t: 16.470 - 79.990) R-Score = 10^-2 & Fano Ratio = 0.0382\u001b[0m\n", - "Interpeak window 2 is not well reconstructed by mixture and has an appreciable Fano \n", - "factor compared to peak region(s). This suggests you have missed a peak in this \n", - "region. Consider adding manual peak positioning by passing `known_peaks` \n", - "to `fit_peaks()`.\n", - "\n", - "--------------------------------------------------------------------------------\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Load and fit a sample with a shallow peak\n", - "df = load_chromatogram('data/example_shallow.csv', cols=['time', 'signal'])\n", - "chrom = Chromatogram(df)\n", - "peaks = chrom.fit_peaks(prominence=0.5) # Prominence is to exclude shallow peak\n", - "chrom.show()\n", - "score = chrom.assess_fit()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As the second peak is broad, you can provide an estimate of the width of the peak at the half maximum value \n", - "to provide a better initial guess." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Deconvolving mixture: 100%|██████████| 2/2 [00:00<00:00, 14.25it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "-------------------Chromatogram Reconstruction Report Card----------------------\n", - "\n", - "Reconstruction of Peaks\n", - "======================= \n", - "\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 3.530 - 16.460) R-Score = 1.0000\u001b[0m\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 2 (t: 47.000 - 52.990) R-Score = 1.0000\u001b[0m\n", - "\n", - "Signal Reconstruction of Interpeak Windows\n", - "==========================================\n", - " \n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 3.520) R-Score = 1.0000 & Fano Ratio = 0\u001b[0m\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 2 (t: 16.470 - 46.990) R-Score = 1.0034 & Fano Ratio = 0.0404\u001b[0m\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 3 (t: 53.000 - 79.990) R-Score = 1.0034 & Fano Ratio = 0.0398\u001b[0m\n", - "\n", - "--------------------------------------------------------------------------------\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Add the location of the second peak\n", - "peaks = chrom.fit_peaks(known_peaks={50: {'width': 3}}, prominence=0.5)\n", - "chrom.show()\n", - "score = chrom.assess_fit()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "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": "3.10.9" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/source/tutorials/calibration_curve.ipynb b/docs/source/tutorials/calibration_curve.ipynb index 1f0d0ad..e4e582d 100644 --- a/docs/source/tutorials/calibration_curve.ipynb +++ b/docs/source/tutorials/calibration_curve.ipynb @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -142,6 +142,7 @@ " skew\n", " amplitude\n", " area\n", + " signal_maximum\n", " peak_id\n", " \n", " \n", @@ -149,10 +150,11 @@ " \n", " 0\n", " 13.56\n", - " 0.281241\n", - " 1.654727\n", - " 8004.452381\n", - " 960534.285711\n", + " 0.281228\n", + " 1.654595\n", + " 8004.241\n", + " 960508.920003\n", + " 15977.970752\n", " 1\n", " \n", " \n", @@ -160,17 +162,20 @@ "" ], "text/plain": [ - " retention_time scale skew amplitude area peak_id\n", - "0 13.56 0.281241 1.654727 8004.452381 960534.285711 1" + " retention_time scale skew amplitude area \\\n", + "0 13.56 0.281228 1.654595 8004.241 960508.920003 \n", + "\n", + " signal_maximum peak_id \n", + "0 15977.970752 1 " ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -201,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -230,6 +235,7 @@ " skew\n", " amplitude\n", " area\n", + " signal_maximum\n", " peak_id\n", " conc_mM\n", " \n", @@ -238,40 +244,44 @@ " \n", " 0\n", " 13.56\n", - " 0.281241\n", - " 1.654727\n", - " 8004.452381\n", - " 960534.285711\n", + " 0.281228\n", + " 1.654595\n", + " 8004.241000\n", + " 960508.920003\n", + " 15977.970752\n", " 1\n", " 6.0\n", " \n", " \n", " 0\n", " 13.56\n", - " 0.278964\n", - " 1.628399\n", - " 747.231615\n", - " 89667.793809\n", + " 0.278886\n", + " 1.627672\n", + " 747.107257\n", + " 89652.870876\n", + " 1496.949334\n", " 1\n", " 0.5\n", " \n", " \n", " 0\n", " 13.56\n", - " 0.278928\n", - " 1.630503\n", - " 1540.484760\n", - " 184858.171143\n", + " 0.278874\n", + " 1.629961\n", + " 1540.315425\n", + " 184837.850988\n", + " 3087.620050\n", " 1\n", " 1.0\n", " \n", " \n", " 0\n", " 13.56\n", - " 0.280372\n", - " 1.644400\n", - " 3896.669057\n", - " 467600.286844\n", + " 0.280349\n", + " 1.644179\n", + " 3896.489699\n", + " 467578.763938\n", + " 7787.982769\n", " 1\n", " 3.0\n", " \n", @@ -280,16 +290,20 @@ "" ], "text/plain": [ - " retention_time scale skew ... area peak_id conc_mM\n", - "0 13.56 0.281241 1.654727 ... 960534.285711 1 6.0\n", - "0 13.56 0.278964 1.628399 ... 89667.793809 1 0.5\n", - "0 13.56 0.278928 1.630503 ... 184858.171143 1 1.0\n", - "0 13.56 0.280372 1.644400 ... 467600.286844 1 3.0\n", + " retention_time scale skew amplitude area \\\n", + "0 13.56 0.281228 1.654595 8004.241000 960508.920003 \n", + "0 13.56 0.278886 1.627672 747.107257 89652.870876 \n", + "0 13.56 0.278874 1.629961 1540.315425 184837.850988 \n", + "0 13.56 0.280349 1.644179 3896.489699 467578.763938 \n", "\n", - "[4 rows x 7 columns]" + " signal_maximum peak_id conc_mM \n", + "0 15977.970752 1 6.0 \n", + "0 1496.949334 1 0.5 \n", + "0 3087.620050 1 1.0 \n", + "0 7787.982769 1 3.0 " ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -325,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -334,13 +348,13 @@ "Text(0, 0.5, 'integrated peak area [a.u.]')" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -367,22 +381,22 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -422,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -451,6 +465,7 @@ " skew\n", " amplitude\n", " area\n", + " signal_maximum\n", " peak_id\n", " compound\n", " concentration\n", @@ -462,52 +477,56 @@ " \n", " 0\n", " 13.56\n", - " 0.281449\n", - " 1.664460\n", - " 10715.647302\n", - " 1.285878e+06\n", + " 0.281437\n", + " 1.664339\n", + " 10715.394888\n", + " 1.285847e+06\n", + " 21414.174396\n", " 1\n", " lactose\n", - " 8.118521\n", + " 8.118513\n", " mM\n", " 8.0\n", " \n", " \n", " 0\n", " 13.56\n", - " 0.280590\n", - " 1.649293\n", - " 5316.675668\n", - " 6.380011e+05\n", + " 0.280571\n", + " 1.649106\n", + " 5316.475191\n", + " 6.379770e+05\n", + " 10627.640640\n", " 1\n", " lactose\n", - " 3.981028\n", + " 3.981019\n", " mM\n", " 4.0\n", " \n", " \n", " 0\n", " 13.56\n", - " 0.279968\n", - " 1.639223\n", - " 2600.400896\n", - " 3.120481e+05\n", + " 0.279941\n", + " 1.638945\n", + " 2600.265401\n", + " 3.120318e+05\n", + " 5201.011190\n", " 1\n", " lactose\n", - " 1.899415\n", + " 1.899435\n", " mM\n", " 2.0\n", " \n", " \n", " 0\n", " 13.56\n", - " 0.279544\n", - " 1.636299\n", - " 2154.143764\n", - " 2.584973e+05\n", + " 0.279515\n", + " 1.636055\n", + " 2154.007799\n", + " 2.584809e+05\n", + " 4312.738250\n", " 1\n", " lactose\n", - " 1.557426\n", + " 1.557443\n", " mM\n", " 1.5\n", " \n", @@ -516,16 +535,20 @@ "" ], "text/plain": [ - " retention_time scale skew ... concentration unit true_conc_mM\n", - "0 13.56 0.281449 1.664460 ... 8.118521 mM 8.0\n", - "0 13.56 0.280590 1.649293 ... 3.981028 mM 4.0\n", - "0 13.56 0.279968 1.639223 ... 1.899415 mM 2.0\n", - "0 13.56 0.279544 1.636299 ... 1.557426 mM 1.5\n", + " retention_time scale skew amplitude area \\\n", + "0 13.56 0.281437 1.664339 10715.394888 1.285847e+06 \n", + "0 13.56 0.280571 1.649106 5316.475191 6.379770e+05 \n", + "0 13.56 0.279941 1.638945 2600.265401 3.120318e+05 \n", + "0 13.56 0.279515 1.636055 2154.007799 2.584809e+05 \n", "\n", - "[4 rows x 10 columns]" + " signal_maximum peak_id compound concentration unit true_conc_mM \n", + "0 21414.174396 1 lactose 8.118513 mM 8.0 \n", + "0 10627.640640 1 lactose 3.981019 mM 4.0 \n", + "0 5201.011190 1 lactose 1.899435 mM 2.0 \n", + "0 4312.738250 1 lactose 1.557443 mM 1.5 " ] }, - "execution_count": 11, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -570,16 +593,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -603,6 +626,17 @@ "plt.ylabel('measured lactose concentration [mM]')\n", "plt.legend()\n" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + " © Griffin Chure, 2024. This notebook and the code within are released under a \n", + "[Creative-Commons CC-BY 4.0](https://creativecommons.org/licenses/by/4.0/) and \n", + "[GPLv3](https://www.gnu.org/licenses/gpl-3.0) license, respectively." + ] } ], "metadata": { diff --git a/docs/source/tutorials/quickstart.ipynb b/docs/source/tutorials/quickstart.ipynb index daeb5dd..4d2d51f 100644 --- a/docs/source/tutorials/quickstart.ipynb +++ b/docs/source/tutorials/quickstart.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -97,7 +97,7 @@ "4 0.03333 -1" ] }, - "execution_count": 43, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -121,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -188,7 +188,7 @@ "4 0.03333 -1" ] }, - "execution_count": 44, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -211,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -220,7 +220,7 @@ "[
, ]" ] }, - "execution_count": 45, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, @@ -256,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -265,7 +265,7 @@ "[
, ]" ] }, - "execution_count": 47, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, @@ -316,15 +316,22 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 3464.65it/s]\n", - "Deconvolving mixture: 100%|██████████| 2/2 [00:00<00:00, 6.73it/s]\n" + "Performing baseline correction: 0%| | 0/299 [00:00skew\n", " amplitude\n", " area\n", + " signal_maximum\n", " peak_id\n", " \n", " \n", @@ -360,55 +368,61 @@ " \n", " 0\n", " 10.90\n", - " 0.158762\n", - " 0.691800\n", - " 23380.461934\n", - " 2.805655e+06\n", + " 0.158768\n", + " 0.691961\n", + " 23380.386403\n", + " 2.805646e+06\n", + " 66064.361454\n", " 1\n", " \n", " \n", " 0\n", " 13.17\n", - " 0.594750\n", - " 3.905677\n", - " 43165.789520\n", - " 5.179895e+06\n", + " 0.594721\n", + " 3.905471\n", + " 43163.880069\n", + " 5.179666e+06\n", + " 50341.309040\n", " 2\n", " \n", " \n", " 0\n", " 14.45\n", - " 0.349607\n", - " -2.995704\n", - " 34697.471686\n", - " 4.163697e+06\n", + " 0.349615\n", + " -2.995742\n", + " 34698.966317\n", + " 4.163876e+06\n", + " 65264.935100\n", " 3\n", " \n", " \n", " 0\n", " 15.53\n", - " 0.314009\n", - " 1.621208\n", - " 15061.835818\n", - " 1.807420e+06\n", + " 0.313999\n", + " 1.621135\n", + " 15061.414798\n", + " 1.807370e+06\n", + " 26771.462516\n", " 4\n", " \n", " \n", " 0\n", " 16.52\n", - " 0.347376\n", - " 1.991205\n", - " 10939.067960\n", - " 1.312688e+06\n", + " 0.347275\n", + " 1.990202\n", + " 10936.991812\n", + " 1.312439e+06\n", + " 18651.422318\n", " 5\n", " \n", " \n", " 0\n", " 17.29\n", - " 0.348123\n", - " 1.705571\n", - " 12525.991656\n", - " 1.503119e+06\n", + " 0.348001\n", + " 1.703715\n", + " 12525.286105\n", + " 1.503034e+06\n", + " 20381.897950\n", " 6\n", " \n", " \n", @@ -416,16 +430,24 @@ "" ], "text/plain": [ - " retention_time scale skew amplitude area peak_id\n", - "0 10.90 0.158762 0.691800 23380.461934 2.805655e+06 1\n", - "0 13.17 0.594750 3.905677 43165.789520 5.179895e+06 2\n", - "0 14.45 0.349607 -2.995704 34697.471686 4.163697e+06 3\n", - "0 15.53 0.314009 1.621208 15061.835818 1.807420e+06 4\n", - "0 16.52 0.347376 1.991205 10939.067960 1.312688e+06 5\n", - "0 17.29 0.348123 1.705571 12525.991656 1.503119e+06 6" + " retention_time scale skew amplitude area \\\n", + "0 10.90 0.158768 0.691961 23380.386403 2.805646e+06 \n", + "0 13.17 0.594721 3.905471 43163.880069 5.179666e+06 \n", + "0 14.45 0.349615 -2.995742 34698.966317 4.163876e+06 \n", + "0 15.53 0.313999 1.621135 15061.414798 1.807370e+06 \n", + "0 16.52 0.347275 1.990202 10936.991812 1.312439e+06 \n", + "0 17.29 0.348001 1.703715 12525.286105 1.503034e+06 \n", + "\n", + " signal_maximum peak_id \n", + "0 66064.361454 1 \n", + "0 50341.309040 2 \n", + "0 65264.935100 3 \n", + "0 26771.462516 4 \n", + "0 18651.422318 5 \n", + "0 20381.897950 6 " ] }, - "execution_count": 49, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -446,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -456,13 +478,13 @@ " ]" ] }, - "execution_count": 40, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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VFcJisYBlWQQF2bJ3qtVq/C0KKMnOxJ0KBQJauY2EEEKIO3nssSezDQYDu3btS5EVFeVyPz9/8+2335n38MNzc1u7be6CAiBCiNvKycpETN+BKAfAmE2A3PaRFRoaipKSYuTl5YDjrsjQSQghhHRYKpVKev75FRkAMlq7Le6KkiAQQtxWQXISQtRqdFOpwKo1l14PCQpBsEqFsvg6h/cSQgghhNSKAiBCiNsqT08DAFTK5Zet9xPlH4BN/QYh6s8/WqtphBBCCGmjKAAihLgtU65tuLJZq73sdc9g23wguShCtFhavF2EEEIIabsoACKEuC2mrNT21e/ybG/egUGwirbUt0JFRUs3ixBCCCFtGAVAhBC3pdLbFuxWh4Re9rp/QCAqrFYAgFBJARAhhBBCGo8CIEKI2/Ky9/LoIrpe9rq/vz/Krbahb9QDRAghhJCmoACIEOKWKisrUWQ0othsRlCP6Mu2+fsHoMzeA2QtL2+N5hFCCGmkkSOHDjlw4AP/xpb/4YfvdVOn3tJ39OhrB7/66prw5mxbY8TErA+7446b+7myzqack8zMdOXhw5/6uvL4HV2rrgPEcdxoAMfr2JzC83w3juMGAngDwFAARQBieJ5fV60OFsAKAA8B8AVwAsBjPM8nVitz1XUQQlpWbm42Xk6Ih07njZ8iu122zc/PDxX25AdVhfnwbo0GEkIIaZSPPz7yt07nLTS2/NatW8KDg0NMb7yx+aKnp1ej92tLmnJOXnzxha5BQUHmKVOmljR3uzqK1u4B+gVAaI1/EwBYAbzMcZw/gO8AXIQteFkBYDXHcbOq1fECgDkAHgZwHQAJwFccxykBwBV1EEJaXnZ2NgAgNDTsim0KhRL/mIw4mJ0Jgzc9FCOEEHcWHBxi1Wg0UmPLV1VVyXr37lPVpUtXs5+ff7sMgJp2TiSmeVvT8bRqDxDP82YAuY6fOY5TANgA4GOe57dxHLcEgAnAXJ7nrQDiOI7rAWARgJ32AOVZAAt5nv/SXsfdALIB3AngAwCPuKAOQkgLy83NAQCEhobWuj1FqcDx1BSM16gR1ZINI4QQ0iQjRw4d8uSTC1Lvumta0dKlz3UVRZHx9fWzHD/+vb/JZGT79x9YvmTJ8rTg4BDryJFDhwDARx/tD/3oo/2h779/8FznzhHmrVu3BH/11ZGgsrJSeUhIqOmuu+7JnTr1P8UA8MsvP3stXPh09MyZszM//vij0ICAQNNLL72aPGPGf/vec8+M7C++OBykVCrEXbs+iGUYBuvXvxr++++nfKxWKxMZGaV/7LH5mQMHDtY72rt//56AAwc+CCkpKVYOGDCoLCgo2Fzf+3v44Zlcnz79K0pKihUnT/7kp1AoxMmT78ifMGFS8dq1q7smJyd6hISEGRcufD510KAh+urnZPz4m0tnzvxvn65du+ljYt5OBICffvrBa+nS56KXLFme9OmnB4Lj4mI94+JiPe+442avQ4e+PnfHHTf3u+mmCUXz5z+TXb0NQUHBpjVr/pda2/l4770P4vLychUbNvyv89mzZ3QyGStFR/esevLJBRlRUd1NzfF7d2et3QNU0+MAOgN42v7zDQB+sgcuDscAcBzHBQEYCMDL/hoAgOf5UgBnANzowjoIIS1M/c/feLPfIIxSqWvd7udnGzpdUkIjAgghHYtgMLB1/RNNJqYlyl6NU6dO+paXl8vfeGMzv3z56qS4uFivN9/c2AmwDQ3z8/Oz3Hbb1LyPPz7yd6dOnc0bNrzW6YsvDgc9/viT6du3742dOvU/eW+9tTFiz55dgdXr/e23Uz6bN2+LW7z4hVSZjJUA4IcfvvfbsOFNfuXKl5O8vb2Fp556rEd2dpbqpZdeS9y8eVt8z569qp566rGe5879rQGAw4c/9X377Te7TJ36n7ytW9+70KtXn6qvvjoS1NB7OnToYEhQULB527Y9FyZPvj1///49YYsWPd3j7rvvzX3rra1xSqVCXL/+1Yia+/n4+AjPPbc05a+/Tnt/9tknfsXFRbLXXlsTOXbshMJbbrmt9LXXNib26BFddd1115ds27Ynrinnufr5MBqN7BNPPMqJooANG97iN2x4i9fpvK2PPfZgr+zsLEVT6m0PWrUHqDqO49QAlgLYyPN8jv3lcADnahR1RLtd7NsBIKOWMl1cWAchpKWVliBIpYJZ61HrZl8vHUJVapiyM1u4YYQQ0rqSnpg7qK5tmmiurPPCJZfmMCc/M3+AZLHU+sBb1TWyMmLZCt7xc8qiZ/uJen2t94bKsE76rqvWNOkGvM42ajTCihUvpSkUCik6uqfx1KmTRadP/+EN2IaGsSwraTQaMTg4xFpVVcV+/vmh4AULlqSMGzexDAAiI7uZcnKyVR9//EHIjBkPFDjqvfvue3MdvRnp6alKALj11ikFHNfLCAA///yjV0IC73Ho0Fd/BwQEWgHgmWcWZcXGXvD84IO9wf36DUj95JOPgkeMGFkyY8asAgDo3r1HblzcBY/U1OTLV+SuoXPnLobHH38yBwBmzXokb//+vWE33DC6eMKESWUAMGHCpKKtW9/uXNu+N9wwqmLSpNvy3377zc7ff/+tn4eHh7Bo0bJ0APD19RPkcrmkVCpFR5sbq/r5+PDDfQEVFeXytWvXpygUCgkAVq16JfXOO2/td/Dgh4HVe5M6ArcJgADMAKABEFPtNS1sw9eqM9q/qu3bUUcZx8qJrqjDKXK56zvYZDL2sq+kedB5bhn1nWe53gCwLLShobX+X+qh0eDRfgNRdeYM5A/R76k+dD23HDrXLYPOc9sWHBxictyEA4CHh6dgtVpr7WG6eDFebbFYmNdfX9t1/fpXuzpeFwSRsVotjMFguLRf166RVwzl6tIlwnHPh/j4WC0A3H33HZdldLNarYzFYmYAICMjXTN69Nji6tt79+5b2VAAFBYWfuk4Wq1WBIBOnTpdao9SqRKtVkudvWjPPLMw88yZP7zPnPnTe8uWHbFNmTNVl+rn4+JFXmswGGQ33zx6YPUyFouFzchIq32oRTvmTgHQTNjm/hRVe80AQFWjnOOXVGXfDnsZQ40yVS6so8lYloGvb+1Prl1Bp9M0W93kX3SeW0Zt51krWAFWiZDoqFr/L3kG+AGFRZBZLc36f609oeu55dC5bhkd9TxHbdryV13bGJa97Ma52/qYvxtbNvLV12uOmKmz7NWoHvz8q/bqRVFkAOD551ckd+vW3Vhzu0qlurSjWq0Wa25Xq9WXtouiyGg0GuGdd3Zd0ZOlVCpFAGAYBlKNpsjl8gbfu1wuu6IMwzQ+QM/Ly1WUlpYoZDKZdOrUCV2/fv0N9e9x+eGsVuGK4Kr6+RBFEaGhYca1a9dfkeHYw8OjXSaaqI9bBEAcxwUCGAHg5RqbMgDUTAHl+DkLgKLaa0k1yjj+w7uijiYTRQnl5fqGCzaRTMZCp9OgvNwAQbji/zlxETrPLaOu82yxWODD2v5weIZ1RknJlc8iWI0t6JFZrLVuJ/+i67nl0LluGc11nnU6TZvoVZJpNI1+081VtqV07x5tlMlkUk5OttIxBA4Adu3aFpSWlqJesWJNemPriorqYTAYDDKz2cT07Nn7UjC1fPmSiO7de+hnzpxdEBHRVX/+/N+eAPId23k+rlmfsomiiFWrlkVGRETqJ0y4uWjLlk1dRoy4obxv3372IIi5LNqRyeRSZWWVrPr++fl5yrCwsCsCRIdu3aIMP/543F+n0wmOoXRWqxULFz7dbcyYm0puu61jpdh2iwAItuBHAvBjjdd/AjCH4zgZz/OO6HQsAJ7n+XyO48oAlAMYDXvwwnGcD4DBAN50YR1OsVqb73NEEMRmrZ/Y0HluGTXPc1ZyCrQy28eTT+fIWn8Hah/bCFWFJMFisoCRya4oQy5H13PLoXPdMug8t3/e3t7C+PE3F+zZs7OTh4eHMHjwsMo///zda9eu7eF33vmf3IZr+NeYMWPLdu7salix4vmoJ554Jj0srJP54MEPAo8fPxowfvzNFwHgnntm5r744tLuW7duCb7ppvGlJ0786P3bb6d8fXx8LM3zDoF3390ckpKSot227b3Ybt2iTD/8cMz3pZeWR+7e/UGcSqWSNBqNmJ+fp8rKylR06hRu6dWrd+WJEz/6nTp1siQwMMiyd++uEINBX+8fwSlT7iw+cGB/6KJFT0c99tj8TJ3OW9ix493Qs2dPez/yyNwONf8HcJ8scAMAJPM8X7PLZAcAHYDtHMf15jjuAQBPAXgFAHieN8EWpLzKcdwUjuP6A/gQtl6fT1xYByGkBeUnJQAAqkQRck3tQ1w8/P5dQFvUu763lRBCiHtYvPiFjNtvvzPvvfd2dnrggXv67tu3O3TatOnZTzzRtIn7MpkMMTFvX+zRI7pqzZoV3R56aEbvf/4567Vs2YtJN9wwqgIAxo2bULZw4fPJ3377VcCDD87oc+LETz5TpkzNa553Bpw794/mgw/2hs2Y8UBWt25RJgBYsuSFtMLCAtWGDa91AoApU+4syMhIV8+ePb2PIAiYN+/prOhornLp0oU9nnji0Z46nc46YsQN9fbgeHt7C5s2vRvv7e1jXbx4QY+5cx/slZ+fp3z55XUJ1XvDOgpGqjnQsRVwHLcZwCCe56+rZdsw2BIjDAKQA+B1nuffrLZdBtvQuVmwJVH4CcDjPM+nurKOJkoWBDGyuNj1w3Lkcha+vh4oKamip17NiM5zy6jrPH+3dzeMRw5D6emFidt21brvr7/+As07W6CRydB1zatQBge3UKvbHrqeWw6d65bRXOfZz88DMhmbAqCbyyp10unTp3uyrOzroKBOlUqlusPdoBLiDLPZqM7Pz/IUReHmIUOGxNdVzi2GwPE8/1g92/4AcEVgVG27ANuipouasw5CSMtJNejxVvwF3H77nZhYRxlvb2+UWK3QyGQQ9TQHiBBCCCGN4y5D4Agh5JKcHNuohpCQ0DrL6HTe+K4gD5/l50Km07VU0wghhBDSxrlFDxAhhFSXk50FAAgNrZnA8V86nTc+zbUFSk94eKLDLWNNCCGEEKdQAEQIcTuT9UZM7zcImnrS23p6ekImk0EQBJSXl0Gt7nDruBFCCCHECTQEjhDiViRJgjckBKlU8A8OqbMcwzAI8fFBqEqNMnuPESGEEEJIQ6gHiBDiVkqKi+Entw1oC+zevd6y/wkJw/UaDxhP/QIMHNwSzSOEEEJIG0c9QIQQt5KblAA5y0KUJGgDg+ovrFQCACyVlS3QMkIIIYS0BxQAEULcSnFqCgCgAhIYWb0LW4NR2eb9WCgNNiGEEEIaiQIgQohbKcvMBAAY5A3ndWPVGgCAaDA0a5sIIYQQ0n7QHCBCiFsxFeQDAAQPjwbLsmo1UFkJmM3N3SxCCHEbDAMZwzCt8hBbkiRRkiC0xrEJcRUKgEizspaWQO7j29rNIG1IQWUF+MoKeERFNVhW4aEFCkEBECGkw2AYyESGCdUbra1yD6dVy60spBx3C4JiYtaHHTv2rf+hQ1+fa+q+iYkJqkceeaD3rl37LnTp0pX+oHQAFACRZpP90Qeo/PZr5HXujBtWrG7t5pA24seiAsTGX8CGRx9rsKxca+slklmtzd0sQghxCwzDsHqjVf7r+RxRb7TWvVhaM9Cq5ey1fUPlXmo5K0mSWwVAzoqNPa9ZvPjZ7maziaaFdCAUAJFmIVmtqPz2awDA17/8DJ9z/6Bfv/6t3CrSFuTk5AAAQkPDGizL+Prhq7wc+EZEYnhzN4wQQtyI3mgVqwyWFg2A7NpNoLB5c0zIwYMfhHbqFG4sLi5StnZ7SMtpNxcxcS+mjHQAQIXVgi/ycnHq1M+t3CLSFhgMBpSWFAMAwsIaDoCUQUHYmZGGU4KluZtGCCHESSNHDh2yb9/uwNmz7+PGjLlu8LRpU3t/++1X3tXLHD36jfd9993Va8yY6wbfeeetfTduXBdmMpkYx/b4+Fj1U089FjVx4uiBo0ZdM/jOO2/tu3PntjrXSti1a1vQ6NHXDv7mmy996ipz+vTv3s8993zK3LlPZLrkjZI2gwIg0iz0aakAgOQqW3ri2NgLrdga0lbkZqZj3+Dh2Nx/MDwUDWeB8/DwBABUVdE6QIQQ4s527twaPmbM2OJ33919YejQa8pWr17e/Y8/fvMAgOPHj+rWrFkZNWnS5MIdO/ZdePLJZ9NPnPjRb+nS5yIBQK/Xs88+Oz9ardaImza9Hb9z5/sXRo68sWT79rc7nzv3j6bmsfbu3RW4e/f28GXLViVNnHhLaV1t2r59Lz9p0uQ6t5P2i4bAkWZRmppq+2qxoIeHJ8RMerhCGpaXmAg/loWXQnEpxXVNDAMoFDJYrSI8PbTwliug0hsgiSIYlp7pEEKIOxozZlzhjBmzCgBgwYLFWefP/+114MD+oGHDrknZu3dX6NixEwqnT7+/AAAiI7uZ5HJ52qJFz0Snp6cqtVoPccqUqfn33DMjX6fTiQAwb97T2Z98ciAkISFe069f/0trIezfvzdgx453w1eseClx9Oix5a3zbom7owCINAt9ViaUAHp4eWFUQCBOl5XAarVCLqdLjtStLCMdfgCqWAYMw9RaRq5gkanPRpg2GB5aD2wdOAQAIFRVQu6la8HWEkIIaazBg4dWVP+Z43pVnT17RgcAKSkp2qSkRI/jx4/6O7ZLku1rYmKC+qabxpffe+/M/CNHPvNLSkrQZmVlqtLSUrQAIAjipT8WJSUlii1bYiJkMpkUHt7F1BLvi7RNdDdKmoWlpARKAPlyJcIAeMsVKCkpRmBgncN1CYE+15YAwaxW11nGKBpRUFkEH5UOnjpvlAoC1DIZRKMRoACIEELcklwul6r/LEkSWFYm2b4XmTvu+E/ulClTi2ruFxwcYsnPz5M/8sgDvby8dNZrrx1ROmTI8PL+/QdU3X33HZdlV2IYFqtWvZywY8e7YWvWrIzcvn1PPEsjA0gt6KogzSLZ0wOf5WQj38sHAOCnUKKwsKB1G0XcnqXY9rdPqiOQkclYVFn1yC7Lg95igE7nBaNoy8Qq6PUt1k5CCCFNExt7/rLVrePjYz2joqL0ABAe3sWQkZGm7tYtyuT4l5eXo4iJeT28srKC/fzzQ/6VlRXyHTv2xj/++JM5kybdWlpWVmp/iP9vXOXj420ZNWpM+eLFy1KTkxO1O3duDW7Bt0jaEAqASLP4w6jHvqx0VASGAwC8FQoU5ue1cquIu2MqbCMklP4BtW6XyRiUGStgFiwoN1XA21sHg2ALgPSlpS3VTEIIIU30+eeHgg8d+tgvMTFB9eqra8LT0lI199wzMw8Apk2bnvv777/6xsSsD0tMTFCdOPGT12uvvRxZVVUpDw4OsQYHh5hNJhN75MhnvpmZ6coffzyme/HFZd0AwGw2X3Ev26tXH+PUqXfl7tu3OywpKVHV0u+VuD8aAkeaRUGBrbdH4RcEMfUCZAyD0pzsVm4VcXdKkwlQa+BZxxpAEkSUGcoAAOXGCsh1chhF2zIYhrLSlmomIYS0Oq1a3uIPsa/mmBMmTCo4ePCD4I0b12kiIiL0r7yyLqFPn74GALj11iklkiQl79+/J/STTz4K0Wo9hKFDh5c+/fTCTMf2+Pi43K1bt3TetGk9GxAQaJ448ZbCU6dO+sTFXfAAcMUQk7lzn8g5efIn3zVrVnbdtu09nobCkeooACIuJ5pM8KyogL9CCaWHN/QMC09IqMyjHiBSN6vViqSyMrBWKwZ371FrGbNkhcFim9dqtJohQIDZnizBUFbWYm0lhJDWIkmSqFXLrdf2DZWjFUbyaNVyqyRJTV6ANTIyyrBw4dI6U8JOnnx7yeTJt5fUto1hGCxYsDhrwYLFWdVff/DBRy/dWMyf/0z2/PnPXHrSqlKppAMHDjdqDY4RI26oOHHiz9ONKUvaBwqAiMuZMjPwuM4H+T374IJGB71MAU/BDCPNASL1yM/Pw3sZqZDLFfh96LArtjMMYBEtMFptAZDJaoYgCbDaAyBzRcUV+xBCSHsjSRBYSDlerdADZDu+JEoShNY4NiGuQgEQcTmLfS5GqcUMjYcOvG8IPj/9I7ReHvXvSDq07Gzbg73Q0DDUNlSBYRiYRQtMVjMAwCxYYBEtSIKE9LxcXFdP5jhCCGlPJAmCJEkUhBDiJAqAiMtV2ZMdlFks0HrocLFTd3zz9UcYVNqplVtG3FlOViYYAGFhtc//YVkGJrP53wDIaoFVtCJWqcSZjFT08vRswdYSQghpLBpeRtwNBUDE5fT2oW56BvCQK6DRegEAystpQWZSN3NcLPYNHo5cRe0JexiGgd78b6prq2iFWbTA0x74VFVVtkg7CSGEENK2UUoM4nJG+2R0i8wWX3vJ5OA8veBpMLRms4ibMxUWQM6yUGk0tRdggErz5Wv9GC0meHt4wFuugLGk1rmzhBBCCCGXoR4g4nLminIoAAj2J/nhxTlY3bMPfi2lG1RSN6nUFjjL/fxq3S7CCpM9AYKD0WrCAEHCjIFDkMPHN3sbCSGEENL2UQ8QcTlrZRUAQFLZJqWznjoAgJphYDKZ6tyPdGxyg613RxMcUut2QRJhtloue81gMUKmsQXaEl1bhBBCCGkECoCIy+V46/BpThZKNLa5GYzWFgB5yuWoqKB5QORKgiDAw76gqU+XiNrLSALMwuUBkFW0Qqa2DZljrNbmbSQhhBBC2gUKgIjLpahU2J+VgTJPbwCAqNECADxlckqEQGpVUFAAf4UCAODXNfKK7QzDwCJarwiALIIVMrXSVoYCIEIIIYQ0As0BIi5XWWlbkFKlsa37IyhtT+g95DKUl5e1WruI+8rOSIevwhbIqAODrtjOsoBVsMJSSw+QXGu7vmQiLYlBCOkYGAYyhmFoIVRCnEQBEHE5RUkxglUqqFW2nh9RaZsL5CGTo4ACIFKL3Ix0ZBUXoYu/P3p4eV2xnWEYWEULLMLlvTxWUYDcw3adyUSpRdpKCCGtiWEg07CWUMmsb5V7OEaptRpERY67BUExMevDjh371v/Qoa/PNXafAwf2+3/88UfB+fn5Kl9fX8uECTcXPvTQ3FyZTNacTSVugAIg4lKSJGFKaTnu6DcIX8htl5egsj2hZxkGVcXFrdk84qYyCwsQk5KI2/r2xVj2yoeaDMPAYL0yyYFVECBz9ABJYrO3kxBCWhvDMKxk1ssr+d9E0WRo0Q8+VqVhPblr5IzCh5Ukya0CoKY6dOhjv7feeiNizpwn0q+55rqKCxfOaWNiXo8wmy3ME088ndPa7SPNyy0CII7jZgJYDKAbgCQAK3meP2DfNhDAGwCGAigCEMPz/Lpq+7IAVgB4CIAvgBMAHuN5PrFamauugzSOZDJemljmSH4gyeQ4LrJIzUzGYH1V6zWOuK3s7CwAQFhYp1q3MwwDg8V4xetW0Qq1jw4/FhaA8fTEsGZtJSGEuA/RZBAFY1VrPPlpF/PHDx/+NHDUqJuKpk2bXggAkZHdTGlpqepvvvkygAKg9q/VL2KO4+4DsAPAOwD6AvgAwAccx13HcZw/gO8AXIQteFkBYDXHcbOqVfECgDkAHgZwHQAJwFccxynt9V91HaTxBL0tlbFVFCHX/juU6XeNDl/l56K0igIgcqW8zEwwqDsAAqRaAyBBFCAP8MNbqUn4pLiwWdtICCHEOSNHDh2yb9/uwNmz7+PGjLlu8LRpU3t/++1X3tXLHD36jfd9993Va8yY6wbfeeetfTduXBdmMpkYx/b4+Fj1U089FjVx4uiBo0ZdM/jOO2/tu3Pntisnjdrt2rUtaPToawd/882XPrVtnzNnXuaMGbNya75eVVXpFp0DpHm16i+Z4zgGwGoAG3ief8P+8mqO40YCGG3/ZwIwl+d5K4A4juN6AFgEYKc9QHkWwEKe57+013k3gGwAd8IWTD3igjpII4lVtgCoUrBCofa49LrKPh+oqqqyVdpF3NuwikrMHTwcloL8WrdbJeGK+T+AbQ6Q0r4OkMG+jhAhhBD3s3Pn1vD7738wc8mS5amfffZJwOrVy7v7+vrFDxt2TdXx40d1a9asjHrooTkZI0bcUJ6enqratGlDl8zMdPW6dTHJer2effbZ+dH9+g2o2LTp7Xi5XCEdOnQwYPv2tzsPHTq8ol+//obqx9q7d1fg7t3bw5ctW5U0btyEWicfDx9+7WVPZEtLS2VffXUkcMCAQZSutgNo7R4gDkBXAO9Xf5Hn+Yk8z78C4AYAP9kDF4djADiO44IADATgZX/NsW8pgDMAbrS/5Io6SCOJRttnkEEQoLDP/QGAALkcnKcnLJQGm9QgiiLUFgvkLAvvoNoXQRUhwCJaat2mUCqgZFnIzWZIIs0DIoQQdzRmzLjCGTNmFfToEW1asGBxVlRU96oDB/YHAcDevbtCx46dUDh9+v0FkZHdTKNG3VT+9NPPpf366y++6empSr2+ip0yZWr+88+vSIuO7mns1i3KNG/e09kAkJAQr6l+nP379wbs2PFu+IoVLyXWFfzUVFlZyS5YML+7xWJm589/NsP17564m9bu5ou2f/XgOO4bAIMApAB4ief5zwGEA6iZzSPb/rWLfTsA1LxYs+3b4aI6nCKXuz6+lMnYy766G9HkCIBEaDQeYFlb7/VNVUW4r2df/FRW1iznxdXc/Ty3FzIZi5ycHPjJbWsABUZ1q/X6sDAWiJJw6XqqTq6SY/egYZAxDMTyUqgCApq93W0NXc8th851y6Dz3PYMHjy0ovrPHNer6uzZMzoASElJ0SYlJXocP37U37Fdsif2TExMUN900/jye++dmX/kyGd+SUkJ2qysTFVaWooWAARBvPSHoaSkRLFlS0yETCaTwsO7XJk5pxZ5ebnyBQvm98jLy1WtXbv+Yteukearf7fE3bV2AKSzf30PwIuwDUv7PwCfcRw3HoAWtuFr1TkmAqjt21FHGT/7966oo8lYloGvr0fDBZ2k02kaLtQKys22AMgoCvDx84XcfmMrKZWAqQqwmJr1vLiau57n9uT8+TQEKG3T7YK6R0Bby/VRrLeAVTBQa66clqf2UKNMFKCVySGHpU1dXy2NrueWQ+e6ZdB5bjvkcvllaxVIkgSWlUm270Xmjjv+kztlytSimvsFB4dY8vPz5I888kAvLy+d9dprR5QOGTK8vH//AVV3331H/+plGYbFqlUvJ+zY8W7YmjUrI7dv3xPP1pJZ1CEhgVcvWPBkD0EQmI0bN/O9e/c11FmYtCutHQA5ouz/8Ty/2/79WY7jBgN4BoABgKrGPmr71yr7dtjLGGqUcYztdEUdTSaKEsrLXT8nQSZjodNpUF5ugCC433CfEkaOT3OyUCaKuNYiwWKx/Yo1MlsgJBiMKClx/0QI7n6e2wuZjEVGYhLC7SnTDXItTDWuD4ZhUCUaUVllgNF65YM5s0aASRShlQH5WXmQBYS2SNvbErqeWw6d65bRXOdZp9NQr1IziY097zF+/M2XhqTFx8d6RkVF6QEgPLyLISMjTd2tW9Slh9GnTp3w/PDD94OXLFmeduTIZ/6VlRXyAwcOn1coFJK9Pnv0+29c5ePjbRk1akx5UFCQec6c2b137twa/OCDj+bV1p60tFTlU089Hu3p6Sm8/vqmi+HhnWsfZ03apSYHQBzHyWFLTjAWQCQAbwCFANIAfAXgF57nG7siYab9a80hahcATAaQCiCsxjbHz1kAFNVeS6pR5m/79xkuqMMpVmvz/fETBLFZ63dWhUaL/VkZ8PXzx/BqC1MKClsMypgtbtnuurjreW5P8hISEA7AxLIQZQqINc63TMbCIlhhtlog1rLYqUW0wmwfK1FZUkq/r3rQ9dxy6Fy3jI58nlmVpsUjtas55uefHwqOiIg09u3bv+rjjz8KTEtL1Sxa9EIqAEybNj137drV3WJi1ofdcsttRbm5OcrXX1/bNSAgwBwcHGINDg4xm0wm9siRz3yHDRtemZSUqN68OaYzAJjN5iva1KtXH+PUqXfl7tu3O2z06LGlUVHdrxgO99JLK7parRb2hRdWJygUCikvL/fSPXFwcMiVWXdIu9LoAMieLW0ubBnTwgGUwBb0VAHoDFvA8jyAbI7jXgXwLs/zDY2//AtABYBrYVt7x6EfgEQAvwCYw3GcjOd5x4JbYwHwPM/ncxxXBqActoAsyd5OHwCDAbxpL/+TC+ogjVRlT3OtVmsve11S2jrdZFb6TCGXK8+0PQexamofysIwtiDHKta+5p4gCnA8tjNVUpZBQkj7JkmSyCi1Vk/uGjlaIZkVo9RaJbHpK09PmDCp4ODBD4I3blyniYiI0L/yyrqEPn1sQ85uvXVKiSRJyfv37wn95JOPQrRaD2Ho0OGlTz+9MNOxPT4+Lnfr1i2dN21azwYEBJonTryl8NSpkz5xcRc8ABTUPN7cuU/knDz5k++aNSu7btv2Hl99KFxOTrYiLu6CFwDMmTOrd819T5z483RT3x9pWxoVAHEcNxzAbgACgC0APuJ5PqmWcv0A3AJgPoAnOY6bwfP8qbrq5XnewHHcawCWcxyXBeB3ANMATIAtSIkFsBDAdnu54QCegm3NHvA8b+I47k0Ar3IcVwBbj9H/YOv1+cR+mB0uqIM0krGwEMEqFXSaywMg2NNgs0KbXjiaNIO0/HycLK9Av959at3OMAzMtQx9cxBEEVbGNgfWTGnWCSHtnCRBMIiKHEbh0ypj9SRREiUJTf5jHhkZZVi4cGlmXdsnT769ZPLk20tq28YwDBYsWJy1YMHirOqvVx/eNn/+M9nz5z/jSHIFlUolHThw+EJt9YWGhlkoyOnYGtsDtAfAYp7nP62vEM/z52AbzvYqx3H/hS1oim5gn5c4jtMDWAOgE4A4AHfyPP8DAHAcNxFADGxpqXMAPFdtvhAALLe/j20ANLD1+Ezked5srz//ausgjaf86ww29RuEHyw1enrUtqf7ijqe4pOO65fUFHxZWoqP1r5e63aGAYzWujuTBVGAcCkAcv/5ZYQQcrUkCYIkSfQHlRAnNTYA6tfUYIDn+Y84jjvUyLLrAayvY9sfAK6rZ18Btuxxi+opc9V1kMYRTbYEe6JMcdnrxqAu+PC7A0g3GDBdksAwV6YzJh1PeXk5SktLAQDh4eF1ljNajXVuEyQB6SyDrKICcPLWzutCCCGEEHfXqLsFZ3tCqAel45FMtif1ouLyS8sS2hUf59h6rg0GPbRaSlVMgIyMdHjLFVB4e9d5TYgQYRHqnjsmiCLOapQ4dSYJqzw9m6uphBBCnETDzYi7aewcoOVNqZTn+VXONYe0efYASFJcvl6LQqECw7CQJBFVVVUUABEAQEZ6Gt7oOwAqmQzmvFwog0OuKCNIQgMBkACN1jbHzGCgJRwIIYQQUr/GjhdZWeNnCQADW1KEQgC+AJSwretTDIACoI7KYsvHJSouX3qJFQV09/aF1WyAXk/zNIhNbmoKutiHrcl9fGstI0KEVawnAJJEqNVqyBkGxoqKOssRQgghhACNHwJ3KdMIx3FjAewHMA/Ax47U0hzH3QxgO2xpskkHxTqe1CsvD4CU5cVY070Hyi2WS6myCSlNSwMAmBQKsKqa6xXbiJJYZwpswNYDNMxoxgNDrkF6UmKztJMQQggh7YczKRTfBPACz/MfVVtXBzzPfw1gGWzZ3EgHxVptl4Rj3R8HUW5LiqBiWQqAyCXGPFsGU9HLq9btDGMbAmetZwicKIlgFLbrSzLTtENCCCGE1M+ZAKgLgPQ6thUACHa+OaSt4xUKfJ2fC4v28hta0T4nSCWTwWTQt0bTiBuSSm1LPigDA2vdzjCMLQCqbwicKIBR2a4vxmKpsxwhhBBCCND4OUDV/Q3gCY7jjvI8f+lug+M4NWwLjv7mqsaRtucURJxIT8W0cd6XvS7K/02KYKykxSoJYLGYobH32HiFd661DMMAgiDAUs8CuqIkgVHbh89ZKQAihLR/DAMZwzCtsxCq5NxCqIS4E2cCoCUAvgGQxHHc1/i31+cWAB4ARrmueaStcQxvU9QYAifJ5BAlCSzD0GKVBACQnZ2FIPtcMe8uXWot4+gBEurpAQIAVm3vAaonUCKEkPaAYSCT5EKoXjC0ysJnGrnGylhlOe4WBMXErA87duxb/0OHvj7X2H12794edPjwp0FFRUXK4OBg0//9339z//vfe4uas53EPTT5Pw/P8z9yHDcCtkDoNgB+sGWCOwpgFc/zNAu5g5JEEWqjATq5HIoaSRDAMLCCsaUKrKIeIAKkpqbg7/JSyD08EFlHAAQwMAtWSA3Uxapsc4BYQXRpGwkhxN0wDMPqBYP898yzosFibNEPPY1CzQ4PHyj3YLxYSZLcKgBqqn37dgfu3r2j09NPL0jt339Q1S+/nNC9+ebGrl5e3sKkSbeWtnb7SPNy6ukBz/NnANzl4raQNk4oL8fTHjqIA4bgeI0eIACwMLZc6VZaq4XAFgB9kZcLdvgw/DeyG6zWK/+OMwxgspoarsyeQU4mUQBECOkYDBajWGU2tMaHXqsMvXO1yspK2cyZs7Juu21qCQBERHQtPHLkUNCff/6mowCo/XO6+5TjuEkAxgMIBfA8gEEATvM8n+aitpE2RjQZAQBGUYBCpb1i+59yDfLTE9Bp4ICWbhpxQ2lpqQCAqKioOsswDANjIwIgwUuDP0qKYfbwwI2uaiAhhBCXGDly6JC5c59I//777/xSUpI8goNDjLNnP5I1YcKkMkeZo0e/8d61a1tYVlamxtfXz3zjjWOK5859IkelUkkAEB8fq3777Tc7xcXFehmNBtbfP8B8221T82fNeii/tmPu2rUtaNeubeFLlixPnjjxltKa2x999PFcx/cWi4X54ovDvllZmeoZM2ZlN8MpIG6myVE8x3FajuO+BfAFgNkA/gvbQqhzAZzmOK6Pa5tI2grRZLtRNQoiFIor13Q5o/XFgexMlIv0lJ4AuWkp8FcqEdWtWz2lJJitDae2tgT54X9JF3G4oqzBsoQQQlrezp1bw8eMGVv87ru7Lwwdek3Z6tXLu//xx28eAHD8+FHdmjUroyZNmly4Y8e+C08++Wz6iRM/+i1d+lwkAOj1evbZZ+dHq9UacdOmt+N37nz/wsiRN5Zs3/5253Pn/tHUPNbevbsCd+/eHr5s2aqk2oKf6n799RfPm24aMXjdulcib7hhdFFD5Un74Ew35ssAhgAYCyAAAGN/fQaALACrXdM00tYI9qFtRlGATHHlEDjHvCADDYEjAAIKi7Gl/2CE/fpHnWUECLDUswiqg1xp68w2Go0uax8hhBDXGTNmXOGMGbMKevSINi1YsDgrKqp71YED+4MAYO/eXaFjx04onD79/oLIyG6mUaNuKn/66efSfv31F9/09FSlXl/FTpkyNf/551ekRUf3NHbrFmWaN+/pbABISIi/LADav39vwI4d74avWPFS4rhxExp8KhYV1d24ZcuO2Pnzn0k9deqE3+uvr+3UPGeAuBNnhsDdDWAJz/PHOY6TOV7keT6X47iXALzlstaRNsVUUQEAMAoClKorHsjAWyZHuFoDkZIgdHgVFRXwsi9u6tM1os5ygiQ2mAEOAORKWxIEs5GCa0IIcUeDBw+tqP4zx/WqOnv2jA4AUlJStElJiR7Hjx/1d2yX7NlvEhMT1DfdNL783ntn5h858plfUlKCNisrU5WWlqIFAEEQHQ/iUVJSotiyJSZCJpNJ4eFdGjGBFAgMDLIGBgZZ+/btZygpKVHs3783bP78Z7OVSmVD+XdIG+ZMAOQDILWObSUAPJ1tDGnbjBXlAACTKEKuUF6xfVR5Hmb0HYCT5eUt3TTiZlJTUxCqsvUSetcTAEkQYW1ED5DKbMH7g4eDZRhIkgSGYRrchxBCSMuRy+WXBRSSJIFlZZLte5G5447/5E6ZMvWKFNTBwSGW/Pw8+SOPPNDLy0tnvfbaEaVDhgwv799/QNXdd9/Rv3pZhmGxatXLCTt2vBu2Zs3KyO3b98SzbO2DnY4d+04XHt7ZHB3d89LQgaioHgar1cIUFxfJQ0JCaWG5dsyZIXDnAUyvY9tt9u2kAzLZFzi1AKjtA0eQ257SS2b6TOno0tJSEKq2BUDq0NA6y4mSCKvQcA8Qq1VDzrK2AMjacHlCCCEtKzb2vEf1n+PjYz2joqL0ABAe3sWQkZGm7tYtyuT4l5eXo4iJeT28srKC/fzzQ/6VlRXyHTv2xj/++JM5kybdWlpWVmp/iP9vXOXj420ZNWpM+eLFy1KTkxO1O3duDa6rPdu2vR2+c+e2kOqvXbjwj4enp6c1KCiYblTaOWcCoJcAzOA47giAh2C78kZxHLcJwGMAXnNh+0gbYvbwwDf5uYg11T4PQ5Tbe4Us9LnS0aWmJCPE3gOk6RRWaxmGAQRJaFQPkEzzb9INEy20Swghbufzzw8FHzr0sV9iYoLq1VfXhKelpWruuWdmHgBMmzY99/fff/WNiVkflpiYoDpx4iev1157ObKqqlIeHBxiDQ4OMZtMJvbIkc98MzPTlT/+eEz34ovLugGA2Wy+4l62V68+xqlT78rdt293WFJS4pVZmQBMm3ZfzokTP/rv2bMrMDk5SbV//56AQ4c+Drn33pnZdfUakfbDmYVQP+M47j4AawHcYn/5dQD5AObwPH/Qhe0jbYje1w/b01MREtYZ/WvZLtmHxTEUAHV4hcnJULAsRIaBKiAAhvIrg2aGYZoQACkhShJYhoGhogwaH59maDUhhLgPjULd4nfpV3PMCRMmFRw8+EHwxo3rNBEREfpXXlmX0KdPXwMA3HrrlBJJkpL3798T+sknH4VotR7C0KHDS59+emGmY3t8fFzu1q1bOm/atJ4NCAg0T5x4S+GpUyd94uIueAAoqHm8uXOfyDl58iffNWtWdt227T2+ZlAzZcrUEkGwpnzwwb7Q7dvf6RwQEGB+9NF56dOmTS909j2StsPZhVDfB/A+x3EcAH8ApQDieZ6n/MYdmMFge/KuVl+ZAAGoFgAJbXrxaOICptwswEMHUacDI5PVWoZhAEEQYW1EEgRGLoNZFKGWyS4NxSSEkPZIkiRRI9dYh4cPlKMVFiXVyDRWydr0VacjI6MMCxcuzaxr++TJt5dMnnx7SW3bGIbBggWLsxYsWJxV/fUHH3w0z/H9/PnPZM+f/8ylNXxUKpV04MDhC/W1aerUu4qnTr2ruPHvgrQXTQ6AOI47BuAxnufjeZ7na2zrD2Avz/O1dQCQds5QWgovuRwa1ZUpsAFAsqfGllEA1KGJooj4rCwc8qrAf8eNr6ekvQeoEdeLKIowSxLUAIwUABFC2jFJgsBYZTkejFerjNOSrJIoSaA/5KRNa1QAxHHcSPz7lGE0bHN+gmopOhlA3cu6k3bN4+xZbB84FCfFOjJHKu0BEC2E2qFlZ2chpbwMmQY9Fk67p85yDANYBCskNJyJVJBEWOzlzFV6l7WVEELckSRBkCSJghBCnNTYHqCHAMyELeGBBGAzbAugVr8zceSdfd9lrSNtimg2277Kar+sDP6h+Dw3G9lWAfe2ZMOIW0lMTAAAREZGQS6v+yOIYRiYBXOj6hQlEYlmM1IrK9Gn6SMzCCGENKMTJ/483dptIKS6xgZATwLYCVuQcwzA4wBia5QRYJsLVO94S9J+SRbbzapURwBkDO6CPZnpYFmW1mrpwBITL6KXpxd6R0ZBkuru3WEYwNTYAEgU8YmpCilJyXhHq3VVUwkhhBDSDjUqAOJ5vgzAjwDAcdwYAKcBePI8n2t/zRdAZ57naQ2gjsye3U2yr/dTk8I+BE4URZjNZqhUtWamJO1cRsJFvNizD1BUBNFgQH1rJ5usjVrIG6IkQm1fV8hURxp2QgghhBDAuewhfwP4FMAP1V67BsBZjuMOcRxHj187KKmBAEgpk8FfqUSQUgWj0dCSTSNupCo9FQAgaD0gq6e3RoQISyMWQQVsc4BUaltAbTBQAEQIIYSQujkTAK0F0AfA89VeOwbgdgBDAaxyQbtIG+RIby0pag+AtOWF2NJ/MFZwvWEwUADUEVmtVsiKbVlOlZ061VtWlEQIjVgDCLD1Kk6VqbB38HCo+firbichhBBC2i9nAqApABbwPP+J4wWe5808z38OW1D0X1c1jrQtjNX+tF5R+9A2UW5bB0gtY6kHqIPKyEhHmNJ2HXhFdqu3rAixUYugAoAECXIZCyXLQqAhcIQQQgiphzMLoXoBqHWhKgB5AAKcbw5pyzIUCsTmZMHQhat1u2NonIqVUQDk5rKyMvHOO2/BYDBg5szZ6NfPNUt7JSZeRGeNbdibqlN4vWVtAVDjhsABgMjKbHuZG5c4gRBCCCEdkzMB0BkADwL4qpZtswD8c1UtIm3W73IW36ck4a4bJte63dEDpGRZVNFaLW6rrKwUjz46C5mZGQCAn3/+Ae+8sxMDBgy66roTExMwRKMBAKgaMQSusT1AACDKZYDJAtHUuMQJhBDSVjEMZAzDtM5CqBIthEraPmcCoJcAfMVx3J+wJUPIBxAI2xygIbAthko6IKPRNvRIXucQuH/nBhkqK1ukTaTp3nlnM6rycvEw1wteXjrs/PsMli1bjIMHD1915r60+DiMVSghAVCGhtVZjmEAQRIgCI3/GyspZAAA0UI9QISQ9othIFOJllBBr3fmHu6qybRaq4lV5LhbEBQTsz7s2LFv/Q8d+vpcU/eVJAmPPfZQD6vVwm7d+h7fHO0j7qXJ/3l4nv+O47jbYEt2sAr/Loh6FsDtPM9/7dIWkjZDMhqgYBgoFMrat1dbH8iir2qpZpEmKC8vw/HPD2F1z74Isgc7/fsOxAtx53Hw4IeYPn3mVdUfdzEeb5ktePiuaWDrCaYYhoEgNq0HSLIvqiqZLVfVRkIIcWcMw7CCXi8v+u030ao3tOjKz3KthvW/5ho54+XDSpLkVgHQ1di5c2vQuXN/63r16k1PZzsIp54e8Dz/FWy9QGoAfgDKeJ6nO9oO7nHIoBhyDX4U6/g8ZhiYJQlKhoGpsqJlG0ca5dixo/hPQCCCVCrIAwIh02hQZjQi/+/T2LdvN+6++17I5c49dCwuLkZaTjbSALw84/56yzIMIIhCk+YAwd4DdCkZByGEtGNWvUG0VlW1aABk1ypD75pLbOx5zQcf7A3r3r0H3cd2IE53n3Ic1wvAeAChAN7kOG4QgL95nm/SnS3HcREAUmvZ9DDP89s4jhsI4A3YUmwXAYjheX5dtf1ZACsAPATAF8AJAI/xPJ9YrcxV10HqJ0kSFAwDAGBU6jrL/SkyKCnMQTe6SXVLZ77/Fvf62fKYhM19HMrgYAQKIrS//ozs7CwcP34U48ff7FTd8fGxAICIiK7w8Kh78VPA1gMkSkKj02ADgMFDjfPlZTB6eDjVPkIIIc1j5MihQ+bOfSL9+++/80tJSfIIDg4xzp79SNaECZPKHGWOHv3Ge9eubWFZWZkaX18/8403jimeO/eJHJVKJQFAfHys+u233+wUFxfrZTQaWH//APNtt03NnzXrofzajrlr17agXbu2hS9Zsjx54sRbSmsrYzQamVWrXoicPv3+7IsX47X5+Xm0QnsH0eQonuM4GcdxWwGcB7ARwEIAwbAFEGc5jqs/tdOV+gMwAgiDLZhy/NvHcZw/gO8AXIQteFkBYDXHcbOq7f8CgDkAHgZwHWzD8b7iOE5pb+9V10Ea5lgEFQCgqntxy6OsErsz0kApENyP2WyGNjUVLMMAkZFQR3QFq9ZA6+GB//u/uwEAnx36pIFa6hYfH4sx/oEY1b0HpAYDYAZmwQqpCfUXhAZg1cU4/ClrVw8nCSGkXdi5c2v4mDFji999d/eFoUOvKVu9enn3P/74zQMAjh8/qluzZmXUpEmTC3fs2HfhySefTT9x4ke/pUufiwQAvV7PPvvs/Gi1WiNu2vR2/M6d718YOfLGku3b3+587tw/mprH2rt3V+Du3dvDly1blVRX8AMAr7++NtzX188yc+bsWoMo0n450wO0DMB02HpLvgCQa3/9WQCHAawBUP/4lsv1A8DzPJ9TcwPHcU8BMAGYy/O8FUAcx3E9ACwCsNMeoDwLYCHP81/a97kbQDaAOwF8AOARF9RBGiBVSz3MKK/4LLpEbs8EZ6K1WtzOhQvnoWNZiJKE0DHjLtt263Uj4PH9UZRnpKO4uAh+fv5Nrj/p/DnMjYwCyiogmkyQ1TOUjmEAs9C0ZAZKle3aohTrhBDifsaMGVc4Y8asAgBYsGBx1vnzf3sdOLA/aNiwa1L27t0VOnbshMLp0+8vAIDIyG4muVyetmjRM9Hp6alKrdZDnDJlav4998zI1+l0IgDMm/d09iefHAhJSIjX9OvX/9IH//79ewN27Hg3fMWKlxJHjx5bXld7jh8/qvv55x/8du58P5axj2AhHYczAdBsAMt5nt/JcZzM8SLP8/9wHLccwNom1tcfQGwd224A8JM9cHE4BmAJx3FBALrCti7RsWrtKOU47gyAG2ELXlxRB2mAY+0VqyhCXs8QOK1cAV+FAmZKg+12zp49jXfTUpDdrRvWDB8OpYKBIDGwWkUEaz1xvX8AzKKIY0c+w39mzm5y/YbUFMAvAIJOB1kDw9QYBjBZmxYAyZS2LIMUXBNCiPsZPHjoZVMkOK5X1dmzZ3QAkJKSok1KSvQ4fvzopadrkn0IQGJigvqmm8aX33vvzPwjRz7zS0pK0GZlZarS0lK0ACAI4qXopaSkRLFlS0yETCaTwsO71LkmQmFhgXzdurVd5817Oj00NIwy53RAzgRAwbBlfKtNJmxzaJqiH4AcjuN+BhANIAHAap7nvwEQDqBmOsNs+9cu9u0AkFFLmS72711Rh1PkctcPxZHZh/fI3GyYj1WwfX6YRREKpRosW/vTlP9aKxE2YAjOFBc1y/lxFXc9z83p7NkzAIDew66BRiXCknUeCt8QyDyDIevbB1U6HTzKy1F+7HvIZz/UpLrLysrgZ7A9oPPs0ePS776u8yyTsTCL5jqvo9oElldh24AhKBYZt762WkNHvJ5bC53rlkHnue2Ry+WXjWqWJAksK5Ns34vMHXf8J3fKlKlFNfcLDg6x5OfnyR955IFeXl4667XXjigdMmR4ef/+A6ruvvuOy1bpZhgWq1a9nLBjx7tha9asjNy+fU88y155jfzwwzHvsrJSxYYNr3XdsOG1rgBgtVoZURSZsWOvH7Rmzf8Srr12BGWEa8ecCYASAdwC4Ggt20bbtzeKffhZNIAqAM8BqARwH2zzb8YD0MI2fK06x+NdtX076ijjZ//eFXU0Gcsy8PVtvsnYOl3dw8xaQ2mB7XPNJIrw9PKERlP79ClRJgcEC1jR2qznx1Xc7Tw3J56PAwCMuG4omNIsiEVpEK16aL19Idd5o/t99yBn8zsYCAalBVmIjI5udN1nzvyKnl46AEDosCFX/O5rnmerYAUrY6Cu4zqqjaRWQqdQwCC0jWurNXSk67m10bluGXSe247Y2PMe48fffCnpQXx8rGdUVJQeAMLDuxgyMtLU3bpFXboXO3XqhOeHH74fvGTJ8rQjRz7zr6yskB84cPi8QqGQ7PXZf/n/xlU+Pt6WUaPGlAcFBZnnzJnde+fOrcEPPvhoXs22TJx4S8ngwUMvC3DefHNDeFFRoWLFijUpoaFhtKBcO+dMALQRwDv24OVz2K68HhzHjQGwAMAzja2I53kzx3E+AKw8zzsu+tP2DHMLABgA1MzI4RhfVWXfDnsZQ40yjnSGrqijyURRQnm564d5yWQsdDoNyssNEITWyH5Zu+JyA04WFUIvCggTWRgMtX92aOwLV1v0BpSUuG/GSXc9z82luLgY830DIPkEIFgUUZWbCYvBDBizAa9gMIFK+Ay9DnF4Bz5yOU68vRU+L6xsdP0nf/4F1zsyv4V3vfS7r/M8y0QYjCYY67iOaiMqbR9ncglufW21ho52PbcmOtcto7nOs06noV6lZvL554eCIyIijX379q/6+OOPAtPSUjWLFr2QCgDTpk3PXbt2dbeYmPVht9xyW1Fubo7y9dfXdg0ICDAHB4dYg4NDzCaTiT1y5DPfYcOGVyYlJao3b47pDABms/mKX1ivXn2MU6felbtv3+6w0aPHlkZFdb/sIbeXl5fo5eV12WsajUZQKpXy6kEYab+cWQh1G8dxgQCWApgL20Ko+wGYAbzG8/zbTayvtjuVcwBuhm1YWs3l4h0/ZwFQVHstqUaZv+3fu6IOp1itzffHTxDEZq2/qYwaLd5ISYRMJscLjAyiWHv+LoG1TRsTzRa3an9d3O08N5fYf/5BpNYDMoaBh1YJQ04JIEoAJJgKsqD2CYUgKqDv3Rs+sbHwTkiAxWwFU8vQgtpk//UX1DIZrAoFZEEhV5zTK84zI8AiWOu8jmqltPUWydG8//faso5yPbsDOtctoyOfZ7lW0+KR2tUcc8KESQUHD34QvHHjOk1ERIT+lVfWJfTp09cAALfeOqVEkqTk/fv3hH7yyUchWq2HMHTo8NKnn16Y6dgeHx+Xu3Xrls6bNq1nAwICzRMn3lJ46tRJn7i4Cx4ACmoeb+7cJ3JOnvzJd82alV23bXuPr20oHOm4mhwAcRzny/P8KxzHvQVbymh/AKUAfuV5vriJdfUH8AuAm3meP1Ft01AAF2CbazSH4zgZz/OOBUHGwpY1Lp/juDIA5bANvUuy1+kDYDCAN+3lf3JBHaQBRqNtVKFSVX8KfVFmjzctNOfQnWSePQM/hoGRYQAYgWqL2ZoriqE2VECmCcCA6TORsmgB/OVypBz9Bt0mTGqwbqvVCllONhDaCfKIro0KmkSITVsEFQCrtXXsKiibDyGkHZMkSZRptVb/a66RoxUWJZVptVarJDU56oyMjDIsXLg0s67tkyffXjJ58u0ltW1jGAYLFizOWrBgcVb116sPb5s//5ns+fOfcczxhkqlkg4cOHyhse1bs+Z/qY0tS9o+Z4bA/c5x3DKe5z8E8M1VHv+8/d8WjuPmAiiELW31dQCGAciDbZ2h7RzHvQZgOICnYFuzBzzPmziOexPAqxzHFcC2oOr/YOv1cSxYssMFdZAGGPV6yBgGqnoywAGA6Eh9TAGQWzGkpdm+enpA0F++lrFkMcNalg+ZZyB8g0PwsUqJtNQURCYmNCoAio+Pw+GsDKRbLNi0cEmj2iNKIqxNWAQVAFi1rQdIyTKQJAmU1pQQ0h5JEgQTq8hhvHxapUvDKkmiJKFpH9CEuBln/vP4whaoXDWe50UAtwH4HcABAH8BuAbAeJ7nz/E8nw9gIgAOwBnYFjF9juf53dWqWQ5gO4BtAE4CsAKYyPO82X6Mq66DNMz891/YP+QaPBlW/zq4kr0HiBHos9OdyIptiXdkQQEQDFeOSrWUF4G12nr5Am+ZjM/zcvDF9981qu5ffz0JEYB3n77wiOYaLM8wgCCJEJoaANl7gOQMCwulwiaEtGOSBEEUJUtr/KPgh7QHzvQAvQHgfxzHPQvgPM/zV4y7bAr7/g/Ws/0P2HqE6touwLao6aLmrIPUz2owQglAZFnI6ilXqvPD9/FnUOLj3VJNI43gbTIBag28uoRDMF2ZvMNaVQ6Yq8AqfTFmzDi89NIKJCUlIDExAd2796i37l9//QUAcO21IxrVFoZhIIgCrE0MklkPNZKqKmEWRYRU6aFUU3YoQghxBydO/Hm6tdtASHXOBEAzAUTAngab4654oivxPO9MvaQNsxptN80CU38AlB/UBXvSktFD2XBPAGkZVVWVCJbZ/ssGdQsHJMMVZUSzEWJVKWQaf+h0Ooy47npYzp1D8aaNsKxYBYWf/xX7AIDBoEfv/HwM6NIVw7tFNao9DAOIotDkIXCMSoGlfCxEUcSIJu5LCCGEkI7DmUBlr8tbQdo8q9GWNVJoYIK7XGFLkmCiIUpuIz0lGQlVleik9UD3AB0sZVcGQABgKSuEKqArLAAmTLwVptw8+FRVofT7owi86+5a9/nz5AmM9w+ESiZDSB1B0pUYp4bASZCgVquh1+svJeUghBBCCKnJmQAoBcAxnufrzORBOh7RZA+AZPX1/wAKuRwaVgbGRNOr3EV6ViZeTeQxeNAg3MDUHXQIhgowVgMADUaPHoOn17+KvjpvFP9wDH63ToZMe+Xioylff4FrZTKUKxRQN6EHyCJYIaEJKbBhS5yguhQA1R7EEUIIIYQ4kwRhPWxpqgm5RDTbAiCJrT8A6lSYjd2Dh+EBv4CWaBZphLS0VABA187hEMx195xYDVWQTHrIZCw8PDzh2X8g0g16MCYTig4fuqK82WxGaK4tQ6ly0OBGZ2VjGAZmoekBsiiKWNSpC94dMBimjPQm708IIYSQjsGZACgfgI+L20HaOMlsu2G9lOa6Lkr7Wi1NfLpPmk+GPQDqEh52KZCtjWS1QNCXQSazBTI3T5qM3Rm29Nmlx76HMTX1svJ/H/wIEWo1jKKInnff0+j2MAxgciYAkiR4yeXwUShhrqxtfWVCCCGEEOeGwG0F8BbHcWNgW8Mnr2YBnuffu9qGkbalTKlEZmkJysO6or78bozanqoYtFaLu+ifl4epA4fCqDdCsta/PpO1vBjKACsABmPG3IT//W8NThUX4To/f+S8/Ra6LF0OmZcXhMpKsMe/BwCk+fmiv7dPk9pktjY9AJIgwbF0qtVAQ+AIIYQQUjtnAqDX7V9n1LFdAkABUAeT7K3DjkQe46IHoHM95VilLTWxkmVhNpuhUqlapoGkTlqTGZ4qFZS6K+fw1CQYq8AIJgBqKBRKTJt2H97ZHAPO2wd+hQXQ83HwGjocGd99Ay9JQr7JiJ6zn2tSeyRIsAjOLZRrtQfUFpoDRAhpxxgGMoZhWmUhVIkWQiXtgDMBUKTLW0HaPIPBNndEoaw/oGHsa7OoWBYmk5ECoFYmiiJ87UGDT0jDWdoEYxVgMYJVaiCKEv7zn7uxa9d2rI47h2f+ey+ihw4HALzz60kMKy/DGT9fvNS7T5PaJEgirKLY9DcDQGBt78VKWeAIIe0Uw0DGMmyo2WhtlSVHlGq5VYSY425BUEzM+rBjx771P3To63ON3efhh++Pjou74FX9tejonpU7duzlXd9C4k6a/J+H5/k0x/ccx2kB6AAU8Tzv3CNb0i4Y7UOOGgyAFLYhcEqWhdFohE5HC6K2pqL8PPgpFACAgLBAwFr/3BnRbIJorIRM4w9RFODt7YM5c+bhf/97GUs/eh8eI0YiNTUFX33zJb4C8P77B5vcJhECBNHacMHa9mVZQAQECoAIIe0UwzCs2WiVx53PEU1Gq3NPi5ykUsvZXn1D5Qq1jJUkya0CIGdkZKRp5s59In3cuIkljteUSiVNUu4AnHp6wHHcDQBeAzAMAGN/7XcAz/M8f9x1zSNtxU25ufi/wcPxq6n+oUeSQgnA1gNkrmfCPWkZuUmJUDEMLJIEhUYJa0XDyQOEimLI/Lpc+nnatOk4ceJHnDp1EnPmzL70+sMPz0Xv3n2b3CYJUpMXQb3UNpYBRAkirTNFCGnnTEaraDRYWjQAsmuVoXeulpOTraisrJT37z+oMjg4xLmnbqTNavJFzHHcCABHYcsEtxrAYwBeAuAH4BuO465zZQNJ28CKIpQsC1aurLecoFTj9/JynCoposUq3UBpuq1DtxJSgwkQHARDJdhqWdpkMhnWr9+EKVOmQi5XQKvVYu7cJzB37hNOtUmURKcDoEqFHCn6KtAMIEIIcR8jRw4dsm/f7sDZs+/jxoy5bvC0aVN7f/vtV5cNATl69Bvv++67q9eYMdcNvvPOW/tu3LguzGQyXcqUFB8fq37qqceiJk4cPXDUqGsG33nnrX137twWVNcxd+3aFjR69LWDv/nmS5/atsfHx2oYhkGPHtF0M9IBOdMD9BKAnwFM5Hn+0l0Kx3EvAvgGwIsAJrimeaStkDnmbDQwBE5UabCtsAClxQUYaaIeoNZWnp2FYABGuRyipXGZ1wSjHozVBIaVQ7IPFNBotFi16hUsW/YiWJaFvKF06HVgGECQBAhOBkB/+nniu59/xpwbRzm1PyGEkOaxc+fW8PvvfzBzyZLlqZ999knA6tXLu/v6+sUPG3ZN1fHjR3Vr1qyMeuihORkjRtxQnp6eqtq0aUOXzMx09bp1Mcl6vZ599tn50f36DajYtOnteLlcIR06dDBg+/a3Ow8dOryiX7/+lz332rt3V+Du3dvDly1blTRu3ISy2tqTmJig0Wo9hFWrXog4d+5vnVqtFq6//saSuXOfyFGpVDQMrp1z5i5lOIB7qgc/AMDzvMhx3CZQBrgOSSZJAMOAsa/zUx+5whYkmSgAanUFFRWoKCuBd2TXxvcAGfWQLAawGi8IwuWjL5TK+nsAG8IwjD0JgnMBkEJlm89E1xYhhLiXMWPGFc6YMasAABYsWJx1/vzfXgcO7A8aNuyalL17d4WOHTuhcPr0+wsAIDKym0kul6ctWvRMdHp6qlKr9RCnTJmaf889M/J1Op0IAPPmPZ39yScHQhIS4jXVA6D9+/cG7NjxbviKFS8ljh49tryu9qSkJGssFgvTv//AyhkzHsiNi7ug3br17c55ebnKV15Zl9rMp4O0MmcCoAoAijq2KWGfE0Q6FtvCpsylhU7ro1QobVngKFVxqztfWY6jCTyev2Us0MjFaSVRgKCvAOsRDKEZpsAKovM9QAql7SPNSNcWIYS4lcGDh1ZU/5njelWdPXtGBwApKSnapKREj+PHj15KR+oYYZCYmKC+6abx5ffeOzP/yJHP/JKSErRZWZmqtLQULQAIgnjpvrOkpESxZUtMhEwmk8LDu9T7JGz16rWplZWVGd7e3gIA9OrVxyiXK6TXXlvTLT8/LzMoKJjmBbVjzgRAJwE8z3HctzzPVzpe5DjOC8AS2IbHkQ5Gbo97GZWmwbKvBAVCExKEvKLC5m4WaUBenm0d40BvzybtJ1SWQBHk+rm3DMNc1RwgrsKEN/oOQEnuFeszE0IIaUVyufyyp2ySJIFlZZLte5G5447/5E6ZMrWo5n7BwSGW/Pw8+SOPPNDLy0tnvfbaEaVDhgwv799/QNXdd9/Rv3pZhmGxatXLCTt2vBu2Zs3KyO3b98SzbO3T3WUyGRzBj0N0NGcAgJycbCUFQO2bMwHQYgCnASRzHHcEQC6AEACTAagBzHJd80hbIEnSpQupMQGQBYAGgEVPT+lbW5k9CA3w0jZpP8FkgFIwo+7OYOcwDGAVrRAl54IrFcMgVK2B3ty4+UyEEEJaRmzseY/x42++NB8nPj7WMyoqSg8A4eFdDBkZaepu3aIu9dqcOnXC88MP3w9esmR52pEjn/lXVlbIDxw4fF6hUEj2+uw3HP/GVT4+3pZRo8aUBwUFmefMmd17586twQ8++GitT8Rmz76P69y5i/HFF1++tLzLuXP/eMjlcikyMooSI7RzzqwDlGjP9LYCwC2wZX8rBnAcwIs8z8e6tonE7QkCLuj1YAQrWHXDN9KORypWg75520XqJUkSng8MhjIoFD7WpvW4/JsIQQlJct1cUYZhYBKcX1JMUtg+0pjmGJtHCCFuRKWWt3g66qs55uefHwqOiIg09u3bv+rjjz8KTEtL1Sxa9EIqAEybNj137drV3WJi1ofdcsttRbm5OcrXX1/bNSAgwBwcHGINDg4xm0wm9siRz3yHDRtemZSUqN68OaYzAJjN5iva1KtXH+PUqXfl7tu3O2z06LGlUVHdrxgON2bM2OJt297uvH//nqrrrhtZfu7cWY8dO94Jv/32O/Mc84xI++VUqiae52M5jnuS5/lcAOA4zg9AOAU/HRMjl2NdahIMBj0WaBoeSmVhbMPlrJQGu1VVlJXBR64AyzDw8dfh39C0YYLJAMlsBKvVQRBcGQABFuEqem/sSRBYJ4fQEUKIu5MkSVSq5dZefUPlaIU1eZRquVWUxCYHCBMmTCo4ePCD4I0b12kiIiL0r7yyLqFPn74GALj11iklkiQl79+/J/STTz4K0Wo9hKFDh5c+/fTCTMf2+Pi43K1bt3TetGk9GxAQaJ448ZbCU6dO+sTFXfAAUFDzeHPnPpFz8uRPvmvWrOy6bdt7fM2hcDNmzCpgWRaffnow+J13Nnfx8fGxTJlyZ96jjz6e69yZIW1JkwMgjuN8ABwA0BlAT/vLwwF8yXHcYQD38jxPj/Y7EEmSLk06l8vrT4MNAALDAJAgUADUqorSUsAyDKySCI2XFkJVnclyriQKEAwVYD1dnQiBgdHqfADEKB0BED28I4S0T5IEQYSYo1DLWmVBUlESRUlCkz/5IyOjDAsXLs2sa/vkybeXTJ58e0lt2xiGwYIFi7MWLFicVf316sPb5s9/Jnv+/GeyHT+rVCrpwIHDF+pr0/Tp9xc4Ms+RjsWZHqC1APoAmFfttWMAbgewBcAqAAuuvmmkrTCbzZeGQckUDadBtjIsIAkQTBQAtaaSrEx4AqgUJUBo+lxPoaoUikDXLpUgQYTlKobA4VIAREs4EELaL0mCIEkSdXUT4iRnAqApABbwPP+J4wWe580APuc4zhe2hVIpAOpAKlOS8d6gYSg0m1AiazgAElgZIAgQTTRRvTVV5uXBE4CRZSA2cg2g6gSjHkrRDCdH0tbqajLAAQCjsl1/cieTKBBCCCGk/XPmzsULQK1dlADyAAQ43xzSFhkrK6CWyaCSySCTyRosn6PQILcgB1KXzi3QOlIXQ6EtA5xFIYdkbXoPkGgy2BMhyOGqPAgiRAii85lHRY0KuUYjimk1MkIIcRsnTvx5urXbQEh1zowfPQPgwTq2zQLwj/PNIW2RuarK9rWRd8FnvQKwITkB2fKGgyXSfCxltucYklqFxi6CWp1gMkCymFDXGgvOEHF1PUDmUH/MP38Wm/NyXNYmQgghhLQvzvQAvQTgK47j/gTwKYB8AIGwzQEaAtt6QKQDMev1YND4HGJypW2YkslU7yLNpJnlG02oLCuBT6cgp/aXBCtEYyVYj0CXJUKQIEG4igBIprR9pJlofhkhhBBC6tDkR7c8z38H4DbYHhmvAvAOgNWwBVO38zz/tUtbSNyeWW/rAbKiceOOFApbpjizkRZCbU2nDVVYm8DD0i3c6TqEqjIwLhpuxjCAIApX1QMkVzgCIAquCSGEEFI7Z9cB+gq2XiA1bAuhlvE8X+XSlpE2w2owQAVHeuuGDSnPx/1DrsG58ormbRipV6F9DpC/zsPpOgRjFRSCGYArhjMyEKSrC4AUoohXe/eDkmEhiqJLh+cRQgghpH24qvRNPM8bAWQ3WJC0axaDrSfHyjTuZpOR2RbfZKyUwbM1lRXZAiA/74YXr62LYDKAES1wRQDEMIAgiVc3BE6tQKTWFtCZqqqg8fK66nYRQgghpH1xXf5a0mGZZCziKspRpPWAfyPKS3LbWi2Ma1fQJE0gCAJeDo8A2zkCPoLzKaNFswGSxQhWqYF4lWvvMAxjGwLnxJpEDjKN+tL3psoKCoAIIe0Sw0DGMI186uhikiQ5tRAqIe6EAiBy1Yr8/LGSj8WgoSNweyPKS/bFUlmR1mppLSWFBfCU2/77e/t5A5Jzc2ZEswmS2QBW7eeCAMg2B0i4ijV8GIUMVkmEnGFhrKQhloSQ9odhIJMx1lCLSd8q93AKldYqQJ7jbkFQTMz6sGPHvvU/dOjrc43dJzExQbVx4/86x8Vd8FKp1OKIESNLnnlmUaZWq6UblHaOAiBy1YxGW8YthVLdQEk7pS0JgowCoFZTlJEOBoAgSZCrZBCvImmaoC8D4+18IgUHhmFgFpq+IGt1oiTCLEqQywBjJU1LJIS0PwzDsBaTXp504YxoNhlb9A+pUqVmo/oMlstU3qwkSW4VADVVcXGRbP78OT27dYuqeuutrXF5eXnK115b03XdulewfPnq9NZuH2leFACRq+YIgJQqVeN2sGeBk7lq9UzSZGU52fABUCWJwFXMuQEAQV8JpYseBJoF81XtL0oSLPbrypGdkBBC2iOzySiaDPrWeJLYLrLL7N27O1gul0nr1sUkqdVqqWfP3sacnOzsI0cOBUqSBMZVKU6JW3IqAOI4LgDAcwDGAwgFMBHAVABneZ7/zHXNI21Bp4SLeHfAYMQ2du6GvadITvFPqzEUFMAHgIFlIVqdn3MD2OYBsYIZgPKq6mEYBibr1QVAAGCxL+rqWKCXEEJI6xo5cuiQuXOfSP/+++/8UlKSPIKDQ4yzZz+SNWHCpDJHmaNHv/HetWtbWFZWpsbX1898441jiufOfSJHpVJJABAfH6t+++03O8XFxXoZjQbW3z/AfNttU/NnzXoov7Zj7tq1LWjXrm3hS5YsT5448ZbSmttPn/5Dd+2115eo1epLdyPTpk0vnDZtemEznALiZpocAHEcFwngJAANgJ8BDLDXEw3gBY7jbud5/gtnGsNxXDSAMwDm8Ty/y/7aQABvABgKoAhADM/z66rtwwJYAeAhAL4ATgB4jOf5xGplrroOUjfWZIKPQgmFrHGZwEQPb5wtK0W+YMXEZm4bqZ2ppBgAYJHLrr4HyGSAZDWDkakgXVWvnnTVPUAAUCaKEE1GeFiubjgdIYQQ19m5c2v4/fc/mLlkyfLUzz77JGD16uXdfX394ocNu6bq+PGjujVrVkY99NCcjBEjbihPT09Vbdq0oUtmZrp63bqYZL1ezz777Pzofv0GVGza9Ha8XK6QDh06GLB9+9udhw4dXtGvX//LFhbcu3dX4O7d28OXLVuVNG7chLLa2pObm60eMWJk6dq1q8N/+eWEr1wul6677vrSJ554Jqt6UETaJ2e6MV8HkA8gEsCdgG31S57npwM4DOB5ZxrCcZwCwD4AHtVe8wfwHYCLsAUvKwCs5jhuVrVdXwAwB8DDAK6DbYHWrziOU7qqDtIAew+CJG/c6TIGdMLLCfHYlZ7ajI0i9bGU2f4eCErFVdclmoyA1QiWvbrhAgLEq1oDyGGrsQLzzp2F3sfnqusihBDiGmPGjCucMWNWQY8e0aYFCxZnRUV1rzpwYH8QAOzduyt07NgJhdOn318QGdnNNGrUTeVPP/1c2q+//uKbnp6q1Our2ClTpuY///yKtOjonsZu3aJM8+Y9nQ0ACQnxmurH2b9/b8COHe+Gr1jxUmJdwQ8AGAwG2ccffxhiNpvZ1avXJj388NzMH3887vfii8simvdMEHfgzBC4sQBm8zxfynFczUf+7wD4yMm2vAigZtqmRwCYAMzled4KII7juB4AFgHYaQ9QngWwkOf5LwGA47i7YVub6E4AH7ioDlIPxjGESt64m2mF0hYoWa1WWK1WyOU0Fa2lFVmtqCgtgUdw1FXXJYkCRGMVWA8GV5PZXJQEWF2QGl2lts0xM5muIrMDIYQQlxo8eOhl93gc16vq7NkzOgBISUnRJiUlehw/fvTSahqOAQWJiQnqm24aX37vvTPzjxz5zC8pKUGblZWpSktL0QKAIIiXnr6VlJQotmyJiZDJZFJ4eJd605vK5XIxNLST0ZHwYMCAQXpBEJi1a1d3KyjIzwwMDLq68eHErTl751nXRaEC0ORuQ47jbgTwKICBAKpn3rgBwE/2wMXhGIAlHMcFAegKwMv+GgDAHpidAXAjbMGLK+og9XCs5yMpG5cEQa74t6fIZDJCLnd+IU7inPNWC75N5LF43AiX1CdUlUEWcHV1SJCuahFUB4W9V8uRnIMQQkjrk8svn/krSRJYVibZvheZO+74T+6UKVOLau4XHBxiyc/Pkz/yyAO9vLx01muvHVE6ZMjw8v79B1Tdffcd/auXZRgWq1a9nLBjx7tha9asjNy+fU88y9Y+2MnX188SERFx2dC5Hj2iDQCQkZGupACofXMmAPoZtuDhKADHHYZkn0czF7b5QY3GcZwPgD0AnuB5PoPjuOqbwwHUzOeebf/axb4dADJqKdPFhXU4RS53faIUmYy97Ks7YO03rYxC2ahhUFqrGbsGDQULBlarpVnO09Vyx/PsSmVlJQAAXy/tVQ9dAwDJbIBcskKUN24emEP182yFBBHiVbdnrEyFe3r1hSot1S2vrdbQ3q9nd0LnumXQeW57YmPPe4wff/OlIWnx8bGeUVFRegAID+9iyMhIU3frFnWp1+bUqROeH374fvCSJcvTjhz5zL+yskJ+4MDh8wqFQrLXZx/69m9c5ePjbRk1akx5UFCQec6c2b137twa/OCDj+bV1p4+ffpWJCRc9Kie8e3ixXgNy7Lo0iXi6iekErfmTAC0GLYgJxHAcdiuvAUAegPoDluPS1NsAXCK5/n3a9mmhW34WnWOoEtt3446yvi5sI4mY1kGvr4eDRd0kk6nabhQC5HZF8CUa7TQaBqeB8QyHtDKbJeeSiE163m6Wu50nl2pstz2NyjAVwd1I35nDZExVqgVIjw8dE7tr9NpUGIwQ6Zgrro9fiyLKA9P5JkMbn1ttYb2ej27IzrXLYPOc9vx+eeHgiMiIo19+/av+vjjjwLT0lI1ixa9kAoA06ZNz127dnW3mJj1YbfccltRbm6O8vXX13YNCAgwBweHWIODQ8wmk4k9cuQz32HDhlcmJSWqN2+O6QwAZrP5iii4V68+xqlT78rdt2932OjRY0ujorpfMRxuxozZuY8+Oqv3qlXLukyf/kBeZma6auvWLZ1vvHFMUUBAIPX+tHNNDoB4nj/PcdxQACsB3ARAgC0d9o8AZvI83+gVeDmOmwFbwNSvjiIG2IbVVedYbbPKvh32MoYaZRw5cF1RR5OJooTycr2zu9dJJmOh02lQXm6AILjHQqIFooAqgwEWhQoGQ8MPTRjrv09r8rPz4am7yrFTzcAdz7MrzVVqoBs0DMryKhgN3lddHytUQF5ZCYtF2aRMcI7zXFFhgN5qgt5ghNF8dQ/eBJYFIMBUqUdJCaXCBtr/9exO6Fy3jOY6zzqdps30KilV6hZv6NUcc8KESQUHD34QvHHjOk1ERIT+lVfWJfTp09cAALfeOqVEkqTk/fv3hH7yyUchWq2HMHTo8NKnn16Y6dgeHx+Xu3Xrls6bNq1nAwICzRMn3lJ46tRJn7i4Cx4ACmoeb+7cJ3JOnvzJd82alV23bXuPrzkUrkePaNPrr8fwb731RueHH57ZR6PRCqNH31T05JMLspx9j6TtcGoOEM/zCQCmu+D4swEEA6g59O1tjuOeA5AGIKzGPo6fswAoqr2WVKPM3/bvM1xQh1Os1ub74ycIYrPW3xQf6SsRFxeLOZOmw0tsxM0v8+8wKUN5pdu8j9q403l2FUmSoGFYqGUyaLw8IDbmd9YA0WiEYDJCUkpOnS9RlGAVrDBbrVfdHlFmC4AEk6nd/e6uVnu8nt0VneuW0RHPsyRJokKltUb1GSxHKyxKqlBprYIkNfmkR0ZGGRYuXJpZ1/bJk28vmTz59pLatjEMgwULFmctWLD4suCk+vC2+fOfyZ4//xnHFAeoVCrpwIHDF+pr06BBQ/Tbtr3HN/5dkPbC2YVQGdgSFniglv98PM//1Miq7oNtPaHqEgAsB/AhgHsAzOE4TsbzvGN29FjbIfh8juPKAJQDGA178GKfUzQYwJv28j+5oA5SD8dkc7micUkQwDAwiyKULAuznp7Qt7Sqygp42Nds0vl4uahWCaK+HKx3zWcNjSdIgkvSYNvmIVkg0TpAhJB2SJIgCJDnyFTerdJVJUiSKEm4+g9rQlqRMwuhDgdwAP8mD3DMWJbs30sAGjUTmuf5K7oZ7T1B+TzPp3EctwPAQgDbOY57DcBwAE/BtmYPeJ43cRz3JoBXOY4rAJAK4H+w9fp8Yq/SFXWQejjSDcsVjV9TxiwBSoACoFZQmpcH1j7hU+uhhmitN1Noown6ciia/lAQgO3pniAKLskCJzkSMVAARAhppyQJgiRJFIQQ4iRneoA2ALAAeABAJoBm63u299BMBBAD4AyAHADP8Ty/u1qx5bC9j22w9Sb9BGAiz/NmV9VB6iZJEpYHhsLsF4TsJozDttiztlj0hgZKElcrzcuFEoBJFP99fOECgtkIpWiBs9n1zYJr5pxKCvvxrTSHlRBC3MGJE3+ebu02EFKdM3cqgwFM43n+M1c3BgB4nmdq/PwHgOvqKS/AtqjponrKXHUdpA6CAD+FAlAokKdUN1zeLlUQkVFVgQC6SW1xlQUF8ANghATRRUEHAIgmAxirCQwrRxPyIACw9QCZBdc8bxBVCpRbLDCLHWteACGEEEIax5nxo/loxl4f0rYIpn+HTzFqbT0lL/eRBXjpYjyqNI2cN0RcRl9cCAAwsyzggiFnDoLZCMlqcmodH4YBTC4KgNI7BeChv0/jJ1Xjh2QSQgghpONwJgB6C8BijuNogQ1yaQ6PKElglY1fj0FhT5hgNLpm/glpvDKDAadLS1CkdG6oWl0kqwWS2QiGafrHigQJJhfNRVIobYGPwWBsoCQhhBBCOiJn7oB6wLboaS7HcRcA1FzsRuJ5fuxVt4y0CcaKCgCAWRQhV6rQ2AzGCqVtsUuTiQKglpYpitieyGN6v2hMdHHd1qpSyHw7N3k/URJdkgEOAOT2AMiRnIMQQgghpDpnAqDuAM5W+7nmeBcXTqsm7s5YWQnANqGeYWRo7OSP2xkBTw8ciuy0tOZsHqlFaaltmQVvz8YPWWws0VgFuWhFUz8GBMk1GeAAwFdvwvLoXrQIJSGEEEJq1eQAiOf5Mc3RENI2matsAZAFEsQmzHxXsiw85XJI9JS+xZWWFAMAfJojADIZwYoW2JKcN2E/iLAKrgmAVAD66ryR76L6CCGEENK+uHYSAOlwzBYr0vRVqAQDpgmZvwSZDBAAyUxrtbS0EWXluH/QMFSWVrq8bsFsAKxmMDIVpCYExJIkwSq6KCOdyja/TI4mpqIjhBBCSIfQqNnKHMcJ9gVQwXGcaP+5rn+U17gDMfp447nYc3inpKhJ+4msLfaWLLTUUkuTW61Qy2RQq12fgU80OZcJTpAEl80BYjW2OUByGo1LCCHtQlVVFbtnz85Ax89Llz7X9eGHZ3LNeczMzHTl4cOf+l5NHQcOfOA/cuTQIXVtb4n3MXLk0CEHDnzg35zHaCnp6anKkSOHDvnll5+9rrauxvYArYJt0VPH9/RolQD4d6K5StX4NYAAQJQ5AiDqAWppSvv6OCqPxmftayxJFCAaq8B6BKEpI9BcGQAx9sCOkmATQkj7sGPHu8Hff/9NwIwZswoAYOHCZRmiC5dxqM2LL77QNSgoyDxlytSSZj0QaRWNCoB4nn+x2vcrm601pM1xpBpucgAkt92eMrQQaotT2x9faHXNk8le0JdBFtDEfUTRZUkQGJVt/pGCdSbLPyGEEHcjSdJlXfre3t4tMMlTomEE7VijAiCO425sSqU8z//kXHNIWyO7yGNDnwHIUDRt0rtkD4BAAVCLsljM8JDZAgMPneuTIACAYNRDLlrQlGXGBEmAVXDNtcBobNeinGEgWq1g5TTVkRDSfkgSoLc6tY6jS2jlEJkmhgZlZWWy9etfDf/991M+VquViYyM0j/22PzMgQMH6wFAr9eza9eu6vznn3/46PV6WadOnYz33fdA9qRJk0tjYtaHffTR+6GAbTjX++8fPPfOO2+F5efnqbZufY//5ZefvRYvfjb6lVfWXXzjjde75Ofnq7p27apftmxVyrfffuV75MihYEEQmBtuGF20dOnKDIZhIEkStm17O/jbb78KKCjIVykUCrFnz96VCxYsSY+I6Gp++OGZXFxcrGdcXKznHXfc7HXo0NfnzGYzExPzetgPPxzzNxj0svDwLobZsx/OHjXqpnLH+/zqqy98du/eFpaXl6uOiupRNXDg4PK6zomDIIhYs2Zl5x9++N5fLpdL48ffXDh//rNZcvvfrt9//9Vjx453w5KSEjwsFgsbHBxiuvfemTm3335nsaOOzz77xO/DD/eF5ORkq318fC2TJ9+e/+CDj+bVPFZBQb788ccf5nx8fC0bN25O1Gq14o8/HtNt3bqlU1ZWpiYoKNj0f//339yYmPVd33//4LkuXbqa77jj5n7XXDOi9K+/TuvKysoUy5evSrr22usrdu/eHvTll58HFRYWKgMCAsz/9393595zz32FAPDLLz97LVz4dLSjDsA2fO3ee//T77XXNlwcMeKGiqVLn+sqiiLj6+tnOX78e3+Tycj27z+wfMmS5WnBwSFWAIiLu6DesOF/XRITEzx8fX0td999b07Trry6NfbO4Af8O+ytrstesm+TAMiurlmkrRArK9BJo0FZE/czqj1wsbICJTpds7SL1K6srAye9uGHHl7N0wMkmo1gBDOAxvcKWkUBguSatNWMVg2zKMIsijBVVUHj7e2SegkhpLVJEnDf19qefIms1Raj7+krVO65Wc83NgiSJAlPPfVYD7lcLr700muJOp1O+PzzQ/5PPfVYz02b3onr12+AYdOm9WGpqSnatWtfT/D29rF+/PGHgWvXru7Wp0/f87NnP5JrMBjYkyd/9Nu69b3YgIDAK56WiaKIzZtjOi9atDRVqVSLy5cvjnr88Yd7DRo0pOyNN7bwf/zxm+fmzTER1147onzcuIllO3duDTpwYH/oc889n9KzZy9DRka66vXXX43YsOG1zhs3bk567bWNic88M69HQECgedGiZekA8MILi7qmp6drlix5ISUkJMz8ww/f+yxfvqT7Cy+sTho3bkLZH3/85vHyyyuj7rrrnpxbbrmt6M8/f/d65503uzR0fi5ejPf09/e3bNr0TnxmZoZq/frXuhqNRvb551dkZGdnKRYvfiZ64sRbCxYuXJputVqY997bGbJhw/+6Xnfd9eVBQcHWL7447Ltu3SuR9933QNa4cRNLYmPPazdseK2rh4enMG3a9ELHcYqKCuXz5j3C+fsHmNevfzNRo9FI5879o1m+fEn3yZNvz1+xYk1yfPwF7Ztvboyo2cZvvvkqcNWqVxJ0Op3Qq1cfw6uvrun844/f+8+dOz+9X78BVb/88rPunXfe7GI2m9j7738wv3FXBnDq1EnfkSNHFb/xxmY+OztL+corq7u9+ebGTqtXr00rKyuTPfvsE1x0dM/KzZu3xuXl5Sk3bHj1irY5q7EBEKW+JrUSTLYkBiIra9LjqOyAcGz8bDcGDhyMB5qlZaQ25UVFkNuHhslVCgCuH0UgmGyZ4FiFBmIjV8Y1C65LhiHTKHHfmd8BAD8xgOtnOhFCSOth2tg87BMnfvJKSOA9Dh366m9H8PLMM4uyYmMveH7wwd7gfv0GpObkZKs0Gq0QERFp8vb2Fp58ckHWoEFDKry9fQVPT09Ro9GILMtKjp6B2sya9XDWkCHDqwBgxIiRpUeOfBa0fPnqNK1WK/bowRn37t3dKSkpQTNu3MSyzp27mBYsWJIyfvzNZQDQuXOE+bffTpX89NMPvgDg6+snyOVySalUigEBgdbk5CTVyZM/+7355rtxjl6rqKjueUlJiZoPP9wbMm7chLIDB/YHRUdzlfPnP5MNAN279zAlJydpvvzycFB958fb28eyevWrKWq1WurZs7exoKAg65133uzy1FPPZZnNZmbatPuyH3poTh5r/9s9a9bDOT/88L1/cnKSOigouPLgwQ+Cr7vu+uJHH308194uk15fJVOrNZeeKpaXl8nnzXs0OiAg0PT665uS1GrbYPj9+/cER0Z20z/33POZANCjR7SpuLhYsXXrlstWNB80aHDZjTeOrrDVVc5+880XgQ8++GjGHXf8X7H9mAXZ2VmqDz98P3TmzNmNDoA0Go2wYsVLaQqFQoqO7mk8depk0enTf3gDwBdffOZrNpvZF198JdXb21vo2bO30WDQZ7z00oqoxtZfn8bOAfrRFQcj7Y9oNtm+NjEAUtiHzBlpHaAWVVFagtjSEvhoNIhgATTDWqGi2QRYTWCUjg7hhpkF1yXDYGQsWJaFKIowGo3Q6agHiBDSPjAMsOdmPd+WhsDFx8dqAeDuu+/oV/11q9XKWCxmBgDuu++B3GXLFna//faJA3r0iK4aPHhY2aRJk4ubMtcnMjLq0g2FSqUWvb19LFqt9tJfOaVSIZpMZhYAxo+/uez06T88YmJeD8vKylRlZmZoMjMz1L6+vrX+MYqNPa8FgGeffeKyjG2CIDBarVYAgLS0VO2gQUMuGxDTr1//yoYCoKio7npHQAIA/fsPrLJarUxSUqKqX7/+hv/7v/8WvffejqC0tBR1VlaWOjU1WQsAoigwAJCenqa58cabiqvXeffd//b8AMCePbs6CYKVqXms5OREbc1heoMHD6sAtlzWxk6dwi+d28TEi2pBEJhBg4ZetpbGwIGDKz///FBwQUF+o8edBweHmBQKxaX2eHh4ClarlbG1LUkbHBxqrH4NDBkyzGXrdzg1OJ7juAAAzwEYDyAUwEQAUwGc5Xn+M1c1jrg/yWzvAZI17VJSKG3Do0xGCoBaUrnZjFcTefTmonFTc2XQkUQIhkqwniGNzgRnsppcd3wGUKpUMBoMMJlcWC8hhLgBhgE8FM3x+Kp5iKLIaDQa4Z13dsXV3KZUKkUAGDp0eNWnn371z88//6D744/fdN9++1XABx/sDXvppdcSbrhhVEVjjqNQyC974lbfcgzvvrs5eP/+PZ3GjBlXOHDg4Ir//vee/B9+OObz888/+NVWXrIP0d64cXO8h4fnZedeJpNJ/5a7PHGCXK5o8Ckgy7KXlXFkt1OplFJCAq+eN++Rnl27dtMPGTKsbOTI0WV+fn6WJ554tFf14zcUkPbr17/8llumFK5ZsyLq+PGjxWPGjCu37wtRbDjZg1KpuuI9MjUOKtozzFYPaKovB2ixWK84TvWy/6r+UtPPZ2M1+QkCx3GRAP4B8AhsqbGDYAukogF8zHHcra5qHHF/jgBIauJE8wB9GTb3G4SHPGkOUEsqL7c96NF5ejbrcQR9GdhGrowriiJMVteuB/VI5wgsi+4FY3aWS+slhBDSNFFRPQwGg0FmNpuYbt2iTI5/u3ZtCzl27DsfAIiJeT3s999/9ZowYVLZ0qUrMw4e/Px8UFCw6fjxo74AwDBNWWq9YR999H7YtGn3ZS9fvjr9nntmFA4ZMrwqKytTffn63f8es0cPzgAAeXl5yurv4bPPPg749NODAQDQrVuUPi7uwmV/XOPizjc4Vys1NVnrCB4A4MyZP72USqUYERFp+uij/YE6nbflnXd2Xnzkkcfyxo4dX1ZYWKAAcGmx8U6dOht5Pu6y47zyyqrOTz312KWhYjfeOKZk0qRbS0eMGFm8YcNrXcvLy1kA6No1Ul9z33Pnztbb5u7do40ymUw6c+aPy97r2bNnvLy9fSw+Pr6CQmELbMvLyy/lBEhLS2nS4oM9ekTrc3KyVUVFhZduMP/55y+XzX1zpgv1dQD5ACIB3Al7UgSe56cDOAzgeVc1jrg/yZ7F7VJWt0aSyxUIUKmgYyhVcUsqL7MtZ6DzbJ4McA6i0QCmkcParJLVZWsAOURrPNBf5w1zWVPTcxBCCHGlMWPGlkVEdDWsWPF81IkTP3klJyepXnttTfjx40cDHMPWsrKyVBs3/q/LiRM/eWVkpCm/+OKwb2Fhgapfv/6VAKDRaMSqqipZYmKCymKxXHV6an//APOZM3/oeD5OnZBwUbVhw//Cfv/9Vx+LxXLppkSj0Yj5+XmqrKxMRc+evY2DBw8ti4lZF/Htt195p6amKLdtezv4k08OhHTq1MkEAPfee39uWlqq5tVX14QnJiaoPv30oN9XXx0JrLsVNkVFRcoXXljUNT4+Vv3ll5/7vP/+e2F33PGfPJVKJQUFBZuLi4uUx459p8vISFN+9dURn5iY9REAYDbbhg/ee++MnF9+OeG7a9e2oJSUZNXhw5/6fvvtV4EjR44qrXmshQuXZpjNZmbdupc7A7ahhykpSR7r1q3tlJiYoPr66y989uzZ1Qm4sofHwdvbWxg3bmLhvn27Ox069LFfcnKSas+enYHffPNl4NSp/8ljGAY9e/Y2qNVqcefOraHJyUmqU6dOem7f/k54XXXWZvLkO4p1Om/r0qULI8+fP6c5deqE51tvvdG54T0bx5m7z7EAVvM8X4orB/i/A6Dv1TaKtB0GSUS+yQiLskmBPRiVbWq6nLLstyiP5GS8N2gYxgrNe+IFsxGM2LgASBAEl60B5ODoaLfo9S6tlxBCSNPIZDLExLx9sUeP6Ko1a1Z0e+ihGb3/+ees17JlLyY5hrctXboyrX//gRVr166KnDHj7r7vvbej0/33P5g5depdxQAwYcLNJT4+vpaHHprZ559/zl71E7ylS1emmEwmdu7cB3s9+eScnqmpyZrHHpufVlFRLk9PT1UCwJQpdxZkZKSrZ8+e3kcQBKxduz75uutGlsTEvB7xwAP39v32268CHn/8qbS77rqnCAD69etveOml1xLOnTvr9dBDM/t8/PGHwXfddU+DaZuHDh1eKpPJpMcff7jXm29uiLj55sn5jz/+ZDYAzJw5O3/EiBuKX311TbdZs6b32bt3d+gDDzyUFRAQaD5//pwHYJvPNG/e02lffHE4cNase/vs3r2908MPz03/z3/uLqp5rICAQOvDDz+WeezY0YAffvhe16tXH+MLL6xK/OOPX30eemhGn927t4fdcstt+QCgUCjr7HVbsmR5+q23TsnfsePdTrNnT+9z5MhnQY8+Oi/9oYfm5AGAl5eXuGjRsuSsrAzN7NnT+8TEvN7l0UfnZTQlAPLw8BBjYrbwcrlcevLJOT1feWV15H//e29uoytoACNJTetV5DiuDMBMnuc/4zhOBsACYCjP82c4jpsC4D2e531c1cA2KlkQxMji4iqXVyyXs/D19UBJSRWs1tYfArx06UJ88cVh3DXjcfQZ3vjRj+bMBAz8fj8qrFYM2bW3GVvoHHc7z67y6eIF6FNYiEwPNa6fMbHZjsMq1fDqfR3MSt96M8HJ5SwUWuCnpN+RX1FcZ7mmUq3ejS4yBcrHjcPQafe5rN62qr1ez+6IznXLaK7z7OfnAZmMTQHQzWWVOun06dM9WVb2dVBQp0qlUk0TZonL/fXXaa1cLpf69RtgcLx26NDHfhs3rut69OjPZ+RtcB09s9mozs/P8hRF4eYhQ4bE11XOmR6gnwEs4Tiu+jg8ieM4FsBcACedqJO0USZ7FjeFomk9QDKV7QGOimVhsbguAxipn2Swfcax6qYtXNtUotkEyWKqdxKqgyAJLh8CZ7UvV2YxGBooSQghhHRM8fFx2meeeYL79tuvvDMz05UnTvzktWfPzrDrrx9Z3BaDn6Zw5t0thi3ISQRwHLZhcAsA9AbQHcANLmsdcXsGgy0AkiubdkPNqm0BkJJlYTTooVBQquKWwNoDVlbdtIC16SSI+nKw3mH1lmIY2yKorg6ABHvgZaUsg4QQQkitpk2bXlhUVKjYsmVTl5KSYoVOp7PecMPo4nnznm73GYSaHADxPH+e47ihAFYCuAm2lRTHA/gRtqFx51zaQuLWJhiNuLVXXxQZm/aknVX9O4TXVFUJL1qrpUXILBaAYaHQNncABAiGciikhoamMBBE188BElnbUoGCkdJgE0IIIbVhGAbz5j2VM2/eUw3OVWpvnOrf4nk+AcB0F7eFtEH+EhDk4YlyVtZw4WokuQKZRgOMgoD+ehqm1FLkVgFQsFB6aJr9WILJCKVoBlB3hkCGcQyBq3Nxb+eOzbIQrBIEi2vTaxNCCCGk7XN2IdRuANQ8z8dyHOcDYA2AzgAO8Dy/x4XtI25Obk+iwTQxCxxYFstSUqCvKsenjZgnQlxDZe+RUTdzGmwAEM1GMIIFDKNAXblWGIZpliFwR3VKrPzuJzx1w40urZcQQgghbZ8zC6HeDCAOwGz7S2/DtihqOIBdHMc96LrmEXfniKAdaa2bQmGfN2Rs4vA54rzkqkrEV1ZA6928C6ECth4gyWKqcy0BB4tgRVOzUTZEYZ/j5EjSQQghbZAIQJIkiZ4SEtJI9v8vEmz/f+rkTBa45QC+BfAi9//t3Xd8HGed+PHPzPZVL5Z7i8skcXCcOAkphAAhJIHAAUc9ONrRkuMox1EPyN3RDzh+4YCjhHr0o7dQE1JIt+Nuj4tsy7KtXrbv1N8fM7JlW7Kk1eyuZH3fr5deknZnn3k0O9qd7z7P8/1qWgPwAuDjuq5fCnwceFsJbYpZKuJf3CqxqY8ojGSOKxZlnUYlGIbB5w/s40N7dtKwqLXs+3MtA9fInzUTnKJA0Q7++Y9EvWl3EgAJIWaxLtd1TcMolH/IXohzhGEUkq7rmsBZ1zWVMgXuYuB5uq6nNU17id/Gj/37/gi8s4Q2xSw1EgCp8fiUH/uWtjZa58/D6jwCGzYG3TVxmlRqGPCmndVEI2CXP/24nUuhNJ4tAFIoWsGv01ll2PzLqrXEjwdWM00IISpq48aNqU2bNn07lRq8FWiJRuM5RVGCHS4X4hzhuq5iGIVkKjUYdV3naxs3bkyfbftSAqD8qMfdDHTrur7N/30BMFRCm2IWci2L8EgAFJ36B1SN4TBt4RD9mUzQXRNjSKVSANTX1aLgUol3UTufIcrZ1/cUrOBHgBoduKSpmYO54IsRCyFEBX3Mti2GhvpfpShKEpDpcEKMzXVd13Rd52vAxybauJQA6AHgXzRNawZeAnwDQNO0jcDt/v1iDjALBfqKRaKqippITvmCemT8wZJilRWRPtTOty+5nAHHxrWDTTowHsfIo9oGMHadKKcMRVAB3Ij30qZYlfk7hRCiHDZu3OgAH9m0adMdrstCSlu6IMRc4ADHJxr5GVFKAPQO4DfAd4FdwEf8238D5PAKpYo5wFTgtu1PAPDheC32RCVfTmMp3uu4FKusjFz/AC2hEDEFqMj4j5cIAdtAUaNjZoKz3OBrAMGoAKhCgZ4QQpSTf1E3qQs7IcTESimEelDTtHVAm67r3aPuej7whK7rsqJ9jij4gYuiKKhqGNuZWgRkKyrgYksShIooDA0CYEyQlS1IjuFlglMT9dhjRMgOTllGgPCTIKjlaFsIIYQQs1pJQ6m6rrunBT/ouv4wEPbTZIs5YCQAisXi49Z5ORtL9U4/R0aAKsLwkyBY4crNoHBtC6eYGzcTnOM62G4ZgpSY99lOaIpBuRBCCCHOfVMeAdI0bTnwZeA6xpvYD6HpdErMDrmOw3z0/IsYdB2cEiIgWw2BY8sIUIVYaW/2hBMuqf5xyezsEKGWM29XFG8KXDlGgBS/xpTqSMIkIYQQQpyqlCuhzwJXA18BrsFb9/MQ8CzgScALp9KYpmltwGeAm4AEcC/wLl3Xd/n3bwDuAC4D+oHP6br+6VGPV/GSL7weaMJLwnCbruv7R20z7TbEmczUMGtqa+kyDQZLuNDMhSIczQ5TDLgIphibk8t5P/jTwyq230KOiGNy+oCzoijYjo3lWMHvNO79jSE5t4QQQghxmlLmwlwHfEDX9bfhZYAr6rr+Hrzg4l7gb6bY3i+BVXgptS/HS7P9J03TkpqmteDVFtrrt3878GFN01476vEfBN4MvAG4Cm91912apkUBgmhDjM3IehfUJkpJS+ofqW3hHTu3cqCuNtiOibH52fbUeGVPa9sojFtzyHadsiRByM5v5hWbHuE/B3oDb1sIIYQQs1spAVAtsMX/eRewAUDXdRv4AvCMyTbkBycHgTfouv64ruu7gQ8DC4F1wBuBInCrruu7dV3/Bt4I1Hv8x0fxCq/eruv6b3Vd3wq8FFjMyZGoINoQYzDzXgBkl7ioPuJPUyoUJA12JfRbJnsyaaitbFFxxyiAVTxjHdDJEaDgA6BwLILpuifWqQkhhBBCjCglADqOV/AUYD/QrGnaQv/3AWD+ZBvSdb1f1/WX67q+E0DTtPnAvwCdeMHVtcB9uq6PniNzt7ep1oYXfNX5t420OQRsBp7q3xREG2IMth+4WCUGQOFIDEAuUivk3kKeD+3Zib18wcQbB8guegGQopweAIHhmGUpyRqKerN7i0U5t4QQQghxqlLWAP0GbwpZp67rD2qa1olXGPXfgNcBR0vpiKZpX8GbglYEnqfrelbTtCXA9tM2PeZ/XwYs8X8+MsY2y/yfg2ijJOEyZNsKhdRTvlfTSPICW1XHzfJ1NpqR48YL1zM8MFiWYzUdM+k4ByWdTgHQkIyX9HyVzsUpZIg0LGJ0DBQOqxh5AwBFVQKt7hdT4C0rV5EIRwiFlDOCr7nmXDyfZyo51pUhx1kIMR2lBEAfwltL8x/AM4H3A98C3u7f/48l9uX/4WWXuxX4uaZpTwGSeAHRaCMf6cb9+xlnm2b/5yDamDJVVWhqqin14ROqr0+Ure3JCvnrOpxQiGRi6utKasIhliWTtNtWWY/VdMyE4xyUkQCopbGWeAnP13SEzCw1NREUNX7K7U7Gm/4WiwWbmMGpSXBxyzwAGmoihGKxQNufrc6l83mmk2NdGXKchRClKKUQaj/w5JFpb7quf1fTtMN4yQMe1XX93lI6Mirr2xv9tt6ClxDh9CuXkSuorH8//jb507bJ+j8H0caUOY5LKpUr9eHjCoVU6usTpFL5MQtLVlI2XyRqWZjxBHn/k/ypsFTv9FMsm8HBkg91Wcyk4xyU/1iwBGf+IiL5IoUSnq/pcDIZlFQGwz35khOOqGT8dWTFookbYMpqc9QIV/fRXhJNTYG1PRudi+fzTCXHujLKdZzr6xMyqiTEHFByQRBd149rmnY+Xtro47quf2qqbfhrcK4HfuQnUUDXdUfTtF14SQiOAItOe9jI70eByKjbDpy2zVb/5yDaKIllle/Nz7adsrY/GYdbW3nnlsd52jNv4WklXLy64ZFaLdX/W8YzE45zEAq5HE0R71SvrU3iVLg+jlXI4ZpFrFET3VzVxbC9pXmu4wbaJyUWwXZdQopCZihFpK4hsLZns3PlfJ4N5FhXhhxnIUQpSvqYQ9O0f/BHfXbi1czZq2naIU3TXj7FphYB38NLrT3SdgS4FC8Jwn3AtZqmjS6sej2g67regxegpICnjXp8o//4+/2bgmhDjGEkeUEkWtr0IsWflhSWWi1lN9zTfeLnZG3lp4w4xQLuaZngHNfGLkcNICAUDmM43kVRMZspyz6EEEIIMTtNeQRI07S3AJ8Dfg78K9CDlxXu5cB3NE2zdF3/v0k2txX4PfBFTdPeAAz6bTbhpaouAO8GvqZp2n8CV+CtNXozgK7rRU3TPg98UtO0XuAQ8Cm8UZ+f+vv4egBtiDGMpK+OROMTbDmOiHchHpb4p+zSPT0A5GwbVVEoQ+K1s3LMIq6RR403nxjpcXAw7fIEQIqiYLoOCUIYEgAJIYQQYpRSpsC9Dfi8rutvPe32b2uadifwb8CkAiBd111N014KfBz4IdCIN+pyra7rHQCapt2IF3BtxkvB/S5d1781qpkP+X/HnUACb8TnRl3XDX8fPdNtQ4xt5fEuPrD2AgaN0lINKzEvcApX+mp8Dsr295EACq4LZai7Mxl2LoXauOTE747rlKUG0AjTP62K2Zm1vkwIIYQQ1VVKALQE+NU4930feMVUGtN1fRi4zf8a6/7H8JIijPd4G6+o6XvOss202xBnqs3nWV7fwCZKTDEcS9JvFBmyq3NBPpfkBwe8AKiK2aDtXJqQ6z3XigK2a2M5VokTcSdm+oG1kQs+GYkQQgghZq9SLj0ew1tDM5ZLgG2ld0fMJurI9KVoaSmVzeb53LrtCf7twN4AeyXGUhwaAsCsYnYjx8ij2n7dH0XBcmysMga/dwz18PebH6XQ2lq2fQghhBBi9pnUCJCmaU8d9ev3gc9qmlYH/AjowluzcxPwVuBNQXdSzEyqn3rUjZSWBCES8QKnYqGAtyhlbherLKe0aTKcTmE2VS8bml0sgG2gqFEURcF2vBGgMKGJH1zK/iIRio5D0Ti9xJcQQggh5rLJToH7C6cum1bwCpa++bTbAH7AJNcAidlN9bNsKSWOAIVHBU7FokFMilWWzZFohC/ru3jJc27glir1wTEKuGYRNVGPooDlWFiOXbYAKBLzzstCQQIgIYQQQpw02QDo6WXthZiVQo4DqgolZoGLhMN8+Px1RFWVwvAgsbYFAfdQjEilUgDUJatXNd21LZxCFrWmDQDDMsu6v6tiCW5YsQr1SEdZ9yOEEEKI2WVSAZCu6/eWuyNi9hnJ3qaUGACFIlFW19QSUhQK6TQNEgCVTTrtBUD1Ncmq9sPODhPyl+QU7fKOzJwXinJh6zy6BvrLuh8hhBBCzC6TWhGtadp9mqZtmErDmqZdpmnaAyX1SswKtuNiuy5KtPRRhZFilYV0OqhuiTFc09vL/6y/hMWF8o66TMQuZlEcLxFC3ixvAOT4CR/sokyBE0IIIcRJk50CdwfwO03THge+A/xS1/Uzcsv6iRFuxEuEcAnjpLYW54Z/O9pBb28P/3LLqyl19U7RdUmAFKsss5hl0RKNYcdKW68VFKdYQLVNTDWCaZe3zJYdUsFycIxzp5yXa9sM/ukPqPE49Vc/BTUSqXaXhBBCiFlnslPgfqJp2r14BUPvBMKapu0CDgJZvAKmS4GLANPf5pW6rneXo9NiZsjn8wBEYtMYAXK9aXTFjARA5RRzHAipxOuqPAWumMc1i7iRGGaZC7K6IRU4twIgJRTC6u1h6C/3kNuxnYW3/ROKItkThRBCiKmYdFEQXdf7dF1/K7AceBuwFy/oeTLQAuwG3gAs1XX9rRL8nPsKBS8ACkdKWwMEMHJpKiNA5RX3kzQmaqsbADlGEdfM4you1kgdqXLtK+xnlzOrO+0vSKGQyoKbb0IJhcg8sZn0gzLLWAghhJiqyU6BO0HX9X7gy/6XmKOK6RTvXrkaw3EIhyOn5EifCtO/MDey2eA6J07hOg41qvdZR119bbV7g5NL4TS2YjnlDoDCQPGcCoD+cNev+PqXv8jT4jVcl0gycNdvqLvqGhS1egVuhRBCiNlmygGQEAC5oWE2NDRiuy7t0TimU1o7WRSGTAPTPHemKc00+eFhVH+aVG1jtQMgsAs5bMfELPcIUMQbAVKs8u6nElIPP8iBX/+Sb993DztTwxxQVS67+FLo6qKg7yZxwbpqd1EIIYSYNeRjQ1GSvJ9Wueg4qKHSF2L/0Anxxq2b6WtqDqpr4jTD3V0AFB2bmkR1kyAAuLaJbXtFUMvp8LwG3rBlE/fXVT/om66B++6lpquLVTW13HzpZaxavJQH+7303unHHq1y74QQQojZRQIgUZJixktbbboOjlvqBDiIRL38cSPriUTwMuk0e9IpDhUK4JY4VBcgx7KwHQOzzFPglGSMYcskO8vTYDuGQX7fXgC6olHe/twX8KGX/h2PpYcBGHj4IVyn+s+rEEIIMVtIACRKUvSTFpguOE7pAVDUL6I6klFOBC8TDvEhfRdfTQ3ATLhQdmxMy8B2yzsCFI56I5PFYqGs+ym3rL6HkOvSbxR55tVPIaSqtNTVc+G6J9GRy7GzkIdZ/jcKIYQQlSRrgERJipksCcBSphcAXao4/I12IcrhjuA6J04xPOyNFDTMlKlgikLRyHnpm6cxejiResvhtUuX05Sf3SNAB++9hziwJ5fjptVrT9x+yxVX8srP/ieO63LlQB+LFy+rXieFEEKIWWRSAZCmaa+aSqO6rn+7tO6I2cLIZbwACKXkDHAADarCBXX1HJQ02GWTSnkBUF1NTZV74lHDEfKFDApM69yZSBx4xvyFDJcxyKqE1J7dxIFQ2zwi4ZMv2W0NjVy6ajWP79/H73/3W173D2+uXieFEEKIWWSyI0DfnEKbLiAB0DnOzBdwXBdrmul33bC/KP8cSlU80yR37OBL6y+lYxr1mgKlhsgXcyiujVvOWbgx79wqPUl79bmOQ30uB6rKwvNWn3H/Uy64iE3797Hznj/jvOofUCOlJyQRQggh5orJBkAry9oLMesMtLZy26ZHuOyyK7llGu04Ee8iVTFnf6rimcrNpGmORumNzIwZr244TNEYAseGctavSXjBQMSvNTUbdR8+REcuy8J4nLWrVp1x/9XaBaw42M6ieILurU+w8LIrqtBLIYQQYnaZ1BWRruuHJ9ugpmmz92pDTNpI0oJwPDGtdtyIlwVOKXNNmDnNf66UePVTYAM4oRCGWQBslFAZ+xT3zq2IouDaNkooVL59lcmmXTv4wJ6drFu7ljtCkTPWTDXX1bEHWATsu/ceCYCEEEKISSjpI2FN014GXAdE4cTHqypQA1wFLAmkd2LGyudzAMRi05tW5fppsEP2DMhOdo5S/DTQ4USsyj3xOOEwplHADeG9gpTLqJpHTrFIKJks487K47HHHgHgsgvXjZ8wor4BDIN8+4EK9kwIIYSYvaYcAGmadjtwOzDsP970v+YBDvDVIDsoZqa6zk7++bw1FKcZuChRbwQpNBPSM5+jQv76qkhyeqN1gVBVHAVMy8CxHUKJhrLtKhSP4rguqqLgGkWYhQHQzh3bAFi3bMW42zQvXgwHD1KfzeK6rpddTwghhBDjKmUC/quB7wDNwGeBX+m6Ph+4HOgHdgbXPTFTxVMprmxuoXW6C8zjCQq2jeGUtybMXBaxvWMbr6l+AKSGIliui2kZuJaBUsbCrOFYlIL/t9uF2VcnJ5fL8a6aOj69bj2r6+vH3W7lqtU4rktLOMLhndsq2EMhhBBidiolAFoM/K+u6y6wCbgaQNf1TcBHgdcH1z0xU7mm4X0PTS/rVLplEa964jHu6OsJoltiDDF/6lS8rvojIEo4jM1IAGRBGYuhRmIR3r1rO2/augmlsbFs+ymX/VufoDESZUk8QVPd+CNlsUSSfj/Q2/vA/ZXqnhBCCDFrlRIAZTlZvmMfsFLTtJGPlrcgGePmBHckbXVkeos4olFvDdFIUgURvOPFIp35HDX11S+EqoQiWDjeFDjLhDImv4hEI/QYRQZNk4Ix+9KsH9m8CYBhRcGZIEtiMeat7xrU9bL3SwghhJjtSgmAHsWbBgdwALCAZ/q/XwDM7rLrYlJG0laPJDEoVSQ2EgDlpt0ncSbXdfl3fSf/vHMb9a3lW28zWWo4jOlYOI6Na1u4ZQyAQuHwifUwxeLsmwI33L4fAKMmiWuffaRMmT+fHx49woOdHZXomhBCCDGrlZIF7mPAnzRNa9R1/bmapn0H+JamafcANwI/C7SHYkZSRy7IotMbAYqrId67WiMeCuGYBuo0R5TEqbLZLLb/XNUlYnh5SqpHCUcoWCc/I3HNwvjZzaa7L0XhWQsWsiAcIX/wIMxrK8t+yqavDyJRYi0tE266RLuAn/zypyiKQjaboaam+qN9QgghxEw15REgXdfvAy4Dfujf9Bbgx8D5wP8Bbw2sd2LGCp0IgKaXBjsUT3JpYxMX1tVTSGcC6JkYLZUaBiAajRILV78OjhqKkDdPjsY4ZhG3jBkAr2xs5jnzF1I8drRs+ygHx3GoN7x1do3zF0y4fVNtLfObmnBdl927JQ+NEEIIcTYl1QHSdX0bsM3/uQC8MchOiZkv5DgQCqHEppdZLJpIYjoOEVWlkBoi2dwcUA8FQGrXDr60/lI6LaOs080mywmFKBRGjQBZFq5jcbKcWLAMv1krly1L++Vy/Pgx5vmjoU3z50/qMZcsWkqvA/s3b+Kyy55czu4JIYQQs1qphVAbgGfgFT49YxRJ1/VvT7NfYob7wvAAnYcOctsNL2I6K0tUNURxJABKpwPrn/Dk+/tpjkZJKZRtqtlUOKEQlmWc/N32EyEoUZhuSvUxWCMB0CxLsnFg/z4OZtIsq29gXiyOPYkkDs+tq2feGo0Hdu6oQA+FEEKI2auUQqg34011Gy+nrgtIAHSOy+XzFB2HcLxm2m0VXZdaoJiRAChohcFBagAzVEq+k+A54TDG6DVAtoVrmShlWvtlqd7fbc2yOkAHD7Xz2fZ93PiM67l4knFhtLER+vpQeiSlvBBCCHE2pYwAfRzYDfwz0Em1V1WLqhjJ2haOTC8LHIDhj0wUM7IGKGhGKgWAMwPW/6CqOKqCOWoECNfFMYso0fIs2jdVbwjImWUBUHv7AQBWLl6CY04uhXfzgoXYfX20OA5DQ4M0NjaVs4tCCCHErFVKAHQ+8De6rkvFvTnsNa1tFBubmX74A4b/CbchAVDg7Kx3TJ1ISbNdA6WGIpiue2oAhJcJTnHL8zmK4498zbYAqOPgARRgxSTX/wDUNLeQApYkkuzbq3P5FVeWrX9CCCHEbFbKVdFhoD6oDmia1oyXWvsWv91twHt1XX/Av38DcAde5rl+4HO6rn961ONV4Hbg9UAT8ABwm67r+0dtM+02xEmWaXJ1o5esYG84ynSX1huKguE4FKUWUOCcnHdMlVj104sr4TA2YwRAtoXiWEDwo1ROOAwO2MXZVZ5sYybHOy+9glBvH9RNbiQnVFuL47rUhsNs3bVTAqDTWEOD9P30xxQOHyZ+3nm0vuBFhOsDeysTQggxi5SyMODjwO2apq0IqA8/AK4EXgZcDmwG/qBp2vmaprUAfwT24gUvtwMf1jTttaMe/0HgzcAbgKvw1iDdpWlaFCCINsSp8qmhEz+H4tOfunRn3uSVmx9laN68abclTqX4Ix9qvPqnshqOYOFgmqcGI65tgWOfKFoapN2JMG/fsYWDK5YH3na5DA8P0agoRFWV+tq6ST9OCYXI+WueBvfq5ererGSlUhz55MdJPfhXjKOdpO6/j87//Di2jDoLIcScVMoI0CuAxcABTdN6gdM/tnd1XV81mYY0TVsN3ABco+v6g/5tbwNuBv4OyANF4FZd1y1gt6Zpa4D3AN/wA5R3Au/Wdf23/uNfChwDXogXXL0xgDbEKPlhr7aM7boo0TiY05u+FPFTaWezsytV8WwwbNso+Ryh2oXV7gpKKIJhmzinTXdzbQvXNlEiscAT1Tk1cY4VCqQmuY5mJjhy5AhtMW9yaWwKARCAnUhALkfxWGc5ujZr9f/ip5i9PWRCIR6PRrjaAbqO0/OD77Lw9W+qdveEEEJUWCkjQJ3Az/Eyvd0F3Hva131TaKsPeA6waeQGXdddvKIgzcC1wH1+4DLibkDTNK0N2ADU+beNPH4IbxTpqf5NQbQhRsmnvGxtRcfBDaB+SyzuBUC5WVarZTa4yyzyzzu34S6q/uiaGj61COpJLq5RgDKMAEXjXiCRy82e6ZVHOztoi3r9VuJTKzQcWbaMO9r38fv2AzhlLDA72/y+kOf3PV38+7Yn+OL9f+H2Jx7DdV3Sjz6C2dtb7e4JIYSosCmPAOm6/tqJt5p0W0PAb0ffpmnai4FVwO+BjwLbT3vYMf/7MmCJ//ORMbZZ5v+8JIA2ShIOB596OOQv6g5VMa2xmfUCIMN1cQFVnd6F68ZwiGev1qg7fKgsx6wUM+E4ByGd9rLANdQkpv08TZcaiZC3hk+Jc0amvTlmkTAOBNzHllCYly5awtKu4zPm3JpI9+GDrAx7L81qLIprTz6QWbx6DY+mhjEti+7uYyxd6r2EnSvncyl+97vf8l9fuAOA5z3v+Tx/xTK++c1v8vmDB1CWLeWO1uZAz425fKwrSY6zEGI6SqkDdLagwAEyfmAzZZqmXQN8HfiFruu/0jTts3jT10Yb+Qg5zslaRGNt0+z/nAygjSlTVYWmpunXyBlPfX2ibG1PJOQYOIABxGJhItOctjQ/EmJjYxMd6XRZj1kpqnmcgzASALU01hJPVHcdUCgRx0r3EY6cmexAxSGkukSiQeQVPKk5EuYZi5aQGk7NuHNrPLnjRwEwwmHi0anPUl65cBF7j3Rw/HgH69dfcMp9s/18nqrBwUE+8YmPAHDbbbfxL+98B537d7NqYQPv+8hnyG55gu9+9xu84x3vCHzfc+1YV4scZyFEKUpZA3SICUq2a5o2ANyh6/pHJtuopml/A3wPeBh4uX9zHs7ItDwyJyTr34+/Tf60bUbmUwXRxpQ5jksqFfy0m1BIpb4+QSqVx57CJ8NBGurppwawgGzOmGjzCVmqdxpa+QKDgzNjGtxMOM7T5RSLfKh1AenGFmJAIT/952o6Qg4UCnks0z5xm6IohMIqVrGIahiYTgg3wIVAth9AqLY9Y86tiaQ7jwIqdjJBvoTn7Or581ldNNj+6CauuOIpwLlxPpfiJ+9+H29ubuXR5lbe/Oa30HOsk2Mdh2htauY1L30hX/j6d/jCF77AzTc8m/mLl0zc4CTM1WNdaeU6zvX1CRlVEmIOKCUAejXwFeAvwPeBLqANeBFeKusPA7XABzRN69d1/X8malDTtLfgpan+KfBKXddHRmOOAItO23zk96NAZNRtB07bZmuAbZTEssr35mfbTlnbP5uhphZu3fwoF15wEc9zpn+x6vrFVF3DrNrfNJ5qHufpyvf10xSJUBsKUZNM4ATwXE2LqmKYxmmJDrxfHMvEsUzcUDzQfo6k/w677qx5Hjt6e3gkHGHDmjUlHYvr1Ag1y1Zwl66f8TfP5vN5qlKpFI1HOllY38iKa56C4tr0HevEMr3loFduvIRH7nuYZyohDt/+IZq/+BUUNbgL37l0rKtJjrMQohSlvNq/HPiBrus367r+bV3X/6Dr+nd0XX8+8FVgo67r78ILhG6dqDFN024F/hv4PPDSUcEPeAkVrtU0bfScmesBXdf1HrwAJQU8bVR7jcClwP0BtiFGyRfyFBwHJza1BdrjcaNeO6o1ezJ1zQbpnm7vu2VRV+Xpb0oojK2AYY1fj8cx8oGnwlaSXnAdCTq9XJkYhsEDHYf5zIF9tDz5ySW14Sa9Wb1m1/Eguzbr/P6732JhLIbpulz2ildSyKZIDw2euF9RFG6+5VloNXXUWha9W56oYm+FEEJUUikB0NPwpqqN5ad4wQV4xUTPmg5b07S1eCM/P8OrL9SmadoC/6sBbz1QPfA1TdMu1DTtNcDb/W3xg6XPA5/UNO15mqatB36IN+rzU383QbQhRhnJ1hZPJCfYcnJcP5AK2fYEW4qpyPjZrXKOg3r2Watlp4QjWO6ZNYBGc00DxQ32HFBqvPUBIUXBtaZbsrf8jh7txHVdkokE9SV+wFDT7C1dTObzGEZ1pz1Wi+u6HL3vXgAKbW1EahIM9XVh26eeA2vXrGKv7X3wsuNnP654P4UQQlRHKQFQP3DxOPddjDeaAt40uIkm3b8IbwraC4Djp33d4Y/Q3AhoeGmpbwfepev6t0a18SHga8CdwF/xlqbcqOu6ARBEG+JU0Y4O3rz8PJ6knrmYvSRxb3F6WObLByrX3w9AQQGqnBJZjUSxcM8+AmSZ4AQbAKnJk8v/nMJYKbhnliNHOqgLh1m6ZAlOicFLbUsrAItjcTo6DgfZvWnJ6XsYuufuQNd4jWfvXp2V/jm/5LqnYxt5MqMKOI9QFIXwaq9IbvxIB7Z8CCOEEHNCKWuAvgv8h6ZpJvBjoAdvDdALgX8DvqRpWhPeKMvDZ2tI1/WPAR+bYJvHgKvOcr+NV9T0PeVsQ5wUHRjgGfPa2BlQe4ofAKmuBEBBKgwNEgWMKqe/Bq8GkOlYZ3wCP5prGeCYKOEIbkDrgMKJGIbjEFVVnGKBUG1tIO2Wy9HODr60/lJQVUy/4PBUherqAViaSHKwfT+rV68JsoslCYdVhu76DZkd2zH7epj34peVdX93/+YXPN0vIjvvyisp5jPkM+kxt115zZMxvvcLWsMRtt/9RzbccFNZ+yaEEKL6ShkB+gDwA+C/gA68dNEd/u/fBd4P3Axc4m8rzjFu0fsU3w1HJthycnLzFvHyTY/w750dgbQnPGbKu4C2wwGN1E2DEo6QM/Nn3cZ1HG8aXIDrgKKJGB/cs5P37ttNuKExsHbLZfDIESKqSghwldIW5Idqa3FwqQ2H6dy3N9gOToHrOFipFB0dB/nHW9/IN+/5MwCDv/8d2R3byrdf16XroQdRFQWjoYF4Wyupwf5xC8NGkwmO+3WA9v3hd2XrlxBCiJmjlEKoFvA6TdM+CjwdaAU6gb/qun4QQNO0u4DFpyU0EOcI1/Sm5riRYBbWx+K12K5LLjs70hTPFhnLIpfPUaivfv0bJRQhb479CfxojpFHTTYGtt9oPMZBf82aoyhUPxQ8u4KfuMCIRkuetqiEQuTVEDWOQ6r9wMQPKJP0ow/T9c2v8/Ou49x7yOtHwrF5zvyF7P3SF9nwuS8GmnVtxJEjHRzp6WabonLNs5+DYxnk0mcfTQstXwwHjxLuPIplWYTDpUyOEEIIMVuU/Cqv6/oBTk0bPfq+wbFuF+cI08/WFlDRymjcW6iez+dwXQelxE++xan21tby1Z3beNktz6p2V3DDYQq5idfgOJZJyLUpbXD6TNH4yXM0n89TO8OnwDmDAxCO4tZML2jtX7iQj/zpdySWnq1udXkN/PEPYFnki3nOW3kBL37+69m9/WHSfe3UFeDhb9zJVf/wxsD3++CDD7B5eAh1zVpe8qKXYBZT5HNn/3Bl3sXr2L59D4/097Fs6xNs3Hh54P0SQggxc0wqANI0rR14ga7rWzVNO8jZC6G6uq6fNfubmN1Uv44GsWAqcMeicf5p5WoSIZVM/wB1ra2BtDvXDfkpfxtrqz8CZIfDGGfJADfCtQywLVBjEMBi+XAkzNUtrSyOxUnt30vthkun3WY5hbNZaIgSqaubVjuty1dwIJslfuigP/Wrsh8qGF3HMQ4fwnZdNpsO73jbf1BTU8fq89ax94f/xcZCiuF77ib38leQTAZ7fj700AMAXH31UwiFVHL5LEbh7NMvleZG7mup5949O1l4318kABJCiHPcZN8V7+Vkdrd7J/i6L+A+ihlG9ReyK9Fg6gCFozGuaGrissZmsgN9gbQpYHDQD4Dqqh0AKTihyQVAjmXh2iZB5W1QFIXrWtt48aIlFA4dDKbRMjFNk1o/VXeiqWlabS1sbCISDlMoFDh+/FgQ3ZuSPj8F9dbhIW587qupqTkZ0K189muxXJfz4nF++j+fD3S/pmlwcMtmGsIRrrrqGhTFJT08MKnHXnyBBsD99/8l0D4JIYSYeSY1AqTr+mtH/fyasvVGzAphx4UQEFAdIEVRKDguMRXyQzJ7MijPGRripnXrAy8uOlVKOIyFg3mWFNgnuC6uUYBYHWcfaJ48w//zjfTEa5Cqqaenm3n+tNKaxukFQKrr8qIV56HmCxw82M7y5ZWdCtd7/70kgJ0u3LLhqafcF6proqttGQ9tfYj79d08/03/GNjUxK1bt/CcphaevuYCWg4dwlmnUchmJvXYdeevYV4sTlP/AEeOdLC0itMHhRBClFdJ8yI0TavTNG2x/3NU07R3aZr2OU3TnjrRY8Xs98X+Xt60dRPZBcFdIBT8Bd+FVGqCLcVkNbsuyxJJapPBBKqlGqkBVDQnV4fHMQuoARZENf3hJHOGJ9no6jrOltQQ2wt5QtOcAgfwgsZm/mbhIo7s3RNA7ybP7O0lkc9juy6Lr7kRdYx6YbU3v46H1TBd6WF+8Yvg6k1v2vQY6/w04Illy7HMIsV8blKPrQG+8KQNvGv1Wh68+4+B9UkIIcTMM+UASNO0K4DDwD/5N30O+CTwSuBuTdOeF1z3xEw0mM0waJqEk9O/SBsxMjZQTJVW+0ScyrVtEn4yibrG6k6BU8NRLJxJTYEDcEwTggyAQt5xsHKTuxCulq6u4/zs+DH+EIsQmmYSBCUcJueP/A3t3x9E9yat/e4/AbAvm+GiDdeNuY2iKDzr+hcA8IMffGfcFNVTdeCJTbTF4riKQq22FrOYpzjZArjJBJlwCFVROPb4o4H0RwghxMxUygjQR4E9wJc1TUvgBT5f1HW9Gfga8K8B9k/MQFn/k/RIQGuAAAz/Yq04w6cpzRZW5uS0n/qG4ALVUijhCAXLwJ1koVsvEYKJEtBCIMuvg+RMciSgWkbW6ixsa8MuGtNuz4x7/59mV2XXAP3l4AG+29lBR3Mrscj4gdzGi57CU+YvRMsX2LJl87T3a9s2dPi1xBYsJJRIkE0PT/q8A7DmNQOgdh712hNCCHFOKiUAejLwYb/mz/VAAvhf/74fABcF1DcxA1mmyavnL+RVS5YTU4OrlWH4oxUzfZrSbJHu6Qa8WkANdcFk6yuVGomSMyYffHgFUYuBrV0aKQTrTHYkoEr6jx6lIRxhfnMLbgAX39H6BgAiqRRuABn1Jut3jzzIL7qO0XTl9WfdLj7Uy1uXLucVS5Zx169/Me39Hjiwn1VRrzZZ4/r14NrkM1P7QCV53nIAVsVi6PruafdJCCHEzFRKAORwcsbSs4EhYGS+QD0wsz9mFdOSGx7i+nlt3LJgIeFocBfWlr9OQAKgYKS6uwDI2jaxUJXLf4YjZM2zpyE+nVPMowSUBMGJRrwfijO7LnPj8WN8dcNGLusJJhNiw7x5AMxTQwwMTC4T2nR1dh7h4MF2QqEQ56++5Kzb2vOXYUbj1ITDHP7rAxjG9Ea9tm59ggv99T+1F1yIYxkUJ0h/fYZFbQCcl6xh08MPTqs/QgghZq5SAqDHgddrmnYV8FLg17quu5qmtQHv9e8X56isfyFlOU5gabAB/hCp4+WbHuFgS3Ngbc5lmd5eAAoKuH7a8mqZbA2g0RzLQHGC6ffRmhjv372DPUuXBtJeuYT8aYuRgDKixRsbAVgST9DePmbN6sBt/tXPuaa5hWvWX4KqTFAoWVFxV1wIwLpolEceeWha+9636THmx+I4QHLNWiyzOGH9nzPU1pAPhwirKscef2xa/RFCCDFzlRIAvQtv6ttfAQv4iH/7DmAN8IFguiZmovzQkPfdcXAILr1yqKYO23VJyxqgQGTzOY7kcwxXNwM2MBIATW36mWOaYFuBTINz6xLsz2boNc1pt1UuruuSMLwgcbo1gEaEar21X83RKIf0ymSCc7c8wdvOW8NzFi/HsiZee2Mu8WrvbGxs5p5pZl7btHM7n2vfR/7SjURqkhjFAsZUR/0UBbPV+xBGOdqJZVX3wwMhhBDlMeUASNf1J4DVwFXAebqu7/PvuhW4SNf1TQH2T8ww+eEhAIq42HYwmZsA4glvsXQ6LWmwg9BVU8M7d27jL7GSMt0HRglHsBUmnQJ7hGtbuFYxkEQIsYQ3VXMmB9fpdJqWkDdVrz6gUVAlEuHuaJTXPfE47UePBNLm2di2TVPeG3GpW7t+Uo+xFq7EUUO0xWLsf+jBkrPB9fX1cuBIB38dHGDNq16LoijkMylKqSUVu2QdXzhymF8fPcL+/XtL6o8QQoiZraSrI13X07quP6LrenbUbT/Rdb0ruK6JmajoBygGCo4T3MLqFbj808pVLO/uCazNuWzILyjbWBfMdKpSqeEoputgGFNPQOAYwawDqovHuGX+Qlb39U67rXLp6jpOW8ybMharrQ+s3Zp588jYVkWmwO3b+gQL/EKuzedfNrkHhaM4S1YBsFpR2L59a0n7Hskit2bNWq+oqmuTz5UW8CoL20gvmEfKstiy5YmS2hBCCDGzVffjYTHrjKSpNpWglqh7mkMK17bMY15+Zmfqmi2G/KmKjbUzoQiqM+UpcACOaaA408+GloiFedXS5WzMFyqaDW0qujsOURv2sypGIoG1u6zVS4RQiQDowP33AtCvgKlOfn3gyDS4JfEE99zz55L2vXvTYzxvwUKedv46ABzbxJhG1r81560AYOvW6afnFkIIMfNIACSmZKS+jKkGe+oocW8KXLjKC/bPFecfOMCn163nPKXKU+AiUfJWEWcKtVhGuKYBjjntdUAhPwhUAXeamcbKZfDgQcBLoRlkjLYkkeTvlyzjqUroRP2ucknpOgDFlnkUC5Nfb2UsX8f2Jz+Nzx3cz333/aWkfWd37eKVS5bzlGwWRVGwTQOjWHoAtK61hRcuXIzr/01CCCHOLRIAiSnpbmnhzVs3c3csuAxwACS9BduRAKfVzWXJQoFliSQ18QkycZWZGo6SnUINoNEcy8S1jOkHQHUJHD+qcPJTzApWId2DA/y66zhH62pwA1x4nwypPHfBIq5rmcf+/fsDa3csUX/aZXL56qkFcdE4qy6+llAoRHv7fo4e7ZzSfguFAnX+2sTaCy5EVRUvA9w0AqDlqLxs8VLWqyrd3d0ltyOEEGJmkgBITEmmUGDANDAT41d4L4Va6xVtDDismrNifiHNeH2wz9NUuZHIlIqgns4p5lCU6QXF0WSCnH88nKmmRa6QAwP9fLvzMH0rVgTa7kgmuNZYjH07dgba9mgDA/0s8qfw1Z+3bsqPV4hx8cWXElIU7r//L1N67O7dOzm/xlvrNu+SjaiqQj6XwS0xoQJAeMkCALTaOrZukWlwQghxrpEASExJNutNgYvFg11bEqprBCChqjN2ncZs4bouI89OTUN1kyDY4TDFEhIgjAhiHVAsGSPvB0B2bmYGQF1dxwFoqwsuAQKAGo2eqEx9fGf5AqA9e3bxwT07+ebwIGrb8ik/3shk+YfmVr568UYeuveeKT12x2OPsjThnfHJtRoKrp8BrnRuSxMmUBeO0P7YI9NqSwghxMwjAZCYksajR/n7JctYFnC74Tqv9kk8FCKXHg649bnFLRaI+tPG6pqCvaCeEkXBCYennAJ7NMcsTnsdUDyZIOuvLTNSM/Pccvv7qA+HmVdXF3jbxWgUgFT7wcDbHrFnz276DANz+UqKdglvK+EozbZDbTiMtW8vudzk1ysNbfMyx+WSSUJ1dX4ChGkGuqpKptZLn57bJ+uAhBDiXCMBkJiS1tQwz12wiLaA21WTJy/Uh3tmbrri2SDf3w9AwbZpbqxeAKRGYn4K7NIvRl3LwjWnVw8oloiT8dfV5Ab6S26nXCzL4jUNTdy54TJaypAFMexPg6O/fH+77hdaXbNawyiWsIZJUVDXeLWDLq1r4JFHHp7Uw1zXJdHjrdGJrl4DgG2b01r/MyK02JsG15DOkJ+ha8eEEEKURgIgMSWq6WV3UmKJQNtVQiHetn8ff7fpEXIEV2B1Lhrs9BaRpyyLunhwKZWnSo1EMXGmNQIE4BSnVw9IDan8qK+H9+/eQXHR4mn1pRx6e7qZ59fPqW8KpgjqaPXzWgGoM8yyXci3Hj7E3y5czKqmtpLrgxWXnA/ApQ2N/PW+yU2D6+w8woqwd44vuuZaVFXBNosYxWJJfRgtvmIpAFpNLbt27Zh2e0IIIWYOCYDElKiWvx4j4DVAAGY0juW6pNOZwNueS4aHh+jI5ehzbJRpLASfLjUSpeiYmNb0Uk87ZhHFmV5mtN6wwv5s5sRUuJmku/0AUVXFcV3UWPBZ+2pbvACoJRotSz2gXC7LxlCEly5eyvxY6WvOio0LsWNxasJhuh9/bFJrAbdufYL37N7Ot80i9Rc9CVVVMIoFLDOAdOdtLTi41IfD7Nr02PTbE0IIMWNIACSmJOxfUKsBZ4EDiCe9i6fUDF2nMVv0xaL8y65t/J9VgEDL1U6NGomRKZaeAW6EYxbBnt46oGSNd76m/UK+M8ngwXYAUoBjBh+ghRubuGN4gHfv2s6BA8Gnwt67cweL4l7+xvji1aU3pKiENW8anKao6PruCR+ydesT2K5L88UbUGMxFEUhnw3oOY5EuHfJPF7zxGNs3l2+BBJCCCEqTwIgMSUx/1NZtSb4tSVPq6vnn1auwj7UHnjbc0m/v9ajpYrrfwCIRMkY0y++6do2rlmY1jqgFbU1PGf+Auzdu6bdn6Bl/Lo3+Ug40BpAI5RQiNbWeQC0twcfAHVs3oSqKOQAIzS9RPbOCi+F9uWNTdw/iWxwW7c+AcDFF1/i3eA6FHPBjSDPW7USB9i2bYtkpxRCiHOIBEBiSuL+p/CKX7cnSGuiEa5tmYcjSRCmpb+/D6h+AGRHIhSnkQDhlLYKOdRprA1bFU/w6qUriO/fF0h/gmT2ec+XnQh2Xd1oy/1pcPvL8Pen9u8FIFtbS9GYXsryXMtS0s0t/LzrGH994L6zbjvQdZzbonFetWQ5F697EgCubQSy/mfEimVLCIfD9Pf309l5JLB2hRBCVFe42h0Qs4dj2yRDIQCUmobAJ1eZ4TDYBlZW1gBNx9Ldu/nMuvUMhKqXAAFFwQ6HKQQUADmmAbYJSqSkWX12IgY5B7cQfJa16VLTXs2aUG35ajZpiQTvWrWW/q7uwNtWenogEiW0YDGWOb01Z5aj0vi6t3LXy25E6e2mv7+PFj94O92eX/+SRfEEkXlRWuYvQFEULCuYDHAjoqEQ/3zBOhY4sOPxR1m6NOgCAEIIIapBRoDEpOXyOd60dRPv3LmVUF3w2aqsiDd9xs5Of9rUXBbLZVmaSFKXmN50pOlQIzEM16FoTH8NEHjrgFzbRC1xHZAT92rhqAGODgTlidQwv+k+TnTevLLtoy1Zw+VNzSx3CTQTnGmaNBlewoHkirWBtBkL13HhhRfhui4PnGUUqOjX/+lvbUVRFFRVwTKLmEE+x6rKmkSSJYkEXZseD65dIYQQVSUBkJi0bDbLoGlyzDBRo8FfXDt+am1Xam5MS8RfSJ9oKN+IwkTUaAwTO7ARIFwXp5gtPRFC0jtfQ34a95nCdV3+1HGIbx05TMOy5WXbT0PbfACWJ5IcDHAd0MH2A8z3M9fVLj8/kDZzOYOnXXUNT2+ZR8fdfxpzGzuToc3/oKTpyqsBvAxwhTx2wJn+8o1eHSWn43Cg7QohhKgeCYDEpI1k0KqtraUs2ZUT/gV7YeZ9Sj+bJFzvyan1L9yqQY3GyVtGoBejTrGA4pbWnlLnZYGL2NNboxK0dDpN1r+Qb60pX8Aaqq3Fcl2S4TAdO7YH1u4efTdv2LKJr7k2Vk0wo8L5rMHVtQ3cunIV6wcGx5zSduS3vyaiKBzKZVn/zBsAUBTIZ1OB9GG0+PIlAMwzDPL5YEY0hRBCVJcEQGLSMocO8qoly7l+3nzsMkRAStJbtD/TPqWfTVzHoUbx/q0bmoNPVDFZaiRKqhjsWi7HLIJVWjrscJMXDIYBxwigRkxAjh9sZ3VNLUubW4iWcT+KqpLys+gN7d0TWLu6vgcHaF57PsY01/+MsCyH+dc/l5xtszAWY+fPf3bK/a7jkLrvLwDsSSZpaGgEwLEtimUIUJLneSNzq5I17NjyRODtCyGEqLwZlQRB07QPAM/Udf1po27bANwBXAb0A5/Tdf3To+5XgduB1wNNwAPAbbqu7w+yDQHm0aPcsmAhByyLYhkywobqvAv2iDOzPqWfTbK9PaiKguO6tDRXbwTIicTIZYLN5udalpcOO5LAtad2AkYb67Bdl5Ci4OSyqNFyhhuTN7hjGx+74CKO2xZ2sbyBmZVIQC6PdexYYG3u2eOlFV+9SqNYDG60L2eotDc2cFE6g3PPn3Fe+LeoEe85Sz30IPFCgYxl0fbMZ554jGubgWaAO6G+liwuNarK4Uce5PKrrgl+H0IIISpqxowAaZr2duA/TrutBfgjsBcveLkd+LCmaa8dtdkHgTcDbwCuwssRdZemadGg2hAew89WZajlOW2KS9by+i2P8/7dO3DKMsfu3NfrF9UctixqE7Gq9cOORigElADhlHYLWVR36udGor6Gj+3bw2d6jqOWcarZVGX9GkC5SAS3zNPzEi3eFLV4QMVgXdfliqFh/nHFKlbVNuJMMSg9m3zWYPELXsyAYVBnWXT93w9P3JdbsIA/9Hbzk+OdPO2ZNwLe+h/LMjADzAB3gqIw7K8hy+3dG3z7QgghKq7qAZCmaYs1TbsL+Aign3b3G4EicKuu67t1Xf8G8FngPf5jo8A7gdt1Xf+trutbgZcCi4EXBtiGAKyMN6XJDJcnvXKioYWUZWFYFul08HP554LBvl4O5bL0uQ5Uab2LEo5i4lIoBh8AOWYRHNNb8DEFifok21PDbOnuQgnPnIFvq9cbJbMrkLFv3uIlFG2bXC5HNoBU852dR7i0to7rWufRVNsSQA9PymVNLr7san5d8M6hzN1/5vhXv4Truvz8D3dx5+GDHFu0mAULFgKgKAq2aWAY5Vk/qCyaT2c+z6GjnVIQVQghzgFVD4CAS4FBYD3wyGn3XQvcp+v66LkVdwOapmltwAagzr8NAF3Xh4DNwFMDbEMAjn/RZEXKEwCFIxHiiSQAQ0MDZdnHue4Y8O5d2/lVBEoqmBOAUDSGgUO+TAGQaxannA47XuudV8VikUJh5mQZDGe80Ri1pvzTFVuXLeWf2/fyX+372BvASMaBLZtpiESwXRe7cUEAPTzJth2y6SLrX/RivtfZAUD+0EHS6TQ/+tH3AXjZy15xYntVVSjkMrhlGjmuv3Ij79Z38tPDBzlypKMs+xBCCFE5VQ+AdF3/la7rf6frevsYdy8BTi+/PTKBfZl/P+NsM1KxLog2BJwoImlFyje16u+XrOCtK1czGOA6hbmku7sLgPmtTVXrgxpLULANTKsMn8a74BQyKMrUgrtwLML6pmZumb+QXr9+zEyQ9Nf9JJoay74vRVVZtXAxAHv37p52e93btwGQjkQw3RLTk59FerjAC1/wYh5R4F937+BP2Qz//u//yuDgACtXnscznnHDiW0VxS1LBrgRkWiE85Z7bwfbtm0p236EEEJUxsyZCzK2JN70tdFGJnnH/fsZZ5uRnKxBtFGScDj4+DIUUk/5XkkjRSTdWAJVDf6CB+DJdbXUqyp93cfLcvwmq5rHeTp6e7sBmN/cWLbnaCKhWJxUMT2pWWojGd2875MLahyzSNgxcdWpjEQqPGP+Aq6urSe3awfha6q/kN11HBr8v7+htbWsz9dI26sXLODhPbvYq++a9v+X4Y+EWC2tmIYdeP8LeZNIOMqHP/xR3vSm1/PFv/wZgHA4zAc/+O8kRq9xcy3MYrGsx3D1ymUcaD/I3q2bCT//BeNuN1tfO2YbOc5CiOmY6QFQHjh9uGFksnzWvx9/m/xp22QDbGPKVFWhqamm1IdPqL4+Uba2xxOyvPTUam0tiUR58kPkFZV6wEwNlfX4TVY1jvN0rO/o4PJ163HDEeJleo4motYkyQ/3EY6EJv2Y0FQuxl0L1TWJJKd2fhhR7+XOzaRmxLmVOtJJWFGwHIdFCxeSCE/+eJXqsuZmLlm3nszBw9M+BvHUMCRqqFu1BlVViCeCnRrruuDYLjff/CzuvPNOPvWpTwHwvve9j2c84xmnbJtND6ModlnP+WtbWnjZhsvYt2//pI7dbHvtmK3kOAshSjHTA6AjwKLTbhv5/SgQGXXbgdO2GZnnEkQbU+Y4LqlU8GsgQiGV+voEqVQe265sprSf2Rb7dm7lpkuvpS5fnpS9rhoC1yZ9vIfBwZLjz2mr5nGejppCkYWJJAOJOIUyPUdnp6CgkMmmscyJkzAoikIorGJbzhQWl9somTR2uAbHmfxUOMNPfZ3rG6jquTXi8JEuvtFxiPpYjDe7CvkyPl+qqhCLRWhraiGcSDJgGvT0DBEpcT3fwMAAi1Tv7aNx7UX05MpTu6u3J0OyLsrll1/Dj350ctRu9POnqgrFXIZMKoNZxhpPzYsWEj9wlEWGTWdnNzXjZBOcra8ds025jnN9fUJGlYSYA2Z6AHQf8GZN00K6ro9cTV0P6Lqu92iaNgykgKfhBy+apjXiJVb4fIBtlMSyyvfmZ9tOWdsfy7HhYY7k84Trmqd04TkVxXAUzDzG8FDF/76xVOM4T0fScUGFhtamsj1HZ6NGYxiuS76QYXLxjLeR67qT3N5jF/OoloGjhCed68FKxiBn42YyM+I5PTo4yF09XaxYupQ3GJUp/tu2eAl9W7bQHImyb/MTrN14WUnt7NiyhYJjY7sutC7D6S1P9rX0cAGjaJ+18HI4rGIUChQLZUiBPUrNymWY9z1KSzTKjvvuY+MNN511+9n22jFbyXEWQpRipn/M8XWgHviapmkXapr2GuDtwMcBdF0v4gUpn9Q07Xmapq0Hfog36vPTANsQwPDwEACxZPkyVllRbzqDE0Ca3rmmmM9RF/KmUbW0TWv5WslCsThFbPLF8o6w2EYB15paNji3zpu2pJb5QnmyOju9vCsLW+dVbJ9qJEKvnx796ObHSm5HP7CPd+7cxv+2NGGW8XO0XNbAKFpnXdujqir5TDC1jc4qHOa4/2PPo6cnLBVCCDGbzOgASNf1HuBGQMNLS3078C5d1781arMPAV8D7gT+CljAjbquG0G1IcAxDJ4dT/CChYuIx5ITP6DU/fjBlZsNfvrgua67vR1VUbBcl4am6hT7VGMJ0kYW2ylzDSLX9bPBTeEx9V4AFC3jNKmpyO7ZxXnJGpY1B1tDZyKZiBewZPfvK7kNXfeyyK3WLqRYtCbYunSFvEk+Z5x1SpLr2BRyFQiAgExTPQBqx+GK7E8IIUR5zKgpcLquv2aM2x4DrjrLY2y8oqbvOcs2025jrsv393FjyzwMx2Fvsr5s+1HrmqD3MKEZ8in9bNKzfx/1QMqxURy7OlWAonGGC70V2ZVdyBOqNUCJTGoaXKi5AThO1HVxTAM1Up0kESPWHjrMJy58EjsSlV3EHWpshMEhov39JbexZ48XAK1ZrWEUyhcAAQwN5GlqHT/pgGMbGMXyTME7XXz1Cnh8BwtME8c0UctUE00IIUR5zegRIDFzDB/36vKkLJNwtHwjQOnVG3jDlk18at8eqbg+RUMdhwDIh8O4dnkvSsdjx2Lk8pWZvugVRS2gqpN7GYu1NvCJfXv4SiGHopY/49rZuLZNvT8Vra6lclPgAFoWeaXP5tsOljn1tUf5fI5bk7X8x/nrWF7bhGGUd7QvmymOm1BDURRsy8CoUHHbBResIW2ZJNQQhx9+sCL7FEIIETwJgMSkZHq8+jIZx6Wca+uTrQsZtkzyxeKJNUdicvoHBzmUy1KsiU+8cRkokSiGArlChdZvuS52Po3K5BZA17c2snl4iC1dx1FC1Q2AzN4eQopCwbZpbW2t6L4XL1/BoXyOhwb6ad+9c8qP37N1CyuTNZxfW0esofzBWy5jUMxbY06DU1UFyyhiFCszYhyORHjUMvhuZwfbDx+syD6FEEIETwIgMSm53j4A8lNadDF14UiE2rpGALq7u8u6r3PN4+kU7961nX5teVX2H4olKWKTLVRmPQaAUyyAVTxRUPVsahu9qZv9/X2YJYx8BGnwwH4AjhXytNWWb0rpWMKhED8o5PnS4Xa279s75cd3PuYlAEgpCsUzSqwFz7IcUsOFMRMhqKpCIZfBOUuWuKD1rVjML7qO8dftJVdJEEIIUWUSAIlJKQ4NAFAo8yfnim3xmqXLeevK1fR2HSvrvs41R496WcWWzKtSBrh4krSRw67g9DvHNHCKOZSzZAkbEa9Lsr6xiee0LaBn6xMV6N34+vfq3nfHITbJKXxBunDJUgC2b5/6ccjv94K3fHMzxUJlAsnUUB7HHmvo2SWXSVWkDyPWaWsAeOzRRyoaeAkhhAiOBEBiUqxh7yLDDJd34birhrg6keApLa0M+mmCxeR0dnYCsLilOgEQsTgDuaGK79bOZ1CdiS/EHRyuX7iYVy1dztATmyvQs/Hl/XM7F61OIoYLlixFBXq3b8ed4kV8ctD7MCR+3pqyZoAbLZsZOx22a1du/c+I85YvpTmZYJ2i0n7/Xyq6byGEEMGYUVngxMzl+HU2jGiZp7woCllVpcF1SB+TEaDJGh4e4lMrVpGxLdpiESZdHTQwClYsRm6wctPfRjjFvFcTKFJz1uKvlmNTjHsBR6G3p1LdG5Pb500pdWrGz25WTucvXsr/rL+UpmiU/r17aD3/wkk9LpNOscQfBV6w8XJ6ypwBbkQhb5LNFGlJ1uL4KdYVBWzLpFjhACgcDvOqNRpXR+L0/fEPrL7uGRXdvxBCiOmTESAxKVuam3nnzq0cbih/zZJc2Auyqn2ROpsc3b+PpmiUpYkk8SokQVBjcYo4ZHKVnY4E4DoOTi6Fqkwc9Nm1XsBhDw6Wu1tn9Wg8zreOHEJtbqrK/htqauj1pyp23PeXST9u30MPkgyFKToOtUvXnjXgDNpgf47RiSFVVcU0ChhVSJlvLpoPQE1XF65VnYyLQgghSicBkJiUvmyGI/k8Sn35L9iKcf8iVbLATdpxvy5LxnWBMhchHUM4UUPOMckXK5QB7jR2IQeWMWEyBLW1EYBQpjr9HLGpr5vfdHfRXOEiqKMNxbxAOb9r16Qf035gH48NDtAZi5LNV/bCP5suYhatE8+xlwAhW9E1ZyPmP+kCUqZJDMj667mEEELMHhIAiUkZSUkdT9aVfV9ObYP3Q7q6F6mzSX/7AQCKsQhuFTKcqfEaBvJDVavd5JgGTiEzZqaw0SILvLTNcdOsap2pQ4cOAbCoobFqfahf6iVCaEyncSZZSPSRg+186sBejm28nGKFA6Bc1iCXMQiHR962XHLpoYr2YcSKZUvYlvWme3bc/ceq9EEIIUTpJAASE3JMk8uHUzx/wSIS8fKvWVCaFwAQLRaxZHrJpBT8QrVKQx2VX/8DVjzOcHao4vsdzc6nUWwDzhID1axYCEAEcLLZynTsND2bHkNzXFoiUZY0VGcKHMAFazV6igUiikLPY49OuL3rujzxxCYA1l+8oWIZ4E7uHwb6sydOb9c2KOZzFe3DCFVVGWz0Pgwydu2Uos1CCDHLSAAkJmQPDXF5KMyLFi0hXlf+C7ZQixcANYTDHDt2tOz7Oxeow8MAJNsqP6VKjcYpqgqZ/HDF9z2aXczjGjnUs6SVblw0nyHTAKBYpTVmfX/6A29ftYably4jESt/HZ3xNNXWccAfLey8/y8Tbt+5V0dNDRMOR9BWr6NQoQQIo6VTxRPZ4CyzWPEECKM1rFuL4TgkDRPjyOGq9UMIIcTUSQAkJmQOeQvGBwyDRG35A6DskjV8oKeXf9d30dEhFxYTyefzNNjeup95SxdUfP+hRA051yRbhQQIp3DBzg6fNSV2fWsDXzh8kH/ZuY1UlVJQW352Q6u2tir7H81qbAQgfOjQhOmwD//21/z3ky7hves34DohbKvyNXBymSLZjEE0GsIsFiqeAnu0iy66kM3DgziuS8+W6taVEkIIMTUSAIkJZbu7ABg0DeLJhrLvz41Eic9biAsckU9WJ3ToUDud+TxHiwUaF7ZWfP+hRC39uUEct/pFIe1CzhsFCo390ubgMlBfR0c+R8fRzgr3DpxikZg/9S7aXKV6TaMsOm8VPz9+lM8fPTLhxEln/z4AIosWk0lVPvMa+NPg+rIoikouM1zVQqS1NTU8pLrctu0JHjGqF4gJIYSYOgmAxIRSR71paMOOQzRWmRTLzfMWAdDR0VGR/c1m+/fv48uH2/leVCXaXP4kFadSMBMJhjIDFd7v2FzX9UaB3LGnZ1m2xcpV5wFw4MC+SnYNgOLRoyjAkGnQNq+t4vs/3cXnreZnvd083tnBrl07x93OTA0zz0833Xb1NeTzlU+0MSI9XMAsFslnqjziCCxfdz4DpsHvf/fbCTMQCiGEmDkkABITKvR0A5BVQxXb51W4vHPVWnKHDlZsn7PVzp3bAbhg7WocY3LZvIISSiQpKC6pKidAGM0u5HCL2TEzwpmOxfnLl3LL/IVEHn+84n0rHvbO54O5XFUTIIyIRiJcsfZ8AO65Z/xsZod+/ztCikJ7Lsv6p15PoYoBUCFvUsjlKBarP+pyxaUXA7Bp82YGuo9XuTdCCCEmSwIgMSGzrxeAbLRyC7aXGnme3NSMIsVQJ7R721YUYP0FGo5Z2QAonKwnZeXJFdIV3e/ZuI6DnfFHgU6LgQzbZPmC+bxq6XLWDlU+bffwbq/mzr5MmhUzYAQI4NoL1rEikWTeww8z/MD9Y24z9PCDAByrryOkRChUOAX2aIlkhGw6Q6FKWfxGa2ttYf3KFbx31VqO3/5BHMOodpeEEEJMggRAYmJ+hrFCPFmxXTp+JrhYPk8uV/0LnZmqUChwcSbDty65nLWDlc/C5tbU0p3urfh+J2IVsrjFM+sCua5L6zoNy3GIKwrFvsr2PeevoxmKRqiNV2Y66USevEZjQ1MzlyaSHPvlz85IhlA8dpSG4WEc16XpqmvIpIpVTfucSEbJpIYp5AooE9R9qoQnXbKeRfEEYdMk8/jE6cSFEEJUnwRAYkIPrVjBu3ZuY7C+cou2nRavXsvCWBxdl0rr49mzZxdLY3HioRANjeWv0TSaGolRCIcYTvdVdL+T4rpYmSFU2zhjbUbL8oUc86cKHnn8sYp267FVq/jMgb2EW+dVdL9nk4jFcBcuJGdbhAYGSD/80Cn3H7/nzwA8PjTINTc9m0y6sqOMp4vHVYYH+snlzBmx7uaKjRv4U683Tbjn93dVuTdCCCEmQwIgMaGjfb0czueIN1Zuyo7hB1sL43H27Bl/cfZct33bVlYkvcAn2lz+DH2jhWsbSNvFGbX+ZzS7kMfJpzi9LFDRMUj5oy9d27ZUtE9b2w/wyOAAKxYsrOh+J/KsjVfw0+NespPuH30fO31ySuMfsxk+176PPU0NtM1bSD5fvWleqqoQiTpkhlMUcia25VQ9CGppauR4cz2m4+AcPUr+YHtV+yOEEGJiEgCJCXX7i3trGipXZNOo9/a1MBZnj79uQpxp56MP0RCJ4ALh+gpPqaptoCvTjTsD0l+Px0oPoZi5U6bCGbZJeLGXZdA4cqSi/dm92wvmV8+Q9T8jtMVL6Egm6czncTMZOj/7aTJbnqBQKPD9H3yXBwb6ufqFL8YoWuRz1UuAkKiJ4thFMqk0hmFRyJszYhrcVU+5iocH+wEY+PP4ySSEEELMDBIAibPK7tzBNdk8VzQ2UVNXwQCotgkXiIdCHN0rU+DGYhgGA3v2AKA2N+GOk/q5HNRonHwkRP/wzFv/M5pjmViZQVTsEwkRDMugbeMlADRlszh+EdlyO3znl3my41IXDrN6waKK7HMqXvuMZ/GZAzppy6LYcZhj//N5vnnnlxgY6GfhwkU8+9m3kE4Vq1IAdUSyJkI+M4TpJxvIZQ0c2zkj2UWlXfKkC3kwlwFg6MGHKPbPjLTwQgghxiYBkDir3J7dXJ2sYX19I/VNFVy3EApRrKknb9sMH+2kUKhO4cWZ7IknNrE4HAagfvkSXKtyn8xH6poYtHKkM4MV22eprGwaN58i5I8UFC2DC254OgXHJq4otD+xuex9sDMZCg8/xMuXLGPNosXUJhJl3+dUrVu6jHUbLuE9u7bxYGqIPkXh19/7NgBvf/u7CIfDpIer+3+YTKgMD5wMLooFi2LBGjPleSWFQiGWXbqePekUiuPQddfvqtofIYQQZycBkDirbMdhAI4W8tQ3Vm4ECODwza/jnUcOsS+dYluF12rMBn/9631otV7h09iCyiWoQFGw6xo4PnQMl+plA5s018VMDZyYCle0DMLJGD+JRnn1E49x//YtZe9Cbs9uFKAjn+O85SvLvr9Svf2W57Ng1Wr+39493PbwA3TmcrzkJX/HTTfdjFm0yWWrlwAhGgujKibpoaETt7muSzZj4DpUfRToWU9/Kj/p7earhw+ys66yCUmEEEJMjQRA4qyKx7yF0YPhMKFQuKL7tmvqOf+ijQA8+ujDFd33TOc4Dn/84+/ZmhqmsHA+8UWtFdt3pLaRjOrQN9RVsX1Ol2MaWKl+VNfEdCyKlsGGG2/EdF1+85tflj2tc3bHNgB2pIa5eOmysu5rOqK2w1c+eDvvf98H+Nu/fQmf/ORned/7PkgopJLPm+Sy1Vv/U1sXwyhmyKYzp9xeyJsU8ibq6dkuKqyutoalG9fzx95uPvv5/676qJQQQojxSQAkxuUUi+B/2pqrqWyGsRGrL9gASAB0us2bH+f48WPcn8tw8fveVdEECGpjC0fT3RSNfMX2GQQrl8HODBJSHNJGhptuejaRSIQD+/exY+uWsu3XtSzSmzYBsGl4iCfN4BEgALtvgFc+/wV86EMf5sYbb0ZRFBRFYag/V9X6PzW1IYb6us/og+u6ZNNFfy1QdYOOm5/5NGKxKLt27eYXP/s/rHSqqv0RQggxNgmAxLiKHR0orsuAYRBqXlDx/Su2xTXdx/ivdRezf/dOMpnMxA+aI37zm18C8Kxn3URUtbELuYrsN5ysIxMJcby/stnTgmKlB3Hzw2TNLHUNddz61Kdzx0UbeOxrXy7bPnP6Htx8jmHThJaWGVMAdTzFoWGK3V1EwieDCcu0yaSqO/0tHDIZGhh7zVkhb5LPmVUfdWmoq+MFz34Wa2tqqf3hjzl255erGjQKIYQYmwRAYlwFv57FgWyGxtbKZ61yQ2GSAz0sSSRYnUhy3333VLwPM9HAwAB33fVr1tc38PwbnoU13A8VSkUdam7jWK6PTG64IvsLmus4GEN95DP9uIrFtZc/mQXxOMsGBti8qTxFUdOPPwrAo0MDXHP+hWXZR6Bcl2xHJ+QyKIpCOKySz5lVLYBa3xCnmE+RGR57RMUFMqkilmFXPS32s6+/jmRzIy3hMIWdO8k8+tDEDxJCCFFREgCJcZkDXl2L/bkMLfOqk7Y3O99bL3FhXT2/+91vqtKHmeaHP/wudrHIe9acT/zr3yDXcagi+w3XNpKOhjnSc7Ai+ysX17ZI9x2lWBjighe9EFNRWJZI8ov//Bi5XDbw/eWKBobj8OBAP9fOhgAIKAwMUjx6jGjYm/422JfDtquT/lpRoLZWpb/7+FlHUwzDIpMuVjsXAuFwmL995Yv4sV9YtvOb38AamvnZEoUQYi6RAEiMq+1lf8c/HzrAH3t6aK5aALQCgCfVNfDgg39leHioKv2YKYaGBvn+97/D+vpGIopCpKkRJVaBSz5VRW2ZT0fq+Kwd/Rktkxkkk+ol4uZovekmAG6KxfnQu96B4deYCcovc2netHUTNUuWML+xKdC2y8Z1SR86jJsexjIchgcrM8VyLLX1cVwnx0BP34TbZtNFclkTNVTdt7Z1568hctl6DmQzhEyTvZ/+JK5VuTpdQgghzk4CIDGuoaFBOvt6ydgWLW2Lq9KH7OJVAKypraVOgZ///CdV6cdM8YUvfI5Uaphnr/AW0tetW4trlL82S6x5Ab2KQUf3/rLvqxJsx2IoO0ixt5PF123EbWqiJRpjY3c3t77ptRzzsx9O18DAAD/84ffJ2jbP3Xh5IG1WijGcwuzvJz2Uq+r0t8bGKEN9xylOohaY47qkhvIYxerXBnruzc/k7qhK1rIId3Wx447PyHogIYSYISQAEmNyTIN9+/YA0DxvEbF4sir9sJJ15OctAeCKxma+851vBv4J/Wzx2GMP8+Mf/4C6cJiLYt5C+tq1S8q+33BNA/n6evZ17cMwq3chHLSB7CBWOETuqM6qV74ANxRiY2MTTx1O8cIXPofPf/7/0dPTXXL76U2P8+1PfIR8PscFK1Zy5WotwN6XnxIKUTQdeg51Vy2YqK2LEVILdB89PunHmKZNajCPbbtVDYJUVeXvXvdKfmnlcVyX2O7d/OlTH8dxqjOVUAghxEkSAIkzuK5Lx0f+A374QxbE4ixYfF5V+zO83Fs38ayFi+jt7eUnP/lhVftTDb29Pfzrv74H13V5+1OfgeI4JJYtIZQMlXW/ajSO27aQ/cOd9A1N/iJ0NkhlBylGQigo2NYgS176bFBVzOYmCoUCd975JZ797Ou57bbX8/3v/y/t7QewbXtSbRu9vRz5yv/w7IEBLm5o5B9vfi5KlVM0T1VifhuZgkLXnsO4uWzFgwlFgebWOIO9R8lNMQNkPm8yPJjHsd2qJkWIRMI89/V/zz2qw650ig/94Lu8/vWvYseO7VXrkxBCCKhsZUsxKxTaD2Ac7aQGGLZMLlyyqqr9GVp9Ma37NxFqbSK0fQtf+MIdXH/9s2hrm1/VflVKKjXMW97yJnp6urnovFWsN01coOmqDThlHJFRo3FCi5ZzIN/PoWN62fZTLensIGm7yLzaBozBHsL1Kkv+/jm8+aJLWLN5N9/+3vdJ7dlD79YtfPLBBwBIJpOcf/6FrF69lqVLl7J48VIWLVpEIpEkkUiQz+dp37Ob8I9/xHzXZW8mzVNueBbnL1hY5b92akKxGKGWNrr2D2Bm87j0EV8QQo3GcZzKTONqaq0BO8Wxw6WlXM9mvP+NhqYEoZBatZGXaDTKU17zMv5031/hcDubNz/Oq//+JTz18iu58YUv4rrrnk4iUZ0RdiGEmKskAPJpmqYCtwOvB5qAB4DbdF0/NxY9TEH/r7waM49l0uRtm0XL1lS1P04swb6/uY1Lz29j3a7tbNu2lfe975186UtfJxKJVrVv5Xbs2FHe8pY30d6+n+bmFj76rvdjfu+7xJcuIdqWxC1TABRK1qHMX8zBwgD6kW04FUqzXUmO63A81c28uiUw2ANAKKGSPbid61bN54Y7PsnOD38Gt3+A47j86dgxHuztZvPmx9m8+fEx25wfi/G289awuqaWjGWRvfxyXqBdCJMcOZoRFIWaZUsZSNv0dXqJB6xsjmJ3D7G2NtR4HMcubxCUrInSUO/Ssf/ApNb+jCebKeI6LvVNCaLRUBUz2SnccN1T2Hjxen795/to1vdzg2Hwo8/8Jx/+tw9w8aUbueSSjaxfv4FVq1bT0tI660YMhRBiNlFkUaZH07TbgduA1wJHgf8EzgPW6bo+1UUn7bbtrBwYCD6lbjis0tRUw+BgFssK/s089chDdH31y6Co/NO2TfTZNu/55I+IRqtfvLGtKUlrPMM7/uGVHB0e4pnPfBYf/einiMVige+r3Md5IrZt86tf/ZxPf/oTZDJp2trm84UvfIW1azWU/uPkD2wFJR/8jlWVWPMCCg0NtKeO0X50N7ZTvot3RYFwJIRl2lTjpSgZr+PJ511BTU8PVmbolPsc02H4sb2kdx04JYNXsa6O3nCYHabJwz3H6e7upt62eV5zK1c0NhFRVYqhEPUvewnNoSjFwVPbrQZVVUgkouTzxoQjODXLlmLUtKI/cZh8+tRzLJxMEJvXilpTg+3gFeAJWDwRYcGiOANd7Rzauy+QNqPREPUNCeLJCIpCWUexVFUhnohSGOdYK66L+qs/E+obAKCrUOD3vV3c29dHxvbOs7q6epYvX8H8+fNpazv51dTURF1dPbW1ddTV1VFXV1+W17/ZoFyv0c3NNYRC6kG8938hxDlKAiBA07Qo0Ae8W9f1L/m3NQLHgNfpuv6DKTY56wIg13VJP/IQ3d/8Oq5l0b54Ge/9xY9YsWY9r3nrJwLbz3QowAXxHM43Psfdx47ynSOHWHn+hfz7v3+U1avXBrqvagRAlmVx6FA7999/Lz/96f9x5EgHAFdftJ73v/E2ll73NGJhF7v7AJlDOyHAKT1KOEK0vhmnvok+ihzoOUDPQDCZ0M663yoHQACrlqxjXc1CzM4DuPaZqYrtoknhcD+59qPkDh9lpKPNNzyLtpe/AsdxMbqOc+gD7wOgZt06Fr/4ReSOdZE73lXRv2U8kwmAFFWlZtkSjJoW2ncdZ7hn7HTnaiRCrLmRcH09biSK67iBPXcNTQmamkMM9XZwSN8b6LQ1RVFI1kSprYsRjYVAUbxjEfCJN1EABIDjEGvvhE3bcbPe+4QDtBtFftXZwUN+DbbJiEaj1NTUEo/HSSQSxONxYrE48XiceDwx6nvsxO+xWJxYLOp/jxGLxYhGYyd+jsfjJJM11NbWUlNTSzQanXEjUhIACSGmQwIgQNO0K4BHAE3X9b2jbn8A2Kbr+m1TbLJsAdCBji6ObN1GIZvHsQxsI0dv5wE6Dh+kWCjQVyjQmctiGAYhF9bG46B4wcPoN/qaZA2x1nmsePKV3HDDTdR3HqHrzq8AEHnSBt5295/pOLyPZz3/9Vx9/QsD/ztKNW/PI8x75PcAFB2HbcNDHMznWLBqNRddcSUXv/DFJGpqADC6u7BTacarjBhfsRIl7M0CNXp7sIdPXvCFQip1dXHS6QK27RBbvhwbhUwmw3DHIbLd3WSzWXK5HLlc9sRXNpuly3Up2ja2bRM3TRKmieN4v9u2jWXbOLaD49gcNYrkbRvTNGFggIWRCBFVpSEcYUldPU9etpy6TAYlFGL1B99PNOmSPbwH15peJjwlFEaNJQjHk5CopRiLMuwUODJ4lO7+I5jTbH/S/ZgBAVAkHGX9ystYQgyz+wiOMf60Qsd0sIYKGL3D1KxeTeMVV0AkjquE6f7Fr2i45BIitTWk9L3ku3tnTNrjswVASjhMrKmR6Lw2MnaUw3uOk+pLTdhmOJkg0lBPOFkD0SiuouC6fjA0hT87FFKpqYvS0BhDVXJ0H2nneEdn2Y5dSFWJJyIkaiJEY2FCIa/Y60jfp7vfSQVAI0yT+NFelN37sI97GQebb3ku6Ysv5tChQwy1H2Dxli0MOw4DxQLpYpFUscBQPk8qn2N/JkNnwRulS4ZCrKmpxXZdRocDI39Pr1Gkz8+gGVNVViZrTm5z2k8Dhkmv/38QURTOq20gEksQjiUJxRKo0RrUaA1Ea0jFGumNt2JHGnAiNSx2TOxwHNV/4VUV7/9cURQy4SR9sSYUBUI4nJfv9u7zt0PxMjMpCuRDcfqSLSgKqK7L8uwxVFXB3ww7GuPFL72B6xaZEgAJIaZMAiBA07QXAj8Bkrqu50fd/iP/tlum2GS7bTsrU6lgpygd60/zypufzucvHL+a/O97uvhaxyEAGsIRvrph47jb3tPXw/8cakdRVNZecTPvjTv0rL+Bv9a08ctPvBI1HOVVX3iURH0zcGoccXpMMfrDQWWc209XahsNh3ew/M/fINl75uLoV2/dTN2SNbQsOo8Xh2wuyg2Mu/+fXv1icmoYo5DligObuGhw/BGPt+t7OJYeAuCVS5bxvAXjF4b95x1bT1yUvHjREl68aPxU1e/btZ0DOS9Q/psFi3jFkmVjbpdecRFHn/4K8vOXn3L72P++Jw/Y6Xe7J777F3u4uHjrYbxP20+/FBrbRK8aU3tZUU7dr3v2T5rL0S9FUVDVMF5OuJH9n7rxGY9VQEHxtnJdXMfBtR1cyzrjIto9/YFT6PiEf9NE97sj/0PKyd0r3mWk43LyywGzcOpF+6SeRlX1Rgf8rxM/n/jkxdvpif9j/2IY1zvvbMfGsW1s26RQKGCZlr9vZdT5qpw4/q7fqDt6G3eM7Tlte/fMx57oL5zo/0gnXf82r30Fd9TjvLbG6tvp+zv5u3dYR7dzarvNuV4u6N3GkabVHGlaA4rC2p6tvP7hj4176H+25iX8af7V2IU0K4YP8N593xx32x+qi/mp0wxmjqV2hk/Hx0/x/vO+Ib539AiYWdqiMT6//pJxt72ru4tvHDkETP49ByCuqnz70ivG3favA33c0e4twVWAH1525Sn3782k+Vx8Ofd+/3OBru2qr09IACTEHCBJEDwjKXhO/+i3ADSX0qCqKjQ11Uy84RTU1MZpWnMlXeYgAA4KrqJAKIobTuCqYYbPv4bQdc/wbnMKHGz/urfNiTde7zGuY9GzeC2Kuxj38P3oj/yG16HAoQxuzw4A3Ce9nO8cmBfo3xCMi+Giz3Je+gDa0G4W92+nYUCnrtCPaZn0HNxJz8GdtC9ZRktj07it/OoL7ybrL06vW7SEluaWcbctFHInfk47CscNExQVlJD/3f9SVZzLb0WN1IMaJmsc5njhoH8hOOpCy/sB+4aPoyYWoqhhBoyj7Bl8HFsJk47W0Rtv41hyMdubL2Yg3gqH8b6EKJtgX7PE5B1Va9g+f4X3iz95YDi8mtST3k1zoZ86M0XSypGw8yStLDG7yKHYcgajSyEKQ0qSg7UrCbk26sgY0KgINrvkZkJLbvJuzh7l2PZPnBhNUXBPjMQoQPyiv+eiC55PPOTQmu5g+C8fR8EB10VxHfC/XNdhwYWX8szLrqWYTaFmhhko5nFdxw9KT+XW1LJs5Wpc1yXiQp9tndzmtI3NWIIFS1ac+L3XOnV6ai4c4U0vfAr19YlSDrcQYo6TESBA07S/BX7M2CNAMV3X/2aKTZZlBAi86SL19QlSqTy27WA7sH9IZVe/StaEoq1QsMAY9YHYmU/xqSMEA0f2sPWX/82hx35z4vampRdw87/+hEgsecq247c5/n3uOD9P2M5k2xz59NV1yQ8cY7BjO9m+TnIDx8gPd2MbBSwjj23kvTdw1QtaFFVFDUUIxZJE4rWEYknC8VqiyQaiyUbi9Y2o0TrCiToiyQYiyXoiiXrU0NifG0xltGsq90809X46M/On03YQ/VJVhUgkjGlap4w8TKtfE+xzOksZqtWvibt89tfxkKoQjUUwiibOaf9M5Tw3J6KOXHSfNjg1+jujbxu1raq44z92gjZHb8cYtymKO26bE+0jFFJIJmPkc0Vc1x11n3tGH8baxxn9OX3/Z2znnrhNVSCk+v3w+xpSvNsjqkskBGEVwv52s9np74VBkREgIeYGGQHyjMylWgQcGHX7ImBrqY2Wc/G8bTsn2l9V77CqfhqNbVgBz/0M+/e/mYcffpCWlhae/vRnEo+reINgs0kL8LRptzL+AlvL/xJB8I5zmMHBYlWy7c0V3nGOMDhoyHEuM+9YxxgctGbmsfbzPszErpVi9HuhEEJMlgRAnq1ACu/K+QCcyAJ3KfD5qvWqwlavXsPq1dWt+SOEEEIIIUQ5SQAE6Lpe1DTt88AnNU3rBQ4Bn8IbGfppNfsmhBBCCCGECI4EQCd9CO943AkkgPuAG0sogiqEEEIIIYSYoSQA8um6bgPv8b+EEEIIIYQQ56BZngdGCCGEEEIIISZPAiAhhBBCCCHEnCEBkBBCCCGEEGLOkABICCGEEEIIMWdIACSEEEIIIYSYMyQAEkIIIYQQQswZEgAJIYQQQggh5gwJgIQQQgghhBBzhgRAQgghhBBCiDlDAiAhhBBCCCHEnKG4rlvtPpyL8q7rxh2nPMc2FFKxbacsbYuT5DhXhhznypDjXDlyrCujHMdZVRUURSkAiUAbFkLMKBIAlccQEAOOV7kfQgghhJi8hUARaKxyP4QQZSQBkBBCCCGEEGLOkDVAQgghhBBCiDlDAiAhhBBCCCHEnCEBkBBCCCGEEGLOkABICCGEEEIIMWdIACSEEEIIIYSYMyQAEkIIIYQQQswZEgAJIYQQQggh5gwJgIQQQgghhBBzhgRAQgghhBBCiDlDAiAhhBBCCCHEnCEBkBBCCCGEEGLOkABICCGEEEIIMWeEq90BMTFN0z4APFPX9aeNum0DcAdwGdAPfE7X9U9XpYPniHGO83OBDwEXAH3A/wEf0nU9X5VOngPGOs6n3f9V4AZd11dUsl/nonHO6YXAfwE3AzbwO+Btuq73VaWT54BxjvNlwGeAS4Eh4PvAB3VdL1ajj7OVpmnNwMeAW4B6YBvwXl3XH/Dv34C8FwohpkhGgGY4TdPeDvzHabe1AH8E9uK96N8OfFjTtNdWvIPniHGO87XAz4CfABuANwMvBb5Y4e6dM8Y6zqfd/3zg9ZXqz7lsnHM6hvfacR7wTOA5eBfo3650/84V4xznVrzAcjdwCfAG4DXARyvcvXPBD4ArgZcBlwObgT9omna+vBcKIUolI0AzlKZpi4E7gWsB/bS73wgUgVt1XbeA3ZqmrQHeA3yjoh2d5SY4zm8C7tZ1/RP+7/s1TXs/8A1N094sn+RO3gTHeWSbhcBXgHuBFRXr3DlmgmP9crxju0rX9W5/+7cDX9Q0rV7X9VQFuzqrTXCcnwK0AO/SdT2N99rxHeBG4F8q2tFZTNO01cANwDW6rj/o3/Y2vNHLvwPyyHuhEKIEMgI0c10KDALrgUdOu+9a4D7/BX/E3YCmaVpbhfp3rjjbcf4M8K4xHhMG6srcr3PN2Y4zmqYpwLeA/wX+UtGenXvOdqxvAv48EvwA6Lr+e13XV0nwM2VnO879/vdbNU0LaZq2Ang28HDlundO6MMbpdw0coOu6y6gAM3Ie6EQokQyAjRD6br+K+BXAJqmnX73EmD7abcd878vA3rK2rlzyNmOs67rT4z+XdO0KPBOYLOsl5iaCc5ngHcAC4HnAu+rXM/OPRMc67XAfZqmfRB4NRABfg+8W9f1oQp2c9ab4LXjfk3TPgF8GG/9SggvsP+nyvZydvPPyd+Ovk3TtBcDq/DO248i74VCiBLICNDslMQb9h+t4H+PV7gvc4KmaWG80YkLgduq3J1ziqZp6/Hm7r9CphWWXT1e4HMx3hSiN+JN1/qFPwonAqBpWiNesPkF4ArgxcBq4H+q2K1ZT9O0a4CvA7/wA1B5LxRClERGgGanPBA77baRF/tshftyztM0rQ74EfB04EW6rp8xhUuURtO0OPA94CO6rm+rdn/mAAPIAC/Xdd0E0DTt1cCjeIvIH6ti384lnwQadV3/W//3zZqmDQJ/0jTt/+m6vrWKfZuVNE37G7zXiofx1rKBvBcKIUokI0Cz0xFg0Wm3jfx+tMJ9Oaf5C/PvB64GbvY/dRTBeTKwDvg3TdMymqZlgPcDy/zfX1Hd7p1zOgF9JPjx7fS/r6xCf85VT+HMYHJk/c/aCvdl1tM07S3AT/Gmwz17VBkCeS8UQpREAqDZ6T7gWk3TQqNuux7vwkbmPAdE07QmvAW184Cn6Lp+T5W7dC56FFiDNyVrg//1Jbx5/BuAX1apX+eq+4CLNU1LjLrtSf73/VXoz7nqCF5yhNFGjvO+CvdlVtM07Vbgv4HPAy89bZqsvBcKIUoiU+Bmp68D7wa+pmnaf+LNMX87Xp0aEZzP4tVLuQno1TRtwaj7enVdt6vTrXOH/0nuKRfemqYNAJau63JBHrwvAW8BvucnQmjwb7tH1/XNVe3ZueW/gN9pmvZh4JvAcrz6Yb/VdX1LFfs1q2iathavyOnPgI8DbaMSTuSR90IhRIlkBGgW8j/ZuhHQ8IrC3Y5Xb+JbVe3YOUTTNBWv6GkUbxTo+GlfS6vXOyFK42cvvBYv+9sjeFnMHgVeUM1+nWt0Xf8DcAteDZsteBfqvwVeUsVuzUYvwjtXX8CZr8F3yHuhEKJUiuu61e6DEEIIIYQQQlSEjAAJIYQQQggh5gwJgIQQQgghhBBzhgRAQgghhBBCiDlDAiAhhBBCCCHEnCEBkBBCCCGEEGLOkABICCGEEEIIMWdIACSEmNM0TVOq3QchhBBCVI4EQEKIOUvTtOcB3/J/fpqmaa6maU+rbq+EEEIIUU7handACCGq6J9H/bwZuArYVaW+CCGEEKICJAASQghA1/UU8HC1+yGEEEKI8lJc1612H4QQouI0TfsLcN2om54O3AM8Xdf1v2ia9m/Ay4D3Ah8BVgN7gFsBF7gDWA8cAN6m6/qfR7V9EfAJ4Kn+TX8G3qnrensZ/yQhhBBCTIKsARJCzFW3AU/4X1cB9WNssxT4L+CjwEuAZuDHwPeBr+IFSCrwA03TEgCapq0FHgTagNcA/wCcB/xV07S28v05QgghhJgMCYCEEHOSruu7gBSQ0nX9Yf/n0yWB23Rd/76u678EvggsAj6s6/qduq7/Avgg0Apo/mNuB/LAM3Vd/6mu6/+HN7qUAN5V1j9KCCGEEBOSNUBCCHF2D476ucv/PnqtUL//vdH/fj3eVLqcpmkjr7Ep4H7ghjL1UQghhBCTJAGQEEKchZ8c4XS5szykBXip/3W63kA6JYQQQoiSSQAkhBDBGgL+BHxmjPusynZFCCGEEKeTAEgIMZfZQCjgNu8FLgS26LpuAWiapgDfAfYDWwLenxBCCCGmQAIgIcRcNgRcpWnaM4CGgNr8D+Ah4Neapv0PUADeBDwfeFFA+xBCCCFEiSQLnBBiLvs8YAJ34WVpmzZd17cB1+LVCvpfvLTZC4Hn67r+0yD2IYQQQojSSSFUIYQQQgghxJwhI0BCCCGEEEKIOUMCICGEEEIIIcScIQGQEEIIIYQQYs6QAEgIIYQQQggxZ0gAJIQQQgghhJgzJAASQgghhBBCzBkSAAkhhBBCCCHmDAmAhBBCCCGEEHOGBEBCCCGEEEKIOUMCICGEEEIIIcScIQGQEEIIIYQQYs6QAEgIIYQQQggxZ/x/1SzVk6S/5a0AAAAASUVORK5CYII=", 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" ] @@ -494,7 +516,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -507,13 +529,24 @@ "Reconstruction of Peaks\n", "======================= \n", "\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 2.910 - 17.460) R-Score = 1.0000\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 10.558 - 11.758) R-Score = 0.9984\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 2 (t: 12.117 - 19.817) R-Score = 0.9952\u001b[0m\n", "\n", "Signal Reconstruction of Interpeak Windows\n", "==========================================\n", " \n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 2.900) R-Score = 1.0000 & Fano Ratio = 0\u001b[0m\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 2 (t: 17.470 - 19.990) R-Score = 1.0000 & Fano Ratio = 0\u001b[0m\n", + "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 1 (t: 10.000 - 10.550) R-Score = 0.3902 & Fano Ratio = 0.0024\u001b[0m\n", + "Interpeak window 1 is not well reconstructed by mixture, but has a small Fano factor \n", + "compared to peak region(s). This is likely acceptable, but visually check this region.\n", + "\n", + "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 2 (t: 11.767 - 12.108) R-Score = 10^-3 & Fano Ratio = 0.0012\u001b[0m\n", + "Interpeak window 2 is not well reconstructed by mixture, but has a small Fano factor \n", + "compared to peak region(s). This is likely acceptable, but visually check this region.\n", + "\n", + "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 3 (t: 19.825 - 20.000) R-Score = 10^-1 & Fano Ratio = 0.0000\u001b[0m\n", + "Interpeak window 3 is not well reconstructed by mixture, but has a small Fano factor \n", + "compared to peak region(s). This is likely acceptable, but visually check this region.\n", + "\n", "\n", "--------------------------------------------------------------------------------\n" ] @@ -557,44 +590,74 @@ " \n", " 0\n", " 1\n", - " 0.00\n", - " 2.90\n", - " 1.0\n", - " 1.000000\n", - " 0.00000\n", - " 1.000000e-09\n", - " 0.000000\n", - " 1.000000\n", + " 10.00000\n", + " 10.55000\n", + " 9.112041e+03\n", + " 3.555077e+03\n", + " 8.564681e+03\n", + " 135.985685\n", + " 62.982224\n", + " 0.390152\n", " interpeak\n", " 0.01\n", - " valid\n", + " needs review\n", " \n", " \n", " 1\n", " 2\n", - " 17.47\n", - " 19.99\n", - " 1.0\n", - " 1.000000\n", - " 0.00000\n", - " 1.000000e-09\n", - " 0.000000\n", - " 1.000000\n", + " 11.76667\n", + " 12.10833\n", + " 5.779000e+03\n", + " 1.155481e+00\n", + " 4.298102e+03\n", + " 137.571429\n", + " 31.242694\n", + " 0.000200\n", " interpeak\n", " 0.01\n", - " valid\n", + " needs review\n", + " \n", + " \n", + " 2\n", + " 3\n", + " 19.82500\n", + " 20.00000\n", + " 1.177637e+01\n", + " 1.000001e+00\n", + " 2.048615e-01\n", + " 0.489835\n", + " 0.418226\n", + " 0.084916\n", + " interpeak\n", + " 0.01\n", + " needs review\n", " \n", " \n", " 0\n", " 1\n", - " 2.91\n", - " 17.46\n", - " 12001.0\n", - " 12001.463355\n", - " 204.39806\n", - " 8.241758e+00\n", - " 24.800298\n", - " 1.000039\n", + " 10.55833\n", + " 11.75833\n", + " 2.810059e+06\n", + " 2.805647e+06\n", + " 5.279468e+08\n", + " 19379.710827\n", + " 27242.244966\n", + " 0.998430\n", + " peak\n", + " 0.01\n", + " valid\n", + " \n", + " \n", + " 1\n", + " 2\n", + " 12.11667\n", + " 19.81667\n", + " 1.403344e+07\n", + " 1.396639e+07\n", + " 3.854511e+08\n", + " 15171.281774\n", + " 25406.628617\n", + " 0.995222\n", " peak\n", " 0.01\n", " valid\n", @@ -604,23 +667,29 @@ "" ], "text/plain": [ - " window_id time_start time_end signal_area inferred_area \\\n", - "0 1 0.00 2.90 1.0 1.000000 \n", - "1 2 17.47 19.99 1.0 1.000000 \n", - "0 1 2.91 17.46 12001.0 12001.463355 \n", + " window_id time_start time_end signal_area inferred_area \\\n", + "0 1 10.00000 10.55000 9.112041e+03 3.555077e+03 \n", + "1 2 11.76667 12.10833 5.779000e+03 1.155481e+00 \n", + "2 3 19.82500 20.00000 1.177637e+01 1.000001e+00 \n", + "0 1 10.55833 11.75833 2.810059e+06 2.805647e+06 \n", + "1 2 12.11667 19.81667 1.403344e+07 1.396639e+07 \n", "\n", " signal_variance signal_mean signal_fano_factor reconstruction_score \\\n", - "0 0.00000 1.000000e-09 0.000000 1.000000 \n", - "1 0.00000 1.000000e-09 0.000000 1.000000 \n", - "0 204.39806 8.241758e+00 24.800298 1.000039 \n", + "0 8.564681e+03 135.985685 62.982224 0.390152 \n", + "1 4.298102e+03 137.571429 31.242694 0.000200 \n", + "2 2.048615e-01 0.489835 0.418226 0.084916 \n", + "0 5.279468e+08 19379.710827 27242.244966 0.998430 \n", + "1 3.854511e+08 15171.281774 25406.628617 0.995222 \n", "\n", - " window_type applied_tolerance status \n", - "0 interpeak 0.01 valid \n", - "1 interpeak 0.01 valid \n", - "0 peak 0.01 valid " + " window_type applied_tolerance status \n", + "0 interpeak 0.01 needs review \n", + "1 interpeak 0.01 needs review \n", + "2 interpeak 0.01 needs review \n", + "0 peak 0.01 valid \n", + "1 peak 0.01 valid " ] }, - "execution_count": 41, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -649,7 +718,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -678,6 +747,7 @@ " skew\n", " amplitude\n", " area\n", + " signal_maximum\n", " peak_id\n", " compound\n", " concentration\n", @@ -688,25 +758,27 @@ " \n", " 0\n", " 15.53\n", - " 0.314009\n", - " 1.621208\n", - " 15061.835818\n", - " 1.807420e+06\n", + " 0.313999\n", + " 1.621135\n", + " 15061.414798\n", + " 1.807370e+06\n", + " 26771.462516\n", " 4\n", " compound A\n", - " 171.377934\n", + " 171.373144\n", " µM\n", " \n", " \n", " 0\n", " 17.29\n", - " 0.348123\n", - " 1.705571\n", - " 12525.991656\n", - " 1.503119e+06\n", + " 0.348001\n", + " 1.703715\n", + " 12525.286105\n", + " 1.503034e+06\n", + " 20381.897950\n", " 6\n", " compound B\n", - " 56.931685\n", + " 56.928478\n", " nM\n", " \n", " \n", @@ -714,16 +786,16 @@ "" ], "text/plain": [ - " retention_time scale skew amplitude area peak_id \\\n", - "0 15.53 0.314009 1.621208 15061.835818 1.807420e+06 4 \n", - "0 17.29 0.348123 1.705571 12525.991656 1.503119e+06 6 \n", + " retention_time scale skew amplitude area \\\n", + "0 15.53 0.313999 1.621135 15061.414798 1.807370e+06 \n", + "0 17.29 0.348001 1.703715 12525.286105 1.503034e+06 \n", "\n", - " compound concentration unit \n", - "0 compound A 171.377934 µM \n", - "0 compound B 56.931685 nM " + " signal_maximum peak_id compound concentration unit \n", + "0 26771.462516 4 compound A 171.373144 µM \n", + "0 20381.897950 6 compound B 56.928478 nM " ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -752,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -762,13 +834,13 @@ " ]" ] }, - "execution_count": 13, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -794,15 +866,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Performing baseline correction: 100%|██████████| 249/249 [00:00<00:00, 1499.35it/s]\n", - "Deconvolving mixture: 100%|██████████| 1/1 [00:00<00:00, 99.62it/s]\n" + "Performing baseline correction: 100%|██████████| 249/249 [00:00<00:00, 1556.28it/s]\n", + "Deconvolving mixture: 100%|██████████| 1/1 [00:00<00:00, 105.24it/s]\n" ] }, { @@ -815,7 +887,7 @@ "Reconstruction of Peaks\n", "======================= \n", "\n", - "\u001b[1m\u001b[41m\u001b[30mF, Failed: Peak Window 1 (t: 1.810 - 21.090) R-Score = 0.9788\u001b[0m\n", + "\u001b[1m\u001b[41m\u001b[30mF, Failed: Peak Window 1 (t: 2.230 - 20.430) R-Score = 0.9788\u001b[0m\n", "Peak mixture poorly reconstructs signal. You many need to adjust parameter bounds \n", "or add manual peak positions (if you have a shouldered pair, for example). If \n", "you have a very noisy signal, you may need to increase the reconstruction \n", @@ -824,8 +896,8 @@ "Signal Reconstruction of Interpeak Windows\n", "==========================================\n", " \n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 1.800) R-Score = 0.9963 & Fano Ratio = 10^-5\u001b[0m\n", - "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 2 (t: 21.100 - 24.990) R-Score = 1.2596 & Fano Ratio = 0\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 2.220) R-Score = 0.9952 & Fano Ratio = 10^-5\u001b[0m\n", + "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 2 (t: 20.440 - 24.990) R-Score = 1.6283 & Fano Ratio = 10^-5\u001b[0m\n", "Interpeak window 2 is not well reconstructed by mixture, but has a small Fano factor \n", "compared to peak region(s). This is likely acceptable, but visually check this region.\n", "\n", @@ -835,7 +907,7 @@ }, { "data": { - "image/png": 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", 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" ] @@ -865,14 +937,14 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Deconvolving mixture: 100%|██████████| 1/1 [00:00<00:00, 2.92it/s]\n" + "Deconvolving mixture: 100%|██████████| 1/1 [00:00<00:00, 1.68it/s]\n" ] }, { @@ -885,20 +957,23 @@ "Reconstruction of Peaks\n", "======================= \n", "\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 1.810 - 21.090) R-Score = 1.0000\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 2.230 - 20.430) R-Score = 1.0000\u001b[0m\n", "\n", "Signal Reconstruction of Interpeak Windows\n", "==========================================\n", " \n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 1.800) R-Score = 1.0145 & Fano Ratio = 10^-5\u001b[0m\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 2 (t: 21.100 - 24.990) R-Score = 1.0019 & Fano Ratio = 0\u001b[0m\n", + "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 1 (t: 0.000 - 2.220) R-Score = 1.0441 & Fano Ratio = 10^-5\u001b[0m\n", + "Interpeak window 1 is not well reconstructed by mixture, but has a small Fano factor \n", + "compared to peak region(s). This is likely acceptable, but visually check this region.\n", + "\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 2 (t: 20.440 - 24.990) R-Score = 1.0077 & Fano Ratio = 10^-5\u001b[0m\n", "\n", "--------------------------------------------------------------------------------\n" ] }, { "data": { - "image/png": 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", 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GjhxddOjQwQYTlKb+nxCAacqYuU4mVRDEyNLSGrueVKGQwdPTGWVlNeD5DjdUtUOhtm4bjtTOeh4Y/LkrAODYw1WdKjlxpHbuzKid20ZrtrOXlzPkclkagCh7nC8uLq6rTCb/zs8vuFql0nTKVY9I6zhx4riLj4+fue6CAJ98sjLghx8O+Xz11bfn2jM2R2UyGTSFhTkuoiiM6t+/f+LV9u1Eb/GEEEIIIYS0rj/++N39l1+OeE2f/lZ6eHiEMT7+vHb//q/8R4++u6i9Y+sMKDkhhBBCCCGkiV58cWquXq+XffDB/MiqqkqFl5e36d577y949tlJnbZqe1ui5IQQQgghhJAmUqvV0ltvvZMFIKu9Y+mMaLUuQgghhBBCiEOg5IQQQgghhBDiEGhYFyEO5Nz3h5Dz809Q+fnj5udfhMaZVhcELOWxunsJFx8TQgghpHOinhNCHMSvq5ZD8fluRBYXQ336FKZPfg4GA61uCQAaBfDpKB0+HaWDhm6pEEIIIZ0WJSeEOICUkyfgc+oUZAyDVAZYlp2Jo//EYeXKZe0dGiGEEEJIm6HkhBAHkLx5I5QyGdIYBnes2Yip8xYCAHbv3o6MjPT2DY4QQgghpI1QckJIO0v/Jw6RPA9RkhD97POQy+UYNOhWDBl0K4Z6eiPuow/bO8R2Z+CBe752xj1fO8PAt3c0hBDiWAYNGtB/z57d3k3d/5dffnK77747ew4delO/RYsWhLRmbE2xYsXSoLFjR/Wy5zmb0ybZ2Zmq/fu/8rTn9YntaPQ2Ie0s8fPdiAKQIZdh5A03XXz+qTvvgZPBBGN5OSqLi+Dm49t+QbYzCUBejeziY0IIIf/54ouD/7q5uQtN3X/9+k9C/P0DjB99tPqCi4trk4/rSJrTJu+++3aEn5+facyY+8paOy7SOOo5IaQdiaKIPxITkGvQw/nmgZds6z3qLhTwPNQyOeK2f9pOERJCCHF0/v4BvFarbfK9m5qaGnn37j1qwsIiTF5e3p0yOWlem0i0EKQDoZ4TQtpRYmI89qUl4wcnJ/y8Yesl22QyGXRRUUBmJvjz59opQkIIIY5u0KAB/adOnZb+0EOPlMya9UaEKIqMp6eX+eeff/I2Gg2y3r37Vr755pwMf/8AftCgAf0B4PPPdwV+/vmuwJ07954NDQ03rV//if+hQwf9KirKFQEBgcaHHhqff999D5YCwO+/H3OdPv3V2CeemJj9xRefB/r4+Brnz1+U+vjjD/ccP/7x3G++2e+nUinFLVt2xzMMg6VLF4X8+ecJD57nmcjIaN2LL07J7tu3n84a765d23z27NkdUFZWqurT57oKPz9/09Ve37PPPsH26NG7qqysVPnbb0e9lEqlePfdYwtHjBhd+sEH70WkpiY7BwQEGaZPfyv9uuv66+q2yR13jCp/4omHe0REROlWrFiTDABHj/7iOmvWG7Fvvjkn5auv9vgnJMS7JCTEu4wdO8p1377vzo4dO6rXbbeNKJky5bXcujH4+fkbFyz4v/T62uPTT3cnFBTkK5ct+7/Q06dPucnlMik2tmvN1KnTsqKjuxhb4/+9s6KeE0La0dGjvwAAbrrpFqg1miu2x9x5NwAgWBBQWVTUlqERQsg1S9DrZQ19iUYj0xb7tsSJE795VlZWKj76aDU3Z857KQkJ8a6rVi0PBizDnby8vMz33HNfwRdfHPw3ODjUtGzZ4uBvvtnv99JLUzM3btwef999DxZ8/PHy8G3btlwynvjkyRMeq1dvSJg58+10uVwmAcAvv/zktWzZKm7u3PdT3N3dhVdeeTEmNzdHPX/+4uTVqzckdu3areaVV17sevbsv1oA2L//K881a1aF3XffgwXr1396vlu3HjWHDh30a+w17du3N8DPz9+0YcO283fffW/hrl3bgmbMeDVm3LgJ+R9/vD5BpVKKS5cuCr/8OA8PD+GNN2al/fNPnPvXX3/pVVpaIl+8eEHk7bePKL7zznvKFy9enhwTE1tz8823lG3YsC2hOe1ctz0MBoPs5ZefZ0VRwLJlH3PLln3Mubm58y+++HS33NwcZXPOe62jnhNC2lHW8WNQy2S49dah9W6P7H89fuN5+CkUOLP/Kwx6+rm2DZAQQq5BKS9Puq6hbdpYtiJ0+pvJ1u9TX5vSRzKb673Zq46IrA6f/Q5n/T5txuu9RJ2u3s9eqqBgXcS8Bc36cNxgjFqt8M478zOUSqUUG9vVcOLEbyVxcX+5A5bhTjKZTNJqtaK/fwBfU1MjO3Bgn/+0aW+mDR8+sgIAIiOjjHl5ueovvtgd8PjjT168MzZu3IR8ay9AZma6CgDuumtMEct2MwDAsWO/uiYlcc779h3618fHlweA116bkRMff95l9+7t/r169Un/8svP/QcOHFT2+ONPFQFAly4x+QkJ553T01OdrvaaQkPD9C+9NDUPAJ566rmCXbu2Bw0ePLR0xIjRFQAwYsTokvXr14TWd+zgwUOqRo++p3DNmlWhP/30g5ezs7MwY8bsTADw9PQSFAqFpFKpRGvMTVW3PT77bIdPVVWl4oMPlqYplUoJAObNW5h+//139dq79zPfur0w5OooOSGknZTmZOF/Gi3G9x0Av/4D6t2HYRhU+fvDr6QEVf+cauMICSGEdET+/gFG6wdkAHB2dhF4nq+3Z+bChUSN2WxmPvzwg4ilSxdFWJ8XBJHheTOj1+svHhcREXnF8KSwsPCL1YITE+OdAGDcuLGXrLzF8zxjNpsYAMjKytQOHXp7ad3t3bv3rG4sOQkKCrl4HScnJxEAgoODL8ajUqlFnjc32Pv02mvTs0+d+sv91Km/3T/5ZFN8c+boNKRue1y4wDnp9Xr5qFFD+9bdx2w2y7KyMq4cGkEaRMkJIe3kwpGf4AWgTBTRM/SKnuiLfK+/Efy3B1FRWgJJksAw1968PQZAVO2iK9feqyeEtLXolZ/809A2Ria75ENt1NIV/zZ138hFH55t6r4tUTcx+U/9pxdFkQGAt956JzUqqovh8u1qtfrigRqNRrx8u0ajubhdFEVGq9UKa9duuaIHSKVSiYDlppt0WSgKhaLR165QyK/Yh2GaPjuhoCBfWV5eppTL5dKJE8fdevXqrb/6EZdejueFK95+6raHKIoIDAwyfPDB0uTL93N2du6Uiw60FppzQkg7KTt7BgBQ5eF+1f26jxqNZ86exgfxZ5GTk90WoTkcjQL4/C4dPr9LBw3dUiGEtDK5Vis29CWr82G9NfdtK126xBrkcrmUl5erioqKNlq/jh792X3btk3+MlnTPypGR8fo9Xq93GQyMnXPtWXLhoAjR370AIDw8AjduXP/utQ9juMSnO37qi4liiLmzZsdGR4eqXvxxSmZO3d+Gnzu3Fntf3swl/4/yRVSdXWNvO7xhYUFqqtdIyoqWl9cXKxyc3MTrK87LCzcuGrV8uA//zzhau/X1JlRckJIO1EXFwMAnGO7XnU/JxdXxPboCQD4++8/Wz0uQggh1w53d3fhjjtGFW3btjn4yy8/90pPT1Pt3fuZ95YtG0M8Pb2aNQdj2LDbK8LDI/TvvPNW9PHjR11TU1PUixcvCPn558M+kZHRBgAYP/6J/D///MNz/fpP/FNSktVbt270O3nyRKsWQFy3bnVAWlqa06xZc9PHjXu0uFu3HlXz58+JNNYuQqDVasXCwgJ1Tk62EgC6deteffz4r14nTvzmkpycpJ437+1wvV4nv9o1xoy5v9TFxVmYMePV6Li4P52TkjjN22/PiDx9Os49JoZtpJeG1EXJCSHtQFdZiYDa4VlRDUyGr+v6628EAPz95x+tGRYhhJBr0MyZb2fde+/9BZ9+ujn4ySfH99yxY2vgI488mvvyy82bxC2Xy7FixZoLMTGxNQsWvBP1zDOPdz9z5rTr7NnvpgwePKQKAIYPH1ExffpbqT/8cMjn6acf73H8+FGPMWPuK2idVwacPXtGu3v39qDHH38yJyoq2ggAb775dkZxcZF62bLFwQAwZsz9RVlZmZqJEx/tIQgCJk9+NSc2lq2eNWt6zMsvP9/Vzc2NHzhw8FULNLq7uwsrV65LdHf34GfOnBYzadLT3QoLC1Tvv78kqWvX7lcMlyMNY6TLB/51fqmCIEaWltbY9aQKhQyens4oK6sBz18xJJPYUWdo67PffQP13j2o4Hn03/QpGus2P/ntAZRv/xTOKjUGbdneJjE6UjsbeOCJ7y1zJT8d2bmGdjlSO3dm1M5tozXb2cvLGXK5LA1AlD3OFxcX11Umk3/n5xdcrVJp6MMjIa3IZDJoCgtzXERRGNW/f//Eq+1LPSeEtIOCs5Y5kaUqVaOJCQCw/QYg0skZfgoFSnOyWjs8hyMBSK2QI7VC3sCUTkIIIYR0BpScENIO/q0ow4aMNFSEN7xKV10eAYEo5C1Df5OPHW3N0AghhBBC2g0lJ4S0g7+Sk/BDUQF8bh7Y5GOqXCyLm5SeP9daYRFCCCGEtCtKTghpYyaTCcnJSQCArl27N/k4ZXgEAECWn98aYRFCCCGEtDtKTghpYymn/sZgDw909/VDYGBQk48L7NcfAODD8xBFmtBLCCGEkM6HkhNC2lj+yT8wKSIaT4VHNavae5ebBoKXRLjI5ci/wLVihIQQQggh7YOSE0LamKF2tS2zh0ezjlM7O4PjefxWUozUpGsrOWEABDqLCHQW0fR0jhBCCCEdTSeqFkBIxyAvKwcAaIJDmn3s3yEh+Oab/XgpPw+D7ByXI9MogAP32rc2ESGEEEIcD/WcENLG3M1mAIA3yzb7WJbtCgDguAS7xkQIIYQQ4gio54SQNlRVUgRPheXXLrTvdc0+Pja2KxgARUnJdo6MEEKIFcNAzjBMu9zAlSRJlCQI7XFtQhwBJSeEtKHMf/6BEkAFzyM2qPnDurqERWDrdddDI5ejqqQIrt6+9g/SARl44LnDTgCAdcN10NBfLkJIK2EYyEWGCdQZ+Hb5S+OkUfAySHmOlqCsWLE06MiRH7z37fvubHOPTU5OUj/33JPdt2zZcT4sLMLUGvGRzoPe4glpQ8WJCQgEUK6Q23S8T1AQUiQJGgBpf55E79F32zU+RyUBiC+VX3xMCCGthWEYmc7AK/44lyfqDHybrtvupFHIbuoZqHDVKGSSJDlUcmKr+Phz2pkzX+9iMhlpKgFpEkpOCGlD5wx6bLyQgFuH3mbzOcpVSniKEorOnweukeSEEELams7AizV6c3sUleo0H+JXr14RsHfv7sDg4BBDaWmJqr3jIR1Dp/kFIKQj4DLTcaayAq49etl8DtHTCwBgysuxV1iEEEI6sEGDBvTfsWOr78SJj7HDht3c75FH7uv+ww+H3Ovuc/jw9+6PPfZQt2HDbu53//139Vy+fEmQ0Wi8uDp7YmK85pVXXoweOXJo3yFDbux3//139dy8eYNfQ9fcsmWD39ChN/X7/vtvPRraJy7uT/c33ngrbdKkl7Pt8kLJNYGSE0LaUFpaGgAgMjLK5nNoQ0MBAMqKSrvERAghpOPbvHl9yLBht5euW7f1/IABN1a8996cLn/9ddIZAH7++bDbggVzo0ePvrt406Yd56dOfT3z+PFfvWbNeiMSAHQ6nez116fEajRaceXKNYmbN+88P2jQrWUbN64JPXv2jPbya23fvsV369aNIbNnz0sZOfLO8oZi2rhxOzd69N0NbiekPjSsi5A2YjIYMFCSkOvlg7CQUJvP48N2B06fhrvA2zE6QgghHdmwYcOLH3/8qSIAmDZtZs65c/+67tmzy+/6629M2759S+Dtt48ofvTR/xUBQGRklFGhUGTMmPFabGZmusrJyVkcM+a+wvHjHy90c3MTAWDy5Fdzv/xyT0BSUqK2V6/eeut1du3a7rNp07qQd96Znzx06O10l4zYHSUnhLSRPC4RDwQEwSSK8PXzt/k84f36Ie+znXCXK1CWmwPPoGA7RkkIIaQj6tdvQFXd71m2W83p06fcACAtLc0pJSXZ+eefD3tbt0u1q4skJydpbrvtjsoJE54oPHjwa6+UlCSnnJxsdUZGmhMACIJ4cehXWVmZ8pNPVoTL5XIpJCTM2Bavi1x7KDkhpI0UcglwB1AqiZArbP/Vc/X2wZc1VcirrMTI9LRrJjnxULfHvFRCCOkYFArFJYsZSpIEmUwuWR6LzNixD+aPGXNfyeXH+fsHmAsLCxTPPfdkN1dXN/6mmwaW9+9/Q2Xv3n1qxo0b27vuvgwjw7x57ydt2rQuaMGCuZEbN25LlMlohgCxL/qJIqSNVGakAwB0KnWLz3XS0xO7c7KQmpfb4nN1BFoFcPiBGhx+oAZauqVCCCFXiI8/51z3+8TEeJfo6GgdAISEhOmzsjI0UVHRRutXQUGecsWKD0Oqq6tkBw7s866urlJs2rQ98aWXpuaNHn1XeUVFee1f2/9yHg8Pd/OQIcMqZ86cnZ6amuy0efN624cBENIASk4IaSOmwkIAgOTh3siejYuKigYApKamtPhchBBCOr4DB/b579v3hVdycpJ60aIFIRkZ6drx458oAIBHHnk0/88///BcsWJpUHJykvr48aOuixe/H1lTU63w9w/g/f0DTEajUXbw4Nee2dmZql9/PeL27ruzowDAZDJd8VmxW7cehvvueyh/x46tQSkpyS2/40ZIHQ51D5Jl2VgApwBM5jhuS+1zfQF8BGAAgBIAKziOW9JeMRJiK3lFBQBA5R/Q4nNFRUbDU6lEdUpSi89FCCHkSk4aRZvfwG3JNUeMGF20d+9u/+XLl2jDw8N1CxcuSerRo6ceAO66a0yZJEmpu3ZtC/zyy88DnJychQEDbih/9dXp2dbtiYkJ+evXfxK6cuVSmY+Pr2nkyDuLT5z4zSMh4bwzgKLLrzdp0st5v/121HPBgrkRGzZ8ytHwLmIvDpOcsCyrBLADgHOd57wB/AhgH4AXANwEYDXLsiUcx21ujzgJsZWT2QTIFXAPj2zxubo4OWNtn/4oM5jsEJnjM/DAlF8sq1muGKqHxmH+chFCOhtJkkQnjYK/qWegAu0wwsRJo+AlSWr2JLvIyGj99OmzGqwncvfd95bdffe9ZfVtYxgG06bNzJk2beYlBbSefvr5AuvjKVNey50y5bWLY4nVarW0Z8/+802JbeDAwVXHj/8d15R9CXGkt/h3AVRd9txzAIwAJnEcxwNIYFk2BsAMAJSckA6DN5vhxVje4/y7dm3x+cL69UPhF3vgqVCgsrgIbj6+LT6nI5MAnCpUXHxMCCGtRZIgyCDlubZDz4nl+pIoSRDa49qEOAKH6INjWfZWAM8D+N9lmwYDOFqbmFgdsRzCNli1lBBHU1CQj9fOn8GilCQExrY8OfHwD0Q5b/m1yPyHbkYRQog9SRIEUZTM7fFFiQm51rV7zwnLsh4AtgF4meO4LJZl624OAXD2skOsXYphAAptva7CzjdE5HLZJf+S1tMR2zovPwf5RgO0QYHQaO0zd7BSIYcHgLKUZChG278tHKmd6y6QqZDL0IKVmB2OI7VzZ0bt3DaondsHDZkinYkjvMV/AuAEx3E769nmBMuwrroMtf9qbL2gTMbA09O58R1t4OambZXzkit1pLYuLs4HAERGRtrtZ090dwcqKmEqyGu1n2fAMdpZbf7vsYenM5yU7RdLa3GEdr4WUDu3DWpnQoit2jU5YVn2cViGbvVqYBc9gMtvM1uTkhpbryuKEiordbYeXi+5XAY3Ny0qK/UQBCoW15o6YltX/nUKDwQGw9/dG2VlV/7oymQMBAkw8yK0KnmTXpfM2weoqIS5oKjec7aUI7Wz3gxY18ooL6uBsRMlJ47Uzp0ZtXPbaM12dnPTUo8MIdeA9u45mQjAH8Dlw7nWsCz7BoAMAEGXHWP9PgctwPOt8+YkCGKrnZtcqiO1tVtePsYFhyJdqbwiZoYBzAKD+PRSlFcZ0T3KG75u6kZfm3NoOJCaCo1e36rt4AjtzAt1H4vgmfaLpbU4QjtfC6id2wa1MyHEVu19C+IxAN0A9K3zBQBzANwJ4CiAwSzLyuscczsAjuM4m+ebENLWVAbLaETnwMtzbUChkCOrsBopWeUoKtOBSy+FwSyCaeQDuH+v3vg6LxcH8nIgSZ1/DSuNXIJG3vlfJyGEEHIta9eeE47jruj9qO1BKeQ4LoNl2U0ApgPYyLLsYgA3AHgFlponhHQYrqIIyGTwCI+45HmGYaAzCsjIq4RYm2AUlNagoEyHCH9XmM0NL9oS2qMHduVlQxRFFBcXwde38y5gp1UAx8dVt3cYhBBCCGll7d1zclW1vSMjAbCwVI5/B8AbHMdtbdfACGkGQ3U13GuXlwq4bBlhhYJBUYUepZX6i89JEpBdUAVTI0MilEoVgoNDAAAZGen2DZoQQgghpB2095yTK3Acx1z2/V8Abm6ncAhpsbwLiQAAgyDAM+jSYV28COQWVePyUVklFXpU6szwclFddVIpGxoOl7Iy5J0/Bwy4we6xE0LItYhhIGcYhoow1rFixdKgI0d+8N6377vLSzw0aM+eXd5ffPG5f2FhodrT09M8YsSo4meemZQvl8sbP5hcsxwuOSGksylJTYEbgHJJgkz233udTMagWm9GWaXhimNMZhEFpTXwcVNDuMpb1G1OzujStQdS4s+3QuSOwygA049ZliZdPFgPNb2vEUJaCcNArpWZAyWTrl0+IzEqJ14vKvMcMUFpjn37vvD6+OOPwl944eXMG2+8uer8+bNOK1Z8GG4ymZmXX341r73jI46LkhNCWllVdjbcAOhVl65/K5fLUF5tRI3eXO9xJRUGmHgRV5sXr/IPAMrLwZSX2y1eRyRKwG+5iouPCSGktTAMI5NMOkU1d1IUjfo2XXJMptbKXNgbFYzSQyZJUodOTvbv/8p3yJDbSh555NFiAIiMjDJmZKRrvv/+Wx9KTsjVUHJCSCtLkDFYfPY0Ro+6CyPrPC9KQEFpw/V2KquNqDHycNMoIDbwidwjIhLgEuFsvLxWKSGEkJYQjXpRMNS0x3rIzR5ONmjQgP6TJr2c+dNPP3qlpaU4+/sHGCZOfC5nxIjRFdZ9Dh/+3n3Llg1BOTnZWk9PL9Ottw4rnTTp5Ty1Wi0BQGJivGbNmlXBCQnxrgaDXubt7WO65577Cp966pl6V0fdsmWD35YtG0LefHNO6siRd5Zfvv2FFyZne3l585c/X1NTTZ89yVU59IR4QjqDnIJ85BkNcI2IuPgcwwAGs4DKGlODx+mNPCqrjVctOhbQvQcAwEsmA2+uvweGEEJI57d58/qQYcNuL123buv5AQNurHjvvTld/vrrpDMA/PzzYbcFC+ZGjx59d/GmTTvOT536eubx4796zZr1RiQA6HQ62euvT4nVaLTiypVrEjdv3nl+0KBbyzZuXBN69uwZ7eXX2r59i+/WrRtDZs+el1JfYgIAN9xwU02XLjEX75yVl5fLDx066Nunz3WVrdQEpJOg5ISQVpaba1kxOygo+OJzMpkMOgOPqqskJwBQWKbH1UYxBbJdYRZFKGUy5CYm2CNcQgghHdCwYcOLH3/8qaKYmFjjtGkzc6Kju9Ts2bPLDwC2b98SePvtI4offfR/RZGRUcYhQ26rfPXVNzL++ON3z8zMdJVOVyMbM+a+wrfeeicjNrarISoq2jh58qu5AJCUlHhJcrJr13afTZvWhbzzzvzk4cNHVNQXy+Wqq6tl06ZN6WI2m2RTpryeZf9XTzoT6lojpJXdqNMjKjAYgR6eF5+TyxmUVRnAX2UlLgCo1plgNAtoaP63XKFAqSTCHzLkJ5xHWK/edoycEEJIR9Gv34Cqut+zbLea06dPuQFAWlqaU0pKsvPPPx/2tm63rhKZnJykue22OyonTHii8ODBr71SUpKccnKy1RkZaU4AIAjixamPZWVlyk8+WREul8ulkJCwJo0nLijIV0ybNiWmoCBf/cEHSy9ERERe/a4cueZRckJIKzLp9Rjq4gqZqxs8/PwvPi+IEkrrWaXrctV6M/RGAW7ahued6NQagOdRmZ5mt7gJIYR0LAqF4pI3CUmSIJPJJctjkRk79sH8MWPuK7n8OH//AHNhYYHiueee7Obq6sbfdNPA8v79b6js3btPzbhxYy+548UwMsyb937Spk3rghYsmBu5ceO2xLqrUF4uKYnTTJs2NUYQBGb58tVc9+499Q3uTEgtGtZFSCsqSE6CjGFgEkV4h4VffN5oFhtcpasug5FHtd581XknRYGBWJeeigsmuhlFCCHXqvj4c851v09MjHeJjo7WAUBISJg+KytDExUVbbR+FRTkKVes+DCkurpKduDAPu/q6irFpk3bE196aWre6NF3lVdUlNfewP4v5/HwcDcPGTKscubM2empqclOmzev90cDMjLSVa+88lKsRqMR16zZlECJCWkqSk4IaUVFKUkAgHJRhLXolEzGwGAWmpScAEBppR7MVdYTVnfvgcPFhUgszG9xvI5KqwD+nlCFvydUQUv9vYQQcoUDB/b579v3hVdycpJ60aIFIRkZ6drx458oAIBHHnk0/88///BcsWJpUHJykvr48aOuixe/H1lTU63w9w/g/f0DTEajUXbw4Nee2dmZql9/PeL27ruzowDAZDJd8VmxW7cehvvueyh/x46tQSkpyer64pk//50InjfL3n77vVSlUikVFOQrrF+t2xKko2v2DwjLsgoAQwHcDiASgDuAYgAZAA4B+J3jOKpEQAiAyqwsuADQKf/7VZPJZNDpzTAYr1hhsV7VOjNMfMO/UiEhoQCA7GyaY0gIIfYiU2vb/AZuS645YsToor17d/svX75EGx4erlu4cElSjx6W3oq77hpTJklS6q5d2wK//PLzACcnZ2HAgBvKX311erZ1e2JiQv769Z+Erly5VObj42saOfLO4hMnfvNISDjvDKDo8utNmvRy3m+/HfVcsGBuxIYNn3J1h3fl5eUqExLOuwLACy881f3yY48f/zvO1tdJOr8mJycsy6oATALwOoAQAGWwJCQ1AEIB3A3gLQC5LMsuArCO4zgqvkCuacZiy99zwcnp4nOMDCitavqvRo3eDBMvQC1nLk5grCs0JBRdXVwRXFMDgechV9BNKUIIsZUkSSKjcuJd2BsVaIcRJozKiZdEqdn1VSIjo/XTp8/Kbmj73XffW3b33feW1XtNhsG0aTNzpk2bmVP3+aeffr7A+njKlNdyp0x5Ldf6vVqtlvbs2X++vvMFBgaZKQEhtmrSpxiWZW8AsBWAAOATAJ9zHJdSz369ANwJYAqAqSzLPs5x3Ak7xktIhyJWlAMAGHePi8/xgoTqRpYQrktnMMNgEqB1VkIQrsxO/P0DMCe2GxQyGQqSLiCo2xU3qTo8owDM+V0DAJg30AB1Q8uXEUJIC0kSBL2ozGOUHu0y9F0SJVGS0KGrwxPSEk29xboNwEyO47662k4cx50FcBbAIpZlH4YloYltWYiEdFxynWX+n9r74uqNMPMidMamF0w085bJ896uagjCle9XSpUKZaIIX5kM+VxCp0xORAn4KUsJAJgrNb7KGSGEtIQkQZAkiRIEQtpBU5OTXhzHNWspII7jPmdZdl/zQyKk8/i0vAQlGRl4e/yjACyT4Y0GHjpD0+abWJVXGRDm79Lg9mqlEr6ShMqM9JaESwghpAOiIVSkM2lSl2VzE5OWHkdIZ5FVkI88owF+4ZZlhGUyBnojD2MTJ8Nb1eh58PUM6bISXF0BAIb8zrtiFyGEEEI6v6bOOZnTnJNyHDfPtnAI6Tz0ej0qKioAAH5+AQAsyUlFtQnNXc5OZzTDLIgN/sIqfX2BykqgvNzmeAkhhBBC2ltTh3XNvex7CQADywT5YgCeAFQATABKAVByQq55BckX8Hx4JIoFEa61PRuCBFTpmr+Ind7Iw2QSoNLUXyneJTQMSEmBxkDzMQghhBDScTV1WJfM+gXgDgAlAB4BoOE4LpDjOA0sq3SVAHit1aIlpAMpTUnG7b7+GOrjC6a2iiLPi9A3c74JYKkUbzALkMnqr8bo08Wy7oQHAFFs9gqUhBBCCCEOwZZl8lYBeJvjuM85jru4kgXHcd8BmA1ggb2CI6Qjq8q1LAdvqK07wjCAWRBhMDU/OZEkoEpnupjkXC6kR0+sz0jD0pQLKC+rdxl7QgghhBCHZ0u1tjAAmQ1sKwLgb3s4hHQexqJCAIBZqwVQu1KXnofeaNvqlJXVJstgynpoXV3xLwMUVlYgJzcbXnWWLu4MNHLg2MNVFx8TQgghpHOypefkXwAvsyyrrPsky7IaANMBnLRHYIR0dELtZHjGzc3yL8NAbxJgMtuWnOiNPHi+4SFboaGhAICsrIbuHXRcDANoFZavBjqPCCGEENIJ2JKcvAngNgApLMuuY1l2AcuyGwCkAugD4HV7BkhIRyWrqQEAqGp7MWQyBlXNqAx/OYOJh7meyfBW3QKCcKu3D6rjz9t8DUIIIdeempoa2bZtm32t38+a9UbEs88+wbbmNbOzM1X793/l2ZJz7Nmz23vQoAH9G9reFq9j0KAB/ffs2d0phitkZqarBg0a0P/334+5tmcczU5OOI77FcBAWHpI7gEwDcBoAIcB9Oc47rQ9AySko1KbLImIS0AgAEuV8ypdC5ITIw+TWWxwUnwvlRqTI7vAtRMWYjQJwNwTGsw9oYGJajYTQohdbdq0zv+LLz4LsH4/ffrsrMWLlye35jXfffftiJMnf3dvzWuQjsmWOSfgOO4UgIfsHAshnYpLbTUT95AwAABv42R4K0PtkDBGowDqqZTiHBwMZGVBpdPZfA1HJUjAwTTLSNIZ19NyyYQQYk+SJF1y18vd3b0NbgNJNEiX1Mum5AQAWJYdDcuywoEA3gJwHYA4juMy7BQbIR2WyWTCS/+egpdShR3dugMAzILU7MrwdYmihBoDD193DYR63ja8IqOBP/6AGy0lTAgh15SKigr50qWLQv7884QHz/NMZGS07sUXp2T37dtPBwA6nU72wQfzQv/++y8PnU4nDw4ONjz22JO5o0ffXb5ixdKgzz/fGQhYhijt3Ln37Nq1HwcVFhao16//lPv992OuM2e+Hrtw4ZILH330YVhhYaE6IiJCN3v2vLQffjjkefDgPn9BEJjBg4eWzJo1N4thGEiShA0b1vj/8MMhn6KiQrVSqRS7du1ePW3am5nh4RGmZ599gk1IiHdJSIh3GTt2lOu+fd+dNZlMzIoVHwb98ssRb71eJw8JCdNPnPhs7pAht1VaX+ehQ994bN26IaigIF8THR1T07dvv8qG2sRKEEQsWDA39JdffvJWKBTSHXeMKp4y5fUcRe1Kmn/++Yfzpk3rglJSkpzNZrPM3z/AOGHCE3n33nt/qfUcX3/9pddnn+0IyMvL1Xh4eJrvvvvewqeffr7g8msVFRUqXnrpWdbDw9O8fPnqZCcnJ/HXX4+4rV//SXBOTrbWz8/f+MADD+evWLE0YufOvWfDwiJMY8eO6nXjjQPL//knzq2iokI5Z868lJtuuqVq69aNft9+e8CvuLhY5ePjY3rggXH548c/VgwAv/9+zHX69FdjrecALEOyJkx4sNfixcsuDBw4uGrWrDciRFFkPD29zD///JO30WiQ9e7dt/LNN+dk+PsH8ACQkHBes2zZ/4UlJyc5e3p6mseNm5DXoh9EO2n2sC6WZZ1Ylv0BwDcAJgJ4GJYijJMAxLEs28O+IRLS8RQVFcIoiiiRRHj6+EAmY2AyCzC0cExSZY2xwQnhQT16AgDc5QrUlJfWvxMhhJCrkiSgxgxZe31JDU8tbCBeCa+88mJMbm6Oev78xcmrV29I7Nq1W80rr7zY9ezZf7UAsHLl0qD09DSnDz74MGnr1l3n+ve/vuKDD96LysxMV02c+Fz+PffcV+Dl5WX+4ouD/wYHh14x/lgURaxevSJ0xoxZ6StXrk2oqKhQvPTSs90yMzO0H330Cfe//z2d/d133/j99NMP7gCwefN6vz17dgU+99yL2du2fXbu3XffT8nNzdEsW7Y4FAAWL16eHBMTW3PzzbeUbdiwLQEA3n57RkRc3N/ub775dtq6dVvjb711aNmcOW92OXzYcs6//jrp/P77c6MHDhxcvn79p+eHDx9Z8sUXnwU21j4XLiS6lJeXKVeuXJv4+usz0w8f/sFn8eIFoQCQm5ujnDnztdjIyGj92rVbEtat2xIfE8PWLFv2fxGFhQUKAPjmm/2eS5YsjBwy5LbSDRu2nZ848bnsHTu2Bu3evcOn7nVKSooVkyc/x3p7+5g++uiTJCcnJ/Hs2TPaOXPe7NKnz3VV69ZtPf/YY//L3bhxbejlMX7//SHfyZNfzVy0aOmFAQNurF60aEHoZ5/tCHrssSdzN27cdv7ee+8vWLt2VdjWrRv9mvOzceLEb56VlZWKjz5azc2Z815KQkK866pVy4MBS0L7+usvs05OTsLq1esTpkx5PXPnzk+DmnP+1mJLz8n7APoDuB3AMViqwgPA4wC+B/AegPvtEh0hHVRBQT4AwN8/AAzDgGEYmPiWDesCAL2Bh9DApHiPgECkCjxc5ArknD+P2FsGt+hahBByrZEk4LHvnLpyZXLn9oqhq6dQvW2UjmvqyoTHjx91TUrinPftO/Svj48vDwCvvTYjJz7+vMvu3dv9e/Xqk56Xl6vWap2E8PBIo7u7uzB16rSc667rX+Xu7im4uLiIWq1WlMlkkvWOen2eeurZnP79b6gBgIEDB5UfPPi135w572U4OTmJMTGsYfv2rcEpKUna4cNHVoSGhhmnTXsz7Y47RlUAQGhouOnkyRNlR4/+4gkAnp5egkKhkFQqlejj48unpqaof/vtmNeqVesSrL090dFdClJSkrWffbY9YPjwERV79uzyi41lq6dMeS0XALp0iTGmpqZov/12/1U/sLu7e5jfe29Rmkajkbp27W4oKirKWbt2Vdgrr7yRYzKZmEceeSz3mWdeKJDJZNbXmffLLz95p6amaPz8/Kv37t3tf/PNt5Q+//xL+bVxGXW6GrlGo704TKGyskIxefLzsT4+vsYPP1yZotFoJADYtWubf2RklO6NN97KBoCYmFhjaWmpcv36Ty5JUK67rl/FrbcOrbKcq1L2/fff+D799PNZY8c+UFp7zaLc3Bz1Z5/tDHziiYmFTfvJALRarfDOO/MzlEqlFBvb1XDixG8lcXF/uQPAN9987WkymWTvvrsw3d3dXejatbtBr9dlzZ//TnRTz99abElOxgF4k+O4n1mWvVhxgOO4fJZl5wP42G7REdJBVZw7g+fDI2HwsSx+IpMx0OnNaO4dscsZTDx4QWqo3AkqGAYuAIqTkyg5IYQQGzD1TepzYImJ8U4AMG7c2F51n+d5njGbTQwAPPbYk/mzZ0/vcu+9I/vExMTW9Ot3fcXo0XeXNmduSWRk9MUJf2q1RnR39zA7OTld/ICuUilFo9EkA4A77hhVERf3l/OKFR8G5eRkq7Ozs7TZ2VkaT09Pc33njo8/5wQAr7/+8iUrawmCwDg5OQkAkJGR7nTddf0r6m7v1at3dWPJSXR0F501WQCA3r371vA8z6SkJKt79eqtf+CBh0s+/XSTX0ZGmiYnJ0eTnp7qBACiKDAAkJmZob311tsuGY4wbtyjxXW/37ZtS7Ag8Mzl10pNTXa6fOhZv37XVwGfXBJjcHDIxbZNTr6gEQSBue66AdV19+nbt1/1gQP7/IuKCpv82d3fP8CoVCovxuPs7CLwPM9YYktx8vcPNNT9Gejf//rq+s7T1mxJTjwApDewrQyAi63BENJZmDMzcbuvP1LUagCW2hyVLVipy8poEmAWRKjlTL2JjlGjBUwmVGdntfhahBByrWEYYNsoHafjbSq1YBdOCojNqeckiiKj1WqFtWu3JFy+TaVSiQAwYMANNV99dejMsWO/uP3110m3H3445LN79/ag+fMXJw0ePKSqKddRKhWXvOs0tHIkAKxbt9p/165twcOGDS/u27df1cMPjy/85ZcjHseO/eJV3/6SZMlxli9fnejs7HLJxEm5XC79t9+lk+gVCmWjiaRMJrtkH1G0fBZXq1VSUhKnmTz5ua4REVG6/v2vrxg0aGiFl5eX+eWXn+9W9/qN/X/06tW78s47xxQvWPBO9M8/Hy4dNmx4Ze2xEMXGJ/6rVOorXiNz2UXF2vmkdZONup8DzGb+iuvU3fc/dZ9qfnu2BVuSk3MAHgXwQz3b7qndTsg1TSgrszyoLcAoiBL0hpYN6QIAo4mHiRehUSgg1ZOdFIWHY9c3+9ErNAQjWnw1Qgi59jAM4KxEh1lZJDo6Rq/X6+Umk5Hp2rX7xTvwc+a8Gd6lS4zuiScmFq1Y8WFQnz79qkeMGF0xYsToCkEQsh555L4eP/982HPw4CFVDMPY9UPp55/vDHrkkcdyrUOhAGDHjk8DLn3b+u+aMTGsHgAKCgpUw4f3udg7smzZ4mCGkUmvvDItNyoqWpeQcP6SG+AJCecaHX6Xnp7qJIoirMO2Tp3621WlUonh4ZHGJUsWhri5uZvXrt18wbr/jz9+5w7g4ntscHCogeMSLrnOwoXzQgsK8lXLl69OAYBbbx1WNnr0XeU///xj6bJliyP697/hnJubmxgREam7/NizZ09fNeYuXWINcrlcOnXqL5eePXvprc+fPn3K1d3dw+zh4SkolZaks7Ky8uIIpoyMNHVjbVFXTEys7siRH71LSooV3t4+PACcOfNPuw1nrMuWOwPzATzOsuxBAM/AkoINYVl2JYAXASy2Y3yEdEjWAoxKL8tNIl6QYGzhfBMAMJotywk3dMfKrWs3/FtZgeS83BZfy5Fo5MCP91fjx/uroZE3vj8hhFwrhg27vSI8PEL/zjtvRR8/ftQ1NTVFvXjxgpCffz7sYx2KlZOTo16+/P/Cjh8/6pqVlaH65pv9nsXFRepevXpXA4BWqxVramrkyclJarPZ3OIlfr29fUynTv3lxnEJmqSkC+ply/4v6M8///Awm80XP3dqtVqxsLBAnZOTrezatbuhX78BFStWLAn/4YdD7unpaaoNG9b4f/nlnoDg4GAjAEyY8L/8jIx07aJFC0KSk5PUX3211+vQoYO+DUdhUVJSonr77RkRiYnxmm+/PeCxc+enQWPHPligVqslPz9/U2lpierIkR/dsrIyVIcOHfRYsWJpOACYTJYhcRMmPJ73++/HPbds2eCXlpaq3r//K88ffjjkO2jQkPLLrzV9+qwsk8nELFnyfihgGU6XlpbivGTJB8HJyUnq7777xmPbti3BwJU9I1bu7u7C8OEji3fs2Bq8b98XXqmpKept2zb7fv/9t7733fdgAcMw6Nq1u16j0YibN68PTE1NUZ848ZvLxo1rQxo6Z33uvntsqZubOz9r1vTIc+fOak+cOO7y8ccfXTFZvz3YUoTxawCPAegNy6A5BsCHsNQ9eYHjuL12jZCQDkhlMgIAnPwtNa14QYLR3PJl4yUJ0BnMDf5RCw211FTJysps8bUcCcMAnhoJnhqpwdXKCCHkWiSXy7FixZoLMTGxNQsWvBP1zDOPdz9z5rTr7NnvpliHbM2aNTejd+++VR98MC/y8cfH9fz0003B//vf09n33fdQKQCMGDGqzMPD0/zMM0/0OHPmtFNLY5o1a26a0WiUTZr0dLepU1/omp6eqn3xxSkZVVWViszMdBUAjBlzf1FWVqZm4sRHewiCgA8+WJp6882Dylas+DD8yScn9Pzhh0M+L730SsZDD40vAYBevXrr589fnHT27GnXZ555oscXX3zm/9BD4xtd+nbAgBvK5XK59NJLz3ZbtWpZ+KhRdxe+9NLUXAB44omJhQMHDi5dtGhB1FNPPdpj+/atgU8++UyOj4+v6dy5s86AZf7M5MmvZnzzzX7fp56a0GPr1o3Bzz47KfPBB8eVXH4tHx9f/tlnX8w+cuSwzy+//OTWrVsPw9tvz0v+668/PJ555vEeW7duDLrzznsKAUCpVDXYW/Xmm3My77prTOGmTeuCJ058tMfBg1/7Pf/85MxnnnmhAABcXV3FGTNmp+bkZGknTny0x4oVH4Y9//zkrOYkJ87OzuKKFZ9wCoVCmjr1ha4LF74X+fDDE/IbP7L1MfUNDWkqlmVZAN4AygEkchzXEbpBUwVBjCwtrbHrSRUKGTw9nVFWVgOe7wjN0HF1hLb+88nH4KFQwDzhMfQafgeqDDyOn86BvgV1TqzYCC/0ifaGqZ5liQvycjH/0YcRoNHgjS8PQKXR2nydjtDOnQG1c9ugdm4brdnOXl7OkMtlaQCi7HG+uLi4rjKZ/Ds/v+BqlUpD1V2J3f3zT5yTQqGQevXqc3F41r59X3gtX74k4vDhY6estVauBSaTQVNYmOMiisKo/v37J15t32a3CsuyRwC8yHFcIsdx3GXbegPYznFc7+ael5DOgjeZ4Ca3jD3yDgsHwzAw8yKMLaxxYnW15YR9/fzxfEQUVDIZchMTENG3n12u2d5MArDslGU47av9jFDR0C5CCCEOLjExwWnTpnUhb7zxZlr37j306enp6m3bNgfdcsug0mspMWmuJrUMy7KD8N8QsKGwzDGpb+m2uwG0+/rIhLSnkqxMyBgGoiTBJzzCsoywgYfY0nWEaxnNAnix/uWEZXI5yiQR/pCh8ALXaZITQQL2JKkAAFOuM7ZzNIQQQkjjHnnk0eKSkmLlJ5+sDCsrK1W6ubnxgwcPLZ08+dWc9o7NkTU1bXsGwBOwTH6XAKyGZa5J3U9b1s9KO+0WHSEdUInRgKdO/YlIf3/sVirBMEC1vuXLCFsZTTx4XoKygRljOrUa4AVUZqTb7ZqEEEIIaR6GYTB58it5kye/0ujcGPKfpiYnUwFshiUBOQLgJQDxl+0jwDL35Ly9giOkIyouLoJRFMF4eAIAxNpJ7PZiNAsw8wLUGgXEeoZ3iW7uQGkpTIVNLiJLCCGEEOIQmpSccBxXAeBXAGBZdhiAOAAuHMfl1z7nCSCU4ziqcUKueUVFRQAAn9rq8JZlhO0z3wQATCYBJl6sXbHryuRE7R8AlJZCXllx5cGEEEIIIQ7Mljon/wL4CsAvdZ67EcBplmX3sSzb4iXoCOnIZIkJeCE8Cn2dXQEAgijaZRlhK0GUYDBdpdZJeAQAwMlov6FkhBBCCCFtwZbk5AMAPQC8Vee5IwDuBTAAwDw7xEVIh6UpKsJtvn4IVijAMAxMvFjvsr8tUaM3N1jvw79rVwCAp0wG3my/4WSEEEIIIa3NluRkDIBpHMd9aX2C4zgTx3EHYElYHrZXcIR0RDK9ZTlzpZcXZDJYlhG2Y88JANToTWho8a+AGBaLU5LwxvkzKCyieSeEEEII6ThsWWTZFUBZA9sKAPjYHg4hHZ/KZALkcjj5+lt6TswCzHYuRmZdTrg+SrUaRW6uyCsrQU5OFoKCgu167faglgP7x1RffEwIIYSQzsmWnpNTAJ5uYNtTAM7YHg4hHZ9TbZeGW1AQGIZBjR1X6rIymoUGCzECQEhIGAAgMzPT7tduDzIGCHKREOQioYGpNoQQQgjpBGxJTuYDGMuy7N8sy85iWfZZlmXfYln2JIAHAcy1a4SEdCACz1+sDu8VGgaGscwPsTeTydIb09C8k95+fnggMBjmc2ftfm1CCCGkNRw+/L07xyVoWnKOZ599gp01640IO4VkkxUrlgaNHTuqV1P3nzXrjYhnn32Cbc2Y6pIkCXv3fuZdVFSoAIA9e3Z7Dxo0oH9bXb8xzU5OOI77EcA9sKxhOg/AWgDvwTJE7F6O476za4SEdCCl2VmQ11aH9w4Lt6ysZbTvfBMAlqFignU54StFq7UYFxwKj/zOUffJLAAf/aPGR/+oYefpO4QQQhxAVlaGau7cWV1KSoqV7R1LZ/fHH7+5LF/+fxF6vU4GAHfffW/pF18c/Le947KyZc4JOI47BOAQy7IaAF4AKjiOq7FrZIR0QCWZmZABqBIEqDQaCKIEUyt8mjaaBfBXqXXiGhYGJCdBazDa/drtgZeAbQkqAMBzvYygdy5CCOlcpIZWeSF2J0nSJXc2tVqtpNVq+faK53I2JScAwLJsNwB3AAgEsIpl2esA/MtxXJW9giOkoymWMXj91J/oHcPietQWYGyF5ESSAJ2Rh6+7BkI9p/djWZiP/AQPAKIoQiazZQQnIYRcm2rMDY8skTOQNIr/7gpdbV8ZA0lr477NceTIj26bN68PzsnJ1qjVGrFfv/4V06a9leXp6Sn8/vsx1+nTX43duXPv2bCwCBMAZGamqyZMeLDX4sXLLgwcOLgKADZv3uD39ddf+FdUlCtjY7tW9+rVp+rw4e989u377iwApKWlqpcsWRiamBjvqtVqhbFjHyz49tsDvuPHP5730EOPlADAnj27vD//fFdAcXGR2sfH13jnnWOK/ve/iYXW96Avvvjc+/PPdwYUFBSoXVxc+IEDB5e9/vqM7IKCPOWECQ/2AoDp01+NffjhCXlTpryWe+FCouajjz4MSUyMd9VotELPnr2rXnttepa/fwAPAEajkVm6dFHI0aO/ePE8z4wadWeReJX5mAAwaNCA/pMmvZz5008/eqWlpTj7+wcYJk58LmfEiNEXKxcfPvy9+5YtG4JycrK1np5epltvHVY6adLLeWq1WgKAxMR4zZo1q4ITEuJdDQa9zNvbx3TPPfcVPvXUM/Uukbllywa/LVs2hLz55pzUkSPvLG/s/zM7O0u5atXykDNnTrsZDAZZ167dqidPfiW7e/eeeus+X3/9pddnn+0IyMvL1Xh4eJrvvvvewqeffr6gsfisPw8AMGHCg72mTp2WDgAffbQk4vjxv+MAoKysVL5q1fLgv/76w6OqqkoRGRld89xzL+bcdNPAasAybO3s2dOu119/U/mBA/v8q6qqFLGxbPUbb7yVERMT2+K7os1OTliWlQNYA2AiAOtt2z0A3gEQxbLsEI7jslsaGCEdUVFRIYyiCJWPLxiGgZkXWqXnBAB0BnODw7qCuvZAmiRBK5ejJDMDvhGRrRIDIYR0RkP2uF7X0LZ+fnzFuuH6ZOv3I7506WMUmHqTju5eQvWno3Sc9fu797n0qjIz9X72inYXdJ/dpUtobqwlJcWKefPmdHn66eezhg4dVpGXl6dcuHBe1LJli0Lmzfsgoynn2LZts++2bZuCX3hhcma/ftdX//DDIc9du7YFe3t7mwBAp9PJXn31xdjAwGDDRx+tSaypqZYvW7Y4rKioUG09x65d23y2bNkQ8uKLUzP79LmuOj7+nNPHH38UVlxcqHrjjbeyz58/p125cmn4G2+8ldanT9+a5OQkzcKF86Lc3d35F16YnLdy5dqEl19+vtusWXNTBg8eWpmXl6ucMuUFdtCgIWVTp76eoNfrZRs2rAl64YWJ3bZv33Pe2dlZXLhwXtjff590nzbtzfTg4GDj5s3rAzkuwSUgIOCqH5A3b14f8r//PZ395ptz0r/++kuf996b08XT0yvx+utvrPn558NuCxbMjX7mmReyBg4cXJmZma5euXJZWHZ2pmbJkhWpOp1O9vrrU2J79epTtXLlmkSFQint27fXZ+PGNaEDBtxQ1atXb33da23fvsV369aNIbNnz0sZPnxERUMxWVVVVclefPGZrv7+/qb58xclqdUaaePGNUGvvPIiu2nT9viQkDDTN9/s91yyZGHkY489mTN8+Miy+PhzTsuWLY5wdnYRxoy5r/Rq8Q0YcGP1rFlzUxYsmBu9cuXahK5du+sPHvzay3p9QRAwZcoLsWazmZkxY3aar6+f+bPPdvrNnPla7PLlqxP79u2nA4CkpAvOarVGWLjwwySdrka2cOG8yCVL3g9fu3bLhab8zF2NLT0nswE8CuAZAN8AyK99/nUA+wEsAPC/lgZGSEdUXFwEAPD19b1Y46S1kpMavbnBbnC1szPKBAHeCgVy489TckIIIZ1Ubm6ukufNTGBgoCk0NNwUGhpuWrhwSRLPC01e2/CLLz4LuOuuMYUPPzyhBAC6dInJT06+4JyamuwEAN9887VnZWWVYvPm/0v19PQSAGDOnPfSnnvuye7Wc+zatS3ooYfG59177/2lABAREWmqqamWr169Ivzll1/LycrKUAMMQkJCjSEhYaaQkDCTh4fnBRcXV0Eul8Pb25sHAHd3d8HFxUXcsGFNgIeHp3n27HcvLju5aNGy1LvvHt7n228PeI4adVfZL7/85D1p0suZt99+RwUAvPvuwvQHHrjbtbHXO2zY8OLHH3+qCACmTZuZc+7cv6579uzyu/76G9O2b98SePvtI4offfR/RQAQGRllVCgUGTNmvBabmZmucnJyFseMua9w/PjHC93c3EQAmDz51dwvv9wTkJSUqK2bnOzatd1n06Z1Ie+8Mz956NDbK5vyf/H11194V1dXKTZt2p7g4+PLA8D77y9JffDBe3rt3r3Dd9q0N3P27t3tf/PNt5Q+//xL+QAQHd3FqNPVyDUarajT1cgai8/d3V0AAG9vb16r1V7yQeLXX4+4paWlOq1fv/V8t249DAAwe/a7mRcuJDrv2LE1oG/ffqkAIAgC8957H6RZfx7GjLm/cOvWDSFNeY2NsSU5mQhgDsdxm2t7UQAAHMedYVl2DiwV5Am5JrkmJ+OF8Ci4qTWtVuPEynSVWicAUK1QwBtAeVpqq1yfEEI6q18fqvqnoW1y5tKhVz/cX93gRGLZZfseHFvd4BKKl+/bVL169dbfcsvg0rlzZ3VZsWKpqU+f6yoHDhxUcccdo8qbcnxpaYm8uLhY1atXn+pLz9unypqccFyiU2BgkMH6QRQAunfvqddqnQQAKC4uUpSWlip37NgavGvXtiDrPpIkwWw2M5mZ6eqhQ2+v+PLLPdUvvfRsN3//AGPfvv0qb711aHmfPtfp6osrOfmCU25ujvb222+5pBfLbDbLMjLSNCkpSRqe55mePftcnPOs0WikiIjIes9XV79+Ay6ZgsCy3WpOnz7lBgBpaWlOKSnJzj//fNj7v9dhjSlJc9ttd1ROmPBE4cGDX3ulpCQ55eRkqzMy0pwAQBDEiwlhWVmZ8pNPVoTL5XIpJCSsyUOdUlNTtAEBgUZrYmJ9XV26xNSkpaU6AUBmZob21ltvK6173LhxjxZbHzclvoYkJydptVonwZqYAADDMOjevWf1qVN/u1mfc3NzN9f9eXBxcRF4nrfLYv+2JCf+AE43sC0bgKfN0RDSwXlUlKOfrx+ylCowDAO9sfXml5lqa500NIDZ7OICVFdDn5fbajEQQkhn5KxEk+8qtda+zbFo0bK0pKQLuceP/+oeF/eX26JF86O++mpv9bp1/w2xqdvRbjb/9yFSLrd8FBTFhj+4yuVySFLD20XR8rKeeeaFrJtvHnRFD0FISKhJpVJJ69ZtuXD27L/a338/5h4X97fb7NkzYoYMua1k/vxF6ZcfI0kS06NHr8o33njrioJd7u7uQlZWpqp2v0u2KRSKRpO8y/eRJAkymVyyPBaZsWMfzB8z5r6Sy4/z9w8wFxYWKJ577slurq5u/E03DSzv3/+Gyt69+9SMGze2d919GUaGefPeT9q0aV3QggVzIzdu3JbYlPmfkiTVO2RbFEVGLrfEKJfLpYZKCTQ1vqtcv94R46IoXtJuSmXj7WwrW2bJJgO4s4FtQ2u3E3JNUpksNU20vr5gGKC6FWqcWJnMInih4VonFV274pVzp3GMb70YCCGEtK+4uD+dFy6cFxoTE2t86qlnC1etWpc8deq09Pj4c65FRYUKpVIlAkBlZeXF0S4ZGWkX54q4u7sLPj4+pnPnzjrXPW9CwvmL33fpEqvLz89Xl5WVXjxHUtIFtV6vkwOAr68f7+bmxufkZKujoqKN1q/z5884ffLJymBJknDkyI9uq1YtD+zVq4/++ecn569bt+XC+PGP5/z++zFPAFd8IA8Pj9Dn5GRpg4NDTNbzeXp68suWLQ5NTIzXxsSwBqVSKf3zz98u1mN4nkd6uqWX4Gri489d8loTE+NdoqOjdQAQEhKmz8rK0NR9HQUFecoVKz4Mqa6ukh04sM867CrxpZem5o0efVd5RUV57c3+/z6ve3i4m4cMGVY5c+bs9NTUZKfNm9f7NxYXAERFddHn5eWqrTVIAMBgMDCpqclOYWERegAIDg41cFzCJa9h4cJ5oa+88mJ0U+JjGKbBxKJLl1i9TqeTJyScv6TeTHz8eZeQkDBDQ8fZky3JyXIAU1mWXQVgOCyvNIZl2dcBTAPwsf3CI6Rjca69e+QaGAhBBAyt3HNi5huudeIXE4tcgwEZ2VmtFkNbUcuBz+6swWd31kAtb3x/Qgi5Vri4uArfffeN75IlC4NTU1PU8fHntEeO/Ojl7x9g9Pb24bt27a7XaDTi5s3rA1NTU9QnTvzmsnHj2pC67x0PPTQ+/9tvD/jt3fuZd2pqinrTpnV+J0785mVZ9wgYM+a+UldXV3727BmR586d1cbF/ek8b97bUYAlqWAYBvff/3D+t98e8Nu6daNfWlqq+vvvv/VYteqjcKVSKarVakkuV+Czz3YEbdq0zi8jI111+vQpp5MnT3jExLA1AODs7CIAQFLSBW1FRYV83LhHC3U6nXzmzNeizp49oz1//pz2rbfeiEpOTnKOje2qd3Z2Fu+8857CHTu2Bh06dNAjKYnTzJs3O7ysrFTVWJsdOLDPf9++L7ySk5PUixYtCMnISNeOH/9EAQA88sij+X/++YfnihVLg5KTk9THjx91Xbz4/ciammqFv38A7+8fYDIajbKDB7/2zM7OVP366xG3d9+dHQUAJpPpis/V3br1MNx330P5O3ZsDUpJSVZfvv1y99wzttTJyVl4661p0adO/e1U+7ojDQaD/KGHHikCgAkTHs/7/ffjnlu2bPBLS0tV79//lecPPxzyHTRoSHlT4nNychYBID7+vFN1dfUlMQ8ZMqwiNDRcP2/e21G//37M9cKFRM17780Jy87O1D7yyISCxuK3h2YP6+I4bgPLsr4AZgGYBMtP7i4AJgCLOY5bY98QCekYRFGEa22XrVdtAcbWmgwP1M45ERqudRIaGg4AyMpq0mItDk3GANEerTN3hxBCOjKW7WZ4++15KVu3bgo6dOign0wmk3r06FW1ZMmKJJlMBldXV3HGjNmpGzasCZk48dEegYFBhkmTpmTNnj091nqORx/9X1FlZaV869aNwatWLVd0796jaujQ24sTEs67AoBarZb+7/+WJ3344QdhL7/8XDdnZxd+3LgJeWvXfhymVColAHjmmRcK1GqNuH//l36bNq0LcXd352+//Y7iqVOn5QDAkCHDKqdMeT19797dAdu3bwlWqVTiddcNqHj99RnZAODl5S0MGza8ePPmDSHZ2VnqWbPmZi1b9nHi6tUrQl55ZVJXmUwuxcayNUuXruR8ff14AHjttRnZKpVKXLVqeZjBoJcPHDi4tH//68sba7MRI0YX7d2723/58iXa8PBw3cKFS5J69LAs03vXXWPKJElK3bVrW+CXX34e4OTkLAwYcEP5q69Oz7ZuT0xMyF+//pPQlSuXynx8fE0jR95ZfOLEbx61vU1Fl19v0qSX83777ajnggVzIzZs+JS72vAuDw8PYcWKNdyKFR+GTJ/+Clv7f1y1YsWaxPBwy1LQd9wxqqK8vDzj8893BmzZsiHE29vH9OyzkzIffHBciSRJaCy+bt166Pv27VfxwQfvRT32WFaOu7vHxTupCoUCK1Z8cmHp0sUh7747O9ps5pnIyCjdBx8svdC//w1tUtOQaW7RG5ZlPTmOK2NZ1g3AzYBlzi2APziOK73qwY4hVRDEyNJS+7avQiGDp6czyspqwLfSBGhi4ahtXZKdhZK5bwMAIlauhlzrjN/P5KKkQt/Ikba7uXcQgr2dwfNXJkE1NdX4vwfGIFCjwbi1G+HhH9iscztqO3c21M5tg9q5bbRmO3t5OUMul6UBiLLH+eLi4rrKZPLv/PyCq1UqTZsMV3FUP/982C0mhtWHhIReHAf8zjtvhefn56rXrt1yITMzXZWWlqoZMuS2i/NJ8vJylQ89NKb3kiUrOGv9i45g0KAB/adOnZZurc1C2obJZNAUFua4iKIwqn///olX29eWCfF/siw7m+O4zwB8b1uIhHQ+JRnpAIAqgYfayQmGVlxG2EpnMKOhGzDOzi64MyAIHgoFcs+da3Zy4kjMArDpvKWnfmIPE5Q0tIsQQuzmu+++9d6wYY32tdemZ/j5+Zv//POk67Fjv3hNmjQlEwCMRqPs7bdnxjzxxMTsO+4YVVZZWSFfu/bjYH//AGP//te3yd10cu2wJTnxBFDc6F6EXGMqcnPgDqAG+K8AYz09Gvak0199TkulXAYPAKWpKcDtd7RqLK2Jl4D15yxDdZ/oboKyneMhhJDOZObM2ZlLliwMffvtN7vodDq5v7+/8dlnJ2VZexdiYljDjBmzU3fu/DRw585Pg5RKldS7d5/Kjz5afcE6rIsQe7ElOfkIwP/VToA/x3HcFWPrCLkW5apUeDHuJG698WYMYxiYhdbvOTGaeQhXqXVicnIG9HrU5GS3ahyEEEI6Lk9PL2HBgv9Lv9o+d901puyuu8aUtVFIreb48b/j2jsGcnW2JCdPAAgHcBgAWJa9fLvEcVyTz8uyrB+ADwGMAqAF8CuANziOi6/d3heWhGgAgBIAKziOW2JD3IS0quLiIpglCU6+fpDJGBiMPJo5pavZLMsJS2ho8Xm5tzeQnQ2xhIbWEkIIIcTx2ZKcbLdzDPsBiABGwzIi5j0Ah1mW7QJLsvIjgH0AXgBwE4DVLMuWcBy32c5xENIiRUWFAABfXz8wDKAztN4ywlYmswBBkhr8RdYGBQPZ2VDpGi2YSwghhBDS7mxJTtIAHOE4rsXjRFiW9a4933yO487XPvceLBXoe8BSR8UIYBLHcTyABJZlYwDMAEDJCXEoodnZmBQRhUCVChKAGkPrFz808QJ4XoRSKb+iSi4AeEfHAH+ehLvYusPLCCGkAxIBSJIkNVj5nBBiH7W/ZxIsv3dXZUsRxqWwDLFqMY7jSjiOG18nMfGHpZBjNoB4AIMBHK1NTKyOWHZl/ewRAyH2EqjTY5iPH7xV6lavcWJlMoswX6VKfHDPHgAAF5kcNeUdYaVvQghpM/mSJJlNJkOjFcUJIS1jMhmcJEkyA8hrbF9bek4KAXjYcNxVsSy7DsCzsPSUjOE4roZl2RAAZy/bNbf237DaWGyiUNiSlzVMLpdd8i9pPY7a1lpRBGQyuAcHQ5IAXhAhk7XuDTlBECEIEpRKOQThypsRPsHBeD49BaklxfistASxPj5NPrcjtbOiTqeQQi6Dwpa/XA7Kkdq5M6N2bhsdqZ379+9fGRcX92llZdkkAN4qlUbHMAytPEWIHUmSxJhMBqfKyjKVJIkb+/fvX9XYMba8xa8H8DHLssMAnANwRSl7juM+teG8ywGshaXq/D6WZQcBcIIlWanLWihJY8M1AAAyGQNPT2dbD78qNzdtq5yXXMmR2rpudfjwHizkSjlkchm0WlWrX5uXrt4W2pBgmIuLUFKSD0/Pfs0+vyO0s5sI7B9neezv44wO8Lmn2Ryhna8F1M5towO18/uCwKO8vOQJhmGcgAbXFyGE2EaSJMksSeJGAO835QBbkpMPa/99vKEgADQ7OamzOtdzsFSenwxAD0B92a7WpMTmoj+iKKGy0r4ThOVyGdzctKis1Nd7B5vYjyO2dVluLlS1yYnWNxA1NSZUVRuh17f+vJOKKgOqqw0wNzCMLDg4DKdPn8b584m4+eYhTT6vo7VzWO1fgsqK9o3D3hytnTsraue20Zrt7OamtXuPTP/+/UUA8+Pi4j6SJATCtuHuhJCGiQDymtJjYmVLchJpwzH1qp03cjuAzzmOEwCA4ziRZdl4AMEAsgAEXXaY9fucllyb51vnzUkQxFY7N7mUI7V1fkoqAKBGEKB2ckZZjRkGIw/xKjVI7KVGZwLPN9wWvby8ERIeBc2/Z2xqL0dq586M2rltUDu3jY7WzrUfnJr84YkQ0nqanZxwHJdhfcyyrBMANwAlHMfZcos4CMBOWIaGHak9pxJAP1iWGC4A8ALLsnJr8gJLMsNxHGfzfBNC7K0iNxtuAKolCQzDgOdFmNvojdnEi+CvkgSFuLmjn68fsio6bpeDWQB2cZa68ONZM5Tydg6IEEIIIa3CpmmlLMsOBrAYwPWoHZ/JsuyfAN7iOO7nZpzqXwDfw1K75FkAZQBmAfAEsAyW+SXTAWxkWXYxgBsAvAJLzRNCHEZNYSHcABgUCjAMA72x9WucWJnMAkSx4UKMPrFdgZN/wEPqOHcxL8dLwIrTlhGdD8WaoWzneAghhBDSOpo9tpJl2YGwVIf3gKVg4osA5gPwAvA9y7I3N/VcHMdJAMbB0mvyGYA/a88zmOO4zNrekZEAWACnALwDS/X4rc2Nm5DWlKpR49G4k/jDzxcMw6CmDQowWpnNwlV7TkL79AEAuMoVKMlucXkiQgghhJBWY0vPyXwAxwCMrDPUCizLvgtLL8i7AEY09WQcx1XAkuC82MD2v2CZIE+IwyoqKoJZkuDq5w9JkqA3tv5EeCtT7XwTlar+QozOHp4o5Xl4KRTIPvMvvENC2iw2QgghhJDmsGVVihsAfFQ3MQEsE9kBrKzdTsg1pbi4CADg4+PbZgUYrUxmAWZBhOwqv81VtYVBypIvtFFUhBBCCCHNZ0vPSRXQ4JBvFWiNcHIN6lVcjOiIKASpVOBFqc0mwwOAuXbyPcMwsKzkfSXezQ2orIQ+t0WL3BFCCCGEtCpbek5+A/AWy7IudZ9kWdYVwJuwDPki5JoSLUoY5uMHL2fnNu85AQCDia9NTuqnDAgAAJjKy9soIkIIIYSQ5rOl52QmgDgAqSzLHgSQDyAAwN2wFEh8yn7hEeL46laH9wwJa9NlhK10hqsnJ0433ozHd29HcEQk7m3DuAghhBBCmsOWOifJtStyvQPgTlhW1yoF8DOAd62V3gm5VlQVF0Ndm5z4RUXCLIht3nOiN5jrnQxvFRETC6MoIjMzEzzPQ6GwaRXxdqOSAWtu1118TAghhJDOyaa3+doEZCrHcQEcx6kAdAewgBITci0qyUgDAOgEAa6enhfngLSlxgoxBgQEQq1Wg+fNyO2A807kMmCAv4AB/gLklJwQQgghnVazb5+yLOsBYA+AUABda5++AcC3LMvuBzCB4zid3SIkxMGV52TDBUBVbXV4g6ntapxYNVaIUSaT4bEYFsEmM3JP/IawsPA2jY8QQgghpClsuQf5AYAeAN6q89wRAPcCGABgnh3iIqTDqM7PBwAYFHIwDANdGxZgtDI30nMCAF1c3dHTzR1VKcltFJX98CLw+QUlPr+gRBt3ShFCCCGkDdmSnIwBMI3juC+tT3AcZ+I47gAsCcvD9gqOkI5AX1oCAODVGksBRkPbFWC0MpkF8IJ41Unx8PICAPCFBW0Ulf2YRWDx3xos/lsDMyUnhBBCSKdlS3LiCqCsgW0FAHxsD4eQjuecWoVH404iOSIcvCjB1A639s28AJ4XcbXcxCkkFACgqqpuo6gIIYQQQprHluTkFICnG9j2FIAztodDSMdTVFQIsyTBIyAQYjvUOAEAs1msrRLfcHbiE2uZIuYutH18hBBCCCFNYct6ovMBHGJZ9m8AXwEoBOALy5yT/rDUOyHkmlFUVAQA8PHxhdDG1eGtJAAGk3DVYV3h112H3F3b4aZQoCQnG97BIW0XICGEEEJIEzS754TjuB8B3APL56F5ANYCeA+WROdejuO+s2uEhDi4YQYjXoyIhp9a0y41Tqx0BvNVh3W5eHmjlLdM1s889XcbRUUIIYQQ0nQ2VWLjOO4QLL0nGliKMFZwHFdj18gI6SB6q9XQaJ2g8vQEL4gw8+2VnDS+SliFSgXGYEBZenrrB0QIIYQQ0kwtKmfGcZyB47hcSkzItaq6tAQamRwA4B8VCZ6XYG6n5aTMZqHR5YS5rl3x/JlTOFVV2UZREUIIIYQ0nU09J4QQi6J0S3V4vSDAzccXZYXVuHp60HpMvAhBaLgQIwBExsQCAFJSktomKDtRyoDlQ3QXHxNCCCGkc6LkhJAWKM/OgjOs1eEBfTsUYLQy8wIESbrqL3WXLjEALMmJVFvRviNQyIBBwbTKGCGEENLZUXJCSAtU5+fDGYBBbhnapTO2Y3JiFsHzEpRKBlID3TfhYRF4M6YrwrRaFGekwTciqm2DJIQQQgi5ChogQUgLGIqLAQBmtRq8IMFkbr/kxMQ3XiXeydkZIc4u8FapkfXPqTaMrmV4ETiQqsCBVAXaYaVmQgghhLQRm3pOWJb1AfAGgDsABAIYCeA+AKc5jvvafuER4tiMlRUAAMnZGaLUfpPhAcBkrpucNDzzpUqthq8goDTpQtsF10JmEXj3Dy0AYHhYFRR0W4UQQgjplJr9Fs+ybCQsVeCfA5ANwA+WJCcWwBcsy95l1wgJcWC/yxg8GncSxWxXCKIEUzstIwwAktR4IUYAEL29AQDm3Ny2CIsQQgghpMlsuf/4ISxV4SMB3A9YFgfiOO5RAPsBvGW36AhxcMXFRTBLEnyCgsAL7dtzAgB6oxmyRn6rncMjAABqWk6YEEIIIQ7GluTkdgDvcRxXjivHjqwF0LOlQRHSURQVFQIAfH19LdXh27HnBGhaIcaAHr0AAF6iBFGkCRyEEEIIcRy2jtxu6BOQGlcb7E5IJzNOpcFLEdHwdXEBz4swt/NsbaNZgNBIIcaIfv3BSyKc5HLkX+DaKDJCCCGEkMbZkpwcA/Amy7LOdZ6TWJaVAZgE4De7REaIg6upqEA/VzcM8fGFr38gjGYBYiOJQWszmwUIjeRHaicn5AgC4qsqkcYltE1ghBBCCCFNYEtyMhNANwDJALbB0lMyDUAcgEEAZtktOkIcWHFtdXijKMDN1wf6dqxxYmXmRQhNGKr1a0gI5nLxOJef1wZREUIIIYQ0TbOTE47jzgEYAOAIgGEABFiWFE4GMJDjuNP2DJAQR1WenQkAqBIlyOUy6Azmdo7IspywIFqq1V8Ny3YDAHBcYhtE1XJKGfDBID0+GKSHkpYRJoQQQjotm+qccByXBOBRO8dCSIdSlZcHLQC9XAZBAoym9p0MD1h6Tsy8CI1CAamhMvEAuna1JCepHWRYl0IGDA9r/54pQgghhLQuW4swMgD6AnBGPb0vHMcdbVlYhDg+a3V4k0oNQWj/yfCAtUq81GghxtioaCzv2QcBag3K8/LgERjYdkESQgghhDSg2ckJy7I3ANgDIKT2KesAEqn2sQRAbpfoCHFg5vIyywNnZ4gS2n0ZYQAQBEshyMaGdbl7+0ClUELGMEg9+Tv6jX2gbQK0ES8Cv2Rb/lwNDeGpQjwhhBDSSdnSc7IMgBnAk7BUiG//28WEtAO+pgYAIHd3By+I7V6A0cpg5ButEg8AlRoNfHgeJfHxgIMnJ2YRmHlcCwA49nAVJSeEEEJIJ2VLctIPwCMcx31t72AI6UgOmox4N+4k5t1zD/jaHgtHoDM0LTmBvz+QkwMhN6f1gyKEEEIIaQJb7j8WgnpLCEFRUSF4SYJPYJClAKMD9ZyIV5kMb+URywIAnGuqWzskQgghhJAmsSU5+RjAzMuKMBJyzSkuLgIA+Pn5wcyL4BurfthGTHzjVeIBIPyGmwAAvjI5dJWVrR0WIYQQQkijbBnWFQOgO4B8lmXPA9Bdtl3iOO72FkdGiAPTV1VhSkAgyrx84OvphTKT4yxzazaLEESp0TsP/tFdkC3wcJcrkHT8GPrceVebxEcIIYQQ0hBbkpMuAE7X+f7ywe1NGOxOSMdWnJGG3m4eMIki3L29kZNR3t4hXWSu7TmRNfKbKJPJkKHRoDg3Fz4ZqejTNuERQgghhDSo2ckJx3HDWiMQQjqSsqxMaABUiSIYhoHe2P7V4a1MtUPMVEr5VQsxAkDl9TdgzYqluCM1BQ+2UXyEEEIIIQ2xqQgjIde6qrw8aADoZDLwouQwk+EBwGQWwPMiGJUcjc2L79WrNwDg3LkzbRCZ7ZQy4J2b9BcfE0IIIaRzalJywrKsAOBmjuP+ZFlWxNVKT1vmnFDSQzo1fe1keLNaBVF0nGWEAVhWDhNEyGQMxEYmxnfv3hMKRgZNRTkKszPhFxLWRlE2j0IG3BPlOPN6CCGEENI6mppEzIOl4KL1ceNLARHSifFllurwkpMzBFGCmXecnhMJgMEkNKnWibOzCxb1uQ6hCiVSjvwEvyeeav0ACSGEEEIa0KTkhOO4d+s8nttq0RDSQUjVVQAs1eHNggiz2XF6TgBAb+DRlDqMAGB09wBqalCRcL5VY2oJXgT+yJMDAG4KFKhCPCGEENJJNXVY163NOSnHcUdtC4eQjkE0GAAAam+f2urwjtNzAgA6Y9OHQGmiooCzZ6EsKmrFiFrGLAKv/OoEADj2cBUlJ4QQQkgn1dRhXb/gv6FcDd2PlWq3SQDkLQuLEMe2uawE6SnJ+Hji0+AFEWYHmnMCACYzD15o2ujLsJtugXj2LPxECSa9DiqtUytHRwghhBBSv6YmJ7R8MCF1FBcXgZck+AUGwmDkG10Vq62ZzSLEJgYVNeB6/LNmFVzlCiT8/DMVYySEEEJIu2nqnJNfWzsQQjoKk8mE8vJyAIC/vx/yKx1vFSkTL0AQm9aFKZPLUaTRwNXMI/+vPyg5IYQQQki7sWnJX5ZlfQC8AeAOAIEARgK4D8BpjuO+tl94hDiewtRkzI7thhKzGe7uHkgtLGnvkK5gNlsKMSoUTJN6dRSRUcCFC5BlZ7V+cIQQQgghDWj2tFKWZSMBnAHwHCzLC/vBkuTEAviCZVm67Uo6tbKMdPR2c0dvdw+IkqXooaMx8QLMgtik5YQBIGzIMHyWk4WtKckwmx2n2j0hhBBCri22rHnzIYBCAJEA7kftBHmO4x4FsB/AW3aLjhAHVJWXBwDQ11aHd6QCjFZmXrRUiW9ictLl+htxWFeNc6XFSEyMb+XoCCGEEELqZ0tycjuA9ziOK8eVxRjXAujZ0qAIcWS62iV3TSoVRNEyhMrRiKIEo1locq0TmUyGfv2uBwCcPHmiFSOzjVIGTB9gwPQBBihpGWFCCCGk07L1bb6hGcBqUPV40smZy0oBAJKTk0MuI2ylN/KQyZqYnQAYeMNNuN7DE8Lvv7ViVLZRyICHY814ONZMNU4IIYSQTsyWt/ljAN5kWda5znMSy7IyAJMAON4nG0LsqbY6vMzdHbwgOlwBRiu9oXlzR27q2RtvdGFxKyNDRWFhK0VFCCGEENIwW5KTmQC6AUgGsA2WnpJpAOIADAIwy27REeKA5HpLdXiNt7el58QBJ8QDgMFkWU64qUJ79UYBz0POMDj3jWMtuieIwN8FcvxdIG/WayKEEEJIx9Ls5ITjuHMABgA4AktxRgGWJYWTAQzkOO60PQMkxNFIZhMAwMXfH0aTCEF0zJGMZl6EKDbvk3yVr6/l39P/tEZINjOJwAs/OeGFn5xgouSEEEII6bRsqnPCcVwSgEftHAshHcIHGWmoLC/DZ9NnQG903GV3TWYBgtS8OxC+N94EfHcI3pWVEAXH7BEihBBCSOdl09RSlmWjWJbtXvvYg2XZj1mW3c+y7OP2DY8Qx2I2m1BWVgpBkhAQFAidwfGqw1uZeQG8IDZ5xS4A6DXqLugFAe5yBc4f+an1giOEEEIIqYctRRhHAUgAMLH2qTWwFGQMAbCFZdmn7RceIY6lpMRSDV6hUMDV3RNGs+MmJyZz82qdAIDGxQV5Wg0AIOP771orNEIIIYSQetnSczIHwA8A3mVZ1h3AfQAWchzXD8BCAFPtGB8hDqXo/DnMie2GZ6JjIYGByQFrnFiZeRFmQWpWcgIArgNuAADUZGdBkhxzPg0hhBBCOidbkpM+AJZzHFcFYCQs81b21m77EUCMnWIjxOFUZmagp5s7YpydITpodXgraw2WZuYm6PvAw5h+IQHvnfsXZ86caZ3gCCGEEELqYUtyosd/E+lHAyjgOM76CSYAQHlzTsayrBfLsmtYls1mWbaSZdnjLMsOqrO9L8uyv7IsW8OybCbLstNsiJkQu9AXFgAAzGp17TLCjttzAlgKMTa358TZ3R0xN94MADhw4EBrhEUIIYQQUi9bkpPjAKaxLDsewMMAvgQAlmX7A3indntz7AZwE4BHAFwP4BSAH1iW7cqyrDcsvTEXYFm++B0A77Es+5QNcRPSYuayMgCA5OICXpActjq8lc7Q/OQEAEaOHA0A+G7fPpiNRnuH1WwKBpjS14ApfQ1QNP/lEEIIIaSDsGUp4VcBfANgB4B4APNrn/8GgA6WIo1NwrJsF1hqpNzCcdzvtc9NhaVHZgIsvTRGAJM4juMBJLAsGwNgBoDNNsROSMtUWarDKzw8wfOiQ885ASw9J6IN80aGDBmG57uwGOzmjr8+340bxrfvQnxKOfBEd8ddtpkQQggh9mFLEcY0AD0ABHIc15PjuPzaTWMBdOM4LqUZpysGcBcs1eWt55cAMAC8AAwGcLQ2MbE6AoBlWdavubET0lJKo6U6vNbPD6bapXodmZkXbCoSqVSqEBkdDZVMhvJff7F/YIQQQggh9bC1CKMEoOCy5/5gWdaZZdlhHMc1aQ1SjuPKAXxb9zmWZR8CEA3gewALAJy97LDc2n/DABQ2P3oLhcKmEi8Nkstll/xLWk97trWWFwCFAu7BwTCYBMhkjj3GiBdESJJtP+/dHhkP48cfI8zMoyD5AoK7dm2FCJtGEIGEUstr6OYlojP9mtHfjrZB7dw2qJ0JIS3V7OSEZdlwAGsBDAGgamA3uS3BsCx7C4BNAL7mOO4Ay7LLYBnWVZeh9l+NLdcAAJmMgaens62HX5Wbm7ZVzkuu1NZtLUkSJFEAoEBot1iUixK02oZ+BRyDTC6HXCmHp1vzf10GjLgNu1d/jFAwOLN5PXquW9MKETaNzgw8tt3yOOFFwEnZbqG0Gvrb0TaondsGtTMhxFa29JwsAzAQwDoAt8Ayz+QEgBEAegG435ZAWJa9F8BOAH8AGF/7tB6A+rJdrZ+yamy5DgCIooTKSp2th9dLLpfBzU2Lyko9BAcf6tPRtVdbV1RUYPKZfyBnGPwVFoXMzGro9aY2u74tGElEjc4EmSg2u2aJXC6D3113Age/hV9uPtITU+Hu799KkV6d3gwAlhsK5WU1MHai5IT+drQNaue20Zrt7OampR4ZQq4BtiQnQwDM5jhuBcuyLwEYy3HcDJZl34KlOOO9APY354Qsy04G8BEsK389xnGctbckC0DQZbtbv8+xIfaLeL513pwEQWy1c5NLtXVb5+XlAQBc3NwgV2lgNJVDtGE+R1symgSYzAJElQyCYMPE+IlPYt/X+xEgV+C3VSsw4p33WiHKxtVdFI0XRPCOPZrOJvS3o21QO7cNamdCiK1suQXhAuB07eN4AH0BgOM4AcDHAG5rzslYlp0EYCWAVQDG1UlMAOAogMEsy9YdJna75XKczfNNCLFFYW2NEz8/fwii5PA1ToDaKvG8aNNywgAgl8uBG28CADilpKC8rNSe4RFCCCGEXMKW5CQPlmKLAJAMwItl2cDa70sBNHncB8uysbD0mHwFYCEAP5ZlA2q/3GGZf+IGYCPLst1Zln0SwCu1+xLSpvT//os5sd0wyssHguDY1eHrsqUQY123Pj8J3xt0mHH+X2zavN6OkRFCCCGEXMqW5OQbWAohDuQ4LgtANixFGV0BTETzhls9CEAJ4D5Ykp66Xx/V9o6MBMDCUpzxHQBvcBy31Ya4CWkRPj8PPd3cEaTRgBdEmMwdIzmxtRCjlUKpxHUvTEaNIGDnzu1ISUm2Y3SEEEIIIf+xZc7JHFiqtc8DMBzAWwC2wtKjAQAvNfVEHMe9D+D9Rvb5C8DNNsRJiF2JFRUAAJmbO8yCZbhUR6A3mps9Gf5yt9wyGLfeOhRHj/6CXfPexsz1W6FQOfZKZYQQQgjpeGwpwljCcdyNAB6v/X4HgKGwVIa/jeO49ltvlJBWJNNZVnhT+3hfnMvREZjMAvgWTtxnGAazZs3FqzFd8bBSjZ/en2en6JpGwQDP9jTi2Z5GKDrhZHhCCCGEWNhUhBEAOI7LY1m2KwBPAHkcx/2f/cIixPFozGZALodLYBD0RnN7h9NkZrMIQZRsGsNZl79/AMKHDAVOn0Z4Vhb++nwXrn94fKPH2YNSDjzf27GXbSaEEEJIy9n0eYVl2adZls0AcB7AcQAXWJZNZ1m2bT6pENIOXGDpffAMDUONnm/naJrOxAsQ7LTk8dDJryDZ2RkyhoHy0LeI//mwXc5LCCGEEALYkJzU1iRZDyAOwP8AjAbwFIAEANtZln3IrhES4gCMNTVwlVs6Gn2iomAwdqDkxCyAb8Fywpe7bcEiZEoSnORyGD/disRfj9jlvFcjSkBKuQwp5TI4eGkZQgghhLSALcO6pgJYxXHclMue/5Rl2Q0A5gLY09LACHEkhZkZKDeboJUr4BYQBFNixymzY+ZFmAURMpkcgh0WGNO4uODGxR/izzdeRahcDsOWzTiRmYmbH3+y5SdvgFEAxn1rqRB/7OEqaG0ekEoIIYQQR2bLsK4QAAca2LYLQJTt4RDimIoNBjz37ym8VZALgIGpAxRgtGppIcb6uHr7oP/CJUhnAAXDYNW61Vi0aD70er3drkEIIYSQa48tyclfsFRpr891AM7YHg4hjqmwMB8A4OPnD16QYO4gBRit9EazXZMTAPDw98fQlWvwe1gYzldVYteu7Xj44Xtx7Mu9EMWOk7wRQgghxHE0aXAEy7K31vl2F4BltUUXPweQD8uKXaMATAHwvL2DJKS9FRYWALCsWGXuQAUYrWr0LSvE2BCVRoNn5s5H9xEj8c47syAUFcLnmwP4+duDCJrwGLrdNtzu1ySEEEJI59XUkdu/AKg7DZUBMAnAC5c9BwC7QXNOSCfjmhCPObHdYNZowPNihxrWBQB6Iw+xhYUYr2bgwMH4+utD+PbDxRDS0hDKMMDO7fhh7+fo9twkhPa9rtWuTQghhJDOo6nJybBWjYIQB6cpr0CUmzsytVqYeAG80LGSEzMvQBBad5krJydnPPj2u8hOOI8zH69ElF6PCJMJNSuX4wcPD/Sb/Ap8IiNbNQZCCCGEdGxNSk44jvu1tQMhxJEpjQaAkcHJzx+6DrSMsJXJLECQWl6IsSlCuvVAyKo1SDz2K5I/3YwuYBBRUYHUubOxf9AgjH/sSWi12jaIhBBCCCEdTZM+q7Ase5Rl2b7NOTHLsgNYlj1uU1SEOBin2p4S9+Bg1Og7TnV4K5NZbPPenq6Dh+DO9VtQcfc9SOd5fFOQhxUff4R77x2FAwf2QWrGMDMFAzzezYTHu5mgsP/UGUIIIYQ4iKYO6/oIwHcsy/4NYDuA/RzH6S7fqXaS/EhYJsVfB+BFewVKSHvhzWa4y+UAAJ+oLsgzdcCeE95SiFGjUUBs4yqG1499AMI9Y2H+9gD+XL0CeXm52L34fSi/OYgbZr8Dr5DQRs+hlANTrzO2QbSEEEIIaU9NHdb1BcuyvwKYA2ADAAXLsvEA0gDUAPAAEAqgJwBz7T6PcRxX0BpBE9KWijPSoWAYCJIE7/AIZKSUt3dIzWYyCzALUu2KXa2fnMjlDORyGRhJACPygEzCA2PvwV1334UtWzYj4qcjCOJ5JM1+E9rxj6L3yNGtHhMhhBBCHF+T6yxzHFcMYArLsu8CeBCWSfJRANwBFANIgKWH5QDHcSWtECsh7aI4NQUqABWCAEap6nDLCAOAIEgwmQW0wmrCl1Ao5FDADBgqIFSVwlxVBpE3AaIIRi6HTKXFcw/dicToMORt3g5fhQLmz3bhaGoKbp00ucHzihKQX2MJPsBZgoyGdhFCCCGdUpOTE6vaxGNt7RchnV5pfj7UJhOqlQrwtR/yOyKdwQyGcWqVc8tkDFQyAVJ1IYyFGTCVF0M0GerfOS8d4b6uCJz5Io4u3YBIAAFxf+O7eXMwas68eg8xCsCY/S4AgGMPV0Hb7L9chBBCCOkI2mLxHkI6tHSIeP7MKRzx9QXfAQswWtUYzK3Sc6JUyqAWqmDOOo9q7m8YCrMbTkwAABL4mkrIqgow7OVHkO7pCgCIyszE97NmUHV5Qggh5BpGyQkhjcjPzwcA+AcGwcyLMPEd88OzwSRAsPNkeLVKBllVPnTJ/0CXkwzR3LxJ65KhBkPGD0dGgBcAoOxCIj75+CO7xkgIIYSQjoMGRxDSiPz8PABAUFAQDCahzVe7sheTWYA9VxPWKAGxJAO6jAQIhhrbTySKuHXsYPz43R/4vy9OQkji4OXjg/HjH7dfsIQQQgjpECg5IaQRQ0pLMSi2G4LUKugMHa/GiZUlOZEgt8O5NEpALE5DTUYCRJN9lvi9Y9RNyFUAq3d/jcWL34e/Wovb7n/QLucmhBBCSMdAyQkhjQhmGLi5uUPm4wudoePVOLEym0WYeREKJYNm1D+8glrJWBKT9IRmD+NqzBO334iS0jK4JGbC58DXSPD2Rrchw+x6DUIIIYQ4riYlJyzLPtGck3Ic96lt4RDiWHSVlXCTW35NfGNikVzecZMTS60TEU4qRbOqs9elVskglWZaekzsnJgAAMMwmHL/HTixfj80jBxlmzeiJCoaToFhdr8WIYQQQhxPU3tOtjTjnBIASk5Ip1CQnAQA0AsCXHz9YSrsuHVFrVXiZTLGpnkzSqUcqMyDLiOhkdW4WkahUKD3I8NxYfv38FOq8Pe7czBo5To8FGMCAMipxgkhhBDSaTU1OYls1SgIcVBlGWlwAVApSRAlpsOu1AUAkgTojTwYRtPsYxUKGeSGMugyEyDoq1shuku5e7rB+44BMB45jUiZDMcWzcOMufNb/bqEEEIIaV9NSk44jsto6glZlqX7mqTTqMzOhgsAvVIJnu+4NU6sLLVOmvcryjCAQjDAkHMB5srSVorsSlFdI3EiNQdBmSUIz8rC2e++Ra9Rd7bZ9QkhhBDS9myaEM+y7CMAhgBQAbB+0pEBcAZwM4AQu0RHSDszFhUCAARnJ5g7cAFGK53B3Oz5JkqZBFNeGgxF2a0UVcNuGn0Ljqz7CtGQI/eLg/DsdwuCfd1bpZgkIYQQQtpfs5MTlmXfAfAOgIra4821X74ARADr7RkgIe2pqroaZSYTZJ4hlgnlHXhYF2CZFM83Y76JJEkQy/Ogz0lBi5b4shHDMLh+3B04uf0w5o7YBhwGjj1cBS2tM0gIIYR0SrZUiP8fgO0AvAAsA3CA4zh/ANcDKAFw3n7hEdK+ftLX4Pkzp2Du179DLyNsZa110hQyGQOhqhSGnKRWWZmrqdw8XOF6x4CL3//558l2i4UQQgghrcuW5CQYwDaO4yQAcQAGAgDHcXEAFgB4xn7hEdK+LlaHDw5Gjd7UztG0nMksgBfEJg2LUoCHMS8F5sqS1g+sEX1i/luT45P/W4Ca8rJ2jIYQQgghrcWW5KQGluWCASAJQCTLstra70+DVvYinYQkScjPzwcA+AcEwmDq2PNNAMBYW4ixsUnxSqUMYlkeTMVtP8+kMVO9fHF0Ia3cRQghhHRGtiQnf8IytAsAUgDwAIbXft8NQPuN/yDEjsrzc7EoOhZzYrvBy9sXxg4+GR7AxXkzV0tOZDIGClMVDHnJkARzG0bXNM5yBSKKi3H+15/bOxRCCCGE2Jktycn7AMaxLHuA4zgjLPNPtrIs+wWADwF8b88ACWkvBReSEKDRIMzJGUq1BqZO0HMiihIMJgEyWcPJiUouwVSY0abLBjdHJiNAzjDI27oJAt/x5wERQggh5D/NTk44jjsKYACAz2qfmgxgL4CuAPYAmGK36AhpR6XpqQCAShkDcyeocWJVozc3OOdEqZRDqiqCoaDJpY3aHDt6IAyCgDCZHMc+WdXe4RBCCCHEjmxakJPjuDMAztQ+NgB4zp5BEeIIanJy4APApNHAzIudYlgXANToTfWuCmwptqiHPi8Foslw1d6VtiaHiNFuyQCAAD9v/ObjgqgyPdxOxaGioADu/v7tHCEhhBBC7MHWIozuAG6DpejiFb0vHMd92sK4CGl3fEmx5YG7B8y82OFrnFgZG6h1olTIIRTnwFha0A5RXZ1KJmJ2wO8Xv7/lvqH4Z+3XCFCq8PuHizB68dL2C44QQgghdmNLEcbRsAzfcmpgFwkAJSekw5NVVQEANP7+qDE43sRwW1lrndS9qyCTMZAbK1Cdlw5Ijp+EqVQqKPtGQzyXiWQuAcnJSejSJaa9wyKEEEJIC9kyIX4hgAQAQwBEw7J0cN2vKLtFR0g7cjJb6pq4hYWhRtfxa5xY1VfrRCWXYCrOBF9d3m5xXY0kAXpRAb2ouDgkrd/gftgu1mBjRhpWrFjSvgESQgghxC5sGdbVFcC9HMcds3cwhDgKSZJQrNdDrVbDLyoapZ1gpS4ro8mynLBGoYAkSVAoZICuGIaCzPYOrUEGSYHhyRMAAIe77ISWsazS9b8HR+K7Mwk4evRX/PnnH7jh/9u77/g47jr/46+ZLepdbrLcHU/i2E7sFJzmJIQQSCCUHJ3fES7hKMcduR/1BxxwwB1HJ5CjJnC5QAgc5I5yCSUJIaQX99geV8lVttXL1im/P3ZlK4qUWNJqZ7V6Px8PPXZ3djTz0Xi8O5/5fr+f7/lrgwxTREREJmg8LSetQHWuAxEpJF1dXfzzjmf5203raVqxqijKCA9KDpvrJIxD8ug+vGQ84MjGbv6sRl532UuYW1rKjm9/U6WFRUREprjxduv6tGVZC3Mci0jBOHQoMzP6jBkzMUORoqnUBZkuUrGkg2ka2dLBx0i2Hwk6rHF751Xr+NzpK1gbjvLYbd8POhwRERGZgPF063obMBfYY1nWcSA27H3ftu0lE45MJECHDx8CYO7c5qKa42RQZq4Tg5ATI97Wgu9M3QH/DfU1bKwvZ2lvitBjj5L8P9dTUj5avQ4REREpZONJTg5mf0SK11NP8M0VZ3O4ti4zx0kRdeuCTHJihgzcjqMkuwqvdPBYXXDtpez+j3tpCId56Ftf58qPfiLokERERGQcxpyc2Lb9zskIRKSQeO3tzC4tJV5VRSKVqW5VTHzfx0j2kTzaCt7U/9vKK8vpa26gpq2H2u3b6e3ooLqhIeiwREREZIzGM8/J/Bd42wP6bdvuHndEIgUgNNAPQOms2QwkiqeM8KDqiijpriOketqDDiVnzr/6IrZ8/1c0hCM8+q2v84rPfD7okERERGSMxtOtq4XMRIujsiyrE7jZtm1dHciUVJF2IBymdsEC+uPFVQGqrCRMbThB/Ehr0KGcMhOPyytbTjwfSSQaIbVkDrS2M6u1la4jh6mb05THKEVERGSixlOt6x1ACvgD8E7gldllvyGTtHwW+A/gk5ZlvTc3YYrkj+s41JqZ/xoNS04jmSyu5GTujAroOUK8u+M5EzEWshLT4/NND/H5pocoMUfvhnbelWvZm0pw9+GD/PS/fprHCEVERCQXxtNy8hbgrhHGnvzYsqzvAOfYtn2tZVndwHuB70wwRpG8OrZ3LxHTxPV9ZixdRuvOjqBDypmKsggzSlN02S00RH0MXqQZdIoJhUOYF6/gN9/eSNlPf8yb33499fUaeyIiIjJVjKfl5DLgzlHeuxu4Ivv8YUAlhWXKObpzOwBdrguhSFFV6mpqLMfsbWOgs4O04zJlmk7GYN3q5ZyxaB7xeJzbb7816HBERERkDMaTnHQAZ43y3llAb/Z5JTAwnqBEgnTsaBs7+/voiEQyZYSLZI6TyvIIM0qSdB9qASCV8pgqqUncC3PRzr/mop1/Tdx74QZfwzB4z7VXcF5tHcuefIoju3blKUoRERGZqPF06/oJ8FnLstLAL4BjwEzg9cBngO9allUH3AQ8npswRfJnx8AAP9zxLG9601u5yHFJFUnLSVNDOUZPC7HuLgAc18Pzi6lT10nnn3kazsJFzAtH2fDdbzHnq98MOiQRERE5BeNpOfkkcBfwNWA/kMg+fo1M4vJxMoPkV2fXFZlSDhzYD8CCBQsZiKeLYkxGVXmUxpIk3YdOVujKJCcBBjWJTNOkes0yAOZ3dXNg+7aAIxIREZFTMebkxLZtx7btvwGWAe8GPkGmWtcy27bfbdt2CrgXmGvb9uacRiuSBwf2Zy7gFyyYT3+sOOY4aWosg+7DxHq6TyxzPQ/P85kyfbvGaOUFqzjkpomaJpu+/+2gwxEREZFTMJ5uXQDYtr0H2DPKe13jjkgkQJ7n8ZHyCvpWnMXcmjo6i6CMcFVFlIZIgu5D+5+z3HF9XM8nbJr4RdE+9FyGYVBzrgUb9rKwp5f9255l/vIzgw5LREREXsApJSeWZe0FXmfb9ibLsvbxwtVHfdu2VaVLpqT21n1UhsKUmyFmLz6Nw/t6X/yXCtzchjLo2Ue8t/s5y13Xw/U8DMOkSIeesPz8FTz2zE7mmmE2ff/bzP/GvwcdkoiIiLyAU205+TMnq3D9meKaGkHkhCPbtlFGpozw4tIykqmp3QhYVRGlfoRWE8j8J06nPSgtttlOTjIMg7rzTodndrOot4+WrVtYuGJl0GGJiIjIKE4pORk64aJt29dPWjQiAevcu5u5QF8kTMrxSKamdreuplFaTQZNlTLJJh4XVBw88XwsTj93Of/75LPcs7eFprvu4HOf/9JkhCgiIiI5MK4xJ5ZlVQHVtm0fsiwrCnwAmAf8wrbth3IZoEg+JY4cAcCtqiKVdqfMxftIqsozY016Dj+/1WSQ43r4U6BPV4np8ZW5D4zrdw3DYMk1F/LM5zew4Z7fcsON72HhwsU5jlBERERyYczVuizLOh9oBf4+u+ibwBeBtwMPWJZ1be7CE8kvIzsHSGTmrEwZ4cK/bh/VnIYy6Gl7ToWu4RyneMsJD3XGwmbWrT4Tz/O4VZW7RERECtZ45jn5F2AH8D3LssrIJCXftm27HriNTGnhcbEs65OWZT04bNnZlmX92bKsAcuy9luW9aHxbl/kxZTGEwBULVgwpcsID85r0nO49QXXc1wPt4jLCQ9146su5zWzm3jVwcPs3rA+6HBERERkBONJTl4CfM627X3AFUAZcEf2vbuAFeMJxLKsm4DPDlvWAPwR2AmcC3wa+JxlWe983gZEJsj3fXb29rB7oJ+Z1unEElN3vMmchjKMniMv2GoC4Lo+nudjFHh2EvfCXLHrLVyx6y3EvfFVQF82v4nLm+dSH42y9dbv5ThCERERyYXxfMt7QDL7/GqgG3gy+7oaiI1lY5ZlzQVuBS4B7GFv/212X++1bdsBtluWdRrwUeBH44hdZFSdnR18e89ODMPg0RVncXhnZ9AhjUtleSQzG/ze0ceaDHI8D9f1MCKFX0444Ucm9PuGYTBz7Qp4fDunxePsfOYplp1zXo6iExERkVwYT8vJ08CNlmVdALwJ+K1t275lWTOBj2XfH4s1QBewCnhi2HuXAA9lE5NBDwBWdn8iOdPa2gLAnDlzMEORKVupq6mhHHrbiHWfWhnkVNrFMAq75SRXlpy9jMO4REyTbT/8QdDhiIiIyDDjaTn5MPA74M3AceDz2eVbySQ7V41lY7Zt/wb4DYBlWcPfbga2DFt2OPs4Hzg2ln0NFQ6PJy8bXShkPudRJs9kHesDe3ZiAosXLyXteqQcF9OcWhftFWURZpSm6Nm3/5QTjqTjYRg87281sq8N0xjXXYxcMod0OzNNY0L/LrMvWgmPbGNZPMGu9U9yxvlrcxHiuOmzIz90nPNDx1lEJmrMyYlt2xssy1oKLAe22rY9kH3rvcAjtm235TC+ck52IRuUyD6WjnejpmlQV1cx7qBeSHV12aRsV54v18e6fP0z3LHmfFrq6/GBUDhM2fiGNwRmwexKQgMtpPt7iYRDp/x7ZihEtGTki4mSkol1p8oF3z35t5SWRiidwIXPmWtX8MCjW5ljmmy77VYuvOqKXIQ4YfrsyA8d5/zQcRaR8RrXpZdt230M64Jl2/YvcxLRc8WBkmHLBpOSAcbJ83x6e8c0NOZFhUIm1dVl9PbGcd2xTRInYzNZx9pv7yRimlTNnEl7d5x4fGpV66ooi1Btxuja30LaOfX5WZJJg2TKwUk/d7lhGpSUREgm0/gB1xtODBkEn0ikMcyJdbmbc/FK+MuzLIknePiPD3LmucGNPdFnR37oOOfHZB7n6uoytciITAOFfl/4ANA0bNng60MT2bDjTM6Xk+t6k7Ztea5cH+vqdBrCYeqWLqO3P4k3xSYAmV1fhtGzn/6ujjH9XtrxcFwPI2QydFT84CWA7/mBH4uh+/c8H4+JxbPgzKX896ObuWPrVpb88Ad88+xzJhrihOmzIz90nPNDx1lExqvQb0E8BFxiWdbQ/ilXALZt2+MebyIyXH9XB/XhTK4+96w1JJJTazB8RVmExpLUi85rMhLH9TLlhAt4eI2Jz+qyNlaXtWFOMDEZdM6162hLJXnooQfZsmVzTrYpIiIiE1PoyckPyZQnvs2yrOWWZV0P3AR8IcigpPjs37gBgF7XoXp2E4nUqXeLKgRNDeWYvW0MdI29/LHn+6TSXkFX7CoxXW6Z9wdumfcHSszc/NvMn9XIKy/KtJjc/t1v5mSbIiIiMjEFnZxkW0euAixgPZlJGD9s2/btgQYmRad9xw4Aus0QybQ7pVpOKsoiNJaOr9VkUDLtFPg0jJPjna9Yx98tWsL18RSbHnow6HBERESmvYIac2Lb9vUjLHsKuCD/0ch0MnAgM2Fhuroqk5xMoTlOMq0m+8fVajIo7Xh4hT4L4yRontXIshmNRD2DzXf8B2etuyzokERERKa1gm45EcmXvX29PNrZgTF/Pv2xdMHPlj4oF60mkCkQUcjj/+NemGv2vJFr9ryRuJfbeyrN684GYLnrseHBB3K6bRERERkbJSciwH0H9/ONvbuou+hiegamTgnhpsbxjzUZynG9TNnPAh530u2W0u2Oe3qjUTWfvpC2EIRNkz0//s+cb19EREROnZITmfbS6RQHst26FixYRDyRfpHfKAyVZRFmlCTpOTSxVhPIdOtyC7xi12SaN9h64nk8ff8fgg1GRERkGlNyItPevu3bqTdDVFVW0TBj9pQZDN/UWA69bQx0T6zVBLIVu5zCrtg1mZqsBbSFM60n++78Mf5U6dcnIiJSZJScyLR35OGHuGXVaj5hnUHK8YhPgeSkqjxKY45aTQYlU9OzYteg+ZeuBmCR4/LEww8FHI2IiMj0pOREpr1YawsAfm0tidTUqNQ1t7EMuo8Q6+7K2TZTaQ93GrcYzDltPk+Xh/iHrRv57m3fU+uJiIhIAJScyLQX6uwAoHzBAvpiqYKv1FVdEaUhkqD7UEtOtzs4U/x0dum163BDJhs3ruexxx4OOhwREZFpR8mJTHt16UxLyYwVK+npTwYczYub21iG132IeG9PTrfrnBgUX3idu0x8Ti9p5/SSdkwmL4FqrK3mussz0yr9z3f/Xa0nIiIieVZQkzCK5Nvxln3UhMN4vs/8Neez9XBhJye1VSXUh+N0HszdWJNBacfDdf3Mp0KBXZOXmC63LbgnL/t62xUXcsb+TqxoKY/9z91c+Lrr8rJfERERUcuJTHOtzzwFQIfrEq2uIZ4s7DLCzQ2leJ0HSPT35XzbPj7JtFuQLSf51FhfQ0V9NQDdv/5vtZ6IiIjkkZITmdY67R0A9JWVkki5xBKFOxi+oaaMWnOAzoP7J20fU6EYQD6c8YoLcDyPpaEwj//szqDDERERmTaUnMi0tq27m7uPHCKxYAGxRJq04wUd0ogMA5oboqSPt5KKDUzaftLpwhwUn/BCXLf39Vy39/UkvNCk769+TiMHKyIAxH9/L67rTvo+RURERMmJTHOPtuzhrkMHqL/wIrr6Cne8yYy6cqr8XroOHZjU/Tiui+v5FNqEJz4GbU4lbU4lfp6CW3X1RSRcl+ZQmCfu+FFe9ikiIjLdKTmRaSsej7Nnz24ATj9jBf2xVMARjSxkGjTXhUm2tZBOJiZ1X2nHw3Gn70zxQ9XNqONgTSkA3oMPkkrEA45IRESk+Ck5kWlr59NPsqKikgUzZ1HXMKNgx5vMbqigIt1F1+GDk74v1/NJOUpOBp1/7aX0OQ7xVJJf3XlH0OGIiIgUPZUSlmnr+CMP84llZ7AvZJJMe8QShVepKxoxmVsDAy17cZ38xJdIOtRURPOyr0JXVV3BoWVz+PTPf0P1wf28/Lo3UlNTG3RYIiIiRUstJzJtpQerXs2ZQyyRJpkqvEHPc2dUEo0fp/vokbztM5V2C3JQfFBe9rK1LJnXRE9vDz/4wXeDDkdERKSoKTmRaauqP1P1qvHMFXQW4GD4irIIs8sdeg/sxffyV0UsnZ0pXjJCpskH3vBKIoZB7IH7aNnwTNAhiYiIFC0lJzIt9R4/zsxwplfjwgsvoW+g8JKTeTPKMXoP09dxPK/7TTtuwQ2KN/BZGO1mYbQbI4Dp689fvpSPr17Nm5uasb/3nbzvX0REZLpQciLT0u5HHgKgw3GontNMLF5Y403qq0tpiMToat2T9327nk8q7VJAuQmlpstPFv6anyz8NaVmMN3vzrjiPFzfZ5HjsP5/fhlIDCIiIsVOyYlMS+2bNwHQU1ZKPOUwUECD4U3DYH5jCc6xVhL9fYHEEE86AbRPFLZF1kL2RjMZW9+v/ptUsvBa20RERKY6JScyPR3MlOWNLFxEfyxNKl04M8PPbiynyuum82BLYDGk0hp3MpJzXnspA67DnFCYB7/+5aDDERERKTpKTmTa8TyP7+/eyXdb9tB86WV09hTO5Hol0RDNNQYDB3fjpIKbFDLluDhu4SQnCS/E21qu5W0t15LwQoHFUddQS1dzAwAzbZsju3YFFouIiEgxUnIi087evbvZ3dnOYwMDLD5vLX0FNDP8/FmVRAfa8lo6eCTptIvjFE5rko9BS6qWllQtPsEOhll7zSUcclKUh0KsV+uJiIhITik5kWlnw4b1AJx11tk4nkF/gQyGr6sqYWY0Tlfr7ryWDh6JT2bcCX7htJ4UilA4xIxLz2Z9Txc3P/0Ejz/+aNAhiYiIFA0lJzLtxB/5C1fNmMXaFSuJJZyCmBk+ZBosmFGKc7yVWE930OEAkEg5BdW1q5CctvI09i1o5FgqyRe+8FkSiUTQIYmIiBQFJScy7Szr7uGGBYs4e9582nviBdE4MHdGJVVOBx379wUdygmptEu6gLp2FZq/vfZlzKirobW1hf/81teCDkdERKQoKDmRaeXAls3Uh8M4vsfSy15KT3/w5WAryiLMrXLpPbALN104418yyYlbUJMxFpLK8lI+8pZX8675i7h4+w6efeC+oEMSERGZ8pScyLSy64+/B+AwEK6sDXwwvGHAolnlGF0H6D12NNBYhvP8zLgT5Saju2T1cpbOaiRsmrTf8R8kY7GgQxIREZnSlJzItJLaZQPgzpvHQDzNQCzY8SZNjRXU0UN7y+5A4xhNIulQCNOdGPjMDvczO9yPUUDTQxqGwarXX06fk5375AufCzokERGRKU3JiUwbTjrNrESmG9e8iy+hvTuOF+CAk4qyCPNqoO/ATtKJwplrZaiU4+G4HgFX76XUdPnl4rv55eK7KTXdYIMZpn5GHQPLmgCYf/gw2/6k7l0iIiLjpeREpo0dDz5ARShEzHU57dKX0t0XXIUl0zBYPLscs2s/PW2HA4vjxQwOijfVt+sFnX/lWvbgEjIM2m//EQPdXUGHJCIiMiUpOZFpY+9TT+J4Hm0lJTiE6R0IbrxJ86xKar0u2vcV9gzjvg8DCQcNPHlhhmGw+q9eSq/jMDsc4cHPfDLokERERKYkJScybfzS3sbfbHya1MUX0RtLMRDQ5Is1lSU0Vzr0tOwgnSz8+TESyTRewANPkl6IG1qv5obWq0l6oUBjGU1dYy3+mqX0Omn+Z+N67rvv90GHJCIiMuUoOZFpoaOjnc2bN5LwPC585TUc7QymqlIkbLJkVgnusb30tR8LJIaxSqZc0q4XaElhD4MdyUZ2JBvxgh4A8wJWXXgWj86u4qnuLj772U9x+PChoEMSERGZUpScyLTw0J/ux/d9li9fQW39THr68j+/iQEsaaqiPN5WsNW5RpJyPJIpF8Ms3KSgkNzw2pexfPF8ent7+PxHbiIxMBB0SCIiIlOGkhOZFsr/8Hv+9YwVvO68l9AfTwcy+WLTjEoaQ720796G5xZWxakX0x9P4wdY2WwqCYdD/Ou738zaWbO4MVzC/R//iI6diIjIKVJyIkWvr6OduY7D0opKzrn4Yo51xTLlcfOorqqE+TUufS3bSQ7053XfuZBIOjiuH3hJ4aliTkMd179iHeWhEKcNDPCnb3wl6JBERESmBCUnUvTW/+ynRE2TY47D/HPX0tGd3zlFykrCLJkVxWvbRe+xtrzuO1eSKZdk2lVJ4TFYfckaWurKAJi9ZQub7vltwBGJiIgUPiUnUvRSG54BYGDBAmJJl648jjcJh0xOm1tBSc8Bjrfuzdt+c83Hpz+WUknhMbr0jVeyB4ewaZL++V20bNwQdEgiIiIFTcmJFLWje3YzL1sGd8Ub38TRzhipdH7GexgGLJ1bRU3yKEd3b8P38tuVLNfiSYe0E9xs8bWhBLWhwi+9PJRpmqx9+ytpc9JUh8Mc+sZXaT+wP+iwRERECpaSEylqm392J6ZhcMDzmH3mKo535a+E8KKmamYYXRzfuQU3FdyEj7mSSLokUy6mmf+PjTLT4X+X/Jz/XfJzykwn7/ufiPLKchZfdxmdTpoZ4TC/+9THiceDKWUtIiJS6JScSNHyXJfynTsBMFeupDeWprMnP3fe58+qoinaT+euzSRjxVFK1senL5ZChafGbsacRmqvPJcHuzr4xsZn+Md/fD/JZP4rxomIiBQ6JSdStJ566glu27ebZ3p7WHvDjRw63p+XKl1NMyqYX5mgd88WYj3dk76/fIol0qQcN9AJGaeqRdZC1rzxCiIlUR5//FE+/KF/IJVQC4qIiMhQSk6kaP3s5z9lfU83LavXYFbU0p6HLl1zGipYVJ2mf98W+jqOT/r+8i2ZdoklnLxPyJj0Qrz/wMt5/4GXk/RCed13Lq1csoCv/cM7KC2JsqSlhT/d9PckY0pQREREBik5kaK0f38rDz54PwBvfevbON4dn/RZ4ZsaK1hcm2agZSs9R6dmyeBT0TeQwnXz27fLw2BDfDYb4rPxpvhkK2uWLeKr17+BK2bMYpHj8se/ew99nZ1BhyUiIlIQlJxIUdr4tS/zhtlNvOyidcxbuISDR/uYzMvp5pmVLKpJM7BvCz1thydxT8GLJdLEUw5mSB8f43XueSvoX7WIlOex2Id7r7+BjoMHgg5LREQkcLq6kKJzaPs2lvb1cV1TM3/z2tfT2ZvgePfkdJ0xDFg4p5qFlXH692yi5+iRSdlPIfF8n57+JJ5Gxk/I6ovPxll7OgOuw1zDZMv/+ygtG9cHHZaIiEiglJxI0dn87W8RNgxa8Vl+1dW0HumdlG5IoZDBac01zCvppXvnBnqPH835PgrVQDxNIuli5nnsSbE5Y80ZlF95Dp1OmpmhMB03f42nfvGzoMMSEREJjJITKSrb/nQfS+JxAJrf+nY6ehO0deS+lG9ZSZgz51czyz/G8e3PMNA1vcYMOK5HT39yUrvKTReLT1/E0rdfyWE3TYUZ4pZvfZ0f/egHeFN80k4REZHxUHIiRcN1HI78+D8B2FNSwhkvezn7DvdkZjXPofqaUs6cV0blQCttz64n2d+X0+1PFX2xFLGkE8ikjMVm1tyZnHvjtfy5zGBTTzc33/xV3ve+Gzl6pLjHL4mIiAynqwopGn/6yheZZ5gkXJc1//hB2jpjHGnvz9n2Q6bBwjnVnN7oYx7ZRtv2zTip6TuRnuN6dPUmcfM09qTUSFNqpPOyryCUlJXwjndcy8ff+QbKSkto3bCevR/7MI/86Af4Gt8jIiLTRDjoAERyYc+unZRtexaiUdpXruT0xafx1LajORtrUlURZdGsMqqdDnp27qC/sz0n253q+mMp+mMRaipL8CZxgssy0+H+0346adsvFIZh8JqL1nDWknmsv+s+GiIReOQRfvf4Y6z8wP+lefmKoEMUERGZVGo5kSmvv7+fD374A3xq+1aeNuCKD32UliO9HM/BpIvhkMnCOdWsmBOiomsXR7c8qcRkCM/36exNkEy7eZ+YsZgtnD2Da95zHXurSnB9nyWuR9dXvsTvPvNJBrq7gg5PRERk0ig5kSktmUzy0Y/+Iy0t+wjX1/Oqr36DY90J9hzsntB2DQNmNVRw1qJK5oWOM7Dzadp2bsNJpXITeBGJJx26ehP4Pkzx+RELSklplMvf9gqMK85mv5umxDRZfPAgz9709/zx618hnda5KCIixUfJiUxZqXicB276O7xt2ygtLeUb3/gW4dIqtrd0kEy549qmYUBjbRmrFtVwWnUM4+AmDm9+kr6O4zmOvrh09yXpGUhhGpPzkZL0TD506KV86NBLSXrT62Nr0bKFXPie13Fk8Sw6nTS14TAP/u63XHPNldx++2309U3PggwiIlKcNOZEpqTOw0e4/33vZ4kP7124mMRfv4Ol1go27W6nsycx5u2FTIOG2jLm1Eao8vtJH9vFscMHSSfHvq3pyPN92rtihEMGVeXRnI8/8TB5bKD5xHOYXmV2Q6EQa1++ltSlKR7//eOs37eTYx2dfP3rX2bjXT/h5ctXsvj1f4V10SVBhyoiIjIhSk5kytl87z103/ljFoTCJFyX5CtewZrLXsa2fR0cPDq2u8jlpWEaa8uYWQllTh/Jowc41naIdEJJyVilXY9jnTEMw6CyLDKpA+Snq2hJlHXXrmPtKy/kvo02P773z7yyspaFPT3wo9v4863fJ71sGdZrr2PeGcuDDldERGTMpkRyYlmWCXwauBGoAx4G3mfb9u5AA5O8at/fwlM3f51F3d00hsJ0Og4N73oX1tp1bN3bQcvhnlPaTmlJmLqqEhoqw1SHk5ixY8RaDnLk+DFcp3hL1eZDMu1ytGMAv74804LieWimxtyLRsJcfd6ZXLXmdDY9uY2WzXtodn3mhEKwZw/xr36JP7susfnzmf3a61ixYgWRSDTosEVERF7UlEhOgH8C3gO8EzgEfAm417KsM23b1qjQIrdnz27u/uXPuWDrFpZES8Aw2FdRxiWf/iyp0lrW28c4+gKzwIdMg8ryKNUVUerKTSpCKUKpHlLHj9Dd2U6899SSGjk1ybTLkfYB0rUeNZUlhEzwPGUokyEUCrHmgpVwwUq6OnvY8shmQgeO0WSEmBMK8cTWzfy/X/2S0tJSzlq1mtc1zaXu9OUseslaZi5aHHT4IiIiz1PwyYllWVHgg8BHbNu+J7vsTcBh4PXAXQGGJ5NgoKuTXQ//hbYnHuPHe3aydfu2zBvN8zl35izqXvMarn7jW9hzoItd29oYiJ9s7TDItIyUlYapKItQVWJQFfWIuAmIHyXZdpye7i4SfT2a2G4SOa7H0Y4Y8YRDXXUpZSVhwMdXkjJp6uprWPfqzJiTrs4+tj+9jeMHfOo7auns7qZ10wYWez4cPEj3fX9gv+vQHY6QqqkhOns2VaefQfPqc5g5c6ZaWUREJDAFn5wAZwNVwAODC2zb7rYsaz2wDiUnU0oqHqOvv5/+2AC9vX30tuwlsWM7qfZ2jN5eKhNxGs0Q5YbBYoCDBwmFQlx66eVc/LrrOHvtOjp6k6zfcYzO7gFKo2FqKksojYQoj/qUh33CpAm5Sbz4cdLtXcT7++js68VJTt/Z3IPg49MzkCSWSFNVUUJNZZSSSAjTNPB9JSqTqa6+igtf/hIuBN7n+7R29PLslt3s3XOI6mSaejNEdShMte9Ddzd0d/Pz+//IL44cAuD0mbN499x5pCMRvNIyqCjHrKgiXF1FSVU1pfPmUdE8n/LycqLhCKXhEKVV1ZSUlmIYqictIiLjNxWSk+bs44Fhyw8D88e70XA4t+VIH322lT9/+zvMTvYz2MneOHHtlXnyv5F6ktmJIM52+1niJU70xzeGdcz/rVlFzAhl1vViWN7JC+vh695DBT1GCB+fVX6SlX7yZAzD4rzHL6ODEOCzghRrSGXXObnNwd+5x43Sll13ueGw1kgP255/ct10iP1pF89Ns9JwuKYsTBifMBAyIIxB1IRSM8S/7drB+p5uAC5vmMF7Fy05uclQ5pTsSDsciFSw+FV/z9JzX0ukqoHfp13ufdwFrwzTKMX3qjB8D9918N00nuPguS6u4+M5Jr5fDVQj42MYYDgmvu8xoUamNJAAs9MgFDKJhE3CIRPTyMyIPngt6w/7/zKU4588824+fi5ho4gSGyNzXFzXY2IH+kWc+XI4M/PUj/cRat1M+dHd1PS2UZXo42hpNWb4OJ6TIhyPMzcUBs+HWCzzc/zk5KM/ObifX7UdBmBReTlfXL4KANf3Sfs+ju+T9sEB/tgf509xBzMUYkY4wjuqoviGgY+RfeTE681GCU8bZRhAJT7XMnDyk2zwPMm+3mWWsMEsB6AMn1e7Q7pnnkiQMo8toVLWR6oxQyam4/Lq1MgTqfrAQbOEpyOZzw3D97l2lHUB2swoT0RqTrx+dbIdc5RBVsfNKI8OWffqZAeRUarOdRkRHorWnnh9VaqDUn/kdXuNMH+K1p14fUWqk0p/5FLqA0aI+6L1J15fluqixndGXDdpmPwu2nDi9cXpbhq8kcfkpTG4p6Qx+8pg9uzZ3PyxGyiJTIVLDBEpNFPhk6M8+zj8tncCqGccTNOgrq5iQkENd/MP7+Ky1k28pHHGqOt875kH6XMyXwSXz1/IeTNnj7ruDzc+THt2wr9LmudzzuymUde9Y+sTHErEAXhJUzOrm5pHXfeu7c9wIJYZn7F69hzOal4w6rq/2L2JQ/2Z6lcrZsxi5YJFo6776/3bOJpNONyGGcwbmnAMUxEKQ0k1lFSzv7yBJ9MRjoWr6Sht5EjNUvbNXUdf3dKTv3A0+yNTn8Pz/yeP0W96luUklGlv9rkw7CPI8H1C8S4OdO/h3zq3UDPQRk2ig2qnj1o3RoWfosx3OBatgwoH0nHKwie/RkKGQWhYy4nR30lPNpGpLivntPpVQ971n/O488guDhzK3IeaVVLCmpWrn79q1rHDe2k50ApAbSTCuWedM+qf2tO2l92tewEoC4U4b/V5o66b7tjH7n2ZWism8JJz14667tPdnezevfPE63PXnE/EHPnG1+beHv5z5/YTr88++1wqwyN/Be/s7+OHO+458fqDq1bTEC0Zcd3W2AA/2HbvidfvX3EWTaVlI67blkjw3a2/O/H6xjNWsrhi5O/CrlSKWx77/YnXf20t5/SqkW/2xFyHbz7+hxOvdwMPvOJS3vry0f9NRERGYxR6v3vLsq4DfgGU27YdH7L850CJbduvGeMm97qut6i3N/7ia47B9v3HuPcHt1PT35P5Dj3x/Xzyi3pjXTOOGQLDYP5AJzOS/c9bh+ydxG21zaRCYTCgaaCLWclMkvDc9pDM3US7tolkOIqBwaxYNzPj3ZxoXxl2B3FP7RwSkRIMw6Ah1sOsWNeJdY0h6/oGHKieTSya+ZKrS/Qxc6BzyF9snIgX4EjNLOKVdYTCUSrdFHWJfoiU4EeimJFS/GgpoYoazNqZmDWNmOHIiS0NvWHuw4vePTYMg3A4hOO4GjcyiQI5zoYx7SaZN4zMwHbXdSe14STnBv+hfB8/MYAX68OP92WeJ/rxEjH8VIJ4tJyBaBm+5xJKxJjZsR9cFzwXPAc8F991MXyP9pJKjpVW4+MTdVJYXYcwBlsM/ExL7eC5eKy0kkMV9eBD2EuzsvNgZjWyn2jZY+nj0x4tp7W8DsMwMF2X1T2HRv2zOiPl7KlsOLHP87sOZv/c5//jdEXK2Fl18obUeV0HMEf5R+yJlLKjauaJ1+d0HSQ8SmtIX7iEbdWzTrxe3X2IqDdya0gsFGFLzZwTr1f1HKHMHbmFIxEKs6nm5I2uFb1tVDgj15RJmSE21M498Xp571GqnJHvLLiGydN1mZtiBjB3zmw+9a7X5rwlsLq6jFDI3AeomoNIEZsKLSeD3bmagD1DljcBm8a7UcfJ7RwMZ8yfyYW3fIauroGcb7v4pLM/4xMOm9TVVdDVldCxnkQ6zvlRHMfZBGqyP4Xp5HHWZ/Rk+Jvso46ziExUbgdeTI5NQC9w2eACy7JqgTXAX4IJSUREREREcq3gW05s205alnUL8EXLso4DLcCXybSo3B1kbCIiIiIikjsFn5xkfYpMrLcCZcBDwFWagFFEREREpHhMieTEtm0X+Gj2R0REREREitBUGHMiIiIiIiLTgJITEREREREpCEpORERERESkICg5ERERERGRgqDkRERERERECoKSExERERERKQhKTkREREREpCAoORERERERkYKg5ERERERERAqC4ft+0DHkW9z3/VLPy/3fHQqZuK6X8+3K8+lY54eOc37oOOeHjnN+TNZxNk0DwzASQFnONy4iBWM6JifdQAlwJOA4RERE5NTNAZJAbcBxiMgkmo7JiYiIiIiIFCCNORERERERkYKg5ERERERERAqCkhMRERERESkISk5ERERERKQgKDkREREREZGCoOREREREREQKgpITEREREREpCEpORERERESkICg5ERERERGRgqDkRERERERECoKSExERERERKQhKTkREREREpCCEgw6gGFiWZQKfBm4E6oCHgffZtr070MCKjGVZC4CWEd56l23bt+Y5nKJkWdYngZfZtn3ZkGVnAzcD5wIdwDdt2/5KIAEWiVGO84+A64etesi27eY8hjblWZZVD/wr8CqgGtgMfMy27Yez75+NzucJO4XjrPNZRMZFLSe58U/Ae4B3ARcAPnCvZVnRQKMqPquABNAEzBny85MggyoWlmXdBHx22LIG4I/ATjIXc58GPmdZ1jvzHmCRGOk4Z60ic7E39Nxenb/IisZdwFrgzcB5wHrgD5Zlna7zOadGPc7Z93U+i8i4qOVkgrIJyAeBj9i2fU922ZuAw8DryXyAS26sBGzbto8EHUgxsSxrLnArcAlgD3v7b4Ek8F7bth1gu2VZpwEfBX6U10CnuBc6zpZlhYDlwOds224LILyiYFnWUuBK4CLbth/NLvsA8ErgrUAcnc8T9mLH2bKsf0bns4iMk1pOJu5soAp4YHCBbdvdZO4irQsmpKK1CtgWdBBFaA3QReb4PjHsvUuAh7IXcoMeACzLsmbmKb5i8ULH+TSgFJ3fE9UOXAM8M7jAtm0fMIB6dD7nyosdZ53PIjJuajmZuMH+sweGLT8MzM9zLMVuJXDEsqy/AMuAXWTuzP0+2LCmNtu2fwP8BsCyrOFvNwNbhi07nH2cDxyb1OCKyIsc55VkuoPeZFnWKwEPuAf4pG3bPfmMcyrL3hi6Z+gyy7LeACwBfg/8CzqfJ+wUjrPOZxEZN7WcTFx59jE5bHmCzJ0jyYFs97llZAZefhK4GniKzNieK4KMrciVM/K5DTq/c2kFmQu4FuDVwIfInOO/yhbckHGwLOsi4IfAr7LJoc7nSTDCcdb5LCLjppaTiYtnH0uGPIfMF91A/sMpTrZtpyzLqgUc27YHLy6esSzrDDJffPcHFlxxi5M5t4cavIjT+Z07nwG+nr0jDbDVsqwjwGNkBhsP7wYmL8KyrNcAdwKPA2/JLtb5nGOjHOfPoPNZRMZJycnEDXbnagL2DFneBGzKfzjFy7btkS4etgCvyHcs08gBMufyUIOvD+U5lqKV7a/fPWzxYPejZnQxNyaWZb2fTLngu4G3D7mhofM5h0Y7zjqfRWQi1Lw6cZuAXuCywQXZO/xrgL8EE1LxsSxrlWVZ/ZZlXTzsrXOBZ4OIaZp4CLgkW01q0BVkqqapf36OWJZ1p2VZw8dOnZd91KDiMbAs673At4BbgDcNSUxA53POvNBx1vksIhOhlpMJsm07aVnWLcAXLcs6TqaP7ZfJ3KG7O8jYiszW7M93sl+K7WTK3F7AyS89yb0fAh8BbrMs60vA+cBNZOb1kdy5E/i1ZVmfIFN+fBnw78Cdtm1vDzSyKcSyrGVk7uT/N/AFYOaQ4gNxdD7nxCkcZ53PIjJuajnJjU8Bt5GZw+ARwAGusm07FWhURcS2bY/MwMongf8CNgAvAa60bXt49R3Jkezd5KsAi0x57E8DH7Zt+/ZAAysytm3/FngDcB2Z7i+3kbm5cUOQcU1BfwVEgNcBR4b93KzzOWde7DjrfBaRcTN83w86BhEREREREbWciIiIiIhIYVByIiIiIiIiBUHJiYiIiIiIFAQlJyIiIiIiUhCUnIiIiIiISEFQciIiIiIiIgVByYmIFCTLsoygYxAREZH8UnIiIgXHsqxrgduzzy+zLMu3LOuyYKMSERGRyRYOOgARkRH83yHP1wMXANsCikVERETyRMmJiBQ027Z7gceDjkNEREQmn+H7ftAxiIicYFnWg8ClQxZdDvwJuNy27Qcty/oM8GbgY8DngaXADuC9gA/cDKwC9gAfsG37/iHbXgH8G7Auu+h+4IO2be+dxD9JRERETpHGnIhIoXkfsCH7cwFQPcI684CvAf8CvBGoB34B/BT4AZnkxQTusiyrDMCyrGXAo8BM4HrgBmAx8IhlWTMn788RERGRU6XkREQKim3b24BeoNe27cezz4crB95n2/ZPbdv+NfBtoAn4nG3bt9q2/Svgn4BGwMr+zqeBOPAy27bvtm37v8i0ypQBH57UP0pEREROicaciMhU9eiQ523Zx6FjUzqyj7XZxyvIdA+LWZY1+NnXC/wFuHKSYhQREZExUHIiIlNSdqD8cLEX+JUG4E3Zn+GO5yQoERERmRAlJyIyXXQD9wFfHeE9J7+hiIiIyEiUnIhIIXKBUI63+WdgObDRtm0HTsxC/2NgN7Axx/sTERGRMVJyIiKFqBu4wLKslwI1OdrmZ4HHgN9alvUdIAG8G3gt8Fc52oeIiIhMgKp1iUghugVIA/eSqaY1YbZtbwYuITMXyh1kSg/PAV5r2/bdudiHiIiITIwmYRQRERERkYKglhMRERERESkISk5ERERERKQgKDkREREREZGCoOREREREREQKgpITEREREREpCEpORERERESkICg5ERERERGRgqDkRERERERECoKSExERERERKQhKTkREREREpCAoORERERERkYKg5ERERERERArC/wd9d3h/ja1S9QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -934,22 +1009,15 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Performing baseline correction: 0%| | 0/249 [00:00" ] @@ -1009,14 +1077,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Deconvolving mixture: 100%|██████████| 2/2 [00:00<00:00, 17.89it/s]\n" + "Deconvolving mixture: 100%|██████████| 2/2 [00:00<00:00, 12.69it/s]\n" ] }, { @@ -1029,22 +1097,26 @@ "Reconstruction of Peaks\n", "======================= \n", "\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 2.910 - 17.080) R-Score = 1.0000\u001b[0m\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 2 (t: 45.000 - 54.990) R-Score = 1.0000\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 3.530 - 16.460) R-Score = 1.0000\u001b[0m\n", + "\u001b[1m\u001b[41m\u001b[30mF, Failed: Peak Window 2 (t: 45.000 - 54.990) R-Score = 1.1050\u001b[0m\n", + "Peak mixture poorly reconstructs signal. You many need to adjust parameter bounds \n", + "or add manual peak positions (if you have a shouldered pair, for example). If \n", + "you have a very noisy signal, you may need to increase the reconstruction \n", + "tolerance `rtol`.\n", "\n", "Signal Reconstruction of Interpeak Windows\n", "==========================================\n", " \n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 2.900) R-Score = 1.0000 & Fano Ratio = 0\u001b[0m\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 2 (t: 17.090 - 44.990) R-Score = 1.0016 & Fano Ratio = 0.0154\u001b[0m\n", - "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 3 (t: 55.000 - 79.990) R-Score = 1.0002 & Fano Ratio = 0.0153\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 3.520) R-Score = 1.0000 & Fano Ratio = 0\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 2 (t: 16.470 - 44.990) R-Score = 1.0138 & Fano Ratio = 0.0160\u001b[0m\n", + "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 3 (t: 55.000 - 79.990) R-Score = 1.0132 & Fano Ratio = 0.0158\u001b[0m\n", "\n", "--------------------------------------------------------------------------------\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -1079,15 +1151,15 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Performing baseline correction: 100%|██████████| 249/249 [00:00<00:00, 1365.51it/s]\n", - "Deconvolving mixture: 100%|██████████| 2/2 [00:00<00:00, 14.02it/s]" + "Performing baseline correction: 100%|██████████| 249/249 [00:00<00:00, 1963.65it/s]\n", + "Deconvolving mixture: 100%|██████████| 2/2 [00:00<00:00, 16.79it/s]" ] }, { @@ -1111,13 +1183,13 @@ " ]" ] }, - "execution_count": 19, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1153,21 +1225,14 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Deconvolving mixture: 0%| | 0/2 [00:00]" ] }, - "execution_count": 20, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1231,7 +1296,7 @@ "\n", "---\n", "\n", - " © Griffin Chure, 2023. This notebook and the code within are released under a \n", + " © Griffin Chure, 2024. This notebook and the code within are released under a \n", "[Creative-Commons CC-BY 4.0](https://creativecommons.org/licenses/by/4.0/) and \n", "[GPLv3](https://www.gnu.org/licenses/gpl-3.0) license, respectively." ] From 1b5601b09a5af73b1740f74c75a5a74daf75d6e0 Mon Sep 17 00:00:00 2001 From: gchure Date: Tue, 28 May 2024 17:49:08 -0700 Subject: [PATCH 3/3] Bumped version to 0.2.6 --- hplc/__init__.py | 2 +- setup.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/hplc/__init__.py b/hplc/__init__.py index 6c82c88..93003cc 100644 --- a/hplc/__init__.py +++ b/hplc/__init__.py @@ -2,4 +2,4 @@ from . import io __author__ = """Griffin Chure and Jonas Cremer""" __email__ = """griffinchure@gmail.com""" -__version__ = "0.2.2" +__version__ = "0.2.6" diff --git a/setup.py b/setup.py index baa796a..1ae436a 100644 --- a/setup.py +++ b/setup.py @@ -1,7 +1,7 @@ from setuptools import setup, find_packages import pathlib -__version__ = "0.2.5" +__version__ = "0.2.6" # The directory containing this file HERE = pathlib.Path(__file__).parent