From bf2091d2050667ca960ea39e8ae25163f6826870 Mon Sep 17 00:00:00 2001 From: eliasbenyahia Date: Mon, 26 May 2025 13:28:03 +0200 Subject: [PATCH 1/5] [FIX] changed annotations in dss line iter, added dirname and removed prefix in params --- meegkit/dss.py | 38 ++++++++++++++++++++++++++------------ tests/test_dss.py | 12 +++++++----- 2 files changed, 33 insertions(+), 17 deletions(-) diff --git a/meegkit/dss.py b/meegkit/dss.py index d48e25be..8ff13389 100644 --- a/meegkit/dss.py +++ b/meegkit/dss.py @@ -2,6 +2,7 @@ # Authors: Nicolas Barascud # Maciej Szul import numpy as np +from pathlib import Path from numpy.lib.stride_tricks import sliding_window_view from scipy import linalg from scipy.signal import welch @@ -264,7 +265,7 @@ def dss_line(X, fline, sfreq, nremove=1, nfft=1024, nkeep=None, blocksize=None, def dss_line_iter(data, fline, sfreq, win_sz=10, spot_sz=2.5, - nfft=512, show=False, prefix="dss_iter", n_iter_max=100): + nfft=512, show=False, dirname=None, extension=".png", n_iter_max=100): """Remove power line artifact iteratively. This method applies dss_line() until the artifact has been smoothed out @@ -288,9 +289,12 @@ def dss_line_iter(data, fline, sfreq, win_sz=10, spot_sz=2.5, FFT size for the internal PSD calculation (default=512). show: bool Produce a visual output of each iteration (default=False). - prefix : str - Path and first part of the visualisation output file - "{prefix}_{iteration number}.png" (default="dss_iter"). + dirname: str + Path to the directory where visual outputs are saved when show is 'True'. + If 'None', does not save the outputs. (default=None) + extension: str + Extension of the images filenames. Must be compatible with plt.savefig() + function. (default=".png") n_iter_max : int Maximum number of iterations (default=100). @@ -357,26 +361,36 @@ def nan_basic_interp(array): y = mean_sens[freq_rn_ix] ax.flat[0].plot(freq_used, y) ax.flat[0].set_title("Mean PSD across trials") + ax.flat[0].set_xlabel("Frequency (Hz)") + ax.flat[0].set_ylabel("Power") - ax.flat[1].plot(freq_used, mean_psd_tf, c="gray") - ax.flat[1].plot(freq_used, mean_psd, c="blue") - ax.flat[1].plot(freq_used, clean_fit_line, c="red") + ax.flat[1].plot(freq_used, mean_psd_tf, c="gray", label="Interpolated mean PSD") + ax.flat[1].plot(freq_used, mean_psd, c="blue", label="Mean PSD") + ax.flat[1].plot(freq_used, clean_fit_line, c="red", label="Fitted polynomial") ax.flat[1].set_title("Mean PSD across trials and sensors") + ax.flat[1].set_xlabel("Frequency (Hz)") + ax.flat[1].set_ylabel("Power") + ax.flat[1].legend() tf_ix = np.where(freq_used <= fline)[0][-1] - ax.flat[2].plot(residuals, freq_used) + ax.flat[2].plot(freq_used, residuals) color = "green" if mean_score <= 0: color = "red" - ax.flat[2].scatter(residuals[tf_ix], freq_used[tf_ix], c=color) + ax.flat[2].scatter(freq_used[tf_ix], residuals[tf_ix], c=color) ax.flat[2].set_title("Residuals") + ax.flat[2].set_xlabel("Frequency (Hz)") + ax.flat[2].set_ylabel("Power") ax.flat[3].plot(np.arange(iterations + 1), aggr_resid, marker="o") - ax.flat[3].set_title("Iterations") + ax.flat[3].set_title("Aggregated residuals") + ax.flat[3].set_xlabel("Iteration") + ax.flat[3].set_ylabel("Power") plt.tight_layout() - plt.savefig(f"{prefix}_{iterations:03}.png") - plt.close("all") + if dirname is not None: + plt.savefig(Path(dirname) / f"dss_iter_{iterations:03}{extension}") + plt.show() if mean_score <= 0: break diff --git a/tests/test_dss.py b/tests/test_dss.py index 9abdeacc..854b13b8 100644 --- a/tests/test_dss.py +++ b/tests/test_dss.py @@ -132,7 +132,7 @@ def test_dss_line_iter(): # # time x channel x trial sf=200 fline=50 sr = 200 - fline = 25 + fline = 50 n_samples = 9000 n_chans = 10 @@ -140,6 +140,7 @@ def test_dss_line_iter(): x, _ = create_line_data(n_samples, n_chans=n_chans, n_trials=1, noise_dim=10, SNR=2, fline=fline / sr) x = x[..., 0] + # x = data # RuntimeError when max iterations has been reached with pytest.raises(RuntimeError): @@ -147,9 +148,8 @@ def test_dss_line_iter(): show=False, n_iter_max=2) with TemporaryDirectory() as tmpdir: - out, _ = dss.dss_line_iter(x, fline + .5, sr, - prefix=os.path.join(tmpdir, "dss_iter_"), - show=True) + out, _ = dss.dss_line_iter(x, fline + 1, sr, + show=True, dirname=tmpdir) def _plot(before, after): f, ax = plt.subplots(1, 2, sharey=True) @@ -171,7 +171,9 @@ def _plot(before, after): # # Test n_trials > 1 TODO x, _ = create_line_data(n_samples, n_chans=n_chans, n_trials=2, noise_dim=10, SNR=2, fline=fline / sr) - out, _ = dss.dss_line_iter(x, fline, sr, show=False) + with TemporaryDirectory() as tmpdir: + out, _ = dss.dss_line_iter(x, fline, sr, + show=True, dirname=tmpdir) plt.close("all") From 59fc389eb80cee9a0e62ae201d21c9a9eb4229d8 Mon Sep 17 00:00:00 2001 From: eliasbenyahia Date: Tue, 27 May 2025 10:37:18 +0200 Subject: [PATCH 2/5] changed dss_line iter params --- examples/example_dss_line.ipynb | 60 ++++++++++++++------------------- examples/example_dss_line.py | 4 +-- 2 files changed, 28 insertions(+), 36 deletions(-) diff --git a/examples/example_dss_line.ipynb b/examples/example_dss_line.ipynb index 8bbacdc1..22b3d27e 100644 --- a/examples/example_dss_line.ipynb +++ b/examples/example_dss_line.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 8, "id": "7e40264d", "metadata": { "collapsed": false, @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "f8052eb8", "metadata": { "collapsed": false, @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "9c019060", "metadata": { "collapsed": false, @@ -189,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "4ba3f3af", "metadata": { "collapsed": false, @@ -211,7 +211,7 @@ "outputs": [ { "data": { - "image/png": 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0+EBoy5YtnH322d7HCxcuBGD+/Pm88sorXHvttVRUVPDggw9SWlpKWloaS5cu7dCB+lilp6eTnp6Oqqo/aDuik6SPkDgFSL0hRO+j6O3bJISf+vp6wsPDqaurIyws7GQX55Tlqajg4PQZ3sfB06bR7+X/nsQSiZ6iNx6DvbHMQpxqOnsc9uo+QuLU0TEel/hcCCFE15NASPQM7TtLSx8hIYQQ3UACoaOQYbDdTPoIiVOA1BtC9D4SCB2FDIPtZjKPkDgFSL0hRO8jgZDoGdo3jcm9xoQQQnQDCYREj9Chs7S0jAkhhOgGEggdhbT1d7PWpjCn2YSmIE1joleSekOI3kfmEfoeMh9I93Dl5bF77iWsHN6fkGYXFwRFk/LO2ye7WKIH6I3HYG8ssxCnGplHSPQquqZRGh4MQGOgTfoICSGE6BYSCImeQeZTFEIIcRJIICR6hvYZIOkjJIQQohtIICR6BplQUQghxEkggdBRyOiP7qW3ywBJHyHRG0m9IUTvI4HQUcgMsd1M+giJU4DUG0L0PhIIiZ6hXQZI19STVBAhhBCnEwmERM/Q4e7z0jQmhBCi60kgJHqE9oGPJm1jQgghuoEEQqJn0PwDH0kICSGE6A4SCB2FjP7obu0CIckIiV5I6g0heh8JhI5CRn90M01DR2nzUFJCoveRekOI3kcCIdEz6DqaorR5KBkhIYQQXU8CIdEj6JqO7ouDUKVpTAghRDeQQEj0EJIREkII0f0kEBI9g6ahtwmENAmEhBBCdAMJhETPoOtobZrGZNSYEEKI7iCBkOgRjD5CbTNCJ7EwQgghThsSCImeQddRFRMtCf1xh0VJRkgIIUS3kEDoKGRitG6ma9TFxeOOjKWlT6p0lha9ktQbQvQ+EggdhUyM1r10TcNts3kfy/B50RtJvSFE7yOBkOgZdKDNzNISBgkhhOgOEgiJnkHX/CZUlOHzQgghuoMEQqJn0HW/e41JGCSEEKI7SCAkegRdk4yQEEKI7ieBkOgZ2gU+bSdXFEIIIbqKBEKiZ2h393lVEkJCCCG6gQRComfQ/e8+r8meKYQQohvI6Ub0CLqm+T1WFdk1hRBCdD0524ieQfe/15hqkk5CQgghup4EQqJnaH/TVUUCISGEEF1PAqGjkHsGdTNd8+8sLYGQ6IWk3hCi95FA6CjknkHdTNfRTb7dUTXJril6H6k3hOh95GwjegS9Q9OY7JpCCCG6npxtRM/QrrO0Jp2lhRBCdAMJhETPoGv+TWPSR0gIIUQ3kEBI9AztMkK69BESQgjRDeRsI3oETdVAaZsRMqHLjVeFEEJ0MQmERI+gqSqqYmLNwNEciklCNykdbsQqhBBCnGgSCIkeQdM8HExOZU/yQL4eOckYPt/uthtCCCHEiSaBkOgRdE3HERDkW2AySUZICCFEl5NASPQIuqYSFNbofawpivQREkII0eUkEBI9gq5qWK0u3wJpGhNCCNENJBASPcQRbroqGSEhhBBdTAIh0SNoqgq0mURRUSQjJIQQosudFoHQZ599xtChQxk8eDD/+c9/TnZxxBG07w+kKSZJCAkhhOhylpNdgK7m8XhYuHAhK1asIDw8nPHjx3P55ZcTHR19sosm2tBVjbYZId1kAl0yQkIIIbrWKZ8R2rRpEyNHjqRPnz6EhIQwZ84cvvrqq5NdLNGervu1jLnNFukjJIQQosv1+EBo1apVzJ07l6SkJBRFYfHixR3WSU9PJyUlhYCAACZPnsymTZu8zxUXF9OnTx/v4z59+lBUVNQdRRfHQG+X/VEtZukjJIQQosv1+EDI4XAwduxY0tPTj/j8u+++y8KFC3nooYfYtm0bY8eO5YILLqC8vLybSyp+CL1d0KNazTKPkBBCiC7X4/sIzZkzhzlz5hz1+SeffJLbb7+dW265BYAXX3yRzz//nJdffpn777+fpKQkvwxQUVERkyZNOur2nE4nTqfT+7i+vv4EfArxfXRNQ21z01XdIsPnRe8h9YYQvVePzwh9F5fLxdatW5k9e7Z3mclkYvbs2axfvx6ASZMmsWfPHoqKimhsbGTJkiVccMEFR93mo48+Snh4uPevb9++Xf45hHGLDQ2z97FqNUsgJHoNqTeE6L16dSBUWVmJqqrEx8f7LY+Pj6e0tBQAi8XCE088wdlnn01aWhq/+tWvvnPE2AMPPEBdXZ33r6CgoEs/g2ila2gm3+6oWmVmadF7SL0hRO/V45vGToR58+Yxb968Tq1rt9ux2+1dXCLRnqZpaCbf7qiZzeiaZIRE7yD1hhC9V6/OCMXExGA2mykrK/NbXlZWRkJCwg/adnp6OiNGjGDixIk/aDuic3RdR1PaNo2ZAAmERO8i9YYQvU+vDoRsNhvjx49n+fLl3mWaprF8+XKmTp36g7a9YMECMjIy2Lx58w8tpugMTUNt0zSmm6VpTPQ+Um8I0fv0+KaxxsZGsrKyvI9zcnLYsWMHUVFR9OvXj4ULFzJ//nwmTJjApEmTePrpp3E4HN5RZKJ30DTVuNFqK1VGjQkhhOgGPT4Q2rJlC2effbb38cKFCwGYP38+r7zyCtdeey0VFRU8+OCDlJaWkpaWxtKlSzt0oD5W6enppKeno6rqD9qO6BxN01DbNI1JHyHRG0m9IUTvo+gya913qq+vJzw8nLq6OsLCwk52cU5ZGX97lF+Pjmdr0BkA/Gjnuzx61QJsycknuWTiZOuNx2BvLLMQp5rOHoe9uo+QOHVomoraZnfUTNJHSAghRNeTQEj0CMaosTaBkFn6CAkhhOh6EggdhQyD7V6aprULhEwd7j8mRE8n9YYQvY8EQkchw2C7l66Dp21naZNJphESvY7UG0L0PhIIiR5B1/ybxnSzCXTJCAkhhOhaEgiJHkGj/fB5k/QREkII0eU6NY/QFVdcccwbfvHFF4mLizvm14nTk663C4QU6SMkhBCi63UqI7R48WJsNhvh4eGd+vv8889pbGzs6rJ3Ken02L00TUdrP3xeMkKil5F6Q4jep9MzSz/zzDOdzvB88MEHx12gnmLBggUsWLDAOyGT6GK67tdZWpWmMdELSb0hRO/TqYzQihUriIqK6vRGlyxZQp8+fY67UOL0o+kaGr5ASJcJFYUQQnSDTmWEZs6ceUwbPeuss46rMOL0pev49RFSFRNy9xchhBBd7ZhHjZ1zzjk88sgjHZbX1NRwzjnnnJBCidOPput4aDePkNx0VQghRBc75kBo5cqVPPfcc1x22WU4HA7vcpfLxbfffntCC3cySafH7qXrul/TmGYyITMqit5G6g0hep/jmkdo2bJllJaWMmXKFHJzc09wkXoGmSG2e+m6hkfxtdSqivQREr2P1BtC9D7HFQglJiby7bffMnr0aCZOnMjKlStPcLHE6UbTQW2fEZI+QkIIIbrYMQdCiqIAYLfbeeutt7j77ru58MILef7550944cTpQ9d1v0BIVUzo0kdICCFEF+v0PEKHtR/J8/vf/57hw4czf/78E1YocfrRNQ1Pm91RM5mRPkJCCCG62jEHQjk5OcTExPgtu/LKKxk6dChbt249YQUTpxcVBb3NTVdVRZE+QkIIIbrcMQdC/fv3P+LyUaNGMWrUqB9coJ4iPT2d9PR0VFU92UU5LbgU/8eaYpZ7jYleR+oNIXqfTgdCnb3x6kcffXTchelJZKr87qW1C4RUxSQtY6LXkXpDiN6n04FQ+4P6rbfeYu7cuYSGhp7wQonTj9ou6tEVBXTJCAkhhOhanQ6EFi1a5Pf4gw8+4O9//zupqaknvFDi9NMhEEKR4fNCCCG63HHNIyTEiaaZO2aEpI+QEEKIriaBkOgR2nct1VCkj5AQQoguJ4GQ6BHad5bWFZP0ERJCCNHlOt1H6JNPPvF7rGkay5cvZ8+ePX7L582bd2JKJk4rHQIhkD5CQgghulynA6HLLrusw7Kf/exnfo8VRZH5M8Rx0Y7QWVr6CAkhhOhqnW4a0zTte/9OpSAoPT2dESNGMHHixJNdlNOCp0PTmARCoveRekOI3qfTgdCDDz54Wt1CY8GCBWRkZLB58+aTXZTTQ4emMQmERO8j9YYQvU+nA6HCwkLmzJlDcnIyd9xxB0uWLMHlcnVl2cRppGMfIQW0UyfDKIQQomfqdCD08ssvU1payttvv01oaCj33HMPMTExXHnllbz22mtUV1d3ZTnFKa7D8HnFhKZJZ2khhBBd65iGz5tMJqZPn87f//539u/fz8aNG5k8eTL/+te/SEpKYsaMGfzjH/+gqKioq8orTlFauz1RR0FXpWlMCCFE1/pB8wgNHz6c++67j7Vr11JQUMD8+fNZvXo1b7/99okqnzhN6Lp/25hxiw0JhIQQQnStTg+f/z6xsbH85Cc/4Sc/+cmJ2qQ4jWimjoGQLn2EhBBCdLFjygjt3LmTP//5zzz//PNUVlb6PVdfX8+tt956QgsnTh8dAiFFQZc+QkIIIbpYpwOhr776ikmTJvHOO+/w2GOPMWzYMFasWOF9vrm5mVdffbVLCilOfbpypIyQNI0JIYToWp0OhB5++GHuvfde9uzZQ25uLvfddx/z5s1j6dKlXVk+cZrQ2gVCGibJCAkhhOhyne4jtHfvXl5//XXAuJXGfffdR3JyMldddRXvvPOOzKQqfpD2uR8dBV2XPkJCCCG6VqcDIbvdTm1trd+yG264AZPJxLXXXssTTzxxossmTiOqyT85KU1jQgghukOnA6G0tDRWrFjB+PHj/ZZfd9116LrO/PnzT3jhTqb09HTS09NPqfun9WTtG8Gks7TojaTeEKL36XQfoTvuuOOoEyVef/31vPLKK8yYMeOEFexkk3sGdS+93Z6ooaDLyUT0MlJvCNH7dDojdPnll3P55Zcf9fkbbriBG2644YQUSpx+2neW1lHQO+SJhBBCiBPrmOYRevvtt9mwYQMAW7Zs4a233uqSQonTT8fh8ybJCAkhhOhyxxQITZ48md/85jeoqsq9997L1KlTu6pc4jTTcfi8gi632BBCCNHFOh0I5efnY7FYmDZtGueddx7Tpk3DbDaTn5/fleUTp4kjNY0hnaWFEEJ0sU73EXrooYcAKCwsZPXq1VgsFh566CEUReHll1/usgKK00OHpjFFQdclEBJCCNG1Oh0ILVq0CIALL7yQTz75hGeeeca7TIgf6nBGyKSraIoZHROq6jnJpRJCCHGqO6Y+Qs8//zzjx49nzpw5TJo0iRdeeKGryiVOM3prQsiM0UFaR0GTpjEhhBBdrNMZITDmCwoICADgt7/9LU1NTV1SKHH60Vtnlja1BkIaJpCZpYUQQnSxY8oILVmyhJ07dwKwe/dulixZ0iWFEqefw32E/DJC0kdICCFEFzumQGjKlCkyfF50Ca1d05iGIhkhIYQQXU6Gz4se4UgZIVXmERJCCNHFZPi86BE0byBkBD86JuksLYQQost1OiO0aNEiFi1ahNls5pNPPsFsNrNo0aJeEQRdfvnlREZGctVVV53sooijOJwRMnkDIQUkIySEEKKLnRbD5++++25ee+21k10M8R0OD5836b5RY5r0ERJCCNHFOt00pqpqrx0+P2vWLFauXHmyiyG+g25q3zSmoEvTmBBCiC7W6YxQnz59eOyxxygsLATAbrcTGRn5gwuwatUq5s6dS1JSEoqisHjx4g7rpKenk5KSQkBAAJMnT2bTpk0/+H1Fz6K16yytYUKTpjEhhBBdrNOB0IIFC/jggw8YNmwY06dP55VXXjkhGSGHw8HYsWNJT08/4vPvvvsuCxcu5KGHHmLbtm2MHTuWCy64gPLycu86aWlpjBo1qsNfcXHxDy6f6B46rYFQa/CjKya5+7wQQogu1+lA6A9/+ANZWVksX76c1NRU7rzzThITE7n99tvZuHHjcRdgzpw5/PnPf+byyy8/4vNPPvkkt99+O7fccgsjRozgxRdfJCgoyK+T9o4dO9izZ0+Hv6SkpGMuj9PppL6+3u9PdL32TWOAjBoTvYbUG0L0XsfUWRqM/javvvoqpaWlPPHEE+zbt4+pU6cycuRInnzyyRNaOJfLxdatW5k9e7avwCYTs2fPZv369Sf0vQ579NFHCQ8P9/717du3S95H+DucETK1yQJ5pLO06CWk3hCi9zrmQOiwkJAQbrvtNtasWcOnn35KaWkpv/71r09k2aisrERVVeLj4/2Wx8fHU1pa2untzJ49m6uvvpovvviC5OTk7wyiHnjgAerq6rx/BQUFx11+0Xnt+wgBeOQWG6KXkHpDiN7rmG662lZTUxPvvfceixYtYs2aNQwcOPCEB0InyrJlyzq9rt1ux263d2FpxJF47z4vGSHRC0m9IUTvdcwZoXXr1nHbbbeRmJjIggULSElJYcWKFRw4cID777//hBYuJiYGs9lMWVmZ3/KysjISEhJO6Hu1l56ezogRI5g4cWKXvo8w+CZU9GWBNN1zsoojxHGRekOI3qfTgdDf//53hg8fzvTp09m9ezePP/44paWlvPrqq8yYMaNLCmez2Rg/fjzLly/3LtM0jeXLl3f5DV8XLFhARkYGmzdv7tL3EQbvvcb0Nk1jqmSERO8i9YYQvU+nm8Yef/xxbrzxRt5//31GjRp1wgrQ2NhIVlaW93FOTg47duwgKiqKfv36sXDhQubPn8+ECROYNGkSTz/9NA6Hg1tuueWElUGcfJrpCBkhTTJCQgghulanA6Hi4mKsVusJL8CWLVs4++yzvY8XLlwIwPz583nllVe49tprqaio4MEHH6S0tJS0tDSWLl3aoQP1iZaenk56ejqqqn7/yuIHaz+PECDfveh1pN4QovfpVNPYM888c0wH9osvvkhDQ0On1p01axa6rnf4e+WVV7zr3HnnneTl5eF0Otm4cSOTJ0/udFmOl6S4u4+uaUfsLK3KhIqil5F6Q4jep1OB0C9/+ctOBzYA9913HxUVFcddKHF60T0eX2fpNkPmJRASQgjR1TrVNKbrOueeey4WS+da0pqbm39QocTpRXe5jzhqTNWleUEIIUTX6lRk89BDDx3TRi+99FKioqKOq0A9hbT1dx/d7fIGQooOJl1FU8yoMqGi6GWk3hCi9+mSQOhUsGDBAhYsWEB9fT3h4eEnuzinNN3tywgp6ChogFnuPi96Hak3hOh9jvsWG0KcMG639xYbJl33No9JICSEEKKrSSAkTjrd7fYOn1d0IysEoCKBkBBCiK4lgZA46To2jRmBkNx0VQghRFeTQOgo5J5B3ccIhIz/jYyQkQnSkEBI9C5SbwjR+0ggdBQyMVr30d1uNMXYFRV8fYR0CYRELyP1hhC9zzEFQg6HgwcffJBRo0YREhJCaGgoY8aM4Y9//CNNTU1dVUZxitPdbu//Jl33ZoRkQkUhhBBdrdP3GnO5XMycOZM9e/YwZ84c5s6di67r7Nu3j7/85S8sWbKEVatWdcn9yMSpTW8zaqxtRkjCICGEEF2t04HQCy+8QGFhITt37mTo0KF+z2VmZjJr1ixefPFF7rrrrhNeSHFq8+ss3WbU2OHgSAghhOgqnW4a++ijj/jDH/7QIQgCGDZsGL/73e/44IMPTmjhTibp9Nh9jjyhImgSB4leRuoNIXqfTgdCGRkZzJo166jPn3322WRkZJyIMvUI0umx+xw1I3QyCyXEcZB6Q4jep9OBUG1tLdHR0Ud9Pjo6mrq6uhNSKHF6aTuhoqltHyFpGhNCCNHFOh0IaZqG2Ww++oZMJrnRoDguuqtNZ+k2o8Z0iYOEEEJ0sU53ltZ1nXPPPReL5cgv8Xg8J6xQ4vSiu93QGmMbd5/XQTEyQrqqonxHAC6EEEL8EJ0OhDpzB/orr7zyBxVGnJ50txs9sOMtNjSTCd3tlkBICCFElzmhgZAQx0N3u9FaW2mNprHWQMhsBEIEBJzM4gkhhDiF/eBbbHz77bd88cUX1NTUnIjy9BgyDLb7+N1rDN+oMb01IyREbyH1hhC9T6cDoccee4w//OEP3se6rnPhhRdy9tlnc8kllzB8+HD27t3bJYU8GWQYbPfxHz6vYzrcWVoCIdHLSL0hRO/T6UDo3XffZdSoUd7HH3zwAatWrWL16tVUVlYyYcIEHnnkkS4ppDi1+Q+fp10fIemEL4QQout0OhDKyclhzJgx3sdffPEFV111FWeeeSZRUVH8/ve/Z/369V1SSHFqa5sRQtdR9NamMcWE7nadxJIJIYQ41XU6EPJ4PNjtdu/j9evXM23aNO/jpKQkKisrT2zpxGnB6CxtUHS8EyrqJkWaxoQQQnSpTgdCAwcOZNWqVQDk5+dz4MABZsyY4X2+sLDwO2eeFuJodJcLXTF2xbZNY6rZLIGQEEKILtXp4fMLFizgzjvvZPXq1WzYsIGpU6cyYsQI7/PffPMN48aN65JCilNb2z5CbYfP64oCEggJIYToQp0OhG6//XbMZjOffvopM2bM6DCvUHFxMbfeeusJL6A49fkNn28bCJkUdJmxXAghRBfqdCAEcOuttx412Hn++edPSIF6ivT0dNLT0+X+ad2gw6gx/fCoMekjJHoXqTeE6H063UdIVVUee+wxzjzzTCZOnMj9999Pc3NzV5btpJL5QLqP3tKCxuFRY3jnEUKRQEj0LlJvCNH7dDoQ+utf/8pvf/tbQkJC6NOnD//85z9ZsGBBV5ZNnCY8lZVH7CytmUzoLhk+L4QQout0OhB67bXXeP755/nyyy9ZvHgxn376KW+++Saapn3/i4X4Dp6ystbQBxRd8w2fV0x4qqpPXsGEEEKc8jodCOXn53PRRRd5H8+ePRtFUSguLu6SgonTg+7x4Kmq8maEFF3x6yPklv1LCCFEFzqmCRUD2t0F3Gq14pY+HOIH8FRVgaZ5M0Im3b9pTAIhIYQQXanTo8Z0XefHP/6x3+zSLS0t/PznPyc4ONi77KOPPjqxJRSnNE9ZGYBvHiHFf/i8BEJCCCG6UqcDofnz53dYduONN57QwojTj7s1ENIOd5bWFUytTWOqIhkhIYQQXavTgdCiRYu6shziNOUpL0dV8DaNQdumsdaO1G43itV6cgoohBDilNbpPkJCdAVPRQUes7nN8HmlTdOYCTTNmzUSQgghTjQJhMRJpdbU4jEpvpmldd07fF41GbunKyf3ZBVPCCHEKU4CIXFSqTU1eMzeuaQBXzuZbjJyQ66cnJNTOCGEEKc8CYSOIj09nREjRjBx4sSTXZRTmlpTg9ts9rv7vHdCRUA1KbhyJRASvYPUG0L0PhIIHYXcM6h7qLU1eEwm/1ts6G2Gz5vNOCUjJHoJqTeE6H0kEBInlaemFo/Z1KaPEG0yQgoui0n6CAkhhOgyEgiJk0bX9TZ9hFqbxvANn9cVIyPkKStD93hOYkmFEEKcqiQQEieN1tAAqorbZEJXfBkh5XBnaUXBbTFDa8AkhBBCnGgSCImT5nBwowbY2nSW9mWEVsZP46VrbkUHPJWVJ6uYQgghTmESCIkO9jU241DV71zn47IaZm3KZF1N43G/jzcQCgxAa90VTYpvQsUGawgrxk1lb+rgbg2EqlwedF3//hWFEEL0ehII9WAOp4fi2ma/ZdXFRZRlZ52w91B1nS11DjyaceL/qrKOszfv55eZBeQ1O9lW5+jwmi11Du7IyCPT0cL7ZdXH/d6eaiMQ8thsfp2llXYxSH1wKJ7KquN+n2PxVWUdI9fuIXHlTuZuPcizeWUsq6rvlvfujCUVtays7jnlET1TXpUDp+e7L2ZOFrnIED2NBEIn0crqejbWHj2jcsXz65j2t28oqG6i3qPyQUklzz2wkDceuIfmhhNzMny3tJpLth3kF/vyAHgq17idxSfltUzesI+52w9S3OLye81/Cyu8/ztUjd/sL+C3BwpRdZ3Pymu5b38Bjk5Uwq78PEojo3j53MsoN8cDRmdpE/4VZWV4JJ7KiiNswUfVdDbnVtPi/mGV//P55d7/N9c7+Et2CTfuyuago+UHbfew1dUNzNt2kJ/tzaVJ1Y663ifltdybWYBT861T4XJzy55crtuZTfN3vLa9RqeHK19Yx/0f7vpBZe8sXdfJ2ryB6uJC7zK3swWPy7cfPbv8IP9Znd0t5TndbMiuYubjK/nFG9v8luta5/eZ49GsalS43N+5TouqceWOQ1y89YD34utkK6tvIbP0h9env8zMZ8bGTMqd3/0d9CZLdpdw5t++YXt+z+ijmVvpYOF7O8gqbzih25VAqAtp33HlU+Fyc93ObC7dnkWDRz3iVdL+MuPH/nJvKX85VMydmYX868Z7qQ8Op66s9ISUcXGZsYN/Ul7L9vomTIr/86oOh5qc3scFLS6+qKzzPt7b0MyrxVW8XFTJvfsLuG1vLq8VV/Fsm4DCty2d/5XXeLNMzqwsXpp3NbuGngGAomtEulu88wgdVhEVjVpZxYMHizh3cyZlR6ho0tdmc/lXu/m/xbuP74sACltcbDxCBgzg8dyjf98Zjc0UtQsWgQ4VfXaTk6fyythU5+B/5bV8VlELGN9L28BR13V+ujeXN0qqeLO4yu/1h2V+T2Cm6jqflNdS5/bwn9XZbM2r4Z3NBagn8OSz39HC68WVlDj9P3vR/gz+948/s+iXPydnx1ZaGhv594Jb+fCvD6LrOrlVDv6WV8rDGQW4PF17cj4VbatzMGfLAbbVOY5Yb7y+3rioWZ5Zjqbr3LI7h2vW7eLxn97Mji8/P2Hl+FdBOb/KzPcG63dk5DJxfQZZTS0sLqvpsF8APJlbyrraRrbWN1F0hOdPBF3XOehowd3JfX3m4yu48OnVFFQ3Hfd7Hmpq4e2Sag40tTBm3V4+LD3+TPl3OeBoobGbMn2apnPHm9soqm3mmeUHu+U9v89NL2/ko21F3P7a1hO6XQmEushBRwtDV+/mZ3tzWVxWg9quwjro8J3U/rThEKMf/oqnlx1A13V0Xae6sgpaX1PT5GJda+ZItVjZP3Akjrpa7+sbPCr/ty+P14o69qNxaRq5zc4Oyw9ztMksfFJeQ5W74zD14tbAQ9d1btuTg7NNBXOozbbfLvEd/P8prGBng3/F8n5pNT/bm8dF2w7yUVkNTVlZbB5lBEHnur7m79xNjOrEjP/JsTwymj0ulX8XVrC3sYVn8vxvwurUNP7WXIdncDift3QMZNyaztslVd/bxPVBaTU6cGZECPcPSPB7blV1A5qus6O+iX/klLKp9ff43YFCztm8n8u3+zdXvlRQweDVu/hna4bt47Iapm3c5/0dAb5sDSh/f7CIYWv2sKPe+L4K2gRVeS0udF2noarSLxDaWttIo9P/t1pZXc9P9uRQ7fbwXmk1P92by5U7DvHprhLUuAC0cCtVjqPvC8dC13V+sieHX+8v5MyNmTg8KtVuD2tqGig+uN+73vYln1CatZ+Whnry9u+jqrCA5/PLUQeE4hkSTv33ZBBOR49llzBqzR7eKq5iT0PHk/Nd+/LZ3tDERdsOMuefq7nw6VXsK/Ht2xFBVu//GfXNLKmsY5VT49Opc1j+8gsnpIyqrvNQVjFvllTzbF45Tk1jaWU9LZrOWRsz+XlGHg9nFfu9Rtd13m4TINT8wOxt+2273cZ3sKSyjumbMlm4P/97X+dWNVrcRn2zPvv4m9/fKfEPfBbsy+eirQe89cSJ8Gh2CTM2ZfKzvXnfud7yqnry29X531Y3MHLNHpZV1lHZ6ETrRJC4Jst3PrFbzMdX6BOsoNroKpJTeeQL1uMlgVAX+Wt2CQ2qxv/Ka/l5Rh6LWoOU/GYnv9lfwOoaX2rvndxKGp0enl52kK8zyljx7Ur+e+ctDG/MBKC0pJisNhmA/D6pOGqNA6+oxcVte3J5r7SG+w4Usr71wMtvdlLp8vDI/gKmbNjHx2U1rKlpIK/NAaLrOgebfNt9oaCC3OaOV2mHr+yKnW52NjRjUeDlUSnf+fkbVY079uZRV17GZ19/xf9Kqvi22veZt9U52OZRaAgJI6CliSud75NEMRbFzEBngd+2yiOjeXrQaO/jt0qqaVE11tU0ct/+Av5dUIFmNXZlNTaAT8trea9NhfvTvbn8MrOA2/fkHPUqUdd13is1smPnhgSTbLf5PV/rUXmnpJqLtx3gH7ml/GhXNrnNTv57+HdtcfHvB37Jl1u2cv+BQv6QVUSzpvOvwnLeLa7ijoyOldc3VQ28VlTJoqJK3LrOU3lG1mlLve/kl+VwsnflMv79ix+zcd8+7/JHVh5k7CNfsfpgBbqus6G2ket2ZvN5RR1/yy7hw9bPsqexmX197bjHReM6I5rSuiNnkhyqSoNHpb7FzUursimrN9Zbd6jyiJXOoWYnWa2BWZOqsaW+iQUZeVy14xAf1DnJGDyWysg4KgryaKytoSwmkWdu/T0P7s3i4zrfSbuqRQKhtsqdbp7KK6PS7WHh/gIu257lbQbd19jM9pp6ylt8x/C+8gYySxtY8OY2VFWjtLwMW5Px29tVJ59u9zWH5vQdjKZ0vsp/vbiSL1qzlu0Vt8nKvlxUQUZjx/3qf+X+r81vcVHh8gXvHxdXMWPjPu7MyKP+e7Ic9R6VLyvryGk6ciCfkfUEb6y+jOrqDTzRmr19v9TXnLOvsfmI71HZ6ESNtuNJCqLGcfwZqsPZ3dFBAd5l2+qbmLc9i+ojXFyCkTHOamo5Ylbv8LIV+8uZ9LflXL14B/9svQBcXl1PvUfFoarcsPMQf88p8b7uq8o6frQrm3nb/C/MfrY3lyq3hxt35zDhz8u4/IV1R+2r9Vl5LY9ml7Bkr2+7DZ1o7lubVcni7UUA1Da5WLqn5KgBV6nTzYqq+u8dlNOeGheA86w4LHGBx/S672M5oVs7zem6zt+WZPJxXgVlw8P9nnshv5zbkmO5J7PALysA4I6wYse4pcQvM/OpiopkyOxruPTrd8gP7Itn51L0/j/xrp/dfxh/ddbyk8o6Hs0uIaNNkPTvggpirBbO27KfQF2jRjfautqeiItnjWXFohfJKa+gfvK87/1cq2saKXEWEG83rjSHBgcwOjTIb51pTbX8ZeZkYm1WnJrG+PUZZDc7eefZf/CPSZfQkOkf3ORWVtGcMgiAlIIsLIlGZWFSzIxv2sN/o3zr7hg6EoAAk0KLptOsaeQ0O/nV/nxy2gdudjO3780FYFRIIEODA/iqysi8NGs6JU4XQWYzJU6X32f4vKKO7GYnduCxV7Zz+fQUsPtveuF+32doUDVu2eXfxyW7tp6n86uojvRdPVW7Ve7e7//ZASIsZmo9Kvcd8PWj2VrX1Np53bd/LK+uJ/KzzxkAbMvJhYGjAHD3DcadGMh72RV81VLHS5W+1xxqctLYpoLRYlorZ5uZ3bUOxiRHoHrc6JpOLSY+rajl5cIKqt0q/XbWsq+gjkMVjfxocn9ueGkjprgAEqcl8dCgJM6PCafRo/JJvn9T4ful1axoDXRf6zMc+gzH5mrh7pf/TEVuNktmXYHHYuUjS5Q30wlQ4+yZHXq7W06lg5+/tY3q4WF+tXKjqrGutpG00CAu2XqAFo8H1eTbvywRCmq1TlaLk2HLd+DUXdyw+hVsYZcwq2oVa3cMgrFnAeCx2qiMigOMuuqr1gxpcoCNkSHGieWgo4VFRZVMiQjh1/uNfXPVpGGous7wEN/Jp+0FVbVb5e2SjtmUaKv/6WVTu2bnf+VXgNXEgSYnqq5zqNnJrMhQfjswqcO2rtt5iG31TURZzeyYNhKbycTCzHxWVjdwZXwkGwuC2KQ8ScP+t8Byq99r19Q0cNWOQ0yNCOajtEEoiq/9f2lpLe4JMQBsr+6YvTkcLLR9TXuHmlqMekjTyfsiF/vZiTjb7ONLKur4UVI09R6V3GYno0MCqfGoXLk9i32OFp4a1pfrE6MBo8vEE4dK+SKjhIHlHpLCAygYGkq+/+mE1TUNVLo8fFPdwDfVDSzoG0ewxcz7rZmpUpebFlUjwGwEvi1t+ofpwM6CWuqbPYQHWfFoOvfuL2BgkJ07+8VxW2v9GVfdaPTWtJkorf/uTHJelYMf/WcjAOP6RfDIpxl8k1nOA3OG8bOZA/3W3dfYzOzN+1GBqyLDeS5tAA0eFZtJwW7yD9Szt2/mo88/J/CiK7lk+BDc44zvSe8X/J3lOVYSCJ1A72wu4MXV2ThnJvhV9gBFTjfP5ZV1CIIA9GArplkxNNntHN7dDgwcRUtgKCM3Z7BzpHEDxyGH9lCY2J+moFBW2iNYudt3D65rE6J4t7Sa/Y4W/pBZSIum08KRD945//2W87/+nLykVAAi6ipRTRYaQiMAsO6o4hdjX6aWSF5VbmNtbSNr25R7dEgQtbu30zZS8OzfxcBzJ2OzGbtUtNVMlVvlq9AEGkLaHcXAnqIiskcZJ/Wk8gKURGN5TaNKaJDOQv1RPm26loPBqd7X/CI7g0VJQ6mxmVhSUdcxCGrnnM37eX5Ef9Q2P8VnFXX8M6+MOo/KgwOT+FnfWMyK4m1ui9uznxFl2wh89124+ZcA9K0spiDGVzn/xtzEY2oQ+9pdnVaHR1MdGedboOtweKLIoia0Pr7A68zIED6vqPN7faXbw8N/ephlaWdD628B8NGcG7n1vWepCY/2/4AWE8s8TdRU+n8Phc1OippbwGSmX4NKcUkjniHGb/Cv0mpqaptwfPFvIlsaeOOa/+NAm++xvqkFJdTKO85GSvcXoQPNKSEcanZy8+4c3hyTyq27DuE8PO9Toxs9xMoHZR07U7psATx120Oct2stFf3iOzwPUCNNY2iazpUvrKM82orH0vEK+qGsIsaGBuHQdDD5N1E4JiYR5FZpsZhwKQoQwLbRU4k+WE1KUx7bYmb4rb901uXkbM/iqsQo/m+fr+noNwMSuKd/PD/fmc1ep4uX2zSzz9hkZKbD99ezcHgS5wZVsj862W+7rxV3DISq3B5cmobNZKLRo/oNRADA6jvpfdyaPdrV0Mz0yFCmR4VS6/bwu4NFXBgT7m02rnarlDjdOFSNt1pP+s/ll6Mr0wD4zD0FxeKr95yaRnrr+66vdfDC7kJ+MaYvexubyWhs5pky3+fMaGphb2MzQ4MCsJgUsppauGxbFg5V418j+3N+TMd6DODLSiOgNNU4cTlVIhQTZbovwF9X20hOUR2LmhpxaBoPDEjEpMC+1gvY7fVNXJ8YTbOqcf3ObPY0NkOUjZqCRoIbPOiJYR3e85PyWr9zyfo6B9NCg/gqtwpCjDo409FCWphR5wSZTbRoRpm0aDumejflDS2EBlp4LauUd1oz6LOjfe9VGWFFGRWB2ieY/IxavthdQnxYAOP7R3Yoz5NfH/D+n1XeyDeZxnf+z1WHuGJqP2Jtvubad0qrOfztLC6s4jfD+nDOpkz6Bdp4pV8UB/bsYNSAVEqsMez64F3+M3EOtXUqazJyvdtoHzD9UKd8IFRQUMBNN91EeXk5FouFP/zhD1x99dVd8l4bs6vQouxgNxPgUfnZK3+hMCmFbyefT2V0An/OLjnqa5vsRlBhb2kisbyQ3H5DSE+8F+slbpxm44p+/O51JJYX8u3UC/1eG617mFeQwbvWBLKbnWR/R58ggKxQnbMtVu/VYXRNBVO2fUtlQj/CSxwUeAKZNHYDOzjjiK8fExpI5kefYZk0D4/F2MFDHfXk5RUyeOhgABI9TqqwsHbiuUfcRl1wODWhxgHVp6rUO2be5QEFE+PZQlKRk49rz2LtpNmMysrkoif/xOK7/0zN0FSeyS874nbb+0W7Jqk/Hir2+//ryjoWjR7A7kaj7fmSbYsJaTIyG7GVJTiCQxmasYWCGUbmzKSpeP71N2KuXkBllP/JvTBpgPf/CVg4tPUQNWP7Yi5tJnhvGfV9fEFdWmiQNxC6+f3n2DLmTDKGjmNbeDyVFuOwDMhrpKV/CJrZwqpJ51EdYVy5Djm0hwOtmaEaS8dDOM/pBpMZm9uJZ2c9FoeLiOhAKqNtHDCr/NntQDn3egbl7uNg+2AywISnfwhabABLcWGLsKGH+iqxH+3KhjYBtiWnEfdoX8U4yqqwx+07mXssVpacMatDGQ+rdcmtUyodTqodLtSRxkloXkEmERuXs2vYeHaMmkJWk68Z8kiarEZwFFdRRHlsH3aNmEhK8kG2Z0ymOKEfAKl5+8nuP5Sy2D6U1Taypt0F2WM5pZQUN7D3Ozow1w0N4+P3/kdj5Qq2XHAtDBjtv4KqgdlEkA5NrbvIHXvy0BWjztjnaCHQZKKf2cx+99ED4Kt3HuK10QPYUFnLh2U1fNguyC5qcbOkstb7uG3oGKbWUtKm3+PK6gbWtJnr7K878zlnQAznbtlPewfjrJy7eT+3JcdwIQG8X11LZWuz1u1fZRCZ3UBiYihPzx3F0LhQwBgQ81qxEUyZyozAxu3R/DqdfFhWAx4NLMbCv+WUkGD2BbR5DQ4yc/O4pdThd3GnJgZSG+7fRB9ns1Du8nRodlxaWoO7ohlnsG+7y8tq2fnFCqKDzVSH+Po8uifEQIvKmyVVvJRxiLY52TfaBLRalJ3DF7uOGDu/eHMbYQEWtv7hPKxmEzsLatldVMeElEi+3OvLEC/bZwRBugI1E6KYvC6Dt4anMCU+HK11EMdhniAzT+aW0qBq7G1sYWJGMSgxnPf6m2wMGc8kaxS1rReAK+p9U8ko1hMbCJ3yfYQsFgtPP/00GRkZfPXVV9xzzz04HCe2o9VhxXUtaAlG+jj10F5sHhep+Qe45rNFJGccRAGsupP5+n+IVcuwqh4CmvzLctGKD7n0q3cYrGeiKWac5gAUTWPc7vUkl+Yzbu9GBuZmYmqT6gwrOMT2/z5HSJtfU2n2cONHL5BScJB+Rf5NOI64SJ6+7SG+OesSwAiEksoLGbNrHf0rdjK9YR0AkRy586B16zocjU0Etvj6soQ01vHX99Z5H0c7/LMd5636HwDDgo2grjkwGKc9EKvbRX+TxuHqTENB8RgHn8nmZNq2ldz+5hOc/83bLBuZQlJtLgAtrW3Ppkpfs2Bima8JKlz97kzD4e99fZ2DYWv2oAOBLc3eIAjgxo9e5Pa3niSuyhfAhjbWYdI1pm/82rtsUGvdk9ca6KTiYeab/+C2LS8x9903CN5Txi15rzF2r5E6Tik6RGC1UeHZWlqIqyplSM5eAHYNn0BTYAgA+oE67ml9jwMDR6FarNidzVy6+h0u1T/w+zzDD+5k3pdvEdjs258SywqobWzGbFIYE+bflKmbTBxMHdnhe+lrKkEP9wVX1li8FfiRnJXxDdY2fVamvvIPkotzj7p+e7UuaRorqW1Bt5vQI4yTXtLKT4ivLGH2ms84b+ViwhwebApcqH961G30KzzEjz7+N/2rDwGQGzaYVVMuRDVb6FOSy9StK/zWP1x73KU0Mj7EOCbfbu27pdQ6sbcceQRVqjsXgCLNiHSG1/ouSGK/2o/9m2JmlaoEeozj8/OqOr6orOP5AuPkuDAlnsAG/+DXuq2KIRYrY9o0vS0rreSd/UeeL23HwQMsa5dNPazRY6W4TTA3f3cO7jbZeTXYwqN7OzZVA+it+/l/Ciu58es9fLDPd3J3BZgoPSOK7amBzNl2kIzWC6fVNY3kNrtQXCrjMjeSVrfT7/ziHQFrMRFYU8/AMiPLWtKm6XpvQSGP/fclbxBkyTJ+By0uEOxmaNPP5sIo/+yQqfUejG/mVPCrpRneDDTA44Xl7Fr7KauWtKkrDqfHA8y8X1NP+6Ov7dQobd9XDzYuhppx8lr6ixQXFXP1yxv47coDzNp+kMb4AOMOAANCeKO6Bt2soIfb0AMsNOk616w/wPtFVUxat5cSp9sIDJ0qKIrfIBvjSzPx9YxLqT8jmWUzL+JITnQe+ZQPhBITE0lLSwMgISGBmJgYqqu7ZmhjUV0zapxRqYzavwWCwqnsO5HgZgfTN33NFQUlPMvPOJ8lPKotJGl7PS2Kr3nptrefIjXvAKVBcfyeB7lP/xN3lj7Ogv/+hdlrjWGvVo+bK5a+wX3/e9H7OrvLaKgILfaluqMry0gsL+KyJW9DoS+STs3L7FDu/MDh7Eo5n3qLcZVjCzZ2s0RKiNSriKnz7w9S9tZ/qMreT4vdV3GFOeqoKCll5dt/47NXJxNcv8r7XEplPtMbVnDfxqWctTsHpU0QNzxrF9GJfbzHr6aboN5Iu4fHFWMLdRHRUIMFN6pZIdTR5uqwRcVywNfxdt5X73Dums84Z9kn3PryX/zep70f/e8lxu7d5LcsvqoQs81XNVg0FZvbRWSdLyAMbg2UzmAzf2q4lx9t+zexa5YDUNWaITLn7cfUYFwlDm08wIiGTGy6h1nrl3LByo+56Ov3ePTtbdjWl3PJJ2+hYPSTsrqduK3GyTC8voaZFWvYs3a33+eIqywhIqmeq3iHAN13stIaNYbmZDDywHbvskG5mYR6GhgcF8JMy04m6BuP+F0ktwmUaxPj0G2+QMiTaARldmdzh9cBTKjZzrAc35QFEQ01XP/Jf7j09UXEbz/ITR8+731uQJNvCG5spRFc1h2lI+nppLi2GTUuEBSFuLIiQh31MGwqbsVKWuYWgr/J5B8s4yZe4Y/6fYSqzZhLfL/9qMxtXPPZIiyayi370pmpL2e8vonIukpMqoezNi8nqbyQs9d9gdXtn/Gp+uhNXNu3AOAOMCL64KIabnn/OW59558dyrp/5Fia7YFUtTYBj1j3JRes/Jhb3v0nMyrWorh11mSU09Lg/z71rdMk9C3OoaTCP8hSGt0Eba3igwGR/Djf2Jc+KKqgOqxdU3CrJWvXktPaefeSdoFBsRJLc/sOui0q1s3GCV6PtPNN4/dfCLcMj0BN8l086JF2CDSOiya7idmb93PV9ix+3NpPMDX/ALPKVzO9eh0jc3cAEOxoILLW1/Q2rHAv09b8r8N71QaHebMeo1Qz5qx6THWtFxeajiWj1rvuytWH/F5716t/xezxoAdbqIsy6g7F4cHc+n1/O+VC77bjVQXbBl/zZBVHqB9bK2Lrzmrsy4r5e6jRWVMPttByQR8aZvbjsZTh3PvKm9RPjcM1ORYCzHhGRmKNsOEZEo57YBju0ZHE9vf9Nq4wC3cdKKCwNQNsrnNiqvZdQMXbjq1xynOCI5eTHgitWrWKuXPnkpSUhKIoLF68uMM66enppKSkEBAQwOTJk9m0aVPHDXXC1q1bUVWVvn37/sBSd6RpOpVKC9jMBDU30rckl89DprDJaexIyS3FjNr3OKEYJ9JASwvX93+C6U4jYLg4NpzrH36G9AE/Z3tKGhZUxrKD0eou6m1R2MJcJE4qxxJo7EhqWTFzW4yA7szyFYBOXJUvYBlZaFQo06+9kTp8/VambPu2Q9mra3W+VQbyTcwsAGyhRiVjw8UT3MmdWx/3rhvQ0oSiGBmcftVGJWB1OomvKCHM04jD9BqBfSsZEZ/hfc2V0W8w8KIC7LnLiF6STniDL5g5I2MrFUnDsViMijPQbMdUazQxBQQ2Mvy6Q0QNq2Hs7fsZft0hEjxF3tdaDtZjanCTumkXly19gzBHHWfs2cBF4Z8z8ooDxLh8B31Mm+9G0TTCG2qYmfMV0U2+daISaxh6VTa0m9CxJc7XNHR4BuzQCU2khuRw0bgvGdDiXzn1C82nxhpBiT0eBZhebWTKbB43YzK3EtziIN5VjqneTXydcUWtawqp+b529qjacsbW7yby0Frim3wZqfiKYgJjWjChMxzfd6xZYjgw/FJGHNjhXTYwN5MYVxXjAuqJzXuaX/J3btH/RYxezoB633td/fmrXP3pIgCqI2P9Posz0Ah2p+Suor2zq74EYNb6pYzcv41rPn3Z+y0NPeMQT6bdz4wZa7m54SVu0F/lV4GPMadxMbe/+QQRHmPfrZM+QhTXtWCLNfarEYd20WAO4cXmkdRYIwC4segdHKXGCXQgh/h50T+YWbvU+/pzxowmc+rP+CT+ImqiI/kpz7OQx1jw5WNc+dZ/6Vds9CWcsGsd9/z3j/yopPW31zViq8roU+jbFwAeHBNKqKOe6NqOk5juHTOB5275HVWHm9WryxmTuZWYmgpSm3KZVr+OX457EltYx5Os2ePmwDOPUl3jH1TH1peTVd7IR4/9CfeWtQA02YwLytS8jk1YWSnDAAh2unBs3uH3XLk5ocP61oxabHVub79Nt1lBcfjvdxG1VeBWMee3aTI8QvOL4lJRGlxowJraRppbt5lcketdZ/qmZUzf+DXX/+8lIut8gVBEfTUJFcUMyjGOW8Wjgq7jsdooijeaMAsy85lf+Ca3ffQ0gQcqse6oJrnSl6W2Fx5CaR1gMPTQbmxuFymFRuZM7Wt0IDaVNGFZU4aiahQmpbB7mNHFwZafQ0htHfFV/he2R2KqaEHRYUrfSELapY3qQyP5Ztp5Hb6fc87s5/1fD7USP6BNn6p2nc3Dqqsxl/r2g6SaGlJ2ZtBZ6pGCuB/gpAdCDoeDsWPHkp6efsTn3333XRYuXMhDDz3Etm3bGDt2LBdccAHl5b4TWFpaGqNGjerwV1zs6w9SXV3NzTffzL///e8u+RyVjU7iA42dflDOPjyYyAlKodrq6z8REec/G+bomEx+Gv48/2f6F78JW8PwhGDevG0yw2J9aV9riJuA2EQSJlQQP66KIVfnUm8xrtKHvvIUT1f/lHOmriJxcjlTt60gvrwIs8dNav5+zrjoUs687ApuGtMHs8NFeF01ieVFjGn2n3HWbv8KgILAZFzTr8ca4qsk7LgIj6rngpUfY3c2c+3qlxl540EGXlzA/LiXmat/zO+q01HQ6esuxB5tRPlj2c7Ne17ggYKHOQNj8quguBY0M4zbs4E+NUXcXvY8Yy7YxsiEe7Fanei6QnxAX8xNMd73V0zQb6Zx4NrD3UyzbGX6xq+45Mt3GJezkUuG1zP44F4G52biDIrEGuImcUIlgVFOom2+TE54m46aVreLwKBmJl+8nWcC7yDRZYyOOVNZjS3Uw49feA5nnDHSIXxwPefM2eB9rW4yYT/XTWyML6s40rYbU5tUd7/gPD5OmMu30dNbP4NOnzNLsZwbQ3Z4f4ITmrghtICDfzyfhMRyhl+fxZgfnc2Q7L3ebQw/aAx7Tkvay7Bg37D56sYQLOFGMHwl73qXx4XGce3sOmacvY4LdizmvFX/I7yxlovKvyJm5QsExRn71Gy+4p/cwQOhfya5Kodpm5dj0VRiq0v9Mk/tM0BnDVnLxfpiRuq7eEK/k0f0+7nE9jGHggYQ4GrhohUf0b81s5Q8o5SxI4wyB8W0cEHIUi7mEyKp4Qb7G0R6KomJN4LhBueJmbG7NysoraQ52sjGDs7J4EDIYNwmK9W21rpD0UmO9AXDaX138JNhb3ofzxk9kid+eiGXXnIuIWG+bIst2E25NQ5bqAtriJuq1roo5vN36FuUTdreTdg8LmLbnRgLXnoKgIiEJONk3SqiXdBqdTs5ZOrHO0lX0WIyMtvnhq9mSGQ2M03+TXEASeWFmDWVaWW+JnS7s5mZlasJcDVQlZ9DdI1/8DVm32aG794Guk54jlHOmggjWE8sziJt+asMLN7Dj3X/ej2qpgJzTgO2DeXMCbOS3me/38l4UpkH615jH7x42Xvc9s5TjP3fSs7YuJZJWzteLB4W6VCZ89l7BLRrOoyt8jUR2twupmz/lsj6aiJrfXVQRL1RZ1y8fR1Ttq1kwupvsbTOGZafbNQ3Y0t3EO5pINzZwMidW0nJO8jVmf9mzooPmbR9FcMqsnln7EAut8EF3y4GYNxe/0xvhBsUp0ZM6/kvp99QAIYU7uZHrk+4MOoz77pm1cMdr/2Nn7/+d+IqjPXjah0oqk7fqEASbB5+5u44Oe6RHLS2GZlmN3OodSb5yIaaDutGV5djqvAd+33XfsbcDR9w8/vPMWzLLkbv2sRVn72CoqnMWvcFoY11KJpK2h6jLlaUE5tJPumdpefMmcOcOXOO+vyTTz7J7bffzi233ALAiy++yOeff87LL7/M/fffD8COHTu+8z2cTieXXXYZ999/P9OmTfvedZ1OX8quvr5zU68X1TajBhupyfiKYiyDNX467DW2lI6F1iRGUFzH5gUTOpPVryjI+orP9z3PzD7TuDzVV4lYg92cPXkkzaHGFaEt0E3oaAdsB5NZJTbSONDi06rR1Wxu+ugFPBYrqSP7ETl2E6Wl8SSFjcb2WRa35r+MCZVfmJ+mRE/mDX5MqF5JYcgWRugxTEku4TdX/53PX3sbKEXXzSiKSsTAekZ+uo6Za74hfkIl1iAVa5CDUA4xkEOYE2PZqkQzdtReDk9TYkLnrNB1BCX5KozQvo3YI5xcn/A2wREv056nKYJgcwCaYiInfyR9++3tsE5kUDPTN63AbTVz4blFRPatZ2u/UbAX7APTCNc+9K47VVlDJiM5r/4LGqs0DjEGAJfNRkgfX7nu8vyDcnMCE0ybW5eUMWL+tbywaAN3zzAq2Iv1xXyuXMa8wvcZPs6/70JolIMzMjewZeSZxOplzLB9i2OIBQ2FPmlVhIbWEhDhIpbVuCJCGBzTSNmOBvavm8Ggi43mTJvtHX59xVMkNLtIrCgk6owzKDq4k7B+jVzCYhx6CA1FVnIdCQSEGSekAWTzc/0ZtlaNZWTYaHTXCwRGw49C3iTz3WHedvTAKCfWQBXVZeLQivEEnbmP5JBG/q/6eSq2Giew4GYH56z9nOXT55JYVcq4HWv44tyrAKOfQyqHGEG73yMEiqMSGNhkZBxCBvUhOHQnMcNrMTpU+zJrmxqfZ1zAXVgtKuowGwEYx4LDdfyz+fYkx1tvABQXZ6NHD8XmaiHKVQETdaLstVTVGVfUAZFOTNaOo8n+pN9Hrnkk/9uYQ2rSFdwx60d8tNR30rGFuLl40njiQ97GEqCy/cMxRFfWYPO4uO6z/xI9rBbP5DPJ31WHxe3CY7URWVtBgMs4QaWdfxGxBxupHBLMeas/pTIxha1Dx3m3b9I87IgchsMUzfirbmLve//BHGCcoK7iHcyV/Qldv5H35hrD2UfvM5rg+jb4+uiYVQ/xFheJLa0XO27/TuGp+Qfpk59LdlkC8ZYi6tpMdJpckodFU7kx9z/0SazmFX7qfW7kge1srRmGholhzevZu38zfSJSKUrsj6m8mdsm9OdX7+9kcuanDK/YhQIkOUsZ1bCP/eG+vnMm1UNYY523eSm2rpiRdZmEffkWH1w83ztYJLr6yIM32jarR9RXE3ftL5kxPIqQJ35DS4ONgyNGURvoy9inVvqyy8ktxUxpNuqkUfuNJm9bbBIzEyNIzHfwqcv4rgYUHGTcng1sHzUFq9vFZTtfJjO+AEfFXCr6+kb3xVcWkxyTjZNQ7zJF05h4zkXs++w9rvziNfZMOY+Rm5Yz+8afM2H6mXz8x/sxHdjHI2PO4NEzLiS0sY7a8CjcVjtBjmaagn3dI/a1HaRjVqhTNRRNZfTeTayacoH3KavLydC8vcRQQumKCgZaChiSvRcFCKgq5d4L48nPyqK5MItf/fshbCEuJjg2UFsRga4o7Bg1BY/Zf/TkD3XSA6Hv4nK52Lp1Kw888IB3mclkYvbs2axfv75T29B1nR//+Mecc8453HTTTd+7/qOPPsojjzxyzGXNy86lLqz1ikst54yzjZPG0KiD5B0cQepZuwlJNCr/PauGk5mqMzC8kHGhvlTsGGs5NeWLsbXJ05nMEJcYQLUehMtlrDtmfCb5tYk469qNKBhZRemWGLSofqTMzqGqei9V1d/QzxTNsKjrSBlUQECAixBrEzb1EL/hAYLNsCg8kFsGvQRAQcEIAqOMU2hNVjBRg+uxhXgYf/3R7wul6TXEjDQRP86/c3VwP/+TXOTA774/jOYMQzGZsGAmN/cMamsTGT1mmf86sRrn7Mtj8SVXETnIyDqMP2sPOzKG0Xf0WKw1r3rXPZevmKBvIiK0luZZEcQ3ncEXwUlEF7yFOsKX0ekfWEB/fJXz/zL/y1MHN2BKuRi7xfgurud1Ul7JYMz5vvStYgpH1+qwxnoYtWMzg0ZkcyarsOHi0kFLjvgZz4gxfsP4tGrWf/EnUlsHAKpqA0MmTOZPAEzi6+w1bFrezJAIF1HUcw+PQx+oiQ4nOMD4Xou2xDN9wrecGbUKBxO972G2a4y7Yiib3jT6gwXFG/tdoH0Yz4/Yy6hmD7eFQJ+UKipIBBQSBw9ltudLLnF9TnhsJF+7fGnugaYiAjT/zI1iCkTXmrn5kjj2/8uCFmJjzDnfYlKM7ysocCBNzb6AcXjfURTmJDEgooDg1GYCMT5Dk6drbrPQ3Y633gBobCgHhhJeX0PSxArGjDT6Ui1rmk3ggRaGXmUEmg1FQayqHYI1As7vs4NUDpGqHgIzrDu0j3XlfyahTTuGNdjDnLP7sn23sSxmaA20ttSE9Wuk74xS4EPWNlzJbe88zcGU4fQp9fUzTEkbT3JWLme+/RqDGrPJbaz1C4ScVgvWiHyoj+bcy+YR7KylsNzI7Afj4Lzyt8krsxLsaMDqcTL00B7AyJ4omoZuMhFXVYpN9xDhrvVud/K2b9k5bBKLpwxnuaYShMqEWBvWfQUEZMDuYWcwJDuDtNZMSKi5hSD8+/0kl+RSqEQxsXYrerNxbF+48iP2jpzKtJFnc9HoRO56ezsp9bneMZBpWiFKiJs+Hl9dkFRWgN3V4g2EBh0yApO+Jbnc8PG/ee3qBQCkjkplypkXsn7jUqrW7fS+PqjNTPfh9TVcNHUQmdk3MuKGYmoOhTIxcz1fx1/qXedw1ghgqKsQTfMPDF0VxdRXlOOo8e/nOnvNZ4zftQ6L6ibU0cDYZitlsQfZcXjEZmszaPiERkIow6o7cSt2Qh31TLt4LrUHdlFyIJMpKz4GoGbXerQJYyk+sI/EyeVEDX2HO7/YjrvaQlVkHHuGjuNHzZXsysvn2ykXeDNao6pLyIvtQ0PryL3o2krG7NtCZWwSVeFRzClcTExtOUp16356hO66U8YNY+aZ43l556dEDqkjYWIlZovGwcX9KWswgkaPxYKu6985v9OxOOlNY9+lsrISVVWJj/cfphwfH09paefutbV27VreffddFi9eTFpaGmlpaezeffT7UT3wwAPU1dV5/woKjjzCoENZcw5S1zocPDmizeglewNjrtlCSGtmRHWa+DC6iDV6PvmqbyfPchz9p4hJDcLV2t+l0BWB2azR7+xikoJqAbDmKeACU4BOVtIgJv/4EhoafVfvilbFvRPSiUmt9ZajvCWYXc1GVH1LrC9TlZf/EmqgkYavORCOo8w3U+phJZticTl8MbSOh4TRvrbwQ7sHoLdpwg1a3fGzqZpCRl2c3zLFHYxJATMmFB3q6uJwaTF+67jjdcy6zi8uOdNved/ppeQFbia4j1HxuEx9UYAIjO8o0FzL1YF38Zz9UW6O+oQBcUcfjty3+RtiLBpzBvlSyApw7pXTW4NZhZEjnqLP4OeMbUe2MO2iNOaymKgjHNkhS47826Ze6JtM0WIJw+WqZu/eX1Fc/AFVrkLWnlFBQJR/ABIZ4Gs2/SpiBFtqkjApOqGK0W/OUma8l8e+w7tecGsmMjgyDYD9TjMuDbDUERBlfA9FfavpO7OEOGsFdvUAfWf4ZiSepi3F0+K7AgsNHUlCvDHi0BK8lbdHTEE5W/cGQQCNpnACQ42+Cf363cac0Qk4TcbUCkNjDnkzQk3aqREIHW+9AeAyGd9beEMN4QN8Fwvnp61l0OW+pqLmujC+Dj3AEq1jv5lpIR7Q/TtzWEPcqPiOy2lD1nn7GAZG+fb/OeNXEdpcxxl7N5JQXcYFd9zD3a9/RHSfvtQ1u6kzG51eUwoPceHKjwioNZonQqv/zTVTgvn4F9Owmk1EJiVjD/f9nvaAQmweNz9592lu/uAFLK3z2FhUD3e89hiTt33L9I1foznqiHMZn3Nz+Bk05Jp4MDSWtOgIQqKN4//GwIOk1e3iglX/46ZXn2XesnexqsZnsQR6UIBY3cjKmFUPCeVFXFH1Jf2b84kaXUXtpFKi6qqYvu4z5pjyKNhldA8I8/i+7+C4Ikb+KItpczYT1lyD1e3i/FWfMCNzi3edyNpKzDaV2MsVJkzczk0r/8Vjnt+SPO4dSNjHExGf8OHMIg5FjSTuxt9wxxWXE9TcSHJxrlFeayktTqMJKqxfIyOydhDQmhWdoq/BbjezLOF8rEEhaG2yYy02FUdrtm3r54tpbA2EkkeM8pWtvppQh/F5gp0W+lUVYPEY+1ZKQRYWVSUothkFeJRfMbR6D4O37CQiKpKoJP95ofJ2buOF238EJp34tCqsgSrjLs8g4ZoMZk/qw3lrPqN86wYSKouZsfErUvMymfv1O1z4XjoBZb5+nLFVpQSrDi5e9g5/qP0d5439hnEz92CP6Fj/mqwqSVPKyCq6g71ZNzFq/kH6TC3HbDFOJkHxzQRbWwNLk4mmY5yV+rv06IzQiXDWWWehHcNdl+12O3a7/ftXbKdeVXFbbSi6xshx7Ssq4wcrcZhpsk6mJmwHV67RGFWmUHu9ibBtClN2K1Te51/OmJjZVFYuo6Z1BJZiCqTu1Sb6XwFE60SOr0EFLMUKihtcg3Tmnd1AYtAySo48utTLnK2zJ9bM1HY94dzuGg7fVqapMoC9n/Vn9A37ae0zi+VLO037Q7AVaoSeX4U92IyuqFjCjO14qiy8n30Zdw95j0C7cUAErw2ACxIBjabWZhSzSWdJSx1Dw0DXTTQ7IjAdOpewpBAcuLBhwanDuFHv0OhYzANbX+bnMU0QDFqwTmPBZmid41DXIHp4LYr2DmYTVLkV9utmprUmzBTFQlDQAByOgwQ1b2FM62AQtxMCa8DTrn+lSYHfJrTgaTchZXPI0wAEhU8mIWEef16+gNkahJpVrM5nAejf76fU2Yaie5yULn2Y5C807FkmPMnQMto4STQ5TERExOFy+4J5p7OUPVt/QU3zZkrLFhML/DXLDAM4qp32jRS1aIzTFcyt8zCFv2miaqGGas7BHDAYtcXizQitqDcCL8UFgRkK6iidlMv6kGC/jmfLFnJG68dVdRgVVEmkXkUdEcwwbWdgnyfIzVjJgEkp9O9/K4WFrwOwr+wbhg+xMjnOP2D7sngXhaZBPDHhryQmXo7JZObyKZexL+MbAAIx1m/RT2ynx5PleOsNgMYgo89fSnI+VkubGcG1Zg63ANQ1WFmbEA2OenQUMptNDAvU+KrewvlhR+4vERxjprnFF2yH2ZwMvjSXrE/7Y4/wBSzRQRU4zp3IgODJzLj2Gmprt+BWy1FdAQRaHDS0jia1BHi4bvL73BjgosQdwvseN7aAvozrZ1wAhiUkYK/2bTcopoXGAA8hR+gGFtziYMamrzFbLKhAalMuZptKRP8m7rp6HlMH9aOpKZfkGXkUb9XI/uZzrEBY/wa2xzQQv9XXvGO2G9/ZtbzBPn0Uo7/cZARdrmb6nFlG7KgaEjRYlxFFRKONr/79T5Knl/KbCRfRlGMEIRo6MSNqATCh8ZvCR1ACdQbMjaNv0k8oXfwh1eExJFQUkTSjjOjWPnfXjXFQW2fU9+WVqwFoCPbwh8fvwVm5mKKij7jjgwBogvCUenbsusFXbqtOsL2J27c+TcAUnTFsZ8KT73J3xDgW/mclKWs9KIrCgMvC+Uv9HvplhzElI4ptSz4xXh/goV/aUAoz9ni3abUH0OJuxqwpDJ6Zx73KXzEn/A6zaRxnPjiMytLLAWNE8AWO1/ivewG6rmOPzyK0byMNBca+6GydXiS4XXeOfqEenAFLAN+IvsSKIq5c8gaW+Ag8QEhTQ2umGSalxDAi+SBN5YEEtakjhl4wmF3v+t8LLi6tirix1Tia/C8mw8MnUFe3hfB+NpInV6PoGrpiosrpIfgI86gdjx4dCMXExGA2mykr829/LSsrIyGh4+iAEyk9PZ309HTUTkad1a0zvkZQgxUPKhZqI2/AXPsFWY01fF1vpcxjAnZg8ehcu7r1BPCI7ycIXWxGjdFRI3TeD7FxRWsHyvJyY3ROk9PKedtV6vqYcFykobZ+BZYyBVOTEQjZQr6l5CjzNhZnJlG/207MqBrS3nGQMd4EV/ieDwmfQmOdcbXnarSgtliwKk76Pmeh5iceQhebCdqiE0cRZALLbNRf6qHR1/xLQrqC6ZYMwmIH4a43AiFLvpvxEz/BhIk3Vl9GX20/71dbKXCZebg4kBFlE0huTGGyOxa7xUojTqy6BafiweHUCIi7mszml6nxKERadJomauRlf4I9CcLDJ1NaEkxg0DdEmYxmpz0tZjbVlDCttXXHZothUMa1ZCQ/i9tsVGAtB2y4PtMJO1PFk9DxZGxSwIaOxTYcTStF8/j6XiyraWLI6hVMe2IFm66zcm6yLxOyv8nF79Y9zE3LPFy0CQ4nXS3FHmidfy56F4RfPpvS0jf83rOmebPfY85rvYIuUvD0MQIdiyWMwMB+LK+qAuqo9JhYXxPHWVFlWErAnmXCmq/g7qczev5BNFXBZDZe+17eZpKq4P++MBHa10TtKJUm93Y+25DK8JGBgItVDRbK3ApXR7n5M/ehYaKfMppBY+cyaOxcb9EyK0uxAv1tGiMDjQpuW9kYzog3Mkn99sOXiXk0BZ2ByWREpC076qE1OD2cEWo5yv2OeqtjrTcAGkKNjEuixcgUaKHTaXKWYXUeYmcTLKmzUqOaAN9M8m9V2+lnU9nTYibUpPtd0GSZxzNI3UpwnIfmZuNkc9AVTKLZQUi4m/BJNaipxvqHjylP6j6mzHicvRn3Ul7uu0P9A5P68vfia7EEeAhPrccaYAQ6SZZGJgabKXT4KpuqwAZsob5AyBbqZv2kMsbuiiauNoCwoTXEjayheE0iybMqiQwbQ+GaRIoyM7CGuBl2dTajbQeI1gJoarqJjZsuIiAOEifZqc8PJSi2mdQLC0nwKLwUEkpwaRCBTjOpAcZnmco6prKO2sGTyM13opg1YkYYx63NBBUD6onYHUNoHwcxw2uJ4S32BAxG14OoiawhJMnXjJUyyMjoaRTiDPgfFwcHkbfJmDssNNnX5N/o8GXem1t8WcDyxgIqs/9h/K5D+1K2LZiU2b5MyWEBkU5i7LnEt87ZtnvffQRFzuSclJ3o/RWCbSEo2gEuN5lxj6kidbCL0g1hNFcEMPyabBrtT3H1Q4tY9fobnHXdTYQnJfG7R69nYEkQ4f0bGc0uIlue5oyZb9DQkEFlm4aUiOh8YiKCqKlZjxaxhIEXwa7V46nLqSe02dL6WY3vRNchs8bG8CgXdms5lsBwPK3rrBtVRV2Im7LIPEYf8p/OYELAMiwejbB+/k2Xm63fUJSYSGqJMdJtb8QwUmM73iQ3JeVOwkJHs2v3FhKGhtDYmImdFloIotrppl9wxxaL49Gjm8ZsNhvjx49n+fLl3mWaprF8+XKmTp3ape+9YMECMjIy2Lx58/evDNSYjZ0ijjIyasw8eciM/sC7qH9rIPVZC5f/T2dclsYLz3lY+JXvx8tt0zoU+pWZiLcsRD9vpSZH4V/7vwDA7TYOkuD9RtrzYFUwzW0uAgP2KARu9/8pA9Q4AgN8/TzCwsZD4XBaqgMoXJWIpUbhnO06zUVGGsDVBLvadOlpqmgdvlrWjC3HRPzvbQRt6dhBzVLcJmviBms5FLOa32ZuxFGpEP6Wmfemm/kmfyWf5yzh6bx8nisPZF1r01qDpmD1GOkmOxYUk4JNMWFrjdFXZK8gv8E4QFY1Gsvqr1EJmGh8J9W6nT9Ub+KzWivlboVcp4kc+nNWm9HeTmcpFY/9HesG4/tTmiDlJZ1hWQqWcl/5zdV0mKkr5s4sqqtrvY/3NpvYsDOL8tt/wbhsnaEfKbS9XdZju95hRLabizYZC9MvNrFmhIK51vc+watMqP/ZCbqCs92UJpacM3n7kA2lzW9hLfC9VrHGscY0k7fKfCm/Jc31NO81EfZR64zU23z7wuEgqKVW4cpt4Ty8JoHUQjf2fcY6kYFNKIqLQa2zExe4rVwx4Rk2HbQTQS1RVGPLMqOrKrrbjSs/n7z/u4vY370DQKxVJ9AE5S0hvHRwpncOtrM/h+BmnSU5Rl+pTSWbcN7zR4K+Nd43sDUQcp2YJv4e41jrDYDGcOOCJ5Yyni+z8cm7m7A/kEvD4xYC37KQtg3sLl/A2LdcZ/7HGnc/Blev0vhfdQDh71uJ/auFiretvJCbgYYJVa2npsa4sNne6OLDGiMKtabWEmwydrztTa3HtDOP9Qf/5RcEAeAp4IFLX2LU/IP0nW5ckFa4jR+tj1Unu3wNn38zioMH/0pW/XpMZvA4TTjrjE7E1w5sJOaaaNwX5ZE6q5SQWCepl+YSFNmI07yOsLMGExwRSUhiE2abcUFSUPYFS9b7+s0ERjtJPX8sUcNrAQiy6Mwd0Mj4SRWcM7UMa7BRGbqajPf0BJcR0qeRkKQm2t5jtnJQPTW3jcR2pi+bkTS1jPqgFoJTGlBM4GnuWMeVln5E38ujWDa7gNG37PdOLwLg8dR6/ze7Cjg31A3obMx6wbtcGx+Pe1gtSptNH/4OAxN19KG+ytzdkktdyasEmyHEoqNoRp01MVhlWriHsIQaBl5UTFj/RiyBKiaTAz22iRsffYqUsWdQY2uiJKqZgDZNTzU161m9Zhr7Mo2+toeP0aGBbn534W52ZD3rXbcxbSe5iW0mhBxubOezkkD+5bBQ0HrAhib7+rbWhDoJT2zi0kgXyWdU0mj3JS6i1S86fJ8A/WweNo2oZucYM18MPZ95l39FWF/jfbc4fF9UeNhYsBvNdg6H0ZH8cN1RfQLvU3jSM0KNjY1kZfk6Vebk5LBjxw6ioqLo168fCxcuZP78+UyYMIFJkybx9NNP43A4vKPIeorm1k5bITQy/RWFEBOMyW1ztZsP5+wyHkfvNH7wrMEhbH3gYv63+H3u/sQ/K5Fcb2Vti3//ieBcEx6Lgu3am3ix8r88UOYi6Fsz1mLjaE+420r5w260SIg6MJCmuVei5z1L2OfBWDaWM+y8UZRTTHRDIy1WSK4C9XkL9ZeqWNeZ2PSzJgYEmqlXNVzLdVIqahlS6p+mzB4Xz7/GVnL3JypJ1WAt8Z3JbLkKX4w3ylKnmvi9I4DxqYHsiG8mojqTXZW7UFE4f/gvQIfndxqT7YV7jNExYVoQ2AKx0ESIHkA1jRR+W0hL652tHcHT2Fi7hskRKnprK8S6reu4ZJuFA33M/K2vxch4BKYRuaMAkk04Zmk4vzEOrKBVJpxDNUI/M2NyGOX2tPl4dQ1W+uyZAYUrqZ+nEvmqBVOLQnQjqK0XOiP/Zua8Cl/FNSkTKnIV3AON37bvQZ1bvzb+X3qGwrdjTGgmjSlrTSjzVAK3mrDlmSBvPzF7zZjqFRovUGk6UyPyZQvbWrZgH2gisNBE00xjn/DU+b7jfSVFLGpY5H1sN9txqE5s71oIqIQ/X2vi9rU6plkqmg1obQaMPKAwd0k15bGxbJgymbE7dmKqcaNF6sTE5hMWYlw53zPtGcYkncPB/FgYbDSreP6zmv3/OQu9ptb7vgHtWoEONoVhjl3Glyvs3LRRxVKh8Mc3VNbtWcTbpnCe2Pw4rwPh75vRV5rx/FKHcHAdw93QT1XuACNACSlzcMXrCv2qFWJqdajQGZMLbNdJLVF4b4aJ9JT7CHj0Ue9rr16rM86eQvCKg4DCkIYA1LM8FLkU+trA4TDmCKpWTZyvnoOuLyG+TfPbhaN/jyvvYVLtGnWVS9uMJ/JRVf929tWNFq6IdJNo1bg1xkkAOvkF/6XaPJYowFFlp0k1kRjupp9Nox9boM3UbW0nKv9P1VOUTg/mtmDfqcik1hFlBrcOqq4QYNIJG/COXxlS7W3rS+N4bGmOxRZUTExiHjGXdPwcsVaN/xV/wZXhLm9xoobUMzq+mWbVOMYq90UQOraaYLN/prKx8BnuHcj3mhvhplZViGxa7T27Zjl2EDDe2F61Es/65lAszlwuCPdQOKSEIbZjax4229wMON+XXcqp3Ehy1ESe2vAbXs1ajpKsMLBPE8PavMblKsPlMgKUXc1m6lSFmaEeTNXp6G1+j7FBHpYlNTI6OxzQCbcbgZg7ciBPjbqLwLqvaKn8kODUemoORgAwvk8zF0b7zlX5NW9TrEdxm/IKuu7fbFtnG0G4K4N4i47HrrK/fwk/Df6IUJsv+NrgsDAh2NhHQ8PG8NPlC7ncAqFmIwANaG1Wr3GeuDnITnogtGXLFs4++2zv44ULFwIwf/58XnnlFa699loqKip48MEHKS0tJS0tjaVLl3boQH2yaa3zGpjx4KwNZognAKjBHRfJ4hl2rv6gY+fuyWffwBljruG/u/cDO/yeO9s5gImv7kP5OeitFzDWHAXT839h2phx/OOzd8hcBdMydcwJCRSeew4NG5eR+s8yXAM0XPVV3Kv+gT++rmJp7Q8Y+OkXnNXczLej3Xw2aCgp1SGcsXUbka8oqArsKsnG1mcsm8syeHm7G7NuZF3y/nQLQ9/eSMxdd7I0bAc5e17mnp9ZeCv2NwR/u4UM5+e4FZ0vW2xkzGo75M3EpItvZcuO59lQsoGMKmPE1WUDL2NHhfF5TZqJAI+RfYrQgyAwAl2pZKiaRL7Z6OhZubWSGQEzGNRvEAHx43FXPumdy+uS/0FwtlGRrBmhkFqik1Rj3IpA/8BMwA4TtiyjkrMVmIh/0Mbm8aFMtLaA241+1gWAcdWyO1rjvbhGWqw2otbpDA0yYTn/HEZEL8XcWtkmVbQGUCZwWSHICeHvmam810PQRhO/f7f1nmkBZt6eCTGBMWxPraDlawXLI1a2Tgji3NYrGlue8SHC3zUT+pkZc6PCyGCdxgCwBSgcTgq9NcrEeZ8qxA1TKcjSCBxkwmUF1axwXv/z+Cz7M6Jbf+PKcIXV/U1c+VsrmKDkOaOyMLcGfGvPOhOX3U5TUBAjC1dCpJOhQ1snfAwZR//NDWT/91KmlNVBnhnMYK5R0Fs7nXt/WqeCqRa0CONxXLXGOYdyuGaZjq3F+Fx9K+HaZS0s4u+MbF1P0RQsdRDR4IBwcJo6XoGfbnSzsU/ZKzT6NkQT0VADFgufXJHEiCwng7aVccF2nfMyTIRNXc/ha/HS88aS8PVOBq3wXUiGBkdhUiopaA2EDks+YOasN5dT8WsF9wBjH3Uo4ZyTegPL8v+KSXcR6jaCpvDYS6ir8A0UAMhemkz/c4vwAJscFuaFu7GZIM7kCxgGqcZoqW1BHrJcJm4/wmctcyvEt5kKIMWucV5YLf0DOgYDBS4T1R7Fe1L0lsUVQKqtY8ejpIFzaKz9b4flmm40dce23tA2rjXwaCwJxB7hIizczeEGncbCYCqG1TI6yHjPPKeJ/vYjlE1PpK9y5D4IN0X7X8DODPUFA2+V1ZLlbGCI3Qx4mNTms/2pOIAaVWFWqIdUu0qDqnTow1nsCSLJ4j8at6JuD2u2XMc4525GJ8O+ZjNO5ehNRjWqwiZnH0YE5BPb+lvUehQsik6IGaJinWwYUUVosIc0M+iKlWfnfIjJZKGhPJBNlR8S0c/B1v4KhaFOLmydPDMoaCBNTYe4NqyMZvdDxFt1zMFjWdIQxNnm3cRHTeKPe3dwXxwEmCDeZmJ0QB0p4f6jjYs8QaxuULFYQrjnbSM2GBhp4cyQ1o7+rTXjiZyV/qRfjs2aNQtd1zv8vfLKK9517rzzTvLy8nA6nWzcuJHJkyd3ebnS09MZMWIEEydO/P6VASxG9WTyaKyafA5fX3A+NRERDHvzXR788wqCjzB/UfDUKfQJ6cP9F/+jw3PJKzMZVqQQkO37icLC0xh58EX6vnopT418jKKJ11L1jz+hvvA8q1SV7RPOZnmyiaCNZkwH8rhhpUZMmxHr5po6wlpc5MeZUKPSODRoEEvnzaFs6BDMOqQUe1hVnkl0pYJZh2YbXPsbM9HTz2bARx8SevbZJAb5AtDEUakMfOxpJk1dypRJS9gZYcbdeufn4VHDuW30bZwRZ4wc2lu1Fx2dMbFjSAxJJDXcuC9XiMfonGfTzdixopiM1/fVYghSfDM6x7bEEpgTyB1pCwiw+8oQlG8EcQBnZegktZm765lLzOg5JhTNl1H5bKLC1vkTCf3H49j++Eem3PqY9znNFUTS9j4EBI5lw3ATS86MozYqkjqH0X6pNcC3d53JumEKr81J4G93JFL2mxv5yTVWlEdthL/jO6lHz5rNvy9/g4/nfYwpIpx7fmrmzRtUJgT5B8SlkQpfT4jgYJ9haIpChANG5utY831lLrSYOFhtJuYpK2N2wb+eU3noLZVLs6OYk3weAU6doNZMeHUIrBhjQkFB0RTCPjBjzVMI/saMx2zG1dqhtyIujvo6/xF5qeolFP/mfpwHDhBU5yRoi5mgjUcPVAJ2+fbNae9WcudnGqFH6BibWqoztMh38gttgeSGAn6t/5krCj856vZ7o2OuNwDdbHyP7qYgvjn3XFbPmE5QWhq/+eOXzH7gOe96JqebxpUrAUj826PMeuZtTCEh3hmTARSLhdjAWA45fb+Nm2BuLTaOw8NNkwAD+86nev9B1BJf7sBuj2dRnm8CzwYV/lMTTfCQ81m/NJknSwKY6GghsOnozRL5HoW9TjO/Lgpn4MAHiIu7iLi4ubxaaePLeqvfusPsKkPaBEE7m3z7W7UexjqHhUbdRkObt1vRFHXE9x055JojLv+2tUk9qTUwjG8NiDbkhLD2yz7sqzOe1zQr2sXne0fTAnxSZ+WtBt+IquaAMcyauZfrp7drQmzHo8NX9R3zDNmtv0utOcH7PxhNZVWqiYen/Yl883DerI1kG6P4ZUGg3+vfruz4vUc1rcbjMEZCWxQYHaQyIdDIsLQcIdnk0uDmUbeytM1vcdBpYm/ryNCZoR6UYXWYUoxzWkjICEwmC+g6IW/+FFOLisUE/frFMNg0hiSLEZCkjf0PAYGphJnxBrvP5GTyRdFOfp2vsc00hWp3CzWq8UOcFRHK7NaO/oe/i0o9gj+d9Rc+rLXxbqUvoNzeZr843DR2IjNCJz0Q6qmOta1faY3STU4dR4hxcs+eNhVb6+087EOH+q0f/7vfEdzaz8ka7z+MvK3mQ0Y6yORQSFpwJxRsgJpcVn2+Fs2ls2zLHvLzfZ3MXj83gJoIMxZV56wMY2dsmj2JmogIqiON0R2Byb4cb0NgKCvHjUMHRpYYB+61+ngAihLtRARGMTTKKLuu6zh25TOkdggA0Sv/DkBqxEAGRw32bnNExAiuc1/H+ObxxJni6NfQD0U3Tuwz+swAYEjkEH4y6ifc3P9mAEK1QBQUY/ZXkxkTCpc3qYTE+O5PVdd6o0WPK9j3vXsUtg5WcNvaHCijhrHuqdsIiDiPpdNTye/bl70jR/DQDWZem23m/AEX8dbOnbyesZc//envOJ1G+1Fi7WCCPcEMrh8MOkQ4IwDIOjgFdXs4o0L/xNmX/Zpl54wlOHQmE00Xcub8+7io7xWsOfsado5O85YheMoU0uLSiAiI4KXzX+IP4f15pq6ciXbf1dyGoQr3/9jEoeGT2DkujX0jjO8wuQosbZocy90mSqKMx6PzdALcMKwQfvRuObFzFvDsiv7G9xJoY9LAmdiSkwn++8NoQMg3ZmIfs2JuVGi54vK2uxYHWsZTWjqQ5uYQMjPPpOUZY4ZxTVGoDw1FB5qOMBDq6zSFvL52ho79CwE7Fey7FCzFCpqisGfkSDZNnIimKLgtFnQgMnoaKREXoANlcXFsnDyJANVDGtvp13z0+al6o+PpI6SZWpuTW0filMfH45lhHCe2ASlHfE1QWhqKomDt08dvuVpVRYolnpZcX9UenOvCssKYXqG+IJHGhiicziBM7jNZtGgRGw6MZcuno3iv2kqpZzxba3wz8r9dbWdPYzNP2j/kg7Qqputh3FSWjKfK189mVYP/Cf+A0zgWNV0jpf9tjB71LKNHPc32Zgs7m8xUeXzH6sB2mSBb/M3e/522/mQ7zfy+0MKDxYGooWfSt+8tzEz9Eesb2wfoCsHBAxg86LeEJtzMktY+SkvrLGSpRv062O7hwWGTiGgNhJb3a2Tx+Er+VW/lhXI75n6/Yc6k670BAUCZ28Sm2ipynSZaNAhPvBGzOQC7LRybzXc7mk11QZQ7jHpJ1eHdqgDKav1bLbZ5BqC1jkS9a9z/sb7R970Vu01YFAuXDLyED+d9yIprVnDpwEu9t/QBaPQoFLhNLKmzoumwrcn/O1jdYGGrw3/Z7jZB3Tf1xkCIDHckF6dezI42r89ymtnTuu7oQJWfxTq5PsoIRKIijPMB+5eg1BUSXW0EICGhVcSGV6EoEBw8mMDAfqSN8Z/hu8jt2w+f3vY0AGa7Mdx3qr0Ui2L0u3ym3M5njj7MmvAW5/c/n1+O/yX9w/oTFRDF3NS5vHDJN/RJuZcdDrO3aayu+cTNSn/Sm8ZOFW7d2GmUNjf8K4iJQdM0TCYTenwcbosFq8fDkC1bMIf4Tub1TU3sGzaMsPp67H2jiNm4h4aQEA4NGsj+pGFE7SnghsbPCCz7IwC1hOJqM/V925m1w90RvHheGQ+8bzy2paTQ57aFPBP+Hh6rlXFbtjI7eQrr6/zncdh2xhnMza/lssZwrJuNSnPCjKv5S98ZZGdkk5aWxubNmynY18JoRpOmH0RR/acJ+MfMf/Dklie5Nuhadq01Rg8NyhnExMqJhLvC2R29m7Ni04zvqfIgd8dP5+O8PEooIUw3rnwURQFrIKgaJsz8X+VnPJdyJ/W5VpqbmyksLGTbthGMGVNIQcEoisfbaR45iADzTtR9xgSCUWHroOhsIlwROOMmsr41zkwYHs/FIyYzUB3I5ibficrhiMBub8Ll8l19DdQTCXcZfZeczmAKD4xl5m0X89qLLzK02QgMm4qbcDY2Ma52IDv1HCpHJRN3RgpNufWEz/WNsEoJTCGlvBy7DrRpFlg7QkG1BhDlMq5w61KHwF6jeULBzORxi3Gb3MyPWsWE6FCKdr5KfFkZ5fFxFPZJZkBuDiUJibhNVs4Agvr0Jf3cdO9EYzdbPuNHf91Cv9apZIpsTaD6eoE02sI5eMCXqaw+8BkhwM6xYzkwbCj9c3IIrsggwJxAUlExwU1GELc6zUrajc8QlTyDIc+UkvnJG6hKA5+eNxZXpPHdBE8/i73FxQzLyGBfonFF3Tc6mnVnTsNlt2OOqCCQesz4p/lPRyqtgQO+K/S8gakMBMytF1VtWWJjsfbvj6ZpbB86BBMwbL9xLKoOB1c/X05IYzgt440ThW2/yuGqPjdtEAU7+gA6jtpMGlvnxQhQ+7LOkc06x0q/97ol7ff8esOjODU3VsXM+PJkvmQEgeV1TOhvZPMmDLiZnMqvGUABfQfcy1h1B+uK13FOv3OO8FkVvszVePbcp1if90u/576qs/DLybcRrF1Bbd0WthQVA8aFkMVkY9rY5wmxhTBAc5PX/xz6hySwavXhCR51FMVMv34/oR+Q0v+n/GjxbEo9ClcMPoeEiEZKSxcT1fr5VFMIzbrG1UOu5v0D77PfaabP0idJGZHH4IA03snPoy6wisbWbHJ6hZ1Qs52PzpxFWVkZMTExBAWm4Gqd/0jJPpP9DQmsi93Fvoj9JJaewXBnAvT7CIAhg/9AfOAECne9RIgthDkD5hBvD6Lp4B0ATO1zLlfOuB+rydgHgq3BXDH4CkqrD2A+8AohUWbM1dFg8fBlvYUVDRZiFDNnBBlZm1LzIG475yUeXv0rxuO7hVJGs5mJrc1vn9ZZuXjiIj5OmIjVbOX58/7NBzv/Sh9TPeXmMOrcVUDH22mEbV+KK+Bivv78cyIYT19HBhVAcHANFnNrsBRpzOsWHOw/30eTpnDvhHv5xxZfq0dCxBi06lzv4xUNVkBh8uBfEB9u1B+3jrqVW4ZcT2FZJQkJCVitVhJC7mBnfS03Vb/MVQ1vEhX4AieKBEJHcazDYDXNiJLbDoJxulw8+eSTDBgwgANFRWjz5pK2fQeDW3uably/HqVwA8sPOHCmjfW+blpRLTvTxnozS9XVfSmlHzGFRoCSTT/aam72zfUQ6Yxk+6AKHr4B7lPOZ8Dlt1BlN+GxGgfYjjPSGF1QAd5WcUPWkMFkAfaWFi7asQeb201NcjLLvzZG7GVlZbF3r2+o6EW1ocAecDaC3SjnBSkXcEHKBX73jTvcEX5I/RCiTMV89O/PWN9nFxFFyxnNfnZxKaCT6mmNVkwY02mjga5gAxbGqzxeEYHD4eCrr76iyRHJhvXXGusPBlxQMmwQcfsyaQwOpiTZTnVZx4kNb20IIK0gk48b/NMcOTln0NAQQ1Wlr0fnggInayy+K76ypCTK6+v9vmuAzf+6i72OfoCFWjUAc/Mr8Nv1mIKDqaur45NPPiE7Oxu7fi53UUAwzaTcdwHvlJSxsc9u+jX6rhpLgoJwWyxkjBxBSf/+XNcSTlBQEJaNFpaUZMOM6f7lHpjq/X/wwYOEJBhzdxyebfXvMx9nxfY/07i1mAHZOez12EGBOCopx79ZDKA0MYE+TicVw4yMX96AATDAqNiK+vTh5ptvJvfAFv522cUMjDCyirH/9398e2ES/7f6YWaVJhDemq3e03qfo30jRni3X5yS4m2aU1Wj6rGYTo0JFQ871npD1zS01uFELcEhKK0XuWvXrSMwKIiIiAiWzT6X4EYHiSUlDA0KIuF3v0VZ/Q92r1vO7qApMC4NzWyif14eGcNHkD3I+G2Ct1UxUttM4he1AFiCPNSERKC39o7du9/Xt8ikYjSxKQpmxczgsR8QaQ/EsnMVU6oHsD28mCs9boqbjUxQc3M4FRX9CQqqZ8YZtxM68l6amrIIDR3Jc/3cLMtf5m0WB8jOzuanRWeyO2Q39zcUE1hZisUShsdj3IpkTXMcudZ+xAfFoygJhIaOoG/VW1g0Cx6ThymJUwixhYDHhXXzSwwaPhesYVgsEX4jt/Lz89FUlRRLBVcO+xmf5n3JbaNvIzEwitrarbS0DnGPCRvFF5f/jYTgBC5MuZCitY8zNOcrWPMUQ+y/QnMOoiBuA3f0mceXjV+S7cnm7hG3U3KohA8++IDxMS5SYrfC4SrCbVzYRlQOoyzkIGc1DMTV5saggYGDcdcHsbD/L6guL8XWVMfUzDWsUKxoJjcDtnxDwrC/+u0bobZQfhN3Fix/DgoApYE/XPVP/rTlcVw6WOqT2VOdhMdj4/bbHyUsNIz/XPQ+y7/xZfzvmPQy23P/xpryA+goTGhqIudQDgEBAUzrN41pSUZfsF9hZPz37L27w8jB0Ow9LM56gQxXIhDLDIcHKCI4uJbAQKPvRVSUb4Lbao+JqNZJEN+5+B1Gxoyk1FHKG/veYN7AeQyLn0hGta9JPMdpAh3CG8NpamoiKCgI6grZ9szNfKrOYPy4scy91MhmW53NhFOB22ympenEXURJIHQUCxYsYMGCBdTX1xMeHv79L2jNBClKu9EGjY2+maxtNjZPnoTn88+ZPn06S7788oibWnfWmR2WHTQNZZRmZAsqMTIIo9lHGTGU4zthpzSHciACwuKcjC1dhPLBKxyMu4XDgY9uMrOr3vjfhEYMVX6vdwYEsOy82cxc+S25Hl9ntD17jEm77CYVp2Yml2TGs4eyg1vZW64SHR3N2LFjaWpqoqKi412rAWJqZ6EChUVFFDKMPa3jGtLIIEGbDiaMPkKt0aSePMmYgn3/FyQk3MuhQ9neZsDk5GQKC32TxVWbc0lNbWHp+AupM4V3GAYPUJCfS1G+xk6Mk/HNfMBrXEWTI5J8R6Tfumu1s1Faz9FmRcFptbJj+7b2m+Rbhy8YUbHwL35E83//y/z589m4cSOHDhlDPlsIIJv/b++8w+Oorv7/me272pVWvXcXuUnuFTdsOsZAwLTQa2ghJIQkbxIS3vxC3iSkkDiQ9yW0JPTewYAb7r3Jlm1JtnpvK2n7zO+PWc3uWrItg4gNvp/n0WPv7OzM3dmZc7/3nHPPzWEcZVgpw3vhYti+mzR3uB5WQJJYc8YsGkM1sj7/+C0MsanUH60wVAQuu4O8wgLq6+upq6sjPz+ftIQ0GmyFdBYnsW9UEX7JRDItTGEH77EAAKPiJz0tjarGVrZMnswWwKKX0RKvQjSmpaEUFzPmiFw3WZbJbMvkktQl+GuOHbPfO3xY+FrJqunR679ZQuhE7UYwGCQYylAIyjrNIAeDQT7qsw9JSbQmJVGVl8uYm26iq7uWl9/dxyGma8fZVVzMruLiqGP3dCeykXNZeM5j9DabMDiDuHTqoCXn0GGq8nK1fbviYkltg8ZEuKiri5y6csibzYrtpWR2TiSzcyJTWMPaCAG9b68avjuw/59873vfw+FQ1+gy6o2clx9eP7K6uprnnnsOSGN2m4cCdkPLfkyJiZoQ+u4ZTxAXW0xPTw+7d++mqKiIQ+8d4lz9uRwcdZCbR1+vHuzTX8K6v8KmJ+HebeSkXUFFzd8xm1Lxer0899xzBAIB5rOWGVkjuPjCfxBvisdgMDNi+E/Zuet2AGwxw8iOzQZPF1OxoHR7KWUYZnzIXrUTn940naamJs6NGc+F3s/JrvoZT6U8BMCWFhOd1pGkJ6v5VIGAmveiV0z8o9oTmn6h4/ChEqZMHUZZmcKyZc9p18T60X3kUcN68/XYHa2ktOwibd/7MOGa8G/S1YW5djfasE2ROVeKDS3DA3G+ONq71NDo/v37mTx5cr/iwZ/88xPmL76Tj3f+jcvkSj749xNsI1yN+lsLpjLujPNAkpAkiaKRvyIr82pWlf8Te9eHABz25FEaKpAIsKbnDGbyEmYtzK/D6ZwKQO+Kx6AhmaqUZnocZzPXqXp4vj/5+5yddzbFScUEImqyNZFGkC4mtU1iw7sb6DzYyejRo2navZINQfX+3rJtB+eefyEvPPcUdc09TJkKOqOCp7f/2p1fFCGEhpi+7sNoNOL3hzuGAg7TSBI9xNDQ0EBt5f5jHsegBAhIOvrSuKoM+Wz1jWE/BbhDj0YOdVzMxzRknkfzmJt58+PVZHrieLjLT1FrDL/jMrxYNG9noa6OcjlDO8e3Syzk7XyROiWRJwlXPHXFxrL8zPl468JCw2zUM9+8m4TuMp7nYnYxipFU8Mn7n9PRq37Pzs5OcnPDxnWwFHJYu3JRS8fEJEGvEzoOMy6jnr7lCO0WI/NNO/kn4aTJHYYx7Jg6hkhGFebQ3tNOZ2cAt9vNFqI7ijSiBVt+ThoH6/ajD4S9ZTH0kKXUU8Ywtmzdpm0voZQdjOZI3KihhmefDa95VhCvo6Jd5lDMRMb1lEHNRnLPuBVJkUh1qx6hVJpoJEUTQQBlldWk2qqB6ARTgDkpLtqbatjFKADaE+JpS3Ly+lNP4ff7sVgsfPfO2+jsVPOq/EbVUGdTT0JyOn1fPUeqJcbtpirCQ+gJqvfcRHahR6EqaT6NLa189MH7nOd5E701DvOlSyHo5d3HfsBWlyqk9eiRJBiZk0aHR6ahceBVq/MOVxJIDxWaNAztKtJfN4IBP8GQGZZkpZ/dOJLW1lYOrXqDQ5Hz0Y+BXpLQ2xU67QkhwSVhCPiZvn49acEmNudNRNbr8ZtM3HFIRlY6Od/lpeW1H5BkCrDXH664+jn9B2gALpeLhx9+mEsvOJti32bQGfDEFrDro2cYdeFdfPBheHX0Q2QhI6Fr3geJkfViipEkieeff566ujpWrVqFz+fDjJlfeicw+qnFcPHfYOfL6gfaKqC7ibzXl2LKTcS56Fmam5sJhAZvy5kJNcATT2C1Wrn33nsxGkdo55Obmnht92tM7PyQ/KqXKWU4rxAOZ0fS2CORHZo12lVfDqgCt92dTDp7URRJE0IA5YHwZJ6qqmJmZGSzbH30mon7KKSBFLxeO16vnWbqoXKlJoSWLVvGmjVryLJ6uJlwvxJb+TlOs5MObwcJ3rD9Ky0tJT4+nrfeeJ3CzHTsqfX09MQRDAb55PV1jGcCsRSwjWhxvvnT1xkX1w3FaqK50RhLfPx0LpxQwt4tncRv/ZiPUWdujWMvuxhFMGjC7XZo3qCgOxtDzQ48pgQeW1GHnllMrf6IiqSR/Hblb/nOd75DfHw8E5LHqx5HUxLTp35I1d7fMCH/NkxxNex6R3UW7Nu3j3379oVaF76me1e+TkV1PUZjaABlkPF0hGsZfVmEEBoi5FA9lNCkJ3Jzc7Ww0IP8DSte6knm73wbV2sDtTs7AHDSyTW8wVJuAGBSSgDnyFkUrr6XVFroGH45fzmQQbtPz9ucHXXOJNrQI5PZvoG43vEAdOHkzKtW8Me/PtGvjUWFOVhqG9nTm0gRB8kvugqpcwZZh1ZzU4meqj1bKa+KpTIjXw3LBRWSaeFM0y5SfZUk+DsJIlFAFRXk8CoXQG/YaH/22WdkZvSv+G232+nuPvpNm0c1jX31ZCQprIYkAyz4Obx3P+NKH2FNzP0098hc5HmF7Ipq4J4Bj5dOI8XsZXr5NiTggGEU/+bc6DbpvNhu/4wrHr+Wl7iIy3iPsTdtAq+Lfctf4sX1NaFjNZFLLWWEvRmX8CEjqIgSQuk0Uk//kg5paWlMYx0V5FOhZKLE5SJ1HiZ9+3IuPaR2MmbczGUDL4cMsUGSMCvd9BBD7VG8vxlFUzmz6Umsrb1sTJzEnrFj2VMbLmTm8Xj4/A/XA5OiPpdYMIH4eZfDUy8AqjeuqSsRiJ6JGUMPF+lWguxnR8Zs3miBXXtK2cUI7HRzY9L/4q8v1URQHwlKG1ce/iMkDucR48V4B5jiOjVtF5/71etpMn4zltj4ogQCQeTQYEdSoCAlhrLaDgCSLDK3e/6KkSBvsZBtjKOrsYrD7eo1XcDnuC0ZrPWoXsnZ40bhevZ5CioqaFyUzRrzVIKKwvsJN7OlLZxrFBtwIQH5myrI21TBx+ecTUd8PGm2uZyR3sa/XWYOkM9k304aIwYbR7KIZey2TqfSreadvf7ex7Sxltls5BPms5kS3nteDa0bCBDAQBADDSST0bKfEcP/QeneBxg+/GE1nNvbRl0opNobEfbYXnqQ0Yob+dWbaCIRO1bWMpkNj/4Ni7KEnLI6vjWljqYtAy/E7Xa7qaqqYu3Hb5ATGit9ss1HW9sudpHJQ8A6Jg742T7e4BwOkksPaggsli56e5wA+H1W9HoD8XaJls5AlK0AOLz+TWyGCfQGwonDB6RCTI4k6FJndx0iiz/sdDDe/QcmnXM1a9asAaDGbaGKTHKnXwzrl8K2f9GTnYKkSDh9Tu14FRUVVFSoEw92HJjH+b2vsrEpOkerMySCIkPjvVjgo59QkzCTl19+mezsbBYtWoTZbKFtfzGWhp2065MhCNPYRoV1PD1uL5WVExg9ehWKIrGzdDR7Nr3KOKcbD6r9X+6/FOrV9ITdu3czO64elj0E838ME68jZuNLjFr1KkxLpjBxEbs4+vqfAGvXrgXitZA6wJjkoZvrJWaNDRF9QkhSZAwEmJ6nzkRy4MKKF6zxxM5TO+5un0x1jVoQax7rSaadGWwhli7mTh7D7AXnkTH3JvQGE/Hz70anG/hnSg6VZae3Bfvn/w8H3YDE9j39F2UEyC4cyYVX385FOS4umTsBafhZMErtfHN2/J4zAp9xVvUKznvvfYw+NWQxiV2M8m0nAdWzoEfh6pwmYkxh102yM4aZqAsT1tap08PNhDP6iw1HnxmURR12pRdDX9lVsx6l79BBBSbfBGd8Dz0KN/T8jTsKahhBJSbCHWwxe8mggZIED7ecN4HbhrUwg23aKCo5UMORGGJTIXUMo6xtPMQfGasLtdHsIHv2Vdp+TrpJPTs6qTPNpmD9QThfasyYMaRkRxu/OKmHsQl+Lux4mtyG9zHio703yO7UxSjAptJwSKhEOsgwDuE0eNETYK55F7n0L8dfyKFwG0aqAidRaY/aJz4+nnmTVS/RmiNEEEDi1MuIyxxGUlISSYkJFHGQWPqLVANBmPtDtX3NbzJpYrij6MbOeys2sLasf22sRELtaT1AuqFD276AzwEw4aXIXI4c8jrpDYPLpfmm4vP5UfpshwwpHdtIC9VIm+75DCNBmHwTsWb1+ajZ8gEdxCIhM4UdZHjCU93PvHQJcxefSebYVs5KPsSwYeo9GSmCABINHarqAnQ6hezQUjgbDIkcnvVbDlAASGwmnLf4ox/9iPvPziEzzsismTP53o2XMpHdFLq3Rx17BTNZy+SozwJcwxsMCy0RUkk2Sncj7Q0ODu24mH88vooDn/0b90cPD3iN2pUYXuYCHuY+nuBaXmYR2xlNUIEeYtjLcH71r+W8vVe1OePZzQJnNd/hOYpRa5e99OKLHG71sH3buRw8MJW2tvCU+HdZQE1o4cIJ7OJsVvIjlnIDL2v77GC0JoJSY+Cmb1+J2x1H2b6ZFDmu4ic/+QnfvvHu6OscWoC5jMIoEQTQo1hp7woXEawiiy4crDrQRfmLP4radxPFMOu74MiAgJtLu7qI9cViUAyY8UbZBQBZNnCwejJeb/9Ee4BZmfAd1DCdCzseazqvvvoqXV1d7Nmzhw//+WcqXniAzw728i8upSuoRiDiFv0ao1n1eLe25BK/y87uXQvo7kmikzg+7xh42at9e3bC67eCqw7evgfevAtW/Y4NlPCnDV7WrFo+4OciaZDV1AWnEvYymyWRI/SVc8LJ0n0eIUUhmVaGfXIj15FNUt9q5Ekjsc24Bf2K3xBET21QHWllDB8PB0o5h1Wco98AY3+q7j/vRzDvR+gkCadzBW1t0cm/NnqJwQ2Zk6B2CwBphi5cATsrQrVGIrmeV0gbfz9YYpl406PhNyZeB+v/Bu2HQGcg5b//hPzccq6aNZP6utVMqd3Z71iGwrlMdsSxck9d6LzdjKSctUzW9jmLz+nFwggqOdSRDajJ0Ik6HRf3zuN1+wq65SAXTR2BfEYzhl+p7nMp1oQ/VHpW5/ar3qGFvwBvNzGb/o+YitB0uKm3c9Ooa9m7/mMWpNswZE2CYWreC9MWQ3czrP49jDgXp9HGrLVbWbMv7DExhpLHufoVpHe+CxG1nGJiwjP6UudcT2rxmfCxmh+klxSSb3kJ7MlcdtlllJaWcsEFF7BlyxaoVke/U8zlXOB9m8iF6M9IcbO8ycRaVyaphVdQW56ODoUbLllIljIS3ZufcG/gcWQkDB6ZzwgvIZNCM+exgkwaeDbhh5id6cRlFEJMMind4WJkeTEezj93JjEffZfVnKmFXCJJTExEr9dz5513IssyhsefI7bV1W+/DF0bTP4JrH4U6rczJmEzWyLGTVVkogslg56nLOcDSXWfJ2fkwqiH4NNfstD9DuuZwHzW4aQLPUGGcQjdWQ+jrFOXfrDGfLPGYidqN9wRHjNJUUjtKWVyzyfUkUpRXzC4YD5xnTvgQJADfrWzSYs1Y+nyMYb9uIghe8qFSJJE/M3fhfPmgjWexPWlUVX7+0gwdJB3ewmB3SuwJXuRek3sYiwug4Gnn3663/4AFosFy8ybuDUyRWzYWUw8uJqD5DFMV0dr1kK2Vbn4lDOiPnsZ75FPDc0kcJB89ujGEie7ePWVN0N7GHhj1Q4u4HOgf0noThw0RyzyWUW4ZEAxe9kZCg/3kU09ky75PmyzkLF9NzsZjRyqtTTHtZNVwfOB8KzZvpD5BQtnM6X+MOxRw1h5E+aTssdDky+6OGHO6Ck48yewiO/haTKTP+4R0OtxOp04HA5cLvV5mnjmJSz7bCXtOEPf0s9Fxcns9qSwf7+aGpEYH0dre3Tl7rdb8gDIpZrDZFPKCLqlGOw3fUDV27/BWJXEwpBnJNPUzdm+VSwngINuukPCcN8RXqlIRowag1T7EqDmLr7ePpKOYIf2/o7aHizshwgvmU6nI2bCpSw0l/Lqq69y9nAr6Qd66IjIHToatQ3NrGc8B8hHh8wl21+lhQw+IOSx6lafgYWsppnEAVMO+sh0uAkG9ej1Qcwx/VMGvijfLCs0hJxoPZC+WiA6RSYl5KkpoJpYQqrf34NkjsERkRNhMuhIKl4YPkjRBWALuaIjQkT2AabQjjHWIp35U5jwbW3buFHhej8AGRkZWPR6ziaZ7CueBUtsv+NgtMJVL8LMe+C2lRgmX0LWY4+Rf/Z5TL34IfTFl4f3tSVB0YUw7XamzwhbxER3OclEC7WM8QuZU2AnzWnDTnjkk+hLQ0JiEfO4577vk3LuDwi2q0bJIytIeh3+UNloXW9EWOWshyE+L/w6ZRQ5+YWcc9V3MMz7YVgE9WFPhvP+BwrnQ840zrryO/zwhz/kggsuwGw2c9FFF6n7ZU+BO9dCbnQS8E033cS8efOYNO/CqOtvjXGgS1DbMXbsWJYsWYLNZmPSpEkkJKi/Xe68GyBxOMTnocz7Bdy3iwnf/iUADQ2N7MlSPU4Fw4aTPXoW3o4cFMWADgVDSFxonhVUw55PDSYC3HrX/Vx33XVqKGH8NeQ6mpjYu4OF7pXc0Pt3Ut64jJi2PeFOFDX02Ed8qJaUTqfDYDDAhX8gLiWcbzKH9UxhO2cm1Ks5WqH7K3tPuLAfQAADPkyYMJDtu507lX+xUL+JGZfcAVNugaSRZNHAZXxA4ojp6JGZyVZSaIO0cSiBvvDn0BVFOxU4UbvhiRRCshq2iKObUZSHZ6CmjiE2f3zU57JyxuGzzQQFZrCNrDlhO0DGeIjPxel0DnjODIML67d/hSPLg96sUBBTjd01cOhaHwgwadt2uld/3v/NK/+N7dxfcsOcfM647ykW3fA97RkANcfse/wfY1E7/THmRiRJok5O4A3UlZpNIUHSi41XjhBBCaFnwBeRKxJJsiXApUUG7uYZbuIlbXumvg0yJsDFS8n8dniK9Sw2MYWd5OUX9DtWdnY2U85YAJc/DXdtgiv+BRf9lYSC8QPui97IpNuWMuvGX0Fc2LuUnh4WBgXDi4iNDdvc4cNHUHzpfeTnh6eYX7BosTbL80imO5rIoBEZHc888wxeWzpb487FHREeynRIpNLKlbzDBSxn2BHeIYAkWtETFubW0edg0Uvatd8fzEKSJG52rqOAwyjoWH9EqNDhcKDT6Rg7diwPPPAAM+YuGNCTDHDW5OEUpTu4heeZqFOjEx8yn3LyOEAB2+Mv5L246/tf1yv/wCXDZG7leW3b/LiwNz/Z6MY5bKoWHsscNbzfMb4oQggNEXLoZtYpCpkMMMtnmlovIjYxnEeSYkum4e1M2pKfQ0kthjO+1/9zgNfr7bet+LrfwJwHYOxlYE+D2EyKL7yNyZPDXpkpU6bw7Z555HiKaf144J9akRU8Xeko8x+GtPBsgvbXDtD46Ba6XRG5I9e+AVf+GyyxWNNHskR6n+FKBSM7kvFHJFUCpJ3/IFz3Jty3C8fos8LfWVENQ4zToRmJQHtoLTFZrX/jDy0AqotcWdZkUztY7UDRo8DBYLPZmDJlCj/+8Y9VY3YMcnJymDdvnhaW1OvVNo0YMWLA/W02G7fffjvXXXcdo6fNh3s20z31A2o/nIy7xkZsbCxOpxNFUVi5ciUAw4YNo/ODSlo/lOkKhMNxXPAoSTPDheWyZl4Ozly45lXQR4yCzvol/LCBC3/2PGckVYMig6cD4nKYe8W9pEptTGYHV/I2BQ4/U6ZMUcVPJPlziL0hohOhkQtYTrI9dJ5itUyBkSBX8ybnzyohLSKhOz0Yj6xkE597Nmdcfif25CxVcN/wrnp/zv8vOPeRqFMSn4cumERHexq+9oFWtzp98PrDIVJLwBcWwM5QiQxzLMTnEVswOepzsVv9NLX9hDbnk8iX/hMc/cMSfaL3SMb8aBkkhTsRyRjPlYEYzJ5wOHvG2rWcV+vi2kNtDCsro/Wp6KUrZK8XX009TL8DzvwpxKaj0+kYnhnu5McpB4nr6yyX/JOY2z5g1Cj1uQ1iQFJkrvPrmKbs0z4Tbwpw+eRUFqS0cUfuIW1pm4FIHzERLvk7SYlJ5FDHvTzFt3mNtLk3g1H14mTkj6Qw2cJY9nEma8CeSnJqWKz02YE5oQKWACSPUFMGJCnqXj/yM2SM7zeAipwpmJiYGPX5tKw8QA2lW61WioqKKCgoIC8vT9unqKiICSXFTC6ZSOEtL3PW9Wp4uqWlhV27dnH48OGo82UmRiQ/jziXjKujByy3WD/mLt1LLFkwCYPBwJIlSyChAH6wH7szXMh3vrKa7I715OoHnvEb6SWPiYlBSh+PLWVYlMACdSby2OkLuPKW75IVb+Vs+ROkiDICAB+3Z9PY6cGsGLjCDxIyJr1Cat5IWLyUlORknHSR4jAwdXQOoA7s8+P12IwxBIOqbQoGRWjslEPWhWZ+KArDZBm3MhnrjT+DrClQvQHy5wEQm5wFjR0AxLeZkQN+el0JeOMeJUlXSPBAO50fH8Y+LY2YySE3eFoajY1qWOdsXwm2y/PDD6MlFu7agLeml7Y/7WX0pFw2h/J1EhMTIWSI/PU9KLKCEpDRRVRh7l5bR+e7FdgmppCwJORRkhV6t6sPRMfeEVjNTvRSB6SN0z6n6AyMlJsZrvTSGHwcF4DxU+19nSlcnNCx8AdQ+hgAKbL64Cr+8MMRaFMNcK8MCToImEIeIW8QxR9ECgkjiq+Aj0Ohw6MIISWoIHsC6IfQbQpwyy23sHPnTubNnnvUfcxmMwUFBQQ6vAT9QTreUr0yXZ9VYR2bRG5uLh0dHQDoJB1Fw0fS/aZalsAVvIJYw7/oddyMMesqkooNsFYVEOnF8+Hsq/qdT5EVmv62A9kdIG38Neg2/wkMFjzT/o84cxHfySyFmk0oipFzfbPQteYRdPnwVXVhGZWoLWditYZ/q7hzfwIbfgXT7lA3pIdzPUZQCQsu4lD7azQ0qPlBWbLqAQjM/BXGoojEWnsKnPlTOj6oxP2PFlIMOegDaumDIKkYPMPZtSuBYZ0V0H9weNrg9oU9YjlSM77gdEy6vejv2wWNpWqHrtMT64wWNamh58jdmIa80Uly9IRIIFoIFQRT6XYEmHfhgrAYvvRJfK8+QrP8B7DqMcrvaQGj7OYeYiderL7YvpbeTZsJtHdiiFfPW//Tn+He2YFt+pmk/XwJutAyISPj8tnAFmyKiWRpDHBI9SqOVj2w55+fSk1FGT0eLzOCNgjOJl6pApNaOHFObjpjLlQHjQQDOH7/CB1utbMdGcjAgJ49BtXDmZeXp9Ywu/Uz2PceCZZYEtoPw7Tbte+t1+u59tZ74dch8SPpmDhxIhs3biQ3N5eLL76Yjo4OkpOjk/77mDFjBq2trVRWVmI0GsnMzDyqpw0gJSUsLkwmE+np6VoYrM9bFBsbywMPPKDtt2DBAp588kkcDgdLlixB6Q7Q+KcttJTuIO+HU5k+fTrr169n98ebafe1I0kS37r4Eirf24XjQCqy8g90Ug+MuYSUwmLgLe3YSTe/iGSAkc4cfjr7Ym27YoylrSMckpvFFrCnkjrpOlhZ2u97uXuOmKquNyDdsYqYP/2Jri61BMINN9yATqcjLikk/kZegGX9UnKo4zBZHMmoYBaOYCH3FL+MPPsHWCwWsFgw3rGCuz09KKYYjE27SF33JI2kUJAaS09DHHKSev/6/P1D+l8UIYSGiKBevZSmYJBe32/oBdLiJmMwWaHwTAItbjBIUQ9Kuhw2VMFOL91r6+jZoHYwLndAE0ILFy7Es7OFIk8GyUosiaawN0NRFDDG0vwPNeve+ImHURNG0dXVRXpaOo2ERxDda+vofK8Cc34csefkYcpx0PWJ+n7v1iZNCPkbwqEsAN+E/8E6fUzU3PaejQ10eJ+L2m+iP5+txkrOMsWiyIrW0cbFxeF0OpHcMk5PqAx9h1ergBzUhFDotV5HQFEwSBLda+txzFUfIiUmGeXbn6IzBcHSv0ZLoM1DyzO7CbR6SPveJAxJ1n77HI++NnnKO/Ae6CD2rBwkvY709HSMn7TT+ug2Uu6ZiME5wNoTgOwL0vDbjUQNgkKdxNixY9m5fSeKpDDVWoS5IRjlXG7TPYy7ZQL8eSsZP5/O/Glz8BmCAy4w7NnfTstzpRBQT+TJuA3bxUX4YqbR8lQt6HaTXjIGPZvwKSPwdTqgs5X6UjVsG3/ZcO3+kiSJq6++mq6uLtImT4bpEeFQQ/T3VBQdWYZkSoFUayIjPGqSaTDk1VMCMlIox0v2Beleqbq2XfYlOFHzsAIdAQwhZ7QWIjtNcfvV6yYpMrmcRas/H+tIs5oRkzoa2RdE6fFjibEwduxYdu/eTTrx2DATd14enR8cwnuwA/eeFjrfV5ORk+8oQe8wRXXYqXIcC3rzyBgRsSZ58eV0bihEKVef9/jUHLpdajJq0g3fwRdybFuKzwJ9Bg2/30HsmbFYx2bg+uhj7Of/BdkLXW+vw3mJOrU+wW1lkXcyNky4s+dgH1YA836sndJut3PXZXOR/3UZ7YH/QwbS5Ewcyj50ioOkg2GvNHoDjqQMOqpV4ROvxJCgONhDNSUlJYwfPz7UwFgY33+goGGyqaGu12+DM3+G3W7n+9//vhaSOpoIAnVw861vfevoxz6CiRMmUr/jMPnDVM+YOhhVSQiGQ+yRE2CysrK47bbbMJlMyG1euj45jBxKC/A395IZWkblkE/tG9LT0sjtSsTZlYMCdCb8FOd8K1LJlRy58IglKYcjURSFzg8PURLIZYfhMLOyJPRpNxCY+CNiNjcD/YWQHGGvI75ElIc5JycnemJP4ZmwfimL+ISXYm9nyhkLWLZsmVYeYkRQFYYJV/wl+mR6IzqDg/bXDmAZlsElfEQtaYwccT+7V1m00JgnVINqKBBC6CiccLJ0yLCbI2q++Op6MCRa6fywEteKGnQ2A1NuG495jweq3WTI8cRMT0dnNeBaXo17bzjPJtDiJtjjx9/Qg9TUy2x32IB59rdhHZOIr7ab1n/v1YQEgITEt865mNZn9tD0q41Rbez6+DAo4K3opPnxHZgL49CZ9QQ96ncMtHnQ2Qz4KqOT93y26RikZLrfOkjcWbnobEa8+6NnKwGMD+ZRIKfi9MTgKW3FOladoikF4Y5rb6Xlyd2AGgpQvEEUdwAsBjzlHQC4goqaGqWT6JEhTg+dH1RiHZOIIclK2/P7cO9yYy6II+mWsNBSFAX3jmbaXgzPlvMcaMceIYT69vHV9xAzJQ1jkpWgy0fbS2XIngDOiwqRDDpant6NZXg8vVvVDsGQbCVmUiqyJ4BnjyoiXCuriV88cDKir8rFEZ5gAi1uOt6rIMVg5GrvGXRLHjIzs+nZGl1nx+2eoP2/+andFNYaSb5jcr8cgmCPn5andkdt8xzsxrbkKrqe3aN6koMKnuTriMnag795VN9l1+jd1qQJIbnXT5YnHn1KGkGXD53VoIkZAM77HXzwACz+G22vlJG1Xcf5ugmkeOLQh+77QKuHtpfLcO9uIf7S4djGp+A92BG+LqapEABSxhBo82AMmWxF/mZF5084WTrgBQzoCWLuVQcJ3hr1BvI39dL0l20ofpm4RQWc7ZxCiZyA0adeM/vMTLqW16B4AnR+dJhAq2oH3HtbsU9Nx6QLm/dYxYriCeKt6MQyIh6514+7tA1veXjQMy9+Eh9btzAlLY2Ygln4XlQ9GaZhc1B8TghC1zIX7a8tw5AdToh2rdimCSF/Qw+pijpI8bcb4exf9fvO3spsgrH/T13uxa9++0u9ao6fhA7ZG0BnVtse2bFmyonEKzHct/g2nBMy+h33mIxaBD+uhdDxIp8pRVbwHerEXdaOdVQC5rxBFNA9Cp7tzUw8mAoHe2EeWtjLpphxP3sQ5b/TkIz97/mMjAy619fT8Obm6OPtbcPWHP3wThxWgmt5eH3JnrZxBHfHY+w4jCnTjl2x0C15GAjZE6Dpr9sJtLgZTz5ZwUQm3XQh/mY3jX/cCijorTqCikwC7RT7JrHOWMVM/0h61tdjGZWAwRlOHo/8ffrNbs6dCSY7ScEe7rrjdjpXd+Hxj6Iq00XCIT2xijqzWpEV3Lua0TstmHPVdInu1TW4tzfj3t5M5p3Pk3Z4DYy5BP3Hy5D7hJAvup/6MgghdBROuEKsTjXs+ojC0v6GHoK5sbhWqaNiuTdAx1N7yeyyQqjwninTrhUfkruib/j6/14/4Ll6tzYhd/tx72kd8H3XZ1X9vDoAii/aOHvLo2+kht9uQucworOEilY5zQQ7vPhru2n8TB2VSZKE86JCgt39k1x16HAqqjH3lHdoQqjlH7vxHQ6pd72EpJdQfDK+uh66V9cQbPUQABr86ohDkiQOeoJMilHb4T3UiT7BoglFb0Un3gPtuPe2YZ+RrnbCESIIVEHiTe2k470K4s7JQzJI2j6+ik6S7yyhe12d1ll3r6nDW96B3O3XRBCAv64bJqWG249qnJSLlAGTHL2V/R9OxR2ge7U6RdmKCatiQu7y4TukHjP5zhLaX9lPoDnsfvbXqL6i7lU1mK+NnkXR+V7/cgS9W5ui2g3QvUvCn/93ug/W9dtf9gaRvUGCXV5antxFsDN87+liDJhy44i/uBB9rBmm3gpF5+PrceJ+aRs6dGTI0fVluj8PT/dve6kMU04s3WvC23ztNuQl/0JXOInAejd6pU8IHX11+68jJ2o3er29QCx6gkihayL3+pF9QXrW12sh5K6PDqP4glhDAy1jWgySUYc+zkTAEyDQFM6X8Ja14z3YgfdgB2f5immVXGTJqmfCtbqGQLsH12fVBI9Yb9Baq3DHT7+D3BuIupeUiHo1APrYHPTjwp4GRcqje0011vFp+BvC7ZBdPoI9/qgwtewN0vVpDVAUeUhNGAP463ow56vXzucL35fxIduiaz92EU5FUfDub8eU7UBnM6IEFbo+q0JnNRAzNS0qNcC9t5WOt8u1CRvuXS2kPTAZxRsEWUFnM+JvcePZ24plZALGFLXz9lZ00PFeJTqrgaQbxxBoceMubcNXFbYTgQ4Psc5Yrh+2CP/udiQkerY2Yp/Wf6aVIit0vNl/hl/XssMYUTCa9filIHGyjcw9RoK9vRjTYjCPjKd7ZQ2esnY8ZergdIE0jo9NOzhr3sIBjxdocWvXPF2Jp+XvuzT7JiExSzeaTuNK5vdup1u+lEJvHhISHW+Vo19VQ9oPp2i2T3EfQ/CbbHDHapBlAv4YXKtKKQgmU1Ae7YHr/ryWzvcrkYw6Uu6dgDHZhudAh/a+Xzca02w1V1XXrdOq0nuFR+jUo2/6vF4BQ5KVQIsb16dVuD6titoveITYMeXGEnSdwDIDBh2KXx5YBOklCCr0bOxf36UPnc1A+n9Np/31A/Ruaez3vuzyI7v8oAPnhQW0/muv9oABBFrVh6gvwdmU40Ay67EVJ9P+2gFNPHkrVEEQ7PZFiQjb+BQCzb34qly0PBkuotWgkwgSnixX41coynYQU+3CV+XClBOrhYEA2l4uQ+4J0LO+HlN2OOHWfkYm3Z/X0rutid5tqjFveWo3MTPCxsdX7aLl/3ZpbQRw7xg4SdBXqwoS76Hwdwh2eJF7/AQ7vHj2tWEtTg4byAgvyLHoEz2GJCvmnFhiz8ql7fl9/fbzlHcie4PoQnVk3Hta1E5KgtgFOcieIIHm3qjfyJTjwFflwl/Xg78uLIiNWXZNYPlrumn84xZMWfYoEQQg9wTwlLbSnWIj7tw8kCS6til0fbiNI4m7oKC/MFNUUQ0gGdX7FQW6W4uxj04h0HZQ6/jkfs780wuvJyyEdDo9OrMBuTdA3c/XRu3XN4iRjDpM2Q5ipqv3sz7OTKAxOmk00jbkkkwuydgmpNC7rQnvATXk2w+9hNzjp+OtcnrWD7yki796PYH67Vin3hG1XWeJo+OdQ7hW1iH3+JGMOiSzHrnbj6+6g2BnAJ3VgK04WbMfx8JX260JoQUz5/PGW28wszec3B1odqMoCoGmXnyHXRgzYjBlhW2Aa0UNXR8dwlqSTOJVRbh3Nmt2ONjhxZBoQfYGcczNovPDQwTbvUhmPUpAJtjmwd/QS+uze5B7/MQvGUHP+nq85Z10vldJ4rdH4T3UFSX8fYddtP57L3JP9ODQd6gLw3gL1mYwhlYD8B3qggGE0LHshg6JOf7RdEg9jAlmE6xTf2/73Cxs45K08HMfyUos13hnE9MeTr3wN/bQ/uoBfNX982o0EWTSo/iCjOhJBZbQjVptOnK4F2z30vrMHpwXFdKztQlHl4HW0CPc9VkVnpAAdV6gzsxT4vNxraimd/NOtS5cCMmsV8UmaCFdxS/T+V4lsQtzogSl52AHpiyHagfdEocPlVBTPYbzx/Svk/ZFEUJoiAgLIQXL6AS6V0UXxDPlxmo3nGNuFtbiZIKdXowpNiS9dNR9bRNSMA9z0v7Kfhzzs5F7/Voe0ZE45mThWl494Ht9WIoSkPQSlhFOTQjpnWYMKbaocJd1XDKWogQMiRbN5Q7quoyKX9a8V4nXjUZvN2nt1lkM1P96A4HGXoJdXryHww9e7Dm5OOZk0/XxITWEhCrM4s7LZ+Vbamcq6STNQ+aPVY/rPdyFKT96dC33hEeFfQ93yj0TMMSbo4xUHz3r6rXzyb2BKBF0LPy13cieQD/RGGhx0/b8PoJdPlyrakn7wSR81a4o0QdgGZ2Ip3Rgzx2AMV0d5VrHJuFYkEP357WagQBQPAFcK6qJOyePYLePtlfUcIX9jExiF6rLmSiKgr+2G295J4FWN7Fn59L1aZX2nfuIv3Q4ii9I8xNqbahghxd3hzoSNmba8ddGT4d1l7ZgyrJjSLbS9eGhAdtvGRlPZ8Qajcb0GPz1IfGlk4hfMgLP3jZ6tzbR9UkV3spOFJ8czhGSTm8h5Al4QQ86ghjthn4hTH2sKWrwlHTz2KjQjSHOTLRfJ4y1JFkT+PaZGdrA4EjsszLwHurCX9t9VBEEYBmbTvJfb6H2px+jd/QPTfW101qcRO+G7WDIoP3F9cgep7p9VGI/IWQdk6gJN53DiOzy46tRn2dvVReW5xu5SlFnZpkL4vBWdKopAf/cqz1XOpuB9B9Po2dbI/7qbno2qfbRvaMZ5fIRWugd1JB54HNVSMi9AVVESpD2wGTaXt6Pd387TX8OrynY9mJZVAfe+q9wAcs+2t880E8EAVoYMtJb1zeA7N3RjGtFNY55WdhKUujdPvBv00e+nNJvmzHFhmTQYUi19RPDAD2bG7CfkYkxxYZrebVmJ+2zMrDPzqJ3e5P2XJuHOYm/fATtL5Ud1zZ6ytppfnIXwXYvMxhBEIUxwSw19QJV7NlnZaj9RI+fro8O9zuGbXwy/obefvbSs68Nz77oUixdHx6iZ309zsWFGNDT06N6o71DuDqPEEJDRDBk0PWy2qkdKYTiLxlG42Pb0DtMOM7MUUf4mWrynD5OXRU8NEsQx/xsfFVd9G5twjEvC2NqDObCOPQOM8FuH+7drdqD51xcSKDNg6SXsI5JjBJCid8eRdenVcRMTdNmMFlHqy5yy/B4dDEGdWQ0Lwv79AyUgIyvrhvZHcBSEIdk0JH6vUl49rXR/la56upu9xDoCCV4mnToItzefV4RU7YDX7UL964WTUTFzEgndr7qTjePiMcVGsXETE0nZkoagdfV9qmhMfV4vlgz6CQCjb20vzRwtew+DIkWjBkxalG5S4fT/vqBAfdL/PZoJJMO18oagt1+Ys/Mpv3V/ZpXxDE3C8lqwDYuiaa/bUfuCVD3C7V0v95pRmcz4K/roevTKs3wK74grtW1Wkdjm5SKu7QVS0EcjgU5msGOXzICc04sDY9u1n5rY6p6zSSdRNxZucRMTKHj3QosI+LRO0y0/msvrlU1KN4g3WvVEJcxPUb11ISQJAlTliNqVOxcVIilKAFzKEQV7PFjTFevz0CG0zE3S/NIpdw1nqa/bSfQ5O5n+A0pViyjEuleWaPmCyRZtZEkQMy0dM3FH3/pcGzjkqPCjX3hWEOoHIEsnd4myOvzgBX0BDE5TNiyUrTfGcA2MQX37lYCLW70ceZ++Sv6uHCNHV2MEVO2A8++NiSTjvhLh2OfmUGgzYMp2xEljNBJpN43EV9tN9ZRCXS+X9lPCB9J0i2XYoi34Zg3ht4toUGTdw2uD54l7qrHkN2h3JFAOd6y9ZjHXKqJIAB/i1uzB7bxydhnZWJIsWFcW4e/1oVtYiqtz5VqnWPvtibtOYm7sADbuCTq/2cjgaZeVVzoJVBUQdPw+039PJsAPZsb6d0cHsRE3vfdoZQFY4Ydvd2EbVxS/9zHCBHUhyHVhs5mQG83qTauKULcSWCfFfJKb29CMum17wCqR8VzoJ22F9RnreOtcixFif08/JZRCXgickYxSBCIboshWU2vSLxmFB3vVmht1zlMmLLsePa24fqsCudFhfRGCOK4CwqQdBKOuVnqQLfJjWNOFpJRh3NxIb1bmzBm2kFRw9yxC3IwZtlpfa5Uux59oURnZhLn1IZzhvSJFoKtHhp+o3qETTlhmxRpd6zFySi+Ru23NiRbo1IDABzzsnGtUPuzYIeXthfLtAEUQE93tGD6MpzeVmgI6RvZ6hQFU5aDpFvG4dnbSveaOhxnZmNMiyH13gnoYoxamKMPyaBDZzchh0JkhgQL1qIE4s7O0/bpS1AzxJlJe3AKkk5SXYU2QzheGxE60sWasI5Nwjo2CSUg41pRjSIrmIeHCurZjKR9fzJIEjqrQWuHOSe66KJk0GEdm4QxPYaG320m0O7VprsbEiwD5slYi5PxVbvo3dmidZDmCI+OOTdW6zxtk1LURGaXKuysDqPmipWNOhyzMzXRBOrIZSA3snVsktaWmKlpBNrcuFb0X1rDmBmDzmwg8Zrw9Hvz8HjNWJoLnVhGqNco7sLCsACTUA3K9ib8dT1aeEEfbybY7tVygHQxBpwXFRB/8TDQqflQzkuHEezwYpuQgiRJ0b91arg+B4Ah0UrS9eqCSIqiaB6lyM4x7tw8JP2xk4wlnYR1pDpy6vMc9ZH47VF4KzrpeEMVLKa8WNX7l2pDH2fGlO3AMjKh38jMOi6JxGtGoQTVe9wy3Imkk9DZjQTb1N/ZNiEZ12dVSCY9tvHJoeP3z5UxhEJiTakDz747XfD5vWEhFG/GcWY2eqdZE78xU9KwFCXQvaaOuPPy+31eHxe+fvoEC4nfHkX32joMKTZ0Zj3m3FgtAdV5USGWYU6MGXaQFYwpNm3wYswIz2iSLHqU0AQKyWpAcQfQ2Y3aLEzn4lGYC1pAUeheoXZ4Xe/8P0yFc4n/1iyaHn0YuduNMXcWOnt4xmOguVfLTzEkWbWQdux8dRas7A2ApHaygU6vJgQSrxutDeDMhU7t2Uu6bjSu1bV4D3aoIsggYR2ViCHFhr++B09p64B5N0diGeYEwDY5Fcmgoy30zOtijNqA0zouCWuxamMsYxLVmaVlbbh3tWjHSbpxDPo4M4ZUG96KDvx1PZp3Ou78fDrfryTY6aX9jXCb5N4AzU/sQPEG0ceaiL9iJD1r63BeMoyOdypw72jGkGwl6ZZxuFZUa15efZxZy3UypthIvmksHW+X4612kXjFSGRvUPXEbm/WSqHobAbiLizQJplIkoRtXHS+jjE1Juo+s4xK0M6TdOOY0ISXiGs3Mh7FLxNo6kUXYyRmUqrmGQI0z79k1pN4dRFyb4BgpxdLoVP1HIcGj4aQd6vPmxy7MAfH3CxNCIE6wUaHDp0iIUsK3W6RI3TKEQyNbHVBGUknYRnmxDLMif2MTM1YGdNijvp5c2Ec7u3NGLPsGBKPPe2778bUG6I7Q8mg0wRGZEKeZNCRcs8EUIgSYTrb4GvtaF6rgKwZoqO10zo2kc73KqLcnpFCSDLoSLmrBNkbVBPjevwEQyLOFmfSQmOKArFn5SJZ9OgsBnQWA8ZMO41/3gpBhfhLh9P58SHkbj+2CdGu49izctE7TJiHx9P0+A4UdwD7zAxtNkokzgsL1JCZy4+5MNxO2/hkUBQ8e1qxFidjHZ2I9whXbsJVRbQ+s0ed7qqD2HPy+p3DPjU6J6Dvt4awR2ggVO/WMG3KO6idgmXk0RfCHAzGZBvGZJua0Lyympip6ehMetK+F465J147mqDLi6esnY43DiKZdNjPUKfxSnoJ27ik8PFSbNrMRZ3ZQOr3J4OENvPMlB5DwlVFeA91aoa8Twj5DMcWdN90fEG1o9UhY443o7ebcMzJwjYxRQ0hJlgwJFqPOpNJnxAejRsTLUgGHY45/Wu2AOhjjMRMGXg9KHNBHEigs5tIvr2Yxt+rs5fM+XF4Slsx58dpAw2dSU/MJFXg+A+HwrPdjXh3vEzDDnV9LmN2Nop7BZ7yANbJl6P4TQSaevHXql4L78EdcIRA15kNGDPUEG3PxgaCHV4w6DCHhApA3Nl5tNTvwTE7SxXr5Z3awCj+kuFau3w1rqiQtPOSYXSvrtWEWCTW0L0sSRK2CSkoARlPeQexC3Jof2U/wW4/MdPTsRQ6oz53pMA3D4/XRIZjXrbmYTUkWrDPyqDz40MQUAi2eVTRMCUN14pqrfO3FidjKXRq54m/dDiGRAu24mQMcWZsJcnhEH9s/2rbzosKo15bRsZH5Q7GTEvX2jdYIhPLLcPiSb5tHO2vH9Suo2VEPNbRiXR9UkXc+flIJj29Wxqj0ikAEq8dhfGIQV+fQAcwJluJXZBD5/uVxJ2Xr04iOgoG9PgI4O4VdYS+cr74WmPRgUtDvGWg3fuRsGQk8gUF6OzGo5ZcHwzJt43DW96B/YxoY9iXx/NFkQw69LFmgp1eekLeE1Nu7ID76p1mdI4Ir0eyFb0j+vyRD0VvyKVtthkwGPXa95dlBcmo00JqfaTeMwHJqFM7iMI45N5AP5Ep6XXYZ6kdd+K3RxFodhMzdeBOQGcx4Dy/f9l9SZKImZhKzMTwqDayfpAhWU10TvvhFFDUUc9gDE38xcOQu/0gcdxaR3q7iaRbxtL5wSGcF+RjLnAe9/iDxZQeQ8KVRQO+J+klDE4L9mnpGNNjMCRaj1qk0rm4kNZOL/ZZat7IkR5PAFtJMoYka1gIKSEBdJpPn/cH1XtfTzDKVgz2eTXnxxF7bh7BDi/2mSc4pTwCY4qNlHsmoI8zo48xEn/ZcIJdPmImp9FpM2i1vI7EOmHCgNttU6ZgHTeWhl8+jDE7H33CTHw13fhqe5B0RtqeegzH/CI8paU4Fi5A71C9Q6YcB/7abs0TYM6LjeqMTdkOMn46PXz+sYnqzMqCOGwTI4oZZjmImZpG7/Ymkm4ZhzknFm95R5RHSps9dUSnGzMlTROMKXeOP+o105n1JF43mtZ/7yVmSlrUs28dm6SdwzFfrUUm6XUoAfW+cMzJxD4nC53NoCUL20qS+x0/Mipgyo3FPjOD7rV1WEcffzDkXFRIQ/kWCCqk3DU+KnT+RTEXOFVRuaYOy4h4TLmxSJJE0g1jtH3SHpiCIivUP7JR6wMGOndffiSo/Yspw07yLeOi9oldmEPXJ9ETjgzo8AFuz7FDuSeCEEJH4USnwWpCSO4fUx4Mkk7qJxa+CEfmigwlprxYNQHRE9BeD4Sas2LXXNvm/GNfv94uNd5sC41yzNaQt8A9cDZcpOgxJFqJWI9xQCyFTjhiNPdF0Ud0Vn11ePrKDQwWncXQ74E/FpZh8VjuGXi5hP8ER4ZLj8QQbyH1uxOPuQ+Ecxog7BFKOco6Ul9XTtRuBILqPa4niN584tXQJZ1E7LxjLxczWEwR4bG+exsg4bKBl5UBMBcUEH/dtbQ/98+o7dbicdjnz4dfPox332ZsM2equUs6I3JPM3JXLZWLFwPgr72b5LvvUtuQGVqZMJSLEumhHfD8ObGkfn8SBmf/ML3zkmE4Fw/TJqPEnZOHPtasTqOflkbHGweJmZr2pQae1tGJZPzXNKQjbICkU8WBr7Yba7HqcTKmxWhe8pjpGUiShGNOFvp4M3JPIGr260D0lS5xzM0a0CN0JIYkKyl3lKAE5CHtEyK9VkdD0kkkXDkS74EOrGMSB7SRkkGHbUIK7j0t2Cb1LxoL4Jifg21CCl2fVWsTVgyKHiTQD5C/9UURQmiICNK/jtA3DfusjHCyZUjBHw1jqk0TQjEDTBeNpCfkEbKFEj/7VhX2DDAT42RjzotVp+vmxGKfnXn8Dwg0Ikf2fUJIlk/vytI+WfUQ6BQZg3Fol4X5T5H6wx8SM2MGksFA9a23AWAZOw5jairOK66g4+VXCXbVoo9Vn5dAfXQZBl9FuPyC8QibYh7EAMaYPHB4WZIkIqszGBKtOC8Me34Tj6jP9UU5WoqBIcka5fGNPSuXno31xJ2TF+U1PTJP53hE5oUdj69qUDwYBiOY4i8bQfylwwcsMgkhz3SiVctlg7DtmGjtXzX7iyKE0BChTZ//gh6hrwPmnFjsc7PwVnQSMyEluvrwEdgmptK9to6YqenHjPdCODRmi1UfcEufEBqgaGMfPk+Amr3tZI9JwGjqH4r5qtBZDKTee3zvh2Bg+uqHWBUTabKTRH3HyW7SSaXPI6RDRmf4egohyWDAMX8+iixjmzIFxefDMlL1IqX/8hfEX3UlTX9+mmCbF9nTQdC1K+rzQVc41yOywwMwZQ5tR64oCu8/vouAL8hF944/4ZyZL0Nf3qggjKSX1Nl/xyFydnLfzDGf5/g1qQaLEEJDRN/0ecM3VwcB4Bxg5spAGFNsZPxiZnQ1rqPQEwqNxYQ8Qlb78YXQ568cYO+aesbMzmDeNQPnuQhOPVLuHo9nXzu2gwe5sGwSDuunx//QN5hgyCOkJ4je9PUUQn1IOh25/3yu33ZLURHZf/017p070cfF0bsxjYZf/EJ7P9jaireiAkmvx5Sbq9VRcy4u7Fdj7cvicwc4tFOd6dXe0EtCxtEnsAhOHSyjEpDMetXL1qT2tf7egZcR+SJ8szIVTyJ9a419kz1CJ4qkkwYVf9c8QnFHeISOERrbu0ZNut2zuv/yEYJTF2OyDcfsTK1kg6J8vTv/L0tACYfGdMZvVr5UJJJej23CBMwFBRhSokNBnv37qfzWZVQsuoiujz8m4YqRJF43WquePZS4IwZXnQPMIPtPEGhrI9Def61GwdHRxxhJf3AKKd8pifAIncCKDMdBCKEhItgnhBQhhE6UxtD6XPGhqeSWPo9QzxCWDhWcUkgJar6IMvqKk9ySk0swZC/0BJG+pqGxo+FzB2iu6j/FOWbmTKyTJmFfoC60SiCA4naj+HzU3vc9ejevwjo68UslMR+NSC9z+wDrMX7VBDs7qVh0EZUXX4LsPVpNcMFA6GxGJIOOEiWHhb5i8vPHHP9Dgz32kB3pNOd0CY1F4u72cWhnC8qXEH+dzb10tXjQ6SUyRjiBsEfI5w4gB+UBP2eMSDb0HmV2meDURQrldfUtKnq6EgyVHdYpMpLh1MtUUGRFe74jn8XW2m62f1JFwH/0MgGrXtzPy7/eROmaaK+tzmIh+W//IOXX/xO13VRYCLJM+z//Re+2bbQ99xyesv1D+G3AHbGuY3tD/2UpjkXAH/xStg6g/YUXCba2EmhsxL1jx5c61ulKujmVPDmZ2OyhW2tMCKGjsHTpUkaPHs2UKVOOu68iy+HQ2FfdsC+ALCtU7myh/jgLggb8QT54YhebPzikbfP0+Hn9d1vY+E5FPyOw7KlS3vvbTi3mPhB1Bzr47J97BxQriqKwa7laeTWtIA5TaIql2RbuEAbyCimyQtAfbZQHg6IoNB7qoqfz6z0Sa63t5oWHN3BwSxPBgEzwKGLxVKYh5ClQjtGRfh05EbsB4RUc9MigP7WsR3OVi//73ipW/Gsfy57aw9MPrqErFE5a+UIZa149yLKnSo/6+bLQmojL/7kvSkR1Nvfy75+v573/VQsOKkhsHf9dds54EAWJ3k2bOHzV1TT++hEOX3cdwc7ota981dU0/fFP1P34J+y87//Rerhj0N8pMjTWcQIeoVUvlPH3e1fy6m82H1MMuT79FNdnywGQff1DN51vvKH9v3fDRvUzn31G+4svDbotX4ZdK2pY/q99eHr8bPnwEJ2hZS0UWeHApka6BrEo7kknNMNsKAdRp94Q5BThROqByHIwaq2xUwlFUfjw77uo3KGKFUknMeuyYZScqdYeaTzUhTPVhtlqoHJHCxXbm6nY3sy4uZmYbUaqS9uoL++kvrwTe7yF0WeoRdtcbR6qS9Xp8Y2VXeSXDDwF9I1H1QUMDUY9c66MrkdSsb2ZHZ+phdNGzQznA+j0Osw2A97eAJ4ev1ZfqI9elw85Ihervb6HjEHMxjiwuZFl/ygFCRbdXULOmP4FiHq7fJgsegxDPBPtwOZGdHqJgvHJX9rl/9H/7aa9oZeP/m83iZkxeHsDXP2L6RjNepb/cy/15Z1c9N0J2OO/2PIVnc29lG9tZuT0NGJOYKpuJN5ePyaLYcBZOZ3Nbso2NzLBZkD2fbOE0InXH1P/1SnycZdN+U+iKArL/7UPvzdI6ZrwQqxrXzvI2beOpf6gKk4qtjXTeKgLs9XA/k2NlJyZhclq4Eit0FjZRXroGd36cRV+b5D68k5G6Ix4zU46nCPoqPETnz6F1PqN+Ix2dhTfhb27lvinnsZ6/R10NveSnmmi+pZb8R0+TJcjh82THsT8+83c/NiCQT1XUaGxARYqHfBayAp7Pq8DBZoOu3C1eogdoBBqoK2NmnvuBVnGPHoU3r37yH7icexz56rHCQTw1YSX/elZt47E22+j5k61hpJlzGis49T6YsGgjH6I7we/L8iqF1UPW+nnqpeusbKL879TzLZPqlj3ejlWu5F51xSRV5KE7gRn1CmKwsoX9nNwcyPDJqUw9+qRJ2zrggGZYEDWBsVHUrahAbnVg0MvDantOHWevK8xciCo5QgZB+k5PREXa21ZO662E8uQd7V58Pb6qSpt00QQqA/15y8fQFEUGio6efU3m/nnf61l79o6WqrD8fwn719Nc7WLjoiVkw9uDa+QvH9jg/b/tlCJ+IaKTj74+y4t9t7dHm5zQ0UnAX+QzR8c4vCeVhRFYdvHasXQkoXZFM2ITow8VsJ0T0e0R6drkEmPdfs7QhcByrc193u/o7GX536ylg+e2NXvvRNFURRqytrxedQ8iY+f3MOHf9/Nxncrv9Rxg0E5yqXfWttDd7uXhspOulrclK6pp72hlzf+sJWmI5YDGSzr36pg3RvlPPPgGt5/fCfKERMAPN1+dq+sOapnrXJnC0//cA0fP7VnwPdbql30HVL2nmIjh/8wfaZcjzwoa+x2+fB5BhcKrtjezFt/2obb5aOxsov3H99JbdnRk3SDQZmuFjcb36mg7kDHgPk91XvbaK+P9qTs+LSa1S/tZ9O7lTx5/2peeWRzv33qQ4vtBgNylAe515aKxxKuklxftAiAshFX4XLkUJ8+g4Z//IvXf/AWb/1xO2/8cgWeqmp6rcnsHPcdALx+Ha5Wz6BsamRozNsTGFRYvbvDixxRvK+lpht/XR3dq1Zp21oPt7PhxV1aPTlv6V5QFNqeDc+i8zc0QETFcffWrXS++Wb49Y6dACx7ag/P/HAN7Q09NFZ28cajW3nx/nfZ+sAfaKsZ/DPd9vzzVN16G8Fu9bcYKCJQuaMFT7efdaFFr93dfj74+y5KV9fy2m83sz60WLcSDFJz73fZf8ZsyqZOo/Pd99TvXdvNcz9Zy+6VNXQ09rJnVS3e3gB7Vtexd2191Lm2fnSYpx/8nDWvHSQYlKk70IE/Qswc2NzIk99fzZPfWzXgvQfwydOlWl6d8AidYshyEJm+HCFVAdfub2fjO5UMn5zC2CPK029+v5Ltn1Rz0XfHk3KUZSr6qNjWzAd/30VyjoPLHpxEbVkHJpuB1KNUdQboaOrlpf+36ZiKvqOxl9rQasXe3gCfPbev3z7L/7mPhIgy6C3VLs3YlK0PC6G+jvnzVw7QWNlFxfZmvvPXeRzeHV7rp7nKxeb3D7HlA3VBPovdiKfbj04vMeGs/oWxrA4Tnc1uasva+3l7utujO+DOZlVwVZe2sf3TamYvGY5zgDW82iKMc0NFJ35fkI3vVFI4IZm0gjj2b2okGJCpKm3j7ce243b5uPDuki/kFTm4pYmPn9xDVlE8iRFF4nZ+VkPOqATSCtW1mxRFof5gJ54eP3nF6igsGJDR6QeecddwsLPfNoCG8k5tlA7Q1ezmoyf3UDwviwObGzn3trHYj7Hci6vNg9vlIznHQWtNONRYuaOF5mqXdp92tbh58w/bcLV52Lm8hst+NDlq9OZq8/D+31SDfnBzE2ffrPT7Hq11PZoA+KZ5hE4UuW/9LkVdo1AOymx4u5Kq0lbOu2McsRHr+fV0evn3z9cTn2bjsh9NPu5oe90b5XQ09rLjs2rtuQv4gmSOjK5S3nS4i8O7W9n+SbVWzX3Te4cA1YMcKYR9niD7N6oVfnU6CVlWKN/WhByxMnpzlYt3l0bnv+xeVYstzsSnz+yN2i6dfwWez9dprzv1icReeyMtNeO1VdtbEsfQbVI9zo0uG/asM6nLmIXPFLaBHz6+g7YmDxd/bwJpBWFPnCwrbPv4MI5ECyOmpPUrydHV7CYp2862ZVUYTXrGzs3sd107j1gVvflQB/IDd+Gvrib7f/+O3N3Nmy9147EmkVl4CfbuGhyuamK7q+lZu5aavz7JNmUKNXtbKUqZQk5MC+aikbg++JCGnz+EApQXXMyGNbEUsYX9G9Xn+NWH16Az6PH4JMDGOsaz7leb+c7f5h/VtvsbGqi6+RYcZ59F6+NPANDx4gsk3nILFZ/sHvAza3/1EhC9PMvKF1TPUUNFF6PPyMBYV47r44+19xsfeQTLqCLWvN6Eq83Dyhf2c+7tY6OOsXdNPaNDy+4EgzJbPzqMtzfA9mVVbF8WGgSfmc0ZS4bT0dTLZ8/tJeBTxU313jaScwauIdUnXYcyrC48QkNAMBAIV5aWdLi7fbz5h23UHejg81cPRqlegA1vV+LtDfDWH7cNdLgo+jwIzVUuPn1uL28/tp3Xf7+F/ZsaeObBzzkUWv3Y7fLx6TOlbFtWxUu/2kjAG8TnDmiGrfjMaDF2eHcrLdUD59YYLXrtnH1xfvUcfno7fdSXd9Le0KuFPTqb3QT9cvh4Chza1UpLTfTx+4wxhF3U2aMSBhQaY2arD9Cm9w5Ru7+dT5/bq3k4+jxNfcagrb6HDW9X8PZj26na08oHf1cLpkWGzxRFiRJCbfU9rHqhjO3Lqnjtt1u079tHdWkbLdXdUd9/47uVPP3Dz3nvb/29JAB7Vtfy9A8/Z+1rB9kXGg3V7GvXwn+gJoC//vutmpDcvqyaNx7dygdP7GL5P/dSXdrGE3evYNeKmn7HB6g7YlRnCv1W9eWdlK1Xzzlmjjojq6vZrYnTFf8uG/B4oCbBvv77LbzyyGZ1NB8Stn1euepQhfCGik7e+vN2zTvZ3tDLx0/uiepcNr0X7fGqLWvv5zlqqXZpuTFCCKn/6hUZdBI7Pq1h60eHaanuZvfK2qh96w924vcGaTrs4q0/bWfXipqj5od1NPbSEQr9RHqE6w500nioi5p96m/q6fHz9p+3s/GdygGXtOl7DiPZF1ovrmhWOkazPkoExYcGTt1t6m/eNwPU1erpJ4IAgpPmY7vzgfDrgILnvBuiQmt7R10f9ZnywktwW6MXWW6u7SXol9nwSrQXcvWL+1n/ZgWfPL0XnzsQlSME6j1d+nkd614vZ9WL+9n6UdhG+RsaOHTV1TQsWxf1mbqNB+hq7qE5sZj2l17mwH/9Bo9VXUajNnMuZSOvYc8ZP0KWDCjA6lUeqva0IstQnT0fY3YWCdddpx2v255NVc5Z9CgxbPk8PJjxyYaQCIqmz+NeurKK1x94mzV/+UwTGu8//DGeikOaCAIItLQS7OigctPANmVvh/obDz/4KoXlb/R7f8+qWnyHDkVtC7a2Un7BIhr2Noav9UsHAEjMUgd+jZWdmke/Zl873t7+91efnSv9vE4TQZHfMZK+Y/XZDsU3dB4hIYSGgGAggBzKETIhUX8gfDMH/TKV25tprnLRUNHZb3T12XMDJxKD2mlGJgJX7VaNlxxQWPaPUno6fby3VB19b3i7gn3rG1j72sGoG6qPGRcXMvqMDK2AWNWeVppDobDhUyIWFTXrueUPczhjyfAB27RzeTXLQiGPEVNT1XwAWaG+vENbQR7g8J5WukMdZu7Y6FycgvHhfKIj3+tj5PQ0nKk2FFnhzT9sY9/aet55bAdul4+OJnWEljNGdam31/ew+f1D2mfb6nr4+70ree+v4VFpb5cPb08ASQoVblRg37qwyAn65YFdx9vVTuTA5kY2vVtJb5c6U+7AlkZ2r6rF7w135Fs/rqK3y8e2ZVVUhfKn+jCYdFE5OxveVpcV6BOyoLbn7ce2A6pR2bWihu1HLDjY18aShdlMuSCPc29XcwqqS9voavFgtOiZ9a1hpB+xRtPhPa3afabG8sv49JlSfO4AtWUdWsfVJwYlCSafnwdA1Z42fO4A7/xlB13NbmKcZhZcP0o97u5W/v3QenyeAD0dXsoirinAW3/aznM/XhsVkmmOEEKn+6yxPruhQxVCkffDgU2NtDf08OH/7qb+YAedzeGQaG1ZO6te3K/dn0cSeZy2unCnEgzIvPqbzbz1p+1Ulbby0q82DthB9ZGS69DEUFxorbjeLjW8lJztiCpIOGpWOlc/NI2J54RXlS+cmELOEQuEFs1MZ8YlhVrbelzR90B5RAg+koTWPegDYe/MrMuGMYbtUfs0VnZq4rC73cvu1aqYVGSFqq01dFerx+6bdbrqxf1Rg4T1b1aw7tG36a2spum3v8W9bRv1768GIDVP9VDUtZpYN/2/2TXudqq21lKXfka/tro90Jg2mY64YbQlhJfycDlyWWc5j9J6J4YMNR2g3Tmwre0jvX5N1OvmKheuNg/LXzhAvcvO9j2w+qX9rHujnBo5i/q06TSkTMZvUH8vX1UVh599g96YdCQlSHx7GamNm0ht3BR13JSmLWTWfQ5K9O9xcGsz3gp1gGM563xq59xOef6FtDuH44/wyvWlLGQOdxKfHoOiqIMorzvAujfUENvoWekUjE/GkaB6p2VZ4cD3f86BTQ2hNmwGVFsYOQjt+94AbhncegnJNHTyRQihIcAXEfcNeGx88PfoHJO1r5fz6m8289pvt0TNyALYu7ae5c/tJRAaGbvaPHh6/Pg8AQ7vaY3a92gFBhVFoWJ7dM7LubeNRd+3fosEBpOe+d8u4tzbVPdl9d52OkOCYsTUsBBKzXWg00kUz8+iaHp44cXC0MrOWz+qorvNiz3ezOwlw0kfpna425ZFd9hVu1txhTrXcfOyyC9J0t6btrgAi92I3qiL2h6JJEkkHlH11dPjZ/sn1XSG8payRvVfgbmvOjVAVWmb9nD2eadik6yaxySSHcur8fYGMFkN3P6XuVz/yEwAGio76e3ysf7N8qj9l/2jlJXPl7Ep5LHraOylq/nouUqp+XEkRSyq2Nvlo7dLzd0ABkxsXvXifta8elDrAH2eAA0V6v5F09OYuqiAzBFODBGlBAonpmA06/uFP1DU8BlAZ5Ob3Str2be+gY+e3M3BbWrnEPVbSJImNBsPdbHlw0P43AHsCWaW/GQKRTPStevo6fHTUNHJzuU1yLJC+rA4MoY7tUPJssKnz6ojck+3n+42L51Bhc9dAZgz8Krmpwt9oTG9ovDWn1Uvch/d7V6e/8UGyrc28e5fd0S910fZ+npa67rxeQJUbGvWvKCRYemjseypUi3MnJofy+Tz87j50dlc9+uZ2j5JWQ5mLxnBlT+fyuQL8qI+n5RljxJCuaHJB9Muymf6xQWkFcQxakY6i+4djyGi01pw3SgyR6j3Z3VpG6116rPZ54ku36rasuFTUjnr5rCIMPp7SG7Zqb0eOzeTrDwLuqCX2C71OfRjpiL0+f2bGrTwGsC+/30LV5NLa/vR2HrAzps/eY+ODz4CoNem2r64Fc8R76sDKfxdDmcvpDpLTYYeWfY8o/Y+R3aRahNd86+lMVWdPZhev474djX9oMUXx4a3KzHefD96pxP3tAsBsPaGBaDJGx5MF1S+G9W+iufeZferm4gs279nVbhEQdnIqykdfSMHC7+FAngPHKAsZL4S2vYxYcdjjNn7DA5X2Ptl9rRh9nVhCHqIb4/2Hnc1u2mrVK/poaSZlOmKOZx7HtvHf1c9Zud+8osiFux16LTnv3pzFS/e8yatNd1YHUYmX5DPeXeM47pfz9TSO3YdNNLd7kMf8JBT/Zl2nE+eLqX0hVVUXnEFntJS6stUcb/DHWS73XTCa7QdC5EjNAT4A2Eh5O8J3xAjp6dRtr4hKrl34zvqAxuXYmXmpcP44IldlG9rpnz7SmYvGc6618sJnOAoef+GBtwuVSRZYoycfesYsosSsDpMLHt6D3OuCM/WcqbacCRacLWq3hp7vDmq04oL5dZIksScq0fi6Q3gSLAw+fw8ejo84Y54Rjpmm5HcMYkc3tVK1R7VA5IzJoG6Ax10t3s1I2tPMJOQHqO56OPTbFz24GQCvuAx81biM2IglNQcn2ajvaGXvWvrNIGXlGknKdtOa20P0y7KZ9K5ebQ39PD8LzZox1j21B5MVgOG0GcyRjgpOTOb3StrtZEtoCULFk1Pw2DUY4/XE5tkoavFw+b3D9HV4sESY+T874zj9Ue3agZ2z+paJp6TqwnRzJHx5IxOYOvHh8kfl8S+UAisb2QtBxXVTR5UePMPWwkGZGyxJoZNSmH7J+EQWiQNFV3EJdtY8e8y/N4g9ngzCaG8I51eR2qeg9qyDgAKJ6jGYczsjCgvGUB9eQe5YxO13DBQxWLfWm1jZmdqv5EiK+pswtDsva0fqUJ36oUF2iy+eVePJOALUra+ga0fHqYulKNUsiCb7jYvdQc6MFr0WO1Gulo8fPbPfYwMiesA0BpU8EesIXQ6ooQ6VZ0iU1ceToTNKoqnZl/4d/J5gtozdu7tY+lsdrPu9XIO7Wrl0K5WcsYkULWnjfg0Gyl5sVGfPRp9Ic2zbxnD8MnhwZAlxsjcq0fS0+klKdseGpTY+81iSsy0a/lvkk4iq0gVNzq9jknn5jHp3Dxt3/PvLOa9v+7kjMuHAZCS59Ce6b6QeuH4ZPatb9DEnDPVxogpabTX97L1o8OUzM+g5x9/Q3HEM/2/lmAw6kkpzmPOsz9Ap8hU5p5LZf4i1r++H/Ozv+aAcSEQQ0LrHtoSx1Cvy8ZndgKqV6q+vBNbrImUXAetW/aSUL+Fw7nnAdAeN4LWxHEkteykI071XtnbKohtKWNHyd34jer3bk9QPaMJXQfI7NhK9l//QkdSAdX7ttHls+DJng5BSG3chMXTSn3WbA5nLQTggDefhF+8QP3blYDC6L3P0pQykYaCBSw8L5nGQDK+v/8PZl8XBeynAtWOV8qFVG5Vf7thB1/n4LBLB/x969Nn0JgyCYerik6f6qXLql2hvZ+9YBIHQ1rI0V2DzmYj7b8fxvvjh9k6/j70QR/GQA/t8UWUVhopApp98f3O4+ioxP7RVsi9Ur2vnnwMKXMYMJa9211gSMDk7WD+bIvmCQJIdMo0AvXpswBIbdpMTE90OHjFci+j6414Lv0W5ZO/D3Z10VxP49BW5hZCaAjwB8OuZUkOGTa9xPiFOVFJxTFxJm2ldWeqTXUZS6idqhKOsR6JLc6kLUNhNOvR6aUod/Ynodh78ZlZzF4SFj0Zw51c/+tZUceSJIncsYla/kF6YVxUsmtyhNfCaNJzwZ3F2uv5147ihV+qIqNwotrh9nkN+sgbl0RckpVdEfkNjngL4xfmUFXaRs6YBCRJ0tzsxyIyUXvmt4ax/F/7tOsAEJdi45LvT8TvDWp5RvFpMcy/toi1rx/E2xOgtm+mWET7TFYDV/x0Kt5eP/vW1WudPBDlLUrMtNPV4tHi2COnp5E+zMmSn0yhsbKLVS+U4fME+ccPVmufyR4Vz8RzcrXwQM7YRA5samTiOblYYowsuqeE6r1qMnZfLk7myPgob1EfeqOOoF+msbKLtII4DmxqBAnOuXVsVLJk32K1gNYZ2eMtXPurGRzY3Iikk1j3ejlbPjiMLdakeaEAUFDDexKkFcYx6dxctnx4mJIF2UiSREqug+q9qtEZOyczyksI6j1Wtr5Bu87DJqVQMD5ZS/gunJhCR2MPb/5hG+Vbm6jcGe25jAwtno7IurAQ6mPE1FQcCRZNzCRkxESFt+LTYvol9PaJpPaGXu2+Mpr1Udd3+sUFtFR3c3BL2PNgtOijQtV9jB3Aa3rkBASjWU/GcCeSBLljEjAfZRV2gOyiBG7/y1yt3ZIkMXJ6GuvfVEPEBqOOqRcVULahQcsPcqaoNmLqonymXJCHJEFnbixFI0ZgKVLtTsycudq1y65ZTk3mPLraHbzDYi2rNu/wh7THF2kiyODvYeSEeKyOYjKGxSFX7OfQX36JLOmI7aqiNaWEutTp7Bp7GymNmwkY7RgCvcS6DqFTZGau+yn+krmsc16itXXW988nu+RmJIMBfWhmWleLBzCAIuPsLMeUnMDEd/4flTta+OCJXVrSOYCBAI7uKuJch7jwnf9Gp9ORDzTXTaRl6Tqmz09gbOkaPq3IpydGDVXG9NSRWbeK6qx5eC39veMAst5Ep1MVn7mHPyKxTa37lHTP3cTdfD3L71Nnvll0PrKf/D9MeXmYfV1M2/QrJEWmLX4U7c4R1KfPwuztpCWkP5ztZXTEjwTA0V2Ns32/JoT01fuRG2qhOJw8PW7PkwQOduOdMQpzgbpepamzDgiH1jLrVqOXAzg79tMVm098Vhytdb3sGX0TbfFFtIVEEIC3a2irgovQ2BDgC4RFiSGoY9z8LC7/8eR+7tdpi8M/ZHxaDAaTHrvz6DOSYpxm5l0zUgtLgerBWfKTKWSPTkAfsfq7yaJn6oWDWxA1N6J+TmpohsUFdxYz8ZwcrU7QQCSkqyLjjCXDScpSO+64ZJuWHAdqeGX8EbPATFYDFruRJT+ZwvTFhYNqI6jXqI+M4c6o72cw6ohxmjBZDP2SrUfPyuCqn0/rZ7j1Rp0mFGyxJuLTYqKm7cenx0SJryMXZEzKVr9ncraDsXMyGR4RUuwj/YgZbsMnp3L+d4q1xGNQE8TzInKjhk1KiRKgUxfls/DG0cy9SjU0u1bU8O+H1mufjZwVAzDhrBx0OomxczMxGMNhstgkK5POzaMgosbT2tfLtTIIkceJD9WSmnZRARd9d7x2r0aO4GZeNqxfXaAjc5HyipOQJAmDUc+4eVnYYk1kDI9XZ985zVGJtSCEkCz1Lc0jozNIXHhPCXOuHBE1m/SMy4aTmKnei8k5DpwpVuJSjj2QyB6dwPxvRy9GbI+3cM6tY7nwnhJtW+HElCg7cjzOC+WkFc/P0tpz1UPTOOum4y93cKR4Gzkt+tlzJFgYFvJMORIsWv6gJEno9DoknQ7nxRdjGR0Ol+ntMSR//34ADEEveYc/iD6nEsSptGqhMwBbbyNd77yD8tBttD3ysLYArH3aVIqWzGTSA5dr+zalTlbb116GMd6pnlP2kzEhhzOvH4XZECQzVSZ7YpZWGdzqMGF1hJ93i6cNnRIg4YYbkCSpf9gaSM2NQW/QE3fZt9Dpwr9H0t13UfDuOzgvv4zkq69g8u7HyK98h7SGDRTvfByD2YCtNyyoJvpWcdn947AnhG2iraeBkp1LKax8W9sWM2Nm1AC48DtXYps4EUNCAoaMdHUWI5DYvpfhB18D4FDe+SgyOBIt5B96X/ts1lmTMQZ6KKh4i/S6NThcVVFtcprdxNNKoLmZivPPp/b+79P6j6eQtn6u7WPw92LvrsE0rJDxO5Yya+1PODNlpyqwgPr0cLgWQDb1nxX8ZRAeoSHA4w/n7khBA8Mnp2pCYeS0NMo2NDDj0kKKZqRjMOlprnJRskAtaHhkx2KyGjCa1Wmck8/LA4hKmLXFmYlNsnLRveM5vLuVd0MJwfklyccckUUS+SCm5asdWV5xEnnFA+frRNI3HTKSOVcM580/bCNjuFMLdekMUr9O70RJyrIz45JCbHGq4Bk9K0OdybaxkeGTU445fTgmzsxVD02jvb6Hl3+9CTmoMPm8vH6FuuLTYhg+JZUDmxq1BM4+Iqe99+0b9X6mHWiM2paSO/CUzyMZMyeTQ7vUPI7csYno9BIlC7MxmvRMPj8PSZLo7fIhSaAoaEn2A83iSc5xcPOjs6NyhSJxpto4/zvjeP/xXVpFbqNZz4LrR2kCq0/MSjqJ7Ijcqwnn5FJ3sJOSBdlaCC2SuBQbBqNOC+cerYPOGZPIlT+byppXD1Czrx2rw0RzlQufRwghAD0KydkObZCSWhAWQunD47jouxNob+ghfZgTne7YHtVZlw1j/EJ1MLLi+TJtNpjNoYY00/JjsdiNxMSZOOPyYyfqHknBhGS+/d/TsTvDAvnI52Kw2OPN5BUncWhnC5POVT2o864ZSV5xIrljEgdtzxJvuQX7nDlULr6YzLrVdNuztI7TFmchbuGZJG4p1TwjVk8LDQ89CoB3b3gmW9zFi3FefDGyrJD4aRuttWGvw7hvzyHJlUzjrx9Rv/OSy0nNS6doejqK0r9EREJGjBaudqbFkPG73xK3SK2RZLYasMebo8qAJOQlMfzz1ehs0R28JEmYh6nttowcwahVnzK8oYGKRRep3/3OOyl2mdjZLTHrmmJyx54JwNk3m9j+SRXDKt4ksOJ59WB6PfmvvIy/qQnbxAkAXPrAJGrL2hk9N1s7Z9rPfkbtd+9DCVXGzq5dgXvRbZqHMq84ifFXPULnm7WYc3LIv2Yu7oXT4aabtWNYAmGvc9LoLBKGXUvL0qUAdL3/Pl3vv4/eng2TzwcgprceCch95hkafvkwrmXL6Hj2GUo6u2lMmYw7pxjFaCa2bBW7x95KAMOA1/2LIoTQENDrV29onRJEUvQkZ4c70NlXjmD41FRyRqshoeGTU6Pi8ZGzyArGJzP36pH9KilHChezNfyT9Xk3QDVQg8Vo1nPeHePobveQmn/sOkaDIWN4PFc9NC2q3RfdO563/7ydMcfwMA2GyBkokk5i3jVFg65YqtNJJGbaOe+OcbTX91KyMHvA/RZcN4qpF+b38yCpQidMfFr0+0lHvJ9WEBflkTkWuWMTOeum0cQl27QR+RmXRXdKtlgTN/1+Ni88vIHeTh/OVFuUdycSk/XYj3J+STLn3TFOKxaZVhCLM9XGBXcVs+WDQ0w8O3fAzzlTbFzzy+lHPa5OJ+FItGjhGGfK0UdqlhgjC65XR/Mrni+jucolPEJaaEyJehZj4sx868FJGE16DEb1L/L5Mhj1pOTF0nRI7XDUemWZ1B3o0Lw1oArzvg7MGqsKC7PNyPW/nomkk07IG9RHXPLQjcYX3jia1ppuLU/RZDEwYkrasT90BJIkYRk5EvvcufRs2sQFf7iKJ3+nJr943UEci88k490fUVGgigejPzqsItlsGJOTcZypigidTmLJf01l1/IaPn/lALHJVooWTybQlE3L3x7HvnABpry8qPMfSUpOrCaEkicMJ25RdFV9nT78GavDSMnCbPRxx7+ueocDvcOBMSsLf00NjnPPIXnECMYesV96YRzpheNo+d/19AWjjampWEaPjvKoqftFe3Ud8+dT+OEH9G7aRN2DPyLprrtgUqp2H42akY4tx8F5Y8NnjZk5k8zH/kygoQHJasU2YQK7XlJLkIxbkEtSYTG2KVOovu02FJ8P25Qp6CJWIImhh9gLLsCQlIRt6lRcy5YRbG9HD5RcOY2kO25HURSqflLP7nZQUNMGhmoFACGEjsLSpUtZunQpweDxDbU34AP06AlgNktRP47ZaogKRR3J/G8X8c5fdjDj0sKjdkaRIbbuiMRrvUHHxfdPoK2u56izr47GQHkBX4YjR4WZI+K54X9mRQm3oeJERwF545LIG3f09/VG3YAFGOPTo7cd6U2KFErj5mYyKTTdfDBIksSIqcc3+JYYI5d8fyJbPzrMxLNzB1yyYrDklySRX5JE5Y4WxoZma6nX5sTunSPRZidCVAjwWPRNX/6mCaETsRsQFkL6I4QQhL21R+Oie0vwe4PY4sxIqAOFjOHRYZf8kuSwEHJECKkhXkLmi2K2GqIma3wZMv/yGHJPD4b4eNIKOmio6GTEtDQcC4so+ONvMAXS2b6qkawNK9UP6HQMX/M5hvj+oSqdTmLc/CyMFj3ZoxKQdBLGtDSGr1s7qLaMmJaqzaTtq6UUSfaoBPasrkNv0HHT72af8HfNe/klAg0NWEaMOOZ+pvw87f/GjMEPSo0ZGcQtXox9/nx0djtxPpmdy2uITbRqKQJHEnv22VGvL7zbS2+nTyuMGDN9Gjn/eBJfbS1xixcD8Ml31HXZEhadR+bVaiqAtTjaWMfMnAGoNjN2xhQIReX83qAQQl81J7JmkCU5EVo70CNjOsEVpHPGJHLzo7OPKRgkSWLGJYWse6OcKUdMYc0cEa9NRT3VsNpNx9/pFEaSJM69bSwf/u/uqBIDfdjiTMSn2XC1e5m6qGBAgzcUOFNsnHntqC99HEmSOOfWsbTV90TlJH1ZEjPtRy3OeTS+qULohNcai/AIOY4xg3IgzDbjccNH+SVJrH5JzbOwfkX356mCzmRCZ1JtzgV3FVO2voFRs9Q8JMfChYwCRs7N48DHbmQgbvHiAUWQdjyd1C8VYLCDsKQshzY798gJJQCzLhuOyWLQZlGeKIaEBAwJAydIR2IpKqIvvp5w800nfB59rCrOTRYdV/zX1BP6bEycuV/+pm3KFGwRCxL3hdUj0zIso0Yh2WwovaHCrmPC+Wd6ixld0IusN+PzBLEOkRkTQmgIcHvUH0xHEJ3uxI3NYEbRE85WE5kHO+IWDA2FE1O46ufTopIP+5AkiUsfmIQcVL4yETTU6A26IRVBADMuKaS3yzdg/tLR0ITQINfN+qai5QjJCrqvYNFVR4KFy340GZ1e+kqOf6piiTFqeZiR6KxWcv/1T4IdndimnVjHfqJc/uPJdDS6B/TsGc16Zn5r2Fd6fgBTdjY5Tz+FISlJyzU6lbjy51NpremJKqwrmUzkv/oq9T/+MfYFC5D0Ya+PzmLBEGzDpzfj9w6d7RBCaAhw+7yAhIEget1Xc0klSRIi6CRx5OyxSMRvoo78Lrp3/Al9pm9pkG+aR+hEiZo1ph+axM8jOda6hKcjlqKi4+80BFjtplPCKx4z/eg5fiebuGTbgDln5oJ88l56sd92yWJBH1TTQ/xDONHi9BkifIX0+tSKwjqCSNLJv/EFglOdb2po7ESRtYKKfGVCSCD4pqCzWNAH1GLAviG0HUIIDQFev/rD6Ali0J8aSYgCwamMEEIqYSGkfKlEeIHgdEAyC4/QqYvPTa5SQSY1SHoRbRQIjocQQirh0JjwCAkEx0NnMWPoE0IiR+jUIjPo4tf8F8GgHr3+yZPdHIHglMceb9GWkjiduaHpX9wZ8zvcXZOjlk0RCAT9kSwWklp2YHM3Ep8+aciOK4TQEOD3qjlCiqJDZxChMYHgeDhTbYNaluGbjlEKYMNNQOa0mtUlEHwRdBYLmfVrAEjNemjojjtkRzqNCfj7hNDpNUVVIBB8OSQpVFle0YnQmEBwHCRL2IMse73H2PPEEL32EKAE1LXGVCEkPEICgWBwSH0WWNELISQQHAfJZFILRAKK2z1kxxVCaAhIMKkVPkVoTCAQnAj6kFGXFJ3IERIIjoMkSUhmtbit8AidYgQCodXjFB2SCI0JBILBEgqNKbLwCAkEg0EXCo8pHs/QHXPIjnQaE8zIxuu14vdZkIRHSCAQDBK/Yqe3NxbFb0MSQkggOC59eUKyZ+g8Qt/4WWMdHR0sXLiQQCBAIBDgu9/9LrfeeuuQnkOR8ti44TLMipG80UJbCgSCwdF8aBb1FV6KvAUiNCYQDAJdKDSmeIfOI/SNF0IOh4NVq1Zhs9no6elh7NixXHrppSQmJh7/w4Mk6FdDYzokdEbhERIIBINDCU0ak5TBr2wuEJzOaB4htwiNDRq9Xo/Npi7q5vV6URQFpc/6DBHpdlVP6pBEaEwgEAwaa2jgJH3zTbFAMCRIlqH3CJ30p2/VqlUsWrSIjIwMJEnizTff7LfP0qVLycvLw2KxMG3aNDZu3HhC5+jo6KCkpISsrCweeOABkpKShqj1Kla9Kqx0ioRk/MY72QQCwRDRFw6TEN4ggWAw6CxWAORvUrJ0T08PJSUlLF26dMD3X3rpJe6//34eeughtm7dSklJCeeccw5NTU3aPuPHj2fs2LH9/urq6gBwOp3s2LGDyspKnn/+eRobG4f0O6QkOrnQM5Ez/ePQGU76JRUIBF8TJludnOsbT2ow4WQ3RSD4WqB5hL5JydLnnXce55133lHf/8Mf/sCtt97KjTfeCMATTzzBe++9x1NPPcWPfvQjALZv3z6oc6WmplJSUsLq1au57LLLBtzH6/XijahP0NXVddzjmo16UhUnEhI9IjQmEJx2fBG7ARCvN+GQE6lThm4BSYHgm4xj3jxMWdmY8vOH7JintPvC5/OxZcsWFi5cqG3T6XQsXLiQdevWDeoYjY2NuFwuADo7O1m1ahUjR4486v6PPPIIcXFx2l92dvZxz6EE/eFER1FHSCA47fgidgNACWr/+8raJhB8k4i/6irSfvZTbBMnDNkxT+leu6WlhWAwSGpqatT21NRUGhoaBnWMw4cPM3v2bEpKSpg9ezb33HMP48aNO+r+P/7xj+ns7NT+qqurj3+SQHg0pzOKWL9AcLrxhewGoMih5QKE2RAIThonPTT2VTN16tRBh84AzGYz5lCdgsHSt9YYiBWkBYLTkS9iNwCQ+/4jPEICwcnilO61k5KS0Ov1/ZKbGxsbSUtL+0rPvXTpUkaPHs2UKVOOv3NA82+jM57Sl1QgEHyFnJDdAOQ+ISTMhkBw0jilHz+TycSkSZP49NNPtW2yLPPpp58yY8aMr/Tcd911F6WlpWzatOn4O0cKIeEREghOW07IboDwCAkEpwAnPTTW3d3NwYMHtdeVlZVs376dhIQEcnJyuP/++7n++uuZPHkyU6dO5U9/+hM9PT3aLLJTASUYkSMk1gsSCASDRJFDFYSE2RAIThonXQht3ryZ+fPna6/vv/9+AK6//nqeeeYZrrjiCpqbm/n5z39OQ0MD48eP58MPP+yXQH1SCQkhWVHQizpCAoFgkCiKEEICwcnmpAuhefPmHXfJi7vvvpu77777P9QilaVLl7J06VKCweBx91VCoTEFxArSAsFpzInYDQClLzQmzIZAcNIQ7oujcEKx/pgUQBVCIjQmEJy+nGiOkGLPVP9j+AIzzgQCwZAghNAQoNgihJBOCCGBQDBILKGlNYymk9sOgeA0RgihoUBWtH/ErDGBQDBYlJDtEJZYIDh5iMfvKJxQPZCQMRMeIYHg9OZE6wiFhZCwGwLByUIIoaNwIrF+JRghhESOkEBw2nLidYRU2yEJISQQnDSEEBoKZCGEBALBF0CrLC3shkBwshBCaAjQ2QxU+WXqfLIQQgKBYND4EixUeIP4LPqT3RSB4LRFCKGjcCKxfn2ChW09QfZ4ZOHiFghOY040R8idbmeXW8ZjF9PnBYKThRBCR+GEcoQi6kHqxawxgeC05URzhOSgGhsThVgFgpOH6LWHgD5jBsKgCQSCwdM3a0yE1AWCk4cQQkOAHAy7hIRBEwgEgyUYsh2i7IZAcPIQQmgI0GqBIAyaQCAYPH2lN8QASiA4eQghdBROJOkxyiMkhJBAcNpyosnSsvAICQQnHSGEjsKJJD3KfUXRJFEYTSA4nTnhZGktR0iYYoHgZCGeviGgb1QnEqUFAsGJIIvQmEBw0hFCaAgIGzNxOQUCweCRxRIbAsFJR/TcQ0Df9HkR5xcIBCeCZjuER0ggOGkIITQEyKIWiEAg+AIoIllaIDjpCCE0BIiZHwKB4IsQFDlCAsFJRwiho3Ai02BFdViBQAAnPn1e2A6B4OQjhNBRONG1xgwmHQaTWEFaIDidOdHp87FJFpJzHNhixaKrAsHJwnCyG/BNIDUvltsfm3eymyEQCL5mzLhkGDMuOdmtEAhOb4RHSCAQCAQCwWmLEEICgUAgEAhOW4QQEggEAoFAcNoihJBAIBAIBILTFiGEBAKBQCAQnLYIIXQUTrQeiEAgEAi7IRB8/ZAURVFOdiNOZbq6uoiLi6Ozs5PY2NiT3RyB4LTj6/gMfh3bLBB80xjscyg8QgKBQCAQCE5bhBASCAQCgUBw2iKEkEAgEAgEgtMWIYQEAoFAIBCctgghJBAIBAKB4LRFCCGBQCAQCASnLUIICQQCgUAgOG0xnOwGnOr0lVnq6uo6yS0RCE5P+p69r1PJM2E3BIKTz2BthxBCx8HlcgGQnZ19klsiEJzeuFwu4uLiTnYzBoWwGwLBqcPxbIeoLH0cZFmmrq4Oh8OBJElH3a+rq4vs7Gyqq6tFJdkvgbiOQ8M36ToqioLL5SIjIwOd7usRzRd24z+LuI5DwzftOg7WdgiP0HHQ6XRkZWUNev/Y2NhvxA10shHXcWj4plzHr4snqA9hN04O4joODd+k6zgY2/H1GF4JBAKBQCAQfAUIISQQCAQCgeC0RQihIcJsNvPQQw9hNptPdlO+1ojrODSI6/j1QPxOQ4O4jkPD6XodRbK0QCAQCASC0xbhERIIBAKBQHDaIoSQQCAQCASC0xYhhAQCgUAgEJy2CCEkEAgEAoHgtEUIoSFg6dKl5OXlYbFYmDZtGhs3bjzZTTql+cUvfoEkSVF/RUVF2vsej4e77rqLxMRE7HY73/rWt2hsbDyJLT41WLVqFYsWLSIjIwNJknjzzTej3lcUhZ///Oekp6djtVpZuHAhBw4ciNqnra2Na665htjYWJxOJzfffDPd3d3/wW8hiETYjhND2I4vhrAdx0YIoS/JSy+9xP33389DDz3E1q1bKSkp4ZxzzqGpqelkN+2UZsyYMdTX12t/n3/+ufbe9773Pd555x1eeeUVVq5cSV1dHZdeeulJbO2pQU9PDyUlJSxdunTA93/729/y2GOP8cQTT7BhwwZiYmI455xz8Hg82j7XXHMNe/bsYdmyZbz77rusWrWK22677T/1FQQRCNvxxRC248QRtuM4KIIvxdSpU5W77rpLex0MBpWMjAzlkUceOYmtOrV56KGHlJKSkgHf6+joUIxGo/LKK69o2/bu3asAyrp16/5DLTz1AZQ33nhDey3LspKWlqb87ne/07Z1dHQoZrNZeeGFFxRFUZTS0lIFUDZt2qTt88EHHyiSJCm1tbX/sbYLVITtOHGE7fjyCNvRH+ER+hL4fD62bNnCwoULtW06nY6FCxeybt26k9iyU58DBw6QkZFBQUEB11xzDVVVVQBs2bIFv98fdU2LiorIyckR1/QYVFZW0tDQEHXd4uLimDZtmnbd1q1bh9PpZPLkydo+CxcuRKfTsWHDhv94m09nhO344gjbMbQI2yFCY1+KlpYWgsEgqampUdtTU1NpaGg4Sa069Zk2bRrPPPMMH374IY8//jiVlZXMnj0bl8tFQ0MDJpMJp9MZ9RlxTY9N37U51r3Y0NBASkpK1PsGg4GEhARxbf/DCNvxxRC2Y+gRtkOsPi84CZx33nna/4uLi5k2bRq5ubm8/PLLWK3Wk9gygUBwKiNsh+CrQHiEvgRJSUno9fp+sxIaGxtJS0s7Sa36+uF0OhkxYgQHDx4kLS0Nn89HR0dH1D7imh6bvmtzrHsxLS2tXyJuIBCgra1NXNv/MMJ2DA3Cdnx5hO0QQuhLYTKZmDRpEp9++qm2TZZlPv30U2bMmHESW/b1oru7m/LyctLT05k0aRJGozHqmpaVlVFVVSWu6THIz88nLS0t6rp1dXWxYcMG7brNmDGDjo4OtmzZou3z2WefIcsy06ZN+4+3+XRG2I6hQdiOL4+wHYhZY1+WF198UTGbzcozzzyjlJaWKrfddpvidDqVhoaGk920U5bvf//7yooVK5TKykplzZo1ysKFC5WkpCSlqalJURRFueOOO5ScnBzls88+UzZv3qzMmDFDmTFjxklu9cnH5XIp27ZtU7Zt26YAyh/+8Adl27ZtyuHDhxVFUZTf/OY3itPpVN566y1l586dyuLFi5X8/HzF7XZrxzj33HOVCRMmKBs2bFA+//xzZfjw4cpVV111sr7SaY2wHSeOsB1fDGE7jo0QQkPAX/7yFyUnJ0cxmUzK1KlTlfXr15/sJp3SXHHFFUp6erpiMpmUzMxM5YorrlAOHjyove92u5U777xTiY+PV2w2m3LJJZco9fX1J7HFpwbLly9XgH5/119/vaIo6jTYn/3sZ0pqaqpiNpuVBQsWKGVlZVHHaG1tVa666irFbrcrsbGxyo033qi4XK6T8G0EiiJsx4kibMcXQ9iOYyMpiqKcHF+UQCAQCAQCwclF5AgJBAKBQCA4bRFCSCAQCAQCwWmLEEICgUAgEAhOW4QQEggEAoFAcNoihJBAIBAIBILTFiGEBAKBQCAQnLYIISQQCAQCgeC0RQghwVFRFIXbbruNhIQEJEli+/btJ7tJpyQ33HADkiQhSRJvvvnmkB57xYoV2rEvvvjiIT22QPBVIOzG4BB249RBCCHBUfnwww955plnePfdd6mvr2fs2LEnu0mnLOeeey719fVRq2MfzcDdcMMNgzZOM2fOpL6+niVLlgxRSwWCrxZhNwaPsBunBoaT3QDBqUvfYoYzZ8486j4+nw+TyfQfbNWpidls/kpWYTaZTKSlpWG1WvF6vUN+fIFgqBF2Y/AIu3FqIDxCggG54YYbuOeee6iqqkKSJPLy8gCYN28ed999N/fddx9JSUmcc845AOzevZvzzjsPu91Oamoq1157LS0tLdrxenp6uO6667Db7aSnp/Poo48yb9487rvvPm2fgUZCTqeTZ555RntdXV3NkiVLcDqdJCQksHjxYg4dOhTV7osvvpjf//73pKenk5iYyF133YXf79f28Xq9PPjgg2RnZ2M2mxk2bBj/+Mc/UBSFYcOG8fvf/z6qDdu3b0eSJA4ePPjlLuoAHDp0SHNhR/7NmzdvyM8lEHzVCLsRRtiNrw9CCAkG5M9//jMPP/wwWVlZ1NfXs2nTJu29Z599FpPJxJo1a3jiiSfo6OjgzDPPZMKECWzevJkPP/yQxsbGKLfsAw88wMqVK3nrrbf4+OOPWbFiBVu3bj2hNvn9fs455xwcDgerV69mzZo12O12zj33XHw+n7bf8uXLKS8vZ/ny5Tz77LM888wzUUbxuuuu44UXXuCxxx5j7969/P3vf8dutyNJEjfddBNPP/101Hmffvpp5syZw7Bhw07wKh6f7Oxs6uvrtb9t27aRmJjInDlzhvxcAsFXjbAbYYTd+BpxMld8FZza/PGPf1Ryc3Ojts2dO1eZMGFC1Lb//u//Vs4+++yobdXV1QqglJWVKS6XSzGZTMrLL7+svd/a2qpYrVblu9/9rrYNUN54442o48TFxSlPP/20oiiK8s9//lMZOXKkIsuy9r7X61WsVqvy0UcfKYqiKNdff72Sm5urBAIBbZ/LL79cueKKKxRFUZSysjIFUJYtWzbgd66trVX0er2yYcMGRVEUxefzKUlJScozzzxzlKuknnPx4sX9tgOKxWJRYmJiov4MBsOA+7vdbmXatGnKhRdeqASDwUGdQyA41RB2Q9iNrxsiR0hwwkyaNCnq9Y4dO1i+fDl2u73fvuXl5bjdbnw+H9OmTdO2JyQkMHLkyBM6744dOzh48CAOhyNqu8fjoby8XHs9ZswY9Hq99jo9PZ1du3YBqrtar9czd+7cAc+RkZHBBRdcwFNPPcXUqVN555138Hq9XH755SfU1j7++Mc/snDhwqhtDz74IMFgsN++N910Ey6Xi2XLlqHTCWet4JuFsBuDR9iN/yxCCAlOmJiYmKjX3d3dLFq0iP/5n//pt296evqgY+SSJKEoStS2yBh9d3c3kyZN4t///ne/zyYnJ2v/NxqN/Y4ryzIAVqv1uO245ZZbuPbaa/njH//I008/zRVXXIHNZhvUdziStLS0fq5xh8NBR0dH1LZf/epXfPTRR2zcuLGfwRYIvgkIuzF4hN34zyKEkOBLM3HiRF577TXy8vIwGPrfUoWFhRiNRjZs2EBOTg4A7e3t7N+/P2qElZycTH19vfb6wIED9Pb2Rp3npZdeIiUlhdjY2C/U1nHjxiHLMitXruw34urj/PPPJyYmhscff5wPP/yQVatWfaFzDZbXXnuNhx9+mA8++IDCwsKv9FwCwamCsBtfDmE3hg7hRxN8ae666y7a2tq46qqr2LRpE+Xl5Xz00UfceOONBINB7HY7N998Mw888ACfffYZu3fv5oYbbujnxj3zzDP561//yrZt29i8eTN33HFH1CjtmmuuISkpicWLF7N69WoqKytZsWIF9957LzU1NYNqa15eHtdffz033XQTb775pnaMl19+WdtHr9dzww038OMf/5jhw4czY8aMoblQA7B7926uu+46HnzwQcaMGUNDQwMNDQ20tbV9ZecUCE4FhN344gi7MbQIIST40mRkZLBmzRqCwSBnn30248aN47777sPpdGpG63e/+x2zZ89m0aJFLFy4kDPOOKNfzsCjjz5KdnY2s2fP5uqrr+YHP/hBlGvZZrOxatUqcnJyuPTSSxk1ahQ333wzHo/nhEZ6jz/+OJdddhl33nknRUVF3HrrrfT09ETtc/PNN+Pz+bjxxhu/xJU5Pps3b6a3t5dfOMQeWQAAATtJREFU/epXpKena3+XXnrpV3pegeBkI+zGF0fYjaFFUo4MrgoE/yHmzZvH+PHj+dOf/nSym9KP1atXs2DBAqqrq0lNTT3mvjfccAMdHR1DXib/P30OgeDrgLAbg0fYjcEhPEICQQRer5eamhp+8YtfcPnllx/XmPXx7rvvYrfbeffdd4e0PatXr8Zutw+Y6CkQCE4NhN34eiOSpQWCCF544QVuvvlmxo8fz3PPPTeoz/z2t7/lpz/9KaDOdhlKJk+erC1aOdA0Y4FAcPIRduPrjQiNCQQCgUAgOG0RoTGBQCAQCASnLUIICQQCgUAgOG0RQkggEAgEAsFpixBCAoFAIBAITluEEBIIBAKBQHDaIoSQQCAQCASC0xYhhAQCgUAgEJy2CCEkEAgEAoHgtEUIIYFAIBAIBKct/x8RMZSITQiNWwAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -255,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "d1ff9998", "metadata": { "collapsed": false, @@ -282,6 +282,16 @@ "(400, 64, 267)\n" ] }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", @@ -291,13 +301,13 @@ } ], "source": [ - "data = np.load(os.path.join(\".\", \"tests\", \"data\", \"dss_line_data.npy\"))\n", + "data = np.load(os.path.join(\"..\", \"tests\", \"data\", \"dss_line_data.npy\"))\n", "fline = 50\n", "sfreq = 200\n", "print(data.shape) # n_samples, n_chans, n_trials\n", "\n", "# Apply dss_line(), removing only one component\n", - "out1, _ = dss.dss_line(data, fline, sfreq, nremove=1, nfft=400)" + "out1, _ = dss.dss_line(data, fline, sfreq, nremove=1, nfft=400, show=True)" ] }, { @@ -321,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "1437b115", "metadata": { "collapsed": false, @@ -346,37 +356,19 @@ "output_type": "stream", "text": [ "Power of components removed by DSS: 0.00\n", - "Iteration 0 score: 8.822794656451964e-30\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "Iteration 0 score: 8.82279465645174e-30\n", "Power of components removed by DSS: 0.00\n", - "Iteration 1 score: 5.4599184401848566e-30\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "Iteration 1 score: 5.459918440184621e-30\n", "Power of components removed by DSS: 0.00\n", - "Iteration 2 score: 1.8597061677676148e-31\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "Iteration 2 score: 1.859706167765309e-31\n", "Power of components removed by DSS: 0.00\n", - "Iteration 3 score: -2.8615714678086367e-31\n", + "Iteration 3 score: -2.861571467810889e-31\n", "Removed 3 components\n" ] } ], "source": [ - "out2, iterations = dss.dss_line_iter(data, fline, sfreq, nfft=400)\n", + "out2, iterations = dss.dss_line_iter(data, fline, sfreq, nfft=400, show=True)\n", "print(f\"Removed {iterations} components\")" ] }, @@ -465,7 +457,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.7" + "version": "3.13.2" }, "papermill": { "default_parameters": {}, @@ -482,4 +474,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/examples/example_dss_line.py b/examples/example_dss_line.py index 6193e682..f16c1497 100644 --- a/examples/example_dss_line.py +++ b/examples/example_dss_line.py @@ -68,12 +68,12 @@ print(data.shape) # n_samples, n_chans, n_trials # Apply dss_line(), removing only one component -out1, _ = dss.dss_line(data, fline, sfreq, nremove=1, nfft=400) +out1, _ = dss.dss_line_iter(data, fline, sfreq, nfft=400, nremove=1, show=True) ############################################################################### # Now try dss_line_iter(). This applies dss_line() repeatedly until the # artifact is gone -out2, iterations = dss.dss_line_iter(data, fline, sfreq, nfft=400) +out2, iterations = dss.dss_line_iter(data, fline, sfreq, nfft=400, nremove=1, show=True) print(f"Removed {iterations} components") ############################################################################### From ab2049d678afed1ad5118bb86d31eeae36d3ab98 Mon Sep 17 00:00:00 2001 From: eliasbenyahia Date: Tue, 27 May 2025 15:39:29 +0200 Subject: [PATCH 3/5] [FIX ) wrong arguments in dss_line_iter --- examples/example_dss_line.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/example_dss_line.py b/examples/example_dss_line.py index f16c1497..677441a5 100644 --- a/examples/example_dss_line.py +++ b/examples/example_dss_line.py @@ -68,12 +68,12 @@ print(data.shape) # n_samples, n_chans, n_trials # Apply dss_line(), removing only one component -out1, _ = dss.dss_line_iter(data, fline, sfreq, nfft=400, nremove=1, show=True) +out1, _ = dss.dss_line(data, fline, sfreq, nfft=400, nremove=1) ############################################################################### # Now try dss_line_iter(). This applies dss_line() repeatedly until the # artifact is gone -out2, iterations = dss.dss_line_iter(data, fline, sfreq, nfft=400, nremove=1, show=True) +out2, iterations = dss.dss_line_iter(data, fline, sfreq, nfft=400, show=True) print(f"Removed {iterations} components") ############################################################################### From 1101aec7b968e5af2f156bb4f9e4e59eb6e0e706 Mon Sep 17 00:00:00 2001 From: Nicolas Barascud Date: Tue, 27 May 2025 16:49:52 +0200 Subject: [PATCH 4/5] Update tests/test_dss.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- tests/test_dss.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/test_dss.py b/tests/test_dss.py index 854b13b8..3816b826 100644 --- a/tests/test_dss.py +++ b/tests/test_dss.py @@ -140,7 +140,6 @@ def test_dss_line_iter(): x, _ = create_line_data(n_samples, n_chans=n_chans, n_trials=1, noise_dim=10, SNR=2, fline=fline / sr) x = x[..., 0] - # x = data # RuntimeError when max iterations has been reached with pytest.raises(RuntimeError): From 8be6a375ceac27fe97a8ff26889140ae5110f567 Mon Sep 17 00:00:00 2001 From: eliasbenyahia Date: Tue, 17 Jun 2025 12:12:44 +0200 Subject: [PATCH 5/5] ruff linting --- meegkit/dss.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/meegkit/dss.py b/meegkit/dss.py index 8ff13389..7297b7eb 100644 --- a/meegkit/dss.py +++ b/meegkit/dss.py @@ -1,8 +1,9 @@ """Denoising source separation.""" # Authors: Nicolas Barascud # Maciej Szul -import numpy as np from pathlib import Path + +import numpy as np from numpy.lib.stride_tricks import sliding_window_view from scipy import linalg from scipy.signal import welch @@ -316,7 +317,8 @@ def nan_basic_interp(array): freq_sp = [fline - spot_sz, fline + spot_sz] freq, psd = welch(data, fs=sfreq, nfft=nfft, axis=0) - freq_rn_ix = np.logical_and(freq >= freq_rn[0], freq <= freq_rn[1]) + freq_rn_ix = np.logical_and(freq >= freq_rn[0], + freq <= freq_rn[1]) freq_used = freq[freq_rn_ix] freq_sp_ix = np.logical_and(freq_used >= freq_sp[0], freq_used <= freq_sp[1]) @@ -364,7 +366,8 @@ def nan_basic_interp(array): ax.flat[0].set_xlabel("Frequency (Hz)") ax.flat[0].set_ylabel("Power") - ax.flat[1].plot(freq_used, mean_psd_tf, c="gray", label="Interpolated mean PSD") + ax.flat[1].plot(freq_used, mean_psd_tf, c="gray", + label="Interpolated mean PSD") ax.flat[1].plot(freq_used, mean_psd, c="blue", label="Mean PSD") ax.flat[1].plot(freq_used, clean_fit_line, c="red", label="Fitted polynomial") ax.flat[1].set_title("Mean PSD across trials and sensors") @@ -390,7 +393,7 @@ def nan_basic_interp(array): plt.tight_layout() if dirname is not None: plt.savefig(Path(dirname) / f"dss_iter_{iterations:03}{extension}") - plt.show() + plt.show() if mean_score <= 0: break