DSA_SS24/notebooks/first_signal_processing.ipynb

938 lines
1.7 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Signal Processing\n",
"\n",
"The notebook goes into more detail on the processing of the 12 ECG data per patient. First, the signal itself is considered and then the ECG signal processing methods integrated in the 'wfdb' module are explored. Various approaches are then used to normalize the data and reduce noise in order to make the signals as comparable as possible."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"from matplotlib import pyplot as plt\n",
"import wfdb.processing\n",
"import scipy.signal\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"path = \"C:/Studium/dsa/data\"\n",
"#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading SB\n",
"Length of SB: 16559\n",
"Reading AFIB\n",
"Length of AFIB: 9839\n",
"Reading GSVT\n",
"Length of GSVT: 948\n",
"Reading SR\n",
"Length of SR: 9720\n"
]
}
],
"source": [
"\n",
"# read pickle files and check len and print first record and first record keys\n",
"\n",
"\n",
"\n",
"categories_dict = {\n",
"'SB': [426177001],\n",
"'AFIB': [164889003, 164890007],\n",
"'GSVT': [426761007, 713422000, 233896004, 233897008, 713422000],\n",
"'SR': [426783006, 427393009]\n",
"}\n",
"\n",
"\n",
"data = {}\n",
"for cat_name in categories_dict.keys():\n",
" print(f\"Reading {cat_name}\")\n",
" with open(f'{path}/{cat_name}.pkl', 'rb') as f:\n",
" records = pickle.load(f)\n",
" data[cat_name] = records\n",
" print(f\"Length of {cat_name}: {len(records)}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For a better understanding of the structure and dimensions of the individual data sets, there are printed."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Keys of first record of SB: dict_keys(['record_name', 'n_sig', 'fs', 'counter_freq', 'base_counter', 'sig_len', 'base_time', 'base_date', 'comments', 'sig_name', 'p_signal', 'd_signal', 'e_p_signal', 'e_d_signal', 'file_name', 'fmt', 'samps_per_frame', 'skew', 'byte_offset', 'adc_gain', 'baseline', 'units', 'adc_res', 'adc_zero', 'init_value', 'checksum', 'block_size'])\n",
"{'record_name': 'JS00002', 'n_sig': 12, 'fs': 500, 'counter_freq': None, 'base_counter': None, 'sig_len': 5000, 'base_time': None, 'base_date': None, 'comments': ['Age: 59', 'Sex: Female', 'Dx: 426177001,164934002', 'Rx: Unknown', 'Hx: Unknown', 'Sx: Unknown'], 'sig_name': ['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6'], 'p_signal': array([[-0.01 , 0.01 , 0.02 , ..., 0.054, 0.049, 0. ],\n",
" [-0.024, -0.02 , 0.005, ..., 0.034, 0.034, -0.015],\n",
" [-0.02 , -0.02 , 0. , ..., 0.034, 0.034, -0.01 ],\n",
" ...,\n",
" [ 0.015, 0.01 , -0.005, ..., -0.015, -0.02 , 0.005],\n",
" [ 0.01 , 0.01 , 0. , ..., -0.02 , -0.024, 0. ],\n",
" [ 0.01 , 0.01 , 0. , ..., -0.024, -0.029, -0.005]]), 'd_signal': None, 'e_p_signal': None, 'e_d_signal': None, 'file_name': ['JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat'], 'fmt': ['16', '16', '16', '16', '16', '16', '16', '16', '16', '16', '16', '16'], 'samps_per_frame': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], 'skew': [None, None, None, None, None, None, None, None, None, None, None, None], 'byte_offset': [24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24], 'adc_gain': [1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0], 'baseline': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'units': ['mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV'], 'adc_res': [16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16], 'adc_zero': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'init_value': [-10, 10, 20, 0, -15, 15, -10, -54, 63, 54, 49, 0], 'checksum': [12346, 26962, 14528, -13537, -6991, 14569, -383, 16468, -29512, -7548, -22267, 31542], 'block_size': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}\n",
"(5000, 12)\n"
]
}
],
"source": [
"# print keys of first record\n",
"print(f\"Keys of first record of SB: {data['SB'][0].__dict__.keys()}\")\n",
"print(data['SB'][0].__dict__)\n",
"print(data['SB'][0].__dict__['p_signal'].shape)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of records with p_signal: 9720\n",
"Number of records with e_p_signal: 0\n",
"Number of records with d_signal: 0\n",
"Number of records with e_d_signal: 0\n"
]
}
],
"source": [
"# count how many different signals are available\n",
"counter_p = 0\n",
"counter_e_p = 0\n",
"counter_d = 0\n",
"counter_e_d = 0\n",
"for record in data['SR']:\n",
" if record.p_signal is not None:\n",
" counter_p += 1\n",
" if record.e_p_signal is not None:\n",
" counter_e_p += 1\n",
" if record.d_signal is not None:\n",
" counter_d += 1\n",
"\n",
"print(f\"Number of records with p_signal: {counter_p}\")\n",
"print(f\"Number of records with e_p_signal: {counter_e_p}\")\n",
"print(f\"Number of records with d_signal: {counter_d}\")\n",
"print(f\"Number of records with e_d_signal: {counter_e_d}\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot a complete Record\n",
"wfdb.plot_wfdb(data['SB'][24],title=\"Example for all Channels\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot specific Channel of Record\n",
"fig = wfdb.plot_items(data['SB'][24].p_signal[:,0],title=\"Example for Channel 7\",figsize=(15,4),return_fig=True)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"#Find peaks in Channel 6 of Record 25\n",
"hard = wfdb.processing.find_local_peaks(data['SB'][24].p_signal[:,6],radius=3)\n",
"record = data['SB'][24].p_signal[:,6]\n",
"wholeRecord = data['SB'][24]\n",
"peak_points_y = [record[i] for i in hard] "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 5))\n",
"plt.plot(record)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Learning initial signal parameters...\n",
"Failed to find 8 beats during learning.\n",
"Initializing using default parameters\n",
"Running QRS detection...\n",
"QRS detection complete.\n",
"[ 484 1038 1590 2131 2675 3219 3758 4300 4838]\n"
]
}
],
"source": [
"# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n",
"indicies = wfdb.processing.xqrs_detect(wholeRecord.p_signal[:,6],wholeRecord.fs,0,5000)\n",
"print(indicies)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"For normalization: [0.059 0.068 0.083 ... 0.068 0.063 0.049]\n",
"After normalization: [0.27931363 0.28789323 0.30219256 ... 0.28789323 0.28312679 0.26978074]\n"
]
}
],
"source": [
"# Normalization through upper and lower bounds (“Y-axis normalization”)\n",
"print(\"For normalization: \", wholeRecord.p_signal[:,0])\n",
"wholeRecord.p_signal[:,0] = wfdb.processing.normalize_bound(wholeRecord.p_signal[:,0],0,1)\n",
"print(\"After normalization: \",wholeRecord.p_signal[:,0])\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"wfdb.plot_wfdb(wholeRecord,title=\"Example for all Channels\")\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"wfdb.plot_items(data['SB'][24].p_signal[:,0],title=\"Example for Channel 1\",figsize=(15,4))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test_data = data['SB'][0].p_signal[:,0]\n",
"\n",
"\n",
"from scipy.signal import butter, lfilter\n",
"\n",
"def butter_lowpass(cutoff, fs, order=5):\n",
" nyq = 0.5 * fs\n",
" normal_cutoff = cutoff / nyq\n",
" b, a = butter(order, normal_cutoff, btype='low', analog=False)\n",
" return b, a\n",
"\n",
"def butter_lowpass_filter(data, cutoff, fs, order=5):\n",
" b, a = butter_lowpass(cutoff, fs, order=order)\n",
" y = lfilter(b, a, data)\n",
" return y\n",
"\n",
"# Filter requirements.\n",
"\n",
"order = 1\n",
"fs = 500.0\n",
"cutoff = 25#25\n",
"\n",
"# Get the filter coefficients so we can check its frequency response.\n",
"b, a = butter_lowpass(cutoff, fs, order)\n",
"\n",
"# Apply filter to the signal\n",
"butter_filtered_sig = butter_lowpass_filter(test_data, cutoff, fs, order)\n",
"\n",
"# Plot the signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(test_data, 'b-', label='data')\n",
"plt.plot(butter_filtered_sig, 'g-', linewidth=2, label='filtered data')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with butter lowpass filter and without Filter')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Find peaks in Channel 6 of Record 25\n",
"hard = wfdb.processing.find_local_peaks(butter_filtered_sig,radius=3)\n",
"record = butter_filtered_sig\n",
"peak_points_y = [record[i] for i in hard] \n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(record)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Learning initial signal parameters...\n",
"Failed to find 8 beats during learning.\n",
"Initializing using default parameters\n",
"Running QRS detection...\n",
"QRS detection complete.\n",
"[ 544 1114 1683 2281 2855 3452 4016 4606]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n",
"indicies = wfdb.processing.xqrs_detect(butter_filtered_sig,500,0,5000)\n",
"print(indicies)\n",
"\n",
"# detected = [ 530 1076 1631 2174 2725 3281 3828 4378 4938]\n",
"cut_signal = butter_filtered_sig[indicies[0]:indicies[2]]\n",
"\n",
"# plot the cut signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(cut_signal)\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Cut Signal based on R to get one QRS complex')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-0.03577630855309041, -0.16337948001854852]\n"
]
}
],
"source": [
"plt.figure(figsize=(10, 5))\n",
"plt.plot(butter_filtered_sig)\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Cut Signal with Minimas Q, S detection')\n",
"plt.grid(True)\n",
"\n",
"for peak in indicies:\n",
" start_idx = 20\n",
" end_idx = 25\n",
" signal_section = butter_filtered_sig[peak-start_idx:peak+end_idx]\n",
" minimas = scipy.signal.argrelextrema(signal_section, comparator=np.less, order=5)\n",
" \n",
" # map the minimas to the original signal\n",
" minimas = minimas[0] + peak - start_idx\n",
" minimas_y = [butter_filtered_sig[i] for i in minimas]\n",
" # if minimas more than 2 take those with biggest difference in y\n",
" if len(minimas) > 2:\n",
" minimas_y = [butter_filtered_sig[i] for i in minimas]\n",
" minimas_y = sorted(minimas_y)\n",
" minimas_y = minimas_y[:2]\n",
" minimas = [minimas[i] for i in range(0,2)]\n",
"\n",
" # plot the minimas\n",
" plt.plot(minimas, minimas_y, 'ro')\n",
"\n",
"plt.legend(['Signal', 'Minimas'])\n",
"plt.show()\n",
"\n",
"#print y values of minimas\n",
"print(minimas_y)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# find peaks in the cut signal\n",
"hard = wfdb.processing.find_local_peaks(cut_signal,radius=3)\n",
"#peak_points_y = [cut_signal[i] for i in hard]\n",
"\n",
"tolerance = 1\n",
"# get standard deviation of the hard peaks\n",
"std = cut_signal[hard].std() * tolerance\n",
"# filter peaks with std\n",
"hard = [i for i in hard if cut_signal[i] > std]\n",
"# get the y values of the peaks\n",
"peak_points_y = [cut_signal[i] for i in hard]\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(cut_signal)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Cuted Signal with Peaks (STD)')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(5000, 2)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"from statsmodels.nonparametric.smoothers_lowess import lowess\n",
"\n",
"org_signal = butter_filtered_sig \n",
"#org_signal = test_data\n",
"x = org_signal\n",
"y = np.arange(len(org_signal))\n",
"\n",
"# Apply lowess function\n",
"frac = 0.003#0.01\n",
"lowess_filtered_sig = lowess(x, y, is_sorted=True, frac=frac, it=1)\n",
"print(lowess_filtered_sig.shape)\n",
"# Plot the signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(org_signal, 'b-', linewidth=2, label='filtered data')\n",
"plt.plot(lowess_filtered_sig[:, 0], lowess_filtered_sig[:, 1], 'g-', linewidth=2, label='loess data')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without LOESS Filter')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import cv2 as cv\n",
"\n",
"\n",
"org_signal = lowess_filtered_sig[:, 1]\n",
"#org_signal = test_data\n",
"\n",
"# Reshape the signal to a 2D array for OpenCV (camera image processing library)\n",
"org_signal_2d = np.reshape(org_signal, (-1, 1))\n",
"\n",
"# Scale the signal to the range [0, 255] (normal pixel range for images)\n",
"org_signal_2d_scaled = np.uint8((org_signal_2d - np.min(org_signal_2d)) / (np.max(org_signal_2d) - np.min(org_signal_2d)) * 255)\n",
"\n",
"# Apply Non-Local Means denoising\n",
"\n",
"filter_strength = 50\n",
"template_window_size = 7\n",
"search_window_size = 21\n",
"\n",
"nlm_filtered_sig_2d = cv.fastNlMeansDenoising(org_signal_2d_scaled, None, filter_strength, template_window_size, search_window_size)\n",
"\n",
"# Rescale the denoised signal back to the original range\n",
"nlm_filtered_sig = np.reshape(nlm_filtered_sig_2d, -1) * (np.max(org_signal) - np.min(org_signal)) / 255 + np.min(org_signal)\n",
"\n",
"\n",
"# Plot the original and denoised signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(org_signal, label='Original signal')\n",
"plt.plot(nlm_filtered_sig, label='Denoised signal')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without Non-Local Means Denoising')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the original and denoised signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(test_data, label='Original signal')\n",
"plt.plot(nlm_filtered_sig, label='Denoised signal')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without Non-Local Means Denoising')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Find peaks in Channel 6 of Record 25\n",
"hard = wfdb.processing.find_local_peaks(nlm_filtered_sig,radius=50)\n",
"record = nlm_filtered_sig\n",
"peak_points_y = [record[i] for i in hard] \n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(record)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Find peaks in Channel 6 of Record 25\n",
"hard, soft = wfdb.processing.find_peaks(nlm_filtered_sig)\n",
"record = nlm_filtered_sig\n",
"peak_points_y = [record[i] for i in hard] \n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(record)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"filter_params = {\n",
" 'names': ['butterlowpass', 'lowess', 'non_local_means'],\n",
" # params for butterworth filter\n",
" 'order':1,\n",
" 'fs':500.0,\n",
" 'cutoff':25,\n",
" # params for lowess filter\n",
" 'filter_strength':50,\n",
" 'template_window_size':7,\n",
" 'search_window_size':21,\n",
" # params for nlm filter\n",
" 'frac':0.003,\n",
" 'it':1\n",
"}\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"butter_filtered_sig = data_helper.butterlowpass_filter(data['SB'][0], filter_params['cutoff'], filter_params['fs'], filter_params['order'])\n",
"# Plot the original and denoised signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n",
"plt.plot(butter_filtered_sig.p_signal[:,0], label='Butterlow signal')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without Butterlow signal Denoising')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lowess_filtered_sig = data_helper.lowess_filter(butter_filtered_sig, filter_params['frac'], filter_params['it'])\n",
"# Plot the original and denoised signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n",
"plt.plot(lowess_filtered_sig.p_signal[:,0], label='Lowess signal')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without Lowess Denoising')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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KCwsxcuRI1YJQzsmTJ9G8eXPVeW/nADF4gCeJiYm4ePGidCwIAmbNmoUWLVogMjISdevWRXJyMnbt2qVaEPmCa5Gxdu1aFBcXY/v27ejTpw/69u2rEBji4+PRsWNHzfd3ERUVJfltVfTdKmLv3r246aabULt2bcTHxyM5OVkSPjy/c8OGDVV+Ep7Pcf0unuVatWrl03fp06cP7HY7Nm7ciIMHDyI7O9trm7Vt2xZJSUk+3dMbvn6XFi1aKAQEQDRHdH1+OalduzaeeOIJ/Pzzz9i+fbvXMidPnvTa1hXV2fO9SExMBACpHYqKipCZmSn90xLq2/Usz/pERESgadOm0udHjx4FgCrDwefl5WH8+PFITU1FdHQ0kpOT0aRJEwDqvqqVzp07o3Xr1vjqq6/w5ZdfIi0tTRKaPDl8+DD27t2L5ORkxb+WLVsCUAbtWb9+PQYOHIhatWohISEBycnJkh+RZ519GaNefvll5Ofno2XLlrjiiivwzDPPYNeuXbq+u4uioiLExcUBAHJycpCfn48PP/xQ9T3HjBmj+p7e6u/ZlyrqDwDQunXrSt+n2267DVdddRUeeOABpKam4vbbb8e3337rk8Dly/h48uRJ1KtXDzExMYpyFc0nBBFOUHRBgghzIiIi0L17d3Tv3h0tW7bEmDFj8N1332Hy5MmG3N9kMnk9z2S+HK+99hpeeukl3HfffXjllVeQlJQEnufxxBNP+LV7Wr9+fTRp0gRr1qxBRkYGGGPo1asXkpOTMX78eJw8eRJr165F7969VQt5I75bVeTn56Nfv36Ij4/Hyy+/jGbNmiEqKgrbtm3Dc889p/rOvrShXrp164aoqCisWbMGjRs3RkpKClq2bIk+ffpg7ty5KC8vx9q1a3HTTTfpeo6R36Wi4BW+BB7Ryvjx4zFr1ixMnTrVq1+MVqpqhxkzZig0Z+np6QFL8nvrrbdiw4YNeOaZZ9CpUyfExsZCEAQMHTrUr/fTkzvvvBPz5s1DXFwcbrvttgrfSUEQcMUVV2DmzJleP2/UqBEAUXgcMGAAWrdujZkzZ6JRo0aIiIjAkiVLMGvWLL/er759++Lo0aP46aefsGzZMnz88ceYNWsW5s+fjwceeMCfrw1ADKhx6NAhSdB11e3uu++u0C+pQ4cOmuvvL9HR0VizZg1WrVqF3377DUuXLsWiRYtw7bXXYtmyZZWOgf6OjwRRUyAhiyBqEN26dQMAnD9/vsIy6enpXiNX6YmM9v333+Oaa67BJ598ojifn5+PunXr+nXPPn36YM2aNWjSpAk6deqEuLg4dOzYEbVr18bSpUuxbdu2KvMm+RKBzh9Wr16NCxcuYPHixYqgEMePH/f7nunp6dizZw8YY4p6y/N+VYbLbG/t2rVo3LixpA3s06cPysvL8eWXXyIrK6vCoBcujGiz9PR07Nq1C4IgKBbcLjPK9PR0AO4de0/HfW8783rr5dJmTZkyxeviNz093Wtbe9bZV+69916F6aHc/K0qXM86ePAgmjZtKp23Wq04fvw4Bg4cCABo1qwZAGDPnj3SOU8uXryIFStWYOrUqZg0aZJ03kizuTvvvBOTJk3C+fPnKw1I0qxZM+zcuRMDBgyo9Pf85ZdfUF5ejp9//lmh5ZGbE/pDUlISxowZgzFjxqCoqAh9+/bFlClTdAlZ33//PUpLSzFkyBAAoqliXFwcHA5Hhb+JVuT9wVNLePDgwSr7Js/zGDBgAAYMGICZM2fitddewwsvvIBVq1bprmN6ejpWrVqFkpIShTbL6EibBBGMkLkgQYQhq1at8rrLuWTJEgCVm5gNGTIEGzduVCSbzcvLw5dfful3fUwmk6o+3333nSq8sBb69OmDEydOYNGiRZLAwPM8evfujZkzZ8Jms1Xpj+Wa9CuLvuUPrh1e+Xe2Wq2YO3eu3/ccNmwYzp07h++//146V1JS4lOkQxd9+vTBP//8g1WrVkltU7duXbRp0wZvvPGGVKYyatWqBUBfmw0bNgyZmZlYtGiRdM5ut2POnDmIjY1Fv379AIgLNJPJpIiKCMBrOxpRL5fvkiuComedN23ahI0bN0rniouL8eGHHyIjIwNt27bV9KymTZti4MCB0r+rrrrK52sHDhyIiIgIvPvuu4o+9sknn+DSpUtS5L4uXbqgSZMmUhhxOa7rvPVVAIZo81w0a9YMs2fPxvTp09GjR48Ky9166604e/as1+TopaWlkj+htzpfunQJn376qd919AxXHxsbi+bNm/uUIqEidu7ciSeeeAKJiYmSD5LJZMItt9yCH374wWv0Vy1moy66deuGlJQUzJ8/X1Hf33//Hfv37/caydFFXl6e6pzLH1fPd3cxZMgQ2Gw2xW8qCILXKJAEEW6QJosgwpDHHnsMJSUluOmmm9C6dWtYrVZs2LABixYtQkZGhmT7741nn30WX3zxBQYNGoTHHnsMtWrVwscff4zGjRsjLy/PL43B9ddfj5dffhljxoxB7969sXv3bnz55ZeKXXituISBgwcP4rXXXpPO9+3bF7///jsiIyOlnE4VER0djbZt22LRokVo2bIlkpKS0L59+yp9WKqid+/eSExMxKhRo/D444+D4zgsXLhQl3nP2LFj8d577+Hee+/F1q1bUa9ePSxcuFDl61AZffr0wbRp03D69GmFMNW3b1988MEHyMjIQMOGDSu9R7NmzZCQkID58+cjLi4OtWrVQs+ePSUfHl948MEH8cEHH2D06NHYunUrMjIy8P3332P9+vWYPXu25L9Su3Zt/Pvf/8acOXPAcRyaNWuGX3/9VeWzAgBdu3YFADz++OMYMmQITCYTbr/9dp/r5Hre+PHjvWpAn3/+eXz99de47rrr8PjjjyMpKQmff/45jh8/jh9++EGXWao3cnJy8Oqrr6rON2nSBHfddRcmTpyIqVOnYujQoRgxYgQOHjyIuXPnonv37pLvH8/zmDdvHm644QZ06tQJY8aMQb169XDgwAHs3bsXf/zxB+Lj49G3b1+8+eabsNlsaNCgAZYtW6ZL6+qN8ePHV1nmnnvuwbfffov/+7//w6pVq3DVVVfB4XDgwIED+Pbbb/HHH3+gW7duGDx4MCIiInDDDTfgoYceQlFRET766COkpKRUqqWvjLZt26J///7o2rUrkpKSsGXLFnz//fcYN26cT9evXbsWZWVlUmCf9evX4+eff0bt2rXxv//9T5Gv7/XXX8eqVavQs2dPjB07Fm3btkVeXh62bduGP//806vgUxkWiwVvvPEGxowZg379+uGOO+5AVlYW3nnnHWRkZODJJ5+s8NqXX34Za9aswfDhw5Geno7s7GzMnTsXDRs21BUAx8WNN96IHj164KmnnsKRI0fQunVr/Pzzz9J3rC5rAoIICi5zNEOCIC4Dv//+O7vvvvtY69atWWxsLIuIiGDNmzdnjz32GMvKylKU9Qzhzhhj27dvZ3369GGRkZGsYcOGbPr06ezdd99lAFhmZqbiWm9hjz3DfpeVlbGnnnqK1atXj0VHR7OrrrqKbdy4UVXO1xDuLlJSUhgAxXdat24dA8D69OmjKu8Zwp0xxjZs2MC6du3KIiIiFOHcR40axWrVqqW6h2cI5IpYv349u/LKK1l0dDSrX7++FEYfHiHJKwrX7a2uJ0+eZCNGjGAxMTGsbt26bPz48Wzp0qU+hXBnjLGCggJmMplYXFwcs9vt0vkvvviCAWD33HOP6hrP34gxxn766SfWtm1bZjabFb+Xlu+SlZXFxowZw+rWrcsiIiLYFVdc4fV3z8nJYbfccguLiYlhiYmJ7KGHHmJ79uxR9RO73c4ee+wxlpyczDiOq/I3qqiuFy9eZLVr11aFcGeMsaNHj7KRI0eyhIQEFhUVxXr06MF+/fVXRZmKQnpr6duuUPje/g0YMEAq995777HWrVszi8XCUlNT2cMPP6wK1c6Y+E4MGjSIxcXFsVq1arEOHTqwOXPmSJ+fOXOG3XTTTSwhIYHVrl2b/fvf/2bnzp1TpTfwJ4R7ZcAjhDtjYjjyN954g7Vr145FRkayxMRE1rVrVzZ16lR26dIlqdzPP//MOnTowKKiolhGRgZ744032IIFC7ymmfBljHr11VdZjx49WEJCAouOjmatW7dm06ZN85r2Qo7r93b9s1gsLDk5mfXt25dNmzaNZWdne70uKyuLPfroo6xRo0bMYrGwtLQ0NmDAAPbhhx+q7u1rX1q0aBHr3Lkzi4yMZElJSeyuu+5iZ86cUZTxHL9WrFjB/vWvf7H69euziIgIVr9+fXbHHXewQ4cOVfo8LeNjTk4Ou/POO1lcXByrXbs2Gz16NFu/fj0DwL755hvvDUsQYQDHmIGe1QRBhC1PPPEEPvjgAxQVFZHDM0EQBOE3P/74I2666SasW7dOk6ksQYQS5JNFEISK0tJSxfGFCxewcOFCXH311SRgEQRBED7jOZ84HA7MmTMH8fHx6NKlS4BqRRDVD/lkEQSholevXujfvz/atGmDrKwsfPLJJygoKMBLL70U6KoRBEEQIcRjjz2G0tJS9OrVC+Xl5Vi8eDE2bNiA1157TVNUTYIINchckCAIFf/5z3/w/fff48yZM+A4Dl26dMHkyZMNCzlMEARB1Ay++uorvP322zhy5AjKysrQvHlzPPzwwz4HFSGIUIWELIIgCIIgCIIgCAMhnyyCIAiCIAiCIAgDISGLIAiCIAiCIAjCQCjwRRUIgoBz584hLi6OkuYRBEEQBEEQRA2GMYbCwkLUr1+/0kT0JGRVwblz59CoUaNAV4MgCIIgCIIgiCDh9OnTaNiwYYWfk5BVBXFxcQDEhoyPjw9oXWw2G5YtW4bBgwfDYrEEtC5EaEB9htAK9RlCK9RnCK1QnyG0Ekx9pqCgAI0aNZJkhIogIasKXCaC8fHxQSFkxcTEID4+PuAdjAgNqM8QWqE+Q2iF+gyhFeozhFaCsc9U5UZEgS8IgiAIgiAIgiAMhIQsgiAIgiAIgiAIAyEhiyAIgiAIgiAIwkDIJ8sAGGOw2+1wOBzV+hybzQaz2YyysrJqfxYRGEwmE8xmM6ULIAiCIAiCCGFIyNKJ1WrF+fPnUVJSUu3PYowhLS0Np0+fpkV4GBMTE4N69eohIiIi0FUhCIIgCIIg/ICELB0IgoDjx4/DZDKhfv36iIiIqFbhRxAEFBUVITY2ttLkZ0RowhiD1WpFTk4Ojh8/jhYtWtDvTBAEQRAEEYKQkKUDq9UKQRDQqFEjxMTEVPvzBEGA1WpFVFQULb7DlOjoaFgsFpw8eVL6rQmCIAiCIIjQglbqBkACD2Ek1J8IgiAIgiBCG1rNEQRBEARBEARBGAgJWQRBEARBEARBEAZCQhahmRMnToDjOOzYscPnaz777DMkJCQEvB5y+vfvjyeeeMLQOvnC6NGjceONN1725xIEQRAEQRCXBxKyaiinT5/GfffdJ0VFTE9Px/jx43HhwoUqr23UqBHOnz+P9u3b+/y82267DYcOHdJTZcNZvHgxXnnllUBXgyAIgiAIgggzSMiqgRw7dgzdunXD4cOH8fXXX+PIkSOYP38+VqxYgV69eiEvL6/Ca61WK0wmE9LS0mA2+x6cMjo6GikpKUZU3zCSkpIQFxcX6GoQBEEQBEEQYQYJWQbCGEOJ1V6t/0qtDq/nGWM+1/PRRx9FREQEli1bhn79+qFx48a47rrr8Oeff+Ls2bN44YUXpLIZGRl45ZVXcO+99yI+Ph4PPvigVzO9n3/+GS1atEBUVBSuueYafP755+A4Dvn5+QDU5oJTpkxBp06dsHDhQmRkZKB27dq4/fbbUVhYKJVZunQprr76aiQkJKBOnTq4/vrrcfToUU2/ydy5c6V6paamYuTIkdJnnuaC58+fx/DhwxEdHY0mTZrgq6++QkZGBmbPni2V4TgOH3/8MW666SbExMSgRYsW+Pnnn6XPHQ4H7r//fjRp0gTR0dFo1aoV3nnnHU11DhbsDgHjvtqGBeuOB7oqIQljDE99uxPvrzoS6KoQBEEQBHGZoTxZBlJqc6DtpD8C8ux9Lw9BTETVP2deXh7++OMPTJs2DdHR0YrP0tLScNddd2HRokWYO3eulFh5xowZmDRpEiZPnuz1nsePH8fIkSMxfvx4PPDAA9i+fTuefvrpKuty9OhR/Pjjj/j1119x8eJF3HrrrXj99dcxbdo0AEBxcTEmTJiADh06oKioCJMmTcJNN92EHTt2+BTmfMuWLXj88cexcOFC9O7dG3l5eVi7dm2F5e+9917k5uZi9erVsFgsmDBhArKzs1Xlpk6dijfffBNvvfUW5syZg7vuugsnT55EUlISBEFAw4YN8d1336FOnTrYsGEDHnzwQdSrVw+33nprlXUOJpbty8Kvu87j113ncd/VTQJdnZBj84mL+GHbGQDAo9c0D3BtCIIgCIK4nJCQVcM4fPgwGGNo06aN18/btGmDixcvIicnRzLvu/baa/HUU09JZU6cOKG45oMPPkCrVq3w1ltvAQBatWqFPXv2SMJSRQiCgM8++0wy2bvnnnuwYsUK6bpbbrlFUX7BggVITk7Gvn37fPIHO3XqFGrVqoXrr78ecXFxSE9PR+fOnb2WPXDgAP78809s3rwZ3bp1AwB8/PHHaNGihars6NGjcccddwAAXnvtNbz77rvYtGkThg4dCovFgqlTp0plmzRpgo0bN+Lbb78NOSGroNQW6CqENCVWe6CrQBAEQRBEgCAhy0CiLSbse3lItd1fEAQUFhQiLj5OpcmJtpg03UuLeaFL6KiIgwcPonv37opzPXr0qPK+GRkZCp+oevXqKTRHhw8fxqRJk/DPP/8gNzcXgiAAEIUnX4SsQYMGIT09HU2bNsXQoUMxdOhQyczP23cwm83o0qWLdK558+ZITExUle3QoYP0d61atRAfH6+o9/vvv48FCxbg1KlTKC0thdVqRadOnaqsb7Dh0NBHCDXUegRBEARRcyGfLAPhOA4xEeZq/RcdYfJ63mXaVxXNmzcHx3HYv3+/18/379+PxMREJCcnS+dq1aplSPt4YrFYFMccx0mCFADccMMNyMvLw0cffYR//vkH//zzDwAx+IYvxMXFYdu2bfj6669Rr149TJo0CR07dpT8xKqj3t988w2efvpp3H///Vi2bBl27NiBMWPG+FznYEIgKUEf1H4EQRAEUWMhIauGUadOHQwaNAhz585FaWmp4rPMzEx8+eWXuO2223wW2gDRPHDLli2Kc5s3b9ZVzwsXLuDgwYN48cUXMWDAAMmMUStmsxkDBw7Em2++iV27duHEiRNYuXKlqlyrVq1gt9uxfft26dyRI0c0P3P9+vXo3bs3HnnkEXTu3BnNmzfXHKwjWNCi7SQIgiAIgiDckJBVA3nvvfdQXl6OIUOGYM2aNTh9+jSWLl2KQYMGoUGDBlX6Unny0EMP4cCBA3juuedw6NAhfPvtt/jss88AQJOwJicxMRF16tTBhx9+iCNHjmDlypWYMGGCpnv8+uuvePfdd7Fjxw6cPHkS//3vfyEIAlq1aqUq27p1awwcOBAPPvggNm3ahO3bt+PBBx9EdHS0pu/QokULbNmyBX/88QcOHTqEl156SbfAGSgEUmXpgpEqiyAIgiBqLCEnZL3//vvIyMhAVFQUevbsiU2bNlVY9rPPPgPHcYp/UVFRl7G2wYlLEGjatCluvfVWNGvWDA8++CCuueYabNy4EUlJSZru16RJE3z//fdYvHgxOnTogHnz5klh4CMjI/2qI8/z+Oabb7B161a0b98eTz75pBRYw1cSEhKwePFiXHvttWjTpg3mz5+Pr7/+Gu3atfNa/r///S9SU1PRt29f3HTTTRg7dizi4uI09ZmHHnoIN998M2677Tb07NkTFy5cwCOPPKKp3sECyVj6IEUgQRAEQdRcQirwxaJFizBhwgTMnz8fPXv2xOzZszFkyBAcPHiwwkS38fHxOHjwoHTsr2Yl3EhPT5e0TZXhGUkQEANWeJqSjRgxAiNGjJCOp02bhoYNG0oCyujRozF69Gjp8ylTpmDKlCmKezzxxBOKvFUDBw7Evn37FGXkz/VWDzlXX301Vq9eXeHnnp/Vq1cPS5YskY7PnDmD7OxsNG/uDr/t7XlyH6/IyEh8+umn+PTTTxVlpk+fLv3tS7sHAwJJCYbBGKOxhyAIgqg2/tibCcaAoe3TAl0VwklICVkzZ87E2LFjMWbMGADA/Pnz8dtvv2HBggV4/vnnvV7DcRzS0qjDVTdz585F9+7dUadOHaxfvx5vvfUWxo0bF+hqaWLlypUoKirCFVdcgfPnz+PZZ59FRkYG+vbtG+iqBQSSsfQhbz/GAJKxCIIgiOqg1OrAQwu3AgB2TxmMuChLFVcQl4OQEbKsViu2bt2KiRMnSud4nsfAgQOxcePGCq8rKipCeno6BEFAly5d8Nprr1VoLgYA5eXlKC8vl44LCgoAADabDTabMm+QzWYDYwyCICii4lUXLi2K65nBxKFDh/Dqq68iLy8PjRs3xoQJE/D8888HXT0ro7y8HP/5z39w7NgxxMXFoVevXli4cCFMJtNl/R6CIIAxBpvNBpNJW2h+T1x91rPv+oLV7s7z5M/1NR27rP3KrVaYTaFhna2nzxA1E+ozhFaozxhLkSyvZWFJOaL0LR2CkmDqM77WgWMhEkLs3LlzaNCgATZs2IBevXpJ55999ln89ddfUnhvORs3bsThw4fRoUMHXLp0CTNmzMCaNWuwd+9eNGzY0OtzpkyZokgm6+Krr75S5Vcym81IS0tDo0aNEBERofMbEoSI1WrF6dOnkZmZqVioX26Wn+Xw6ylxpJ51pR08aWI0sTuPw8cHxfZ7u6cd5tCQsQiCIIgQo9gG/GeLqDd5pasd8bQkrVZKSkpw55134tKlS4iPj6+wXMhosvyhV69eCoGsd+/eaNOmDT744AO88sorXq+ZOHGiIopdQUEBGjVqhMGDB6sasqysDKdPn0ZsbOxlCajBGENhYSHi4uLIvyOMKSsrQ3R0NPr27au7X9lsNixfvhyDBg1S5feqihOrjwGnjgAAhgwdCkuIaGKChYj92fj44A4AwJAhQxCpMWF4oNDTZ6obq13A2fxSNKlbPbn7CP8I5j5T3dgcAvJLbEiO8y/IU02lJveZ6uBCsRXYshoAcO2AAUgJw/4YTH3GZeVWFSEjZNWtWxcmkwlZWVmK81lZWT77XFksFnTu3BlHjhypsExkZKTXiHgWi0X1ozocDnAcB57nwfPVvwB1may5nkmEJzzPg+M4r33OX/y5FyfrY7zJDEuICAnBAi8z9TSZLSHXfkb2P6O477//YO3hXMz4d0eM7OrdGoEIHMHYZ6qbWz5Yh11nLuGPJ/qiVVpcoKsTctTEPlMd8CaH7G9TWLdpMPQZX58fMiv1iIgIdO3aFStWrJDOCYKAFStWKLRVleFwOLB7927Uq1evuqpJEGGDQxbDPTSMioMLeZtRpEZjWHs4FwDw4/azAa4JQYjsOnMJAPDjDuqTROCQz9d2B803wULIaLIAYMKECRg1ahS6deuGHj16YPbs2SguLpaiDd57771o0KCBFC775ZdfxpVXXonmzZsjPz8fb731Fk6ePIkHHnggkF+DIEIChZBFiXX9wN1mJGQZC1lLE8EGdUkikMgFKzsluQwaQkrIuu2225CTk4NJkyYhMzMTnTp1wtKlS5GamgoAOHXqlMKM7uLFixg7diwyMzORmJiIrl27YsOGDWjbtm2gvgJBhAx20mTpQqnJClw9whHySSWCDeqSRCCRb+Q5Qiiqc7gTUkIWAIwbN67C/EueyWVnzZqFWbNmXYZaEUT4IR+oSUbQR4gEcQ0ZaD1LBBsc9UoigMg3RUmTFTyEjE8WUbM4ceIEOI7Djh07LvuzOY7Djz/+eNmfG2zYHHJNFg3aWpG3GM15BBHeUIoLIpAI5JMVlJCQVQMZPXo0OI7D66+/rjj/448/KsxwVq9eDY7jkJ+f7/U+U6ZMAcdxGDp0qOqzt956CxzHoX///n7VsVGjRjh//jzat2/v1/WEfpQ+WYRWKPBF9UGmWf6z6mA2Xvl1H2wOMikyFOqURAAh7VVwQkJWDSUqKgpvvPEGLl68qOs+9erVw6pVq3DmzBnF+QULFqBx48Z+39dkMiEtLQ1mc8hZtIYN5JOlD7lgRUKWsdBy1n/GfLoZn6w7jm82nQp0VUIeuYaf+iQRSCgacHBCQpaRMAZYi6v3n63E+3mNb9XAgQORlpYmRWL0l5SUFAwePBiff/65dG7Dhg3Izc3F8OHDK7324sWLuOuuu5CcnIzo6Gi0aNECn376KQDv5oI///wzWrRogaioKFxzzTX4/PPPFZq2zz77DAkJCfjjjz/Qpk0bxMbGYujQoTh//rx0j82bN2PQoEGoW7cuateujX79+mHbtm262iBcUTjP0qCtGblgRZOesVDgC/2cuVga6CqEPHKTajPZCxIBRC5k0aZe8EBqAiOxlQCv1a+22/MAEir68D/ngIhaPt/LZDLhtddew5133onHH38cDRv6n9jzvvvuw7PPPosXXngBgKjFuuuuu6q87qWXXsK+ffvw+++/o27dujhy5AhKS71P/MePH8fIkSMxfvx4PPDAA9i+fTuefvppVbmSkhLMmDEDCxcuBM/zuPvuu/H000/jyy+/BAAUFhZi1KhRmDNnDhhjePvttzFs2DAcPnwYcXGUSFKO3JqIBm3t0KRXfdByVj8OMi/Sjdzk0mSiXkkEDjuZ9wclpMmqwdx0003o1KkTJk+erOs+119/PQoKCrBmzRoUFxfj22+/xX333VfldadOnULnzp3RrVs3ZGRkYODAgbjhhhu8lv3ggw/QqlUrvPXWW2jVqhVuv/12jB49WlXOZrNh/vz56NatG7p06YJx48YpElhfe+21uPvuu9G6dWu0adMGH374IUpKSvDXX3/5/f1rAjRoa0dg3v8m9EOaLP1Qn9SP1e4Wsiw8LaeIwKE0F6SXO1ggTZaRWGJEjVI1IQgCCgoLER8Xp8gHJj3bD9544w1ce+21XrVCvmKxWHD33Xfj008/xbFjx9CyZUt06NChyusefvhh3HLLLdi2bRsGDx6MG2+8Eb179/Za9uDBg+jevbviXI8ePVTlYmJi0KxZM+m4Xr16yM7Olo6zsrLw4osvYvXq1cjOzobD4UBJSQlOnSL/hMqgQVs7Ak161QbJWPoh7ap+5Jos6pNEIFFaTgSwIoQCErKMhOM0mexpRhAAi0N8hkG7Zn379sWQIUMwceJEr5ohX7nvvvvQs2dP7NmzxyctFgBcd911OHnyJJYsWYLly5djwIABePTRRzFjxgy/62GxWBTHHMcpFrijRo3ChQsX8M477yA9PR2RkZHo1asXrFar388MVxjI/EAPDvLJIoIYErL046DgNkSQoDT/pb4YLJB+m8Drr7+OX375BRs3bvT7Hu3atUO7du2wZ88e3HnnnT5fl5ycjFGjRuGLL77A7Nmz8eGHH3ot16pVK2zZskVxbvPmzZrruX79ejz++OMYNmwY2rVrh8jISOTm5mq+T41ANk7T+kE7FF2w+iClgX7IJ0s/8teaIuITgcQuC1RFr3bwQJosAldccQXuuusuvPvuu14/3717tyIoBMdx6Nixo6rcypUrYbPZkJCQ4NNzJ02ahK5du6Jdu3YoLy/Hr7/+ijZt2ngt+9BDD2HmzJl47rnncP/992PHjh347LPPpPr4SosWLbBw4UJ069YNBQUFeOaZZxAdHe3z9TUJRXQ82hnTjEDmG9UGT7ZZuqE21I8y4Ti95ETgoGi2wQlpsggAwMsvvwxB8L4V17dvX3Tu3Fn617VrV6/latWq5bOABQARERGYOHEiOnTogL59+8JkMuGbb77xWrZJkyb4/vvvsXjxYnTo0AHz5s2TohlGRkb6/MxPPvkEFy9eRJcuXXDPPffg8ccfR0pKis/X1yRYhQeEL1B0weqD5AP9UMRx/chN0QXaSSECiN0hF7KoLwYLpMmqgbg0QHIyMjJQXl6uONe/f/9KX9YpU6ZgypQpFX4+e/bsSuvx4osv4sUXX/T6WUZGhurZI0aMwIgRI6TjadOmoWHDhoiKigIAjB49WuVXduONNyru07lzZ5WZ4ciRIxXHNECJyJuBWkQ7gsLcklqQCC4oQqN+5K81yVhEIFGapwewIoQCErKIkGHu3Lno3r076tSpg/Xr1+Ott97CuHHjAl2tsEXhRkuDtmZo0jMWuaBK8gERbJC2mggkyjxZ1BeDBRKyiJDh8OHDePXVV5GXl4fGjRvjqaeewsSJEwNdrbCFkU+WLshc0Fjk7UlaGP2QT5Z+lJosesf9weYQ4BEUmPADZZ6sAFaEUEBCFhEyzJo1C7NmzQp0NWoMSqfugFUjZFEkI6bIY7qRtyeJB/ohnyxjISFLO1mlQKdXV2JM7wxMHOY96BXhGyRkBScU+IIgCK8oNFk0amuGQrgbC7WhsZAiSz9yDT+FcNfO76d5WO0CPlhzLNBVCXnIXDA4ISHLAGgBShhJsPQnReCL4KhSSEE7i8YiMDIX1Is8Ah6ZC+pHOUbSS64V6oHG4aCUIUEJCVk6sDgNiUtKSgJcEyKccPUnS4AN1WnNoA/SZBmLfOFApm7+4WBkc2kk8reakjtrh95j41Bu6lFfDBbIJ0sHJpMJCQkJyM7OBgDExMRU6w6rIAiwWq0oKysDz5N8HG4wxlBSUoLs7GwkJCTAZDIFtj4gTYweBAp8YSgKTVYA6xHKOEiTZSjK4ECEVkjIMg6ynAhOSMjSSVpaGgBIglZ1whhDaWkpoqOjyVwmjElISJD6VSBR5smiUVsrDkbmG0bCyOdFN0ohK4AVCRMozYU+qAsaB/lkBSckZOmE4zjUq1cPKSkpsNls1fosm82GNWvWoG/fvgE3JSOqB4vFEnANlgtaQOiDkhEbi1xoJS2MfzgU2kBqQ73QRpQ+SNA3DoXlBG1IBQ0kZBmEyWSq9sWxyWSC3W5HVFQUCVlEtaNcQBBaEcgR2VDI5FI/DgdpsoyFTLT0QHslxqHUZBHBAjn2EAThFQrhrg9KRmwsAvm/6EYZ+IJWuHqh11on1H6GofShpoYNFkjIIgjCK5SMWB+KZMQ06emGUXvqxu6Qq6epDfWiHCOpPbVCLWYcyvExcPUglJCQRRCEV5S7YTRqa0WheaHm0w1Fz9LPpVK33zAtxPRDuQSJ4IQ6Y7BAQhZBEF6hwBfGQbvc+iFzQf0ohSxqRb0oTLSoV2qGWsw45JuitIESPJCQRRCEVyjwhXHQpKcfpdaAGtQfBFqIGQppsvRBbWYc1BeDExKyCILwCmmy9KHcWaQG1AuZC+qHBFVjoY0oIlhQGvdTbwwWSMgiCMIriuiCNGhrRimkUvvppdzuTv5C/dE/lOZthF4oops+qMWMgwJfBCckZBEE4RUyP9CHYtKj5JC6Kbc7pL+pP/qJok9SI+qFxkh9UJMZBwn8wQkJWQRBeEU5aAewIiGKvP3IXFA/Ck0WNadfUFqG6oP6pB9QmxkGCfzBCQlZBEF4RelvQKO2Vsh8w1jKbW4hi4RW/6BcY8ZCY6Q+qMWMg3yygpOQE7Lef/99ZGRkICoqCj179sSmTZt8uu6bb74Bx3G48cYbq7eCBBEm0M6YPsgny1jsgtwni/AHWnwZC2n79UFNZiDyQEtknh40hJSQtWjRIkyYMAGTJ0/Gtm3b0LFjRwwZMgTZ2dmVXnfixAk8/fTT6NOnz2WqKUGEPrSA0AdpsoyFol3qhzRZxkLvOBEssAr+JgJLSAlZM2fOxNixYzFmzBi0bdsW8+fPR0xMDBYsWFDhNQ6HA3fddRemTp2Kpk2bXsbaEkRoQ6YwxkELWgNgFR4QPqL0yaI21AuZaOmDuqBxUHqG4MQc6Ar4itVqxdatWzFx4kTpHM/zGDhwIDZu3FjhdS+//DJSUlJw//33Y+3atVU+p7y8HOXl5dJxQUEBAMBms8Fms+n4BvpxPT/Q9QgV/jmeh4V/n8KLw1sjLT4q0NUJCHr6jHwRZrPZqd9pRBDc0fBs9tBpv2AdZ2x2u/S33SEEXf1CAXs1tWGw9pnqRv59BeqTmrDZbAqxlNpOHw7FfOMIy/YMpnHG1zqEjJCVm5sLh8OB1NRUxfnU1FQcOHDA6zXr1q3DJ598gh07dvj8nOnTp2Pq1Kmq88uWLUNMTIymOlcXy5cvD3QVQoLxG8XuffpcJh5qU7ONlP3pMxcumABwAID169fjTJzBlQpzTp3i4TIW2L59B0xntge2QhoJtnFmz0UOgAkAkJ2djSVLlgS2QiHIPlkbnjx5CkuWnDD0/sHWZ6qbE4WAaxl15uxZLFlyOqD1CT3cxlT0PuvjiGy+2bVrF2pl7QxshaqRYBhnSkpKfCoXMkKWVgoLC3HPPffgo48+Qt26dX2+buLEiZgwYYJ0XFBQgEaNGmHw4MGIj4+vjqr6jM1mw/LlyzFo0CBYLJaA1iUUGL9xGQCgzByLYcOuDnBtAoOePvPfs5uAwnwAQK/evdGpUYLxFQxj1v24F8g+CwDo0LEjhnWqH+Aa+UawjjORB7Lx0YEdAIDk5BQMG9YlsBUKQWIO5eCDA6Kw36hRIwwb1s6Q+wZrn6lutp/Ox6w9YvCtevXrY9iwDgGuUehgs9nw6aEV0vGwYcMCWJvQZ//yw1h+9jgAoP0VV2BYt4YBrpHxBNM447Jyq4qQEbLq1q0Lk8mErKwsxfmsrCykpaWpyh89ehQnTpzADTfcIJ0TnCFXzGYzDh48iGbNmqmui4yMRGRkpOq8xWIJ+I/qIpjqEgowcDW+vfzqMxwn/Wkym2t8G2qFk7Ufx5tCrv2CbZwxmWTTFUfvtD+YTCb3QTW0YbD1mepG3ic5jq9R390QZPaC1Hb64Hi3VpAPwflGC8Ewzvj6/JAJfBEREYGuXbtixQr3zocgCFixYgV69eqlKt+6dWvs3r0bO3bskP6NGDEC11xzDXbs2IFGjRpdzuoTAcRBYZ/8Qu48S3602iFHZGORtyEFbfAPioZnNMzLX4SvUJoL46BAVcFJyGiyAGDChAkYNWoUunXrhh49emD27NkoLi7GmDFjAAD33nsvGjRogOnTpyMqKgrt27dXXJ+QkAAAqvNEeENCln+wSo6IqqGQukSwQSHcjYU2UvThmZZBpvwnNCIXrGjJEzyElJB12223IScnB5MmTUJmZiY6deqEpUuXSsEwTp06BZ4PGeUccZkw8TRy+wMlI9YHIynLUChPln4oCr6x0CtuHAJj4EFztd/QABmUhJSQBQDjxo3DuHHjvH62evXqSq/97LPPjK8QEfSQkOUftIAwDjLf0A+Zw+iHTC6NhTRZ+lC+04QelDnwAlYNwgNS+xBhD4lY/qFYkNGorRm5IEDrLyOQ98cAViOEoYWYsZDfqnGQ0K8PZV+ktgwWSMgiCMIrtMuoE2o/QyFNln7IJ8tYyEJLH9R+xkFBbYKTkDMXJAjNkCrLLxgYmnNncCW/H8zRLdDVCTloAWEs1J5GQJoXIyHBXx/0ThsHmfcHJyRkEQThFcaAPyOfBQAcO9QYaDGhiisIOQrzDZr2dEOaVf2QUGAsZBKsD+qPxkH+gcEJmQsSYQ8psvxDPk7H5WwLXEVCFNqlNRblgpYa1B8UPlnk16YfMtEyDGo/fZDAH5yQkEWEPTTe+IeZ2aS/OcERwJqEJqR5qT5oEeEf8nZzUCPqhnIJ6kMZiIXaTw+kFQxOSMgiCMIrfaxrpL85wVZJScIbypxENOnphYRW/dBut7FQLkHjoPYzDtIKBg8kZBFhD5kL+keEUO4+EOyBq0iIovTJIvSiNL+kFvUHZbNRG+pFIbQGsB6hCvkRGQelEwhOSMgiCMIrJrgFK46RkKUHmvT0o0ykG8CKhDDkJ2gsJCQYBzWfPsj0MjghIYsIeziOdFn+YGJuPyzyydIOaV6qD2pN/yDtqrFQcmd9kGBgHNR8wQkJWQRBeEWuyQIjIUsz5ENkKIzUMIZCgr9+SGjVh0BjpGFQ9NXghIQsgiC8Itdk0aJWOxRkwFjI/0U/1A+NhbTV+iBNlnFQEJbghIQsgiC8wkNmLghKqqMVioZXPcShBIxss/yCBFWDoUbUBWMyU35qS12wCv4mAos50BUgCCI44RRSAglZWiGneGNhDGjBncHyyGfxT2EPAMsDXaWQg3a7jYW01fognzbjoHc7OCFNFhH2UNgLf6FRWw+0ADMWxoB7TKJg1dO2KcC1CU1Iu2os8vYkczftKLUv1H76kGupqS2DBRKyCILwCkcGCLpQLmip/fTCANhhCnQ1QhryITIW0h4YB2my9EF9MTghIYsgCO/IRmqOzAV1QZOefhhjJGTphAQrYyFNjHEIJGXpgrTUwQkJWUTYQ2my/IV8svRAekBjIU2WfigKfvVB7akdajPjYGTeH5SQkEUQhFfIXFAfZL5hMAy41bQ60LUIbciE1VAUebKoOXVBPm36IE1WcEJCFhH2cBT6wi8o+ateyBHZSBgY6nIFga5GSEPBWIyFzAX1QVNM9UBtGTyQkEWEJYodRpr8/IRUMXogTRYRbFCfNBZqT+MgTZY+SOAPTkjIIsISBznR6oZT/E0+WVqhHmgstAbTDy3EjIaSOxsFtZ8+SOAPTkjIIsISuYxF5oL+oYgoyByBq0iIovTXoFlPL9SC+qGFmLFQwnF9UPsZByOBPyghIYsIS8j0wAjIk1YP5G9gLNSG+qGFmLHI25CMJ7RDY6SB0AZKUEJCFhGWyIUsCuHuLxRd0Cio9fRD5m36YfRKGwpFdDMOElL1QabAwQkJWURYQgM2EWjINMtYqA31QwsxY6HcRPqg/mgclE4gOCEhiwhLKPCFAVAT6oIWEMZCLWgAtBAzFNJkGQf1R30oTS+pMYMFErKIsIQGGf1wtGzQBe0sGoxnIwoU8VIrZC1oLORTZBzUfvogy4nghIQsIiwhTZYRUBsaBbVkNUARLzVD0dyMRd6GFGxJO0pNILWfHmgDJTghIYsISwTa1dGNMoQ7NaJWGG1zG4qqBQUSsrSiTNJOGAm94vqg9tMHWU4EJyRkEWGJfFeMdhj9g8wF9UHhso1F9RqTJkszJPcbC/lk6YPazDjIBzg4ISGLCE9kYwwJWQZAbagZspE3FpV5G2myNENCgbEoNlLoJdcMCf0GwoCGXA42RI5Dr8wvA10bwgkJWURYQoO3fuQLCA4UZEAPtLOoH1ULkiZLM4o2pIFRN9SEOiGfLMNgYHjB/AXqc3kYfPb9QFeHcBJyQtb777+PjIwMREVFoWfPnti0aVOFZRcvXoxu3bohISEBtWrVQqdOnbBw4cLLWFsiUDDSZOlGkcOZkZClFdJkGYuqDSm6oGbIJ8tYaJ4xDmo+fTAGxKI00NUgPAgpIWvRokWYMGECJk+ejG3btqFjx44YMmQIsrOzvZZPSkrCCy+8gI0bN2LXrl0YM2YMxowZgz/++OMy15y43Mh3xRw0evuHrN04ErI0Qz5ZxqJuQ2pVPdCwqB+ymNAHRcQzDsaAaM4a6GoQHoSUkDVz5kyMHTsWY8aMQdu2bTF//nzExMRgwYIFXsv3798fN910E9q0aYNmzZph/Pjx6NChA9atW3eZa05cbhQ7jCQf+AUFvtAHabKqGWpUzVDIbGMhzaBxkE+bPhgYzdlBiDnQFfAVq9WKrVu3YuLEidI5nucxcOBAbNy4scrrGWNYuXIlDh48iDfeeKPCcuXl5SgvL5eOCwoKAAA2mw02m03HN9CP6/mBrkcoIG8jgbEa22Z6+gwv88OymaJrbBv6i9x8yOFwhEz7Bes443AofbBstnIgyOoY7NhlbSgIxo2Lwdpnqht5e7IaPM/4g81mU4gENrud2k8HgiCKWS7CsS2DaZzxtQ4hI2Tl5ubC4XAgNTVVcT41NRUHDhyo8LpLly6hQYMGKC8vh8lkwty5czFo0KAKy0+fPh1Tp05VnV+2bBliYmL8/wIGsnz58kBXIejJKwdc3buktBRLliwJaH0CjT99plQwAybx70xbLA7V8DbUSt4FE1yebUePHcOSJUcCWyGNBNs4s++cwksQK1asQLklITCVCVH2n+UAmDCE3wxzfi0sWXLR0PsHW5+pbnZli+0JAEVFRTV+ntGOSfprw4YNOB8XwKqEOJmZvEJoDee+GAzjTElJiU/lQkbI8pe4uDjs2LEDRUVFWLFiBSZMmICmTZuif//+XstPnDgREyZMkI4LCgrQqFEjDB48GPHx8Zep1t6x2WxYvnw5Bg0aBIvFEtC6BDtn80sxddtaAEBkZBSGDesX4BoFBj195outi6S/a8UnYNiwYUZXL6xZeG4TUJgPAGjSpAmGDW0V2Ar5SLCOM+fXnwCy3McDrrkGiK8XsPqEImfWHkfj0+vwQcQsgAG2YbmG3DdY+0x1U7z1DL4+ug8AUKtWLQwbdnWAaxQ62Gw2TNu+Ujru1as3ujROCFyFQpyfL25HnWMF0nE4ztfBNM64rNyqImSErLp168JkMiErK0txPisrC2lpaRVex/M8mjdvDgDo1KkT9u/fj+nTp1coZEVGRiIyMlJ13mKxBPxHdRFMdQlWTCa5uSBqfHv502fkYds5jtpQO27NC8/zIdd+wTbO8LzShdhi5oEgql8owPMmZHCZ0rHRv2+w9ZnqhudNsiOuRn13ozGZTNR+OogTCtCUr753O5gIhnHG1+eHTOCLiIgIdO3aFStWrJDOCYKAFStWoFevXj7fRxAEhc8VEf6QQ61/cBRdUDctuDNYGvEcWuWtCnRVQh7Va0zvtWYYGKJB859RUHQ846D200dd2/lAV4HwQshosgBgwoQJGDVqFLp164YePXpg9uzZKC4uxpgxYwAA9957Lxo0aIDp06cDEP2runXrhmbNmqG8vBxLlizBwoULMW/evEB+DeIyIF9/UQh3/1AmIKY21AoDMMcyB63502h99D8AHg10lUIadTJiEvy1whgQAbvyBMdVfAHhM7SZpx1qMeOg0TA4CSkh67bbbkNOTg4mTZqEzMxMdOrUCUuXLpWCYZw6dUphUlJcXIxHHnkEZ86cQXR0NFq3bo0vvvgCt912W6C+AnGZkIcnFgQayv1B4UZLTagZxhhSOWMDC9Rk1JosWlb4Q22u2H3ABIAzVVyYqBRGQ6QuKM+YgVD7BSUhJWQBwLhx4zBu3Divn61evVpx/Oqrr+LVV1+9DLUigg3KUaQfeQh3WtBqhwGIROBDzYYv9GJrhTGGVy2fuk8IDoAnIctfFAnHqTtqRzFPUwPqgfLeBSch45NFEFqQDzcCDd5+QeaC+mCMEjobiWoRQe+1ZtTaQIfXcoRvUBfUB/m0GQf5TQcnIafJIghfkO+KkbWgf8jNBWkA1w4DIID8XYyCeb7ItMLVjKrFBBKy9MCc/33GvAg2WwqAawJboRCGXme9UAMGIyRkEWEJabL0wzHaZ9QFY3CQsYCBeApZJPhrhTRZBsMYOnJH8aj5Z4iWwW8HukYhC5m76YOn8TAooRUAEZaQT5Y+GGPgOWpEPYiaLBpiDcNTIKBFhWZUC1nSZOmCAWjIGZPQuSbCKjwgtELWJsEJrQCIMMU9YlMId+2I/kSyZMTUhn5B5oIGorL7pT6pFTK5NBbGPAIECbTQ9RfqifrgKIh7UEJCFhH2UNQi7TB4hHCnAVwz1O2MhswF9aIOHkKaLD0wT5NggaKJaoEsToyDNkKDExKyiLCE8pfogzEGkyKEO7WiVsjHwFiYp5aA+qRmeE/zQDIX1AUDwOTaasFeYVmicmi81Au9y8EICVlEWEJJDvXhqckiUwTtiCaXhFGowuGTJssPPP3aaGGmB8Y8TIIdpMnSAs3TxkE+WcEJCVlEWEIDtj48fbII7VAfNBgKfKEbjrSBhiK2HmmyjIB6oj7IXDA4ISGLCEs8TQ/IL0sbDIzyZOkkVihAIlcU6GqED+r44wGpRijDVJoseq/1IM4rsn5IQpYmlJosep/1QJuiwQkJWURY4jle0/itDTFqFuXJ0kNv64ZAVyHM8NTC0KJCKypNFr3XurnJtN59QEKWNsh32jhoPAxKSMgiwhKVkBWYaoQsnkIWabK0w9POoqFwnkEaaOdEO57vMb3XumAMGGrarDxB+AzlyTIO0mQFJyRkEWEJmQvqg4HRoK0TSkRsNKSe1gun8mujNtSDOiQ+jZn+QtEF9cHTuxyU0CqACEtIk6UPxqAM4U4tqBlqMYNRBW2gBa1mKJqgoaiTO1Of9BeSEfRCfS8YISGLqBHQAK4NVQh3WjxoRqAA7gZD/kR6Ub3H9F7rhNpTD/QGGwfN0cEJCVlEWKLWZNFwrgXGmDIvEUmpmmGMhCwjIQHBACgikLGQn6AuKE+WcZCQFZyQkEWEJWqfrABVJEQRNVnuQVuVCJaoEhMo0pihqAQEWlRohnKNGQrHPN5xak9tUHRBwyAf6uCEhCyCIFQwwSOEO0mpmuHJ/8VgKJGuXtQJS6kN9cB5hmwnIUsTlCfLOCgZcXBCQhYRlpBVjD4YGHhO5pNFu2SaoRDuBkNBBvSjMrmkgVEP6miN1Cf9hXqiPuRzNEW2DR7olyDCEvV+LQ3hWmDM00SQ2k8rPC24DIYWtLohk0tDIU2WcZC8rxNZA9IGX/BAQhYRlniaHtAArg2VTxY1oGbIj81Y1I7d1L7a8TRhpTbUg8okmIQsTbBKjght8Kp3mwgGSMgiwhLyPNAHY4zyZOlEPukVmBIDWJMwQfVS04JWM2RyaSwU8VIf5PZrGKqNUGrQoICELCIsUY83NOBogfJk6Uc+6ZFWSz8qv0BqUs2odrtpXNQHmV/qggzSjUM9PlJfDAZIyCLCFDJE0IOnTxYJCdrhFOaWNOHphrQG+qE2NBYKJGIY1HT6UAtZ1KDBAAlZRFjiGl9SkYfe/B4abzTCGPNwnqUG1Ao5HxsMCQj6Ib82Y6E+qQsOAvryO1EHlyg4lU7IZzU4MQe6AgRRHbiGl3+ixgEAio93AdoOClyFQgy1uSAN2FqR7yySwGUAlONJPyrztsBUI2wgIUsX13F/423L+7jIYrGObQ50dUIatU8W9cVggDRZRFjiOd6YTq0NTEVCFMY8khGTkKAZ+c4imVsaAC1oDYDa0FCoT+qiD78TAJDIFdEIqRMyFwxOSMgiwhLGGHrze9zH4AJYm9CDgXn4ZBFa4eWBL2jxZQC0oNULmRQZCyUj1kcpi5T+puBU+qB3OzghIYsISxiAryJec5/gqKtrgTEoQ7jTBKgZ8mkzFk5QLiIYLWi1Q5oXYyETLV2UwRLoKoQNKpN06otBAa08ibCEUkboQ5WMmMwFNaP0yaIOqBdPk0vmmfOJqBoaGI2FhFaduG0kqCvqQzXHUIMGBSRkETUD0mRpgjGluSAN2NpRmlvS4ksvnm1I0ci0Q7l0jIXa0zgan/w+0FUIaVTmgtQXgwJaeRJhiecCjHyytOEZ+IICN2hHnviVojMagIe5IPm5aYcTPHyI6L3WBy1sdSHvfZ12Tg1YPcIB9UYevdvBQMgJWe+//z4yMjIQFRWFnj17YtOmTRWW/eijj9CnTx8kJiYiMTERAwcOrLQ8EUZ4as5Jk6UJUcii6Hh6kAtWpMkyAg9NlkpgIKqEzAWNhdpTF/Lm4j2DiBAaob4YjITUynPRokWYMGECJk+ejG3btqFjx44YMmQIsrOzvZZfvXo17rjjDqxatQobN25Eo0aNMHjwYJw9e/Yy15y43NDwog8GBp6j6Hh6UAqphG48Fg0UjUw7ZN5mMKTJIoIEnvpiUBJSQtbMmTMxduxYjBkzBm3btsX8+fMRExODBQsWeC3/5Zdf4pFHHkGnTp3QunVrfPzxxxAEAStWrLjMNScuN6oNRtJkaYIx0l7phZIRGwuFyzYACvNsKNQn9UG9zzjIWiI4MQe6Ar5itVqxdetWTJw4UTrH8zwGDhyIjRs3+nSPkpIS2Gw2JCUlVVimvLwc5eXl0nFBQQEAwGazwWaz+Vl7Y3A9P9D1CAVsdrvi2CGwGtlu/vYZm92GSCg1WTWx/fTgubNos1oBLvh1WsE6zgge5oF2ux0syOoY7HiaWNptNkPaMFj7THUjODz7pJX6pI946ys1rf8Yiae1ic1mBcKsPYNpnPG1DiEjZOXm5sLhcCA1NVVxPjU1FQcOHPDpHs899xzq16+PgQMHVlhm+vTpmDpV7YC5bNkyxMTEaKt0NbF8+fJAVyHoOZDP4RrZ8ZGjx3G2bEnA6hNotPaZ7FLgX7KdMUFwYMmSmtt+/sAcdoWtwJIlv4VUlMtgG2dysrMUx7t37cS5c/EBqk1ociE3R3G8adM/yDlQYtj9g63PVDfnz55RHG/dsgWZR0g/4y80x/iP3WZVHP+5fDmslvAcH4NhnCkp8W3cDBkhSy+vv/46vvnmG6xevRpRUVEVlps4cSImTJggHRcUFEi+XPHxge2wNpsNy5cvx6BBg2CxUBK/yog7nAscdx83a9ESHfsPC1yFAoS/feZoTjG4/W4hy8RzGDas5rWfHn7d8bnCHmbYdUMBPviH3GAdZ3Iu5gDF7uP27duhUxfqk1rIzjkDyOSCHt27gTUboPu+wdpnqpv87wqAQ+7jrl06g7WmPukLNpsNX23+WnGO5hj/+WHPYkCmXBk44FogNiVwFaoGgmmccVm5VYVfM35+fj6+//57HD16FM888wySkpKwbds2pKamokGDBv7cskrq1q0Lk8mErCzlbmZWVhbS0tIqvXbGjBl4/fXX8eeff6JDhw6Vlo2MjERkZKTqvMViCfiP6iKY6hKs8CaT4pgzR9ToNtPaZ8xmkyqEe01uP38wedjIW0wmwBw6bRhs4wzvYWlp4vmgql8o4GmsajaZAAPbMNj6THXjqZc285yh7VnTqEl9x2g8zQUtZnPY9sVgGGd8fb5m25Vdu3ahZcuWeOONNzBjxgzk5+cDABYvXqzwlzKaiIgIdO3aVRG0whXEolevXhVe9+abb+KVV17B0qVL0a1bt2qrHxFceBpsUJ4sbajyZJFDt2ZUgUOoDXVByTb1o+6TZNqmD+qTeqB52ThovglONAtZEyZMwOjRo3H48GGF2d2wYcOwZs0aQyvn7dkfffQRPv/8c+zfvx8PP/wwiouLMWbMGADAvffeqxD03njjDbz00ktYsGABMjIykJmZiczMTBQVFVVrPYkgQCVl0WJCCwwUEU8vqvajSU8fHu3HqD01Q9HwjMUzyTj1SSJQ8F62lonAo9lccPPmzfjggw9U5xs0aIDMzExDKlURt912G3JycjBp0iRkZmaiU6dOWLp0qRQM49SpU+B5t9w4b948WK1WjBw5UnGfyZMnY8qUKdVaVyKwMBpwdOEZwp3Cw2pHrf2jPqgHzwUtbZz4AfVJY/EQWpkgkG6GCAgcPDdQ6N0OBjQLWZGRkV4dvg4dOoTk5GRDKlUZ48aNw7hx47x+tnr1asXxiRMnqr0+RIhAA44mGJiHuSC1n1ZIk2U0Hgtaak/NqAVVakM9kAmrPshc0Dh4ereDEs3mgiNGjMDLL78sxYjnOA6nTp3Cc889h1tuucXwChKEP6g3vUlI0AJjysANlJhYO2QjbyykyTICT6GA2lAP9I7rg+YV41Bbm1DbBgOahay3334bRUVFSElJQWlpKfr164fmzZsjLi4O06ZNq446EoRmVGsHmvw0ITDmYeNNA7ZWSJNlNOSTpRdPzQu1oT6oPf2HMaaKwEr4Dwn8wYlmc8HatWtj+fLlWLduHXbt2oWioiJ06dKl0gS/BHG5Uce9ICFBC6JPlnyQpvbTilrIojbUg0qTJdAiQjvqQA1ksKUDErL8RoxgS+1lFGrTVZpvggG/M2NeffXVuPrqq42sC0EYhkqoogFHM+STpQ9VtCdqQ13QIkI/as1LgCoSNnj0SRL8fYZBnUuQ8B+1wEovdzDgk5D17rvv+nzDxx9/3O/KEIRRqIcXGnC0oMqTRe2nGZ4JyuyvtMutEzK/1IvKb0NweC9I+IQ6hDu1pxZIyDIOyoEXnPgkZM2aNUtxnJOTg5KSEiQkJAAA8vPzERMTg5SUFBKyiKCAMSCf1UICV+w8psFcC4wJ4Dn3IE1mHdohG3ljoch4BuApFNDmiT48hSqB2tNXGGM0rxgImacHJz4Fvjh+/Lj0b9q0aejUqRP279+PvLw85OXlYf/+/ejSpQteeeWV6q4vQfgIU4SHJXM3bXj1YaM21IRJlbeEFhR68NTCkJ+ldniVUEB9Ug8Uwt1/yFzQWNRrHBofgwHN0QVfeuklzJkzB61atZLOtWrVCrNmzcKLL75oaOUIwl88Q5DTgkwbXs1eqA01oTaxpPbTBS1o9ePpk0V9UifqQCKEbzAGhbVEUVRaAGsT+lA02+BEs5B1/vx52O121XmHw4GsrCxDKkUQemHwXOTSYkILzKuvBrWhFmjSMxa1/wu1p1Y8BX/afNKHWpNFPlm+4jlHF0Y1CFxlwgCVvyW920GBZiFrwIABeOihh7Bt2zbp3NatW/Hwww9TGHciaPDUZNECVxvMm28BtaEmSMgyGFX70SJCM6QNNBSKeKkDD58sCq6kDzIXDE40C1kLFixAWloaunXrhsjISERGRqJHjx5ITU3Fxx9/XB11JAjNMCgHcNqx1QZH5oK6ocAXxqJqT/In0ow6eAi907qgPFm6oI1Q46BNveBEc56s5ORkLFmyBIcOHcKBAwcAAK1bt0bLli0NrxxB6EGxKKPFhCa8mgvSoK0JlVM3tZ9OPCPjUXtqRR08hMzb9EARL/3H01zQ68Ye4TMUXTA48TsZccuWLUmwIoIWtbkgDTia8LpYoDbUAuUtMRaVaRaFy9YMmbcZDeUd8xfKxWgsFGgpONEsZN13332Vfr5gwQK/K0MQRsGgHMBp11sj3kyxaJdWEyZVMmKa9PRBPll6ocAXxuIptFJ7+o5o0i+3NqH5RQ/qwBfUnsGAZiHr4sWLimObzYY9e/YgPz8f1157rWEVIwg9MEGZTJcWuNpggjqCKLWhNmjSMxaeTLP0Q4EvDIXecf/xtDZRaVkJTfBkORGUaBay/ve//6nOCYKAhx9+GM2aNTOkUkT1sfXkRdRPiEK92tGBrko1QwOOHhhpsnRDPllGQ+2pF9K8GIzKhJX6pK+IPlkUXdAoOMaUlhPUnkGB5uiCXm/C85gwYQJmzZplxO2IamLbqYu4Zd4GjJy3MdBVqX48beNpQaYRypOlF7KRNxYSEPRDmhdjUfdJak8tkLmgcVB0weDEECELAI4ePeo1STERPGw/lQ8AOJtfGtiKXA4op06lMMbw0Zpj2HAk13sB546sg3Hyiy5DzcIHtfkGTXq6IHNB3VDgC2OhjRT/UQe+MPZ9XnUwG59vOGHoPYMZtZAVmHoQSjSbC06YMEFxzBjD+fPn8dtvv2HUqFGGVYwwHqEGReNS7SjSYkLB2sO5mLZkPwDgxOvD1QWc4XTtMMEE5+YJLWo1QTuLxkLtqR+KeGkwZC6oA49kxAb3xTGfbgYAdGhYG50bJxp672CE8jIGJ5qFrO3btyuOeZ5HcnIy3n777SojDxKBZeOxC9LfgsDA81wlpUMcgUyLKiOroKzyAi5NFkwAjNNQZxWUYcfpfAxqkxre/Q/VKxSU2x1YuicT3TOSUD8h3P0rndDGiW7IvM1Y1MEaqD19RdRkyduretrubH5pjRCyVPMNqbKCAs1C1qpVq6qjHkQ1czqvBCsPZEvHNkFAJG8KYI2qGYqiVSnREe7f3iEwmDwFHkmTJbMoNqANh8xeg/wSG9645Qrc1r2x7vsFM9WZHPKLv0/hlV/3oWt6In54uLdh9w1m1OHH6Z3WDo2LxuLRJ0mT5TOeaVaqK7qgo4ZY8FAy4uBEs0/Wtddei/z8fNX5goICCuEexOw/X6A4tjkYjuYUhe8ApMoeH6bf0084WRgib32AOQOHiJos10n9bZhfYgMALN2TqftewU51+WSVWO1YsO44ADFaaE2huv2JrHYBJy8UG3rPYIPyZBkLr+qTlIzYVxiDIs2KkeaC8n5td9SMPl6d5oJF5Xacqwm+/NWAZiFr9erVsFqtqvNlZWVYu3atIZUijKeoXGny9dGaYxjw9l94/oddAapRNaNykq8ZA62vMNmALHhpG5eWwAEegiv4hYGDdmFZeAfJYYzBxFWP1uDaGX/VjOA1nnj0U6N3vu/6+G/0e2s1Vh/MrrpwiEKBL4yG2lMPXDUFvvho7THpb3sN0S6qBH4DN5Z7TPsTvV9ficxLVbgZECp8Nhfctcu9GN+3bx8yM9070Q6HA0uXLkWDBg2MrR1hGJ7aindWHAYAfLf1DN76d8dAVKla4UiTVSny7uBVm+nUZDHFNGhcG9rCVYPqRExZYqygb3MI4ABkVuVPF6Z4LsKMNhfcfELUCn696RT6t0ox9N7BAplcGgv5uPkPA1PmEjRQQH1tyQHD7hUqVFdQG4fAUGIV1wM7TudjaO00Q+5bU/BZyOrUqRM4jgPHcV7NAqOjozFnzhxDK0cQfkNRnypFbk7h8DIYu4RUB3gI4GGCw1BNVribKXn6G7jP+sfExbvx7ZbTat+5GoRac1U9fSic5X/SZBmL58LW6Ah54Yxn4Avea25G7RSW2Qy5T6hhqgZ/S8YYhr/rtlCLiQhjP/5qwmch6/jx42CMoWnTpti0aROSk5OlzyIiIpCSkgKTiX6AYKXGDf2UJ6tS5CaCXsdi50lBvowwcAHhzUQxnGCMGTrpfb3pFICa48TtDdVObTVtnIRz16xubWBNgzRZ/qPaiDLoxTuQWag4lvsfhzPVkbOt2OpQtKe5Bm/y+YvPQlZ6ejoAQCCNQMhQanVg1IJN6NcqGclxkYGuzuVFNfmF8crJD+Sv8cGsQvRokuRRQNxVFMCDwXifLEeYDyMMXnwMqA/qQu2zoa8TCQLDA//dgvQ6MZh8QzvZJ+H7O/Eqv7bw/a6XA0pGrAPGPHyyjGk7nquZgkB1RBe0e0zUfx3OQe/mdXXftybhk5D1888/47rrroPFYsHPP/9cadkRI0YYUjFCP99uOY1NJ/Kw6UQe3hzZIdDVubyQWUylyDUic1YexsL7eyo+dwmlDsaDSZOWgZqsGqCRqQ7zjRqNxzusd+Nk++mLUloLuZAVzkMFabKMRWV+SZvQmlAIBgb1xXC3kqiI6oguaPUQsj746xgmXtdG931rEj4JWTfeeCMyMzORkpKCG2+8scJyHMfB4aAQpsGCy1lRTk9uPx4wL8F2oRnmOm68/JW6XKgmO5r85CzfnyX9nVNYri4giNH/RHNB4zVZoT4RHswsxLsrD2Nsn6bo1ChB9bnob0C73EZi9CKiIm1qqPfNSqHNJ2OhAEt+wwCYqkGT9e3m0x7PqRm/SXXMNwWlNdO/zUh8ErLkJoJkLhg6eBtcPoqYgXiuFINMW/Gdox9yEK6Z0GkxURnL92VVXkDyyeIhSEKWcW3oLdhGKPHSj3uw6UQe9p8rwMqn+6s+Z2DSLq2NmWDhjA0cUiMxWECQBxGRa1bDWcmqii5YQxag1YXaJJjecV8RI7C628so09Xvtp5RHIe7aTogavWrw1xw7uqjuu9R09GcJ4sIXZJxEfGcO79OH353AGtTvTDVZgAtJjQhuPNkVYcm61hOaCd93XQiDwBwLNf795BrshyuYbaaBMtw8Tdcvi8LS3afr/Bzo33c5E7cf+x1pyQJj9b0DgkFxuIpGITLu3g5UEdg1dcXj2QXYvCsv1TnF2057aV0eOEZqVE6qZNfdyrH46HtKHy7VnzSZL377rs+3/Dxxx/3uzKEsXi+YwNN2xTH15k2YbHQ9zLW6PKhypNFk582mDvwhVBN0Zm2nryIrumhqUnluKq7lGsBYYcJgA3VtXx3CAxmU2g7e1vtAsb+dwsAYPtLg5BYK0JVxnNBq86Fpw25JuvhL91jYzgvlFXagjD+rpcDElr9R9S+yMwFdfbFgTPXeD2/83Q+9p67hHb1a+u6fzBjdMoQF54+WaT51o5PQtasWbN8uhnHcSRkBSkFpTYM5rcozvXld1VQOgxQmRbR5KcJmZCFajAXBICTF4pDVsiqqikYcwe+cGuyjOmDg/gteNy8GDwYPrQPh80xFOYQz55RbncLTMVWu3chyzNog85nVpRzbMuJizidV4JGSTE6nxB8VFfgi00n8pDvxbUz7CGh1W9EwUBmLmig3/QIfj0eMv+KI6wBnrQ9gpMXSsJayBI8BFYA1bLmsTuof2vFJ3PB48eP+/Tv2LFj1V1fvP/++8jIyEBUVBR69uyJTZs2VVh27969uOWWW5CRkQGO4zB79uxqr1+w8upv+xEF0YnxiFAfAOCACeFrHEM+Wb6SGKNe0AqSuSAn88kydtC2h7HzCwOTFg2iJguG9EEOAj6KmIkr+BNox5/EOxFzYbNbdd830JTbZYutCkIwu/yJ7MwYobWiUM+lNgf6vLlK172DFXXwEP19csuJPNz1yRZM3uZzRpiwQZ3cmTbztFBdQta7Ee+jHX8S/zJtQDfuoGITJxxhDOA555zNqmdTFABsYTxnVxe6fLIYY5fVtGLRokWYMGECJk+ejG3btqFjx44YMmQIsrOzvZYvKSlB06ZN8frrryMtrebZknr+Nq14MaHpq/a7AAAxXDniUKq6LhzgyCerUiwy87Iu6QnqAt7yZBnchoezCqsuFKLINVmCgT5Zfb34UXIHlui+b6CRC1meuVlc8E7tqlFCa000feGrwYx6y8mLstsxnL8UnnOKN1SCfw3sU/7iGYHVqMAXbbiTiuPepr0hnzurqvdKDLQkN08Xz/pL5qUylDqjU5thRyfuCJpzZ5BXVIaicrvf962J+CVkffLJJ2jfvj2ioqIQFRWF9u3b4+OPPza6bipmzpyJsWPHYsyYMWjbti3mz5+PmJgYLFiwwGv57t2746233sLtt9+OyMgalowXyvkzDiVI4ooAAMdYfeSzWgCA+nxeIKpW/ZBPVqWkxEVJf3tb0zIphDtfbZqsj9YexzJZwIGwgjGYOLHP2QyY9Fy8ZflA+tu1sIvY87Xu+waacpv7fbVVYJLi0hrYXFbuOvtjVYFyKxL2QpnqyKUTYXIvI95deRS9pq/Eh2tqRlQyl1+gw0BtdU1CaeLmf9vJN5Rfs3yi+GwovxlmPrRjvE39ZR96TV+Jbzad8vq5PPCFoNM8/Uh2EXq/vgK3zNsAAHjD8hF+jJyEPyOfRaPMP9F+8h9h7bdqNJr1+5MmTcLMmTPx2GOPoVevXgCAjRs34sknn8SpU6fw8ssvG15JALBardi6dSsmTpwoneN5HgMHDsTGjRsNe055eTnKy93G5QUFBQAAm80Gmy2wOQNcz/e1Hg7ZKqIpd076+xRLwXmWhASuGI3NFwP+vaoDwSNfGxMcYfk9q6KiPiNfQNrsdtXnDrtr8eDWZNlsNsDPNiyzObBkj1qg+mz9cVzTso5f9wwU20/lK453nrqAtvXiFees1nLUcv5tZyaAA+w2K5iOPhiPIqRw4rNfs92BRlwO7jH/iR2nLiI9vxh1vPgx+YPWccYIysrdzyott3p9Nufh46b3nbbZK7+2uKwcMRHhZQLnad7mMGBcNPPuBdd7q0WXgdeWHMCYXo113TckYC6TYB6RAIQaOs/4g9VmQxQn12QJfreda5MmElZ05o8oPrPDFPK/y2cbTgAAnl+8G8PbpyDKonTCtdkcqmi2drvdr/lmzcEsCAzYd74AAMMtprXSZ1Msn+P38p4oKbMiwnz5BddAzE0V4WsdNM8g8+bNw0cffYQ77rhDOjdixAh06NABjz32WLUJWbm5uXA4HEhNTVWcT01NxYEDBwx7zvTp0zF16lTV+WXLliEmJjgcoZcvX+5TuUNnOMC5w9aFPwwA2CY0x4jGAjLPJ6ENTqMH9mDJktA3N/Lk2KnjiuPcnBxsCsPv6Suefaa4zITu3EEMMW3G9iP/wpIlyp3n4pPiRCUXstat/QsF0cp29ZUfjvNYk6kelLNzL4Rc/xu/UTls/mvu33inl9KEwmq14d/Ov12aly1bNiPrsL+mFmbcbFonHX3uGIJe/D7cgz/R074FN320EqNbGqt58XWcMYKzxYBrOlq1Zi2OxarLWMpEcxmXOUx2dhb26+g7p4vcz/TG70uXITq8ZCzE2JTRKU6dOI6TOt+/A9nueUZOqL3X/hBRWgLArcnKPHdOV5+sSeSVA0PlflhM8LvPlDkAwIzr+b+lc3da/4OvIl5DGpeH77dug3AylLUv7oHojjnLMba1cqy3OoBrPTahtm3dgvN+KJT3nne/z/WgtHRK5fIBMPz2+1JEBjDY0uWcmyqipKTEp3KapxCbzYZu3bqpznft2hV2e+jbak6cOBETJkyQjgsKCtCoUSMMHjwY8fHxlVxZ/dhsNixfvhyDBg2CxWKpsvzRVUeB0+Jb1oMXBdEyFoHxt/TDwffmAACami+g77Bh1VfpAPHb0l+BC+7jOnXroHUYfs+q8NZnGGMYv3E5vosSN0S2mXhcMexzxXWbfz4F5AHlzALmtGe/+uqrgdT2ftVj2pt/ARAXeKnIQzf+EI6xeohN6oRhw7r7+e0uP4LAgI3qAX6YR98qLLwE7BX/dgkF3bp2AWt5neZnun4v1zu8Q2iGckTgOHP7mR65UIZhw27UfG9vaB1njGDvuQJgl7hAurJXb3RulKAqs/bAQqDUvYhIqVsXTXS807vPXgJ2/1Ph59cOHOg1KEwos2HPR4ANEBgHnmNo3Lgx2ukcF207z+Oro2pfQc93IhxZf/BLoMTdJ9PSUnX1yZrEiZwC8HvdwgIP5nefuVhiBTatxs1Orcs5loR9QjoAoC5XgE5XtMWwzun6Kx0gxm9cJv295yKPYcOGKj4vLreD7VT6ZHXp0hmstfb2zNl4EjhxEABwtUn9XjfnzqLvtXcbZjmhhUDMTRXhsnKrCs1C1j333IN58+Zh5syZivMffvgh7rrrLq2385m6devCZDIhKytLcT4rK8vQoBaRkZFe/bcsFkvAf1QXvtaFl9kh9+L3AQC2sRYYnVALnwttMMy0CYkoDJrvZSQmD0dXHgjL7+kr8j6zbG8mGnPu96hL3m+AR9uYmagKL0eEZClvMfGqcr6SXejeQf8iYjpa8GcBAA86vgyp38VWgZ+O53cwyd491y632WTyq/0czohOvXlRatsgtAMAnJQJWWlcnuHteDnHPN7k3hbleJPX5/KSaZZYluOYrvrxpiqmvwrqEcrITYp4OMBz+sfF91Z53y4Pt7bzhjvYgPi+c9DXJ2sSZrNFGfhCR9t9uUm0sHBtRH3r6I98xKKMWRDF2RBtzYXF0lx/pYMEz3YyCxwcHj5ZZt6/+Zrn3WPxNfwOAMBeIR2tuVMwcQwNuVzM++s4pv7Lvw1XIwiG9bivz9cV+OKBBx7AAw88gCuuuAIfffQReJ7HhAkTpH9GEhERga5du2LFihXSOUEQsGLFCsk3jFDi8k20wI4ErhgAsF5oj9hIM8qTWgMAUrkLFV0e2qicPkPZVMBYvtt6Bjfwbj/Gci5K5bDNOUShqBwWQ6PjNeHOSwIWAPS0GudPeTlwVBDCVnVe5g8pBb7w0xHZITDFO7xOcE9u+4VGAIDuiaEd0U3efhVFr3IFbXAwY/pjVc7bFf3WoYzKr82Ad/rEBd/MZkIVu0OoJAS4R7ABwmfENBfu/sfrCOE+/6+jiEEZLJz4Oy119ADA4TxLAgBElmRVcnXow5i7LY2ILuhiKL8ZALBFaInVQifnuU34fOPJSq4i5GjWZO3ZswddunQBABw9Ku5g1a1bF3Xr1sWePXukchXlOtHDhAkTMGrUKHTr1g09evTA7NmzUVxcjDFjxgAA7r33XjRo0ADTp08HIAbL2Ldvn/T32bNnsWPHDsTGxqJ58/DZ1agI1ys2SJaEeKvQEgBwY9/uwG9AXccFcbES4iFOVajyl4TfgslfHAJDIucOnx7JyoCibCDO7e/Iy4QsqeUMiET2hPkHxXGsLbSiW1a08N53rgBXNJQluxTcTrF6Q447BKYIXLNFaCX9nclE38r6ptBqR0/kzTrm083Y/tIgVUJi3uC8Y/JnXs3vxoOmX3GapeAl+xgI4MMy8aYrhLsNZjFvos42zC4sM6JaQc3gWWuQW1SOzS8ORKRH1m9X2HG7zo2Umog8Ip7ipB9rkQgzj6uFndJx7cbtUet8MTJZHTRBFiJLzuutblDD4E4Z4tAZXVB+V94ZmGSZ0A33mkQz+Sgu9PMyXk40C1mrVgUuSeNtt92GnJwcTJo0CZmZmejUqROWLl0qBcM4deqUwkTu3Llz6Ny5s3Q8Y8YMzJgxA/369cPq1asvd/UvP84JYKRpDQDgAouDFaKK0xZbDwAQiXKg9CIQkxSYOlYTqiSRpMmSsAsMadxF5cnT/wBtR0iHkiaLyTRZBrThYJnADwBtrWqb72DGlUA5Ajb8y7QePBh+cvTGsdwihZDFBPfOt0Nn+zkYQzOnkLVfaAQrLHh8QAu8u+KwtFOb5Mj1697BguCx2F9xIBsjuzZUnOOYsUKWW4vD8EXEdPezhc5YKXQJy2TZvMELsR+2nq26UAgjCAzHckUN8tHsYrStr/TLdmkGBcYDHGgzTwNywcB90j8ha3DbNHTeJW7ynxaSkVVkx3/v74GTH4vjY1RpuGuyZKbAOvui66q2snxjW4RWSEIhhpi2qNcORKWEXOykcePGYdy4cV4/8xScMjIyamw8/xKrHe+uFCPEdedFJ8ZFjmukzzlzJC6wONThCoHC82EnZKnzZNEOowubXUAa56H5KFJOQiaZJktC57sUCSuinbtg3zv6YqRpDTLsx3Td83Lj0mTdZFqHNywfAQBiUQqr3SN4h7O/ORjnTubsZx/ML7HiKqc/Vi6rjcWP9EaXxol4d8VhZDIx/H2iPbSFLE8NoTxZtgu3gODSJuh7p11P7MEpo9PeZlqNlUIXRQqMcMHVhkbmbgtnvtl8WvrbcyMAkPsJGqU9qEGwivK2aTO9XHc4Fz9sO4N7I0S/rPVCO3TLSELX9CTk1GkI5ANRZWGaj9EFk/sH+hf2r6DMhts++FtKelzf6UpygcWhHBHShl4aQttq4nKjWcgqKyvDnDlzsGrVKmRnZ0PwmIi2bdtmWOUI//l6kzg5pOEC4jjxpVnhcGv1eI5DJksShayCc0Bqu4DUs9rwnBBrqLDtjXK7QxKy9guN0YY/BUfxBcXQzAmiMFSOCAiM071L2y09EZbT7hDkH9qHY6RpDSJhDSlzVbtzvBtt+kM6N8a8FGsczykLOpM522ESd7kBv9tv0ebTaMqJZlmZLAnNZJ+dhzjx1RVy/Lp3sCCohCz1QoszeEHreuat5r8U54eYtgA2hLkmyxjztnAUROX8539uTbs3IYtTCf7h12eqCwbmkYwYfvXHuz8RI4RGO6PX/i20Be/8rQosKQCAmDDSZLVIUee3EBhza1X9HB8XbjyJ/efdEfOGm8Rory4Xk0znXFOPywP1c9/RLGTdf//9WLZsGUaOHIkePXpUi+8VoZ+8YnHAuVmWSG4Hc/uh8ZzoFNoOJ7F49T+4sdlA8HwY/ZaemiwaFCTsdhtSIar897HGaINTEDyELJPCJ0ufJgYAMurWQoezm6TjE87IeBGwASV5QK3QSEjs0rjYZK1VziywejjGM4coZAnyZYSf7Tf/r6NY6PS5Wit0QFNZV85loolipDW0TTgczAchS/LJck5bBvlk9XdG0DrD6qIhJ2oELbCHXOALxhiaTBTzDC28vwf6tEhWlfGM0KjX0qPMJt4vGmX4wDILeYjDE7ZHAYT+XPLTDqUppLf+4NmeesbIi8VWvPjjHlzTOgUrD2Thjh6Nvf6G4YQRQpZ4HwEtnQGVdrMm6Oi87SWL2H7p2SsqujTkOJxdhJd+3IOX/9VOWn8zKCOHiie1vdtlNuUc5oosWAbRNzabJQIAIjkbElEIwjc0C1m//vorlixZgquuuqo66kMYRKlVHKxcYZ93CU3ggAljrsoAAPCcuCsOAKdPHsXaI7no1zJ8BnSONFkVYrEWSFGYjgoNABMglCgX6bykybJAkBZM/rehzSGgJ78fgKhRtcKCHBaPZK4AKDgbckJWB96dlDmNy4PNrlwcMKeQ7wAvaz//sDkYUp1C1nmWhKZ1awEAWqfF4VKW+HcCilBqdSA6IoAZInXguYA1V2IuaJQmizn7c11O3L192/ZvzIqYBwC4gjsGQeiv6/6XmwOZ7oXPPZ9swonXh6vKSG3ITE7ttL42LLU5ADB8YJmFvs6cOj86rsJqoXPlF4YA47/ZoTj2JnNzBgZjmf3nIfy2+zx+2y0GaViyO9PrbxguMObNJ8u//tiGOyX9fYYl4wrn75Ab2chdyG4FzOGR927h3yfxr0710S1DXMMxxmDm9PlbenZdV5/+3dEDABRzNvll+Y7muKMNGjRAXFxcddSFMBCXaYNrMbjU+aK8MKwNAMDEc5KQlYY8lFQQNjl08dRkhbdZi6+U2x3IvyDap19iMciBqAm5lKuMvuSKLmjjIirVZP266xx+2Hqm0mcu2X0eP+04h1a8WO53oQem3dRe6n+OS6HjPO8QGBpy2YpztbhywOqRmFBwm27o1wQyNOFFc5cZD1wnRd1b/EhvXNNFTMWQwBVJpoyhiKcploWv2FzQZZqlDm6jDcaAhpzbzHKV0AkHBTHYRhqXp9KuBTu+VJeHW/j3+aIKKLM58Mm64+jOHZQELAB43Pw/v+8ZzGQXqCMpuqI1GiH4XyhWR22bt/oo9p0rwLsrDqPUWlEY+dCEMbeQ6j7pX/ulOf2HTgnJThN38XxuVGOpzLrdh/y6d7BSKFuzyTXS/oZwl4/BEbBJm08bhbaIMPFIqhXhXjN6+nQTFaJZyHr77bfx3HPP4eRJipMf7ESjDPGcmMNkvTOBqdlphsNxnMzG9kJ4mQoCXnyyAlONYGPtoVzUhhgtK5/FIstpAnAhU/k+mwSnkKUwF1Q2os0hYNxX2/HUdztxoagc3mCM4ZEvt6EOLknn1jvao0ndWlLQhgOHDur/YpcJu8DQWCZkXWSifXxkidKxmjlDuNsVQpZ/nbAF5xZC09PdHlkxEWb07ySGc4/nSmG3hm5oXc8cz96s0CXHbqePG9P5UguMKdJb5CMOh5goZNXj8kLO3yjCXPV07jJvsxlgcjl3lRhY6VHzT4rzXfgjqBWiGtXKePhLtb+5yoRVR5+M8dJmbyw9gGHvrsXM5YcwZ+Vhv+8djMhN3JRntVPPueg/wBor7sLzZuQzUds/5dv1ft07WJELVkw2Vvm7gSIv3ZkT3+1yZkE+YgEOaJwUIwlZ9UjI8hnNQla3bt1QVlaGpk2bIi4uDklJSYp/RPAgXwzuYk0Vn/EcpGgxqdxFmELIt27LiTzsPXep0jIc+WR5ZcWBbClH1kXE4rxT0HFFEjp5oRirDmbD5BAX7ApNFhguFJVj6Z7zsDkEhYlXcbnY3ltPXsQPW89g41Hxfq7EsoNMW6Wy51EHFhOPXCaGQy64EPw5TPKKrfh993mU2RyoA+cOn6MtMp1CqipEsODWGOjRZJ3LL5XCtwMAzJGKz69olgErExdnjsLQjaC1+0y+4tiXIAMqk2ANrD+Si+e+34UxpqUAgMNCAwCQ3oebTOtUgl8wY3cImLW86p16VQh3HRr+vefE98CVN2e1o6P02XUZoTOf6EHVnjoEc64Ks+LdZyuf80INxowJfAG4NSuuNY1r/DDxnLQRlogiP2sanMiHP8a8pAzRYS7Y2Gk5EcnZ4PKvlFs/3Ru7yfNyogI0+2TdcccdOHv2LF577TWkpqZS4IsghTGGzry4G7FfaAzmIU9b7YL0wrTiz+BciPyMuUXlGDl/IwBUaq9OPllqDmUV4utNp3CbSVwc5bF4ZLMEAEBtrgSwW9HvrdUAgF/ixQnJxjmjCwIAE3DzvA04eaEEzwxphfuuaiLdm4HhUqkNt8zbIJ1b+VQ/fL1JtJXvz4uJIs86F7FRZhMuQZz89h49iV7V85UN49YPNuJIdhEGt01FCidqAs2xScgssqANTiOm1EPAYW5zQT0+bY98uQ2dnQLw39F9cKVnAZ5HFpLQCDlgl84BDZqp7hHsCAKT0k248BZkQJUnS4eAcNfH/8AMOxpHieaCix19AEDa9RbAhVTgi883npR8eSrDM4S7nsAXJqf1w5VOX8u59hHobxLf8w5F6wEM8fveoYKkGWT6owvq1cyGGoy5k926T/orZIk+QlnM7aMEiH00D/FogizU5cJLSJUPT8q8jP71RXn/cwUD+sbeHwDQuVECGAOKEO1PVWs0moWsDRs2YOPGjejYsWPVhYmAITCgudPMqNzLz1xYZsdZVlc65nP34WhOLTStWyuoBefsArdZmkNg0kSvgvJkqXCFZ63nXLRnsiQUIAYC48TJrtTtzFpWVgLwTk0Wc5u7nbwgmp8u2X0eo3tnSOUZE/M5yfl43XF89Y8oZHXmRVOXJY6eAIDU+Ej3DiMX/DuMR7LFOi7bl4XHTKImsFWTdPy6S9QyxZQr/bRcmiw7TLo0WTtO52OoWfxdWjRv5bVMtlPIQsE5r58HO95CpXtb+/MGBhkA3EGBAOArx7UAgNVCJzyLb1GPy8OhENqYWXnAtxDVam2g/+Oi2cQhVZYz5zhLw06hKTryx9CybKff9w0GXP5PKbiI7vxBrBE6oBAxqnLqkPg6hKwqLg3medkvvPU9P9svDeKcJmmynLc28Zx0LpRN3FqlxqE4+xh6cPuxkzXDUdZAqe13uNc7VuanKbCsuMsfqwRR6NCwNubc0Rnjv9mB5Y6ueNj8C5LsoZ0y5HKi2VywdevWKC0trY66EAbCwFDH+aJshToHlonnUIZIlDDR/Ojz39dhwNt/4bsqghgEGrlQZavMnkc1wITOgqm6cYVvz2RJYOBxCc7d+xL3JBQJp08RX3HgC3lgAAaoBF6XgGWCA6lcPgBgrXCF+CEH0dYbCLlwsC6hMD4xGU2bijlEYq2eQpYzhDuTabL8XEC4FgfxqeleP8/mRO0gVxg6AUTkeAvYUbkmS1+QAVd+rAbOcO3ZLEHSqroWZMncJQg2736GwUi0xbf9UiMFVTPPo69pl3Scg0T8I4iBlVqV7arospBg2pJ9AIBPIt7C+xHv4iXzQq/lXIEvjEjuXONmKK9Cln/vtGuMdPmZu4IDufKBAkBqCAtZEWYeX1lexcyI+fgxYhJMcCjNBZ0+wID/6QTkQptrjZDWZRh+Hnc1UuKjYDa52zLRcUGXaWxNQrOQ9frrr+Opp57C6tWrceHCBRQUFCj+EcEBY+6Bp36bnriqeR28fvMV0ud9neHa1wvtAbjLvr/qCIIZ+Tr+i79PVmjuovLJCqFd6erCNYgmOX2yLiAe025qL2mUsrPc5kYuIcvTJ8sFxynH8IJSW4U7rW04d1CNDc4ALDzHIctpqpjiFMBChRRX+Nq4eiiNSRX/9BCymAE+WQVl4m/g8jfg4ht4LZfjFLL4wuD3bfOGzaF+N735ZJkM0hrYnIuDG02iI/wyR1fps4uIQzmzAADMJaGTwNRLWjHv5VyCKvNvISbHzHOo6/RPPCmISV9d73eikAc4bBVeG+x88fcpRMKKK/gTAMSE1de08pJ3DC6NtUt74H971rgpSuU3Db/ar21anDRGDuzZGf1bJeOZIaLWP1w0WbGOfDTmRe1RHFeKZOQr1z6CO9KgP9EFN5/Iw5Ldosl7FMqR4fTJKohprCiXjQQIjIMFNpQVZKvuYwQXisrx340ncKkkdMcPOZqFrKFDh2Ljxo0YMGAAUlJSkJiYiMTERCQkJCAxMbE66kj4icuUI7pOY3z5wJW4vYf7hTHxHG7u3EAagFyDlN3LgieYkEdBfPW3/fj7WAUDJ2myVLg2nhKcmphmjRvhrp7puMiJYdzf+8UdfUnSZHGRPmmynvthl6Qh8GSoabP0t2sxIu4wisKBy3wxVJAm6/j6KI8WkyrHWz3MJwR5qGz/fLL+s1gMi92TPwAAMCV4F7JyOdHs11QUmkKW3YtG2nvgC2d0QZ2JXz2FOpcZmLjxxEnBTCzFodmeLi6VqhcpnposPX5AJp6TtAO/CKJX5UahrbtA/ilvl4UMLl8zFylR6v5mtAlrTYJ5my/8aL8WCYKYRgPA8Ku64rMxPZDk1GSJwRrEeSaUw46n244rjjvxRxVvrrSpxzi/ogv+e/5GnM0XLdTk0WwLo+orytlhRq4z7cuS9VtRHdz3+RZM+mkvnl8c2tpwF5p9slatWlXhZ7t3767wM+LyUmq1S7l1bLXSvJZpXMcdkvNqfg/exq3SixaseI4bm47noVczb4lslROi3pw64YBr4eoyzysxidH9MlkSwCnDkMc5Q/9b+SiZuZvyfptPuCetA5mFWLBeORG46OEUEtY62kvnOEAKulGHKwQcdsCkeTi6LBzNUfqMpcmELFuMqNWKtysFRa/JiDVMenaHgF93nUc9uO/L1WnhtewFU11AAMounAZfZkNclMXn5wQD3nyyvK2/JP8X5tob9FOT5UwcnebchPrT0QWAWxTORBLSkY2I4tCL1tif34407iJ+cPTFpRIbakcr+4KRQoFdYOjLiwsh1zxSjggcFeqhGX8eOWePIblO6AViAYCbOzdA4q7fFOcaFe8GPELP8AaZsAJKgTcVeRhhEoMI/eS4CtlI1JnSPAgxSJNV1yb6ohZycUirq4xwzXMyTRZCV8hq5lBaGDXlznn4ZLlShujzAQaA1ry4ObJDaArGq+fk8ywJKVw+Dhw6AAz3PVn21pMXUT8hCvVqq4NnHMkuRKTZhEZJMdh5Oh+A6P8cDmjWZPXr10/xr0uXLjh48CCeeeYZjB8/vjrqSPjBwR3uKG82p0mTJ0m1IpALcaHdgTsqnd90PHgHI88d7ll/eg9bzAleBvAajqvlXCHcayWK5i9nBaU2MxJWUfCBuICXWlw2aJ/PL8NDC5U7WZ+uP+H1qT14MQ/WKqGzoi4FckfysuCM/FRYZsOAt/+SjnkIkr064utDiBK1HrWEQqWNukM03/DXXHCOM9qeS8tnZzxQy9tmApBnEjVZtvwziuiOoYLLt9IMO1pyp2GB3atPFu8RXdDfEO5WhwCAIZ0XzV2yoFyYuRZlEZ4RI4OY2EgLkpGPzyLewuuWjzGM/xslNnWCeVXIcR1Cwa4z+WjKi22U49wwAYBzTs3Ba9+s8PvegUbU0uUrzsV5aqshF1r158mSXzrLMhcvWL7CC5av8IblQ//vGcwY5JPVqsSZvyxGnULIzHNSLshULg8FpaHjZymnjf2A4jiFy/fwyXJt6pl02+z04kV/xIssTnE+vY44X7s2VEpyT/t8zx2n83HLvA24ea56frpUYsPAmWvQ502lAidccu1pFrJcrFmzBqNGjUK9evUwY8YMXHvttfj777+NrBvhB4wx5JdY0UiWI4u3RHkty3EcNgmtAQAmjiHemUdizaHgjRzjbfHl3S/LmNCw4QRjDBbYUcepybr1mh4AoMrifj0vvsdlzIISPg4C1JqDC8W+Jb59wfyl9Pc6wa3JYozBDjOKmLNvluVr/j5VUVxuR3G5eqFZFZdKbHAI4nuUU6iclOvgEsycIAo9salgTiGLhwCUy3xSnXnGrLD4FcJ93l/ipsdgZ36x7ax5hWVdQlYqLuJwVuj5xbpMlBdY3sKyyOfwRcRrqkiVgDwynv8CAmMMZy6WoCXnDvDjWoTVihQndZd5kStaY3G5HeX24Nq08Wyfpsm1cI1pu3Q80fI1SqzqOnuGcNcc5tk5v5RaHWhUy32+Y+/rpL+z4PaB0RMiPpDYHILKjDne5kXIknzc9AutLrpxB9DbtE86vsa0U6HRDhfk5oL+tl9xuR1RdnHMK4usq/rcbOKQjUQIjEME58DF7NCMwBrFRAujAiYKOqqIvM5NPTt4d7oeH989z3d0GP8PAOAkU27OPzO4NVLjI1UuJr6wy5kH8fylMpRYlXPymfwSr3XxJbl6KKDpW2RmZuL1119HixYt8O9//xvx8fEoLy/Hjz/+iNdffx3du3evrnoSPvLUtzvR6eXl0gvwq6MnzBWEOa8VYcIJ5jYlvN0k7iREB/EOgjchq9yuHpgp8IUagYkhiXmOwQYLaiWIg6jnoNmEF31RbDCD5zmvmqyqGG1ainWRj2OseQkAoJBF4zBT+xRJ2iyDhawymwN93lyFvm+uQpnN9wXygcwCdHx5GZr9Zwk6vbwcu84oNWwuf6xsJAC8CaaIaClCpzwEPmcXhbNyWGTtp70PxqAMgDz3iZpCcx04GAcL55ACEYQSdoHBDDv6mtw+aK/+tF2amF24BQT/tQYzlh3ELfM2KhI8u+6XGi8K/K734ejRQ9h26iLaTf4Dvaav1Pys6mL2n4fQ6eXlWLzNLSi+9cdBDOa3SMdp3EWUetlgcAkF/gYPmeCcX9pMWoqSk+LzClk0Wjdz+/vKxxNvgl4oYBMYUp0BbgpqifkAa9vUjv7uwBcGhHB3/v9Fyxeqzx4y/+L3fYMXL7mdNMwxpVYHOr28DPZ80YcoM7WfqkyEmYdN5kfEn92sKhMKJAuikL1cEIP0JKDIwydLNBdUaLJ8bEtPc+1iiOPgaqEToizuead2jAWzb+ssbcpqCSQiX4G2m/xHhZtWyvVdeBjI+ixk3XDDDWjVqhV27dqF2bNn49y5c5gzZ0511o3wg8XbxQGnnzP5ayZLQkyk9wXa8A71AHA4JYhmY/eZlwKA4sUKNrw5xHtdRHuU4yjwBewOQRKkLpqSAF58/XN5cQfQNWhKkSbt/4KJ5zTvjEWhHFMs/0VDZ4hsGzPhOuvrYODROi0OIzrWR53YSLx5SwdcciZ/RWm+EV9RIqewHHnFVlxw/vOVL/4+qTh+zyPaphQq2DnRJMRYkAenWUWRbBHmEIUsKzNrbj/APb0McQYN+dnRu8KyvNmMPKfZb3KIRWoExBDubThlkIS+/C58vFbp4+d6h/Vost5fJWoIXb/jL44rUSvChNZpcbj/anExLV9ETPlZzKWVV2wNGq3M7D/FnHMv/rhHcd4VrMYFu3hCda3JU5OlsQ3/t93tFN+cFwXVWiiDIDA81s6OerWjFO3nLfhGKGCzC5IPT35SBwBAgj1XVU7l46YjQbarf3XijwEAPrZfh02CGCXvetPfQadN1QuTmVf7804fyiqEzcFwHb8JAFAeo/Y9j3CG3YyCOB7z+Sf8rG1gqctEIWu/IG5mJHBFHtEFXcK+zDzdxzWPXLCJQrnkKrBNaI5/d22kKCsGEnFuosA/TTVjwLn8Mq+fyQW+cEkL57OQ9fvvv+P+++/H1KlTMXz4cJhMwbsQr6ks3eOOhtWRFxcTBayWyvnZRaRZ/A1n2v8NQNz9jIANP24/i97TV+BIdvDlL/KmySr1ImTx8Dxn7ALpQGYBek1fgW+3+G6XHGisDiYtLi/wbtOKwVd2AgA05HLBQZACApxnSeA57Zqsf5vcPkz3W59C7/I5OMNEQX727Z3w7h2ib1aX9EQUOHN0VYe5oAuHhoiZtSKVjr75HmFk0zyErJS4KGnnHoVu7QhnFyeRckT4pQl04fILyZb5vHhi5nkpDH9trlhl4hjs2B1MZZrVkT+qiF4JuHMS2Q1IpOv6HW+4uhv2vjwUS5/oi4aJLp+DRKlMlNk9z3kbewJJidUhJcMGgI7OxbmEl+TU7uAh+ufvpk5t4LeOfnAwoHk8sObpvtL7kBrCQtbyfefRyBky+1KdjgCARC8JWNWBRPx73rzVR/HjjnOoA7fm/GP7MMy33wAASEIhisu0mz4HM3JrE4cXk/TKmPDtDoycvwE8BERz4iZaWUx9VTmXydl3jv4AgKwzx1Fud2DYO2vx3Pfq6HUOgeGmuevx2NfbVZ9dbrILytDyhd/R/vnvUAuiueAxk7gR5MqBKiG4fIBNmgMtyfONuvyxAOCpG3qorJpMPCflIkvj8rym33DxxtIDyHj+N0xcrA6IN2jmXyqzQUA5xroMsE7nlSDj+d+Q8fxvyCrwLpwFMz4LWevWrUNhYSG6du2Knj174r333kNurnpnhwgc//eF6AAaCSuSnDa7G4S2iK8i2thvgjti0r9M67H77CWcu1Sm2ikNBrxpskq9maR4ljN4F/rp73bi/KUyPOtloA5WSsrtUshluZBli0mR/m7HnZAWoFlIgtnEefXJqoyHzT8DEIW0FUJX5CBB+swk254y8RwKqkmTJf+5vSW7rYgIj4RDuUVKgcUlpNatnwFAzE/kErjki1rm9Mkqh0Vz+7lI59yBFxShsT2wmDhcdGrTElGIpXtDJ2ADIE7ynvb9iShSpQTgPTVZOjZOJKEuXr0wO+/0yUpBPqLN7mdYK0t+HiDGfbUdjDHEogTxzoigLiERBerk1GqhwP/v5ErNcJbVxZVN3Olb5JosbwupUKCtLLdfoVOTleTwoslSBWPxrz3fWCoGNnBZoABAJupI7z3PMZhsoWcKXBkunywH42TBgXx7pxdvOwubgyEZ+dK5/LqdVOUszvH8DBPnu8jSTKw+mIN95wuwyMsG6c4z+dh+Kh+/7Ay879bc1UdhlY2N+awWsiyiyX0y8hXvLhNcPlnaowvK0/a4TI4zWSJMXpLvmT3yjtkq0a7OWy1u9H+9SZ3KwS4w7HBGEVTO1TJNlvN7uDT3ADBnlcdGUgjgs5B15ZVX4qOPPsL58+fx0EMP4ZtvvkH9+vUhCAKWL1+OwsLg03rUFL785yT+TxbprQvv7pTbWEvEV6DJAoCrmteBDWZpJ1yuhQi2nVsA8LbO8abJUg0wBge+sNmDr22q4lKpTRIScmRClsnk7h/DTf9IZc6zJJg0arLiUYz6zuvftd+k+lye58zMc24NTZGx4Vrlwrg3wbwiqirqElLbtW4DQAwec4GJpnookYVbd2qyrDBr1mRdKrGh3C7gAdMS6Vwx1GFvXZh5XjK7TOSK8M6fh/Hs9zuDxrytKl5bsl/qc6VMzG9zl3mFavwxQVxIWJ3JgvW80zeYnEGavAhZuagNO+Nh5gQkc27Nwpd/B2fepxMXSpDOud8faWHuJW+aOrpg1X1k5YEs3P7hRuw/717kcxAkc+CrevRATIRbA+xahCVzl2AtC72dZwBoItvgsMWLJlO12SXApvw+anNBfe+cS3A952zDUkRJc3PChR24d8EmVUqJYOaDv47iyUU7vOZQ5Ji7Lwp+hh13pQc5y+rAm9LUNd24Nk5irTmwevHhdlFRrsdAIp+PT5THQWAcIjk7IsvdG1PMFc2W8ZoDLdlkm5B3mEW//C1CS6++/HJzwRiuHL2mLEbG879h3WHlBsT8v44qjl/6aW+Fz7/tg43S3940WXJZLxjXpFWhOXxHrVq1cN9992HdunXYvXs3nnrqKbz++utISUnBiBEjqqOORBW88L89it3rQbxb4BLAIy6y4vxDvFOz8LXjWgCQwm0D4gIy2PD2knnzyXKZItgMMIsJF4qtDmlXLJd3hwO3mHj844wy+bD5F8Q4EztmsiTwvEyT5bEga8adxRzLu/jIMgMfWWbgefPXGG9eLH3+o+MqVR3q1XZHuuRlu2Ledt31IK+ptzxM/nKTSUzYzMWLO4omjkM+xEUQSmTaGFfgCxZRYftVxOwVYlqCG0zi5LNJaIUoS8VDtdnEIdcp6NXFJeQWlePbLWew7VS+T88LNJtPXJSCDPwtiMJrMYuE4KGBtDiFrHLoywPmug8AILm14rM7ezaGAB5ZEDUzKbLcOtOWKJPTBgsv/G+3tBDbKTSVFpTyvHcuTH5osv7vi234+1gepv3m/v5dOPdG3s8lVyjKX0ScFC1OKA49axeHwKTNlJ0JA4HoJJS5BPtCpeDqFlr1awYBoDcvLkb/cnSUzrlMxRpx2VhzKAdj/7vF67XByPTfD+B/289i4zF1dETmNOlnOoSs+k6NdAzKvW62urQhLsEg3prt80I90AKXy9RRsixhSSi285IPcIRMyOKYW5MFjW3pao8WsoirXzkGwFSBkFWOCOQ5BX/XuHP3J/8oyr3++wHVtZ5w4HA6rwTFMkskh8InS3x+tCxGQBAuSatEV4zEVq1a4c0338SZM2fw9ddfG1UnQiddeXGR9pujB2bf1kmhPfDE9SL95ugpnXMtQjYdz8PsPw8F1Y64SytRDxdwM78GCShEqVU9mDDnAOM21dKvyVr490l8v/VM1QWDFIcguDVZnDuniMXE4b/2wYqyp4RklCNCYd5X6pF35z3LHNxg+huDTNswyLQN/2f+BfebfwcAbBVa4Ko27ohjzwxphU0vDFDseJs4TlrMCoXGmrjJ+6zdi9145qUyTPttH05eKFZeV8nun0nu55eYDkDcpMh3TjjHTrv7BufwFl1Q3QfP5pdi2m/7cOZiCVYfzEbG8785840xJHBi3ebbb8D6566tuF48J4Udl5vd5WkI+BFoXEEGfhfEtAK1uHJEOJS/jYWJW9VW6NNkuUwFHYxTCVmv/EtMM+BalHnzwzGCMxdL8NqS/ZqSv1vtAt76Q714OXmhROEr6Nq4iC33Fg1Pu+bFtfN/JNutQRlj/gOAuImVY4vwuMK98SDINx6CjMXbzmDhxhOq8wvWHZfGycKIFFhMvNSmzMPPTYp46drM0zFXchAQy4masiWCez7+0jEQgHtBe+ai730mkMhNRb1qjwTXHC3fyNP2Tl/Ni/4+XzuurVR4cv1+8bZcOBwVm7DK7+DpE+qNn3acxYJ1x6sst/fcJUxfsh8FZb77KFpM4txbT+YjDUCyWoiwySLfes3L6FtfdM2PL5rdUS03CO0qFLIAUeADtEUY9GTZvkws9Ag0JQ/u4lp6/LnfPY6FoIyFilUcGjCZTLjxxhtx4403GnE7QicuB+h1whUYFF35TzygTSpWH8zBXpYhnUvBRZyFM1DBn4fRMjUOw66oV2311YJrIP0kYgba8ifxi+NKlNmuUZVzJSp1mcVwOuXE7IIyvOT0Ubuxk9rEKBRwCO5FeA7nNhc0m3j8LvTAWOsEKVGxlD+Nd9vL/7rjLAAxX1MyLqKNMzP8JqGVQgMKAK/b7sDDPRtLA2RspBkpccp8bbFRZinhYfHFHFeMPkNQTJZeJt/Hv96OTSfy8MfeLKx51t1/KpuX5Pb/fEMxlC7HQTLnyTx/Fk1dBZyaLCvMiKnEh+i+TzfjYFYhVh3MUSxi+8t8M/4W2lZq8rvucC6SOXXukqLy0Ak6kOYUfI4L9XCRxSKRK0K8R8hss4cmy1//l6t58T3OQiLqe2yNuhYRrgVNoiMXQAu/nlMZoxZswtGcYqw6kI3lE9Shp73xxd8npeiIcjo0rI16B8T2O8+SJAEx1qoWslTaQA1tKF90Xe80t/yf42pc3VydnyifxaIuVwBOltYgmGCMYcK34js2sG0q6tUWzXEzL5Vh2pL9eM8ivkdJ9TJQZOKRyeqgCbKwY98+dM5wa+hNHsFY9Giy5BYorvEXcAv89Z3mmcG06VkZLp8cAF4X7O6NUP/ShAAMfUzOd5klorGXZnFtyuaiNhyMg4lzwFJacc4xedM6BIaqAi2P/2YHAKB/q2Q0TY6tsNzwd9cBEK1upv6rfYXl5Jh4pSYrkyWhQ8PauJgdB+A8LOX57rpKQpYJAtNoLuhMzt7PJPqXf2EfAICTrJyUdXKPj21wSrJA8AdxM1HJV/+4TbJdz5dvRNU4TRYRfCTA7Ru3VujgdRdfzp09XNoGdyj33ial/exR5+LP7hCweNsZTbuvRuNgDJGwoi0v7oDcYPrbu5mANPkZo8mSq7SX7TPWf8hoisrt+G7LaVXCUsFhQ4pTUMiG21zQ5DQJXC50w7eOa/Ct4xqcYPXcnzkH7fOX3L/7ZMtC6e/7rM/gDusLWOLogT8c3fCO/WZsZq1wTSt3QA1vflGxkWbkO3flTLIJwwjkCxG58OJi0wlx4jqVV4K5q4/g/VVH8MvOc5i7Wr2IdXElL5pLnWF1peiqJl5MdglAOeHIAl+4qsK8BOA4mFXotY7PmBcBEHfISxBVYa47QDSH9EwoDQBF5e4+W2p14PutZ3ChKLgiD4q/kzvq5XkkSYEbhHylCalLQChz+m1p0RrYHQJ+dIYfT3LmEitmFfu5uXZqrXlK5/gymwPfbDql0oBq5WiOeP1hL32zuIL393iu92d2aZyoWIi5+kKcp5DlTEYOAOWSX5vvbehaYMnnmM8cQ3BjJ3X+O5cmiyv1bad7//kC/LD1TLX4XJy6UIKfdpxVmH/Jn1NQ6tZsFDlzi7n6Y6uWrWE2cch0vuPFOUq/PL3JneW4/MBKWCTKEYEmdcWx0SXw32jaAEDMdxgMZBeU4YetZyoMLb//vLufeBOyXGHHHZUk0D2UVYjfd7tNNFceyELv6SsAKP3mljh6eDXvc7kSOGCSxmlTsfegFusO52LlAfc7U1VkTPkcc7HEtw2tIxr86VxNliYbGxc92EuaM83l7vmmtEwc1xmnPfBFmU1AQ86tsX/ffiMA7wKNax5yB7dRCqwHMwtx98f/qK7zFbm/4am8Eny81jPQRehJWYZosojgYZDJvRt2htVFclxkpeXlg5+FEwekQfxWKeQp4A4s8dmGE3j1t/2oHW3BzslK87LLhSAwdPfQmtiK8wB4aJd0Jt30RD5HPPLlNkTKspH/dSgH/Vom67q/kbz04x78b/tZXNk0CQvHdJPOJ5WfgYVzwME4RcS/yhbwck2Wyy0oGmXSTvY6RzsUIQYbhXbYKLRTXCv36atoYdCwQQMgFzAbLmS5/37qu524pWvDCsu+ufRghZ/Juce8HICYj8hlRslznDKZM2MAx0nJiG2wSO3HGPNpijDBgXbOTYRPHMMAVO0f6apDG/40OAhg4FEsS0b7ym/78NU/p9C2XjyWjO/j0/e9HAhMTKwZxYmLlGyWiEyWhDY4DXOx0v/FpcmyStOW7xsnX286JTlfj3AuVpcIPTG+gvKu9qzlYXK3YP1xvLn0IDo2SsBPj6p9Do3gRef72yMjCd/+Xy/pvNeFKkTH9TSICy6FkGW7ADhsgCuwjcO9EHT7tfk+LrrGCfkcs4+lI9LCw/O3yGW1xWtKfTO3vOOjv5FfYkOtSDOGtlfnO9JD37dEZ36rXcC/u4lBLOSmYN5MhF0LW1PtBrCAl9o0ulRp1qz2yfJ/nnH5YH7mGAIAaJ0Wh+O5xTjExDrbGQ8eAgQWHHvjN83dgLP5pTiSU4TnhrZWfV431m1G6n2OYc7/chX6ZA2etQYA8NXYnriiQW3c95nbH+0p83fS3zlI9LqRVz/BvZGSyZJQj8vD1t37ACjnqqJyu8qv6IlvduDrB69ERcjnNF+DK8nN5avC5U92rWkHALH+0REmRNROBYqAyDK3v2NZuXNDhjdBiozvY50WrD+O1px7M+m8cwPWmybLdU4S/Pn1mI2R0udDZq/x6ZkV4VnlV38LTj9YLQTH20oYxlVOU5izfD1Mur4dOjdOrOIKN386ugAAYqCMoFRuF7DrTD7e+kNcjAYq90m53YFdZy6hOafc4Y7O2qYq62kuqDfqk+cOa7nMxnz7Ke0qc8YY9p0rqJYQxz/tENvn72PuXeRDWYWoUyAOWCaOSY7pQMWLN0AcVAUPIcslYAHAC/b7fapTRSYupeYEAE77crvvPkTZBWU4c7Gk4ud5HB/PLZa0OHLhwxeac2fwhPl7dHVG7fzRcZXk58jLQrjX4spRVJCHg5mFgEN8h2xchOZoT/JcJZ/Yh/p0jSsPGQB05MTdP9f33H++QDLD2CeLEBcMMMakCH7FpngMuqKxNIE3iZDVVXDA7FzQus0FfWvPA5kFWC6z63cFf3DtCHuSEhfpVTMIAL/vFhfZO0/nw2oXcDSnCGfzS8Xf3Ee85THbe+4Slu/LAmNMSvi76UQejmQXYdXBbFFAr+A13XX6kluThSTkIh42ZhKNsORROx3u98vGaWtDeb1dyV+PC6kw87zX5PVZzqihpmK1yaI3XPnoDmdVX5TijUfdu+5ypbIgiJt3e85eQonVDh4CUp1CK+Lrw2zikOXUrsbalDv3eqML2hwCdp8R+397/gQAoICJ+doExjD3ri44wTeWol3WxaUq186u71JZFD0jcFm0LK/AsuOKhrUrv4HMb7qqwBffbDqNA7J3zAK7NA+tcIh5F735UA1qm4pnh7bCPVemS+NKyiV32pX95wtQXG5Hrpd3cuOxC5VqVuWf+Roko5KpVgXHAfFwa3ZGDhkAAMg3iea5UWXuDQzBuYHi4Mw+zzeCwPDH3kx8v/WMFJF6qaO79Lm3dYHZ6SfmShmSwbt/e7mli5zB/GY8af5O8a+zLHCOnPVHKg+UE4rmgqTJCjM6c0cAALXaD8d9VzfRdO0fQnfcgz/RglcKMZ+sO45PfHDurG4e+2o7lu3LwvNmpVDDF3kJmsDcpgjisT4hq7IIdTY/8ucs35eFBxdurRbNQkyEWTJ7AYCjBcD49zbiYdMJwAKsdHRSTEhmvuK9FoUmy7mO6MqJgVXOsLo4yXzbda6o+Tdn8yhnZkRydqAoE0ho7L2gBz1eE01Gdk8ZjDgveeA8dxavmbEaAHDi9eFoN/kPn57RADmoy13CtxGvIJJzbyx8Zh+Csc6/eY5DGSIlP6KH5/6MtZdSsDK9CIkQgzRImiyh4pwicvry4iKggMUgB75tkpQhEgUsBvFcCXrze7DD0RyFZXasPZyDez7Z5NM9AoHAxLD/ABAVXwcxESYpiEcyky1oZQJCOVw75FW/0+rvzySBZLXQCZO9XNM8JRbnjzmFLCiFLLmA3vLF3xWffT32SvRqVgdV0X3an4rjC0Xlks/G3Lu6KD4bOFNMqfHGLVcogtDIWbr3PGZGup3jmTM6YkPkAoWZQG2nFlcuZEG7uWCh87u7dtb/ELrjfi9zTO1oC/Jt4iIsL7dq02r5+OmZ/NRIymXPkY9/AmN4f9URvL38EDLqxKAOLsHMCaJgE5sKS1mp5HcZZVduUkRAHBf89ROcuHg3vt96BrFwbxgtE0Trg3q1ozHsinpIieuF7E8TUB95qMddQDarfEz4eN0xvLbkAIZfUQ/ve/Sn6qCiDbSKzDNdcM7x0JfAFz/vPIefZbmrbjKtlf5+xX43ALHfqZ7BcXikf3P8uS8L2VvETZW23Anp8+veWYuWqbEVClOfrj+OB/o09fqZQsjy8TXSsgzhoAws0SCjJQBxMwoALLLAF5xsUw/SfCNUajkx689DmLNSXC92c1oHXZJtPHkTCF15JP90dMGrlk8BOCPaojZ6TV+pKt+Yy8KHEbNU58eb/4fh5dNwgDWGBXa04k7jFEvBRWt8JTUORWNB0mSFND/tOIvVB+U7tA6k8+KxtZF2U5ZzzsVNKpcvhY0NJly+UGkedsAxZeqJnPNMEqlTk1XZrmBVfm/ecO1WV4dmwbXbBAAv/3YA7+4V91Judk5Mh1gjxQRRmSZLIWQ5i8U5k54ud3T1uU4VmVPkldgkrUHZhdP4fuuZKnez5JP3uXy31nXD0Vx860wwWdFk1ualpT7V9wruGNZHjcdPkZMkAWuz0BLP2B6UgsIA7uTKru/AOUM8Hz4nfgc7FwHfjATdPGj+DUDlCYi9sUsQF7zDTaLZS1G5Hc95SZZd0Y5jIBAYQ21nFEVE1hbNLyG2ZW1bNjIvOX9fmYBg53wP2vDrTqXJYRxKUcuZouDJm/t6vcZs4j00We7O5C1dhItfdrkXgd9vPaPKHQN4H0de+dWtuXzkS7VWHhCDCFT0nsajWJF2AXAHY1GkFXC2oYNxcLj2VzUKBXXgXth95+iHR69trirzzu2dJC1hXVMxyu0OfLz2WIVaKrmQtfmE9mhlu89cwqfrj1epTZC3vXKBzPDeKnGxeeJCibSwzUYCwJsQH23GJaePWeHFHLz1xwGxzoIAszPiqOTjpnGecUWrbcC5+8oxVh9XNa+D/+vXDIAyN5GnZtUbH64RNdm/7VbnSasOKvrGv+xyP9/m5bdxCWcCODBXsAYfpZA3LR8BAIpYFE6wevhXp/r4d9dGFZaPMPPY5wzuFccpx79DWUWSj6Qnr/62H/P/Oop5q4/iQKZyrpYnufc1GMmyfVmKvFL7zxfg/VVHsPpgNnpPX6F4RzgOuJbfIZYTGqNTowQAQKlTyMrNycROZ0JfyTxdMd9UXieXgAW4U/fsZ+5NTm8m6nViI3H/1U2QKfPpvtdc8ablrxH/kf7+zD4Y/5Oldfkt8gVMN3+M7yKm4qfISVgT+STiULF1CgCcu1RW6efBCAlZIcrpvBKM/2YHRn+6WTrXmnM75Voz+mu+53GZVsIVgasiApkUzuUAfFgQHa69hSp2CVWS/bpOTVZl2iqrH5osi5ds6kYhHxoXSglUmaShzGIJiubwXLyN7p3h/oxTa7LSPHIa+UJF3aVubCQynYvqD35di6e/24m7qnCcVWSFl1X9zo/+wbPf78KesxWb1HhNXO1BMvLxS+SL0vFpIRnLHF3/n73zDo+i+vr4985sSW8kJPTQe++IgNKDBRUFRVHELjZs2Ltg77131J/ltSASqYoI0nuVDqGFkISQLTP3/WN22u7sZjcJ2SScz/PwsJmd3b07e+fee+4553sw1v2wKVcR0GPUVbEGdRFUhykTcgFLMniyyu4nTujGxNd+nxUMNd/hb1lRrWov7EIyilFU6rGclC57r/yJyZUN50Cyz5OFmBTI3CzicfXHvvHNkE/kYeF7YfxDiDoLirBJAY9HuybWiqn9mtfBIaRqRT/TDEIPoe51ybfZsu1QEe76dnVAjgdgHWr94yrrRHwjBSc9QUtxqPdjPk/QvHyqaidOBhpZHtgMN05k4+IwUc+JybM3QpKFF3lQ67o4q6uSoxMnFeLjRUou79CXrPM1jGPD7+sjFxU69/W/8NjPG/DditDlNYxGFjd5ssxXoZ5BRAQAUuMcekFgVow35m3Hz6v3A7JFjls51QXP8NXH2iA3wQsXd8YX1/RBlq+mIIeeAzPccP2DYZVLc0qx6ELHT3qwdIfe9ySrsU/WFfEiURdsynTj7Q7PTejVNA2vjOuq1ZWywmETsEZWPFLhGKpGpv+2Cc/M2oQRL/9pOl4eT5aKOjbc/MUKPPf7Zlz10b/Yf7zUdI8wxpDk24DKSonT5ukSn5HlcBfg/DeUuo2CpBpZdi1cMFzDzyhk84esez6D9aOHzmmHntmp2CgrRu2tth/RkAWuwS4SFiLJZ9C+6BmDR71X4Q7PzfjCO1g75xLbAnT0hckmspP4xDEdNnjxmf1pLHXehKvEWbjX9hWWOW/AX85bwbfNCes7VSfIyKqhHLWogTNYWKk9tjniIn5PDgFFPsWtQb4dlGDMXHsA3/y7p8qNLRGKcAMALPIJLSS4LZKr/cMFK+jJChUuaJVjURaVYWR5JRkLthzG8l3HsGG/vstmtQNlXCj+JvUy/W4hhS9EPSdLPc9YHDFcgnmynrqgg7aYKTq02/IcleMnPZi/+VCZRu3BwtKQ9a5ULhXn4FnbO3jW9g5yBD3P7H77F3r7PJfhTPcruM5zp6Hmmg7zHVIXQWpNkyxDPTI9aKPsBYRajBQAFsqdyjwf0D2X30v9tWMXiX/CE8TDGkylLhrInCPJ5xnlsSmQDEZWPZave3pVA4GL2u/AwLFsZz725Aff/fQ3qs/yjWvxKNUkkv2Z1L8pPLDhKJK0dqiUeoL/htsOF+PvbUeQf0JffHslGZxzfLlkN/7YcLDc42VBicd0jxtRDUeW1ABPnN8etw5uiePwhf0YJdQlvc4YVztukEXtP/8dxbZDyphhLGavhrIeFjPxxbV9LV8LAG6nT3zDm1+mt97/mizadqRcMuUrfbv6wTC+o/Ez5248aDLA+vruQfWetosCXL7vk4HjADg+WrQTHre+geEqR/ilMR83gyltd8JtikQAFGVQVVgjHmXv5Fstjg8VluLv7bq3zCPJmL/5EIoiqNsUDKtv7J9rbBntYZijI6mTNdn2o/Y4V+6Oty8vO6LCadNrndVj+ZqITkXw77f7Ck4GeGJLPRLmbQ6el/hfkLH47+1H8L/lezFMUIzqXfVHac+dsCsbemou66o9BTh4THls8mRZXMtVewoClFHPNqwbjbm9djH4uiDGLuJx7wTt77mOO00lTrqxLXjB8bb296vSBdrjB7yT0K30bRRzc0kXAOgmbMMsx1ScKa5DXVaAR+2f4kbbz0hnhWjIjuBTxzNoevC3gNdVZ8jIqkWocbVzpS4hQ8BCoRYlVhMhg3HLVytxz3drLCQ2Ty0ZKIDoK3q1WFRi1wOkiqGHC+p1siroyQoRLvjLmsjDMhy2iu82vjl/O678cCkueutv5Lz6p5aHdawk0AA3eibzUMe0w+/fVxoYFJkYYAgX5Kak8AMRGFmZSYEDKgA0qRNnmvxCceWHS3HVR/+aij9q+/F+36esn7shO4xp9g9wiW0BLrEtwJuOV5Ej/INebCMuEJXdweVyS7wnnRPyfXRJWyV8ooOw03SNDrM6+qQXhidLNQL28nTExVhfM39UFao81MFaORuAshguT65gVSNzbvBkJUM2yNGnsBOIgW8Dw6ssLt2waZat1+vFmLcX48xn5wV9f6OBAADdfWPkTLl30M0FuyggKylG65eNDLu0xSFEU5bvOobL3l+CrYf0DY2iUi9+WLkP9/+wFtd8ugxbKiDssGCLtVJfW18Egy0mHlf0zUacQ0S+z5N18IDBu+MzVN2wGbzdgTfK5rwijHv3H5z3+iJwzk012tRNAHvHC7TwJStcsZkAgGTvESQ4Q6d++xtU499fgt/XR16cvCxBG+PnGMe/Vw1hUwDQ2Pd7n4R+/7VuodRKczIPUlGEtfuO4+25emFod4RiLICiXqfSgSlj2jfSoIDxONYh4mdJMWgzw/DCWM39/abPxWXvLdHSC96avx1XffQvJhoiYcpLOAax5eaCmpPFhYjEgS4QlPzF/5P6AWBIi/cvhh2IwybgCHQhDrUcR0XwDzk9Y/pcXPz2Yk3IBAAe/2VDxNf4r61HcNl7S7DjyAk0F5S1hWrkA8Bxu2IIZbFjECFh9BuLsHK7cr8o4ek+/H6XPfklGP3GIgx8br5pHBokrgYArJebwBgH4wixERxjF7FYbo//SUrItYNJeNL+IZxwY5CwEt87H9XOvcx9P/yzqfKRhH6u1zDU9SyGup5F29IPtedaCKE9+86joaOsqhtkZNUwjpQqu6NWdVpUVTJjIcNIUfNAWgt7YYcXrIzd9x9W7oPLK5XLmxMuBwtL4fUtGLWq9zwdfbt2BICAoqUAtF0cXfWpYgtOV6UvWK0XeJzzsHNm1Hh+FVUhyWrOGywquR7bZSVESg7iyTqzZTrGGOTOZc61CVAUGdINSeHZTbLLbON7E3pgUv+muKBrYC0d5bP1/JdgCwjOOXYeOYFVvp3qr/81yM36wuGMXhu7KJRpZN1jmxFw7E3Hq/jG+YT291TPtQHn+BNjU/rXQZ9AxQBhNerguCaVX8BSgy4grIygcaKSPLxSboG/7xuM6wY0w1tlJK8bvYTz5S4AlInT5Q5PaCOayBxaThaLTYHMgSLEarucqkew6LhitBYjVjOy/K/f4SIXSj2S6f7pmW3eCOjiK9S+RG4bciPKLcmaotxQX4iWoI0h3PA4kC0GFbQ9x0owY6neX5ftOmb1knKh1LziSPOFpp5IVzyfImOal/ngPoNgkSlcMDCMmnOO/QUntdptJW4JXllXNcxAAZJ9XkdXE+t8Nu2jnMq1i5OL4Qiyyjjh8uJ4icdyAW6sRSjLXM/N88O4wC8qDc87caioFK4QHsk0X0H2JYZ5lItOHOaKZ1MNz/x5hVJmwcsFSDwydUHOuek7Govq+gucdG2UYvLuloWVg1aNxPh59QGUuL3aGLps1zEcOH4Su46eCKnWGvK7WBw74TKPPVY5WarwhRdC2LWdGrGDEHybrF8aws7KbCNX7tojvt9wsGCd+xgJew31Qo1G+5Ides64sbiuPwcLrfv0t8uV38boGTpeT89lOmFL1aJ5OjPFi63mDStqtkoHMN4bu46e0PLAAV2BGADO85UOWC63MrXDHiL8MtaXO/C453LsN4SyvmJ/Ax87ntPOe8t7Lv72K+2iUoh4bOUNsZU3xEnE4DzXE5juGYfpnnF42nMpHvdcof19qfsB3OW5HtM94zDDOyhou6ojpC5Yg/hp9QE8sdKGJ1b+EfBcfRzR6lwtlDvhmnI6ShbInbXHW2MmYC9PR47raRTCupq5JHPkvPInth8+gT/vOQuN0iIPUwzFit3HcOGbf6N/C0W2VF10HRXSIcUo3oMYqVjxEphmFzWptnJysl6cvaVCrw+XV+Zsxct/bMX9OW1w3YDmEb3WK3Mcshy4Oc735bEtk1sDMC/Mjbkej57X3qTwpThffHLlkLXig0pSeNnDx9B2mRjaLjPo83aRWXqyZJlr7Xrpj614dY7uWTUurid8uBSPntvOVAfLJrCQ4YJJOKFNLLlSN/wjt8VwcZmW/AsoRs5WHry2loraRmUXEHAyLwYIawEAh5ECSTCqC5rbNO7df0x/18cROHz38LlX3Qs4bbg/p+y8t4xEJ/YeUyb8r7xn4xZfOE3z0jVYiuDJ4NUBzrlexDkhC/IRDkBJ9G/B9qMey0dRqQeT3p2Hb5xAMY/VwmFVjzaghECqCpIA8Pbl3TCiQz1TP1eLEAPAPKkLbg9hZHm8siZ2MExYjuHCv3jZ/ga+kQaiv7AO9Vg+JnnuCqgNB5gXnee9vsj0XGEllb943v42xogL8a/cCj0FZWwqTlekrI+f9Gg5gscP7sLf246gX4t0rUSCh4vgQuCidvqsTXhnwX+m3BZJ5trQ+aD9c+24u1FoRVTJmQIAEMARK1sXYFVVPhfefVbAc8bwvdu/XoWfVu/Hh1f1wNltzGPJ1O/Wao+NhWSDse1QMYa8uMBUw8mICAldfOGXm2RdBEAVn8hghRgkrMZGqQls3Gi0+k4MMyfrpT/08SzbkGO0mjfHSL9+yRjD+QN6AEuUcMWyQt1C5WR9t2Ivflmz3xRZYFSF++22M9G2XmiFt3BQVTFVLHOyuKouGH644LnCYu3xEh75ZvJKuQWGiisw0fY7HvNeGfHrVeZsPIhJn+j5ccZNyyd/3YhrzmyGhUE8zyq9n7bOL/o/X46msR6dM02fi5ggamNfI3YIK3grOH0ql8fchjWQ71qqfd7IG/OUPt7KUB/rK+ls0zmxFqUZVGJ89VwKkYCLXI9hccwtAIARou61+9Q7FM94xyFcTcA1vDnWSGGseU4A95d9VrWhxnmy3njjDWRnZyMmJga9e/fG0qWh5Ym//fZbtGnTBjExMejYsSNmzpxZRS2tfN5ZuCPoc5NtP2iPN/HGSE8IXYQ4GAW++gcqDdkRLHFORgdmHRYoc64p84SKPS4PnHPMWKrsBP3lU5xT44d3e1PgcSiTgQAOuI6bXitoniw1f6NirN13vOyTIsLaCHjZN/k+PVMJRYkkN8EjydgTsBvJ8ZRNd8V/Kg0FgKA5WXZBCAijkg1GgrqLG1enUQWz3HyfHaDkpmAK55ljDl31X0M8+vMGU90yUWAhc19utX2vv9ZzJT6QRuES9yN41nMJAOAQT8FE990RfY+NvIn2eKxNCV+LhQuioIdb+ntTl/t5NR6xf6r/kR3aU2DkvQl6wen9SNceX1L8ZcjXlSfvpbLh3PC7J9XXjCLV8D5DWIf1+wuR4EugLkKslk9kVAyd6aek9vIfW8E5NxlZ40Q9rPAA0oIKSQCK51pVz0xkJ/GO4yXEMjeutOWiuXAAccyFrxxPWXr6QxUmDaVOGC5xKMUYUUmQVw0sADieoXg81+0/rhUUrcfy8a4a0u1VrqELDggscOp/Z4FyntHA0e8rfaPmH7ktbPZAwQsjgsOJE1yZg+Ilc04W59y0KN1pEZVhbIMq3f26X1gfAHy9bE/AMSP+48AvPgXII8XWNfmMOZFbue59ZwxanbYUn6fLxhVjx+QZDHNUNI5pV4j6pulOnmkZpuVy1oGHixAY9+WFWWM0ioPh8spB6zUt3HIYnHPtXziEc1qonCwvxDLrZKmc5Ssf4B/aVhbt6yehTrwDX0q698so+KAyXPgXn9in41P7NHxin46hQqDQCPdJ/huxytl+r4KpFJf4xqu9PB19mukeeUFg+E5SNjnUjUlVMKnAzQxeQaVNPxo8WP48Zf9Ae8wyO+Ca/k1xTf+mOK9zfbSvH9zYNtbGO4A6eNl7ofZ3IY/FQNeLeNg7EepvdGbLdP+3KDcdU6t/GLyRGuXJ+vrrrzFlyhS8/fbb6N27N15++WUMHz4cmzdvRt26dQPO//vvv3HppZdi2rRpOOecc/Dll19i9OjRWLFiBTp06BCFb1AxQokvjPTtIPwhdcXTF3YOel443Oa+Ca843tT+jmVu/OJ8EHe4b8Rq3hz/8frac8ZJLJJq5mVR6pGQ88qfAYmhqb4Jzg07BJsDJdyJOObCO7+vwPWjDeEDWk5W+YpElkU8TmKQsBrz5C4oQXi5M5Hy+tyt+OCvHfjhpjOQnR5YONXfWzPylT/x3BhdLKEN241LxTkYb1N2zPbydKznisx3MHVBm8hMfzOmGwmcy1qCdkrdRjBEM5Qbu0GeOBPHIECGDAFeiSPYRprVTu38zfqu4Q2fL9cWUQkowShxCbqxrZo87TU2JXF2ldzMJMf+pjQaH0sj4ILd0G/CQ4KIfbwOGrCjmkfsK2kwDha6wG369VMxSvXa4MUo4R9NOewnqS/OE8O/l9rWS8LO6aPQ/5m52HvsJD70jsDVtlnoKq0O+povluzCs7M249Ore6FziNyaU82afcfR3LdQEJLra+OJev3rsXwlP0hQPLTFPBawyLP033XdlFeEftPnauGkAHCD7WcA8OWtsZCCL5xzLJLb6zXcgjBBzMUn0nDTsc//CR4iNOPf0EbBAGE1mjGzwfiv3AbrffLTAHCd7ZeA162Vs1Eap4zL8U4b9viKAddlBbrn161swJTACUEQAUnPXQ22oO782GwAQDdD8dCpnmvwTRkKdqLAkM+TEM8OY87yDQCUUKRpMzfi/b92mOYNq0+ebVHgNhwVV6Vos08IZsVeTPlmteE5wGkLfV9PFJUSDyXciVLoG5UiY/ifdCYeEr7QFrYiVCERXa0x0jpZgC4yNVvqDg7B0gsviqJW+6yeXwkTlYOFpQHekX/+O4o+zQJrtwUrSfLyH1sx7Tc912xS/6Z46JzQpSSCbSo44ca54mKIkCG4sgOe1+tkCdB6QRnXTw2PMxbNDQfGGN67sgfGvKmPB9Ps7+NGzx3a37EoxTt+NZ0GimuQXapvVt02YyXW7D2OOL96btd/thz+hBpfysIOrxba/J10Jm4z9FuBMc1T3UPYDEhAgq/kTgmP0UIHuVooO8i6MQtHtU2aT7xD8fUNfS1rTlrhP96+7B2Dd73nQISMUjiUjQcDXRunYumOfNNmaHm5slXNMrJqlCfrxRdfxLXXXouJEyeiXbt2ePvttxEXF4cPP/zQ8vxXXnkFI0aMwN133422bdviiSeeQLdu3fD6669XcctPLSIkpDIlJOMzaViFzYmf5X640n0vRrmexs9SH+34S4638IvjAdO5xhs4lBpNpCzadsRSeaeub5E/R+oKgTFNReunJeZEVn/hi/JK6/ojQkJjdhCfO6bhDcermO6r1xEp4ez+PT97C46VeDDtt/CTdJ/9XQ154/jJ8QCutOVqz41zP6Q9ftfg/fA3svzVCdWmcplrhWMRmwKXt+K78jZRwGGkKIU/mYx03y6tN4RIRGpcYKjPXd/qiynjLvW9thl4xv4extrm41H7p3jU4C16ynN5wPuUICZiA0s1bBdKZjVA1Rsj++0sAubF9hhxoWlT4znvJRF9voq6cP3M560EgPbM2vv9wA/rcPykB5O/qnhuQkW499uVmkgIS2oAdR0915dbpuYlqFLGxYjTPJlGL5K/IhsAk4HVnO3TVAxVoyhUTtaHV/VEMeJwnvtJ3Oa+Cbe5b8J0zzjc4b4Rt7tv0s57zP6JpXxxeWjO9uFTxzNaP1X//eq8H/WhK8Pd7vPEHuMJuM19E25134xJ7ru1xe6tZ7fUJNyTWAm8HmXRJbuVa3gSTthEs+elsIx8pstsekjZTl4vpBcQUIySPJjLGgDAOwv/C/AuhfL8GfF4IxNYMBpYKnUTQ0d4qIWW/csnKOGCirGiCmPYDZ4sXk4VWyfcmrhBrqx4Tq28PiLTw6qDSZBbiYVc80mgJwZA0LB+fzXOD/6yHj+M+P98qsE+XpyD5+3v4Bn7e2i97f3AFxpyshCGJysWpVo49VyD1Hi4OG1KWOJCScnlHin+i15MmVuTUYyHbJ9p56qCDoC5ePH/rdqPHUdOYH0QpU8jgeqlHPVxRJvjLNsINxJQgstE3Vj+r/HFpnMEBhzliohHJ0H5fdSQ6zyeFuDJahfEI/WW4xXt8cvei2ALorZq2U6LHdASxKAIcQEGltIU89ZBYozN5LH94MoeAa8JRiVohlUpNcaT5Xa7sXz5ctx3333aMUEQMGTIECxevNjyNYsXL8aUKVNMx4YPH44ff/wx6Oe4XC64XLqIQ2GhcjN5PB54PJUTT19+rAfwYQaX9p9yRwzxShVqqwxBy82603MjzhX13JE45sLlYi4+9y3kjPkx3gp87kt/bMN/R07glUs6KRN4kMFWDVfbxbPQHRyFPA71WD6S2QnzZxtCEZS/eaX8fjMcT5hCdM4TF+Nuz/URv7cxRr2s15a4vPB4POCcY8Sri/DfkRJ8c20vS0NNFQi5RJyvTUizpJ74VBqqybN+OrE7ejRO0j5XMhpLsvk35AbhC0mWtIWq5EgsM78knGvCJS9kCDiEFNRHPrJYPg7xVHR8VNlBf+6iQI9zuCFXvdlGXGEz5y/+5FPp2iI3xL+8dVjvM+vWMzDiVXNujfG7je6chbv/twaveS/ApTY9JE310KmTnuT1Yu2efDz680bNEIyBC9Pt+gLkEc+V2MMzy9VX1RCsHVyv/3S77Xtc67kz6GuKTnoDPkv9uyrGu1Sui4TIMWmQZEXMZbvPW64uKC8QFUWxwzxZCRfkMK3uPGUY/F85ntIe/yT1AwBwSUKwr9gnOwVTR7TC9FnAZkOBTpXdrrqagtZfztvxgOdqfCENKfsLB0GAjDlOPUT1J6kv7PBqEQp/x9yKFz1jkG8I557suQWL5I7a3x6P8ls2SLLrEu4Atu3ag4Wb89CrpBAxAE7wGDDfgor77vfQvzXXwhPVTTfl2hlql/n3GS6HLdYQTH3t3QXbMLGfHoa7+WARXvh9IxyigAVbj+CNS7sEvKbU7YHTJmDJjsDP/GvbEfzzn7UXCAA6+bwkAPCJNMz8fcA1I6eLsB0iJM2TpYTx6Qqioa7lF0t2I3ej7nU/x1A6Qu2Xbk/gPckN1zOLHbP8DNliY8otWbfH6voEY9w7f+PTiT20zbf7f1yPGJMognluVdcEV9t0qe3W/32Cn1fdiRHt9Zw6yZcjKEFQQv6hKIbyINfvQt8YAADrDeHZ4Y5TajWuh7wTsUBU1oXfOJ/Ai54xuMX2g5bTfoin4C7PDVqfn+F4Ap1cH1i/aRDW7snHHxvN3ti7bN9gsu3/AAA3u2/Fr3If0/NOuDHfOcV0vxTyWLRr1cpvbcOxSm6uvQbQx8kDSEMrKBt4siThmd824K0FgYZyK7YHXQUl5PFb7wAcQxJkyQtPCEEYI0YxmwEt62Dh1uD3FaCsDY3e8mX3nYXrv1iJ+VuUzaMBLdJw34hWmDar7Nx3xqpmbiqLcNtQY4ysI0eOQJIkZGaaE18zMzOxadMmy9fk5eVZnp+XF1wedtq0aXjssccCjs+ePRtxcZUr6hApJ06IsIpDvt32HQBF5UiGgHXr1mLm4TVhv2/fugIWHxJwZqaMPw+adzPcsON81+N42/GydvM/af8IX0qDIUNAyclSrU0rV62Cbd/Kcn23NxcrXfG1r2ehZTLH5uMM8PMoxOOk5sk6wNOwccN6dPQtJpJxwpRvF1ushGNJvmLEbldpBfPxbJhi+8ZkYKk0Yocifu89ewSojmTzawNvybxDhzFz5kwcPAn8d0R5ftz7S5DqAPz7Q6nLDYDhUZvisfFyATcYQiIA4N8lS3DMcMvsKtY/d94ffyDGpv+dd+CAZiTkHz2qebK27D6IM9OKsONocK9PONdEEaGyIY+noT7LRz2WjzVcT369+7tAudajx4tRVjw+g4yvDUqBAHCLezJ+lvuV2SZ/Vi9eAP/fJfC72bAf6fhO6o+LfIuBIihS+OrUsnPnDly+9G8cd+ttv1rUFyKXuh/QhBTK01dLSvXx4WepD84V/8FQcTke4p9hoLAaEgS84T0fP8m6UlVxqTvoZ+Xm5loer0zSPAcABhxCKpbOmo28g8p9oS4oWwn7IEBGd19JieOIVyY3EeCy7n1Zt349/McLlRZsrzZuvOE9T5Pbzp39O0IIaGF7XuAYpLKCt9LCMgHgKfuHuEr8HZ9KQ/GZb4Eeik5sO56wfwQAuN8zyRQi+ITncnwg5QAAnuHvYqxtPgBgiv1/pvdYJJs3IPI2LMXMrYrtKcGG4zwOyawEKawYt36xDB82XIZuUDxZbpcv/LKoCH/OnIliDxBsOdCe7dIev+ZV6t3M/SPXN06YUfvM+mMM6T7PT6TFX1We/m0zMgvWm9r12jw9z+WJL+fA//eZ+dssOEXgtsXW3yVY6JQdXvzk1D39O3kWuqTJ2r2xd7dgCtnsJ6yH6GWAXdnB98ocEJVN2tkh7t1H/dqlRkIU8xi9kPTW5Zi5y/y6zQcYmMGTZXXPbjoY2F89Xsl3bvmXev/sOIYPv/sN9eKAAhfw7Qrze5WUnDS1R3GKimjIdO+rnUm4bcZKvNRXX8TL+7egM5TQYNHnlf536RIc2mRU19U/62JxPgCl6PawBhyz9zF0NvxGZZHvUt5vF8/Cg56JeNJ3/xnvq708HZPcdwEAnvVcgnvs3yCJncQ3jsdwg/sO5CM8UZB7v1gEY6BYAxzWDCwAeMPxKmLcbvws98Ub9lfRlB2wlC6/1n0XhuZtwMyZG/Q27hWwxSfKlMxK0JLtRStBybsyerJ2/Pcf3tpr7YmcIM7WHj/ovRoAkPv7rIB852D8d0Dva4cPH0ZZQXFbt28HOIM6P82a9Rva2RjmQ0S7FOU3XL8v+HjrT1XMTWVRUhKeGmeNMbKqivvuu8/k/SosLESjRo0wbNgwJCVVXHWnIryy9S/gpPmHZZDRWlB2f1+XRgMA2nfogJye4auKjeQceYUuHCtx4883/wl4fjVvgb6u19GDbcL/nI8rrxGW4le5D4o8+l3ZsVMn5ASR6i6L2xYrN32nbj1wVusMpO/Mx5sbzKEOAwU9/CMfiejcsT0K9ioKYHVYIXJycrTn/93xDVCge7KcDrvp+XCYtf4g1u47jjuHtIRj8Uzc6lNtK+Rx6OR6D7McU9FG2IN2bDdycq4O+32X7MjHP4v179a4c3/8b8U+3Hp2c2Dx/IDzM9LTkZPTA7uOluDpVcoCXuYMsXGxgMss935SYhAgI44p3tgpnhsD3q9Hr97o11yP01+99zheXKtUoM8ZORwxdlH7PerVqwdepPzGKakpEE8o4YitOvbEQz1HYlLBSQx84U8AQKxdQJM68djkk7AO53q7vTLuWfqHtqjuKWzC77J1vH0/YR16ss343DMEMNQ8scLYVx70TNQ8r1a0qpuAb67rhS5P6iFR3Rqn4N3Lu0JgSpLvvf+aPWL+3029Xnd6bsJZwiqksWKs99WsUkOJsps0wfG95lnsHvs3AIB9vI5JqS7SvgoAj62ZB9U187L3Is0DPcmwo/yq4w38WtpHC4n0coahw0eYimN7PB7k5uZi6NChsJchcFBe1u47js/+2Y14z0rAoUhX5+Tk4H+HlwMFR01FMTsaRHdmSr0RFxcDSOZwv/SGzYGdOwM+R4SE7xyPan+/5B2jPR6VMzJkyKBr5X58uyN4TZbHvRMwU+qljYkthX14QvgYM6XeOBqifzrhNi3of3XqIdgyZ5qBBQD3eq/Du9Iok5cLAMa4HoZxo+Gcjlm4+Hw9XHVv4g7kL0hEMitBM3YA290NUCcjE9iv5BslJCQARUBCQjxycnKwaPtRYFlgXgkA3GD7SXu8hSvzijpOqPj3mcStR/DXVt8YUk4jCwB2xrUBECh4AQCp9bKB3eYctyFDhyIxxq7dj2VxobAQrYU96GlQFn3WMxZjezTCY+fqMv/Lft2Evw7quXbXib/gWyjGdDFiYbMpSyl1njlYWIo3F/yH8b0aoVVmIv7cegTfLN8HQPdupKBI85485p0Am8Dw190DUMdCtOrY0j3Ys0f1DB7FCIvxoXTlPsz4b73pGAfDD0ezAEO4aXmYvtqGT67qju4Z8XhkxULTczGxscjJ0cPrjha7UO/f7/3fAq3YXuTkXKP9vWnOEeCguRhxzx7dwVsMRf4JN16dux2A/vuqOUofe0fgjRtG4MDxUtRNdIZdE/RIsQuPrVBU9j6XhuI4j8drDj115FnPWLwpna/9/ZZ0Hsbb5mh5tvfaZuBe73VhfdaGAn08dcKNH5yPBJzzguNtTJBno7NgLZDxnjcHS3hbfH6RedMm95s1KD6oOwr+z6GPJft4OtRxITu7CWCu8qLRS1B2WXOlbppxP2pU+HNO0bK9+H6nYvjVrVsXGwtC969mzZphRcE+rVB7Tk4OcgCMM/yGuxf8B+zW7/Vl95+FHk/Ps3y/Uzk3hYsa5VYWNcbISk9PV5I/D5pdsAcPHkRWVpbla7KysiI6HwCcTieczsBBzm63R/1H9c+VAfTaWADwmVdZSHZrUifitjZOd8BVRqHMZbwNJM4gMo4n7R/iV1dvGCd6JogVv0ZMgN1uR4wj8H3UAoLb5PoAGBx2UQvhyGTHTJ8tcDWBXlcii7Rtt8xQFuo9m6ZjlCGsY7DreQAMhVA8m12FrRG99+Ufmo3HC95W3rvgpHVehCgq10SdyFWC7Tp1NSSpqyEJozpmYdb6g5BkjkZ1EkztFUV9sRQXY560ujVJA9+iJ3UnQTHyxfg0iHY7mmTYcWbLdPy59Qgu690EB46f1IyscK6JzebLCeHKtewepAg2g4wvHU8DAPqJ6zHW/RCsvFnpOI467DjutX2tHfu8jDCu7tmpSEmINR3LrhOP9CSlTVaiAKG+2yDXS4iBW5MAV1/tvxYw1kHxr8lVnvvIuEm/nTdAIY9FEgusuTZUWI5Zci/t76+X78fEM5oGnHcqx7w7vl2LXUdLMEH0hbnwNHSx63L3Ljiwl6ejITuihbUAwEbeGN2FY4AEU7jge3/ttPycIcIKrbbTW95z4TVMeU6H3XJMVYmPKbvI6TLeBoNdz6EN24M3HK8CAN51vIh7Pddim6EEQBoK0ZIpu80Xin8Gfb97LBZx23kD/Cb11EIHX/ZeiGV+8tV1k2JNv9Wu/JMo9Hn5uwtbkSv3wK/Lt+Imm+J5EQTzuHjVx9YGFgDNWP/Wqy+k/ccJFbXPSBAMY3N4RpYAGe3YTmzmjbW8jpfmWBtYAFDiCbwvmWALu882Z/vwouNt07FjPAFvSefirjrxiHHqv//+AsXz9453FK63/YozxXX4TVI8wkU8Ftzvek79YQX+2nYEXy7di53TR+G6z1cGeNHOFHT5+W+lgUhwishKtS6V4rTbTDlZVt/Ras4EoIVkhaIZ248MHMdJOLCWNzXkmOlc+fFyLH3AujaVsT0S86KvQaVRFQTKYkchijYtn0+VIfdwGxw+cRmbIAB2O57L3WCqAxkHPb9yptwLU+x2NE6PbGyKNw/x+Fnui22uBkhCifa9jXAISl6640E0Eg5jrG0+7vNeo8vNh8ml4lzNk/6j1A+/Sb01gQ3VwCrhTkx03wOBKR49F7djtS+iw/+3/mWtYmB95h2CK2x/aBuqe3k6XHBo4f3GvEkGGR3YTsTBhe28vub5miXp80AkY32CYWwc0i4LC/z6WLfGKVixu0D7u3/Luoh12PHKnK3o1TRN+yzjb8j9FE/V+dfIwFbpAPKqxXo83M+vMUaWw+FA9+7dMWfOHIwePRqAEoM8Z84cTJ482fI1ffv2xZw5c3D77bdrx3Jzc9G3b98qaHHlo0qlGxktKLkiXi7gKJIxon0WOjQIvcsfjFDqhSrTvJfhQfsXSGXFGCyswBxfsi5Qfklo4+skWZH3/dpChUutG7FSbgFASSw9GCTuX02KVz1ZrAJyIN8s24MrfCFge3k6DiMFALBdro9ewmYksROQZF7mjtqibUdC5hP96idDrfLf4RP4aulubDxg3jkpKLGOCR4pKmUNSrgTEkRc3FTCvee2xa2DWyH/hBvNMswTufHKqN/hz3vOwv6Ck5A4xyFNXZBrOVmI0fvYW5d3x9IdR9G/RQZuiVBIQV3kruHNMQ7zTQtqI1eJv2uPewubcIWYGxCW5YQbfzjvQgrT75OXPBehrNBCq4Rf4zUJtRC3ohDx2gIXMEjg+90fg3xJ9oCSS1lR/AUFrnDfh5HiUjBwzJW6aeGTt9m+xyy3PrluO2Rdx+hUsuuo0o/U+1b1ZBq/w0a5CRqKRzDJF1K5W84AhwDBdz3DuaeNcv1ves83PVfW7xobrIquH9t5A2znDXCVPAs9hS3oLmzFH857cJn7fvwtd4AdXvzuvAcZLPTO59OeS/GjdAaevagT7vnOHO79kOdqbOaNUMKd+FgaEfBaf9Xv/BNu7OBZ6Iz/kATl91WT44+wNOhCA8BOC4EhlWZMD2H6N300kKd+XuhrJ3OuFXMO15N1m+073Gb7Af+TBuAuzw1lnr/hQOD1LHZ58eSv4QkFPWb7WHv8jncUJIj4XuoPDsHkpQN0ZcOvpLNxve1XAEB7KKFYB3mqkpPFAbVMw/r9ZnEDq7n1GpsS5rZHzkBZY5TImCnH7ZO/d2JM94aId+pLuPJWZOjKtpo8LdM8l+Id6VzLc+dvCqz95P+5pR4J6Uz5/lvkBtjN66KBeFSpeefyIjlWWZwyyZfTBluAhPt/h81j0sXiAu3xtjDqF1oRE6AsyUylN6woQCKu9dyJWc6pAJTx5GWDNzwcjGJLj3smIB9JcHG7pgK4RG6D+z2TsJ03iEg35WXvRaac442+Wo3qW0iSvta4Svwdj9g/gz+LghQKLgunIc46p0MWHvrR7PH/+OpeWL7zGFpmJmDX0RKc0SIdfZvXQedGyejhVyBeJdT6c0jburi4RyP0bpKMBXOCp/tUR2qUuuCUKVPw3nvv4ZNPPsHGjRtx44034sSJE5g4cSIAYMKECSZhjNtuuw2zZs3CCy+8gE2bNuHRRx/FsmXLghplNZFLbMrgM8sXYtWrqXUHDodEqyB7P4zKZQ/ZPjc9F4aNZonx5vLKHD+t3o9vlpn93HEo1SZrdUEqCsBhX1iOsdAoAG2wroxixLkGOWGjdOw/slIoNgvHTAIgVnglGePfX2IqYBgu+wpO4r7v1+LTxeZA/aIgimBX+uKtl/kquPfM4EiOtaN1ViL6GsIEVdLjAz23jdLi0Nsn/at5A7mERJ8nC049dDbBacPZbTLhsAnW9VDCYK7URW+PhfqSKq2s8oT9Y70t4HjP/gI2x1xlMrAA4D1pVJmf3aFBYBhwpBsGZ7cJLCGhvVcQ5SxVsGYfr4OKV3IL7OKreQtM916Gad7xWMLb4hVfLZO2wm4YZ/MTrtDKcqcSLWFbEwnR21XsK43QSFAWdmrtp/BrEnG0F5R75lXvaBQhDg1SYst4jY5xUZZdp+x83Fvdt2CprIupfOl4Ggsct2OJ8ybNwNou18M2uT7WyE0x2vU4LnQ9ijVyU7zoGYN3JcXTNqZ74CLyCJIVmWTpXC2nzIh/WYNODVPwt28BdZlPjOUinwftiFBH81QwyBj0/Hztdd3YFvzjvBk7Yy7DzpjLMNd5l/Zcww6hCxD7c8CXk5WJY5b1xFTq4hjmOO7Ebb5aj2PEhWhvUHQLxkGLwusf/70T360IEiNl4EX7m+gvKt6WH6QzMM07Hs96x2kL+GCFWHcaRGXG+8bZPKTB6dvVVutjlx3CxjUvxs+ysuk7sFVG0LMFgWnXsyE7gmk/rQgwJkPVBrTCCTd+cDwcEMp2n/2rwPnUh7/xDwSWEnF5ZE2gaq7czSTYYRJLklUjSwwYI/2N3DE+I0uVLi8P5VU/3sQb46hPrfN22/eWNUPTcRxzHHdinfNqzHPcgXpQhCAGGMLWx7vv03K6JrinYp2cjd+lHhjvvl8xsCLkKJKx0VAw+wScaJ2ZqF3LLXn6b2hlYAFAHgLXA+Fg7N92i8TWpBg7zmpTFw1T43BGC6VGll0UcHabTCQFkYlvUVff/O3tt4695sxmGN4+y7SpUFOoUUbW2LFj8fzzz+Phhx9Gly5dsGrVKsyaNUsTt9i9ezcOHNC9Af369cOXX36Jd999F507d8b//vc//PjjjzWyRpYVRhd6RZStVBqmxpU5ELngwLOesQCAbOGgLukNIO94KdaVo2ivcXJgDMj1U+UBzDtZ8+SuABRP1nGueAxSmHnnS9A8WeWT1vVngKiEdsz1fTYATdI3i+WXaWSVJZFcWSSgRIvznyGdBaDs5XvjOnF48ZLO+HhiYC4UA4OX+wY2WdKktI2eLCPheEP9efvybsiDPqheJC4MOKexb6H9o6QLV9ziW5RdLv6heTmN/Cz1MdUw8x+4P5/UGw+d0w4Xdw/MX/T/Gp9N6hVwjpEXLu6MdvWsczbVXVp/WfqhouL1m28wMCtCWYssNZwYAJobPBSr9hRgX0FgWGFls37/cRzyWxj7e7KMi6vPveYxTT0HamhWGWUZjEVb1e8egUoxYgy1cC7t1RjndKqHoe0yg55/AHVwifsR3O3RQ/6aCIeQ5hub5kudMdj9Aoa4n8d57qewirfACt4K57mfwquSXsxTEBh+uaV/+A0FAiTVr+jbBLtkPSxegAwPV77PXqG+PiiYLHOO752PagtkI3OlLsHjky3gXNkAkziDnUlID7JoB4CbbT9qMuYqvzrvhw2hx0z/WkUAMGtd8F3uBJTgEdsneM/+vKZU5+EinvZcFnBuKC+m4nnS2SI3RGq8L3yKyzhUVGoqI7Fmb0HAezQyyP5/6h2KAa0y8PQFwb3ZNoHhIHQDoz3bibmbDmLZznxszivCyt3HcLjYFfT1gCK+8LjtI82AvcX2gylyQC1wCwCLnZNxphCeeNbBQhe2HizC5rwiHDh+EqVeCTmikuOb3bSlZhxmId80RgmyhSfLN0+3rGuMtuDoKCht/tw7BM0zAmtGhgNjDB9c2QO3nN0i4tde5tbzJn9xPohX7a/hevFn7dgL9rfQXDiABFaKpsJBzHA8gTiU4lPHM9o5RiXQJbwtznE/jes9U0whzJHysvci7fEcqRtevbSrdi3VsdYYll7E9U2m6926IFbD1PA3nwBzyQyjFHvD1FjMuj2yzRiVczrWw02DmmNkhyy8MV6R6P/6uj54cnQHy1pvNYUaZxZOnjw5qCdq/vz5AccuvvhiXHzxxYEn10BGCEvhhBulcGKZ3Ar32mZozy2WQxcMDJdHz2uPB34InuwNAF9Ig3GPXcl5ucc2Aw96JwEAXpmzFa/M2YrZdwxAq8zEUG9hwrgwZ2D4dU1g2JxaN2KbXB9FiEO8Q0RxqVerB5MCv5Anv2LE5SkSqWKsDL/TsHA5AD18o7SMIntFpVUjOWrM91AFJMJZG13YzToEgzGDJ0v2IslX9BAx1gZFpIM1AIzoUA8/3twfq95rji7CdlwqzjWFqxgniac949GK7UM7YReus/2K9XITTSUKAM50vYRS7oCTeXxJwDp1Esw5Nj2yU9E/SCV6/9o9Z7bMQIcGSVi3z3qxmBrvwDtXdMeZzwYm6qo7i6t26WFTTQ1qct9JZ+Li7g3x7fKyd+BDUVa9oSMGMYa7bN9ohTh3Hi3BGdPnYuf0sr1+5WXboSKMelVZ2Bo/JxNmI6tl3QStsPRy3hpFPBaJvrwyu2/RrYb5CWVsnPQUdAnNw74FamZiDPbkh2dQGj1ZcQ4Rr1/WDYWlHnR61Cyq0LlRClbvKdD+/lYahPlSZ7xgf1vbnAGAqz1m8YpQRBryLfrd5PFOEasMKp1DhOXa5ss2sQXaQ/WC6NewvxB83H/ZexEujgs/B4JzDi9sOIwUZOEYGrLDOOwrkOyPKpW9QW6CRXJ7XOsLo5sg5uJDaWSIz1D+r4PjOENYDy8ELCzoBCDQ62iHFy/a38Iwv82YLq53cQKBY1bdxOAF5n+V++AGQV9g/2nrg8GaYcrR6ylzQeDzXjeXfwD0aANA8Sa8PKg5kkNcX0FgkCFgpdwCXYVtaCYcwPLC1hjzdmD5mhi4MFBYjRi4UQoHFsidkc4K8ZfzNgDABFsu7nDfqKndHeMJGO56BoeQijiUYqT4L5zMi88c03Gb+yZwCPhL7hBSWW/oS/rG2FfX9kG8bwN4RJ/OyN2uhgYfNc/1sl5nTI84UeZRh8E70tkgrf+r3AfDQmx0lMXgtpkY3DYTr80NnutnxWbeGC97L9Rq1J0nLsZ54mI44cFhJGOgaDZImwiHsCFGF8O6xy/n1kisXQyoTxYuuYZ0jf94faQnOLT5hvuupWrwAkAn13toyA6jhMeYxHnMRm3ZGGuAGYsuTx3ZBm2yyicQJwgM94ww55r2blZHi6ipqdQ4I+t05gn7h5Zx/TvkTKhbkxXz1wBjujfEmj3H8fWywJwoleNIwGq5GToL/+Fy2xw86x2LQug36YpdxyIyso4aduCsQkCccGsKil9ISuLt9zedgdnr81Dg+9w6gl9egV8x4khzsow7bsbFx37oi3I15yCOuXDi5DEgIbigitUgGgPle5cidIHMSBgqKIuIDXIT3cCswPsx6HltouzS4sjhsB6U7x7eGic9EsYEMdqCEWMX8Ik0CF2E7cgWDiIT+TiEFHAIaGCQAj6EVDzmmaDlFxmL+F7oehR7uG8Ctvi5md+VcPqFOXx5bW9c9t6SYC8vE//3U1EnPWOegXGDZAVvidb+STXlIJyirrOknhgh/ouR4r9o7t2HHbyetsDxSrKhSG3lYkyCPnZC3eXn2m97dY4iInDbkFbIP+HRQr7GuB/B7758iF3qb8tE7fWhUJPNjSE1F3VviFZZiQFeTStiDZ4Stfimf1geAJzRvI7JyAIUo+5ez3VYLN4CQBHdiDRh/rsb++LNedsxZ5N1seOBrTKwYItikPo3y2kTkZ6SjJKTTsQxF8b7NqnyeCpEm11/gWHzaartK+3xY54rkMfTUJcV4ABPwxreHC82T8fVZzRFq8yyF2Tq8HmIpyCLHcMgcRVWelsGnFcPRxHvS9x/znsJFsvtNCPrYftn+EgaDg4BcSgFB3DS4JlWva9vOl5Bb59B/Y13IO7xXo8ElJju9oniLJOB9ZjnCvwjtwswsM5uUxfZdeJN6qv+LJA74QboRpYg2qGOsuFu5l0hKhLUamHcssZo1Yjex9PRFdtwtrAS3/oVTFa5zfY9brTp7fvEOxTnimZj7CXHW9rjCe6pOOTbhHjAMwm7eBZu8L1eHV+Xyq1xiTtQIc+KY4XHtY0RNB2APCi/TRbLN41RzOfJ8lqECxo9sxNsukG6g9fDLWcH9qPKYOrINpj+m3U5IAB4y3se9vIMJKJEC7/zL6sw0PUiFjjNtVmLeCx+kIJ7d2wiA/z2YBumxmLvsbI3g2QIOMf1JDLZMazn2b7x25wDrIZkL5bagUPQ50gDgYWTQ2M0rESB4aWxnbFiVwFyOtQL8arTkxoVLni6s1RuY3n8bs/1lfYZTpuIZ8Z0MuUuWO1w3+G5SXt8l+1b03OR6ASs2H0MA5+br/39+C8bAs7pZlCcU0PgWmclwiPJOOTbHU1GEeDRByWBK7tkLu7bHYwwx8YY/qcu1g767cS64EA+VxYcrDCwxoURt5+na5w4F+udV2OdcxJGC38FeVVkJKEYZ4qKQTiP62GNEeo2BKAaqk7J4C20W+eopMQ58OIlXdCvhbWHKBhOm4jvDRPRkpjJ+MnxIATIuMKmLEiWy8rkuoS3wdvec/Cn1EH796znEqzgrUJ/iN918Bc+6Ndcb7NVTlaiM/ROvjMgsVp9L9XzovSBFBRhhE8p7lepFwBW4d8ICC8n8knveO3xHOfd+MNxl1bQ8lSGtBqNk65PKL9nM3ZAK5hdv6Gi7JXgtOGFSzpr527mjXG9+w78KPXD+16fxLDvrVgZ97RawPhvQ3K30ybg6Qs64vwuZedAGPNy1E0Xf48RYM4lMHIAdTDNcym+l/rjDT/RjXDo3iQN703oEfT5V8Z10R5bdZ8bBjXXRILUnfY8noaTHknLyXL5Nn8YZHTwhWS96h2Nj6SR+E3ujU+k4Zht8Ig/fG47jOsVWJzZHzWc6IQvPGmEEFhwOAYuLI65Rft7gdwZpXD65OkVBgprcKP4EzbEXI31zkm4XDTXx2nLdmkGFqDkKH9ofxbrYq7BWsM/42J4iOtZfCSNtBQ9uKJPEzx8bruQoihLfLm4AFDK7bCLgkEZreybcJTwD5w+NT3VU+cf7umPmgNzmCveB1Vp0p84lJoMLAC40parhaz686JnDNbyZtrf+UjCdO+leN17Pv6UOqDQ9/v1EjZjqu3Lsr4aAOCjb5Qw7lI4gdhUQ06WOVxQNbLc3AaZm42sdxaoeU9cqzv4i9QbafEOJFRyXk7nRinYOX0UxvbQw8aNebrq+scFB/4nDcRH0khc574DS/zWY/f5DNQr3feajl/kflRTy7TCbrGxZSXjH4x1vJkmQGYTmHYtDx5X1kNjRSW6Yp7c2foNYDaawiHGrreZMYYLujbEE6M7lNmPT0fIyKpB3Oy5HYNdz6HAl4d0iKegZ+kbJjnfyuriZW1s/MfrY71PzWaCzTzxRaLG9mAZoYkAMF7UFXSMO5kemeM44uH25RrghO7xEH1Glof5EpKDJF5vO1SEv7cFSty6DUaWuhP0f9IZAeepeVm8DCPL5WdkTbe/D5Fx2JiMlx1val6tsujNNuIz+9M4T9BDUAYJK/GV/UmsidFzQb6R9XyWCnmyGNM8Wa7iAgC+uk+2yvO+AUDjtDi44MDnXl0iuKOwE9Ns72sJ+0VcNewYpnsvwxWe+7V/b/pqxAXjhYuDTzBWyBbdZfpFHdGuXhJevbRr4JMwh7gY4UxVw1Mwhgo97plgeq4iGBcwl/exXgjv5XXxhvc87e9mQh5GCIoa5ez1p061yer7GRfezB48zPR3uSdu90w2hLfoog3B0YUF1LxNILINh8wkvY+rHvZYh4gx3RtilC9/oE+zNJzTqX7Q93hHOhdTPDeh2CKEzYobBzU3/S0IDFf0aYKspMDwNeM4a7W0FxjwmnSB6dgBnob8E27tBzl2QvlexmLI73nPsWxbJH1UFYKZK3cBALQW9qK+oVaTE27MdOgiVa95R2uePuN89rHjWdxrn+H7PhxP2j+CCD0qQFXoM322QbXTSBGPxWjX4yHV6cKpuSRDwGve0fByAa94L/LlMatGQvBixy/Y38I3jsc0qX9AF3Eq61PVXGljDUGr/n+WsEp7PNF9N45xfQNgodQRPUvfxCGeguM8DsNcz5hyAY087x2LKzz3o6dL93jdYPvFVB4kGE19+XUxcAEGVcQkdhK8VA+9N3qyZMP1M0a2nG+Y517xXhRQBqO8fHq1nmMb6zMYgo3fVsyWe2Ks+2HMkbrCywU86JmIr3xRNgvkznjVOxoubset7slabTmbwNAmKxF3DDFvBloZOC9c3Alt6yXhLV9ukpHHzw+uCGgTmeYVzEpSwuNLfXWw1LWKijFEMNxaYypdG6XirNYZmNA3tDojQeGCNY7tvAG6ud6BDZJPlefU2MmdGqaUmbtwp+dGTdq0FdujDSaR3K5WMrxGYuDCOb6YYqPoAaDm/zAUIBF1UQCczAdSlDYIvnhvr6bEZT35DXlRiSWfc+dANDdImxs9T2q4YLEjA/GCiBNuZZLfOX0UFjzyPIBdEIrC92TVtygM+bT9A6147U9SXy2HxEg8TmphcmeK6/BTqXI9PnY8ZzrvZ6kP8lg6VDnhikxMSk6WYmTZvcWACHjEWDgqw/ViQB3kH/ROwuPeCfjFcT9aCfsw1jZfO+cFr5JbmRpnx7Eg8vVWqDuRe4+dxK+wlsn3xyr0rkmdeMy8LXjYR1AjS5McV34PRd0PWCtn46Avr6+SLyeeHN0Rn/+z2/K557zj8LJ3DP513ogUdgITbb/j/9z9MfX7tWiWkYCuDcMP9Q0Xq02b3r66d//KrRAXyTDGrEOAbfDiAvEvxMBtUuD7P1kfN/xDRkN+jOFHqZesGznPR2iwh8sDOW1x7YBmAcefGN0Btw5uiZ5PmQtil7UwEhjDP3I7bJYbauHWm7TQSfUaKnQyKKYVBTEII9k8s4sCOjRIwq/7+uABu+IBmeW8V5PRHyKuQDNBMeoXSh3xgvcS0+sf81wRVBFttLAI8+XOyBGXaBsw30v94eWiprbr4nb0cr2Bk4ZQbGUxb+5odw5thRdyt2h/h7uj/4L3ErzsvUgZG4+XAonBw9LjUIoX7G8FeJ+udt+lja1loXo7VM8kAHRjW7GctzadN0zUFUvnyV3R3fU2bD6j1A0bAIbertfBgLDCV11woFfpG1gaczMA4FX76zjT/UrI19Tz5VmuzDgfXQGcQCwKeRySWAmE4gMAFC+yUcLdGC546XtqTUquhSt6uYCtvCHqVtJAOcCg5Ni1sTLXGsfvcANfJnnuhg3eAPGKF72X4GXvGNM1nnfXIDRKU+6tl/7Q+5y/YEmjtFi0qJuI34LMNV0bBVdYFBjTS4bIMkRIytoIuhqyyuw7BqDpfcomRaRGliAwfDQxtBgUoUBGVg3i8fPa4uGfNkKGAHeQAbKiOVkqT57fAfWSYjCmR/Bdv01c3y0fIy7E075QpGCTsUeSsffYSTRNL1sdqCE7jFi4cKWhPtJHXnN9mEt6NMIvqw+gYG+8EtJ3UlfFErlvl0xQpXVDX5lth4pNRpbR89TOJwN9FMmQ/N7nIPMtkov0xbskc+w8egLN0uO1a2E0soyGQx5PRRY7hgvFvzTFq4HCakzw3AcREpqyA5AhYAfPwo22n0yf3ZltRzzTc9je8J6HVXILLJbbQXRUzmTEoEjsAtBqZJUyJ8ou01p+3LDjMveDWBZzo+n4Wt4MH03sidtnrDIdH9YuE7MNMvvBuH5gM+SfcGH9/kLcl9M25LnluY+CTVTqRki8QwS8QBOmLC6N/dkq1+dU4oEN73tzcJf9W3QRtkP5xgwrdh87NUaWxffrIWwGoKgrnhPB92cWRlYcSnGD7Sfcavsx4PxdPHiuZFl8eU1v/LntSFBhGJXXL+uKtfuOY87GQ0Hrjr1+WVdM/nJl0PewhVB2NfattHgHZlzXxxS6aDW8qS+53H0/ugtbUAqHHjqpiof4ip+qIdFqjpAVkfZQBob9SMdMqRdyxKVIYicx1T7DdI6L2zHZc0vAaz+ThpqMrM+8QzBWnAcHk/Cc/R1s4E208EYA+FXqjcVye/wu94AdEraisVYMPBT9W6bjYFGptiERyWLTbCAF5rgpR2U8YvvUZGDd4L4d+TwRSw0eu7LGG7VvuOBAAY9HCjuB/sI6LJfMRtb54t8AgAWSshFgtVbgZUrGmDmEVLzgGYM77f9DI+Ew4lBqUm31pyFT8gRbttTbdoCnIYmVQCzW50k1pN8s4c6x5aBy//RiehjozR5FtKM86rXB+O7Gvvh9/UHcNlgJQzca2P7303c39sVFbwWKjAAIqg7ob8Qawxzfn9AD13y6LOCzJvVviqv6ZYf7FQIwGs9clpCGQtiYDIkzjB3UDUt3HceSHYoRbFynRRouSIQPGVk1iN5BirgZSaykeOXUeAcePCdQsdAmMNNAN0/qjLPE1UhjehhAsPv16o//xZ9bj+Dty7thRIgEyfHiH3jK/qHp2Anu1Cqgq9hFAfeObINj7/kWhSW6eptmZLHQniwV/0FVLa5nrNm0L6kbZL9ajEdYHYADosGTdcfXq/DT6v2YfmFHLX/B5dVDXG7zKRQtk1vhfs8kzHaaY7gHiGvRzbsFt9u+09TJvvYOMhlngJJzooZEAcBz3rFQJ/t0h4gSd/kUi4wY1QWTfHWpvGLkCoKRcgTJuMp9N0YJS8DBtFoyZzRPD8iXurxPE7zry13Jnvqr6Tlj7bcYu4jHzg+vfEMFyqoBUHJ//ENEwWXY4UVbQRGV2c71MLPUuIqbrXUTnThUFDzs9MKuDfD9yn3a359LQ3CXXcmnbMn2YStvGHGtnXDx33ipjyOa4MHfcnucH8Ekr4ZfqktFBzyY67zTUnp8irvsorah6NciPaz8wnM61cc5neojd31wY799/WRc0LUBfjD8BkZCiY4YF/8PndMWrTITTWOKFepPeRgpmCX77Tpr11BBDYlex5sGfb/y7gM87JmIPJ5mqGun4IYdH0nDTaJJKqmJ8bik+CFcJP6JY0jAa94LsJk3wpP2jyAwjg5+dbTmy10gQdRyU24+qznemLc94H39ibGLuPXslpqRVV7hFzlITtZ02/umcXuka5plLlhZ441RJnuN3AwDxLUYJf6DVyRdwttYOPqbIKIYwWiUFhsycuVt6Tzc6ctre8n+Jq73TAl67sU2JTokIV3PcTrIU9Eae01GFjNJuJvVBQHgTrue6/27rIzvVmGz5aV7kzR0b6KvqYxjlNMuBJxbUYxz0RCDQmJSjE3Lh33IYs3lj3/bjDCDJ0uWJW1j9KSQgDtHtMPYd6wNRX/lXaLyICOrBhFql+3x89vj721HMbpr5EXtwuGra/vgzfnbML53E9zwua7S9JPUD2eJqzFGXIi7PMqCxmrX2iPJ+HOrEib3yd+7MKJDPctFQmN20GRgHeWJKOJxvt1O5X2NMckMwBGuJKlKhXnweiU4bSIErry3xBwAD0f1yTzLzfUpeo0Ql2rHHhk/BEMMUrUAUCCkABLASo5qx35arUx2by3YjjHdG0IUmLbgbsl0me63vediC2+Ej7zDcZ74N4p4HLIFZZH2vfNR0+cYJ+o9cgYaCYdxlUF16QPvSBj3mltnJWJIahzqxNsB1xZUBK8v5y3RN2AnJEQmL11e5stdMd9Ql+ymQc3hsAkBCxLjfXH38NbYerAIWw8VY/3+Qrw6zjp/qiwiLUZs/Pzth4px5/DWmPrdGlzdvymWfa56IDnqG5QSN/BsAMquZp/mdTBz7QFsPVSML67pXa7P/uTqXnh65kbcOUzZQX5ydAcs3HIYozrVw/cr9uGBUW1NRlYBdI/VKPEfvOwdYzKyPJIMe/iq3SHxH7oes3+sPV7Nmwc8//LYLnjy1w2mekMqcSYBEo5uwtYAA+soT8QKuSV+kCOrN1VR3CHq5dlFhvtGtsHRE25c3rsxrvvMLCfuCNOTpYY8Gj1ZVgaQK4QstF6MWPm96/kVhbYiklBLI0eQjMe9EyJ6TeFJD5bytljq1T3O30iDMEpYglbCHsTCjTjmgpcLuM97TUDYXZzDemnTpE4cdh3Vjb0Yu2hK1g82x/oXx/VHfZVxnknHcdO4Pcz1jBZS79+WmBALZ8AsjrBQ7oQB4lq0EvbhDfvL6MR2oBQOtBT0e3uV34ZkWZzVui7+O3wCO4+esFS188CGf+S26CNsxHBxGXaKl5nqha3mzXGLZzJsxjyxDMVT9+nVvXDgUyUfyH5CMbI8khwkJ0t/vSpo8pl3CACG1Dh70HzYymLK0FbYdbQESbE2rDQooobD0HaZ6NIoBXM2HjSpqQKK0e9vwL92aVd8t2Ivnh3TCQ//uB79WoQnVd6ybgLG9WyEvMJSrdyFEXVTFLKsbYzGJKYoh/zmtVfGdcGPK/fhlsGnRrGRICOrRhFMjKJjg2RM6JuNCX2zT9ln921eB32b18G2Q0Wm4zsNoTgCZMgQAib8X9bsx5SvV2t/c3A8O2sT3pxv3mnMQAFyHfdof491PYQlPDCsy/g9GdMTOhf+NgMTf2qCP6YMgM3oyeKRS7irqPlYe5CFphkJATv9RUwx8Dbv3IWNi3cG/AZDX1qIjAQnLvaFXT5k00Ngxl12Nf74fDUe816Jx7xXAgCuEmfhUfunQdtzjCfgKe94vO142XT8PVV5zYfAGKZf1AkejwczZ1bEyGLaAkYdsAVn+YpBVhS1hob/RGFcGN18VuSFJq0or0qS8fM/m6QYS/9qu7RcW8xul+vBAxs+vKoHzm6j7GrmThlYgRYDbeslaZ8JKB6+y/sou+bB1PRWyUptsn7CerwM3cg6UAJ0fmIOrhvQDHcPt1Y1jQSjQeCEWyvEnCt1gwwhYGNmdNcGaF8/yVR/RyXWoRtZAjgGCcrY4uUCWrg+D9mOUx2VGaoouV0UUDcpxpR0bySUEWMVziOUES4YEj9vYDpTPPbBalkZXhLpR5SLHtmpWLTtqOmYG3Zc6nkwrNcHM4quPqMpHvlpvfa30yaY+maw2z4lNvRug6YuaPghbvLVoQKArqVv45hfnam7hrXGLV8p4aNlKeYZQ0l/lvriQfsXAIBRhk1Alde95yPS4M70BCceP78DTri8aP+IEqLfKzsNS3fq0SGT3bdisXOyVm+tkaAv8BvhMP7jWdgoG7x09boAUPKfPo/PAlyA7UQe9hWcxIiXFmK67SAaA3BxB2S/kgKx0MPgP5aGAwBmXNc3qJJnZXGrz9h4eubGoOcMaVsXj5zbPqAm4pvju8EuCriwWwP0nTZXOx4scufczvVxbmclmuHtK7oHPB8M5pvbVTo88juKXb4agtDDBQVISPBJ6dtilY1R//XL+V0ahKW0SpQfUhesQVjJB1c1xom9Zd0ErDHIv3Zj1ov5yV+uNO3wyhwBBhYA3G//QqvD9J3U39LAsmqPqrZYnymT8mM/b9DivSVBcYOXZWQFW6R0FpR2LrD1tXy+mCnegFQU4+H/W296btfREuw4cgJLd+ZrdbK08D8hB05noEKfOqEAwF6ejk6l7yJX0hWGpnhuxGzZLOu8QOqEPJh3wSJJUg8FY4BXDRf0ebLgiI6RpeIf0RZp0m4oHjqnHeolx+CBMnK2IsGY1F0XisflEA+evFyV/CopRllHtgOAbsD+tEuAR+JhhVyFg7E/XmQomP2I5yoA1t7vuCALT+N7MXA094VJ/e53X/jTsm4Chrcvf35WOHik4OOM/1f84MoeSp6eD2NdLn8EC69VWRsBwVry6LntDGIsCslQ6gweR/B7uyqnH38DK1I61A8siBpjFzCyg/n3z0yKMV3HYOI1dw5rjfrJwUPV1IUt47r3cJSoCDj8LbULMLAAxbAa2CoDvZumIbtO6DHVGC54EGnYLluH25/gTk0gKBwGtspA3UQnLvBFwBjH0qv7Z6NBSiyGtFU2gY4gGf1cr5leP9r1uPb4VtuPeMuhiGLs52mATQ9BOyoqIbeOEwfwwZ87UOTyQnAruVdFiNUFvHxGliqKA+hh1fYQnt7K5roBzdAgJVYzugAlSiEt3oGbz2pheS+oGyH+IY2DWtc9pW01Rl0Yw/sZl/UQXafS/056wqvjRlQe5MmqQQSbVKty8jMOwtcPbI67vl2NYh6DBFaK4eIyLPO2wbxNh/Duwv/w4iVd0DrLIoneYvaPx0lcICpyrQd5iiZtHQ5q3ZIUXy0Ql1eGzWdkeX1GVllbvVbP2uDVPA/LWSdcbnHO1mIH4ARSWZHFszrP/LbJlN/1bukQTLOsq8QwyvU0Bgqr8J00AIVIwAOeSVglt8AxJGK+3BkcAsa5H0Q/YR3c3I7/SQMs3qVyYNCLEWs4wpOjPlX4e7IqUzRiUv+muPqM7EozUgGzkaUaqqEWs1XJIlnJUYtlbsTjZKXmZHklGVd/sgwLt5hDWtQd/sM8WSvubWlkWXgjbhjYHHv2G5LnwZHsu+//kYPnMzhEAbPvGFCpv6sVoRLI/b/j4LaZWPnwMLR68DcAMAnvRPK+wbAa8hqlxeKqM5riydXqbrey6EpmipFVyEMZWZG1war+jxVWhVftIgtpsPqz/rHhiDMYqWv2Hg84Z8l9Q5AcZ/ZI+W/QJMZYe6yykmOwaOrZuOWrlfhlTaBCKWdq4XfletrhRaZPTOQjaUTA+YBi0H08sWdY19X/Wl7nmYJzxcVg4JgndUVXYStS2An8IvWJSHH4qQs6oEFKrNYG4+ekxTvx171nYVNeEf7YqISxH0YKLnA9hkHiasyWumM9b4oRrumayrDKAucgXGr4+5iohBY6SvK0nKIEKL95MY/V51+fkaVeOyV8VWmbLcKCuRUhPUH57sbf5uazWuCmQc3BGMOB44Ehleq5xtdc3L1hmaGmFcV4lzDGNCNLgKx5shCjGFkby1BzJiof8mTVIIJ5svzrLpxKjAsFdddvha9I7ERxFgDgx1X7sX5/ISZ/ucLyPbifSSNAxnxDlfTzXU8EVYZqW8+8Iygwhv98O12ZrABJKIbbK0OEYmTJmicrcAfHuANktSBpb0iuXgrr2hRqccg6rAh2BC/mesIt4QpDDtV2OQvOILum63k23pRGa/Leh5CKN6TR+FIarE2g/8jt8KL3ErwuXRDgxQIqz/A21snSjkXZk+X/U1W2MlJlL8Rlgxpeom9hUeQr8llRgY2KssGQhN9X2BCgnlkR/tx6JMDASkAJGvry0l726kn7Vpc8zhm4OBGY+WQGrklGqyUQrHhydIdTbmABwJ3DlLH4qn7ZSIyxId2XUG4TmGXImV1kqBPvgMCAZhnB7yvjBpvXwvjwH1OVY4HoP6+6IFT+SgrHkxX0GWuut5Cjt8LKwA5HgdZInEMEY0z7Z2XgqWt0/3E3wWlDgtMGhyggMzF4/T/GGCb1DxQGGdO9oRYuqOYCdzRI4s815JUacdiEsPukv/Lkdt4AL3vH4CXvxVjFW+AjaSRe8o7B1hA1wFSMw6VNMLfBaHRyzsEYQ4PUWCQ4bZqHZiVviZe8Y7DeJ5KyiTfGVM81ps/4Uhxt+jvfpmymOE/maV65RJ8BUIxYgxKfmiOoeDLnSV3K/D6nCqvfRj2WFh9aKGJIW8V7dWUFlALDxX/I1sIFuWTwZFW+YiwRHuTJqkFYTZozbz0T7SxCI04VxkFYNfq+ks7GAHEtbEypy6Dm8Bw/aV3LyH9Q6CusR4YvJ+B7qT/yUAfPXNQRx0968PRMXcZ1ytBWuMmvWCdjwFFDAv9gYSW2SPU1T5ZqZFldPWM71EXKx4t2YPNBxSs1VNQT013cejcqH4lwcRuczKuFggXjAkGRaN8iK6EZoVSCKkplenf8k8qjbWT5U5nhgqcC46SX4PNkFePUKzSGB0MJdyKOuTBYWIH/5DEAKlYK4t+d+bjj61WWCfTGfMMfJF2U4qSFSIPDaqHMmGmnXoSEeoJy3+VZiDbsmJaDYyWeMhdFlcXYno0xqHVd1E10YsqwVhAZ0+5FK+U6xhgWTT0bkszD3vEucQffzDFiJd4iq55KQ06WE27E+MK0Z009D8WIQ59pcyzaGtbHagxrn4Wl9w+G0ybivh/WYOZa62LX/rdv9yapEXlUNz0xImBB7LAFz2G7un9TvGUIVxcFhqUPDAYDK1NdsGvjVKx8aCi6PpGrHXtuTCfc+K5BNQ8ymgu60l+wWlgxlpEM1ljdC2Xx7Q198drcbdpGx+YnR+BQoQslbgnDX1ZyHUM5h9SfICnGjkVTz4ZdZGj38O+W586QzkYDdgQ3if+HGz2346jTvElaoIYLuo6huFiZXzVPFmIDhC+yECjEUg2yJTScZfx2717RA4WlHqRUgmpsWfiPnUZPlmrIquGCRNVDnqwaRILFzm6DlKpdrBkXtOrDXFlP2jxTWKM9DjYo+k+fF4sLtMdTPEptpI4NUpCeYN5VTIt3BEyCjClKWZtlZQevr7ABHeonw+bzKkmiz5NlseCw2rV/9OcN+GqpIrHd01fHZ47UVQtRUyucX9itge+7CDjoy69RZZCDfevGvkThd7znAih74qyIHH9lzUeCISdLe+8ohwve4LdDXt2NLHWRJUDWPFmFvoKvbepFb/Jr7CuMOVNW8rLqsgKE0G0Im4vfXmxpYCWgBGNEZXH3t9TOVGsnIyHQg2C1kzywdYapc6ez47DBC5kzHEKK5XtUlYGlkpkUA8YYkmLsiHfaEOsQQ+ZbxdhFxEdwr3drEpjPZyWaYRze+vtk6Mf7hFDUwZmBa14sGQwJiSnICpJ7lBQklC4UdZNikBxnR+O08Ddm4hwiLunRyHTMfy4wYmWcWnmy1O5kVWg8zmEL+RsZSTX0p7R4BxhjWrggAIiQ0Y7tAqCU3ghGJJts4YZeGmlbLwmjuyhRHi3qJsBpE9EoLQ51fd46xkL/pkbPanKsPahio8oL3kvQ0fUBZss94fEzkkvFJJzkynXLXaoI1ahhvoU8zmBkmdUu86AbWVV9H1cEQWBVYmBZoeUHGuYb1ZN1oS/37uozAj2yxKmBPFk1CKtBLsZRtXay0UOihrB4YcNRnog6rAiXivM02e2DhS7M3RRYN2bLQXP+0hk+Bb8vvIOhrqDa1U/CVj8lQ6vEV7U9S+S2aC3sRU9hE55cdwAPcA/AQocLGifbT//ehXp+i4tubCsApY6PurP64Kh2GNmhHro1SdHOO4A6aIzDqMfysSnPOua5K9umPV4oBy/4aSSUHLQVAtN3HytN+AIMEq9enqybz26Bkx4J7/2piDVUdyNL9bzYIGky+Fed1QlD255Z5ZskRmbfMQBtHpqFhVInjBEXIovl48NFO3BF74anIIyRY7r9fe2ve7zXAwB+uKkf4hw208LVyKKpZ+N4iQeZSU7szi9B18ap+NDgGajv2/E+jOSgRUFrC0sfGIwDBaVoXz+whIJ1uKB+7L0JPbB6bwF6qrUWDSGsKb58LDiTLV0bD+S0Rffs1IgMQX/iQhgw/gVm7aKAcT0boXlGPNrVT8KWg0XITIpB/2fmBXmHQEKOCZXYt9X5x2hkCeDoK2wAoPTLYFgZe8EIVaj6o4k98fIfW7F6T4HpeILThgu6NkCjtDhTbnRqvAO/3tofDlGwNFD/uvcsFJV6kVmOmlTqxonXb+5yyxwHeBqasTxkIR8HUAcZTJkr83iaKW8V0DcsVe/0z5P7V6j/nU6oRpbIZc1bqOZkPX1hR1zcoxF6ZFcP4aXTAfJk1XDKE0ZQEcz1WoDOjVIAALMkRZZ4uLjMdP7VH5v/BoCiUj3cpTXbrQ22uXI303nN0s0hBy3qBsYVq61Z7Et6byocRHGpG3E+CVi34DMILOYz2TAPLN2Zb6ronoASTap2odwJg9soMdYOm4C+zeuYwgXUiSCL5WPEy7pympG7bN9ojw9DGeCSy5AFDiUHbYWqAgVUZk4W4AkQvjg1RlaohZgRp03EWW10xabqbmRJTPdkqZNeckpalYb5qqi5Aud1ro8Yu4g+zdKwnStKZe2FXbDDizHvLKn0z33b/jLO8amtLZdbYi9XEuG7Nk61Fsfx0SAlFu3qJ6FOghNdG/sWBobfW83dsAoVrG3UTYzRxlt/rNbrxmOxDhF9mtUx3Cs+TxbnqOurMSYk6Yp1Z7VWfp/uTVJx7YBm6Na4YouyTg11Y6NPM/23ykxyBoQG2gQGQWDo3awOEmPs6N4kDQ1T49AyAvluK5EE9Vj7BhWv86dujgxtp9xPsmEpJUDW8nO3+ULDBxvGK5WU2PA9HaE8WQNbZqBrkH7BGEPP7LQAj1X7+slomWl93zVMjQvIfY4U/7zBVXsKtHt0mLgMHXxqpi5uQz4SA4oRZ/nVbWuZeWql2ytKWXN5VaLnAMvapp4aLhhjF9G3eZ1yeUaJ8kFbAzWYL6/pXSXJ3Eb8F7QfXtkDF7+zGDOOnIXxNiWOvxnbr4lRhMIGL343qBItls3iEh0bJuOVcV1wpNiNOvEOdLcKk/F9//lyZ+3YQGE1bEwZrF02xSCw8mSFSvJXw5oAYBuvj+/Ptxa+AIA8X7hgvRDhgmeIiry7MXykToIT703ogRi7gBMuCUmxNoADl72vLHKDpSW8fXk33PB5oKjI4+d3wOwNgZ7DiqBIwvoZP/ZTY2TNum0AFmw5hIf8pPCtMC6iqkNpg1Cok54NMmKZSzkYpRj5J0d3RO+m+3F+V+X+fHN8d/R5Qu8zndk2LDvRBkJM2dd0T34JDhWVonsTZSFUWOrB4u2B0tuXi7kYIf6r/T3ZfWuFvgM39Ee1vtNRfnrnHFiNZcEk8AGAa/cM1+TbEacbPy+P7YofV+3DOZ2spcIjZWCrDDw3phPaZCWhYWosvlm2B6UeGRd1b4AL3vzbdK49iCDQF9f2Rq+nAnPFrDDOUx0bJOPKftmaUNO5neqhxOUNarCGw/9u7IvcDQdxUTclTN0/XDDNpzbbtfdAdKvbBhd1a4g/tx5BYowNDMq9Eiws04oYu4iPJ/bEV0t34/f15jG+vDX9TiUe2SJyxGfYx6EUzZiSw+ZkXgxtmwnuC/TgsoQ4lCLZZxyohlk1H+Lx661VW/TcSN9mdbD4P33cNdXJAuVkRRsysmoow9plop8vzr4qMakPQTEUJvVviod/0MPkvx6PfwAAQQpJREFU5jrvwjmuJ7HOUEPLitE+yXYAeMEzBi4E7uyVVShPbc5JQ37HJHEmAEDmDF7NyLJIAg9hZE0QFSXAXXJdcAhBpX0BfSIYKKzGE7gi4Hk15wEA3pPMRYOHtsv0P71MRnSoh6kj22D6b5tMx42TdmXNuwJjATlZp0rCvXGdOFzRNzs8I8sQPlPtPVkI9GSp4RtVTVZyDK415LSlxTvghh2l3I4Y5sEAcQ2WedvgcGnZ11Qtxjnr9jPRJisJj/20Ad+t2Gs6Z4SwFE/aP9L+bln6KTwVnHa0wq/QSycUIbp5gtFGslAcbJQaKhRV3+2OUw1/u34Nk+PslaqMxhjDxYY8q+sH6gJGbesl4XCRrkLZPIiyYN3E8I0SY37V55N6m6TbGWMY16tx2O9lRb3kWFPheWOfFCFpY36zRg1wZjflvBEdKlajbVDrujhYWBpgZFVH2ll4wn6S+6G/uB71WL7mqfrGOxANUmI0w0CSZW3jpIQ7Uey7r0MV6o4243o2QsPU6I0/A1plBDGyZCQxX1FnUheMGmRk1TDu7uTFHmc2pgxrHZXPN3oN1Ec2gUGCiA+8IzHJptR8+dLxNDq53rd4B507bd9qj9+SzitXexIMu7Wfewfjctsc9Pd5jYoRA0Hw1S8JpbTlhw1eNBMUJax3pXPKbMNhngIAaMysJz+jsMfFwwdj2qzNeP7izpbnhktDwwJqWLtM3Dakpen5ypqUBMYsPFmndkL5+ro++PSfXfjVoh6NilG2vbobWarnxQYpoDhkdeDWwS2xYGFnDBeXoUeQguKhWLP3ONpkJQUYWC3ZXrzteFn7e7hreoUNLABgTICXC7AxGalQkud7ts4G1lX4rWssVkPZwFYZuGlQc+twTMMtEwO38sAenfzA58Z0wst/bEXzjHjszi/BTWe1KPM1l/ZqBJsgBPW0JThteOTcdpBkHlAb61RgDBdMYiUQmfKDnNG+ebCXlAvjNHZN/6Zabo3R0zOuZyNcrgqcVBGju9THj6t0RcXXL+sWcI66Gdle2IV9XNkgPoA02EVBy8mSZFnzrBYYyglUZ09WtMtwXN0/G3nHT2KwL11AV7ON/qYeQUZWjaNhPHBdTjvY7dGJATaGuqtJv6Lv4KveC5CEE7jYthBJrARt2G5s4tY7hnVwXAuvu98zyZS0HsmaOckQCz1f7oLLoYeTnEAsBFF9XytPlvV7jhL+0R5bFfr1Ry2G7GASnHAHeORutX0PANgkN0L37DTsnD6qzPcsizSDctHL47oEiKJUZk5WoCfr1Apf9G5WB60yE0MaWWINMrJkJgAcEFn1lNTt3TQNc+e3xnBxGfqJGwC/ygv5J9whlb2swzU5cp33aH/d5r4Jm4OMBZGihrDaIGuerPqZdTEppSk++GtHpXxGTcPKK88Ywz0j2lier4qxMC5r+aunevMkGJlJMZh2YXhiQCpOm4hHzwsewg0AE6tSQc3gyUqD0idd3A6n89Rd0wfPsS6+Pe3CjlWeRvDCJV0wZ9MhLd+6voWgzwGu1HOsywrQQ1A2c/J4GlJFATL3GVleCck+74uxMHZlliSpbCIRMDkVOG0iHju/g/a3dm+DG3KyyJMVLSj7jYgIkyfL91BV/TuOBNztUw0DgOftb1u+hwMeLHLqeRnfSgO1x92bpOJ/N/YLuz0xdhHDfCF3f/qp9h3lSdoCXLDKyQpiZY0T5wNQwhWsQhiNDGuXicNIRilXjD21gPFE8Tf847wZS503afHlH0gjy6zDEi7GplvVW6msSUmRcPfbi4k79WGqqfEOXNqrEYa0zUSvpml4ZVwX0/OmnKxqbmSpdUvEahAuaAUDMM9QMLUhO2R6/s+th+GPsQaTVa0dVZkTAB73XIH/k/Wchakj26BXdhpev8y6SGs4qGIsqT4ZaMQk4er+TdG1cUq537Mm47XIgQmNLuEeq3qyolyaIRIi/76nFsYYJJ+hoPbJUIWdT3VbqoIeTVLRqWEyrunfFKLAQo7D53auj+2GPO02glImJY+nwSYyzftyuOik5smSnbpASXUe4UMpP0YDiVnMN9VoU+90g4wsIiJM6oIs8BjA8Jl3CACgg7ATSb5wHpUkFOMzxzSt+OVX3rO0EKKspBh8d2O/iJWsnvbtgrrgwF6uGwAHeBpE0WAg+O04BduB6ikouU6fS0PK/OwLujYAwLTvc5a4CjFw4RH7Z8hix1CXFQAAjvAk/Cz1rXCuVKM0ZYcwI1GvG2OZ+FxpniymGQkaSWWLmlQG0y7shPev7IFvru8bkJsXb6gZF24R12gh+5Li43FSU6ysTjuLHMAOrueLXC7+YXr+7m/XwB+XV1/kWoWm3mj7SXv8oTRSe/zz5P64YWBzfHNDX5zTqXz9SPFkKX0yRR1fnElokBKLH246A/UjEBSoLbTIiEx9jRsW4rFMDResOUZWJMWKqwLGdEMh1efJOs4r38gK9q2rOmepZd0E/O/Gfvhpcn/NoxZKgGhI27qQIeBdrzmKI4+nwS4wTRTju2W7keQrKZCcps/l1diRVe2U+tR+aIcX8VEWWiIoXJCIEGbyZCmPbX6L/Ge943CFTVmoXS7+gTel0dpz99q+Rm+fEXOAp+F+7yTD+5WvTQ6DGtUJHqMZGId4qrltnJs+xMrIssOrKRP+KvUu87NVz9TvUg8tp8WoTHiV+27k8TrYy9NRCmeFPEy3nN0CY3sqyeOtsxLx+PntUS/ZOo+isjxZDIDXUCdLggAxIVCOuKppmBqHR85th3iHzZSXVx2RfV4XtR4RBwNzVB9JYs6VEJPZUncME5droTwqVvXajOUFth8uxrETbtPzQ0VF/fIT71DT8ZgICrAGg4HBq3myfLX0YvRd7+q1/D61/HBTP/y59YheZDhMmCE5PjbK4YLlwWMh9BFNGNTFrYQ6PuGGgih5sqoC4yaLSihPljrVPu29DFeIuZphv4+nw27Tc7JkQ06W227wZFVjK6u6GlnJBsGt6rSpd7pRvVcnRLVGHfZEv3ihIsRhjdwUnYQdOEdcohlZ6Tiuybx7uIix7oe0+GGg/IaBsVbYZt4IraEk4L8lnYfBotHLYZ6YrXZDzzcoHq7xqSO2CFGfRTXilsptMFxchr7iBjQSlHCrgzxFK8xcUS7o2gB3+omdGNWt/KmsKUnw82QdZWmoK1QPz1GV5lxUAP9JjzsTq9WiQS1a+5fcwdLIssK4yH1t7jZ8vGin9ncrtkd7/JU0GD2apGLZLqUWU6V4HRl0I8vnNTDu1EY7R6Iq6do4Va8fFgFcWxAbwgWjJHxRHqqfJ0v3rjbw1W47yCu/4GuwekxVPZzUs/AWZ6fH41CRy/J8Xe2R4Tz3kxgqLMca3gyFiDcJXwjgSPKF13vtNcMwyCpH0eZTiTbf+Db1ZNEJwRZ+TTaiciEji6gwVjHJ/5MGoJOwA+2EXXDCjUvFuXjU/qn2/DD3s9jNI5cvtyLGLuK2wS0xf/MhvLDvYiShBCvlFtjLMyAad5m4DEAE5xylHjlAFcgOL563vwMAyOcJ4BAwrF0m7stpG/Sz1e++QO6Eh3zHGrIjAIDXvBcEnF/eyZBHaeHIGHDCII9/REhH9P1YNQtVnVGVyuaO6hW6oXatBYZac/617iSZo7jUqym1ef28W0UuvcD47bbvtMebeCOcbVgYOoPUQIoEBt3Icqjhl4Yct9PIxio3qpEvcK5LuJ9iQZvKxFvtjCx9M0r1rvZqV7ZKYqQMb5+FMd0bBoTUV1Wf/+7GvnhnwX94yEJ046WxXfD4z+sxqX9g6ZZBvuLWALCVN8RWqaH2t8D0GloMXBNikU5RPcbK4uWxitjHFX2rVsmxLNTICdVYlR1JlBcURcjIIsqN6ib3DxdMjbPj55K+eNz+CQBgkfNWpDO9jtaH3hHYwQOldyuyG3fH0Fbo27wOxr17HFd57tWO24yeLN9M9MCP6/Dlkt14a7xZZvZGUc8jmeq5FgDw7oQeIT9XFWDYblF8+XvpzKDnR4ojwsVpZdbJOgF9hztfqFM5b3waITPzb8erWeiGGuazy7DpMdd5F+ZLnZHHU/GI9yo0v1+pPXf1GU3x8LntLEMIVXLEpQCA36SeABjchtCiyhB+UUQGBLO71uDJql7L7+qK+jtwxECtk1VzPFn+c060EZmeV6TmCdbNqPztKFFgluU/Yh1Vs4zu3iQN705Is3yuQUos3rnCer502kT0apqGpTvyA56TuW5kCUz3rMq26t0fR3dtgNFdQ9fxjAb+841cjULTT0fIwCUi5rLejdEzOxW9myqDrb8YxkcTe+EYkrBYUna7jAbWRa5H8Lh3guX7VjSPyComXDCGtnFlsfflkt0AgFfnKmXmu7EtuEKcjSn2/wEA9vE6mC33DOszVWVFDgG5Unft+L2ea1GCmIBzW4YIPVQxGlSPnNsOzTPiA0IFy6KywtEYA4q4PtkViimV8r6nE7JfnbHqZmSp9zHA8Jb3XO34IHE1xtnm40rxd+3Yh4sUifRgOTEOg/77O773WrLjKIa2y8SQtnWRWgk1i4yeLA3yZEWEKnwhgCMOgcWIqyuPndcezTLicffw6NSJDIYgGMRYfGFaVSk2MKl/M7Ssm4C7hrWqss+MlGAhnvWS9GLEDDJifZ5VWazeRlZ1hfst66VqFjlxukGeLCJinr7ALJVu9M78de/ZaOCrkXGL5xb0l9Zq8ul7eQaW89aG1zFT2EdF7QIrI824c/5y7mbMWHVE/zwAiSjB985HTa+52X1b2J9pfP/nY27BLyeWohixmC93CTh361M5Yb1notOGo15lN2/iGU3LlXtUWfu8jDFTuOBJoXqHcFRH/HcWq5vSk00U8N6EHrj202V41XsB1spNEQM3XnQoJRhut32Pd6VzTa/xDxdUOVdYrD1WcxrjnTa8V4ZHOBIYszCyjJ4ssrLCwJCTVYPUBa/sl40r+2VHuxkBGHNXk6GXFagq0uIdyJ0ysOwTo0iwXEnGYMrJqimerOqKvxowd1SvTb3TDTKyiApjzMmyG7xJR5CMHw31cfxJiXPgSLGeKHsqPFmiIVzwnYXbcNJgMDAGXCwu0P7+ReqNtXIzrOJKLL1/bSYrjGErLkcK/q/I+vtOj6DY5nMXd8LVHy/DPSPKv1tbWZ4s/zpZRWLlJ3PXdvw9WdWpRpaKuldwEjGYKfcBABS64/G+4wXEMRficdIUNhosXPBim3I/5fFUbXe6VWblT/JSgJGlfwaZWGHAVM8BEFsDwwWrG4JBwj1Frd1mqPNEAHIQT5aizKgbWWr4Kicjq1yoJUO0v8nIiipkZBEVxlgfI5LCsC6vZPq7omaBVTiCUflQ8Ft+rd9fiM+dPwBQ5OQnexQP1n0j2+DyPk0QH4Y0uFG+1WlRFBgA3p/QA0PahS/ycXabTKx/bHhYnx+MylKbUg3fL7yD0VdYj3/izsJVlfPWpw3V3ZMFWG9wzDEoYw4UVmvG10+r96NxmuL1SEUhXrW/jrqsAC7Y0UlQwgl/lM7QXuuoZIljJVxQf0+3GA+HISyYPFnhoBdp14ysGiR8Ud0QBWao3eYLF6yGmynRRAp2X/p7snyeVYmMrHLh8VvWy9UsPP10g3KyiApjDPmzhynQ0KROHG4Y2LxS26GGKRphBiOL+RlZSTiBVN+u4yveC7XjAmNhGzhGtTRnkBpAcY7IZasrYmABlSd8ob7NA95JONv9Ik44rJOeieD4e7JYNVx8WW2OcAg4zJXdeFXMAgBu/WqlFi54t+0bnCmuQ2thr2ZgAcC30kB0bZwCALjEV9utslCU3PRr6rZRYnekcN+4KEI2hAvSora8GD1ZAvPNM9VwMyWaXN47uAqfbAxfJc9qhShlTtPfFC4YXciTRVSYErcu35zgKLtLvXtFd/RrkY44u4j+LdJx/huLynxNOGQlxyD3jgEY+tJCw9Hgnqyrbb9pj3+Qgoc1hiIhRv++xaXeEGdWLaySsrL8ww4j8VQSCjLzuyeq4eJLDOL6nCX1xBW2PzBM+Nd0/PnZmwEAl9nmBrxms9wQ23kDbLymD7YfLkb7+pX7fRkAj8HI8tjMHpjqVhy0OsJ918/kyaoBOVnVFYEhUPEyhsIFjYzt2Qjt6yejbpITvZ+eox1njGliDbE2hhhZMfq5rXrVn6opuGA2ssijGl1oNiIqTH2DB0kIYxHeKjMRCU4bBIGhc6MU7XhlBPm0zEw0GwKm9pg/Qc3HWim3gAt6sb6gYQ0WJMXoamn/HTlheU7D1KpfvPRsWjkeJ/+1d3WTTq4J+IdvsJjqt7MY7L79VlKS6R1MQhL0/v3Pf/nIwDHt7z+lDjjEU/Cpdyhu9NwOQClA2qFBcuUXXmbmnCyPX9FSMrLKRhaUPulgklaXiIys8mMMF9Sgxa0Jxhg6NkxGpl/xXnNOlqzVbatbh6ImysNJ+BUepnDBqEKeLKLCNM9IwHsTeoRd+TxYIclTkUth9OgYPVkxcKEBOwoA+Nw7xPSaYFKzVjhsAr65vi/cXhmXf7BEO/7E+e1xuMiFLo1T0LhO1S1e5t81CKv2FOC8zoF1u8qDf64OebIixy2YJz2hGu5wG3/nCX0a49DeHWjTujVenqPfC7favseT3iu0v0caQgiv8NxfNQ2Fck+7uc3wtxmr4uiEGW7wropqeBuFZ5Ubxhjc8CtPUA091tUR5leMWPWsNqqbjg+ubI6MRGeolxN+uPxKxzDqh1Glxmz55efnY/z48UhKSkJKSgomTZqE4uLikK959913MWjQICQlJYExhoKCgqpp7GnI0HaZ6NgwvMVjsBylU5Kuzqxzsp6yf6A9zpXNRYkjMbIAoFfTNPRvmW461qVRKqYMa42z24QveFEZZKfHY3TXBmF5FMPB/23KW0z5dMbDzIsvFlf9CjobnT9jezTAyEYcA1umA2DYJisG+zWG8FoAGCCsAQDslKu2jzMGlBp2a3fXH2l6vqvBO05YIzGLMZiEL8qNKAAug5HFwQAqAhsUNX86O0GZazUji8uahDvssRjcNhOdGqZEo4k1Fi+zQeKGiZuMrKhSY1ZM48ePx/r165Gbm4tffvkFCxcuxHXXXRfyNSUlJRgxYgTuv7/qdlmJ0DRIiTWFF55qmIW6YC+2EReJfwEA/pHbohDmyTBSI0vlst6Ntce1xePjn9tVW75XVeLxj5FPqhwvY2Vi9GSp4XaqR+h2z03acy3ZXu1xZ2E7AOBXuXdVNFGDAThpuKalMWYj77HzOuCa/k0x89Yzq7RdNQnulycoMxsgVrxQ9OmKyBjchsAgjy1BqVBMWPLFNb1xVd/GuLq1BAaDuiCX4GS+guYUvlouGGOm8ZHFpkSvMUTNMLI2btyIWbNm4f3330fv3r3Rv39/vPbaa5gxYwb2798f9HW33347pk6dij59+lRha4lQXN0/eGHdzMRTk+gqczUUAaiLY/jG+YT23B3umwLOL6+R1aqubqzVFmPEX32ccrIix+vnyaqORpaxv2pGlu/YOl9RYQB4wPaFcg68yGCFAIC/5I54cFTbqmoqAKCU656s0rgs03PJcXY8eE47tKtkwY3ahJqTpSKJJDJQERhjcHH9PvfayYsViuz0eDyQ0wbJDlX4Qhlr1BpZACh8tQLYoZfH4U1o/RtNakRO1uLFi5GSkoIePXpox4YMGQJBELBkyRJccMEFlfZZLpcLLpd+oxcWKgsJj8cDj8dTaZ9THtTPj3Y7KgKXpYD2f3xVd7z/1048fl7bSvluRiOJy7IWJMggY4Qhj+Ruz3U4gMDQLcmijeGhf67I5GrxO1W0z0hes2IiY7xafK+ahH/hXI89Eahm11CW9ElZ4MpjLuvHvpf640LxLwwSV6OddyeyWZ72XGqbgWiTGRhqdqr6CefcpC5Y4kynPhkhpnAiAB5bXIX6ZG2YmyoCAzeJJ7ltibCfptciXNS+Inm9kLmysaOJsMCnIErXsFxo3kAAMnPUmvuyOo0z4bahRhhZeXl5qFu3rumYzWZDWloa8vLygryqfEybNg2PPfZYwPHZs2cjLq56uK9zc3Oj3YQwsO5aGzdswMxj6wOOX5wBrF18EGsr+bM3b94EGQJESBDAkcGOA1DySL6VBlm+etu27Zjp3hrxp244yADf4m/xwvlY7wh9flVS3j7jkgDj9dy/dy9mztxdOY06TSgp0Q2CIh6LuTNnRrE11uwpBtTfedGfCxFvB/75e5F2bJrnMlzoC7H9wvE08ngqAGWxPjw5D8uX5sH/np95ir7n3r0CzmD6YuzfTfsh5x84JZ9VW9m7V4CXC7Axpd7ZCa8Nf1fC71Uz5qbKZ+dOAT0NOVlyybFT1v9rGytWroTN58mK5ScBAF7mwMzfZkWzWTUWj1s0DcV/5M5GkBKeNZbqMM6UlJSEdV5UjaypU6fimWeeCXnOxo0bq6g1Cvfddx+mTJmi/V1YWIhGjRph2LBhSEqKbviJx+NBbm4uhg4dCru9esfP37Z4tuXxjh07IKdX5RYnDfXZbdq0gXxQryafhXwAwDc+aWorWjRvjpyhLSP+3CP/7Ab+2wQAOC9nGOLCqBl2qqlonznplnDPUr2mSdPsxsjJaVeZTaz1vLzlL6jq5244kJOTE90GWbBkRz6wdhkA4JwRgzFvzhyc0b8/sPIfAMBhpOA5zyW42/4NUlmxVsT7Je8Y3JaTg/X7C/HSun9M73mqvueiH9cj5ZguetSte3fkdMwK8QrCn79+XA9pnQgbFCPLnphWod+rJs1Np4J1v2+B64j+vfObjKyW93l1Qu0z3bt1w8otPwOAJt8uOOPp+pWTJ9fOBwwBKDkjR9SashbVaZxRo9zKIqqrwDvvvBNXXXVVyHOaNWuGrKwsHDp0yHTc6/UiPz8fWVmVO7k6nU44nYGSoXa7Peo/qkp1akuk2G1ilbU9M8kJmyj6wrW8EJmELKYYWXk8eA0OUSxfGz2y/jgxNqbSFP4qg/L2Gf/aL0t2HKuxfS9aMEM/KGTxqFMNr1+s02F47Aw4BgDvSaNwt/0b07EZ0tm4y25HjDPwO52qfiKKAjbzxjgLq3GEJ8Fus1GfjBBREOCFoKXHy/aESrmGNXluqgh2mwgv1z3WRxucjRan4XUoDzabTStGHO8LF+T2uNOyH1UGop/gSozDUa3WIpVBdRhnwv38qBpZGRkZyMjIKPO8vn37oqCgAMuXL0f37t0BAHPnzoUsy+jdu2qVrYjIubBrA3y/ch+AQLW6Uw1jgNcXwmeDhHo+I8sqF6uilHoMeS21ZFDzryO7/bB1wWUiOMZLuBeZCC79Ej26NU7BpP5N0TxDT9ivlxyDWwe3xKtzlNBZN+yY7hmHqfYZAIDDPBlHoJRtqFppf4Z3vaMgQsJvUi9cT3WxIsY4LgKAREINFUJgDElMDx8qyOgZxdbULBjTs5n1wtgkelFe/EW3astapKZSI3yIbdu2xYgRI3Dttddi6dKlWLRoESZPnoxx48ahfn1FqWvfvn1o06YNli7VhQ3y8vKwatUqbNu2DQCwdu1arFq1Cvn5+VH5HqcrL47toj2u6vudgcHr6+aKkaUUIA7lyYoNUserLGqLS96IfzFiInIYY3jAczV2yJl4X7wk2s2xhDGGh85pZypDAABThraC3WDEvC/lYLHUDnt5Oq5336Edr0o1TcaAfCThKe/lWMFbkeJluWAmI0u2U42siiAIDHZDjBYTox8qXpNQ62TFMTKyKgpN2dWLGrMq/OKLL9CmTRsMHjwYOTk56N+/P959913teY/Hg82bN5uS0d5++2107doV1157LQBgwIAB6Nq1K3766acqbz+h4JHksk+qRBjT1d1SUYx4X8y3mrg//cKOpvO7NErBhL5NyvVZY7o3RNt6Sbjl7BYVaHH1gsbrisMAfCENwVnul7BRaBXt5kSMR9JVM72w4VLPg+jvehUruP5dylv2oDz498naUi6hKjGOiwDAHYlRbE3NR2DAF9JgAMAsqSf1yQhgAGQtXNCn7ExGf7kRBYZXvaMBAM/Jl0W3MUTNUBcEgLS0NHz55ZdBn8/Ozgbn5on+0UcfxaOPPnqKW0ZEwgm3VPZJlYQamqjKPddnRwAAhTwOXjEWO59SEmunfq9oGl7VLxuPnte+3J+XmRSD326rXQVQyZNVcYyXsLYuvmRedUaWf5+s2lDF2gEDTDL43EHhghVBZAxz5O4Y5HoB+3gG3qVxM2yUcEHVk6UaWeTJKi8iY3jJOwY/Sv1x0N4Qd0e7Qac5NDsRp4R3r1By554d0wmAkpeVHGvHRd0aVmk7GGOQfAnJaawIAFCAeLx9eXftnPG9G8NhE3DNmdUxWya60Fqh4hjzEGub0XrfyDYAgGbp8WhSp2pKXPjbqbXVcD2VMAZIXJ/+ZTKyKoSa97KT14MHNsqDiQAGpoULajiqR7mcmoggMHAI+I/XDxDBIKqeGuPJImoWw9pnYetTI7U8pRcu6QyPxOGwVe1NzwAtJyvVZ2Q1zMpC47aZ2jlPXdARj5zbvsrbVhNgfkYBLWgjx3gJa9ucN9h3H9lEAXOmDET/Z+Yhr7C0jFdVDP8+aSPhi4hhYPAYp38ysiqE/+YJDZORIfvt9zPyZJUb0dAXab6OPrVsyieqE0YhCMZYlRkx53VWxFBuPqu5KfcgDYqRJcSmBLyGDKzgGMdpRy0U96hKxBroybp1cPCacca+YROFcovGRIL/JaSFROQo46J+L1O4YMXwHxZrm8f6VGJUF9SO2cmTVV6MXlTyZEUf+gWIWseLl3TGH1MG4PI+TUy5Bym+AqpwRreodE3DqGlAxmjkGD0vNTGM6I4hLfHehB6Wz/kvJp1V0D/8P9NOC4mIYfAXviAjqyIEerJq3n0eTQI8WRQuWG5MG181cL6pbdDsRNQ6bKKAFnUTwRhTcrL8PFmISY5i62o2F3ZrEO0m1DiM01xN9GQxxtAq03oR7r+YPNfnRW6cduoWSZSTVXEYYybhC+YkI6siULhg+TEKX2hQuGC5EQUKF6xOUE4WUatRim6qOVk+T1YMebLKy93DW0e7CTWO2qAuaFxEtspMwJaDyr3kbzNeN6AZmqbHo2d28Dp0FcU/J8tpp73C8mD0ZFFOVsUgw79iBAhfULhguREoJ6taQbMTUasxhsWowhfkySo/sfZTn3NT2zDaBP4GQk3BGOY4sFWG5XFAycPM6VgPGYnOU9YW/0sYQ30yYoybTwAAJ9XJqgiiX1JWTb3Po4GiLui3FCVPVrkhT1b1gowsonbDGLxaMWKfkUU5WeWGFg+RY95ZjGJDKkCCUw96MOboRWMO9w/NiqE8wYhhYPBy/TcVYsjIqghOvxubcmHChzErTxYZWeWF1AWrFzQ7EbUaBsDrq5PlZF7lIHmyiCqkpudkAUCiwcgqMRQUj8b38V83OMmTFTGMAYwZrGUysiqEf8gqlRUIHwarnKz4qLSlNmDUASJjP/qQkUXUavyligFQThZRtdRwdUHA3G7Z4MqKhmeTgTxZFYUBcMKj/S04yMiqCE6b2dC311SXdZTg3L8YMRlZ5cXovSKVy+hDIwFRq2HQwwU1yJNFVCG1wZNlROa6kRWdcEH9sSgw2GhBGzH+3VCw26PTkFpCjJ8ni8K0wocxFhguSBLu5cZoWJFHNfrQ7ETUahgDXPBbQMSmRqcxxGmJcUFbUz1ZRsw5WVHwZBk+k7xY5YMxBrdBXNhGtcYqhL/4CtVuCx9FnMpf+II8WeXFOCaTJyv60EhA1GoYgGLul0SbRLWeiKrDOM3VAhsLdsPuqD0KRo5x3UD5WOXDmKsK1A4PazTxN7LIgxABDHD7b4SSJ6vcGL2olJMVfahOFlGrYQwohm5kSRAhxtWJYouI0w1Wy9SeGqXF4eazmiM51m5SHawqBPJkVRwGbOf1cQbWAzAnyxOR47SR8EVFcPsvRcmTVW6EWpADXJsgI4uo1TAwFBmMLBFSYEICQZxCzJ6smt/3Yuwibj6rRdQ+37hu2H+8NGrtqMkwMLzlPQ8N2BH8KJ2BZ2gxViECPFlktYYNg4UnKyHD8lyibERSF6xW0EhA1G6YOVxwa/3zo9gY4nTEaFfVZE/WI+e2Q/8W6bisV+OotoNqtVUcxoADqINJnrvxs9yvRvfL6oD/YpY8WeHDGIPbULOtBDFUy7ICUDHi6gV5sohaDQNQCD30wBWXFb3GEKclRsnxmpz7MvGMpph4RtNoN4Mc0ZWA/yWsyf2yOuBvVJHwRfj4e7IOs3Q0of5YboybUGv2Ho9iSwiAPFlELYcxhoNcVxP0JtSLYmuI0xLDeoG8MBWnNoRcRhv/S0g73hXD30il6xk+jJlzsg4LlDNdEYx98fhJT4gziaqAjCyiVsMA5PE0/e9kUhYkqhZTnSwacSsMrV8rjtG7KjAy/iuKv8CAncIFw0ZgzFRm5QgjI6sikIFfvaBwQaJWwxiwjTfASrkFknAC3no9o90k4jSjtuRkVRdYQLAbESnUJysX/5wsMlrDR/Cr2XZcSIleY2oB5OmvXpCRRdRqGAM8sOEC9+MAgO9iU6LbIOK0w+w1oAmwotAlrFyoT1YcksouPwIDPAbhiyKBRC8qAkVLVC/o5yBqNf673jQXElUNeQ0qFzIKKo45hJWuZ0Ux5sHQ5YwMgTGUwqH9XSpQIeKKQPdz9YKMLKJWQwneRLQxGVlkIFQY4y385OgO0WtITaaWFciONnQNyw9jwHGDArDEKMCqItAmVPWCejNxWkEDEFHVGPsc5WpUHK/Mtcd0P5cP8mRVLsZraOieRBgIjIFDwGve0eglbMIS5xnRblKNhsbE6gUZWUStxn9RSwMQUdWYi0NGsSG1BLcka49LPVIUW1JzIe9q5ULXsPyoJcVe8F4CAOgiJkaxNTUf2jSpXtCUT9RqAopu0gBEVDE2Q2FS6n8Vx5hnSVLZ5cNUIJv6ZIUh4Yvy478RSv2xYtBGcvWCjCyiVuM/3tD4TVQ1RnlnmgArjswN4YJ0Q5cLEmMhqgsBhZxpjKwQxmiJqSPbRK8hBAAysohaToC6IC0oiCpGNHhbjpW4o9iS2oFEOVkVxnjV6BoS0cR/SqbuWDHW7SvUHneonxzFlhAAGVlELSdAXZBGcKKKcXv1HKIN+wtDnEmEg9GTRZQP8mQR1QUKF6xcFv93VHtM1zL6kJFF1Gr8hxjatSWqGo9JqEEOcSYRDqTeVnGMC1sbLcSIKOLf/WiOrjxslLMadcjIImo1ATlZ1OOJKsYr6VaBlyyECiPTNaxUKIS6cph750AAwIuXdI5yS2oW/kYV9cfKgzZQog9JuBO1HJJwJ6KL0ZPFKdStwkiGaxjvpCmsPJCEe+XTLCMBO6ePinYzahz+dgA5XyoPG+0qR50a8wvk5+dj/PjxSEpKQkpKCiZNmoTi4uKQ599yyy1o3bo1YmNj0bhxY9x66604fvx4FbaaiDYBOVm0s0NUMUYjSyIjq8IYc7JyOmRFsSU1F6MgEHkOiGhCtSwrl7cv76Y9pvVO9KkxRtb48eOxfv165Obm4pdffsHChQtx3XXXBT1///792L9/P55//nmsW7cOH3/8MWbNmoVJkyZVYauJaEM5WUS0MYYIShTqVmGM4YI2qu5cLozDIIUUEdHEf04+cLw0Si2pHbTOStIeU05W9KkRsRYbN27ErFmz8O+//6JHjx4AgNdeew05OTl4/vnnUb9+/YDXdOjQAd999532d/PmzfHUU0/h8ssvh9frhc1WI746UUECd8mi1JBaABV+LR9GdUHKJ6o4dAkrjknCnQZFIor475NsOEAKrBXBuGnioE2oqFMjLI3FixcjJSVFM7AAYMiQIRAEAUuWLMEFF1wQ1vscP34cSUlJIQ0sl8sFl8ul/V1YqNzwHo8HHo+nnN+gclA/P9rtqElIktf0tyxJp9X1q8w+k+C0nVbXrrIwGlkS59X+Glb3ccbjlfTH1bSN1R1Z1vukgIr3yereZ4jqh9pXJK836HNE5HBZHx8FyLXqWlancSbcNtQIIysvLw9169Y1HbPZbEhLS0NeXl5Y73HkyBE88cQTIUMMAWDatGl47LHHAo7Pnj0bcXFx4Tf6FJKbmxvtJtQY1h1jAETt7zl/5CK2RvT6yqUifWZIAwF/7BNwXoNSzJw5sxJbdXpQWCRC9R1c2NhTY65hdR1nduwUoEa615RrWd3YtF8fFwsLCirtOlbXPkNUX+bNmwf/pSjd1+WnwAWo1/PP+XORYI9qc04J1WGcKSkpCeu8qC43p06dimeeeSbkORs3bqzw5xQWFmLUqFFo164dHn300ZDn3nfffZgyZYrptY0aNcKwYcOQlJQU4pWnHo/Hg9zcXAwdOhR2ey28c04BsZsP471NK7W/hw8fhoTTSJGsMvrMSM5xrMSDtHhHJbfu9OCZDQsBl5Jn8NhVI6PcmrKp7uPMkp83AHl7AQA5OTlRbk3NJG/RTvzfri0AgPT0NOTk9KzQ+1X3PkNUP9Q+M2Tw2cDShabn6L4uP/sLTgIr/gQA5IyoXeud6jTOqFFuZRHVq3/nnXfiqquuCnlOs2bNkJWVhUOHDpmOe71e5OfnIysrtLpUUVERRowYgcTERPzwww9l/jBOpxNOpzPguN1uj/qPqlKd2lLdsfuFhsY4HLDbxSBn114q2mcyHWRglZfxfZrgud8348yW6TXqvq224wzT8wyqZftqAKKoj4E2Uai061ht+wxRbXFYzC3Uh8pPRrKek5UY66yV4kDVYZwJ9/OjamRlZGQgIyOjzPP69u2LgoICLF++HN27dwcAzJ07F7Iso3fv3kFfV1hYiOHDh8PpdOKnn35CTExMpbWdqCFQMWIiytwwsDm6N0lFp4bJ0W5KrYDEQyqOURCIFFeJaEK6K5VLnMOGP6YMhE1gtdLAqmnUiF+gbdu2GDFiBK699losXboUixYtwuTJkzFu3DhNWXDfvn1o06YNli5dCkAxsIYNG4YTJ07ggw8+QGFhIfLy8pCXlwdJkkJ9HFGLIAl3ItqIAkOfZnUQ56g9YRvRpHOjlGg3ocZjHAVJwp2IJjQnVz4t6iYgOz0+2s0gUEOELwDgiy++wOTJkzF48GAIgoCLLroIr776qva8x+PB5s2btWS0FStWYMmSJQCAFi1amN5rx44dyM7OrrK2E9HDX8JdpAGdIGo0l/RoBM6BXk1To92UGotxGKSCpUQ0oe5H1GZqjJGVlpaGL7/8Mujz2dnZ4FwPIxk0aJDpb+L0xH/8JhuLIGo2osBwWe/G0W5GjcY4DC7fdSxq7SAIxhgYA2i5RtRGakS4IEGUF6NRJbBAzxZBEMTphnEcPFYS/ZozxOkNhQwStRUysohaDTPs2VJYDEEQBHn0ieoFdUeitkJGFlGrMS4myItFEARBi1qiemGMFHxvQo+otYMgKhsysohajXExQaIXBEEQtOFEVC8kQ1mGvs3rRLElBFG5kJFF1GqMiwmbSAsLgiCImNOwIDtRM6CSAkRtgowsolZj3LB1UGE+giAIxDnIyCKqJ3aap4laBPVmolZjKrpJniyCIAjEkpFFVFNIoIqoTZCRRdRqBMOATTtkBEEQQByFCxIEQZxyaNVJ1GqMe2JkZBEEQZBXnyAIoiqgVSdRqzEKX9hpYUEQBAGPxMs+iSCqmD7N0qLdBIKoVMjIImo1RuGLnUdKotcQgiCIakLnhinRbgJBEESth4wsolZj9F2d16V+1NpBEARRXSDhC6I6wqhMNlHLICOLqNUIBldWLCV7EwRBAAAu7dUYAHD9gGZRbglBEETtxBbtBhDEqcQYLhhjpz0FgiAIAHji/PYY17MROjRIjnZTCAKAeb4miNoAGVlErcboyYohTxZBEAQAwCYK6NwoJdrNIAiCqLXQ1j5x2kBGFkEQBEFUT8iTRdQ2yMgiajXmcEEysgiCIAiCIIhTDxlZRK2GhC8IgiAIgiCIqoaMLKJWQ8IXBEEQBEEQRFVDq06iVkPCFwRBEARBEERVQ0YWUasx5tFSuCBBEARBVE+oGDFR2yAji6jVGMMFnRQuSBAEQRAEQVQBtOokajWMhC8IgiAIotpDEu5EbYOMLKJWYxyzKSeLIAiCIKontBFK1DbIyCJqNSR8QRAEQRDVn4xEZ7SbQBCVChlZRK3GGH5Au2QEQRAEUb14/Pz26NQwGXcOax3tphBEpWKLdgMI4lQiyVx7THWyCIIgCKJ6MaFvNib0zY52Mwii0qFVJ1GrcXll7TGFCxIEQRAEQRBVARlZRK3GaGQ5bdTdCYIgCIIgiFMPrTqJWk3T9HjtMSN9WIIgCIIgCKIKoJwsolaTHGvHP/cNJtELgiAIgiAIosogI4uo9WQlx0S7CQRBEARBEMRpBIULEgRBEARBEARBVCI1xsjKz8/H+PHjkZSUhJSUFEyaNAnFxcUhX3P99dejefPmiI2NRUZGBs4//3xs2rSpilpMEARBEARBEMTpSI0xssaPH4/169cjNzcXv/zyCxYuXIjrrrsu5Gu6d++Ojz76CBs3bsTvv/8OzjmGDRsGSZKqqNUEQRAEQRAEQZxu1IicrI0bN2LWrFn4999/0aNHDwDAa6+9hpycHDz//POoX7++5euMRlh2djaefPJJdO7cGTt37kTz5s2rpO0EQRAEQRAEQZxe1Agja/HixUhJSdEMLAAYMmQIBEHAkiVLcMEFF5T5HidOnMBHH32Epk2bolGjRkHPc7lccLlc2t+FhYUAAI/HA4/HU4FvUXHUz492O4iaA/UZIlKozxCRQn2GiBTqM0SkVKc+E24baoSRlZeXh7p165qO2Ww2pKWlIS8vL+Rr33zzTdxzzz04ceIEWrdujdzcXDgcjqDnT5s2DY899ljA8dmzZyMuLq58X6CSyc3NjXYTiBoG9RkiUqjPEJFCfYaIFOozRKRUhz5TUlIS1nlRNbKmTp2KZ555JuQ5GzdurNBnjB8/HkOHDsWBAwfw/PPP45JLLsGiRYsQE2Mt633fffdhypQp2t+FhYVo1KgRhg0bhqSkpAq1paJ4PB7k5uZi6NChsNvtUW0LUTOgPkNECvUZIlKozxCRQn2GiJTq1GfUKLeyiKqRdeedd+Kqq64KeU6zZs2QlZWFQ4cOmY57vV7k5+cjKysr5OuTk5ORnJyMli1bok+fPkhNTcUPP/yASy+91PJ8p9MJp9MZcNxut0f9R1WpTm0hagbUZ4hIoT5DRAr1GSJSqM8QkVId+ky4nx9VIysjIwMZGRllnte3b18UFBRg+fLl6N69OwBg7ty5kGUZvXv3DvvzOOfgnJtyrgiCIAiCIAiCICqTGiHh3rZtW4wYMQLXXnstli5dikWLFmHy5MkYN26cpiy4b98+tGnTBkuXLgUA/Pfff5g2bRqWL1+O3bt34++//8bFF1+M2NhY5OTkRPPrEARBEARBEARRi6kRRhYAfPHFF2jTpg0GDx6MnJwc9O/fH++++672vMfjwebNm7VktJiYGPz555/IyclBixYtMHbsWCQmJuLvv/8OENEgCIIgCIIgCIKoLGqEuiAApKWl4csvvwz6fHZ2Njjn2t/169fHzJkzq6JpBEEQBEEQBEEQGjXGk0UQBEEQBEEQBFETICOLIAiCIAiCIAiiEqkx4YLRQg1BDFcT/1Ti8XhQUlKCwsLCqMtXEjUD6jNEpFCfISKF+gwRKdRniEipTn1GtQmMaUpWkJFVBkVFRQCARo0aRbklBEEQBEEQBEFUB4qKipCcnBz0ecbLMsNOc2RZxv79+5GYmAjGWFTbUlhYiEaNGmHPnj1ISkqKaluImgH1GSJSqM8QkUJ9hogU6jNEpFSnPsM5R1FREerXrw9BCJ55RZ6sMhAEAQ0bNox2M0wkJSVFvYMRNQvqM0SkUJ8hIoX6DBEp1GeISKkufSaUB0uFhC8IgiAIgiAIgiAqETKyCIIgCIIgCIIgKhEysmoQTqcTjzzyCJxOZ7SbQtQQqM8QkUJ9hogU6jNEpFCfISKlJvYZEr4gCIIgCIIgCIKoRMiTRRAEQRAEQRAEUYmQkUUQBEEQBEEQBFGJkJFFEARBEARBEARRiZCRRRAEQRAEQRAEUYmQkVWDeOONN5CdnY2YmBj07t0bS5cujXaTiCpg4cKFOPfcc1G/fn0wxvDjjz+anuec4+GHH0a9evUQGxuLIUOGYOvWraZz8vPzMX78eCQlJSElJQWTJk1CcXGx6Zw1a9bgzDPPRExMDBo1aoRnn332VH814hQxbdo09OzZE4mJiahbty5Gjx6NzZs3m84pLS3FzTffjDp16iAhIQEXXXQRDh48aDpn9+7dGDVqFOLi4lC3bl3cfffd8Hq9pnPmz5+Pbt26wel0okWLFvj4449P9dcjTgFvvfUWOnXqpBX67Nu3L3777TfteeovRCimT58Oxhhuv/127Rj1GcLIo48+CsaY6V+bNm2052tlf+FEjWDGjBnc4XDwDz/8kK9fv55fe+21PCUlhR88eDDaTSNOMTNnzuQPPPAA//777zkA/sMPP5ienz59Ok9OTuY//vgjX716NT/vvPN406ZN+cmTJ7VzRowYwTt37sz/+ecf/ueff/IWLVrwSy+9VHv++PHjPDMzk48fP56vW7eOf/XVVzw2Npa/8847VfU1iUpk+PDh/KOPPuLr1q3jq1at4jk5Obxx48a8uLhYO+eGG27gjRo14nPmzOHLli3jffr04f369dOe93q9vEOHDnzIkCF85cqVfObMmTw9PZ3fd9992jn//fcfj4uL41OmTOEbNmzgr732GhdFkc+aNatKvy9RcX766Sf+66+/8i1btvDNmzfz+++/n9vtdr5u3TrOOfUXIjhLly7l2dnZvFOnTvy2227TjlOfIYw88sgjvH379vzAgQPav8OHD2vP18b+QkZWDaFXr1785ptv1v6WJInXr1+fT5s2LYqtIqoafyNLlmWelZXFn3vuOe1YQUEBdzqd/KuvvuKcc75hwwYOgP/777/aOb/99htnjPF9+/Zxzjl/8803eWpqKne5XNo59957L2/duvUp/kZEVXDo0CEOgC9YsIBzrvQRu93Ov/32W+2cjRs3cgB88eLFnHPFuBcEgefl5WnnvPXWWzwpKUnrJ/fccw9v37696bPGjh3Lhw8ffqq/ElEFpKam8vfff5/6CxGUoqIi3rJlS56bm8sHDhyoGVnUZwh/HnnkEd65c2fL52prf6FwwRqA2+3G8uXLMWTIEO2YIAgYMmQIFi9eHMWWEdFmx44dyMvLM/WN5ORk9O7dW+sbixcvRkpKCnr06KGdM2TIEAiCgCVLlmjnDBgwAA6HQztn+PDh2Lx5M44dO1ZF34Y4VRw/fhwAkJaWBgBYvnw5PB6Pqd+0adMGjRs3NvWbjh07IjMzUztn+PDhKCwsxPr167VzjO+hnkPjUs1GkiTMmDEDJ06cQN++fam/EEG5+eabMWrUqIDflfoMYcXWrVtRv359NGvWDOPHj8fu3bsB1N7+QkZWDeDIkSOQJMnUsQAgMzMTeXl5UWoVUR1Qf/9QfSMvLw9169Y1PW+z2ZCWlmY6x+o9jJ9B1ExkWcbtt9+OM844Ax06dACg/KYOhwMpKSmmc/37TVl9Itg5hYWFOHny5Kn4OsQpZO3atUhISIDT6cQNN9yAH374Ae3ataP+QlgyY8YMrFixAtOmTQt4jvoM4U/v3r3x8ccfY9asWXjrrbewY8cOnHnmmSgqKqq1/cVW5Z9IEARBVBk333wz1q1bh7/++ivaTSGqOa1bt8aqVatw/Phx/O9//8OVV16JBQsWRLtZRDVkz549uO2225Cbm4uYmJhoN4eoAYwcOVJ73KlTJ/Tu3RtNmjTBN998g9jY2Ci27NRBnqwaQHp6OkRRDFBZOXjwILKysqLUKqI6oP7+ofpGVlYWDh06ZHre6/UiPz/fdI7Vexg/g6h5TJ48Gb/88gvmzZuHhg0basezsrLgdrtRUFBgOt+/35TVJ4Kdk5SUVGsnzdqMw+FAixYt0L17d0ybNg2dO3fGK6+8Qv2FCGD58uU4dOgQunXrBpvNBpvNhgULFuDVV1+FzWZDZmYm9RkiJCkpKWjVqhW2bdtWa8cYMrJqAA6HA927d8ecOXO0Y7IsY86cOejbt28UW0ZEm6ZNmyIrK8vUNwoLC7FkyRKtb/Tt2xcFBQVYvny5ds7cuXMhyzJ69+6tnbNw4UJ4PB7tnNzcXLRu3RqpqalV9G2IyoJzjsmTJ+OHH37A3Llz0bRpU9Pz3bt3h91uN/WbzZs3Y/fu3aZ+s3btWpOBnpubi6SkJLRr1047x/ge6jk0LtUOZFmGy+Wi/kIEMHjwYKxduxarVq3S/vXo0QPjx4/XHlOfIUJRXFyM7du3o169erV3jImK3AYRMTNmzOBOp5N//PHHfMOGDfy6667jKSkpJpUVonZSVFTEV65cyVeuXMkB8BdffJGvXLmS79q1i3OuSLinpKTw//u//+Nr1qzh559/vqWEe9euXfmSJUv4X3/9xVu2bGmScC8oKOCZmZn8iiuu4OvWreMzZszgcXFxJOFeQ7nxxht5cnIynz9/vkkut6SkRDvnhhtu4I0bN+Zz587ly5Yt43379uV9+/bVnlflcocNG8ZXrVrFZ82axTMyMizlcu+++26+ceNG/sYbb5C8cg1l6tSpfMGCBXzHjh18zZo1fOrUqZwxxmfPns05p/5ClI1RXZBz6jOEmTvvvJPPnz+f79ixgy9atIgPGTKEp6en80OHDnHOa2d/ISOrBvHaa6/xxo0bc4fDwXv16sX/+eefaDeJqALmzZvHAQT8u/LKKznnioz7Qw89xDMzM7nT6eSDBw/mmzdvNr3H0aNH+aWXXsoTEhJ4UlISnzhxIi8qKjKds3r1at6/f3/udDp5gwYN+PTp06vqKxKVjFV/AcA/+ugj7ZyTJ0/ym266iaempvK4uDh+wQUX8AMHDpjeZ+fOnXzkyJE8NjaWp6en8zvvvJN7PB7TOfPmzeNdunThDoeDN2vWzPQZRM3h6quv5k2aNOEOh4NnZGTwwYMHawYW59RfiLLxN7KozxBGxo4dy+vVq8cdDgdv0KABHzt2LN+2bZv2fG3sL4xzzqPjQyMIgiAIgiAIgqh9UE4WQRAEQRAEQRBEJUJGFkEQBEEQBEEQRCVCRhZBEARBEARBEEQlQkYWQRAEQRAEQRBEJUJGFkEQBEEQBEEQRCVCRhZBEARBEARBEEQlQkYWQRAEQRAEQRBEJUJGFkEQBEEQBEEQRCVCRhZBEARBALjqqqswevToaDeDIAiCqAXYot0AgiAIgjjVMMZCPv/II4/glVdeAee8ilpEEARB1GbIyCIIgiBqPQcOHNAef/3113j44YexefNm7VhCQgISEhKi0TSCIAiiFkLhggRBEEStJysrS/uXnJwMxpjpWEJCQkC44KBBg3DLLbfg9ttvR2pqKjIzM/Hee+/hxIkTmDhxIhITE9GiRQv89ttvps9at24dRo4ciYSEBGRmZuKKK67AkSNHqvgbEwRBENGEjCyCIAiCCMInn3yC9PR0LF26FLfccgtuvPFGXHzxxejXrx9WrFiBYcOG4YorrkBJSQkAoKCgAGeffTa6du2KZcuWYdasWTh48CAuueSSKH8TgiAIoiohI4sgCIIggtC5c2c8+OCDaNmyJe677z7ExMQgPT0d1157LVq2bImHH34YR48exZo1awAAr7/+Orp27Yqnn34abdq0QdeuXfHhhx9i3rx52LJlS5S/DUEQBFFVUE4WQRAEQQShU6dO2mNRFFGnTh107NhRO5aZmQkAOHToEABg9erVmDdvnmV+1/bt29GqVatT3GKCIAiiOkBGFkEQBEEEwW63m/5mjJmOqaqFsiwDAIqLi3HuuefimWeeCXivevXqncKWEgRBENUJMrIIgiAIopLo1q0bvvvuO2RnZ8NmoymWIAjidIVysgiCIAiikrj55puRn5+PSy+9FP/++y+2b9+O33//HRMnToQkSdFuHkEQBFFFkJFFEARBEJVE/fr1sWjRIkiShGHDhqFjx464/fbbkZKSAkGgKZcgCOJ0gXEqb08QBEEQBEEQBFFp0LYaQRAEQRAEQRBEJUJGFkEQBEEQBEEQRCVCRhZBEARBEARBEEQlQkYWQRAEQRAEQRBEJUJGFkEQBEEQBEEQRCVCRhZBEARBEARBEEQlQkYWQRAEQRAEQRBEJUJGFkEQBEEQBEEQRCVCRhZBEARBEARBEEQl8v/t17EAAAAAwCB/60nsLIskCwAAYCRZAAAAowAom8Jipby5bQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nlm_filtered_sig = data_helper.non_local_means_filter(lowess_filtered_sig, filter_params['filter_strength'], filter_params['template_window_size'], filter_params['search_window_size'])\n",
"# Plot the original and denoised signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n",
"plt.plot(nlm_filtered_sig.p_signal[:,0], label='NLM signal')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without Non-Local Means Denoising')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_filtered_signals = data_helper.filter_data(data['SB'][0], filter_params)\n",
"# Plot the original and denoised signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n",
"plt.plot(all_filtered_signals.p_signal[:,0], label='filtered signal')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without All Denoising')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: total: 41.5 s\n",
"Wall time: 55.3 s\n"
]
}
],
"source": [
"%%time\n",
"all_filtered_signals = data_helper.filter_data(data['SB'][:10], filter_params)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}