From 089bcbd06b3faf32c3e9b170372fd49a0acb3a50 Mon Sep 17 00:00:00 2001 From: Harrison Kane Date: Mon, 1 Apr 2024 19:05:32 -0400 Subject: [PATCH 1/7] Made elbow and silhouette return optimal_k --- fomo/patterns/cluster_dtw_k_means.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/fomo/patterns/cluster_dtw_k_means.py b/fomo/patterns/cluster_dtw_k_means.py index 2bfb322..8a257a3 100644 --- a/fomo/patterns/cluster_dtw_k_means.py +++ b/fomo/patterns/cluster_dtw_k_means.py @@ -44,6 +44,8 @@ def find_n_clusters(cls, missing_data_matrix, clusters: list, method: str): plt.axvline(x=elbow_point, color='black', linestyle='--') plt.show() + + return elbow_point elif method == 'silhouette': # calculate the silhouette score for each number of clusters @@ -70,6 +72,8 @@ def find_n_clusters(cls, missing_data_matrix, clusters: list, method: str): plt.show() + return optimal_k + elif method == 'gap': # set max reference distributions nrefs = 5 From b86b3dd3bb3ef233939282f27334866f8e720bbe Mon Sep 17 00:00:00 2001 From: Harrison Kane Date: Mon, 1 Apr 2024 19:05:46 -0400 Subject: [PATCH 2/7] Added option to have person_id as column or index --- fomo/patterns/missing_data_matrix.py | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/fomo/patterns/missing_data_matrix.py b/fomo/patterns/missing_data_matrix.py index 8c2389d..00971d4 100644 --- a/fomo/patterns/missing_data_matrix.py +++ b/fomo/patterns/missing_data_matrix.py @@ -2,7 +2,7 @@ import pandas as pd from .flag_missing_data import flag_missing_data -def missing_data_matrix(flagged_df, basis_rate=15, missingness_interval=15): +def missing_data_matrix(flagged_df, basis_rate=15, missingness_interval=15, person_index=False): """ Converts missing flagged data into matrix where each row is one participant and each column is one time point. The Value in each index represents @@ -14,6 +14,7 @@ def missing_data_matrix(flagged_df, basis_rate=15, missingness_interval=15): - missingness_interval: For fractional missingness, how big of interval to consider in final matrix. Fractional missingness = (number of basis_rate intervals with data)/(how many basis_rate intervals within missingness_interval) + - person_index: have person_id as index (False, default) or as column (True) Returns: - DataFrame matrix as described @@ -31,7 +32,11 @@ def missing_data_matrix(flagged_df, basis_rate=15, missingness_interval=15): flagged_df['Missing_Flag'] = flagged_df['Missing_Flag'].astype(int) # Create matrix - matrix = flagged_df.pivot(index='person_id', columns='datetime', values='Missing_Flag').reset_index() + if not person_index: + matrix = flagged_df.pivot(index='person_id', columns='datetime', values='Missing_Flag').reset_index() + + else: + matrix = flagged_df.pivot(index='person_id', columns='datetime', values='Missing_Flag') # Calculate the number of basis_rate intervals within each missingness_interval intervals_per_group = missingness_interval // basis_rate From 0398a0cbbdf5c314c9a6bfa8ffe32d69e3652963 Mon Sep 17 00:00:00 2001 From: Harrison Kane Date: Tue, 2 Apr 2024 00:13:49 -0400 Subject: [PATCH 3/7] Added spectrogram methods --- fomo/patterns/spectrograms.py | 61 +++++++++++++++++++++++++++++++++++ 1 file changed, 61 insertions(+) create mode 100644 fomo/patterns/spectrograms.py diff --git a/fomo/patterns/spectrograms.py b/fomo/patterns/spectrograms.py new file mode 100644 index 0000000..114ebc5 --- /dev/null +++ b/fomo/patterns/spectrograms.py @@ -0,0 +1,61 @@ +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +from scipy.signal import spectrogram + +def generate_spectrograms(missing_data_matrix): + freqs_arr = [] + times_arr = [] + Sxx_arr = [] + + fs = 1 / (missing_data_matrix.columns[2] - missing_data_matrix.columns[1]).total_seconds() # Sampling frequency + + for i in range(len(missing_data_matrix['person_id'])): + + # Generate spectrogram + signal = missing_data_matrix.loc[i][1:] + signal = signal.T.values + + frequencies, times, Sxx = spectrogram(signal, fs) + + # Keep freq, time, Sxx for plotting spectrogram later + freqs_arr.append(frequencies) + times_arr.append(times) + Sxx_arr.append(Sxx) + + spectrograms = pd.DataFrame({ + 'person_id': missing_data_matrix['person_id'], + 'frequencies': freqs_arr, + 'times': times_arr, + 'Sxx': Sxx_arr + }) + + return spectrograms + +def cluster_spectrograms(spectrograms, ClusteringClass, n_clusters): + + # Convert person_id, Sxx to format suitable for clustering + expanded_df = pd.DataFrame({ + 'person_id': spectrograms['person_id'], + 'Sxx': [spec.flatten() for spec in spectrograms['Sxx']] + }) + + expanded_df = expanded_df.set_index('person_id') + expanded_df = pd.DataFrame(expanded_df['Sxx'].tolist(), index=expanded_df.index) + + # Cluster based on specified class + cluster = ClusteringClass(n_clusters = n_clusters) + cluster.fit(expanded_df) + clusters = cluster.labels_ + + return clusters + + +def plot_spectrogram(times, frequencies, Sxx): + + plt.pcolormesh(times, frequencies*3600*24, 10 * np.log10(Sxx), shading='gouraud') + plt.ylabel('Frequency (1 / day)') + plt.xlabel('Time (min)') + plt.title('Spectrogram Person 1') + plt.colorbar(label='Intensity') + plt.show() \ No newline at end of file From 2dd7455b068b7e1625b4b7e0fa3e087280c3a1aa Mon Sep 17 00:00:00 2001 From: Harrison Kane Date: Tue, 2 Apr 2024 00:24:56 -0400 Subject: [PATCH 4/7] Added spectrogram to full pipeline --- fomo/examples/full_pipeline.ipynb | 811 ++++++++++-------- .../__pycache__/spectrograms.cpython-311.pyc | Bin 0 -> 3230 bytes 2 files changed, 447 insertions(+), 364 deletions(-) create mode 100644 fomo/patterns/__pycache__/spectrograms.cpython-311.pyc diff --git a/fomo/examples/full_pipeline.ipynb b/fomo/examples/full_pipeline.ipynb index 628864a..0726ab2 100644 --- a/fomo/examples/full_pipeline.ipynb +++ b/fomo/examples/full_pipeline.ipynb @@ -2,9 +2,19 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/homebrew/Caskroom/miniforge/base/envs/Missingness/lib/python3.11/site-packages/tslearn/bases/bases.py:15: UserWarning: h5py not installed, hdf5 features will not be supported.\n", + "Install h5py to use hdf5 features: http://docs.h5py.org/\n", + " warn(h5py_msg)\n" + ] + } + ], "source": [ "import sys\n", "sys.path.append(\"../../\")\n", @@ -13,12 +23,13 @@ "from fomo.patterns.missing_data_matrix import missing_data_matrix, flag_missing_data\n", "from fomo.patterns.missing_pattern_plot import MissingPatternPlot\n", "from fomo.patterns.cluster_k_means import Cluster_KMeans\n", - "from fomo.patterns.cluster_dtw_k_means import Cluster_DTW_KMeans" + "from fomo.patterns.cluster_dtw_k_means import Cluster_DTW_KMeans\n", + "from fomo.patterns.spectrograms import generate_spectrograms, cluster_spectrograms, plot_spectrogram" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -45,13 +56,12 @@ "source": [ "heart_rate_data = pd.read_csv('../../sample data/Four_Cluster_Missingness_30_days.csv')\n", "heart_rate_data = heart_rate_data.drop('Unnamed: 0', axis=1)\n", - "print(heart_rate_data)\n", - "\n" + "print(heart_rate_data)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -82,395 +92,395 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "datetime 2024-01-01 23:45:00 2024-01-02 23:45:00 2024-01-03 23:45:00 \\\n", + "datetime 2024-01-01 00:00:00 2024-01-01 00:15:00 2024-01-02 00:15:00 \\\n", "person_id \n", - "102475 0.364583 0.395833 0.270833 \n", - "118675 0.281250 0.270833 0.312500 \n", - "140937 0.302083 0.270833 1.000000 \n", - "142237 0.416667 0.333333 0.281250 \n", - "165878 0.302083 0.395833 1.000000 \n", - 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"datetime 2024-01-29 23:45:00 2024-01-30 23:45:00 \n", + "datetime 2024-01-29 00:15:00 2024-01-30 00:15:00 \n", "person_id \n", - "102475 0.312500 0.333333 \n", - "118675 0.572917 1.000000 \n", - "140937 0.583333 1.000000 \n", - "142237 0.291667 0.239583 \n", - "165878 1.000000 0.250000 \n", - "176588 0.562500 0.562500 \n", - "187821 0.552083 0.458333 \n", - "225284 0.375000 0.354167 \n", - "225295 0.333333 0.302083 \n", - "273148 0.531250 0.395833 \n", - "301108 0.281250 0.322917 \n", - "302361 0.593750 1.000000 \n", - "307937 0.552083 0.604167 \n", - "313802 0.677083 1.000000 \n", - "328815 0.614583 0.572917 \n", + "102475 0.270833 0.322917 \n", + "118675 0.583333 0.583333 \n", + "140937 1.000000 0.583333 \n", + "142237 0.406250 0.281250 \n", + "165878 0.447917 0.979167 \n", + "176588 0.989583 0.562500 \n", + "187821 0.552083 0.562500 \n", + "225284 0.979167 0.375000 \n", + "225295 0.343750 0.343750 \n", + "273148 0.364583 0.520833 \n", + "301108 0.979167 0.291667 \n", + "302361 0.520833 0.614583 \n", + "307937 0.989583 0.541667 \n", + "313802 0.541667 0.687500 \n", + "328815 0.666667 0.614583 \n", "360610 1.000000 1.000000 \n", - 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"938521 1.000000 0.645833 \n", + "363028 0.510417 0.645833 \n", + "381632 0.541667 0.531250 \n", + "397949 0.302083 0.354167 \n", + "405144 0.343750 0.291667 \n", + "426751 0.354167 0.979167 \n", + "435649 0.979167 0.312500 \n", + "461301 0.281250 0.989583 \n", + "490754 0.375000 0.416667 \n", + "492904 1.000000 0.979167 \n", + "512461 0.520833 0.552083 \n", + "522606 0.520833 0.520833 \n", + "544683 0.333333 0.979167 \n", + "547239 0.614583 0.562500 \n", + "562958 0.572917 0.572917 \n", + "640867 0.270833 0.312500 \n", + "647640 0.302083 0.364583 \n", + "664709 0.354167 0.270833 \n", + "674253 0.510417 1.000000 \n", + "690831 0.354167 1.000000 \n", + "720230 0.583333 0.593750 \n", + "733216 0.375000 0.364583 \n", + "736402 0.593750 0.552083 \n", + "750415 0.343750 0.979167 \n", + "781209 0.979167 0.583333 \n", + "781546 0.406250 0.312500 \n", + "823236 0.406250 0.322917 \n", + "853594 0.593750 0.989583 \n", + "873824 0.218750 0.312500 \n", + "908857 0.302083 0.239583 \n", + "912391 0.541667 1.000000 \n", + "924197 1.000000 0.979167 \n", + "938521 1.000000 0.989583 \n", "\n", - "[48 rows x 30 columns]\n" + "[48 rows x 31 columns]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/Users/harrisonkane/Desktop/BME/Bass Connections/FOMO/fomo/examples/../../fomo/patterns/missing_data_matrix.py:41: FutureWarning: Support for axis=1 in DataFrame.rolling is deprecated and will be removed in a future version. Use obj.T.rolling(...) instead\n", + "/Users/harrisonkane/Desktop/BME/Bass Connections/FOMO/fomo/examples/../../fomo/patterns/missing_data_matrix.py:46: FutureWarning: Support for axis=1 in DataFrame.rolling is deprecated and will be removed in a future version. Use obj.T.rolling(...) instead\n", " resampled_matrix = matrix.rolling(window=intervals_per_group, axis=1, min_periods=1).mean()\n" ] } ], "source": [ - "my_missing_data_matrix = missing_data_matrix(flagged_data, missingness_interval=15*4*24)\n", + "my_missing_data_matrix = missing_data_matrix(flagged_data, missingness_interval=15*4*24, person_index=True)\n", "print(my_missing_data_matrix)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -486,12 +496,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -503,7 +513,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "optimal_k 4\n" + "optimal_k 2\n" ] } ], @@ -516,12 +526,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+fXurXbt2Vm5urmVZlpWXl2d17tzZuu222654LrL987KZegxYlrk1+99sJtfNpGym5rIs92wNGza0hg8f7jY/fvx465ZbbrEj2lVTN5OymZrLsq6ebBwHRc9lcs1Mzsb7e9FzmVwzsl392Uw9BizL3Jr9bzaT62ZSNtNeTxp4V4E//0cTFRVlrV692m3+u+++s0qVKmVrrnLlyllffPGF2/ymTZusqKioK57Lssh2qUzNZuoxYFnm1syyrp66mZTN1FyW5Z4tIiLC2rBhg9v8jz/+aIWGhtoR7aqpm0nZTM1lWVdPNo6DoucyuWYmZ+P9vei5TK4Z2S6eqdlMPQYsy9yaWdbVUzeTspn2ejqv3Ll++CtOnjwpf39/+fv7y8/Pz23O399fp06duuKZHA6HHA6HJMnLy0shISFu86Ghofrtt9+ueC6JbJfK5GwmHgOS2TWTzK2bZG42U3NJv5+6f+jQIQUEBCg/P7/A/Llz52xI9TuT62ZqNlNzSWZn4zgoOpNrZmo23t+LzuSake3SmJzNxGNAMrtmkrl1k8zMZtrryXfgXSWqVq2qEiVKaPfu3dqwYYPb3Pfff68yZcpc8UyWZalq1aoqWbKkDhw4UOCz39u3b1dkZOQVz0W2f2Y2E48ByeyaSebWTTI3m6m5JKlZs2aqVauW9u7dq6+++spt7uuvv1b58uVtSmZ23UzNZmouyexsHAdFZ3LNTM3G+3vRmVwzsv3zspl4DEhm10wyt26SmdlMez05A+8qsHz5crf7UVFRbvd37dqlfv36XclIkqRZs2a53a9SpYrb/TVr1uiOO+64kpFcyHZpTM1m6jEgmVszyey6mZrN1Fx/7PvPgoKC3O6fPXtWjz322JWM5GJy3UzNZmouyexsHAdFZ3LNTM7G+3vRmVwzsl0aU7OZegxI5tZMMrtupmYz7fV0WJZlXbG9AQAAAAAAACgSPkJ7FRszZoyOHj1qd4wCZs+erczMTLtjFIpsl8bUbKYeA5K5NZPMrpup2UzNJUk9e/bUgQMH7I5RKJPrZmo2U3NJZmfjOCg6k2tmcjbe34vO5JqR7dKYms3UY0Ayt2aS2XUzNZtdrydn4F0FTpw4UWDMsiyFh4dr5cqVio2NlSQFBwdf6WiF8vX11TfffKO4uDi7oxRAtktjd7ar7RiQ7K+ZZHbdTM1mai5J/6+9Ow+vqr7zOP65l+wJYYkxCYEkLCIJiyyKhi3AQHGn7oIaEHkU1FEZxSIWEGFERkWpDtRpFEXAUVuXooALaxFQITWsEYggCASkIqsCJt/5g+HWW4JtfrX3fHL8vJ8nT3vOMeT1fG8OJ+fHzb2nvObGyc4991y8+uqraNKkCQCgTZs2kWQB4J4bq43VBXDbdB5UP+aZMdtOl67v1Y9hZqdLNre8ttW0cwDwfmYA99yYbVXl1eOpBbwaUK1atarcb2YIBAKh/62oqIioq379+lXu/+abb5CcnIxg8MQTPL/++utIsgDI5hqrjfUcAHhnBnDPjdXG6gJOvPPVScPf5rWNeW6sNlYXwG3TeVD9mGfGbNP1vfoxz0w2t1htrOcAwDszgHturDa2x1NvYlEDysjIQNu2bXHvvfeGvkHMDL169UJRUREaN27siev48eMoKCjANddcE9pnZhg8eDDuv/9+ZGZmeuKSzX821nMA4J0ZwD03VhurCzjxDJSGDRvi8ccfR3x8fMh21llnYe7cuTjrrLM8szHPjdXG6mK36TyofswzY7bp+l79mGcmm79srOcAwDszgHturDa6x9MUfX/5y1/sl7/8pfXo0cO+/PLL0P6oqChbt26dZ65NmzbZeeedZ4WFhXbw4EEal5lsrrHaWM8BM96ZmXHPjdXG6jIzO3r0qN19992Wl5dnxcXFof0MNua5sdpYXWbcNp0H1Y95Zsw2Xd+rH/PMZHOL1cZ6DpjxzsyMe26sNrbHU29iUQOqX78+3njjDVxzzTXo2LEjXn75Za9JAE68hfKyZcuQnp6Otm3b4sMPP/SaFEo2t1htrOcAwDszgHturDZWF3DitTaeeuopPP7447j88ssxYcIEVFZWes0CwD03VhurC+C26TyofswzY7bp+l79mGcmm1usNtZzAOCdGcA9N1Yb3eMZ8SVD9U+1bt06O+ecc6xfv36er0b/sPnz51tWVpY98MADFh0dTeMyk801VhvrOWDGOzMz7rmx2lhdZmbl5eV20UUXWdeuXelszHNjtbG6zLhtOg+qH/PMmG26vlc/5pnJ5harjfUcMOOdmRn33FhtDI+nnoFXw8rLy8PHH3+M9PR0tGrVKvR6IV7Xs2dPFBcXo7S0FImJiad9EUovks0tVhvrOQDwzgzgnhurjdUFAGlpaZgzZw6uvvpqXHrppTTvyAVwz43VxuoCuG06D6of88yYbbq+Vz/mmcnmFquN9RwAeGcGcM+N1cbweOpdaJVSSimllFJKKaWUIk7PwFNKKaWUUkoppZRSijgt4NWwGjdujN69e4ft69WrF5o0aeKR6EQ9evTAwIEDw/YNGDAAPXv29Ab0g2Rzi9XGeg4AvDMDuOfGamN1AUAwGETLli3D9uXm5lL8agbz3FhtrC6A26bzoPoxz4zZput79WOemWxusdpYzwGAd2YA99xYbQyPZ1TEvpL6SRowYABSU1PD9l1xxRXYu3evR6IT5eTkICMjI2xfZmYmgkHv14hlc4vVxnoOALwzA7jnxmpjdQHA888/j7p164btmzBhAvbv3+8N6Acxz43VxuoCuG06D6of88yYbbq+Vz/mmcnmFquN9RwAeGcGcM+N1cbweOo18JRSSimllFJKKaWUIs77pV+llFJKKaWUUkoppdRp0wJeDen999/HmDFjsGDBAgDAkiVLcNFFF6Fnz56YNm2aZ64NGzZg2rRpKC0tBQCUlpZi6NChGDRoUMgqm2w/RaznAMA7M4B7bqw2VhcAFBUVYcCAASHHK6+8gtzcXDRp0gRjxozx1MY8N1Ybq4vdpvOg+jHPjNmm63v1Y56ZbP6ysZ4DAO/MAO65sdqoHk9T9L300ksWFRVl7du3t6SkJJs2bZrVrVvXBg8ebIMGDbKYmBh77bXXIu6aO3euxcTEWP369S0uLs7mzp1rqamp1qtXL+vZs6fVqlXL5s+fH3GXbP6zsZ4DZrwzM+OeG6uN1WVm9uSTT1piYqJdeeWVlpGRYePHj7eUlBQbP368jR071pKTk+3ZZ5/1xMY8N1Ybq4vdpvOg+jHPjNmm63v1Y56ZbP6ysZ4DZrwzM+OeG6uN7fHUAl4NqG3btjZ58mQzM/vggw8sPj7eJk2aFDr++OOPW+fOnSPuys/PtwcffNDMzF5++WWrV6+ejRw5MnR8xIgR1rt374i7ZPOfjfUcMOOdmRn33FhtrC4zsxYtWtjMmTPNzKy4uNiioqKsqKgodLyoqMg6dOjgiY15bqw2Vhe7TedB9WOeGbNN1/fqxzwz2fxlYz0HzHhnZsY9N1Yb2+OpBbwaUGJion3++eeh7ejoaCspKQltb9iwwVJSUiLuSk5Otk2bNpmZWUVFhUVFRVlxcXHo+Jo1aywtLS3iLtn8Z2M9B8x4Z2bGPTdWG6vLzCw+Pt6++OKL0HZsbKytXbs2tL1p0yarW7euFzTqubHaWF1m3DadB9WPeWbMNl3fqx/zzGTzl431HDDjnZkZ99xYbWyPp14DrwYUHR2NY8eOhbZjY2ORlJQUtv3tt996QUMgEAAABINBxMXFoU6dOqFjtWvXxv79+z1xAbK5xmhjPgcAzpkB3HNjtbG6ACAhIQGHDx8ObaempobZAOD777+PNAsA99xYbawugNum86D6Mc+M2Qbo+u4S68wA2VxjtDGfAwDnzADuuTHbmB5PLeDVgJo1axZ6wUQA2LFjBxo3bhzaLisrQ8OGDSPuysnJwaZNm0Lby5cvR1ZWVmh727ZtyMjIiLgLkM01VhvrOQDwzgzgnhurjdUFAC1atMDq1atD29u3b0d2dnZou7S0FDk5OR7IuOfGamN1Adw2nQfVj3lmzDZd36sf88xkc4vVxnoOALwzA7jnxmpjezyjIvaVlHMjR45EvXr1QtvJyclhx1euXIlrr7020iwMHToUFRUVoe1WrVqFHZ87dy569uwZaRYA2VxjtbGeAwDvzADuubHaWF0AMHHiRCQmJp72+LZt23DbbbdFUPTXmOfGamN1Adw2nQfVj3lmzDZd36sf88xkc4vVxnoOALwzA7jnxmpjezwDZmYR+2pKKaWUUkoppZRSSqlqpV+hVUoppZRSSimllFKKOC3g1ZDmzJmDwYMH4/777w/73XAA2Ldvn2dPwy0pKcH48eMxZcoU7N27N+zYgQMHMGjQIE9cgGyusdpYzwGAd2YA99xYbawuAJgyZQp69eqFa6+9FvPnzw87tnfvXjRp0sQjGffcWG2sLoDbpvOg+jHPjNmm63v1Y56ZbG6x2ljPAYB3ZgD33FhtVI9nxN7vVjk3c+ZMq1Wrll1yySXWpUsXi4uLsxkzZoSOl5eXWzAYjLjr3XfftZiYGGvZsqVlZWVZSkqKLViwwHOXbP6zsZ4DZrwzM+OeG6uN1WVmNnnyZEtISLA77rjDbrzxRouJibFHHnmEwsY8N1Ybq4vdpvOg+jHPjNmm63v1Y56ZbP6ysZ4DZrwzM+OeG6uN7fHUAl4NqG3btjZ58uTQ9iuvvGKJiYlWVFRkZt59M+fn59vIkSPNzKyystImTpxoSUlJNnfuXE9dsvnPxnoOmPHOzIx7bqw2VpeZWV5ens2cOTO0/eGHH1pqaqqNGjXKcxvz3FhtrC52m86D6sc8M2abru/Vj3lmsvnLxnoOmPHOzIx7bqw2tsdTC3g1oMTERPv888/D9i1YsMCSkpJs6tSpnn0zJycn2+bNm8P2zZw50xITE2327Nme/gUgm79srOeAGe/MzLjnxmpjdZmZxcfH25YtW8L2rVmzxtLS0mzEiBF6PGuYjdXFbtN5UP2YZ8Zs0/W9+jHPTDZ/2VjPATPemZlxz43VxvZ4RkXul3WVa8nJydi9ezcaN24c2tejRw+8/fbbuPTSS/Hll1964oqNjcU333wTtq9///4IBoO47rrr8MQTT3jiAmRzjdXGeg4AvDMDuOfGamN1AcAZZ5yB7du3IycnJ7SvVatWWLBgAXr27ImdO3d6ZmOeG6uN1cVu03lQ/ZhnxmzT9b36Mc9MNrdYbaznAMA7M4B7bqw2usczYkuFyrm+ffva6NGjqzy2cOFCS0xM9GQ1unfv3vbYY49VeWzWrFkWHR3t2Qq+bG6x2ljPATPemZlxz43VxuoyM+vXr5/dc889VR5bu3atpaam6vGsIlYbq8uM26bzoPoxz4zZput79WOemWxusdpYzwEz3pmZcc+N1cb2eOpdaGtAw4YNQ1xcXJXHunfvjtmzZ6OwsDDCKmDo0KHYsWNHlcf69euHF154Ad26dYuw6kSyucVqYz0HAN6ZAdxzY7WxugBgxIgRaNOmTZXHWrZsiQULFmD06NERVp2IeW6sNlYXwG3TeVD9mGfGbNP1vfoxz0w2t1htrOcAwDszgHturDa2xzNgZhaxr6aUUkoppZRSSimllKpWegaeUkoppZRSSimllFLEaQFPKaWUUkoppZRSSinitICnlFJKKaWUUkoppRRxWsBTSimllFJKKaWUUoo4LeApRdKWLVvw/fffe82oUWle7un9i/6xjh49iqNHj3rNUD+jFi1ahG+//dZrRo3q6NGjKCsr07lazXbv3o3y8nKvGaEqKiqwe/dufPXVV15TlKJI9wbVT/NyT/cGNSMt4PmgsrIy9OzZ05OvvWvXLsyYMQNz5szBsWPHwo4dPnwYDz/8sCcuAHj//fcxZswYLFiwAACwZMkSXHTRRejZsyemTZvmmet0nX322di0aZPXjLB27tyJMWPG4IYbbsB9992H0tJSTxzz5s3DmjVrAACVlZUYN24cMjMzERsbi4YNG+LRRx/17KJz2WWX4aWXXqK84T569Cjuu+8+dOvWDRMnTgQAjB8/HklJSahduzb69++PAwcOeOYrKSlBYWEhmjRpgvj4eCQmJqJ169YYNWqUp673338fF198MerVq4eEhAQkJCSgXr16uPjii/HBBx945vp7bdiwAU2aNPHs65eUlGD8+PGYMmUK9u7dG3bswIEDGDRokEcyoKioCAMGDAj93f/KK68gNzcXTZo0wZgxYzxzVdUvfvELbN261VPDnj17wrY//fRTDBgwAJ07d8bVV1+NRYsWeQMD8MILL2D58uUAgO+++w633HILEhMT0bx5cyQlJWHIkCGeLeS1bt0a48aNw/bt2z35+qfr66+/xtVXX42srCwMHToUFRUVGDx4MDIyMpCZmYlOnTph165dnvneeecddOvWDYmJiWjQoAHS09NRt25d3HTTTdi2bZtnLgBYv349br/9drRr1w4ZGRnIyMhAu3btcPvtt2P9+vWe2n4s3RtUne4N/vl0b/D3072Be6z3BlTXAlM1vk8//dSCwWDEv+7HH39sdevWteTkZIuPj7dmzZrZ2rVrQ8fLy8s9cZmZvfTSSxYVFWXt27e3pKQkmzZtmtWtW9cGDx5sgwYNspiYGHvttdc8sV1xxRVVfgSDQevVq1do24vi4+Ntz549Zma2bt06q1OnjjVr1syuueYaa9GihSUkJFhJSUnEXWeffbYtWbLEzMweeeQRS0lJsUmTJtncuXPtqaeesrS0NHv00Ucj7jIzCwQCFhUVZXXq1LEhQ4bYypUrPXFU1bBhw6xBgwZ27733Wm5urt1+++2WlZVlM2bMsFmzZlmzZs3s3//93z2xzZs3z+Lj4+2qq66yG2+80RISEuzOO++0X/3qV9asWTNr2rSp7dq1K+KuF154waKiouz666+3adOm2Zw5c2zOnDk2bdo069evn0VHR9v06dMj7vpH8upaYGb27rvvWkxMjLVs2dKysrIsJSXFFixYEDru5fXgySeftMTERLvyyistIyPDxo8fbykpKTZ+/HgbO3asJScn27PPPhtxV7t27ar8CAQClpubG9r2omAwaLt37zYzsw8//NCio6OtoKDAhg8fbr1797aoqChbvHixJ7bGjRvbihUrzMzsvvvus5ycHHv99ddtw4YN9uabb1rz5s1t+PDhntgCgYClpKRYrVq1rE+fPvb73//ejh8/7onlhw0aNMhatWplTz/9tBUUFFjfvn2tTZs2tnTpUlu2bJmdd955VlhY6Ilt+vTpVrt2bbv33nvtwQcftPT0dBsxYoRNnTrVCgoK7IwzzrCNGzd6YpszZ47FxMTYBRdcYGPGjLEpU6bYlClTbMyYMdapUyeLjY21efPmeWL7e+ne4NR0b+CW7g2qn+4N3GK9N2C7FmgBrwY0efLkH/24//77PbkY9urVy26++WarqKiwAwcO2NChQy0lJcWKi4vNzNuLdNu2bW3y5MlmZvbBBx9YfHy8TZo0KXT88ccft86dO3tiCwQCVlBQYAMHDgz7CAaD9stf/jK07ZXt5E1b37597bLLLgvdfFRUVNj1119vl156acRdsbGx9sUXX5iZWatWrezVV18NO/72229bs2bNIu4yOzGzdevW2ZNPPmmtW7e2YDBo55xzjj399NP29ddfe2I6WaNGjez99983M7OysjILBoP25ptvho6/9957lp2d7Ymtbdu2NnXq1DBLixYtzMzs2LFj9m//9m+enAdnnXWWPfPMM6c9/t///d+efa8NGzbsRz9uvPFGz/7Ozc/Pt5EjR5qZWWVlpU2cONGSkpJs7ty5Zubt9aBFixY2c+ZMMzMrLi62qKgoKyoqCh0vKiqyDh06RNwVFRVlF154oT300EOhjzFjxlgwGLTbb789tM+Lfngt6N27tw0aNCjs+N133209e/b0ghZ2PWjevHnoe+xkixcvtqysLC9oFggEbMeOHfbGG2/YZZddZlFRUZaammr33nuvrV+/3hOTmVlGRoZ9+OGHZnbiXAwEAvbee++Fji9dutQyMzM9sbVo0cL+93//N7T9ySefWMOGDa2ystLMzK677jrPFi7atGljo0aNOu3xMWPGWOvWrSMo+mu6N6h+ujdwt+neoHrp3sAt1nsDtmuBFvBqQIFAwBo0aGA5OTlVfjRo0MCTi2G9evXss88+C9s3YcIEq1evnn388ceeXqQTExPt888/D21HR0eH/evQhg0bLCUlxQuavfzyy9awYUN7/vnnw/ZHRUXZunXrPDGd7IcX6UaNGoX+ZetkxcXFlpGREXFXRkaGLV++3MzM0tLSQj8Inmzjxo0WHx8fcZdZ+MzMzD766CO79dZbrU6dOhYfH2/9+vWz+fPne2KLj48P/XBjduI8+OG/hG/ZssUSEhK8oFlcXJxt2bIltF1ZWWnR0dG2c+dOMzNbsmSJpaamRtwVGxtrpaWlpz1eWlpqcXFxERT9tWAwaO3bt7fu3btX+XHuued69nducnKybd68OWzfzJkzLTEx0WbPnu3p9eBvz4PY2Niw82DTpk1Wt27diLuWLl1qTZs2tdGjR1tFRUVoP9u14Id//55s7dq1dsYZZ3hBs+zs7NCzOzMzM+2TTz4JO75+/XpLTEz0gnbK9WDnzp32yCOP2FlnnWXBYNDy8/Ptueeei7grISHBtm7dGtqOjo62NWvWhLY///xzz2YWHx8fdi0wO3EO7Nixw8xOXFO9OD/NTlynWK8Hujeofro3cEv3BtVP9wZusd4bsF0L9Bp4NaDs7Gw8+eST2LJlS5Uf77zzjme27777Lmx7xIgRGDlyJH7xi19g2bJlHqmA6OjosNfdiI2NRVJSUti2V69LcP311+NPf/oTnnvuOVx11VXYt2+fJ46qCgQCCAQCAIBgMIg6deqEHa9bt64n3iuuuAL/+Z//iYqKCvTt2xdTpkwJe12Lp59+Gm3bto24q6o6duyIZ599Fjt37sSUKVOwfft29O7d2xNLVlZW6LWiPvnkEwQCAXz88ceh4x999BEyMzM9sWVmZuKzzz4LbZeVlaGyshIpKSkAgIYNG+LQoUMRd7Vs2RLPPffcaY8///zzyMvLi6DorzVr1gzDhg3DwoULq/z43e9+54kLOPF36jfffBO2r3///igqKsJ1112HN954wxsYgISEBBw+fDi0nZqaGnY9ALx50evOnTtj1apV2LhxIzp16oSysrKIG36sgwcP4sCBA4iLi0NsbGzYsbi4OBw5csQT1w033IAHH3wQ33zzDW666SY8/PDDob8rjhw5goceegidO3f2xHby+nmyjIwMPPDAA9i4cSPmz5+Ppk2b4q677oq466yzzsLbb78NAJg7dy7i4uLw3nvvhY6/++67aNy4ccRdAJCTk4OVK1eGtouLixEMBpGWlgYAqF+/Po4fP+6Z7cd+xn7nnXeQnZ0dQdFf071B9dO9gVu6N/jn073BPxbrvQHbtSAqYl9JOdehQwesWrUK1157bZXHA4GAJy/S2apVKyxbtgxt2rQJ23/fffehsrIS/fr1i7jpZM2aNUNpaSnOPvtsAMCOHTtQu3bt0PGysjI0bNjQKx5ycnKwZMkSjB07Fueccw5+97vfnfKDvxeZGZo3b45AIIBDhw5h9erVYY/v5s2bkZ6eHnHXI488gl69eqFFixbIz8/Ha6+9hvfffx/NmzfH5s2b8fXXX+Pdd9+NuOvHSkhIwMCBAzFw4EBs3LjRE8OQIUMwcOBAFBUVYdWqVXj88ccxcuRIlJaWIhgMYurUqbj33ns9sRUWFmLw4MF48MEHERsbi0mTJuHyyy9HTEwMgBMvmu/FDeUTTzyBSy+9FPPmzUOvXr1CN5G7d+/G/Pnz8fnnn3t2Y3Tuuedi1apVuPHGG6s87tW1AADatm2LhQsXokOHDmH7r7/+epgZBgwY4IkLAFq0aIHVq1cjNzcXAE55g4HS0lLk5OR4IAPq1KmDl19+GdOmTUOXLl0wduxYimsBADRv3hzAievCypUr0a5du9CxdevWoUGDBp64xowZg7Vr16JJkyY499xz8ac//QlpaWnIzMzEzp07kZKSgvfff98T24+df927d0f37t09eRHu4cOHY8CAAXjqqaewfft2zJgxA3fffTc++ugjBINBvP7665g0aVLEXQBwxx13YPDgwfjkk08QFxeHoqIi3HTTTahVqxaAEzeTJ78XI93DDz+M/v37Y9GiRVVeD+bNm4dZs2Z5YtO9QfXTvYFbujf46dK9wY/Hem/Adi3QAl4N6OGHH/7Rf+nOy8vDli1bIig6UWFhIRYvXowhQ4accuz++++HmeG3v/1txF0AMHLkSNSrVy+0nZycHHZ85cqVp/2hJ1IFg0GMHTsWvXv3RmFhISoqKjz1ADjlHbiaNWsWtr1ixQpcccUVkSQBOHGTu2zZMjz33HOYPXs2cnJyUFlZiWPHjqFfv34YOnSoZz90FRQUhC4sp8urm4977rkHZ555JpYvX45BgwahX79+aN26NUaPHo0jR45g2LBhePDBBz2xjRw5EocPH8a4ceNw9OhR9OnTB5MnTw4dz8zMxNSpUyPu6t69O9auXYupU6dixYoVKC8vBwCkp6fjoosuwpAhQzxb7HniiSd+9N01zznnHFRWVkZQ9NeGDh2KJUuWVHmsX79+MDPPniE4ceJEJCYmnvb4tm3bcNttt0VQdGo333wzunTpghtuuMGTZwP+bQsXLgzbzsjICNvesmULbr311kiSQsXExOCtt97CvHnzMHv2bNSqVQuVlZXIyMhA586d0b9//x99vP+VDRgwAPHx8T/63/ztzyOR6IYbbkBOTg5WrFiB/Px8dOrUCXl5eXj00Udx5MgR/M///I9ni+x33HEHgsEgZsyYgaNHj2LgwIEYNWpU6HjHjh09WyS75pprkJmZid/85jd44oknwq4H+fn5WLRoEfLz8z2x6d6g+unewC3dG1Q/3Ru4xXpvwHYtCJhX/1yvlAp16NAhlJWVoUWLFqf8qpJSSqmfR5WVlTh48CCSk5MpnnmhlFLKm07eG+Tm5v7dxSCl1M8nLeDVsPbv3x+26vu3r0PgVawuQDbXWG2sLkA215htSimllFJKKfXDzAyVlZWhl3yIVHoTixpSUVER8vLyUL9+feTl5YX9/x97wfWfq6um2XJzc2ltLHPTzGRjqKSkJOIX6n802dxitbG6ANlcY7WxugDvbXPmzMHgwYNx//33Y8OGDWHH9u3bh549e3okC7eVlpaGHfPSxuoCao5N32vVd2lm/3g1xcbymH7//ff49a9/jYKCAowZMwYA8NhjjyEpKQkJCQkYMGBA2Bvk/MuL2PvdKuf+67/+yxISEmzEiBG2cOFCW79+va1fv94WLlxoDzzwgCUmJtpjjz0ml2y+tbG6ZPOn7cf69NNPLRAIeM2oMtncYrWxusxkc43Vxuoy89Y2c+ZMq1Wrll1yySXWpUsXi4uLsxkzZoSOl5eXWzAYlK0GuGTzn43VJZv/bL/+9a8tLS3N/uM//sPy8vJsyJAh1qhRI5sxY4a9+OKLlpmZaRMnToyYR79CWwPKzs7GY489dtoXVn3llVcwfPhwbNu2Ta7/Tza3WG2sLkA211htV1555Y8e379/PxYtWuTJC0vL5harjdUFyOYaq43VBXDb2rVrh5tvvhl33XUXAODVV1/FoEGDMHnyZNxyyy3YvXs3GjRoIFsNcMnmPxurSzb/2Zo2bYrJkyfj0ksvxebNm3H22Wdj1qxZuO6660LOcePGYc2aNRHx6F1oa0B79uxB69atT3u8devW2Lt3bwRFJ2J1AbK5xmpjdQGyucZqmz17Nnr37h16i/i/zct3hJPNLVYbqwuQzTVWG6sL4LZt2rQJl112WWj72muvRWpqKi6//HIcP37ck3feZLexumTzn43VJZv/bDt37sQ555wD4MS7MMfExIS2AeC8887DF198ETlQxJ7rp5zr2rWrFRYW2vHjx0859v3331thYaF169ZNrh8km1usNlaXmWyusdpat25tRUVFpz3+5z//2bNfLZDNLVYbq8tMNtdYbawuM25bRkaGLV++/JT9ixYtsqSkJHvwwQdlqyEuM9lcY7Wxusxkc43VlpaWZqtXrw5td+rUyb788svQ9oYNGyw5OTliHj0Drwb0zDPPoE+fPkhPT0e3bt1C/0q5e/duLFmyBDExMXjvvffkks23NlaXbP6zdejQAcXFxbjllluqPB4bG4usrKwIq04km1usNlYXIJtrrDZWF8Bt69ixI+bOnYsLLrggbH9BQQFmz56NSy+91BMXwGtjdQGyucZqY3UBsrnGasvLy0NxcXHoN4c+/PDDsONr1qzBWWedFTGPXgOvhnTw4EHMmDEDK1asQHl5OQAgPT0d+fn56N+/P5KTk+WSzdc2Vpds/rIdPXoUFRUVSEhIiPjX/nvJ5harjdUFyOYaq43VBXDbFi9ejGXLluGBBx6o8vjChQsxffp0TJs2LcIyXhurC5DNNVYbqwuQzTVW28aNGxEdHY3GjRtXeXzWrFmIioo67et6/9RpAU8ppZRSSimllFJKKeKCXgOUW5dccgl27drlNeOUWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2rx0aQGvhrZkyRJ8++23XjNOidUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq81LlxbwlFJKKaWUUkoppZQiTgt4NbTs7GxER0d7zTglVhcgm2usNlYXIJtrrDZWFyCba6w2Vhcgm2usNlYXIJtrrDZWFyCba6w2Vhcgm2usNi9dehMLpZRSSimllFJKKaWI0zPwfNDhw4exZMkSrxmnxOoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1RZpl56B54NKSkrQvn17VFRUeE0Ji9UFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaqy3SLj0DTymllFJKKaWUUkop4qK8Bqi/X/369X/0uFer0KwuQDbXWG2sLkA211htrC5ANtdYbawuQDbXWG2sLkA211htrC5ANtdYbawuQDbXWG1sLi3g1YCOHj2KoUOHonXr1lUe/+KLLzB27NgIq3hdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdroXKbo69Spkz311FOnPf7pp59aMBiMoOhErC4z2VxjtbG6zGRzjdXG6jKTzTVWG6vLTDbXWG2sLjPZXGO1sbrMZHON1cbqMpPNNVYbm0uvgVcDuuSSS/DNN9+c9nj9+vVRWFgYOdD/x+oCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1cbm0rvQKqWUUkoppZRSSilFnJ6Bp5RSSimllFJKKaUUcXoTixrSsWPH8Oabb2L58uUoLy8HAKSnp6NTp07o27cvYmJi5JLN1zZWl2z+s7G6ZPOfjdUlm/9srC7Z/GdjdcnmPxurSzb/2Zhc+hXaGtDmzZvRp08f7Ny5E+effz7S0tIAALt378ZHH32Ehg0bYu7cuWjWrJlcsvnSxuqSzX82Vpds/rOxumTzn43VJZv/bKwu2fxnY3XJ5j8bm0sLeDWg3r17IzExEdOnT0dycnLYsQMHDqCwsBDffvst3n33Xblk86WN1SWb/2ysLtn8Z2N1yeY/G6tLNv/ZWF2y+c/G6pLNfzY6V8Te71Y5Fx8fb2vWrDnt8dWrV1t8fHwERSdidZnJ5hqrjdVlJptrrDZWl5lsrrHaWF1msrnGamN1mcnmGquN1WUmm2usNlaXmWyusdrYXHoTixpQ3bp1sXXr1tMe37p1K+rWrRsxz8lYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHa6FwRWypUzo0aNcrq1atnkyZNspKSEisvL7fy8nIrKSmxSZMmWf369W3MmDFyyeZbG6tLNv/ZWF2y+c/G6pLNfzZWl2z+s7G6ZPOfjdUlm/9sbC4t4NWQHn30UcvIyLBAIGDBYNCCwaAFAgHLyMiwiRMnyiWb722sLtn8Z2N1yeY/G6tLNv/ZWF2y+c/G6pLNfzZWl2z+szG59CYWNawtW7aEvXVx48aNPRadiNUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq43BpdfAq2E1btwY+fn5qKysRIMGDbzmhGJ1AbK5xmpjdQGyucZqY3UBsrnGamN1AbK5xmpjdQGyucZqY3UBsrnGamN1AbK5xmpjcOkZeDW05ORkfPrpp2jSpInXlLBYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHavHTpGXg1NNZ1V1YXIJtrrDZWFyCba6w2Vhcgm2usNlYXIJtrrDZWFyCba6w2Vhcgm2usNlYXIJtrrDYvXVrAU0oppZRSSimllFKKOC3g1dCeffZZpKWlec04JVYXIJtrrDZWFyCba6w2Vhcgm2usNlYXIJtrrDZWFyCba6w2Vhcgm2usNlYXIJtrrDYvXXoNvBrcokWLcP755yM+Pt5rSlisLkA211htrC5ANtdYbawuQDbXWG2sLkA211htrC5ANtdYbawuQDbXWG2sLkA211htXrm0gFeDi4mJQUlJCXJzc72mhMXqAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdXmlSsqol9NOdW+ffsq93///fe46qqrEBcXBwAoLi6OJIvWBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquNzaUFvBrQmjVr0KtXL1xwwQWhfWaGkpIS9OjRA2eeeaZcsvnaxuqSzX82Vpds/rOxumTzn43VJZv/bKwu2fxnY3XJ5j8bncsUfUuXLrWmTZva6NGjraKiIrQ/KirK1q1bJ1cVyeYWq43VZSaba6w2VpeZbK6x2lhdZrK5xmpjdZnJ5hqrjdVlJptrrDZWl5lsrrHa2Fx6F9oaUOfOnbFq1Sps3LgRnTp1QllZmdckALwuQDbXWG2sLkA211htrC5ANtdYbawuQDbXWG2sLkA211htrC5ANtdYbawuQDbXWG10rogvGap/queff97S09Pt2WeftejoaM9Xyk/G6jKTzTVWG6vLTDbXWG2sLjPZXGO1sbrMZHON1cbqMpPNNVYbq8tMNtdYbawuM9lcY7UxuLSAVwPbuHGjnXfeeRYIBGi+mc14XWayucZqY3WZyeYaq43VZSaba6w2VpeZbK6x2lhdZrK5xmpjdZnJ5hqrjdVlJptrrDavXQEzM2+fA6hcqqysxMGDB5GcnIxAIOA1JxSrC5DNNVYbqwuQzTVWG6sLkM01VhurC5DNNVYbqwuQzTVWG6sLkM01VhurC5DNNVably4t4CmllFJKKaWUUkopRZzexKKGNGXKFPTq1QvXXnst5s+fH3Zs7969aNKkiVx/k2xusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdqYXFrAqwH95je/wfDhw9GiRQvExsbi4osvxoQJE0LHKyoq8MUXX8glm29trC7Z/GdjdcnmPxurSzb/2VhdsvnPxuqSzX82Vpds/rPRuSL+qnuq2uXl5dnMmTND2x9++KGlpqbaqFGjzMysvLzcgsGgXLL51sbqks1/NlaXbP6zsbpk85+N1SWb/2ysLtn8Z2N1yeY/G5tLC3g1oPj4eNuyZUvYvjVr1lhaWpqNGDHCs29mVpds/rOxumTzn43VJZv/bKwu2fxnY3XJ5j8bq0s2/9lYXbL5z8bmiorcc/2Ua2eccQa2b9+OnJyc0L5WrVphwYIF6NmzJ3bu3CmXbL62sbpk85+N1SWb/2ysLtn8Z2N1yeY/G6tLNv/ZWF2y+c9G54rYUqFyrl+/fnbPPfdUeWzt2rWWmprqyWo0q8tMNtdYbawuM9lcY7Wxusxkc43Vxuoyk801Vhury0w211htrC4z2VxjtbG6zGRzjdXG5tIz8GpAI0aMwKpVq6o81rJlSyxYsAB/+MMfIqzidQGyucZqY3UBsrnGamN1AbK5xmpjdQGyucZqY3UBsrnGamN1AbK5xmpjdQGyucZqY3MFzMwi9tWUUkoppZRSSimllFLVSs/Aq0F9/PHHWL58OcrLywEA6enpyM/PR8eOHeU6TbK5xWpjdQGyucZqY3UBsrnGamN1AbK5xmpjdQGyucZqY3UBsrnGamN1AbK5xmqjcUXsl3WVc7t377bOnTtbIBCw7Oxs69ixo3Xs2NGys7MtEAhYly5dbPfu3XLJ5lsbq0s2/9lYXbL5z8bqks1/NlaXbP6zsbpk85+N1SWb/2xsLi3g1YCuuuoqy8/Pt9LS0lOOlZaWWqdOnezqq6+W6wfJ5harjdVlJptrrDZWl5lsrrHaWF1msrnGamN1mcnmGquN1WUmm2usNlaXmWyusdrYXFrAqwElJSVZcXHxaY+vXLnSkpKSIig6EavLTDbXWG2sLjPZXGO1sbrMZHON1cbqMpPNNVYbq8tMNtdYbawuM9lcY7Wxusxkc43VxuYKRvYXdpVLsbGxOHDgwGmPHzx4ELGxsREUnYjVBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquNzhWxpULl3O23327Z2dn2+uuv2/79+0P79+/fb6+//rrl5OTYnXfeKZdsvrWxumTzn43VJZv/bKwu2fxnY3XJ5j8bq0s2/9lYXbL5z8bm0gJeDei7776zIUOGWExMjAWDQYuLi7O4uDgLBoMWExNjQ4cOte+++04u2XxrY3XJ5j8bq0s2/9lYXbL5z8bqks1/NlaXbP6zsbpk85+NzRUwM4vc8/3UP9OBAwewatWqsLcu7tChA5KTk+U6TbK5xWpjdQGyucZqY3UBsrnGamN1AbK5xmpjdQGyucZqY3UBsrnGamN1AbK5xmpjcWkBTymllFJKKaWUUkop4vQmFjWkb7/9FkuXLsX69etPOfbdd99h+vTpHqh4XYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaqFwR+2Vd5dxnn31m2dnZFggELBgMWrdu3WzHjh2h4+Xl5RYMBuWSzbc2Vpds/rOxumTzn43VJZv/bKwu2fxnY3XJ5j8bq0s2/9nYXHoGXg3oV7/6FVq1aoU9e/bgs88+Q+3atdGlSxds27ZNLtl+FjZWl2z+s7G6ZPOfjdUlm/9srC7Z/GdjdcnmPxurSzb/2ehcEVsqVM6deeaZtnr16tB2ZWWlDRkyxLKysqysrMyz1WhWl2z+s7G6ZPOfjdUlm/9srC7Z/GdjdcnmPxurSzb/2VhdsvnPxubSM/BqQN9++y2ioqJC24FAAFOnTsVll12GgoICbNy4US7ZfG1jdcnmPxurSzb/2VhdsvnPxuqSzX82Vpds/rOxumTzn43NFfX3/xPldS1atMDKlSuRm5sbtv+ZZ54BAFx++eVesGhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdroXBF7rp9y7pFHHrGLLrrotMeHDh1qgUAggqITsbrMZHON1cbqMpPNNVYbq8tMNtdYbawuM9lcY7Wxusxkc43Vxuoyk801Vhury0w211htbK6AmVlklwyVUkoppZRSSimllFL/aHoNPKWUUkoppZRSSimliNMCnlJKKaWUUkoppZRSxGkBTymllFJKKaWUUkop4rSAp5RSSimllFJKKaUUcVrAU0oppZRSSimllFKKOC3gKaWUUkqpU+revTvuueeen93XVkoppZRiTAt4SimllFLqn2rRokUIBAL45ptvfpLPe/311zFu3LifDqiUUkopVcOL8hqglFJKKaXUD6tfv77XBKWUUkopqvQMPKWUUkqpn3mHDx9GYWEhkpKSkJGRgSeeeCLs+EsvvYRzzz0XtWvXRnp6Ovr37489e/YAALZu3YoePXoAAOrVq4dAIICBAwcCACorKzFhwgQ0btwY8fHxOOecc/D73//+737e3/4KbU5ODsaPHx8yZmdn449//CO++uor9O3bF0lJSWjTpg1WrlwZ5l66dCm6du2K+Ph4NGrUCHfddRcOHz78U49PKaWUUupfnhbwlFJKKaV+5g0fPhyLFy/GW2+9hffeew+LFi1CcXFx6Pjx48cxbtw4lJSU4M0338TWrVtDi22NGjXCH/7wBwDAZ599hl27dmHy5MkAgAkTJmD69On47W9/i3Xr1mHYsGG48cYbsXjx4h/9vKp68skn0blzZ/z5z3/GJZdcgptuugmFhYW48cYbUVxcjKZNm6KwsBBmBgAoKyvDhRdeiKuuugqrV6/GK6+8gqVLl+LOO+/8V4xQKaWUUupfWsBO/pSjlFJKKaV+dh06dAgpKSmYMWMGrrnmGgDA119/jYYNG+LWW2/FU089dcrnrFy5Eueddx4OHjyIpKQkLFq0CD169MC+fftQt25dAMDRo0dRv359fPDBB8jPzw997uDBg3HkyBHMmjWrys8DTjwDr23btqGvnZOTg65du+Kll14CAJSXlyMjIwOjRo3Cww8/DABYsWIF8vPzsWvXLqSnp2Pw4MGoVasWnn322dCfu3TpUhQUFODw4cOIi4v7CaeolFJKKfWvTa+Bp5RSSin1M66srAzHjh3D+eefH9pXv359nH322aHtVatW4aGHHkJJSQn27duHyspKAMC2bduQl5dX5Z+7efNmHDlyBL179w7bf+zYMbRr167azjZt2oT+f1paGgCgdevWp+zbs2cP0tPTUVJSgtWrV2PmzJmh/8bMUFlZiS1btiA3N7faBqWUUkopr9ICnlJKKaWUOm2HDx9Gnz590KdPH8ycOROpqanYtm0b+vTpg2PHjp328w4dOgQAeOedd5CZmRl2LDY2ttqO6Ojo0P8PBAKn3XdycfHQoUO47bbbcNddd53yZ2VlZVX76yullFJKeZkW8JRSSimlfsY1bdoU0dHR+Oijj0ILW/v27cPGjRtRUFCA0tJS/OUvf8Gjjz6KRo0aAcApbxYRExMDAKioqAjty8vLQ2xsLLZt24aCgoIqv3ZVn/dT1b59e6xfvx7NmjX7yf9spZRSSqlIpzexUEoppZT6GZeUlIRbbrkFw4cPx4IFC7B27VoMHDgQweCJHxOzsrIQExODp59+Gp9//jn++Mc/Yty4cWF/RnZ2NgKBAN5++2189dVXOHToEGrXro377rsPw4YNw4svvoiysjIUFxfj6aefxosvvnjaz/up+tWvfoVly5bhzjvvxKeffopNmzbhrbfe0ptYKKWUUqpGpgU8pZRSSqmfeY899hi6du2Kyy67DL169UKXLl3QoUMHAEBqaipeeOEFvPbaa8jLy8Ojjz6Kxx9/POzzMzMzMXbsWIwYMQJpaWmhRbJx48Zh1KhRmDBhAnJzc3HhhRfinXfeQePGjX/0836K2rRpg8WLF2Pjxo3o2rUr2rVrh9GjR6NBgwY/2ddQSimllIpUehdapZRSSimllFJKKaWI0zPwlFJKKaWUUkoppZQiTgt4SimllFJKKaWUUkoRpwU8pZRSSimllFJKKaWI0wKeUkoppZRSSimllFLEaQFPKaWUUkoppZRSSinitICnlFJKKaWUUkoppRRxWsBTSimllFJKKaWUUoo4LeAppZRSSimllFJKKUWcFvCUUkoppZRSSimllCJOC3hKKaWUUkoppZRSShGnBTyllFJKKaWUUkoppYj7P+i2w0lWw6RRAAAAAElFTkS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", 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" ] @@ -531,7 +541,7 @@ } ], "source": [ - "kmeans = Cluster_KMeans(n_clusters=optimal_k)\n", + "kmeans = Cluster_KMeans(n_clusters=4)\n", "kmeans.fit(my_missing_data_matrix)\n", "clusters = kmeans.labels_\n", "\n", @@ -541,12 +551,41 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + } + ], + "source": [ + "optimal_k = Cluster_DTW_KMeans.find_n_clusters(my_missing_data_matrix, clusters=np.arange(1,9), method='elbow')\n", + "# transformed_matrix = DTWkmeans.fit_transform(my_missing_data_matrix)\n", + "print(optimal_k)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" ] @@ -556,13 +595,57 @@ } ], "source": [ - "DTWkmeans = Cluster_DTW_KMeans(n_clusters=optimal_k)\n", + "DTWkmeans = Cluster_DTW_KMeans(n_clusters=3)\n", "DTWkmeans.fit(my_missing_data_matrix)\n", "DTWclusters = DTWkmeans.labels_\n", "\n", "plot_data = MissingPatternPlot.initialize(my_missing_data_matrix, None, 'study_period', DTWclusters)\n", "plot_data.plot('cluster', direction=False, y_label='PERSON_ID', y_ticks=True)" ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/harrisonkane/Desktop/BME/Bass Connections/FOMO/fomo/examples/../../fomo/patterns/missing_data_matrix.py:46: FutureWarning: Support for axis=1 in DataFrame.rolling is deprecated and will be removed in a future version. Use obj.T.rolling(...) instead\n", + " resampled_matrix = matrix.rolling(window=intervals_per_group, axis=1, min_periods=1).mean()\n", + "/Users/harrisonkane/Desktop/BME/Bass Connections/FOMO/fomo/examples/../../fomo/patterns/spectrograms.py:19: UserWarning: nperseg = 256 is greater than input length = 30, using nperseg = 30\n", + " frequencies, times, Sxx = spectrogram(signal, fs)\n" + ] + } + ], + "source": [ + "spec_missing_data_matrix = missing_data_matrix(flagged_data, missingness_interval=15*4*24, person_index=False)\n", + "\n", + "spectrograms = generate_spectrograms(spec_missing_data_matrix)\n", + "spec_clusters = cluster_spectrograms(spectrograms, Cluster_KMeans, n_clusters=4)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_data_spec = MissingPatternPlot.initialize(my_missing_data_matrix, None, 'study_period', spec_clusters)\n", + "plot_data_spec.plot('cluster', direction=False, y_label='PERSON_ID', y_ticks=True)" + ] } ], "metadata": { diff --git a/fomo/patterns/__pycache__/spectrograms.cpython-311.pyc b/fomo/patterns/__pycache__/spectrograms.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..a07fbabb9c268e3ca56421b8b16707720e4497f7 GIT binary patch literal 3230 zcmaJ@O>7&-6`tiTmrGJ4B~pr1OEqaLs>R3=qt0VG`n$HbbuqNyx* z*_~A)DNB?soK`3dL@89*ha7Zr7}$pvNP!%C%yHLPz{COuf(AbL#=z|*r@k4AORfZW zIDGT=&6}C`X5RN^zK+Er2+Fh1qpRZ~gnlF+of6n*UcLj&eIy}?QP2uQ+rSD-TdopZ z;Th5wP(l@9MF5_?i&nxC2Q(rDfkq`}5oP%oWV(ec<3@2+E*iR4(#1-VA=3Q<1|Syx zFaHhF`>2F!4EzJ|XC=l&YaKmU>=z#IlQUiU7C5%oJG(dHA#jhpudOITHO>fn0%Q<7 z_KOMbbmx2s^F8wB^nYDKAAM2_f;F5sHrO30!M1(gV|9%;`899NHNG>Z#v6$akC4fm 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changed, 9 insertions(+), 3 deletions(-) diff --git a/fomo/patterns/missing_data_matrix.py b/fomo/patterns/missing_data_matrix.py index 00971d4..46dcd1d 100644 --- a/fomo/patterns/missing_data_matrix.py +++ b/fomo/patterns/missing_data_matrix.py @@ -2,7 +2,7 @@ import pandas as pd from .flag_missing_data import flag_missing_data -def missing_data_matrix(flagged_df, basis_rate=15, missingness_interval=15, person_index=False): +def missing_data_matrix(flagged_df, basis_rate=15, missingness_interval=15, person_index=True): """ Converts missing flagged data into matrix where each row is one participant and each column is one time point. The Value in each index represents @@ -14,7 +14,7 @@ def missing_data_matrix(flagged_df, basis_rate=15, missingness_interval=15, pers - missingness_interval: For fractional missingness, how big of interval to consider in final matrix. Fractional missingness = (number of basis_rate intervals with data)/(how many basis_rate intervals within missingness_interval) - - person_index: have person_id as index (False, default) or as column (True) + - person_index: have person_id as index (True, default) or as column (False) Returns: - DataFrame matrix as described @@ -46,7 +46,13 @@ def missing_data_matrix(flagged_df, basis_rate=15, missingness_interval=15, pers resampled_matrix = matrix.rolling(window=intervals_per_group, axis=1, min_periods=1).mean() # Since rolling mean includes the current and previous (window-1) columns, we need to select every intervals_per_group-th column to get non-overlapping intervals - resampled_matrix = resampled_matrix.iloc[:, [0] + [i for i in range(1, len(resampled_matrix.columns), intervals_per_group)]] + if not person_index: + #Include person_id column in final matrix + resampled_matrix = resampled_matrix.iloc[:, [0] + [i for i in range(0, len(resampled_matrix.columns), intervals_per_group)]] + + else: + # person_id already index of final matrix + resampled_matrix = resampled_matrix.iloc[:, [i for i in range(1, len(resampled_matrix.columns), intervals_per_group)]] return resampled_matrix From 066933ce53cdcf23766f331c68a1dd4ee8a2ca9b Mon Sep 17 00:00:00 2001 From: Harrison Kane Date: Mon, 8 Apr 2024 14:47:53 -0400 Subject: [PATCH 7/7] Fixed mdm bugs, updated full_pipeline --- fomo/examples/curr_data.csv | 98 +- fomo/examples/full_pipeline.ipynb | 878 ++++++++++-------- .../missing_data_matrix.cpython-311.pyc | Bin 3389 -> 3798 bytes fomo/patterns/missing_data_matrix.py | 4 +- 4 files changed, 547 insertions(+), 433 deletions(-) diff --git a/fomo/examples/curr_data.csv b/fomo/examples/curr_data.csv index 7b7f58b..88e5796 100644 --- a/fomo/examples/curr_data.csv +++ b/fomo/examples/curr_data.csv @@ -1,49 +1,49 @@ -person_id,2024-01-01 00:00:00,2024-01-01 00:15:00,2024-01-02 00:15:00,2024-01-03 00:15:00,2024-01-04 00:15:00,2024-01-05 00:15:00,2024-01-06 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a/fomo/examples/full_pipeline.ipynb +++ b/fomo/examples/full_pipeline.ipynb @@ -92,373 +92,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "datetime 2024-01-01 00:00:00 2024-01-01 00:15:00 2024-01-02 00:15:00 \\\n", - "person_id \n", - "102475 0.0 0.5 0.364583 \n", - "118675 0.0 0.0 0.281250 \n", - "140937 0.0 0.0 0.312500 \n", - "142237 0.0 0.5 0.406250 \n", - "165878 0.0 0.0 0.302083 \n", - "176588 1.0 1.0 0.979167 \n", - "187821 0.0 0.5 0.291667 \n", - "225284 1.0 1.0 0.979167 \n", - "225295 1.0 1.0 0.979167 \n", - "273148 1.0 1.0 1.000000 \n", - "301108 0.0 0.0 0.281250 \n", - "302361 0.0 0.0 0.322917 \n", - "307937 0.0 0.0 0.343750 \n", - "313802 0.0 0.5 0.291667 \n", - "328815 0.0 0.0 0.322917 \n", - "360610 1.0 1.0 0.979167 \n", - "363028 0.0 0.0 0.395833 \n", - "381632 0.0 0.0 0.354167 \n", - "397949 0.0 0.5 0.385417 \n", - "405144 0.0 0.0 0.322917 \n", - 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Use obj.T.rolling(...) instead\n", " resampled_matrix = matrix.rolling(window=intervals_per_group, axis=1, min_periods=1).mean()\n" ] + }, + { + "data": { + "text/html": [ + "
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+ "my_missing_data_matrix.head()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -496,12 +366,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -513,7 +383,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "optimal_k 2\n" + "optimal_k 7\n" ] } ], @@ -526,12 +396,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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0+PBhj+eZmZlKTU3V9ddfr7vuukvLly+/7JlMzWViJlNzmbivS8zVlZ7LxEySNGvWLOXn57ufv/HGG4qLi1NwcLDKlCmj4cOHX/ZMps6ViblMzGRqLhP3dYm5utJzmfjdLJm5X5k6VybmMjGTqblM3Ncl5upKz2XU+3dZrrSHP2zq1KmW0+m07rnnHisjI8NasGCBtWDBAisjI8Pq0qWLFRAQYL3zzjuXPZefn5+VnZ1tWZZlzZ8/3/Lz87O6d+9ujR8/3urdu7fldDqtOXPm2Jbp66+/tgICAqybb77ZGjRokNWyZUvL6XRaK1asuKyZTM1lYiZTc5m4r/8+F3N15eUyMdPvc02ZMsUKDg62nnvuOeuzzz6zXnjhBSs0NNSaPHmybZlMnStTcpmYydRcJu7rv8/FXF15uUz8bv59LhP3K1PnypRcJmYyNZeJ+/rvczFXV14uk94/CniGu+qqq6w33nij2P7x48dbCQkJlzHRbxwOh3snvuGGG6zBgwd79L/44otWkyZNbMvUsmVLq2fPnh79/fv3t2655ZbLmsnUXCZmMjWXifv673MxV1deLhMz/T7XddddZ7388sse/W+++abVoEED2zKZOlem5DIxk6m5TNzXf5+Lubrycpn43fz7XCbuV6bOlSm5TMxkai4T9/Xf52KurrxcJr1/FPAMFxQUZG3durXY/q1bt1rB/197dx4dVZWvffypIjMBwpiEIQkzCQYNCJqADBqICEo7MklA4SKolxYFwUZEQAVEnBvkyqCIdNvatDYCAZqxmURAwhBCBAKokACvyqgBkt/7R9q6FiQ0ofXUU9fnuxZrWbWN9Vm7tlWHnVN1QkIcFBX380Vco0YN27x58yWuiIgIn5mio6Ntw4YNXuM7d+60atWqOWpidTGaWF2Ma/1il+bK/1yMpp9cR48eNTOzatWq2bZt27zG9+7daxUqVHDcxDpXbC5GE6uLca3/5NJc+a+L8b35YhfTumKfKxYXo4nVxbjWL3ZprvzPxfT8BTj3YV11NTVt2hQzZ87Eiy++WOL4rFmzkJCQ4LCquKysLOTl5SE0NBRFRUWXjF+4cMFx06lTpxASEoKQkBAEBwd7jYWEhPjsktOMLkYTq4txrQOaq7LE6GI0AUBGRgYqVapU4hr68ccf4XK5HDexzhWji9EEcLoY1zqgufJ3F+N7M8C5rljnitHFaGJ1Ma51QHNVlhhdLM+fNvDImzJlCrp27YqMjAykpqYiMjISAJCfn4/ly5dj//79WLhwoU9st9xyC8wMALBu3Tq0bNnSM/bFF18gJibGcVOjRo0AAGaGzZs3IykpyTO2a9cu1KxZ03ETq4vRxOpiXOuA5srfXYwmAOjbt6/nn1esWIHk5GTP7Y0bN6J+/fqOm1jnitHFaGJ1Ma51QHNVlhhdjO/NAOe6Yp0rRhejidXFuNYBzZW/u1ieP23gkde+fXvs3LkT06ZNw8aNG5GXlwcAiIqKQufOnTFo0CDExcU57srNzfW6HR4e7nX73LlzGDFihJMkrFy50ut2dHS01+3c3FwMHDjQSRIAThejCeB0Ma51QHNVlhhdjCYAJf6W8+dFRkZiwoQJDmmKY50rRhejCeB0Ma51QHNVlhhdjO/NPz3uz2NYV6xzxehiNAGcLsa1DmiuyhKji+n5c9lPW5tKKaWUUkoppZRSSim63L4GqCvrwoULyMzMxJIlS7BkyRJs374d58+f9zWr1C5cuIBDhw75mqHUr57W+pXHOleMLkYTAJw5cwZr1qzxNcMr1rlidDGaAE4X41oHNFdlidXFGOO6UurXSGv9ymOdK1aXU2kDj7yioiI8/fTTqF69OpKSktC5c2d07twZ1113HWrUqIHRo0f/248Q+KJdu3ahbt26vmZ4lZmZiXLlyvmacUmMLkYTwOliXOuA5qosMboYTQCwd+9edOjQwdcMr1jnitHFaAI4XYxrHdBclSVGF+N7M8C5rljnitHFaAI4XYxrHdBclSVGl5PPn74Dj7yRI0finXfewcSJE5GWluZ1EYulS5di9OjROHfuHCZNmuRjqX/E+olxRhejCeB1Maa5UkoppbjSe/OVxzpXjC5GE8DrYkxz5d859fxpA4+8OXPm4L333kNaWprX/XFxcRg4cCBiY2ORnp7u+AZe8+bNLzv+ww8/OCT53+66667Ljp84cQIul8shzf/G6GI0AZwuxrUOaK7KEqOL0QQAVapUuex4YWGhQ5L/jXWuGF2MJoDTxbjWAc1VWWJ0Mb43A5zrinWuGF2MJoDTxbjWAc1VWWJ0MT1/2sAj79SpU5e9JHF0dDTOnDnjoKi4rKws9OjRo9TTV48cOYKcnBxHTQsWLEDHjh09ZylenK8OMBldjCaA08W41gHNVVlidDGaAKCgoACDBw9GYmJiieMHDx7E2LFjHTWxzhWji9EEcLoY1zqguSpLjC7G92aAc12xzhWji9EEcLoY1zqguSpLjC6q588Udbfddpt16tTJjh07dsnYsWPH7NZbb7UuXbo47mrRooVNnTq11PEvvvjC3G63gyKzxMREmzFjRqnjvjCZcboYTWacLsa1bqa5KkuMLkaTmVlKSoq9+uqrpY5v27ZNc/WvGF2MJjNOF+NaN9NclSVGF+N7sxnnumKdK0YXo8mM08W41s00V2WJ0cX0/OkiFuS99dZbOHz4MKKjo9G8eXPPRSyaN2+O6OhoHD58GNOmTXPc1bp1a+zZs6fU8QoVKqBt27YOioAWLVpg69atpY4HBwcjJibGQVFxjC5GE8DpYlzrgOaqLDG6GE0A0KVLF3z//feljlepUgXp6enOgcA7V4wuRhPA6WJc64DmqiwxuhjfmwHOdcU6V4wuRhPA6WJc64DmqiwxupieP5eZvi2RvaKiIixZsgQbN25EXl4eACAqKgrJycno1KkT3G7twwLFH6UoLCxEWFiYryleMboYTQCvizHNlVJKKcWV3puvPNa5YnQxmgBeF2OaK/+O6fnTBp5SSimllFJKKaWUUsTp1C2llFJKKaWUUkoppYjTBp4fVbduXXTs2NHrvtTUVNSrV89HouIYXR06dEC/fv287uvbty9uvvlm34D+FaOL0QRwuhjXOqC5KkuMLkYTALjdbjRt2tTrvvj4eJQrV85HIt65YnQxmgBOF+NaBzRXZYnRxfjeDHCuK9a5YnQxmgBOF+NaBzRXZYnR5evnL8CRR1G/SH379kX16tW97rvzzjtx/PhxH4mKY3TFxcUhOjra675atWr5/PsCGV2MJoDTxbjWAc1VWWJ0MZoAYNasWYiIiPC6b8KECThx4oRvQOCdK0YXowngdDGudUBzVZYYXYzvzQDnumKdK0YXowngdDGudUBzVZYYXb5+/vQdeEoppZRSSimllFJKEaeP0CqllFKqxAoKClBQUOBrhlK/elrrVx7rXLG6lFJKqV8qfYTWD8rKysKbb76JDRs2IC8vDwAQFRWF5ORkPProo0hISJDrXx0/fhyzZs26xJSSkoJ+/fpdcgrub9nFaGJ1Ma51QHPl7y5GEwAsW7YMr7zyCjZs2ICTJ08CACpWrIjk5GQ8/vjjSE1NddzEOleMLkYTq4txrQOaK393Mb43A5zrinWuGF2MJlYX41oHNFf+7mJ5/vQRWvIWL16M3/3ud2jevDnS0tIQGRkJAMjPz8eyZcuwZcsWfPLJJ0hLS/vNuz7//HOkpaUhLCwMqampXqbly5fj7NmzWLJkCa6//nrHTKwuRhOri3GtA5orf3cxmgDg3XffxYABA3DPPfdc4lq6dCk++ugjzJw5E3369HHMxDpXjC5GE6uLca0Dmit/dzG+NwOc64p1rhhdjCZWF+NaBzRX/u6iev5MUdesWTMbPXp0qeNjxoyxxMREB0XFMbpuuOEGGzhwoBUVFV0yVlRUZAMHDrQbb7zRUROri9HE6mJc62aaq7LE6GI0mZk1bNjQ3nzzzVLH//jHP1qDBg0cFPHOFaOL0WTG6WJc62aaq7LE6GJ8bzbjXFesc8XoYjSxuhjXupnmqiwxupieP23gkRcSEmLZ2dmljmdnZ1tISIiDouIYXSEhIbZ79+5Sx3fv3u2zuWJzMZrMOF2Ma91Mc1WWGF2MJjOz4OBgOhfrXDG6GE1mnC7GtW6muSpLjC7G92YzznXFPFdsLkaTGaeLca2baa7KEqOL6fnTRSzIi4uLw8KFC0sdX7hwIWJjYx0UFcfoioqKwqZNm0od37Rpk+d0VydjdDGaAE4X41oHNFdlidHFaAKApk2bYubMmaWOz5o1y/HvHWGdK0YXowngdDGudUBzVZYYXYzvzQDnumKdK0YXowngdDGudUBzVZYYXUzPny5iQd64cePQq1cvrFq1qsTPW2dkZGDevHlyARg2bBgGDhyILVu24JZbbrnE9Pbbb+Oll15y1MTqYjSxuhjXOqC58ncXowkApkyZgq5duyIjI6NE1/79+y97UPVrxDpXjC5GE6uLca0Dmit/dzG+NwOc64p1rhhdjCZWF+NaBzRX/u6iev4cOc9P/UetW7fOunfvbjExMRYUFGRBQUEWExNj3bt3t/Xr18v1s/785z/bDTfcYAEBAeZyuczlcllAQIDdcMMN9sEHH/jExOpiNLG6GNe6mebK312MJjOz3Nxce/LJJ61t27bWqFEja9SokbVt29ZGjBhhubm5PjGxzhWji9HE6mJc62aaK393Mb43m3GuK9a5YnQxmlhdjGvdTHPl7y6W509XoVX/Jzt//jyOHz8OAKhWrRoCAwN9LCqO0cVoAnhdjGmulFJKKa703nzlsc4Vo4vRBPC6GNNc+Xe+fv60gedHnThxAnl5eQCKP4ddqVIlH4uKY3UVFBQAAIKDg30s8Y7RxWgC+Fysax3QXF1pjC5G04ULF7Br1y6PKzo6GvHx8T4/yGScK4DTxWgC+Fysax3QXPm7C+B7bwb41tVPMc4VwOliNAF8Lta1DmiurjRWl0+fP8fO9VNX3dtvv23x8fHmdrvN7Xaby+Uyt9tt8fHxNmPGDLl+1tKlS61z584WERHhcUVERFjnzp1t2bJlPjGxuhhNrC7GtW6mufJ3F6OpsLDQRo0aZREREZ6PB/z0JyIiwp5++mkrLCx03MU4V6wuRhOji3Wtm2mu/N3F+N5sxreuzHjnitHFaGJ1Ma51M82Vv7tYnj9t4JH34osvWlhYmI0cOdJWrlxpWVlZlpWVZStXrrSnnnrKypcvb5MnT5bLzN555x0LCAiwHj162OzZs23RokW2aNEimz17tvXs2dMCAwNtzpw5jppYXYwmVhfjWjfTXPm7i9FkZjZ8+HCrXr26vfXWW5abm2tnz561s2fPWm5urk2fPt1q1KhhTz75pKMm1rlidDGaWF2Ma91Mc+XvLsb3ZjPOdcU6V4wuRhOri3Gtm2mu/N3F9PxpA4+8mJiYy34p4p///GerU6eOg6LiGF0NGza0N998s9TxP/7xj9agQQMHRcUxuhhNZpwuxrVuprkqS4wuRpOZWWRkpGVkZJQ6npGRYTVq1HBQxDtXjC5Gkxmni3Gtm2muyhKji/G92YxzXbHOFaOL0WTG6WJc62aaq7LE6GJ6/tzOf2hXlaWjR48iMTGx1PHExETPlyg6GaPr0KFDSE1NLXX8lltuwddff+2gqDhGF6MJ4HQxrnVAc1WWGF2MJgA4deoUatasWep4dHQ0zpw546CId64YXYwmgNPFuNYBzVVZYnQxvjcDnOuKda4YXYwmgNPFuNYBzVVZYnQxPX/awCOvZcuWmDhxIi5cuHDJWGFhISZNmoSWLVvKBaBp06aYOXNmqeOzZs1CQkKCg6LiGF2MJoDTxbjWAc2Vv7sYTQDQvn17DBs2rMQDo+PHj2PEiBFo3769oybWuWJ0MZpYXYxrHdBc+buL8b0Z4FxXrHPF6GI0AZwuxrUOaK783cX0/OkqtORt374daWlpOH/+PNq2bYvIyEgAQH5+PtasWYOgoCAsXboU11xzzW/etWrVKnTt2hX16tVDamqql2n58uXYv38/Fi5ciLZt2zpmYnUxmlhdjGsd0Fz5u4vRBABfffUVbrvtNmRnZyMxMdHLtWPHDiQkJODTTz9FnTp1HDOxzhWji9HE6mJc64Dmyt9djO/NAOe6Yp0rRhejidXFuNYBzZW/u5ieP23g+UGnTp3C3LlzsXHjRq/LKCcnJ6NXr16oWLGiXP/qwIEDmDZtWommQYMGIS4uznETq4vRxOpiXOuA5srfXYwmACgqKsKSJUtKdHXq1Alut/Mn77POFaOL0cTqYlzrgObK312M780A57pinStGF6OJ1cW41gHNlb+7WJ4/beAppZRSSimllFJKKUWcvgNPKaWUUkoppZRSSinitIGnlFJKKaWUUkoppRRx2sBTSimllFJKKaWUUoo4beAppZRSSimllFJKKUWcNvCUUp5yc3Nx4cIFXzP8Is1T2dL1ki5fQUEBCgoKfM1Q/0dbtWoVfvjhB18z6CsoKMC+ffv0/+IVlp+f77kSn68rLCxEfn4+jh075muKUo6l4/YrT/NUtnTczps28Py8ffv24eabb/Y145J85Tpy5Ajmzp2LRYsW4dy5c15jZ86cwbhx4xw3AcCyZcswZswYrFixAgCwZs0adO7cGTfffDNmz57tE1NJNW7cGF9++aWvGZ4OHz6MMWPGoHfv3hg2bBiys7MdN2RkZGDHjh0AgKKiIowfPx61atVCcHAwateujYkTJ/rkTe7222/He++9R/WX8oKCAgwbNgxt27bFpEmTAADPPfccwsPDUaFCBfTq1QsnT570iS0zMxPp6emoV68eQkNDUb58eSQmJmL06NE+My1btgy33XYbKleujLCwMISFhaFy5cq47bbb8I9//MMnpn/X7t27Ua9ePccfNzMzE8899xymTp2K48ePe42dPHkSDz74oOMmAJgxYwb69u3reR3/4IMPEB8fj3r16mHMmDE+MZVUp06dcODAAZ89/tGjR71ub9u2DX379kXr1q1xzz33YNWqVY6b3nnnHWzYsAEA8OOPP6J///4oX748GjVqhPDwcAwaNMgnG3mJiYkYP348vvrqK8cfu7S+/fZb3HPPPYiJicHgwYNRWFiIAQMGIDo6GrVq1UJKSgqOHDniE9vChQvRtm1blC9fHjVr1kRUVBQiIiLQp08fHDp0yCemrKwsPPzww0hKSkJ0dDSio6ORlJSEhx9+GFlZWT4x/bt03O6djtuvLh23l56O28sW43E7zWu7Kb9u27Zt5na7fc24JF+4Nm3aZBEREVaxYkULDQ21Bg0a2M6dOz3jeXl5Ppmr9957zwICAqx58+YWHh5us2fPtoiICBswYIA9+OCDFhQUZB9++KGjpjvvvLPEP26321JTUz23nS40NNSOHj1qZma7du2ySpUqWYMGDezee++1Jk2aWFhYmGVmZjpqaty4sa1Zs8bMzF544QWrWrWqvfzyy7Z48WJ79dVXLTIy0iZOnOioyczM5XJZQECAVapUyQYNGmSbN2923HBxQ4cOtZo1a9oTTzxh8fHx9vDDD1tMTIzNnTvX5s2bZw0aNLD//u//dtyVkZFhoaGhdvfdd9v9999vYWFh9uijj9qIESOsQYMGVr9+fTty5IijpnfeeccCAgKsR48eNnv2bFu0aJEtWrTIZs+ebT179rTAwECbM2eOo6YryRev7UuWLLGgoCBr2rSpxcTEWNWqVW3FihWecV+9tr/yyitWvnx5u+uuuyw6Otqee+45q1q1qj333HM2duxYq1ixok2fPt1RU1JSUol/XC6XxcfHe247ndvttvz8fDMzW7dunQUGBlq7du1s+PDh1rFjRwsICLDVq1c7aqpbt65t3LjRzMyGDRtmcXFxNn/+fNu9e7d9/PHH1qhRIxs+fLijJrPi1/aqVatauXLlLC0tzT766CM7f/68446f9+CDD9o111xjb7zxhrVr1866detmzZo1s7Vr19r69eutZcuWlp6e7rhrzpw5VqFCBXviiSds1KhRFhUVZSNHjrRp06ZZu3btrFq1apaTk+OoadGiRRYUFGQ33nijjRkzxqZOnWpTp061MWPGWEpKigUHB1tGRoajpitJx+3/m47brzwdt195Om6/8hiP25le211mOj+Suddff/2y49988w1eeuklFBYWOiQqjtHVsWNH1KlTBzNmzMCZM2cwYsQI/OUvf8GyZcuQlJSE/Px81KxZ0/G5SkpKwgMPPIAhQ4Zg+fLluP322/H8889j6NChAIApU6bgb3/7G9auXeuYye12o23btqhbt67X/XPmzMEdd9yBiIgIAHD8t4xutxt5eXmoUaMGfve736GoqAjz589HQEAAioqK0Lt3b5w+fRoLFixwzBQSEoKcnBzExMQgMTERzzzzDO69917P+MKFC/HYY485/htQt9uNnTt3YunSpZg1axZ27dqFxMREDBgwAL1790blypUd9QBATEwMZs2ahdTUVOzfvx8NGzbE/Pnz0a1bNwDFv9H+r//6L8fPBEpKSsJDDz2EQYMGeRxDhgzB7t27cf78eXTu3Bl16tRxdL03atQIv//97/HII4+UOD516lS88sorjq+rxx9//LLjx44dw7x58xx9HU1JSUGHDh3w/PPPw8wwefJkjB8/Hh9++CFuvfVWn722x8fHY/To0ejVqxe++OILtGrVCm+99Rb69+8PAJg5cyamTZuGzZs3O2YKDAxEamoqbrzxRs99Zobx48dj0KBBqFGjBgA4fnbgz1/bO3XqhDp16mDmzJme8cceeww7duzA8uXLHTP9/LW9cePGeO2113Drrbd6xtesWYM+ffrg4MGDjpmA4rn6+uuvsWnTJsyaNQuLFy9G5cqVkZ6ejv79+yM+Pt5RDwDUrFkTH330EVJSUpCfn4/o6GgsWbIEHTt2BACsW7cO3bt3x9dff+2oKz4+Hs8++yy6d+8OANi8eTPuvPNOHDp0CC6XCz169MC5c+cwf/58x0zXXnstunXrVuqZY88++yzmz5+P7du3O2YCdNxelnTcXjaXjtuvLB23X3mMx+1Ur+2ObBOqq87lclnNmjUtLi6uxD81a9b0yW+nGF2VK1e2PXv2eN03YcIEq1y5sm3atMlnv8krX7687d+/33M7MDDQ67dRu3fvtqpVqzpq+tOf/mS1a9e2WbNmed0fEBBgu3btctTy81wul+csjTp16nh+g/ZTW7dutejoaEdN0dHRtmHDBjMzi4yMtK1bt3qN5+TkWGhoqKMmM++5MjP77LPPbODAgVapUiULDQ21nj172vLlyx01hYaG2sGDBz23AwMDvX6bnpuba2FhYY6azMxCQkIsNzfXc7uoqMgCAwPt8OHDZma2Zs0aq169uqOm4OBgy87OLnU8OzvbQkJCHBQV53a7rXnz5ta+ffsS/1x//fWOv45WrFjR9u7d63Xf+++/b+XLl7cFCxb47LX94vUeHBzstd6//PJLi4iIcNS0du1aq1+/vj3zzDNWWFjouZ/ptf3nr6k/tXPnTqtWrZqjptjYWM+ZnLVq1bLPP//cazwrK8vKly/vqMns0tf2w4cP2wsvvGANGzY0t9ttycnJNnPmTEdNYWFhduDAAc/twMBA27Fjh+f2/v37fTJXoaGhXq/tZsVr/ZtvvjGz4vdFp/8fDAkJoXxt13H7lafj9itPx+1Xno7brzzG43am13Z9Bx55sbGxeOWVV5Cbm1vin4ULF8r1s3788Uev2yNHjsQf/vAHdOrUCevXr/eJKTAw0Ot7PYKDgxEeHu512+nvQ+jRowf++c9/YubMmbj77rvx3XffOfr4peVyueByuQAU/6aqUqVKXuMRERGOW++88048//zzKCwsRLdu3TB16lSv78544403cN111zlqKqlWrVph+vTpOHz4MKZOnYqvvvrKc3aEU8XExHi+U+rzzz+Hy+XCpk2bPOOfffYZatWq5agJAGrVqoU9e/Z4bu/btw9FRUWoWrUqAKB27do4ffq0o6amTZt6nYF0cbNmzUJCQoKDouIaNGiAoUOHYuXKlSX+efvttx03BQcH4/vvv/e6r1evXpgxYwa6d++Ov/3tb46bACAsLAxnzpzx3K5evbrXazvg/Jdmt27dGlu2bEFOTg5SUlKwb98+Rx//cp06dQonT55ESEgIgoODvcZCQkJw9uxZRz29e/fGqFGj8P3336NPnz4YN26c53Xg7NmzePbZZ9G6dWtHTQA874E/FR0djaeeego5OTlYvnw56tevjyFDhjhqatiwIT799FMAwOLFixESEoKlS5d6xpcsWXLJmUFOFBcX53WG69atW+F2uxEZGQkAqFKlCs6fP++46XLHwAsXLkRsbKyDouJ03H7l6bj9ytNx+9Wn4/bSYzxuZ3ptD3DkUdRV16JFC2zZsgX33XdfieMul8snX8TJ6Lrmmmuwfv16NGvWzOv+YcOGoaioCD179nTU81MNGjRAdnY2GjduDKD4YwoVKlTwjO/btw+1a9d23BUXF4c1a9Zg7NixuPbaa/H2229f8hcHpzMzNGrUCC6XC6dPn8b27du9ns+9e/ciKirKUdMLL7yA1NRUNGnSBMnJyfjwww+xbNkyNGrUCHv37sW3336LJUuWOGq6XGFhYejXrx/69euHnJwcRx970KBB6NevH2bMmIEtW7bgpZdewh/+8AdkZ2fD7XZj2rRpeOKJJxw1AUB6ejoGDBiAUaNGITg4GC+//DLuuOMOBAUFASj+Qn2n//I5ZcoUdO3aFRkZGUhNTfX8hTM/Px/Lly/H/v37ffIXquuvvx5btmzB/fffX+K4L17br7vuOqxcuRItWrTwur9Hjx4wM/Tt29dRz081adIE27dv93yk8eKLDmRnZyMuLs5xV6VKlfCnP/0Js2fPRps2bTB27Fifv7YDxR8bB4pf5zdv3oykpCTP2K5du1CzZk1HPWPGjMHOnTtRr149XH/99fjnP/+JyMhI1KpVC4cPH0bVqlWxbNkyR03A5a/81759e7Rv397xL/AePnw4+vbti1dffRVfffUV5s6di9///vf47LPP4Ha7MX/+fLz88suOmgDgkUcewYABA/D5558jJCQEM2bMQJ8+fVCuXDkAxX/5/GndOdW4cePQq1cvrFq1qsTX9oyMDMybN89RE6Dj9rKk4/YrT8ft/3k6br80xuN2ptd2beCRN27cuMv+VjohIQG5ubkOiopjdKWnp2P16tWez8v/vCeffBJmhrfeestREwD84Q9/8Ppeg4oVK3qNb968udQDql87t9uNsWPHomPHjkhPT3f8e0Yu7uLvMmjQoIHX7Y0bN+LOO+90koRKlSph/fr1mDlzJhYsWIC4uDgUFRXh3Llz6NmzJwYPHuyTA7l27dp53shKy+m/uDz22GOoUaMGNmzYgAcffBA9e/b0fP/I2bNnMXToUIwaNcpRE1D8/+CZM2cwfvx4FBQUIC0tDa+99ppnvFatWpg2bZqjpvbt22Pnzp2YNm0aNm7ciLy8PABAVFQUOnfujEGDBvlk82fKlCmXvfLmtddei6KiIgdFwODBg7FmzZoSx3r27Akz88mZgZMmTUL58uVLHT906BAeeughB0XePfDAA2jTpg169+7t+JmAF7dy5Uqv29HR0V63c3NzMXDgQCdJCAoKwieffIKMjAwsWLAA5cqVQ1FREaKjo9G6dWv06tXrss/vr1Xfvn0RGhp62X/n4uOIX7vevXsjLi4OGzduRHJyMlJSUpCQkICJEyfi7Nmz+J//+R+fbKQ/8sgjcLvdmDt3LgoKCtCvXz+MHj3aM96qVSvHN8vuvfde1KpVC6+//jqmTJni9dqenJyMVatWITk52VEToOP2sqTj9itPx+1Xno7brzzG43am13ZdxEIpBQA4ffo09u3bhyZNmlzy8SallFL+WVFREU6dOoWKFSv6/GwNpZRSv0w/HbfHx8f/240hpdT/nbSB50edOHHCa7f34u8Z8FWMLkYTwOliNAGcLkYTwOliNAG8LqWUUkoppZT/ZGYoKiryfHWDE+kiFn7QjBkzkJCQgCpVqiAhIcHrny/3Jei/RRejidV1sSk+Pt7nppJcmqsrdzHOFYOJ2VVamZmZjh4MXGmMLkYTwOliNAGcLkYTwOliNAG+cy1atAgDBgzAk08+id27d3uNfffdd7j55psdN13sys7OpnAxmlhdWldXZ9Jc+Z/pYhfDc3jhwgU8/fTTaNeuHcaMGQMAmDx5MsLDwxEWFoa+fft6XfzmV82Ra92qq+7FF1+0sLAwGzlypK1cudKysrIsKyvLVq5caU899ZSVL1/eJk+eLBepidXFaGJ1MZpYXYwmZtfl2rZtm7lcLl8zLonRxWgy43Qxmsw4XYwmM04Xo8nMN67333/fypUrZ126dLE2bdpYSEiIzZ071zOel5dnbrfbUROri9HE6mI0sboYTawuRhOr6+mnn7bIyEh7/PHHLSEhwQYNGmR16tSxuXPn2rvvvmu1atWySZMmOWLRR2jJi42NxeTJk0v9stQPPvgAw4cPx6FDh37zLkYTq4vRxOpiNLG6GE2srrvuuuuy4ydOnMCqVasc/4JqRhejCeB0MZoAThejCeB0MZoATldSUhIeeOABDBkyBADwl7/8BQ8++CBee+019O/fH/n5+ahZs6bjc8XoYjSxuhhNrC5GE6uL0cTqql+/Pl577TV07doVe/fuRePGjTFv3jx0797dYxw/fjx27Njxq1t0FVryjh49isTExFLHExMTcfz4cQdFxTG6GE0Ap4vRBHC6GE0Ap4vRBHC6FixYgI4dO3ouQ39xvrqyHKOL0QRwuhhNAKeL0QRwuhhNAKfryy+/xO233+65fd9996F69eq44447cP78ecevyMnsYjSxuhhNrC5GE6uL0cTqOnz4MK699loAxVdbDgoK8twGgJYtW+LgwYPOYBw5z09ddTfddJOlp6fb+fPnLxm7cOGCpaenW9u2beUiNbG6GE2sLkYTq4vRxOpKTEy0GTNmlDr+xRdf+ORjC4wuRpMZp4vRZMbpYjSZcboYTWacrujoaNuwYcMl969atcrCw8Nt1KhRPpkrRhejidXFaGJ1MZpYXYwmVldkZKRt377dczslJcW+/vprz+3du3dbxYoVHbHoDDzy3nzzTaSlpSEqKgpt27b1/JYxPz8fa9asQVBQEJYuXSoXqYnVxWhidTGaWF2MJlZXixYtsHXrVvTv37/E8eDgYMTExDhqAjhdjCaA08VoAjhdjCaA08VoAjhdrVq1wuLFi3HjjTd63d+uXTssWLAAXbt2ddTD7GI0sboYTawuRhOri9HE6kpISMDWrVs9n+hZt26d1/iOHTvQsGFDRyz6Djw/6NSpU5g7dy42btyIvLw8AEBUVBSSk5PRq1cvVKxYUS5iE6uL0cTqYjSxuhhNjK6CggIUFhYiLCzM0cf9dzG6GE0Ap4vRBHC6GE0Ap4vRBHC6Vq9ejfXr1+Opp54qcXzlypWYM2cOZs+e/Zt3MZpYXYwmVhejidXFaGJ15eTkIDAwEHXr1i1xfN68eQgICCj1+7Z/ybSBp5RSSimllFJKKaUUcW5fA1TZ69KlC44cOeJrxiUxuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwunxl0gaeH7ZmzRr88MMPvmZcEqOL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKfLVyZt4CmllFJKKaWUUkopRZw28Pyw2NhYBAYG+ppxSYwuRhPA6WI0AZwuRhPA6WI0AZwuRhPA6WI0AZwuRhPA6WI0AZwuRhPA6WI0AZwuRhPA6WI0AZwuRhPA6WI0AZwuX5l0EQullFJKKaWUUkoppYjTGXh+3pkzZ7BmzRpfMy6J0cVoAjhdjCaA08VoAjhdjCaA08VoAjhdjCaA08VoAjhdjCaA08VoAjhdjCaA08VoAjhdjCaA08VoAjhdjCaA0+WkSWfg+XmZmZlo3rw5CgsLfU3xitHFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPlpEln4CmllFJKKaWUUkopRVyArwHq8lWpUuWy477aeWZ0MZoAThejCeB0MZoAThejCeB0MZoAThejCeB0MZoAThejCeB0MZoAThejCeB0MZoAThejCeB0MZoAThejCeB0MZm0gUdeQUEBBg8ejMTExBLHDx48iLFjxzqs4nQxmgBOF6MJ4HQxmgBOF6MJ4HQxmgBOF6MJ4HQxmgBOF6MJ4HQxmgBOF6MJ4HQxmgBOF6MJ4HQxmgBOF6MJ4HRRmUxRl5KSYq+++mqp49u2bTO32+2gqDhGF6PJjNPFaDLjdDGazDhdjCYzThejyYzTxWgy43Qxmsw4XYwmM04Xo8mM08VoMuN0MZrMOF2MJjNOF6PJjNPFaDLjdDGZ9B145HXp0gXff/99qeNVqlRBenq6c6B/xehiNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliMukqtEoppZRSSimllFJKEacz8JRSSimllFJKKaWUIk4XsfCDzp07h48//hgbNmxAXl4eACAqKgopKSno1q0bgoKC5CI2sboYTawuRhOri9HE6mI0sboYTawuRhOri9HE6mI0sboYTawuRhOri9HE6mI0sboYTawuFpM+Qkve3r17kZaWhsOHD+OGG25AZGQkACA/Px+fffYZateujcWLF6NBgwa/eRejidXFaGJ1MZpYXYwmVhejidXFaGJ1MZpYXYwmVhejidXFaGJ1MZpYXYwmVhejidXFaGJ1UZkcuVSGuupSU1OtW7duduLEiUvGTpw4Yd26dbNOnTrJRWpidTGaWF2MJlYXo4nVxWhidTGaWF2MJlYXo4nVxWhidTGaWF2MJlYXo4nVxWhidTGaWF1MJm3gkRcaGmo7duwodXz79u0WGhrqoKg4RhejyYzTxWgy43Qxmsw4XYwmM04Xo8mM08VoMuN0MZrMOF2MJjNOF6PJjNPFaDLjdDGazDhdjCYzThejyYzTxWgy43QxmXQRC/IiIiJw4MCBUscPHDiAiIgIxzw/xehiNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOmiMjmyTaiuutGjR1vlypXt5ZdftszMTMvLy7O8vDzLzMy0l19+2apUqWJjxoyRi9TE6mI0sboYTawuRhOri9HE6mI0sboYTawuRhOri9HE6mI0sboYTawuRhOri9HE6mI0sbqYTNrA84MmTpxo0dHR5nK5zO12m9vtNpfLZdHR0TZp0iS5yE2sLkYTq4vRxOpiNLG6GE2sLkYTq4vRxOpiNLG6GE2sLkYTq4vRxOpiNLG6GE2sLkYTq4vFpKvQ+lG5ublelyyuW7euj0XFMboYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLp8bdJ34PlRdevWRXJyMoqKilCzZk1fczwxuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwuhhNAKeL0QRwunxt0hl4fljFihWxbds21KtXz9cUrxhdjCaA08VoAjhdjCaA08VoAjhdjCaA08VoAjhdjCaA08VoAjhdjCaA08VoAjhdjCaA08VoAjhdjCaA08VoAjhdvjLpDDw/jHXPldHFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPlK5M28JRSSimllFJKKaWUIk4beH7Y9OnTERkZ6WvGJTG6GE0Ap4vRBHC6GE0Ap4vRBHC6GE0Ap4vRBHC6GE0Ap4vRBHC6GE0Ap4vRBHC6GE0Ap4vRBHC6GE0Ap4vRBHC6fGb6la9yq36lVq5caWfPnvU145IYXYwmM04Xo8mM08VoMuN0MZrMOF2MJjNOF6PJjNPFaDLjdDGazDhdjCYzThejyYzTxWgy43Qxmsw4XYwmM04Xo8mM0+ULky5i4acFBQUhMzMT8fHxvqZ4xehiNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOliNAGcLkYTwOnyhSnAsUdSV1Xz5s1LvP/ChQu4++67ERISAgDYunWrkyxKF6MJ4HQxmgBOF6MJ4HQxmgBOF6MJ4HQxmgBOF6MJ4HQxmgBOF6MJ4HQxmgBOF6MJ4HQxmgBOF6MJ4HQxmgBOF5NJG3jk7dixA6mpqbjxxhs995kZMjMz0aFDB9SoUUMuYhOri9HE6mI0sboYTawuRhOri9HE6mI0sboYTawuRhOri9HE6mI0sboYTawuRhOri9HE6qIy/eof0lX/UWvXrrX69evbM888Y4WFhZ77AwICbNeuXXKRm1hdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF5NJV6Elr3Xr1tiyZQtycnKQkpKCffv2+ZoEgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNPFaAI4XYwmgNNFZXJ0u1D9R82aNcuioqJs+vTpFhgY6NOd8Z/H6GI0mXG6GE1mnC5Gkxmni9FkxuliNJlxuhhNZpwuRpMZp4vRZMbpYjSZcboYTWacLkaTGaeL0WTG6WI0mXG6GE1mnC5fm7SB52fl5ORYy5YtzeVyUSzgn2J0MZrMOF2MJjNOF6PJjNPFaDLjdDGazDhdjCYzThejyYzTxWgy43Qxmsw4XYwmM04Xo8mM08VoMuN0MZrMOF2MJjNOly9NLjMz353/p66moqIinDp1ChUrVoTL5fI1xxOji9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCny1cmbeAppZRSSimllFJKKUWcLmLhB02dOhWpqam47777sHz5cq+x48ePo169enIRm1hdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF4tJG3jkvf766xg+fDiaNGmC4OBg3HbbbZgwYYJnvLCwEAcPHpSL1MTqYjSxuhhNrC5GE6uL0cTqYjSxuhhNrC5GE6uL0cTqYjSxuhhNrC5GE6uL0cTqYjSxuqhMjn7jnipzCQkJ9v7773tur1u3zqpXr26jR482M7O8vDxzu91ykZpYXYwmVhejidXFaGJ1MZpYXYwmVhejidXFaGJ1MZpYXYwmVhejidXFaGJ1MZpYXYwmVheTSRt45IWGhlpubq7XfTt27LDIyEgbOXKkz/7HYnQxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF5MpwJnz/NTVVq1aNXz11VeIi4vz3HfNNddgxYoVuPnmm3H48GG5iE2sLkYTq4vRxOpiNLG6GE2sLkYTq4vRxOpiNLG6GE2sLkYTq4vRxOpiNLG6GE2sLkYTq4vK5Mg2obrqevbsaY899liJYzt37rTq1av7ZGec0cVoMuN0MZrMOF2MJjNOF6PJjNPFaDLjdDGazDhdjCYzThejyYzTxWgy43Qxmsw4XYwmM04Xo8mM08VoMuN0MZrMOF1MJp2BR97IkSOxZcuWEseaNm2KFStW4K9//avDKk4XowngdDGaAE4XowngdDGaAE4XowngdDGaAE4XowngdDGaAE4XowngdDGaAE4XowngdDGaAE4XowngdDGaAE4Xk8llZubIIymllFJKKaWUUkoppcqczsDzkzZt2oQNGzYgLy8PABAVFYXk5GS0atVKLj8wsboYTawuRhOri9HE6mI0sboYTawuRhOri9HE6mI0sboYTawuRhOri9HE6mI0sboYTawuCpMjH9RVV11+fr61bt3aXC6XxcbGWqtWraxVq1YWGxtrLpfL2rRpY/n5+XKRmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF5NJG3jk3X333ZacnGzZ2dmXjGVnZ1tKSordc889cpGaWF2MJlYXo4nVxWhidTGaWF2MJlYXo4nVxWhidTGaWF2MJlYXo4nVxWhidTGaWF2MJlYXk0kbeOSFh4fb1q1bSx3fvHmzhYeHOygqjtHFaDLjdDGazDhdjCYzThejyYzTxWgy43Qxmsw4XYwmM04Xo8mM08VoMuN0MZrMOF2MJjNOF6PJjNPFaDLjdDGazDhdTCa3cx/WVVdTcHAwTp48Wer4qVOnEBwc7KCoOEYXowngdDGaAE4XowngdDGaAE4XowngdDGaAE4XowngdDGaAE4XowngdDGaAE4XowngdDGaAE4XowngdDGaAE4XlcmRbUJ11T388MMWGxtr8+fPtxMnTnjuP3HihM2fP9/i4uLs0UcflYvUxOpiNLG6GE2sLkYTq4vRxOpiNLG6GE2sLkYTq4vRxOpiNLG6GE2sLkYTq4vRxOpiNLG6mEzawCPvxx9/tEGDBllQUJC53W4LCQmxkJAQc7vdFhQUZIMHD7Yff/xRLlITq4vRxOpiNLG6GE2sLkYTq4vRxOpiNLG6GE2sLkYTq4vRxOpiNLG6GE2sLkYTq4vRxOpiMrnMzJw510/9J508eRJbtmzxumRxixYtULFiRbn8wMTqYjSxuhhNrC5GE6uL0cTqYjSxuhhNrC5GE6uL0cTqYjSxuhhNrC5GE6uL0cTqYjSxuhhM2sBTSimllFJKKaWUUoo4XcTCD/rhhx+wdu1aZGVlXTL2448/Ys6cOT5QcboYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLoYTQCni9EEcLpoTI58UFdddXv27LHY2FhzuVzmdrutbdu29s0333jG8/LyzO12y0VqYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdTCadgUfeiBEjcM011+Do0aPYs2cPKlSogDZt2uDQoUNy+YGJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnUxmlhdjCZWF6OJ1cVoYnVRmRzZJlRXXY0aNWz79u2e20VFRTZo0CCLiYmxffv2+WxnnNHFaGJ1MZpYXYwmVhejidXFaGJ1MZpYXYwmVhejidXFaGJ1MZpYXYwmVhejidXFaGJ1MZpYXUwmnYFH3g8//ICAgADPbZfLhWnTpuH2229Hu3btkJOTIxexidXFaGJ1MZpYXYwmVhejidXFaGJ1MZpYXYwmVhejidXFaGJ1MZpYXYwmVhejidXFaGJ1MZkC/v2/onxZkyZNsHnzZsTHx3vd/+abbwIA7rjjDl+wKF2MJoDTxWgCOF2MJoDTxWgCOF2MJoDTxWgCOF2MJoDTxWgCOF2MJoDTxWgCOF2MJoDTxWgCOF2MJoDTxWgCOF1UJkfO81NX3QsvvGCdO3cudXzw4MHmcrkcFBXH6GI0mXG6GE1mnC5Gkxmni9FkxuliNJlxuhhNZpwuRpMZp4vRZMbpYjSZcboYTWacLkaTGaeL0WTG6WI0mXG6GE1mnC4mk8vMzLntQqWUUkoppZRSSimlVFnSd+AppZRSSimllFJKKUWcNvCUUkoppZRSSimllCJOG3hKKaWUUkoppZRSShGnDTyllFJKKaWUUkoppYjTBp5SSimllFJKKaWUUsRpA08ppZRSSl1S+/bt8dhjj/3mHlsppZRSijFt4CmllFJKqf+oVatWweVy4fvvv/9Ffm7+/PkYP378LwdUSimllPLzAnwNUEoppZRS6udVqVLF1wSllFJKKap0Bp5SSiml1G+8M2fOID09HeHh4YiOjsaUKVO8xt977z1cf/31qFChAqKiotCrVy8cPXoUAHDgwAF06NABAFC5cmW4XC7069cPAFBUVIQJEyagbt26CA0NxbXXXouPPvro3/7cxR+hjYuLw3PPPecxxsbG4u9//zuOHTuGbt26ITw8HM2aNcPmzZu93GvXrsVNN92E0NBQ1KlTB0OGDMGZM2d+6elTSimllPrV0waeUkoppdRvvOHDh2P16tX45JNPsHTpUqxatQpbt271jJ8/fx7jx49HZmYmPv74Yxw4cMCz2VanTh389a9/BQDs2bMHR44cwWuvvQYAmDBhAubMmYO33noLu3btwtChQ3H//fdj9erVl/25knrllVfQunVrfPHFF+jSpQv69OmD9PR03H///di6dSvq16+P9PR0mBkAYN++fbj11ltx9913Y/v27fjggw+wdu1aPProo7/GFCqllFJK/aq57KejHKWUUkop9Zvr9OnTqFq1KubOnYt7770XAPDtt9+idu3aGDhwIF599dVLfmbz5s1o2bIlTp06hfDwcKxatQodOnTAd999h4iICABAQUEBqlSpgn/84x9ITk72/OyAAQNw9uxZzJs3r8SfA4rPwLvuuus8jx0XF4ebbroJ7733HgAgLy8P0dHRGD16NMaNGwcA2LhxI5KTk3HkyBFERUVhwIABKFeuHKZPn+75765duxbt2rXDmTNnEBIS8gvOolJKKaXUr5u+A08ppZRS6jfcvn37cO7cOdxwww2e+6pUqYLGjRt7bm/ZsgXPPvssMjMz8d1336GoqAgAcOjQISQkJJT43927dy/Onj2Ljh07et1/7tw5JCUlldnZrFkzzz9HRkYCABITEy+57+jRo4iKikJmZia2b9+O999/3/PvmBmKioqQm5uL+Pj4MhuUUkoppXyVNvCUUkoppVSpnTlzBmlpaUhLS8P777+P6tWr49ChQ0hLS8O5c+dK/bnTp08DABYuXIhatWp5jQUHB5fZERgY6Plnl8tV6n0/bS6ePn0aDz30EIYMGXLJfysmJqbMj6+UUkop5cu0gaeUUkop9Ruufv36CAwMxGeffebZ2Pruu++Qk5ODdu3aITs7G//v//0/TJw4EXXq1AGASy4WERQUBAAoLCz03JeQkIDg4GAcOnQI7dq1K/GxS/q5X6rmzZsjKysLDRo0+MX/20oppZRSTqeLWCillFJK/YYLDw9H//79MXz4cKxYsQI7d+5Ev3794HYXHybGxMQgKCgIb7zxBvbv34+///3vGD9+vNd/IzY2Fi6XC59++imOHTuG06dPo0KFChg2bBiGDh2Kd999F/v27cPWrVvxxhtv4N133y31536pRowYgfXr1+PRRx/Ftm3b8OWXX+KTTz7RRSyUUkop5ZdpA08ppZRS6jfe5MmTcdNNN+H2229Hamoq2rRpgxYtWgAAqlevjnfeeQcffvghEhISMHHiRLz00kteP1+rVi2MHTsWI0eORGRkpGeTbPz48Rg9ejQmTJiA+Ph43HrrrVi4cCHq1q172Z/7JWrWrBlWr16NnJwc3HTTTUhKSsIzzzyDmjVr/mKPoZRSSinlVLoKrVJKKaWUUkoppZRSxOkMPKWUUkoppZRSSimliNMGnlJKKaWUUkoppZRSxGkDTymllFJKKaWUUkop4rSBp5RSSimllFJKKaUUcdrAU0oppZRSSimllFKKOG3gKaWUUkoppZRSSilFnDbwlFJKKaWUUkoppZQiTht4SimllFJKKaWUUkoRpw08pZRSSimllFJKKaWI0waeUkoppZRSSimllFLEaQNPKaWUUkoppZRSSini/j8uOWWbCmV7ywAAAABJRU5ErkJggg==", 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kKT09XZ9++qkWLlyoxMREPfDAA9c01yeffKKOHTuqXr16+XIlJydry5Yt+uijjxQXF3dNc5Ht75fN1HNAMrdmktl1MzWbqbkk6eWXX9bIkSP15JNPFpht8uTJGjlypAYNGnTNs5lcN1OzmZrL9GycB4Vncs1Mzsb7e+GZXDOy/b2ymXoOSObWTDK7bqZmM+7nacF4N9xwgzVlyhSP86+//rpVuXLla5joN7Vq1bKGDx/ucX7EiBFWzZo1r2GiP5DtypiazdRzwLLMrZllmV03U7OZmsuyLKt8+fLWe++953F+wYIFVrly5a5hoj+YXDdTs5may7LMzsZ5UHgm18zkbLy/F57JNSPblTE1m6nngGWZWzPLMrtupmYz7edJA+864Ovra+3evdvj/O7duy0/P79rmOg3fn5+RuayLLJdKVOzmXoOWJa5NbMss+tmajZTc1nWb3/Xdu3a5XF+586dlr+//zVM9AeT62ZqNlNzWZbZ2TgPCs/kmpmezcSfp2WZ/XfNxFyWRbYrZWo2U88ByzK3ZpZldt1MzWbaz5PvwLsO3HjjjRf9DpAZM2aoevXq1zDRb6Kjo7V8+XKP88uXL1dUVNQ1TPQHsl0ZU7OZeg5I5tZMMrtupmYzNZckNWjQQOPGjVNOTk6+udzcXL344otq0KCBDcnMrpup2UzNJZmdjfOg8EyumcnZeH8vPJNrRrYrY2o2U88BydyaSWbXzdRspv08uQvtdWD8+PG68847tXLlSrVs2dLtc9erV6/W/v37L/qX6q/y3HPPqVu3bkpJSSkw18qVKzV//vxrnotsf79spp4Dkrk1k8yum6nZTM0lSVOmTFFcXJzCw8PVpEkTt2yff/65fHx89Omnn9qSzeS6mZrN1FymZ+M8KDyTa2ZyNt7fC8/kmpHt75XN1HNAMrdmktl1MzWbaT9PbmJxnTh48KCmTp2qDRs2KC0t7f+1d+9RVdb5Hsc/e8sdQtQUEAW8JiSWWRpaaoXRRWuarlKhmavRplPTpGWZWdkpu98zT17KzKmpaWpKQ61Ex7yUMqGJZBmmk6F5Kq/lBb7nD4/bGMAZftPs58PT570Wa7X3E/Ja3+3Ph+fHZm8AQEpKCnJzczFixAhkZmZ64lqyZAmeeOIJLF26tJbrhhtuQG5uricu2fxnY10DAO/MAO65sdpYXQCwc+dOzJw5s05bQUEBEhMTPbMxz43Vxupit2kdNDzmmTHbdH5veMwzk81fNtY1APDODOCeG6uN6fHUBp5SSimllFJKKaWUUsTpV2gbUQcOHMCaNWtCu76pqanIyspCZGSkxzJg+/btNXajmzZt6rHocLK5xWhjXgMA58wA7rmx2lhdAFBZWYnly5fXsPXs2RMpKSkey7jnxmpjdQHcNq2Dhsc8M2YboPO7S6wzA2RzjdHGvAYAzpkB3HNjtlE8nmF7uwzlXFVVlY0dO9aSkpIsEAjU+EhKSrLbb7/dqqqqPLE999xzlpWVZcFg0ILBoAUCAQsGg5aVlWVTpkzxxCSb/2zMa8CMc2Zm3HNjtbG6zMx27dpll19+uTVp0sQiIiKsVatW1qpVK4uIiLAmTZrYFVdcYbt37/bExjw3Vhuri92mddDwmGfGbDPT+d0l1pnJ5i8b8xow45yZGffcmG1Mj6c28BpBo0ePtpYtW9qzzz5rFRUVtmfPHtuzZ49VVFTY5MmTrVWrVnbzzTeH3fXAAw9YXFycjRkzxhYsWGBlZWVWVlZmCxYssFtvvdXi4+PtwQcfDLtLNv/ZWNeAGe/MzLjnxmpjdZmZXX311dapUycrKiqyAwcOhO4/cOCAzZ071zp37mzDhw/3xMY8N1Ybq4vdpnXQ8JhnxmzT+b3hMc9MNn/ZWNeAGe/MzLjnxmpjezy1gdcISk5OtqKionqPFxUVWatWrcIoOlh6erq98sor9R5/+eWXrW3btmEUHU42t1htrGvAjHdmZtxzY7WxuszMkpKS7IMPPqj3+OLFiy0pKSmMosMxz43Vxuoy47ZpHTQ85pkx23R+b3jMM5PNLVYb6xow452ZGffcWG1sj2cw/L+0qxrazp070bp163qPp6amYvfu3WEUHWzr1q3Iycmp93hOTg62bdsWRtHhZHOL1ca6BgDemQHcc2O1sboAoLq6GlFRUfUej4qKQnV1dRhFh2OeG6uN1QVw27QOGh7zzJhtOr83POaZyeYWq411DQC8MwO458Zqo3s8w7ZVqJw755xz7Mwzz7Rvvvmm1rFvvvnGzjrrLDv33HPD7jr11FOtsLDQ9u/fX+vYgQMHrLCw0Pr27Rt2l5lsrrHaWNeAGe/MzLjnxmpjdZmZFRQUWPfu3a2kpKTWsZKSEuvRo4ddfvnlHsi458ZqY3WZcdu0Dhoe88yYbTq/NzzmmcnmFquNdQ2Y8c7MjHturDa2xzNgZha+7ULl0qZNm3DOOeegvLwcOTk5SE5OBgBs2bIFq1evRnZ2Nt5++220bds2rK5Vq1YhPz8f+/fvR9++fWu4Fi1ahKioKMybNw9du3YNq0s2/9lY1wDAOzOAe26sNlYXAHz33XcoKCjA3Llz0axZM7Rq1QrAwZ8Mfv/998jPz8esWbOQlJQUdhvz3FhtrC52m9ZBw2OeGbNN5/eGxzwz2fxlY10DAO/MAO65sdrYHk9t4DWSqqurMXfuXCxbtqzGWxfn5ubizDPPRDDozW9D79y5EzNnzqzTVVBQgMTERE9csvnPxroGAN6ZAdxzY7Wxug5VXl6OpUuX1rJ16dLFUxfz3FhtrC52G6B14BLrzABem87vDY95ZrL5y8a6BgDemQHcc2O1MT2e2sBTSimllFJKKaWUUoo4vYmFUkoppZRSSimllFLEaQOvkdWuXTsMGDCgxn15eXlo3769R6KDnXbaaRg6dGiN+4YMGYLTTz/dG9BPks0tVhvrGgB4ZwZwz43VxuoCgGAwiGOPPbbGfVlZWWjSpIlHosMxz43VxuoCuG1aBw2PeWbMNp3fGx7zzGRzi9XGugYA3pkB3HNjtTE8nhFh+0rqZ2nIkCFo2bJljfsuuOACz96K+lCZmZlITU2tcV9aWprnr5EDyOYaq411DQC8MwO458ZqY3UBwLRp02q9qPt9992H7du3ewP6ScxzY7WxugBum9ZBw2OeGbNN5/eGxzwz2dxitbGuAYB3ZgD33FhtDI+nXgNPKaWUUkoppZRSSinivN/6VUoppVSD27t3L/bu3es1QylP0zpoeMwzY7YppZRSXqdfoW0klZWV4amnnsLSpUtrvXXxddddh+zsbE9c27Ztw7Rp02q5evfujaFDh9Z66qtssrnGugYA3pkB3HNjtbG6AGD+/Pl49NFHsXTpUuzYsQMAkJiYiNzcXPz+979HXl6eZzbmubHaWF3sNq2Dhsc8M2abzu8Nj3lmsvnLxroGAN6ZAdxzY7UxPZ76FdpG0DvvvINf/epXOOGEE5Cfn4/k5GQAwJYtWzB//nysXLkSb775JvLz88Pq+uijj5Cfn4+4uDjk5eXVcL333nvYs2cP5s6dixNPPDGsLtn8Z2NdAwDvzADuubHaWF0A8MILL2D48OG46KKLatnmzZuH1157DVOnTsWVV14Zdhvz3FhtrC52m9ZBw2OeGbNN5/eGxzwz2fxlY10DAO/MAO65sdroHk9T9HXr1s3GjRtX7/Hx48dbTk5OGEUH69Wrl11zzTVWXV1d61h1dbVdc801dvLJJ4fdZSaba6w21jVgxjszM+65sdpYXWZmnTp1sqeeeqre408//bR17NgxjKLDMc+N1cbqMuO2aR00POaZMdt0fm94zDOTzS1WG+saMOOdmRn33FhtbI+nNvAaQTExMVZeXl7v8fLycouJiQmj6GAxMTG2du3aeo+vXbvWE5eZbK6x2ljXgBnvzMz458ZoY3WZmUVHR9PamOfGamN1mXHbtA4aHvPMmG06vzc89pnJ1vBYbaxrwIx3Zmb8c2O0sT2eehOLRlBmZiZmz55d7/HZs2cjIyMjjKKDpaSk4MMPP6z3+Icffhh6imm4k80tVhvrGgB4ZwZwz43VxuoCgGOPPRZTp06t9/i0adM8e20Q5rmx2lhdALdN66DhMc+M2abze8NjnplsbrHaWNcAwDszgHturDa2x1NvYtEIuvvuu1FQUIDi4uI6f++6qKgIs2bNCrtr1KhRuOaaa7By5UqcccYZtVzPPfccHnroobC7ZPOfjXUNALwzA7jnxmpjdQHAww8/jIEDB6KoqKhO2xdffHHEb3z+kzHPjdXG6mK3aR00POaZMdt0fm94zDOTzV821jUA8M4M4J4bq43u8Qzbc/3Uv9UHH3xgl156qaWnp1tUVJRFRUVZenq6XXrppbZkyRLPXC+//LL16tXLIiIiLBAIWCAQsIiICOvVq5e98sornrlk85+NdQ2Y8c7MjHturDZWl5lZRUWF3Xzzzda3b1/r3Lmzde7c2fr27Wu33HKLVVRUeGpjnhurjdXFbtM6aHjMM2O26fze8JhnJpu/bKxrwIx3Zmbcc2O1MT2eehda9bO0f/9+bNu2DQBw9NFHIzIy0mPR4WRzi9nGmmamlFJK+S+d3xse88xkc4vZxppm5q8YHk9t4DWytm/fjsrKSgAHfx+7adOmHosOt3fvXgBAdHS0x5LayeYWo415DQCcMwO458ZqY3UdOHAAa9asCdlSU1ORlZVF800h69wAXhurC+C1aR00POaZMdsOpfN7w2OdGSCba4w25jUAcM4M4J4bs83zxzOsz/dTzj333HOWlZVlwWDQgsGgBQIBCwaDlpWVZVOmTPHMNW/ePDv77LMtKSkpZEtKSrKzzz7b5s+f75lLNv/ZWNeAGe/MzLjnxmpjdVVVVdnYsWMtKSkp9PT9Qx9JSUl2++23W1VVlWc+1rkx21hdzDatg4bHPDNmm5nO7y4xz0w2f9lY14AZ78zMuOfGamN6PLWB1wh64IEHLC4uzsaMGWMLFiywsrIyKysrswULFtitt95q8fHx9uCDD4bd9fzzz1tERIRddtllNn36dJszZ47NmTPHpk+fboMHD7bIyEibMWNG2F2y+c/GugbMeGdmxj03Vhury8xs9OjR1rJlS3v22WetoqLC9uzZY3v27LGKigqbPHmytWrVym6++WZPbMxzY7WxuthtWgcNj3lmzDad3xse88xk85eNdQ2Y8c7MjHturDa2x1MbeI2g9PT0I7444ssvv2xt27YNo+hgnTp1sqeeeqre408//bR17NgxjKLDyeYWq411DZjxzsyMe26sNlaXmVlycrIVFRXVe7yoqMhatWoVRtHhmOfGamN1mXHbtA4aHvPMmG06vzc85pnJ5harjXUNmPHOzIx7bqw2tscz6M0v7qqGtHXrVuTk5NR7PCcnJ/RiiuFs48aNyMvLq/f4GWecgb///e9hFB1ONrdYbaxrAOCdGcA9N1YbqwsAdu7cidatW9d7PDU1Fbt37w6j6HDMc2O1sboAbpvWQcNjnhmzTef3hsc8M9ncYrWxrgGAd2YA99xYbWyPpzbwGkEnnXQSJk6ciAMHDtQ6VlVVhfvvvx8nnXRS2F3HHnsspk6dWu/xadOmITs7O4yiw8nmFquNdQ0AvDMDuOfGamN1AUD//v0xatSoOr952bZtG2655Rb0798//DBwz43VxuoCuG1aBw2PeWbMNp3fGx7zzGRzi9XGugYA3pkB3HNjtbE9nnoX2kbQqlWrkJ+fj/3796Nv375ITk4GAGzZsgWLFi1CVFQU5s2bh65du4bVVVxcjIEDB6J9+/bIy8ur4XrvvffwxRdfYPbs2ejbt29YXbL5z8a6BgDemQHcc2O1sboAYNOmTTjnnHNQXl6OnJycGrbVq1cjOzsbb7/9Ntq2bRt2G/PcWG2sLnab1kHDY54Zs03n94bHPDPZ/GVjXQMA78wA7rmx2tgeT23gNZJ27tyJmTNnYtmyZTXeUjk3NxcFBQVITEz0xLVhwwZMmjSpTteIESOQmZnpiUs2/9lY1wDAOzOAe26sNlYXAFRXV2Pu3Ll12s4880wEg949sZ55bqw2Vhe7Teug4THPjNmm83vDY56ZbP6ysa4BgHdmAPfcWG1Mj6c28JRSSimllFJKKaWUIk6vgaeUUkoppZRSSimlFHHawFNKKaWUUkoppZRSijht4CmllFJKKaWUUkopRZw28JRSSimllFJKKaWUIk4beEqRVFFRgQMHDnjNaFRpXu7p/Yv+tfbu3Yu9e/d6zVC/oIqLi/HDDz94zWhU7d27F+vXr9dabWBbtmwJvZseQ1VVVdiyZQu++eYbrylKUaRrg4anebmna4PGkTbwfND69etx+umne/K1v/76a8ycORNz5szBvn37ahzbvXs37r77bk9cADB//nyMHz8e77//PgBg0aJFOPvss3H66adj+vTpnrnq65hjjsFnn33mNaNGmzdvxvjx43H55Zdj1KhRKC8v98RRVFSE1atXAwCqq6sxYcIEpKWlITo6Gm3atMHEiRM9O+kMGjQIL774IuUF9969ezFq1Cj07dsX999/PwDgnnvuQUJCAo466igUFBRgx44dnvlKS0tRWFiI9u3bIzY2FvHx8cjJycG4ceM8dc2fPx/nnHMOmjVrhri4OMTFxaFZs2Y455xz8O6773rm+metXbsW7du39+zrl5aW4p577sEzzzyDbdu21Ti2Y8cODBs2zCMZMGXKFAwZMiT0b/8rr7yCrKwstG/fHuPHj/fMVVdnnnkmNmzY4Klh69atNW5//PHHGDJkCPr06YOLLroIxcXF3sAAPP/881i6dCkA4Mcff8TVV1+N+Ph4dO7cGQkJCRgxYoRnG3k5OTmYMGECNm3a5MnXr69vv/0WF110EdLT0zFy5EhUVVVh+PDhSE1NRVpaGnr37o2vv/7aM9/s2bPRt29fxMfHo3Xr1khJSUFSUhKuvPJKbNy40TMXAJSVleHaa69F9+7dkZqaitTUVHTv3h3XXnstysrKPLUdKV0b1J2uDf79dG3wz9O1gXus1wZU5wJTjb6PP/7YgsFg2L/uhx9+aElJSZaYmGixsbHWsWNH++STT0LHKysrPXGZmb344osWERFhJ5xwgiUkJNj06dMtKSnJhg8fbsOGDbOoqCh79dVXPbFdcMEFdX4Eg0HLy8sL3fai2NhY27p1q5mZrVmzxpo2bWodO3a0iy++2Lp06WJxcXFWWloadtcxxxxjixYtMjOze++911q0aGGPPPKIvfPOO/bYY49ZcnKyTZw4MewuM7NAIGARERHWtGlTGzFihK1YscITR13deOON1rp1a7vpppssKyvLrr32WktPT7eZM2farFmzrGPHjvZf//VfntiKioosNjbWLrzwQrviiissLi7OrrvuOrvlllusY8eO1qFDB/v666/D7nr++ectIiLCLrvsMps+fbrNmTPH5syZY9OnT7fBgwdbZGSkzZgxI+yufyWvzgVmZnPnzrWoqCg79thjLT093Vq0aGHvv/9+6LiX54NHH33U4uPj7de//rWlpqbaPffcYy1atLB77rnH7rrrLktMTLTJkyeH3dW9e/c6PwKBgGVlZYVue1EwGLQtW7aYmdkHH3xgkZGR1q9fPxs9erQNGDDAIiIibOHChZ7Y2rVrZ8uWLTMzs1GjRllmZqa9/vrrtnbtWnvjjTesc+fONnr0aE9sgUDAWrRoYU2aNLH8/Hx77bXXbP/+/Z5YftqwYcOsa9eu9uSTT1q/fv3s/PPPt27dutnixYttyZIldtJJJ1lhYaEnthkzZthRRx1lN910k40dO9ZSUlJszJgxNmnSJOvXr58dffTRtm7dOk9sc+bMsaioKDv55JNt/Pjx9swzz9gzzzxj48ePt969e1t0dLQVFRV5Yvtn6dqgdro2cEvXBg1P1wZusV4bsJ0LtIHXCHr88ceP+HHzzTd7cjLMy8uzq666yqqqqmzHjh02cuRIa9GihZWUlJiZtyfp448/3h5//HEzM3v33XctNjbWHnnkkdDxhx56yPr06eOJLRAIWL9+/Wzo0KE1PoLBoP3qV78K3fbKduii7fzzz7dBgwaFLj6qqqrssssus4EDB4bdFR0dbV9++aWZmXXt2tX++Mc/1jj+9ttvW8eOHcPuMjs4szVr1tijjz5qOTk5FgwG7bjjjrMnn3zSvv32W09Mh2rbtq3Nnz/fzMzWr19vwWDQ3njjjdDxefPmWUZGhie2448/3iZNmlTD0qVLFzMz27dvn51xxhmerINOnTrZU089Ve/xp59+2rO/azfeeOMRP6644grP/s3Nzc212267zczMqqur7f7777eEhAR75513zMzb80GXLl3spZdeMjOzkpISi4iIsClTpoSOT5kyxXr06BF2V0REhJ111ll25513hj7Gjx9vwWDQrr322tB9XvTTc8GAAQNs2LBhNY7fcMMNdvrpp3tBq3E+6Ny5c+jv2KEWLlxo6enpXtAsEAjYV199ZX/+859t0KBBFhERYS1btrSbbrrJysrKPDGZmaWmptoHH3xgZgfXYiAQsHnz5oWOL1682NLS0jyxdenSxV5++eXQ7Y8++sjatGlj1dXVZmZ26aWXerZx0a1bNxs3bly9x8ePH285OTlhFB1O1wYNT9cG7jZdGzQsXRu4xXptwHYu0AZeIygQCFjr1q0tMzOzzo/WrVt7cjJs1qyZffrppzXuu++++6xZs2b24YcfenqSjo+Pty+++CJ0OzIyssZPh9auXWstWrTwgmZ/+MMfrE2bNjZt2rQa90dERNiaNWs8MR3qpyfptm3bhn6ydaiSkhJLTU0Nuys1NdWWLl1qZmbJycmhbwQPtW7dOouNjQ27y6zmzMzMli9fbtdcc401bdrUYmNjbfDgwfbee+95YouNjQ19c2N2cB389CfhFRUVFhcX5wXNYmJirKKiInS7urraIiMjbfPmzWZmtmjRImvZsmXYXdHR0VZeXl7v8fLycouJiQmj6HDBYNBOOOEE69+/f50fJ554omf/5iYmJtrnn39e476XXnrJ4uPj7a233vL0fPCP6yA6OrrGOvjss88sKSkp7K7Fixdbhw4d7I477rCqqqrQ/Wzngp/++3uoTz75xI4++mgvaJaRkRF6dmdaWpp99NFHNY6XlZVZfHy8F7Ra54PNmzfbvffea506dbJgMGi5ubk2derUsLvi4uJsw4YNoduRkZG2evXq0O0vvvjCs5nFxsbWOBeYHVwDX331lZkdPKd6sT7NDp6nWM8HujZoeLo2cEvXBg1P1wZusV4bsJ0L9Bp4jaCMjAw8+uijqKioqPNj9uzZntl+/PHHGrfHjBmD2267DWeeeSaWLFnikQqIjIys8bob0dHRSEhIqHHbq9cluOyyy/DXv/4VU6dOxYUXXojvvvvOE0ddBQIBBAIBAEAwGETTpk1rHE9KSvLEe8EFF+C///u/UVVVhfPPPx/PPPNMjde1ePLJJ3H88ceH3VVXPXv2xOTJk7F582Y888wz2LRpEwYMGOCJJT09PfRaUR999BECgQA+/PDD0PHly5cjLS3NE1taWho+/fTT0O3169ejuroaLVq0AAC0adMGu3btCrvr2GOPxdSpU+s9Pm3aNGRnZ4dRdLiOHTvixhtvxIIFC+r8eO655zxxAQf/Tf3+++9r3FdQUIApU6bg0ksvxZ///GdvYADi4uKwe/fu0O2WLVvWOB8A3rzodZ8+fbBy5UqsW7cOvXv3xvr168NuOFI7d+7Ejh07EBMTg+jo6BrHYmJisGfPHk9cl19+OcaOHYvvv/8eV155Je6+++7QvxV79uzBnXfeiT59+nhiO3T+PFRqaipuvfVWrFu3Du+99x46dOiA66+/PuyuTp064e233wYAvPPOO4iJicG8efNCx+fOnYt27dqF3QUAmZmZWLFiReh2SUkJgsEgkpOTAQDNmzfH/v37PbMd6Xvs2bNnIyMjI4yiw+naoOHp2sAtXRv8++na4F+L9dqA7VwQEbavpJzr0aMHVq5ciUsuuaTO44FAwJMX6ezatSuWLFmCbt261bh/1KhRqK6uxuDBg8NuOlTHjh1RXl6OY445BgDw1Vdf4aijjgodX79+Pdq0aeMVD5mZmVi0aBHuuusuHHfccXjuuedqfePvRWaGzp07IxAIYNeuXVi1alWNx/fzzz9HSkpK2F333nsv8vLy0KVLF+Tm5uLVV1/F/Pnz0blzZ3z++ef49ttvMXfu3LC7jlRcXByGDh2KoUOHYt26dZ4YRowYgaFDh2LKlClYuXIlHnroIdx2220oLy9HMBjEpEmTcNNNN3liKywsxPDhwzF27FhER0fjkUcewXnnnYeoqCgAB18034sLyocffhgDBw5EUVER8vLyQheRW7ZswXvvvYcvvvjCswujE088EStXrsQVV1xR53GvzgUAcPzxx2PBggXo0aNHjfsvu+wymBmGDBniiQsAunTpglWrViErKwsAar3BQHl5OTIzMz2QAU2bNsUf/vAHTJ8+HaeccgruuusuinMBAHTu3BnAwfPCihUr0L1799CxNWvWoHXr1p64xo8fj08++QTt27fHiSeeiL/+9a9ITk5GWloaNm/ejBYtWmD+/Pme2I60/vr374/+/ft78iLco0ePxpAhQ/DYY49h06ZNmDlzJm644QYsX74cwWAQr7/+Oh555JGwuwDgt7/9LYYPH46PPvoIMTExmDJlCq688ko0adIEwMGLyUN/F8Pd3XffjYKCAhQXF9d5PigqKsKsWbM8senaoOHp2sAtXRv8fOna4MixXhuwnQu0gdcIuvvuu4/4k+7s7GxUVFSEUXSwwsJCLFy4ECNGjKh17Oabb4aZ4dlnnw27CwBuu+02NGvWLHQ7MTGxxvEVK1bU+01PuAoGg7jrrrswYMAAFBYWoqqqylMPgFrvwNWxY8cat5ctW4YLLrggnCQABy9ylyxZgqlTp+Ktt95CZmYmqqursW/fPgwePBgjR4707Juufv36hU4s9eXVxcfvfvc7tGrVCkuXLsWwYcMwePBg5OTk4I477sCePXtw4403YuzYsZ7YbrvtNuzevRsTJkzA3r17kZ+fj8cffzx0PC0tDZMmTQq7q3///vjkk08wadIkLFu2DJWVlQCAlJQUnH322RgxYoRnmz0PP/zwEd9d87jjjkN1dXUYRYcbOXIkFi1aVOexwYMHw8w8e4bg/fffj/j4+HqPb9y4Eb/5zW/CKKrdVVddhVNOOQWXX365J88G/McWLFhQ43ZqamqN2xUVFbjmmmvCSQoVFRWFN998E0VFRXjrrbfQpEkTVFdXIzU1FX369EFBQcERH+//ZEOGDEFsbOwR/59//H4kHF1++eXIzMzEsmXLkJubi969eyM7OxsTJ07Enj178D//8z+ebbL/9re/RTAYxMyZM7F3714MHToU48aNCx3v2bOnZ5tkF198MdLS0vDEE0/g4YcfrnE+yM3NRXFxMXJzcz2x6dqg4enawC1dGzQ8XRu4xXptwHYuCJhXP65XSoXatWsX1q9fjy5dutT6VSWllFK/jKqrq7Fz504kJiZSPPNCKaWUNx26NsjKyvqnm0FKqV9O2sBrZG3fvr3Gru8/vg6BV7G6ANlcY7WxugDZXGO2KaWUUkoppdRPMzNUV1eHXvIhXOlNLBpJU6ZMQXZ2Npo3b47s7Owa/32kF1z/pboamy0rK4vWxjI3zUw2hkpLS8N+ov5Xk80tVhurC5DNNVYbqwvw3jZnzhwMHz4cN998M9auXVvj2HfffYfTTz/dI1lNW3l5eY1jXtpYXUDjsenvWsNdmtm/XmOxsTymBw4cwO23345+/fph/PjxAIAHH3wQCQkJiIuLw5AhQ2q8Qc5/vLC9361y7oEHHrC4uDgbM2aMLViwwMrKyqysrMwWLFhgt956q8XHx9uDDz4ol2y+tbG6ZPOn7Uh9/PHHFggEvGbUmWxusdpYXWayucZqY3WZeWt76aWXrEmTJnbuuefaKaecYjExMTZz5szQ8crKSgsGg7I1Apds/rOxumTzn+3222+35ORk+/3vf2/Z2dk2YsQIa9u2rc2cOdNeeOEFS0tLs/vvvz9sHv0KbSMoIyMDDz74YL0vrPrKK69g9OjR2Lhxo1z/n2xusdpYXYBsrrHafv3rXx/x+Pbt21FcXOzJC0vL5harjdUFyOYaq43VBXDbunfvjquuugrXX389AOCPf/wjhg0bhscffxxXX301tmzZgtatW8vWCFyy+c/G6pLNf7YOHTrg8ccfx8CBA/H555/jmGOOwaxZs3DppZeGnBMmTMDq1avD4tG70DaCtm7dipycnHqP5+TkYNu2bWEUHYzVBcjmGquN1QXI5hqr7a233sKAAQNCbxH/j3n5jnCyucVqY3UBsrnGamN1Ady2zz77DIMGDQrdvuSSS9CyZUucd9552L9/vyfvvMluY3XJ5j8bq0s2/9k2b96M4447DsDBd2GOiooK3QaAk046CV9++WX4QGF7rp9y7tRTT7XCwkLbv39/rWMHDhywwsJC69u3r1w/STa3WG2sLjPZXGO15eTk2JQpU+o9/re//c2zXy2QzS1WG6vLTDbXWG2sLjNuW2pqqi1durTW/cXFxZaQkGBjx46VrZG4zGRzjdXG6jKTzTVWW3Jysq1atSp0u3fv3vb3v/89dHvt2rWWmJgYNo+egdcIeuqpp5Cfn4+UlBT07ds39FPKLVu2YNGiRYiKisK8efPkks23NlaXbP6z9ejRAyUlJbj66qvrPB4dHY309PQwqw4mm1usNlYXIJtrrDZWF8Bt69mzJ9555x2cfPLJNe7v168f3nrrLQwcONATF8BrY3UBsrnGamN1AbK5xmrLzs5GSUlJ6DeHPvjggxrHV69ejU6dOoXNo9fAayTt3LkTM2fOxLJly1BZWQkASElJQW5uLgoKCpCYmCiXbL62sbpk85dt7969qKqqQlxcXNi/9j9LNrdYbawuQDbXWG2sLoDbtnDhQixZsgS33nprnccXLFiAGTNmYPr06WGW8dpYXYBsrrHaWF2AbK6x2tatW4fIyEi0a9euzuOzZs1CREREva/r/XOnDTyllFJKKaWUUkoppYgLeg1Qbp177rn4+uuvvWbUitUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq81LlzbwGmmLFi3CDz/84DWjVqwuQDbXWG2sLkA211htrC5ANtdYbawuQDbXWG2sLkA211htrC5ANtdYbawuQDbXWG1eurSBp5RSSimllFJKKaUUcdrAa6RlZGQgMjLSa0atWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2rx06U0slFJKKaWUUkoppZQiTs/A80G7d+/GokWLvGbUitUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaqy3cLj0DzweVlpbihBNOQFVVldeUGrG6ANlcY7WxugDZXGO1sboA2VxjtbG6ANlcY7WxugDZXGO1sboA2VxjtbG6ANlcY7WF26Vn4CmllFJKKaWUUkopRVyE1wD1z2vevPkRj3u1C83qAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdXG5tIGXiNo7969GDlyJHJycuo8/uWXX+Kuu+4Ks4rXBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquN1QXI5hqrjdUFyOYaq43VBcjmGquNzmWKvt69e9tjjz1W7/GPP/7YgsFgGEUHY3WZyeYaq43VZSaba6w2VpeZbK6x2lhdZrK5xmpjdZnJ5hqrjdVlJptrrDZWl5lsrrHa2Fx6DbxG0Lnnnovvv/++3uPNmzdHYWFh+ED/H6sLkM01VhurC5DNNVYbqwuQzTVWG6sLkM01VhurC5DNNVYbqwuQzTVWG6sLkM01VhubS+9Cq5RSSimllFJKKaUUcXoGnlJKKaWUUkoppZRSxOlNLBpJ+/btwxtvvIGlS5eisrISAJCSkoLevXvj/PPPR1RUlFyy+drG6pLNfzZWl2z+s7G6ZPOfjdUlm/9srC7Z/GdjdcnmPxuTS79C2wj6/PPPkZ+fj82bN6NXr15ITk4GAGzZsgXLly9HmzZt8M4776Bjx45yyeZLG6tLNv/ZWF2y+c/G6pLNfzZWl2z+s7G6ZPOfjdUlm/9sbC5t4DWCBgwYgPj4eMyYMQOJiYk1ju3YsQOFhYX44YcfMHfuXLlk86WN1SWb/2ysLtn8Z2N1yeY/G6tLNv/ZWF2y+c/G6pLNfzY6V9je71Y5Fxsba6tXr673+KpVqyw2NjaMooOxusxkc43Vxuoyk801Vhury0w211htrC4z2VxjtbG6zGRzjdXG6jKTzTVWG6vLTDbXWG1sLr2JRSMoKSkJGzZsqPf4hg0bkJSUFDbPoVhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdroXGHbKlTOjRs3zpo1a2aPPPKIlZaWWmVlpVVWVlppaak98sgj1rx5cxs/frxcsvnWxuqSzX82Vpds/rOxumTzn43VJZv/bKwu2fxnY3XJ5j8bm0sbeI2kiRMnWmpqqgUCAQsGgxYMBi0QCFhqaqrdf//9csnmexurSzb/2VhdsvnPxuqSzX82Vpds/rOxumTzn43VJZv/bEwuvYlFI6uioqLGWxe3a9fOY9HBWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2hhceg28Rla7du2Qm5uL6upqtG7d2mtOKFYXIJtrrDZWFyCba6w2Vhcgm2usNlYXIJtrrDZWFyCba6w2Vhcgm2usNlYXIJtrrDYGl56B10hLTEzExx9/jPbt23tNqRGrC5DNNVYbqwuQzTVWG6sLkM01VhurC5DNNVYbqwuQzTVWG6sLkM01VhurC5DNNVably49A6+RxrrvyuoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1ealSxt4SimllFJKKaWUUkoRpw28RtrkyZORnJzsNaNWrC5ANtdYbawuQDbXWG2sLkA211htrC5ANtdYbawuQDbXWG2sLkA211htrC5ANtdYbV669Bp4jbji4mL06tULsbGxXlNqxOoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1eaVSxt4jbioqCiUlpYiKyvLa0qNWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2rxyRYT1qymnTjjhhDrvP3DgAC688ELExMQAAEpKSsLJonUBsrnGamN1AbK5xmpjdQGyucZqY3UBsrnGamN1AbK5xmpjdQGyucZqY3UBsrnGamNzaQOvEbR69Wrk5eXh5JNPDt1nZigtLcVpp52GVq1aySWbr22sLtn8Z2N1yeY/G6tLNv/ZWF2y+c/G6pLNfzZWl2z+s9G5TNG3ePFi69Chg91xxx1WVVUVuj8iIsLWrFkjVx3J5harjdVlJptrrDZWl5lsrrHaWF1msrnGamN1mcnmGquN1WUmm2usNlaXmWyusdrYXHoX2kZQnz59sHLlSqxbtw69e/fG+vXrvSYB4HUBsrnGamN1AbK5xmpjdQGyucZqY3UBsrnGamN1AbK5xmpjdQGyucZqY3UBsrnGaqNzhX3LUP1bTZs2zVJSUmzy5MkWGRnp+U75oVhdZrK5xmpjdZnJ5hqrjdVlJptrrDZWl5lsrrHaWF1msrnGamN1mcnmGquN1WUmm2usNgaXNvAaYevWrbOTTjrJAoEAzV9mM16XmWyusdpYXWayucZqY3WZyeYaq43VZSaba6w2VpeZbK6x2lhdZrK5xmpjdZnJ5hqrzWtXwMzM2+cAKpeqq6uxc+dOJCYmIhAIeM0JxeoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1ealSxt4SimllFJKKaWUUkoRpzexaCQ988wzyMvLwyWXXIL33nuvxrFt27ahffv2cv1DsrnFamN1AbK5xmpjdQGyucZqY3UBsrnGamN1AbK5xmpjdQGyucZqY3UBsrnGamNyaQOvEfTEE09g9OjR6NKlC6Kjo3HOOefgvvvuCx2vqqrCl19+KZdsvrWxumTzn43VJZv/bKwu2fxnY3XJ5j8bq0s2/9lYXbL5z0bnCvur7qkGl52dbS+99FLo9gcffGAtW7a0cePGmZlZZWWlBYNBuWTzrY3VJZv/bKwu2fxnY3XJ5j8bq0s2/9lYXbL5z8bqks1/NjaXNvAaQbGxsVZRUVHjvtWrV1tycrKNGTPGs7/MrC7Z/GdjdcnmPxurSzb/2VhdsvnPxuqSzX82Vpds/rOxumTzn43NFRG+5/op144++mhs2rQJmZmZofu6du2K999/H6effjo2b94sl2y+trG6ZPOfjdUlm/9srC7Z/GdjdcnmPxurSzb/2VhdsvnPRucK21ahcm7w4MH2u9/9rs5jn3zyibVs2dKT3WhWl5lsrrHaWF1msrnGamN1mcnmGquN1WUmm2usNlaXmWyusdpYXWayucZqY3WZyeYaq43NpWfgNYLGjBmDlStX1nns2GOPxfvvv48//elPYVbxugDZXGO1sboA2VxjtbG6ANlcY7WxugDZXGO1sboA2VxjtbG6ANlcY7WxugDZXGO1sbkCZmZh+2pKKaWUUkoppZRSSqkGpWfgNaI+/PBDLF26FJWVlQCAlJQU5ObmomfPnnLVk2xusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpYXYBsrrHaWF2AbK6x2lhdgGyusdpoXGH7ZV3l3JYtW6xPnz4WCAQsIyPDevbsaT179rSMjAwLBAJ2yimn2JYtW+SSzbc2Vpds/rOxumTzn43VJZv/bKwu2fxnY3XJ5j8bq0s2/9nYXNrAawRdeOGFlpuba+Xl5bWOlZeXW+/eve2iiy6S6yfJ5harjdVlJptrrDZWl5lsrrHaWF1msrnGamN1mcnmGquN1WUmm2usNlaXmWyusdrYXNrAawQlJCRYSUlJvcdXrFhhCQkJYRQdjNVlJptrrDZWl5lsrrHaWF1msrnGamN1mcnmGquN1WUmm2usNlaXmWyusdpYXWayucZqY3MFw/sLu8ql6Oho7Nixo97jO3fuRHR0dBhFB2N1AbK5xmpjdQGyucZqY3UBsrnGamN1AbK5xmpjdQGyucZqY3UBsrnGamN1AbK5xmqjc4Vtq1A5d+2111pGRoa9/vrrtn379tD927dvt9dff90yMzPtuuuuk0s239pYXbL5z8bqks1/NlaXbP6zsbpk85+N1SWb/2ysLtn8Z2NzaQOvEfTjjz/aiBEjLCoqyoLBoMXExFhMTIwFg0GLioqykSNH2o8//iiXbL61sbpk85+N1SWb/2ysLtn8Z2N1yeY/G6tLNv/ZWF2y+c/G5gqYmYXv+X7q32nHjh1YuXJljbcu7tGjBxITE+WqJ9ncYrWxugDZXGO1sboA2VxjtbG6ANlcY7WxugDZXGO1sboA2VxjtbG6ANlcY7WxuLSBp5RSSimllFJKKaUUcXoTi0bSDz/8gMWLF6OsrKzWsR9//BEzZszwQMXrAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdXG6gJkc43VxuoCZHON1cbqAmRzjdVG5QrbL+sq5z799FPLyMiwQCBgwWDQ+vbta1999VXoeGVlpQWDQblk862N1SWb/2ysLtn8Z2N1yeY/G6tLNv/ZWF2y+c/G6pLNfzY2l56B1wi65ZZb0LVrV2zduhWffvopjjrqKJxyyinYuHGjXLL9ImysLtn8Z2N1yeY/G6tLNv/ZWF2y+c/G6pLNfzZWl2z+s9G5wrZVqJxr1aqVrVq1KnS7urraRowYYenp6bZ+/XrPdqNZXbL5z8bqks1/NlaXbP6zsbpk85+N1SWb/2ysLtn8Z2N1yeY/G5tLz8BrBP3www+IiIgI3Q4EApg0aRIGDRqEfv36Yd26dXLJ5msbq0s2/9lYXbL5z8bqks1/NlaXbP6zsbpk85+N1SWb/2xsroh//r8or+vSpQtWrFiBrKysGvc/9dRTAIDzzjvPCxatC5DNNVYbqwuQzTVWG6sLkM01VhurC5DNNVYbqwuQzTVWG6sLkM01VhurC5DNNVYbnStsz/VTzt1777129tln13t85MiRFggEwig6GKvLTDbXWG2sLjPZXGO1sbrMZHON1cbqMpPNNVYbq8tMNtdYbawuM9lcY7Wxusxkc43VxuYKmJmFd8tQKaWUUkoppZRSSin1r6bXwFNKKaWUUkoppZRSijht4CmllFJKKaWUUkopRZw28JRSSimllFJKKaWUIk4beEoppZRSSimllFJKEacNPKWUUkoppZRSSimliNMGnlJKKaWUqlX//v3xu9/97hf3tZVSSimlGNMGnlJKKaWU+rcqLi5GIBDA999//7N83uuvv44JEyb8fECllFJKqUZehNcApZRSSimlflrz5s29JiillFJKUaVn4CmllFJK/cLbvXs3CgsLkZCQgNTUVDz88MM1jr/44os48cQTcdRRRyElJQUFBQXYunUrAGDDhg047bTTAADNmjVDIBDA0KFDAQDV1dW477770K5dO8TGxuK4447Da6+99k8/7x9/hTYzMxP33HNPyJiRkYG//OUv+Oabb3D++ecjISEB3bp1w4oVK2q4Fy9ejFNPPRWxsbFo27Ytrr/+euzevfvnHp9SSiml1H88beAppZRSSv3CGz16NBYuXIg333wT8+bNQ3FxMUpKSkLH9+/fjwkTJqC0tBRvvPEGNmzYENpsa9u2Lf70pz8BAD799FN8/fXXePzxxwEA9913H2bMmIFnn30Wa9aswY033ogrrrgCCxcuPOLn1dWjjz6KPn364G9/+xvOPfdcXHnllSgsLMQVV1yBkpISdOjQAYWFhTAzAMD69etx1lln4cILL8SqVavwyiuvYPHixbjuuuv+EyNUSimllPqPFrBD3+UopZRSSqlfXLt27UKLFi0wc+ZMXHzxxQCAb7/9Fm3atME111yDxx57rNbnrFixAieddBJ27tyJhIQEFBcX47TTTsN3332HpKQkAMDevXvRvHlzvPvuu8jNzQ197vDhw7Fnzx7MmjWrzs8DDj4D7/jjjw997czMTJx66ql48cUXAQCVlZVITU3FuHHjcPfddwMAli1bhtzcXHz99ddISUnB8OHD0aRJE0yePDn05y5evBj9+vXD7t27ERMT8zNOUSmllFLqP5teA08ppZRS6hfc+vXrsW/fPvTq1St0X/PmzXHMMceEbq9cuRJ33nknSktL8d1336G6uhoAsHHjRmRnZ9f5537++efYs2cPBgwYUOP+ffv2oXv37g12duvWLfTfycnJAICcnJxa923duhUpKSkoLS3FqlWr8NJLL4X+HzNDdXU1KioqkJWV1WCDUkoppZRXaQNPKaWUUkrV2+7du5Gfn4/8/Hy89NJLaNmyJTZu3Ij8/Hzs27ev3s/btWsXAGD27NlIS0urcSw6OrrBjsjIyNB/BwKBeu87tLm4a9cu/OY3v8H1119f689KT09v8NdXSimllPIybeAppZRSSv2C69ChAyIjI7F8+fLQxtZ3332HdevWoV+/figvL8f//u//YuLEiWjbti0A1HqziKioKABAVVVV6L7s7GxER0dj48aN6NevX51fu67P+7k64YQTUFZWho4dO/7sf7ZSSimlVLjTm1gopZRSSv2CS0hIwNVXX43Ro0fj/fffxyeffIKhQ4ciGDz4bWJ6ejqioqLw5JNP4osvvsBf/vIXTJgwocafkZGRgUAggLfffhvffPMNdu3ahaOOOgqjRo3CjTfeiBdeeAHr169HSUkJnnzySbzwwgv1ft7P1S233IIlS5bguuuuw8cff4zPPvsMb775pt7EQimllFKNMm3gKaWUUkr9wnvwwQdx6qmnYtCgQcjLy8Mpp5yCHj16AABatmyJ559/Hq+++iqys7MxceJEPPTQQzU+Py0tDXfddRfGjBmD5OTk0CbZhAkTMG7cONx3333IysrCWWedhdmzZ6Ndu3ZH/Lyfo27dumHhwoVYt24dTj31VHTv3h133HEHWrdu/bN9DaWUUkqpcKV3oVVKKaWUUkoppZRSijg9A08ppZRSSimllFJKKeK0gaeUUkoppZRSSimlFHHawFNKKaWUUkoppZRSijht4CmllFJKKaWUUkopRZw28JRSSimllFJKKaWUIk4beEoppZRSSimllFJKEacNPKWUUkoppZRSSimliNMGnlJKKaWUUkoppZRSxGkDTymllFJKKaWUUkop4rSBp5RSSimllFJKKaUUcdrAU0oppZRSSimllFKKuP8DyJ7aUb8SuBsAAAAASUVORK5CYII=", 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", + "image/png": 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", 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" ] @@ -568,7 +682,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "3\n" + "2\n" ] } ], @@ -580,12 +694,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -605,7 +719,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -628,12 +742,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/fomo/patterns/__pycache__/missing_data_matrix.cpython-311.pyc b/fomo/patterns/__pycache__/missing_data_matrix.cpython-311.pyc index e580d7c92d87168a184967cf1cb2bd707adc5b46..988022f2af7271d1e8358dc373956ca086065822 100644 GIT binary patch delta 694 zcmdlhbxoFUIWI340}yPt5=nc{Gm&q)L`X6VNB{~zlFUH-xo6|vK1OEdV#mo|Obu#z zHZ^Qn956*GoGF~GOes7q3?;%aF$RVduE|AAZX#(+l5nwFwi>oz22I}07noKtF^3eD zPOf8>VsT5%Dc(Gr)tQlT<>dQpTTG3C>Wj62L<7SI1_o;vCS>w};0{A%K7{?5Ve$$# zeT5=Hpe_g@1TusPNGK>2iGoDMfW+i1c1>k-kc0u%%K8Yl!L zfoxN72pEAyWL%jpa7X~r2Mz`q9k6xwAp0PWKgxO_@vQI#-`Fd@sTV!du6U+h$f&;P zP;Pc)%@vfknDVeDh<@ct%Fm$ytG`FDg7E@lqEw+Nhyp+V^ zB0Zq8B2YR4hZR`YEsps3yu{qp_;^SJiGyT8Vf>53CO1E&G$+-r$a?Zt9$OI;Mwt%` Os6@_WHeO>EkQM+!LcYlW delta 429 zcmca6yH|>DIWI340}!mR>`I98y%eS(43}kx_GUEc+H^L!g#o2_VtHaKWq|f_4OMD1>u9 zGfaNSaZyDCsN|M#Zf0?DW?p)HN@7W3d~RY%QD#Mv22h3-WQy_RYn(3vBs8vw>#PU_ z!3}~Nm?7pIRXxFY*7$;d{1yN7i{2SmyfZFj)n0U}yW&&_RB+L({tA#ZsK20F|Am1; z!jb6$i^v0R=?g5