262 lines
493 KiB
Plaintext
262 lines
493 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 97,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Reading SB\n",
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"Length of SB: 228\n",
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"Reading AFIB\n",
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"Length of AFIB: 111\n",
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"Reading GSVT\n",
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"Length of GSVT: 0\n",
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"Reading SR\n",
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"Length of SR: 65\n"
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]
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}
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],
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"source": [
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"import pickle\n",
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"from matplotlib import pyplot as plt\n",
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"import wfdb\n",
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"# read pickle files and check len and print first record and first record keys\n",
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"\n",
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"#path = \"C:/Studium/dsa/data\"\n",
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"path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"\n",
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"\n",
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"categories_dict = {\n",
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"'SB': [426177001],\n",
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"'AFIB': [164889003, 164890007],\n",
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"'GSVT': [426761007, 713422000, 233896004, 233897008, 713422000],\n",
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"'SR': [426783006, 427393009]\n",
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"}\n",
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"\n",
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"\n",
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"data = {}\n",
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"for cat_name in categories_dict.keys():\n",
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" print(f\"Reading {cat_name}\")\n",
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" with open(f'{path}/{cat_name}.pkl', 'rb') as f:\n",
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" records = pickle.load(f)\n",
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" data[cat_name] = records\n",
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" print(f\"Length of {cat_name}: {len(records)}\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 98,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"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",
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"Number of records with p_signal: 65\n",
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"Number of records with e_p_signal: 0\n",
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"Number of records with d_signal: 0\n",
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"Number of records with e_d_signal: 0\n",
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"{'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",
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" [-0.024, -0.02 , 0.005, ..., 0.034, 0.034, -0.015],\n",
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" [-0.02 , -0.02 , 0. , ..., 0.034, 0.034, -0.01 ],\n",
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" ...,\n",
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" [ 0.015, 0.01 , -0.005, ..., -0.015, -0.02 , 0.005],\n",
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" [ 0.01 , 0.01 , 0. , ..., -0.02 , -0.024, 0. ],\n",
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" [ 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",
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"(5000, 12)\n"
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]
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}
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],
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"source": [
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"# print keys of first record\n",
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"print(f\"Keys of first record of SB: {data['SB'][0].__dict__.keys()}\")\n",
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"\n",
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"counter_p = 0\n",
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"counter_e_p = 0\n",
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"counter_d = 0\n",
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"counter_e_d = 0\n",
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"for record in data['SR']:\n",
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" if record.p_signal is not None:\n",
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" counter_p += 1\n",
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" if record.e_p_signal is not None:\n",
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" counter_e_p += 1\n",
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" if record.d_signal is not None:\n",
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" counter_d += 1\n",
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"\n",
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"print(f\"Number of records with p_signal: {counter_p}\")\n",
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"print(f\"Number of records with e_p_signal: {counter_e_p}\")\n",
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"print(f\"Number of records with d_signal: {counter_d}\")\n",
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"print(f\"Number of records with e_d_signal: {counter_e_d}\")\n",
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"\n",
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"\n",
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"print(data['SB'][0].__dict__)\n",
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"print(data['SB'][0].__dict__['p_signal'].shape)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 99,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Get one of the 12 signals ploted\n",
|
|
"\n",
|
|
"# channel6 = data['SB'][44].__dict__['p_signal'][:,4].reshape(5000,1)\n",
|
|
"# fig,ax = plt.subplots()\n",
|
|
"# ax.plot_wfdb(channel6)\n",
|
|
"# ax.set_title('ECG P-Signal of Channel 5')\n",
|
|
"# fig.set_size_inches(15,4)\n",
|
|
"# plt.show()\n",
|
|
"\n",
|
|
"#Plot a complete Record\n",
|
|
"import wfdb.processing\n",
|
|
"\n",
|
|
"\n",
|
|
"wfdb.plot_wfdb(data['SB'][24],title=\"Example for all Channels\")\n",
|
|
"#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)\n",
|
|
"\n",
|
|
"#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] \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('Signal with Peaks')\n",
|
|
"plt.legend()\n",
|
|
"plt.grid(True)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 100,
|
|
"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": [
|
|
"# Daten Normalisieren durch qrs peaks auf index position 0 setzen (\"X-Achsen Normalisierung\")\n",
|
|
"\n",
|
|
"indicies = wfdb.processing.xqrs_detect(wholeRecord.p_signal[:,6],wholeRecord.fs,0,5000)\n",
|
|
"print(indicies)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 101,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[0.059 0.068 0.083 ... 0.068 0.063 0.049]\n",
|
|
"[0.27931363 0.28789323 0.30219256 ... 0.28789323 0.28312679 0.26978074]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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hhBBCCCGEEEIIIX5IiHUDoo3L5cLBgweRmZkJm80W6+YQQgghhBBCCCGEkBgiCAIqKyvRoUMH2O2+9WZxF0Q7ePAgOnfuHOtmEEIIIYQQQgghhJBmxL59+9CpUyefr8ddEC0zMxOA+xeTlZUV49YQQgghhBBCCCGEkFhSUVGBzp07SzEjX8RdEE1M4czKymIQjRBCCCGEEEIIIYQAgF/bLxYWIIQQQgghhBBCCCHEDwyiEUIIIYQQQgghhBDiBwbRCCGEEEIIIYQQQgjxA4NohBBCCCGEEEIIIYT4gUE0QgghhBBCCCGEEEL8wCAaIYQQQgghhBBCCCF+YBCNEEIIIYQQQgghhBA/xDSI9ssvv2Dy5Mno0KEDbDYbvv76a7+fWbJkCY499lgkJyejZ8+eePfddw1vJyGEEEIIIYQQQgiJb2IaRKuursbgwYPxyiuvBPT+3bt348wzz8T48eOxbt063HHHHbj22muxcOFCg1tKCCGEEEIIIYQQQuKZhFiefNKkSZg0aVLA7589eza6deuG5557DgDQr18//Prrr3jhhRcwceJEo5pJCCGEEEIICYKj9U5sK6zE4E7ZsNlssW4OIYQQEhFM5Ym2fPlyTJgwQXFs4sSJWL58uc/P1NXVoaKiQvGPEEIIIYQQYhxXvb0S577yGz5dtS/WTSGEEEIihqmCaAUFBcjNzVUcy83NRUVFBY4ePar7mVmzZiE7O1v617lz52g0lRBCCCGEkLhlZX4pAGDOir0xbgkhhFiDzQcrMGbWInyxen+smxLXmCqIFgrTpk1DeXm59G/fPu6GEUIIIYQQQgghxDzc+ck6HCyvxT8/Wx/rpsQ1MfVEC5Z27dqhsLBQcaywsBBZWVlITU3V/UxycjKSk5Oj0TxCCCGEEEKIDCHWDSCEEItQUdsQ6yYQmEyJNnr0aCxatEhx7IcffsDo0aNj1CJCCCGEEEIIIYQQY2lwumLdBIIYB9Gqqqqwbt06rFu3DgCwe/durFu3Dnv3ur0Tpk2bhiuvvFJ6/4033ohdu3bh3nvvxdatW/Hqq6/i008/xZ133hmL5hNCCCGEEEIIIYQYTn0jg2jNgZgG0VatWoWhQ4di6NChAIC77roLQ4cOxfTp0wEAhw4dkgJqANCtWzfMmzcPP/zwAwYPHoznnnsOb775JiZOnBiT9hNCCCGEEEJ8IzCfkxBCiIWIqSfaSSedBKGJO+u7776r+5m1a9ca2CpCCCGEEBILdhZV4fvNBZgyphtSkxyxbg4hhBDSbEhwmMqNy7KYqrAAIYQQEklKqurgsNuQk5YU66YQQgBMeP5nAEBJVT0eOqt/jFtDIoHA0gKENAsKK2qRnpyAjGSGAMxKgt0W6yYQmKywACGEEBIpahucGPb4jxjy6A9wurjII6Q58Ud+aaybQCJEo5PjKyGxprCiFqNmLsKYWYv8v5k0WxKpRGsWsBcIIYTEJUdqvGXCK46yZDghzQkGtq1DI/uSkJizYrd7Y6KitjHGLSHhkOCgEq05wCAaIYSQuMQuuwOW1dTHriGEEA1UL1kHBkQJiT0NrOpoCRxM52wWMIhGCCEkLnHJ5pNlNVSiEdKcaHRxwWcV2JeExJ4Gp/c6bKqwH2neJNoZvmkOsBcIIYTEJU7ZJLK2wRnDlhBC1FC8ZB2oKiQk9siDaHVUpZkWeTong6Gxg0E0QgghcYnLxSAaIc0V+YKPmJsGBtEIiTk2mzf4wiCaeUmQFRbg2Bo7GEQjhBASlzgVQTROKAlpTtBHyzo4mc5JSMyxy4Jo9QyimZYEuzwYyg3gWMEgGiGEkLhEXjHuKJVohDQrGESzDkznJCT2yC0sGHwxL/LCAgyGxg4G0QghhMQlLnqiEdJsaWQQzdTIvXoaqEQjJObILSwYfDExslsjN5tiB4NohBBC4hInPdEIabY00hPN1Li40COkWSG/DumJZl7kikInCwvEDAbRCCGExCUMohHSfGHgxdzI+4/m14TEHrn6nko08yIfW5kqHzsYRCOEEBKXKNM5OaE0M/vLavDxyr1cGFgIpnOaGxcVEoQ0K6hEswbyVHluNsWOhFg3gBBCCIkFVKJZhzP+tRQVtY04VF6Lu07tHevmkAjAxYG5YRCNkOZFIz3RLIE8hZObTbGDSjRCCCFxiUKJxkpVpqaithEAsHhrUYxbQiIFFwfmRh0EpccdIbHFpVCicc5jVuRDKTebYgeDaIQQQuIS+UTkaD0XeFaACwNCmgfqtR2DooTEFrmCiemc5kUeDGUQLXYwiEYIISQukU8+6qmSsAT0tiOkeeBSLe6Y3UlIbHExndMSuOiJ1ixgEI0QQgJEEASUH22IdTNIhJBPRNQLPmJOqEQjpHngVEXN6JFGSGxppILJEig90RgMjRUMohFCSIDc8ck6DH7ke2w6WB7rppAIIJ9EcoFnDahEI6R5oN6Y4BhLSGyRB1/UQW5iHpjO2TxgEI0QQgLkm3UHAQCv/7Irxi0hkcBJSbzloBKNkOaBekjlEEtIbGHwxRqwOmfzgEE0QggJEk4+rIGLSjTLQSUaIc0DtdJF4BhLSEyRW78y+GJeXKzO2SxgEI0QQoKEARdr4OSuLCHNGgZezIs2nTNGDSGEAFAZ0rOYkmlhYYHmAYNohBASJI1O3rSsgKKwALuUkGYH1RLmRb3ZxM0nQmKLYuOQl6NpkfcjCwvEDgbRCCEkSLgYsAaNTOckpFmhVp7xujQvaoUE+5KQ2KJUMDH4Ylbk/chhNXYwiEYIIUFS18jJhxVgOichzQv1ZcgFgnlRB83Yl4TEFhcN6S2BvOvYjbGDQTRCCAmSo/WsAGgF6CtBSPOC6iXroK3Oyb4kJJbIxWdqz0JiHpzMomgWMIhGCCEBIE8zqmYQzRLIfXU5DyEk9mh9tGLUEBI22oBojBpCCAFAJZpVkAdAWXwndjCIRgghAaCQT3PyYQlcCpNd9ikhsUa9sOMuu3nRBNF43yQkpsgvQarvzYuTRbGaBQyiEUJIACgrOfKuZQWcTOe0JNyZNS/q61Cg/aRpoScaIc0LgUo0S8D1SPOAQTRCCAkA3rSsB30lrIPDbpMec3FgXtRqJV6X5oWeaIQ0LxTzWN4nTYuLViTNAgbRCCEkAOQ3Kt60rAELC1gT9qV5UadVM/BiXlgkgpDmhfySbHDyejQrTm7qNwsYRCOEkACgasl6KPs0hg0hEYWXp3mhGb11YJEIQpoX8mtSAC9Is6LoR3ZjzGAQjRBCAsBFI0/LoQiisVNNjcCdWUug8URjX5oW9ZjKviQktjCjwvwIgqDoO853YgeDaIQQEgAu3rQshyKdk31qGdiX5oVKNOugTc2NUUMIIQDo7WsFeI9sPjCIRgghASBQPm05nDJzVirRzI2891jR0byox1amHJkXl+o65KLdvJTXNOCP/FKqCU0Og2jmh76hzQcG0QgxEE44rAOVaNaDSjRrwr40L/TRsg7avmRnmpXzXv0NF85ejkVbimLdFBIGio1DXo6mRLPRxHE1ZjCIRohBTPtyI8Y/uwRVdY2xbgqJAHIJNav/WQN5P3IeYm7oEWINNIEXjrWmRR3M5mVpXnYVVwMAftrGIJqZYUaF+dH6hsaoIYRBNEKM4uOVe5FfUoPvNxXEuikkAsgnHwyiWQNWXLUG6kAL+9K8qIdWdqV54XVpPbJTE2PdBBIGyqqOvB7NCL0mmw8MohFiAI0yzXSCg5eZFZDfqBqcNF2yAlSiWQPNpJKXp2lRL+wYeDEv6sUdF3vmp5FzH1NDWxLzw82J5gNX94QYQEWtN4UziUE0S+CiEs1yyIMvnIiYF3ovWQdt4IV9aVa0VeTYl2ZEHthucLIPzYyysEAMG0JCRqvWZkfGCq7uCTGA+kbvbh1VS9ZAmfoXw4aQiOGiEs0SsAqgddAGXmLUEBI29LezBvJua6TM19TQO9T88B7ZfGAQjRADkCtcjjY4Y9gSEik4+bAe9ESzBkzntA7q65C77OaFiz1rIA+cNVKJZmqUnmgxbAgJGSrvmw8MohFiAPId16P1DKJZAU4+rIeTqQ2WgGlj1kHddbwuzQsXe9ZAPr4yndPcuGhhYXq4OdF8YBCNEAOQD3JUolkDTj6shzKdk31qVtRpYmplGjEPDLxYB/alNWhUBNEo8zUz8lslL0dzQrV284FBNEIMQJHOSSWaJWAQzXqwsIA1UAfNOKk0Lwy8WAd1vIVdaU6cMvUZPdHMjcA5j+lRX4LsxtjRLIJor7zyCvLy8pCSkoJRo0Zh5cqVTb7/xRdfRJ8+fZCamorOnTvjzjvvRG1tbZRaS4h/XFSiWQ5lafDYtYNEDvkij31qXrQl32PUEBI22spjsWkHCR8GRK1Bg2zVLi+aRcyHk8WUTI/GA5YdGTNiHkT75JNPcNddd2HGjBlYs2YNBg8ejIkTJ6KoqEj3/XPmzMH999+PGTNmYMuWLXjrrbfwySef4P/+7/+i3HJCfCNfCFCJZg0oobYeLhYWsATqSaXaM4SYB/W4yuvSvDC4bQ3k42ltA4NoZka5GcwL0ozQE635EPMg2vPPP4/rrrsOU6ZMQf/+/TF79mykpaXh7bff1n3/smXLcPzxx+Oyyy5DXl4eTjvtNFx66aV+1WuERBN6olkPtYSaNy7zowi+sD9NCwsLWAf1uMpx1rxQMWEN5BU5azmfNTVM5zQ/3GhqPsQ0iFZfX4/Vq1djwoQJ0jG73Y4JEyZg+fLlup8ZM2YMVq9eLQXNdu3ahfnz5+OMM87QfX9dXR0qKioU/wgxGvmgRlWENWBqivWgEs0aqLuOXWle1PdLKn7NizY1l31pRuTXJIu2mBvakpgfesA2HxJiefLi4mI4nU7k5uYqjufm5mLr1q26n7nssstQXFyME044AYIgoLGxETfeeKPPdM5Zs2bhkUceiXjbCWkKxaSDdypLwCCa9VAWFohhQ0hYqMdYjrnmRbvLHqOGkLDRpHMyE9CUyKtzqvuUmAv5vJVTWHPCdM7mQ8zTOYNlyZIlmDlzJl599VWsWbMGX375JebNm4fHHntM9/3Tpk1DeXm59G/fvn1RbjGJR5xUolkOGl5bDyeVaJaAaWPWgeol68A0a2tAJZp1kF+SHFvNibrbOK7Gjpgq0Vq3bg2Hw4HCwkLF8cLCQrRr1073Mw899BCuuOIKXHvttQCAgQMHorq6Gtdffz0eeOAB2O3KuGBycjKSk5ON+QEI8YF8t44lwa2BtrBAjBpCIgZ3Za2B1sCcnWlWtIrfGDWEhA370hoo7Uli2BASNvREMz9ay4MYNYTEVomWlJSEYcOGYdGiRdIxl8uFRYsWYfTo0bqfqamp0QTKHA4HAEbVSfOB6ZzWgwt160ElmjXQKtFi1BASNkybtw6saG0N5P3IdE5zo+hLdqUpoSda8yGmSjQAuOuuu3DVVVdh+PDhGDlyJF588UVUV1djypQpAIArr7wSHTt2xKxZswAAkydPxvPPP4+hQ4di1KhR2LlzJx566CFMnjxZCqYREmvkNycG0ayBtmoc+9XsyHfV2Z/mRZM2xjHXtDBVxTqoVUu8LM2J/BJkOqe5URYWYF+aEe2GfowaQmIfRLv44otx+PBhTJ8+HQUFBRgyZAgWLFggFRvYu3evQnn24IMPwmaz4cEHH8SBAwfQpk0bTJ48GU888USsfgRCNMhvTo0c4SwBU1Osh1OWas3uNC/qjHku9MwL0+atA1WF1oBKNOtACwvzww395kPMg2gAMHXqVEydOlX3tSVLliieJyQkYMaMGZgxY0YUWkZIaDCd03owNcV6OBUmu+4+tdlssWsQCQltekOMGkLChmb01oEWCNaAhQWsg7z7eD2aE1bnbD6YrjonIWbASSWa5dCmGcWmHSRyqBd5nFOaEwZerIN2lz027SDhw+C2NaA9iXWQ9x+vR3PCDf3mA4NohBiAfHFO+bs14ELderBPrYG637jQMy/qBQGvSfNCJZo1EJjOaRmUhQXYl2aE89bmA4NohBiAfJCjEs0a0N/FerCqozWgotA6qK9B7rKbF6oKrYFCicbr0dTIu49daU7oG9p8YBCNEAOQD3JURVgD9Y2KNy7zQ6WENVAv7DjmmhfNZoXLxxtJs0e7ScHr0owoPX5j2BASNlSimR8WOWs+MIhGiAHIBzUq0awBlWjWg5491kAdaOG1aV44zloHevdYA4GBF8vAIJr5UQey2Y+xg0E0QgxAuXPHrTsrwIo41kOTBgh2qhlhWq510Ch+Y9MMEgFYjMcasLCAdZB3H7vSnKivQW5OxA4G0QgxAOVuTwwbQiKGxt+FHWt6GHyxBkzLtQ5UL1kHXpfWQDGf5U3S1MjHU/akOdEW34lRQwiDaIQYgbKMNEc4K6DuR3ar+aEs3hqwWpV1oOLXOrCwgDVQePxybDU18muQaxNzQq/J5gODaIQYgDKIFsOGkIihXRCwY82OJp2TmdemhIUFrIM2BZB9aVaoKrQGLJRlHeiJZn640dR8YBCNEAPgjcp6cPfHerBPrYEmGMpuNC2sPGYdNGlH7ExTIrf15T3S3MivQdo1mxPtNchrMlYwiEaIAdC803po0jlj1A4SOejZYw0YDLUO6vsl1Uvmhemc1kA+nvJyNDfKtQk704xoqpEzGBozGEQjxAAU6ZwMt1gCpqZYDxYWsAbqfmPKkXnRKtHYl2aFfWkNGHixDgyImh9uGjYfGEQjxACU1Yxi2BASMTS7P7xvmR5NqXAGvE0J0zmtgzYFMEYNIWGjVRXGph0kPFht3jrQasb8aDMoYtQQwiAaIUbA6pzWg7s/1kMTRGOXmhJW57QOLOBiJXhdWgGq8K2Dojpn7JpBwoCWB80HBtEIMQD5oo67BNaACgnrweCLNdBU52Q/mhbtgj1GDSFhQ/W2NaCi0DoIVKKZHm7oNx8YRCPEABS+A9zvsQRUSFgPVgK0BkxvsA4MbFsHeqJZA80GIvvRtCiUaOxGU8L5TvOBQTRCDMCpKAkeu3aQyEGFhPXQBEZ5sZoSzc4s+9G0qMdVdqV5YdqRNeBmk3WgJ5r54UZT84FBNEIMQFkBhwOcFaASzXowMGoNtDuz7EizQvWSddAqmGLUEBIWTk1aLjvSjAiCoJjjsB/NiWbeGqN2EAbRCDEEFz3RLAcX6taDfWoN1Duz6ufEPFC9ZB0YELUG3GyyBhqVL319TQkLfTQfGEQjxACcVKJZDqY0WA/1pckuNSdOdpxl4C67ddCqt2PTDhIe9ESzBuw3a6BRhjIYGjMYRCPEAKhEsx5USFgPKiWsARd51kFbBZl9aVaomLAGmrlPbJpBwoSWJNaA89bmA4NohBiAXInGAc4a0N/FejAwag20RrsxaggJG6qXrIM4nDrsNgBMszYrNDK3Bgy+WANxY8lm8zxnN8YMBtEIMQCF3JYDnCXgRNJ6CGDwxQqoq3Py0jQvHGetgzi+ikE0jq/mRL25JDB9zJTQksQaiP2W4BlXufkbOxhEI8QAWEbaelAKbz3Yp9aABSKsg2bBzq40LaJXDxd75ob3SWtA5b01EDcn7DZxc4L9GCsYRCPEAOiJZj1Yocp6aP2XYtQQEhZqo10uDswLF+zWQey7BDsXe2aGaYDWgEo0a6BRosWwLfEOg2iEGAA90awHzcuthzgZ8XpLsE/NiDqdk4sD88KFnnWQFnsOu+I5MRcsLGAN1Gm4nO+YE3EtwjT52MMgGiEGIFeicXyzBlq1S2zaQSKHWilBzAnTOa2DdsHOvjQr2sUe+9KMcHy1BsymsAYu1bhK5X3sYBCNEAOQKyM4wFkDpjRYC0EQNNXj2KfmhIUFrAM90ayDepOCfWlOGHyxBpzDWgPvvFVU+LIfYwWDaIQYgFy1RKmtNeDizlrI+y/BznQjM6NWSnDjwrxoFnq8KE2Li5sUloA+hdZAW1ggNu0g4aH2RKOXb+xgEI0QA1AWFuCdygpwImkt5P1npyeaqaGPlnXQjrOxaQcJHxYWsAYcX60BfX2tAdPkmw8MohFiAMp0zhg2hEQMmpdbC3n/icbXVDCZEwa4rYOT/kuWQew6Ow2wTY1Whc+ONCO8T1oDrSdaLFsT3zCIRogBaD0kOMqZHfpJWAulEo2LPDOjGW9j1A4SPpoFe4zaQcJHLAqRQANsU8OiStaAG8HWQJ0mz+I7sYNBNEIMQFvNKEYNIRFDPXHkgsDcKD3RuKNnZtT9xgC3edH69rAvzYro1SMZYNO7x5RwA9Ea0DvUGmgLYsWwMXEOg2iEGICTCwHLwcCotZDv3tFbwtyw6Id14ILdOtATzRpovbRi1BASFtrNpti0g4QHx9XmA4NohBgAAy7Wg34S1kLpicbJiJnRXJsccE0LCwtYByomrAHnPtaANjPWQFtYIJatiW8YRCPEAGiObD1YocpayPuTBq3mhtemdWAFOeugVkxw0W5O1F5a7EZzwvukNdB4ovGCjBkMohFiAJx0WA/u4lkLQebPQ1m8udH4aNFo17RorkF2pWlRV5Hj+GpOOPexBnpBM/al+RDnNxxXYw+DaIQYgLbCGAc5s0OvHmuhVKJ5jK/ZpaZEHG89c0puWpgYdSVAjrPmRRxPvenyMWwMCRl6aVkD8T7pKUbuORajxpCQkZRoYlV5FmyJGQyiEWIA2nTOGDWERAyt71Js2kEigzKIpj1GzIM3bcyueE7Mh6BKAeS907x4g9tUTJgZrccv+9GMSEFtu012jH1pNrSeaOzDWMEgGiEGoK7OyUHO/HAiaS3k3Sku8igYNSdiX9oZDDU9Yt/ZuUAwPepFO7vSnLCwgDVwqYLa7mOxag0JFXED3yELhpLYwCAaIQagDrgIVC2ZHq0vSIwaQiKCPAXQRqWEqZGqANq4WDc7DLxYB693DxWiZoZzH2ugLvQB0GrGjNATrfnAIBohBqCZdPBGZXq4G2stJPWSzSZ5aXFX1pyw5Lt1UJvR0/javIiKCRZuMTcMolkDPQUT+9J8qDeaON+JHQyiEWIALCVtPbSBUWJm5KkN9OwxN9IOu8fcjoEX8yJ2XaKDxT7MjhQQZWEBU8OiStZAfZ+UHyPmwbvRRIVvrGEQjRADoGrJetATzVqI/Wezyas6sk/NiFxV6H7OfjQraiUa+9K8CCrFBMdXc8L5rDVQj63uY7FqDQkVyb7CrnxOog+DaIQYgHqyyEHO/GgnkrFpB4kMgizw4vVEi2GDSMiovV7Yj+ZFWujxmjQ92oBoLFtDQkW7gRijhpCw0KvOycC2+fBWsKYSLdY0iyDaK6+8gry8PKSkpGDUqFFYuXJlk+8/cuQIbrnlFrRv3x7Jycno3bs35s+fH6XWEuIf9SSDNyrzo/UFYZ+aGW8QDRCnlJyMmBPvzizN6M2OU+Pbw840K9rgNvvSjGj7jf1oRtTeoQADombEW42c42qsSYh1Az755BPcddddmD17NkaNGoUXX3wREydOxLZt29C2bVvN++vr63Hqqaeibdu2+Pzzz9GxY0fs2bMHOTk50W88IT6gJ5r1UN+n1LuzxFzoeaJxLmJOvF4vTBszO4KqL12sbG1avMFt+tuZGarwrQGVaNZAvTnBLowdMQ+iPf/887juuuswZcoUAMDs2bMxb948vP3227j//vs173/77bdRWlqKZcuWITExEQCQl5cXzSYT4hd6SFgPJ1MaLIV0TdoAzxqP16lJ0aYAsh/NCj3RrIO3L93PuWA3J5pNYU5+TIm0cUglmqmRW5HIn5PoE9N0zvr6eqxevRoTJkyQjtntdkyYMAHLly/X/cx///tfjB49Grfccgtyc3MxYMAAzJw5E06nU/f9dXV1qKioUPwjxGg0nmgxageJHKxQZS3kZvScjJgbaVJJ7yXTI/YdPdHMj9h19O4xNxoVPrvRlKg3mwAGts2IAKbJNxdiGkQrLi6G0+lEbm6u4nhubi4KCgp0P7Nr1y58/vnncDqdmD9/Ph566CE899xzePzxx3XfP2vWLGRnZ0v/OnfuHPGfgxA13LmzHlqfu9i0g0QGcfJot0FWWICdakbUaSrsRfOiVqJxkWdeNKpCpuaaErUKn9ekOZF7h4pxNC5NzIc4jjocnLfGmmZRWCAYXC4X2rZti9dffx3Dhg3DxRdfjAceeACzZ8/Wff+0adNQXl4u/du3b1+UW0ziEfVkkWOc+VFPHHnjMjdKJZryGDEXasNkXpvmRey6RE8OIHvSvIjzIComzA09fq2B2I82m00qpsSAqPlgNfLmQ1CeaL5SIdPT0+FwOII+eevWreFwOFBYWKg4XlhYiHbt2ul+pn379khMTFScr1+/figoKEB9fT2SkpIU709OTkZycnLQbSMkHJj6Zz04kbQWehNKXqfmRGu0y340K/REsw7q4Da70pyo+01gaNuUeDcO3ZuHLoE9aUbkG8AA5zuxJCglWk5ODlq0aKH5l5qaij59+uCNN94I6uRJSUkYNmwYFi1aJB1zuVxYtGgRRo8erfuZ448/Hjt37oRLJvXZvn072rdvrwmgERIrtJMOYnacqpQxLu7Mjbc6JycjZkdT8p1pY6ZFTB3jLrv5UadZ855pTriBaA1EWxm5DyyvSTOi3miKZVvim6CUaIsXL9Y9fuTIEaxevRr33HMPEhISpEqbgXDXXXfhqquuwvDhwzFy5Ei8+OKLqK6ulr7jyiuvRMeOHTFr1iwAwE033YSXX34Zt99+O2699Vbs2LEDM2fOxG233RbMj0KIoVCJZj3EAEuCw4ZGl8CAi8mRVziysbCAqdGmN7AjzYq2SAT70qx4VYUsLGBmtJXJ2Y9mRF6dk55o5kXjAcvrMWYEFUQ78cQTfb52zjnnIC8vDy+99FJQQbSLL74Yhw8fxvTp01FQUIAhQ4ZgwYIFUrGBvXv3wm73CuY6d+6MhQsX4s4778SgQYPQsWNH3H777bjvvvuC+VEIMRT1JIODnPnxLtTtAFycfJgcpRJNPBbDBpGQkRsmA1T+mhmm5loHabHnoGLCzGiLKrEjzYg8nVMKovGiNB1ay4NYtia+CSqI5o8TTzwRd9xxR9Cfmzp1KqZOnar72pIlSzTHRo8ejd9//z3o8xASLTTpnBzkTI9UEYcKCUsgdp+NqQ2mhxUdrYO2L2PZGhIOWk80dqYZ0RRVYrq8KfFuHHrnPMR8uFSbhpy3xo6IVucsLy9HdnZ2JL+SEFNCDwnr4WRFHEvhTW1w/wO4yDMr8tRcgNemmaGPlnWQAqK8Lk2NJrMiRu0g4SEo1PccX80KC7Y0HyIWRGtoaMAzzzyDUaNGReorCTEtTk0QjaOc2ZF7osmfE3MiLuhs8HqicZFnTuiJZh28CwTRRyuWrSHhIHaduNhTe2sRc6DuNo6v5kSa89joiWZmBG40NRuCSuc8//zzdY+Xl5dj06ZNsNlsWLp0aUQaRoiZUcvdOciZH69CgibJVkC+KysmNrBPzYnXE82ueE7MB02TrYPot+T1RGNfmhF6/FoDF+c8loAFW5oPQQXRfKVqdu7cGRdccAEuv/xypnMSAu0kg2Oc+aFXj7XwmuzamAZocqhEsw7SOEszetOjKfgRpb6sqmvE12sPYGyv1ujaKj06J7UwtCexBoo5D+expsW7FhGfx7AxcU5QQbR33nnHqHYQYim01Yxi0w4SOaRddXqiWQJxImKTVefkDrs5YYDbOjhV4yyvSfMiXpeJUVZMvPHLLvxr0Q4c0yEL824bG5VzWhlmVlgDr/reu3HI8dV8yIOhAPswlkS0sAAhxI12546DnNmR0ozoiWYJ9CpVsUvNCatVWQe1eombFeYlVtflLzsOAwA2HayQNr9I6GjTOWPUEBIW8o1Dbzpn7NpDQkRjeRDDtsQ5QSnRxo8fLxkw+8Jms2HRokVhNYoQs0MjVutBHwJrIa/oaGOlKlMjFf1gEM30aCs6si/NipRm7YjeYq+6rhFr9x6Rnu8vO4ourdKMP7GF4aawNXB6FIWc85gbr+UB1yKxJqgg2pAhQ3y+VllZiTlz5qCuri7cNhFiejSeaDFqB4kcasNr7uCZG710TvapOZHSG7gza3piEXghxqBVFRrfmRsPlCueHyxnEC1caE9iDeSFBbwWFjFsEAkJrQdsLFsT3wQVRHvhhRc0xxobG/HKK6/giSeeQMeOHfHYY49FrHGEmBVWM7IeYloIU8asgX5hAfapGRGg9tGKZWtIOMQi8EKMQasqNP6c+8uOKp7/eaAcx3VvZfyJLQyVaNZAXIc47JzzmBkpTV6WGSgIgt9MQRJ5wvJE++ijj9CnTx889dRTePjhh7FlyxZccsklkWobIaZFm84Zm3aQyKHe/eHcw9xIu7J2txoNYLDbrIjG13YGXkyPd5x1T0/ZleZFXfAjGtdlTX2j4vm/Fu0w/JxWh/NZayD2m81mk815YtceEhpil4njKsBrMlaEFERbsGABhgwZgptvvhlXX301duzYgZtvvhkJCUEJ2wixLHLZNACa21oAdZoRF+omR5xQQu4PEsP2kJDRpjewI80Ki0RYB7HnouuJ5gQApCc5AACVtY0oqqg1/sQWRmNPwmvSlCjTOT3XJM1mTIegWosAvE/GiqCCaCtXrsT48eNx3nnnYfz48fjrr7/w0EMPIT093aj2EWJKxPFM2k2PYVtIZGCakbWgP4h1UF+b7Ebz4nRR8WsFBEGQXZfRM8AWlWjnH9tJOrZhf7mvt5MAcKqsLHhNmhO5hYWoROPGofmQV5ZXHyPRJSjp2HHHHYfU1FTceOON6NatG+bMmaP7vttuuy0ijSPErCjSGJxUolkBbXXOWLaGhIs8tYH+IOaGRrvWQYhBCiCJPPJui6ZCVFSiZaQk4KQ+bbBk22GU1tQbfl4rIy+q5HQJvCZNiiALvnDOY15E+wp5Oie7MTYEFUTr0qULbDYbvv76a5/vsdlsDKKRuEfjnxXLxpCI4NR4orFXzYy+Eo19aka8/na8Ns2Ougoye9KcyBfnjigGtytrGwC40zlbpicBAEqrGUQLB0E296kDNynMiriZb7PRB9bM6HmisRtjQ1BBtPz8fIOaQYi1kHxd6J9lGcTdH2lX3RXDxpCwke/K0hPN3AiqwAvHW/OiVfyyL82IfCyN1sbTmr1l+Gz1fgBAWlKCdN4nv9uKG0/sYei5rYx6k4LXpDnRq0jOrjQfgmpDH+A1GSuC8kS78sor8cUXX6C6utqo9hBiCdSDHBfn5kdt5smblrnRm1CyT82JFHixMcBtdryFBZTPibmIhRLtqe+2So/Tkx34aWuRsSeMEzQ+hbFsDAkZufqenmjmRV31WH6MRJeggmg9e/bEzJkz0bp1a0yaNAn/+c9/cODAAaPaRohpYYUx6+HtU3qiWQHxmrRxQml6vOkNLORidgSVEo3pRuZE6YkWHVVhUoJ3SZOalICrx+RJz+lLGzqS0tfBa9LMCNw4tATq9aX8GIkuQQXRpk+fjtWrV2PHjh2YPHkyvv76a/To0QPDhg3Do48+inXr1hnUTELMhdcTjZMOq0BPNGvhLSwg80Rj+MWUuFQqUV6b5kVbJIJ9aUbk/WYXVYUGr/R2HfZmybTLSsE1J3SXnlfWNRp6biujuSa5YjclTmnj0AYx/MLx1Xyoi+/Ij5HoElQQTaRTp064+eabsXDhQhw+fBj33Xcftm3bhpNPPhldu3bF1KlTsWnTpki3lRBToCztzvQiq6BN0eVNy8zIJyL0BzE34vjK3XXzIxUWcPCaNDPybvNuJhp3vg37j+DAkaMAgEtGdMaIvBZITXIg2aNOqzjaYNzJLY42syKGjSEh400D9N4ruW9oPqT1pY1KtFgTUhBNTmZmJi666CJ89NFHOHz4MN5++204HA4sX748Eu0jxHTEqrQ7MRbN4i6GbSHh4/UHkRUW4EzElNCD0jq4XOxLK6DviWZcZy7dUSw9vvmkntKYnp2aCAAoZxAtZNQeTJzPmhN5OictLMyLnicalWixIajqnHLKy8tRUFAAAGjXrh2ys7PhcDhwyimn4JRTTolYAwkxG7Eq7U6MRTuRjGVrSLiI6iWbzSalc7JPzYlaKcEJpXlRVwJkX5oTQaa+j0ZAtGV6kvS4Y4tU6XF2aiKKKuuoRAsDMbAtX7QT8yH2o01RkZzjq9nwWpG4g6GCwLlrrAhaifbmm2+if//+aNmyJfr37694/NZbbxnRRkJMhXww46LOOngrVEXHJJkYi7xSFdMAzY3WEy2WrSHhICl+qXoxNdFWolV7PM/OGtReEewRlWhHGEQLGfGaTOTcx9R4K5LLfWCJ2RC9e+VzV64xY0NQSrRnnnkGDz/8MG677TZMnDgRubm5AIDCwkJ8//33uP3221FWVoa7777bkMYSYgbkEwxxUcddAvMjqBZ3vGmZG2WlKvEY+9SMuGR96X7OfjQrXsUvqyCbGb0gmpGXpag0kyvSAKCF53lpdb1xJ7c4VOFbA7mFBe+V5kXuAWu3AU7wmowVQQXRXn75Zbzzzju46KKLFMf79euHk046CYMHD8Y999zDIBqJa+T3JAd37iyDNJEUA6MsFmFq5Eo02Lg4MDPqalXsR/PCzQprIK9+HA0lWkWtW4mWlZKoON7KE0QrYxAtZNR+sJzPmhNBob5XHiPmQZAFQ91puQKvyRgRVDpnUVERBg4c6PP1gQMHori42OfrhMQDCiUaU1Isg6bMO/vU1Mh9JbypDexTMyL2Go2vzY9a9cKuNCfKhZ77mJHX5cJNbo/mrFSlNkBSotUwiBYqvCatgXzOI20ccjPYdMg3KOxRGFuJb4IKoo0YMQJPPvkkGhsbNa85nU489dRTGDFiRMQaR4gZiXYaA4kO4mSDaUbWQLxObZCnAcawQSRk1AFujrfmhZsV1kDpv2Ts+CoIAg6V1wIAUpOUQbRWTOcMG801yRulKVGmc7qPsSfNh7jZa7MBNnDOE0uCTuecOHEi2rVrh3Hjxik80X755RckJSXh+++/N6ShhJgF+fyCCwHroF2os0/NjKA3oWSfmhJ19Tj2ozkRBEFTaTWa6/UGpwv7y46iW+v06J3Uong3Kbz+S4C7j22y55Hglx3eDJixPVsrXmuR5g6iFVfVRfSc8YRmfI1lY0jI6Ae22ZtmQ1KiwUYlWowJSok2aNAgbN++HY899hgyMzOxa9cu7Nq1C5mZmXj88cexdetWDBgwwKi2EmIKBB0lGjfuzI+6AiBvWuZG7D27Hd5y70xtMCVCDAMvJHLIh9RYjLP3fb4B459dgu89qYEkdMRek6ccAcZcm5+v3i89FoNmIt3buAOi2wurIn/iOMHrU0iPXzMjKdHs3Dg0M/Kgtrc6ZyxbFL8EpUQDgMzMTNx000246aab/L73ySefxI033oicnJxQ2kaIKaESzZpI5rpcqFsCcSJiY6Uq08MUQGugtEJwL9ij1ZWr8kvx5doDAIDZP/+F045pF50TWxRxfPWaX3uOCwIciKwSraHRu/uRnuxQvNYuOwUAcISeaCHD6pzWwDvn8aYBsi/Nh/d6RFT8JolvglKiBcvMmTNRWlpq5CkIaXY4XfKFANOLrIDcA4QBF2vgTW2QS+Jj1x4SOt4UQE/gJYZtIaEjv/4ctujeO6fOWSs9XrP3CH2fwkSQxle1Ei3yv9e9pTXS4wSHclmTmugOqjU4BTQ4KTUOBSetLCyBdJ+UFftgV5oPRVEsBrZjiqFBNA60JB6Rl5G20bDcEuhVXOXwZm5ciuvUfYz3LHMi35kF2I9mRa8oT7TuneVHGxTPFzClMyyUJuZyT7TIn2vzoQoAwN+P66J5LSXRq0w72uCM/MnjAK1PIcdXM6J3TUarLw8eOYrqOm1RQhI8cpWvPcqbTUSJoUE0QuIR+YSDpo/WQJGi66AviBXwKiVkE5EYtoeEjrwvAW5amJVYeqIN6pSteL7rMD20wkEqLCAzMZcfjxTyxePVY/I0rycn2KV5WG09g2ihIP6OxWuSUx9zIuhsHEZjfN1TUo0xT/6EC/6zzPBzxQPSpiGzKGIOg2iERBjv5NHGRZ1F0FOiMYhmbuSLPBtTdE2NWPKdxtfmRk+JFq2eLK1WemYlOjg9DgcpXd7uTR2TH48UtQ3eFM322ama1202m5TSSSVaaKjT5TmfNSeKNMAIV8htike/3QwA2FpQGbVzWhlvP3LuGms4SyAkwsjTxCi1tQby7qO5rjWgJ5p10KQbsSNNiX7afHT68nBVneJ5cgKnx+Eg6KSOAZFf7P0lUwzKUzfl5HgqdhZV1um+TppG9PmlJ5q5kadzRlOJVl3vTeMsruI1GC6iR6HdbpNKtDCIFhs4SyAkwshTi6QbFRd1psYpX9w5oj+RLD/agHkbDqG8psH/m0lA6AW7ORExJy51ulEsG0NCxiXzfY/mZkV1XSOOeMbWIZ1zAAA1VC2FhaSWgLKwgBBhb//r3l8lPXbY9dU13dukAwD+KmKKbrAIVOFbBu/GoWzOE4VaG/LrcvjjP6KsmpVyw0FQpHMyxTqWGBpEGzt2LFJTtfJqQqyMvnlnLFtEwkWpkPBUAIxinw5+5HvcMmcNBj/6ffROanGUSgnlMWIeBEHQeKKxG82J3jgbjQX7FW+tkB6L3mg0wQ4Pl0wtYaQS7VB5rd/39GybAQDYVVwd0XPHA4qKuVThmxpBrmCKohJNnTo69LEfKCwIA6dLvgHsPsY5T2xICPWDLpcLO3fuRFFREVyqUPa4ceMAAPPnzw+vdYSYEHm+OgsLWAP57nm0d2MX/HlI8by2wekzbYUEjtwfBFHclSWRRWFGT6WEqdGtzhmFxdaavUekx1kpiQCAqloG0cJBr/qx/Hik6N8+C5sPVaBrqzSf72mV7k7nrDhKJXew6PoUcng1JXrFPqLRlXUN2onVgSNH0bml72uW+EbpNxm9OU9VXSOufnslTu2fixtO7GH4+cxASEG033//HZdddhn27Nmj2bm32WxwOimDby4s+PMQGpwCJg/uEOumxA16SjROOsyN7uIuSn1644drFM9LquvRMYcK33BRpnMqjxHzoH9tsh/NiJ7qxeieVM9h05Pd0+KlO4oNPrO1ETck3LYWbuWLICitESJBRoq7v+6Z2Mfne8RNp1qm6AYNiypZBz0f2Gio7/UKehRW1DKIFgLy/rLbbPAItqNyTX7yxz6s2lOGVXvKGETzEFIQ7cYbb8Tw4cMxb948tG/fXoqEkuZFRW2DtAAf1rUFOnDhHRWUZaQ56bACTt3dWOP79I/8Us2x0ioG0SKBckJJLy2zoht4YUeaEsW9Uzpm7Dk3HaxQPM9KdU+L95bWGHtiiyPfTBT/d8pSryNFpUcxmJHsezkjFolYsv1wZE8eByh9CkUrCw6wZsTl0lubGHtOQRCw8UC55nhNPQPaoeB0yYNoiKplUF2jt88EQWDsByF6ou3YsQMzZ85Ev379kJOTg+zsbMU/0jyY8c0m6fEOGqpGDVb9sx4K1VIUlWj3fLZec6ykmtWNIoGgo0Tj4sB8MN3IOugFto3egNpf5g2W/XLPeEwa0B4A0OgSUEoD7JDxeqK5nzsM6s8ST7W/1hnJPt9TVede/B2paVAsQol/5P2V6KAnmplRVOdUHTOKDfu9AbT/Tj1eelxTz3T5UJBfe3K/yWjMXWvqvEG0lbu1G/zxSEhBtFGjRmHnzp2RbguJMF+tPSA9pklu9PD6DkRvIUCMRYjB4g7w7rK3y0pBu6wUAEBxFRd2kUB+nUZrV5YYC9M5zY1ikRelFGtRrd87NwNdWqWhZXoSOrd0K323F1Yaem4ro1ai2QzYUHTJAp1NBdEqar1eaPS6Cw759Wfn+Gpq5JsU0bIlKa7ybvoO6pSDcb3bAACq66hECwXF9agIhhp73p1FlXh5sTfus7WA90YgiHTODRs2SI9vvfVW/POf/0RBQQEGDhyIxMRExXsHDRoUuRaSiPDlmv04Y2D7WDcjLvB6gXh3YalwMTdKnzvxmPHnrfQEvz+/aTRe/mkn5v6xj2lGESIWqhcSeejZYx3k6qVoKn4BYHuhV63fu20m9pUexfbCShzXvVV0GmAx5OOr/P9IFor4ZNU+NHq+r3VGks/3NTR6cxLLjzYgOy3R53uJEnl3JUTJp5AYg9IHNjoKJtEPbVS3lgCA9CS3PyGVaKGhDKJ5NyeM7scPlu9RPJ/x300YntcCx3SI7+zDgINoQ4YMgc1mU3TUP/7xD+mx+BoLCzQfBnfKxnqPlPbHLUUxbk38oNxNp8LFCogpILYoTj7qG12o90z+M5IT0LVVOgBgP4NoEUG/sEAMG0RCQs8Tjf1oTuRm9OI1Ga0V+20n95Qe98rNxKKtRdhRSBuMUJH7L8n/j+Rtc9qXG6XHCQ7fiTVnD+mAN3/dDUCpSiP+kQc9o+kHSyKPlFFhlyl9DbxZOl0C7vvcLcAR581pSe6wQzU90UJCkc6p2AA29ryHq7Q2MnfMXYcf7jrR2BM3cwIOou3evdvIdhADaJPpW95OjMOb+seqf1ZB7D6HPXppRvIU7PTkBLRKd++0HyqvNfS88YLehJKLA/OhVKJ5F9I0vjUfSs8e41WF8uv98uO6So+7t3FvWOSXVBt2bqvjlPWl/P9YzIUGdcpBSqIdtQ0uVBxlEC0YdJW+Ll/vJs0ZPasZp4GX45dr9kvBsuW7SgAA6ckeJRothkJCWVggep5o8zcWaI6V1dBaJmBPtK5du0r/5syZg0WLFimOde3aFYsWLcLcuXONbC8JgnLVZMHIHQfiRd8TLZYtIuGiTOeMTp/e87k3hT7RYUdLTxBt+a4SmiNHAJeOupDBbvMhyBZ0shgaiwuYEO+9MzobUPIKcfLqji3T3GNtBf2zQkbuIwrAkM2n3rkZAID7J/X1+94BnrQj9byYNI041bApiipxcDUjeup7I4Mvq/LLNMeoRAsPeX8pN/Wjc862mckY0jkHADCuVxvjTmoSQios8Nprr6FvX+1N65hjjsHs2bOD/r5XXnkFeXl5SElJwahRo7By5cqAPjd37lzYbDace+65QZ/T6ryyeCf+UA1g3f9vPhqd3EIyGoWvSxQrpxDjUEwkoxRw+XFLoeL58LwW0mN5RTkSGnLPHpt0ncawQSQkfCnRuNAzH3rXpJGLg/1lRwEAmckJSPN49QBu5S8AVDH1L2S88yCb4v9I9qeoVhzY0b8vT1aq2weN6ZzBIeiqQ2PZIhIqCh/YKAREG2SSxX9fOhQAPdHCRZnOGZ31yJ4S73qjZXoSzhnSAQDQwIEgtCBaQUEB2rfXmtS3adMGhw4dCuq7PvnkE9x1112YMWMG1qxZg8GDB2PixIkoKmrawys/Px933303xo4dG9T54gGnS8AzC7fpvvbbXyVRbk38oVwIiMc42JgZp8s7kTTC2yUQctKS0LOte+ddXPyR0NH3RON1ajbkfeaQpW9GY363ek8Zvt9UgC/X7Mc2VqsKG0HnmpQfjzTiRkWnlmmK1N/MFI9aghXkQsap8USL/Iai6NOTE0ChANEOoaBc6+1DfOOdz8rUSywtYEqU46vxAdFDR7zWI5MHuWMGGZ6xteIog2ihIM9CsdlskvreyLnrzPlbpMf3TeqL1ER3IPQoA6GhBdE6d+6M3377TXP8t99+Q4cOHYL6rueffx7XXXcdpkyZgv79+2P27NlIS0vD22+/7fMzTqcTl19+OR555BF079496PZbnUPlygV2gmw2Kq9SRIxBiEHqHzEW+eQjloHRHM9uOlNSwofXqTWQd5kinTMKC70L/rMM13+wGnd9uh4TX/zF8PNZHT0lGmDchoW42bijUBkAFZVo1fTtCRl1Omeki7eUVNWhtNrtydO9dYbf93ejz11IiN52cnsS7jWZE29GhXcz2EhrENEH7byhHaXxXLQloZ9WaIjzVrHIh6gONfKalP+NjO/TFqkeNSE3mUIMol133XW444478M4772DPnj3Ys2cP3n77bdx555247rrrAv6e+vp6rF69GhMmTPA2yG7HhAkTsHz5cp+fe/TRR9G2bVtcc801fs9RV1eHiooKxT+rUyWb+L16+bFYdv/J0nMuvo1HmfonHuOsw8yIfer2IIiuL8jM8wZKj7MZRIsYehNKpl2bD5ciwG184EWktkE7gaRXYXgo/US1x42iUdVvSQnuqXEdNx1DRp3OGen75oNf/wkA6JiTKi3qmqJdVgoAoICFeYJC9A51MLPC9CgzKoy1mpFbB10/zit2aZEmKkJ5HYaCUzbfkf9v5DWZ19q9AdG3XSYAbyBU3MSIZwKuzinnnnvuQUlJCW6++WbU17t/iSkpKbjvvvswbdq0gL+nuLgYTqcTubm5iuO5ubnYunWr7md+/fVXvPXWW1i3bl1A55g1axYeeeSRgNtkBT5esVd6fMZAt4T29GPaYcGmAtToTPxJZNEzoeecw9zoFoswcH21tcAb7D+xj9e8UwyiscJY+OgFXxgDMR9yxUs0Ay8lOhPIiqMNaOGZYJLgERd5DrsyIBrt6zLJ4Q6i1TtdrPIaItp0Tvf/kbouxfTpY7u28PNON60y3NXql+8qQYPThURHSBqCuENZbZ73STOjsLAwwKNQjrwoS6+2XqVol5ZpAIBdxdU4VH4U7bNTjWmARZFv/sr/N3K6IwbLzj+2IwCgtWcsLa5ianxIdxGbzYannnoKhw8fxu+//47169ejtLQU06dPj3T7FFRWVuKKK67AG2+8gdatWwf0mWnTpqG8vFz6t2/fPkPb2Bx4b/kezbHkRM/OKoNohqO7OOesw9REu6rRo99ulh63ki3Ks6hEixiK1DHpGK9Ts6G3aeE+bux5S3QmkFVM/wuLWAVE1YhKNMAdSCPBIx9f5f9HqisPemxL7p3YJ6D3ixXlACC/mCmdgSIfX6lEMzditznsNsMVTOIcNSM5AQmygHXXVmnS4630EQ0auTIUiI4STdwwFFWEogdlRW1D3GdvhKREE8nIyMCIESNC/nzr1q3hcDhQWKisQldYWIh27dpp3v/XX38hPz8fkydPlo65PHKQhIQEbNu2DT169FB8Jjk5GcnJySG30SqkJLjl7kxPMB69hQBjaOZGVJ0p1IUGnk9eOCAl0ZuqwnTOyBFtk11iDPL0eVsUAy8f/q7drGLlv/DwFRA1oiubqlSeLA+iNbqQnOA/XZAoETRpR5FL56yqa0Rtg7v/Wgao/MxOTUT/9lnYfKgC+8uOolduZtjtiAe8nmjePmRdAXOin1FhbBBNnLOK2Gw2DO/aAqv2lKGugevRYHH5HFeNO2dptXvDsFWGe6wVPUMbnAJKquslZVo8ElM9c1JSEoYNG4ZFixZJx1wuFxYtWoTRo0dr3t+3b19s3LgR69atk/6dffbZGD9+PNatW4fOnTtHs/mmQlSi6fm4kMiie6OK82i92Yn2buzeUndJ6XtUu+ziDhBNWcNHcZ2Kd0Jep6bDpePzAhjblWv2luHTVfs1xytrqUQLB5dswS4PiBpRJEKuMBP9skSSHMogGgkep+yeCcgL8oT/3b/uKJYepwXghyYiVl2lYjRw5Ebm9Pg1N64obhyKQbSsVG3lXCkzqpHr0WCRFL52tcLXuGuysMIdRGuZ7g6WpSd59Vd3frLOsPOagbCUaJHgrrvuwlVXXYXhw4dj5MiRePHFF1FdXY0pU6YAAK688kp07NgRs2bNQkpKCgYMGKD4fE5ODgBojsczOWmJOFLTgIcn95eOiWoWKtGMR7ckOCcdpsZrkmz85EM+sbhweCfFa5KfxGGmo4SLXiVAKtHMh9yzx6Y4blxnrtlTpnuc99fwkF+TRqfmyoNj7/1jpOI1u92GBLsNjS6B6Zwh4iudMxIBmPKj7k2kJIc9KL86MYjGqquBo3+f5I3SjOiNr0anc2alaMMMorKXSrTgcRm4OaHHB8vzcbjSo0TzqH4dMq+FpbINjXgk5kG0iy++GIcPH8b06dNRUFCAIUOGYMGCBVKxgb1798JupwFooLhcAo7UuAevcb29huRiegKVaMajVC1xcW4F9CYfRi3S5WWjW6YpU1VEP4kDR46ChIf+riwvVLOhp/x1H4/O+c8d0gFfrzsIgJ6j4SJPATQ6NVcMotlsQO/cDM3rSQl2NNY7UVhRR/PrEBBkG09AZDcURcXn6QO0ti9NIaYhUYkWOPqZFbFsEQkVpYWF+5hRfVnluUYzdYNoVKKFild5D8//xs5dH/pmk/RYXjQpOcGOukYXcrPiN5UTaAZBNACYOnUqpk6dqvvakiVLmvzsu+++G/kGmZjNh7xV/dpkev+40zzyS6abGI++1xJnHWZG6dUjHjPmXOIueWqiQ2HICgC5nrSjytpG1NQ3Stc1CR56F1oDscui6Ykm/+pHzh6Agopa/L6rlEq0MPGlRBMM+LUu31Xi/m4BumqmBo8CbVV+qcKUngSGWjERqQBMo9OFJ+ZvAQBk6CzQmyKDQbSg8frBesfXaGVWVNU14vtNBTihV2u0zUzx/wHSJPLKjmI6oFF9WVPvvsbEwLUcbxCN98tgEftQVINFs9hHuix1/s2rhuOKt1ZKxQbiFUq8LEaFR0KblGBHZoo3F12MFhdW1MakXfGEmP1h4+LcMsh3f4xOaZCqGuksEDJTEqUbWUE5r+VwkPsvRcNXghiDWvnrXegZd85qzwJhdPdWyE5LpF1ChFB4osmOG+GJdvvcdU2+ftagDgCo+g0Vp6wYDyBb7IU5GXp/+R7p2tZTuTSFFEQLYTO5IU7TeqO5gajm34t24K5P1+P+LzZG54QWR8/b12lQZ4oZFXobvWI659F6KtGCRewvm2pzIhrIN5vEgi5i5c54hUE0i1Hp2WEb0CFLcVw0zi1gEM1wFGliBu/2kOjg0lMtGTT52F3s9jvr3EI/hSg3m9dyJFB4vUjHeJ2aDXUVQJvquBGIi/BBnbMBAH8eKAcA/GvRdsPOGQ+IY6rbxNy41NxAbC36tXdXbyyL80VCqBhVRe7R/22WHl82sktQnw1VibZydykGzFiIt3/dHdTnrIDYjw67154kWvNZsQLyT1uLonI+qyP3a3YYnJpb0+BRoukU/hCH9ud+4P0yWKTrUeOJFt25aytPkYGy6vq4Xt8yiGYxxMl9RoqyIko7z8K7kOoVwxEUkw73MS7OzY2g2I0VJ5LGnEtUmHX2FBFQ09aTpi2afZLQkC/ybAb3KTEO3wbmxp1TXIRnehblxVXuQMu+UqqWwkFpYi4/HtnOFNW+TZHtqSoXyHuJFvk8CIiM2veP/FLpcaLDhq6t0oP6vKjunvvHPlTWNt2vC/4sQN798/DB73vwf19tRF2jSxHAixe8KYDRGVtFGp0u1MiUSjuLKo0/qcXRm8catTapEZVoOumcixgUDRl5ISX3/55+NEAou+wvb9GA68d1V7zWIt19f2x0Cag4Gr/p8QyiWQz15F6ktWfhXV3vZHEBg1H4DtCI1RI4dVL/jJp8iPLolun6XgOtM9zXsrhwJ6HhNb6Wp6nwQjUbcuNrIDo+lKLiW1S29G2Xadi54gl5X8pTcyPdl2LxJQB47Yphuu9hEC085LYW7v/dz8OZC9328Vrp8Z+PTAz68xmyefH8jYeafO+NH64GADz09Z/YWVQlHc+7fx6mfbkRPf5vPm75aE3QbTAb+umcxt8nn164TfH8zH//avg5rY43FTCyhT70EC0P9JRoV4/JM+Sc8YBTM99xHzfimrzsjRXS4+vGKoNoyQkOKc5QUh2/G/oMolmMKtXkXiQ10TuQsaywsSir/imPEXMiN/M0uqR0SZX7hiQGy9SIwTWmGYWHS+5daI+NEm3D/iP0qQwTbz8q/zdyzP1l+2EAXsX3sxcOBgBkBenRRJT4SgGMdFeW1XjHztP65+q+J4tBtLDwnc4ZemfK+030VQqGRFmhnh82F8HpErBydykqZKq0g0eO4tM/9jX5PR+v3AunS8C8jYeQ77FfsCpyP1ijVfgiWwsq8PovuxTH6DcZPsp5rLsvnTFQol08orP02ChPNqvi8qnwNfa84qaSnByPGq2sJn7vkQyiWQxxMqA2JU+QqS1YVthY9CqMMYZmbhS7sfbYKtFSPTt7R6koDYtYB7v/OlyFs1/+DaNmLoraOa2IOAlPUFWrMqorV+WXSlWuxc0qcYLZ4ORAHw7yirmA3N8usucRlWjHdsnRrcwJePu0ghXNQ0KeOgYAds9qI5QxVvyu3rluxefj5w4IqU3ye+qPWwpx80ercdFry3HJa79DEAQIgoCLX1+Oe7/YEPB37i6ultpnRW8gaT4bJXuSIzX1CtXZZaO8vnd/Ha7S+wgJEP10TmPOJQo69JRo6bJiA8yMCg6NB2wUlPeAu1ihmrREdz/Gcx9y29RCrN5Thtd+du/eqJVoNpsNKYkO1NQ7uaNjMPIbVbQGOGIsgk7AxYguLamqk0x0fQXRxBsXg2jhofRfin7a9aaDFdLj2ganVOGRBIdTvVg3eOPixy1ePxfxPpvsmWDWNTohCILPwAxpGn31kmBAOqd7oyInTX+MBZjOGS5icNsepmLizwPluPzNFZh4TC427HcX8BCDacEytldrxfOFmwoBAJsPVWDMkz/hUAiewVPe/QOAO6V7a0ElLhvVBTPPGxhS+5oj6urHgLGbwlsOVSrUSecN7Yg5K/YCcN8ze7TJMO7kFkde/VgUZRoR+F2/7wh+3en209KvzukNyBxtcCJdR61G9PFZ9TjC3Sj/u3h4cn/d96QkscoqlWgW4vPVXgl6xxxtZT9x4IrnqHE0kN+ool0SnBiD3N/FSM+l33d5jZOHdM7RfU9qkuc6juMbVyQQJwk2RMdHS06D06Xw94n3MuHh4JRVdASM78s02c56f08V7GRPANQluH1HSWjI/UTd/4vHIxxE8wTGctK0KSoiYoCtvtGFmnqq0YJFXfAj1A3Fz1fvR/nRBny6ar90rE+IQTSbzYZTfaTv+gqgpSQGtkzaWuA2vp+zYi+mf/OnZMtgdqKt2FarzQZ2zJYep3KjKSx0Nw4N0FT8sLlQejywU7bmdbvdJl1X8RyACQXpepTmO+7jAiJ7TcqLBZw/rJPue1LFPozjmAKDaBYiSeb3cOag9prXRaUDlWjG4opSwIVED2UlR+WxSCIaGJ8zpANys1J03yNOJOP5xhUJFDvsnmPRukw/X71f8by6jov0UFF7hBidclTsWRzfMK67pBaV76y//vNfhpw3HnDK/Jfc/xvriZaT6luJlp7kkFJYShnkDhqtqlA8Htz3NKpW+V1apiG7ieCnP84e3CHg914yojP+fHgidjwxSTq29qFT/X7u/eV7LGOEL0+xjoY9yb6yGsXzlEQHjuveEoB37CWhoSwSYZwnmphNcf+kvrqCDsCrUOM8NjhcPu6RkRZqvPmr15PQV/BaPC73qow3GESzEA2eq+iUvm115bHiRJ+DlrGINyVHFCrgkOggyBbqYsjFCHXhTs8ubL/2WT7fIwbDqxh4CQux++QVV6N1ne5S7bZX0ncpZHwGXgw6n6hY6dTCuziQB9G2FVYadGbrI6gCokYpX8o9nmgtmgjG2Gw2tEwTi7gwpTNYpOB2mFVz61Wbvr4W5YFy1qD2eOuq4X7fd/NJPTDtjH5IcNiR6LDju9vH4ptbjkeL9CT8et94vHP1iCY/X1BRi3X7joTV1uaAt6JjdKpz6t0LM5Ld1+mCPwsMO288IHabzUBVYW2DE5sPua0qmprHSpvBVKIFhVrha9Tc9XClN2AtL8giJ8FzXK48jDcYRLMQopphdI9Wuq+38lT7k18cJPLoeqJR/Gdq5GlG4uQDiPyN6y+PEq1nE74fHT2L972lNT7fQ/yjTG1QHjMatUkrA6Kh45IKC7h/pzaDNy7EAGjXVunSMZvNhkSH+8Qdc9IMOW88oE3nNFiJ5kfR1MKjNCyN4532UFH3ZagbiqWqAGa7bH2FdqDYbDac0i8XL1w82Od7LhvVBfee3ldRka5f+ywM9lgsdGqRhvF92+IxPwUO1lsgiOZV+gJAaIHQYJCrsl+9/FgAQJtM93UojrEkNLwbTjZpoyLSXbm/7Kj0eIyPtSjgTZOuYRAtKORqQkCmvI/w5LVnW//egzme8VHtwR5PMIhmIQ4dce+Qt/YEy9S086SHFYRgnkoCR17NKNrpnF+s3o+8++fhzH8vxVu/7o7KOeMBpS+ITXY8suc5VO6egHRu6XshLt7c9pXW0N8wDKRgtz36nmivLFam/BWUH/XxTuKPRh8G5kYERBucLuwpcQev1ZPMOyb0BgBU1VG1FCrqFECjUnNFQ/mmCgsAQMt09yJh2V/FET1/PKDty9CuS3WqUNtM/fltsJw3tJPPQNqN43oE9B1XHNcV90zs4/P1Gf/dhCfmbcbP2w+H1MbmgDKd03PMwPNVeZRoT54/EGcMdNvSnNi7LQCmVYeLvJK1UUXPCivc68sebdJ9KpgAbzrnLzvMe23EAqds3goYN9+prnOvLeTVcdWM6u4OksZzdhuDaBZC9BLIa52u+7rosbTsr5KotSkekacXRbOwQF2jE//8bD0AdxWjx/63WapCRsJDvoMnD6JFUu3idAmS4bWvypwA0CYjGelJDrgE4OARBl9CReEPYhePGX/efToKwvwSqgpDxalQShhrfr2zqAqNLgFpSQ60VylixN3YHUVVeh8lAaDeZTdigVDX6J3w+1M1pSS4U462FzBFN1hEZUS4qbnqwMmVY/LCbpvIeUM76Rbw6dIqcDXpiLyWTb7+xtLduOrtlcE2rdngLZRlM3SDQkRM58xI8apbxPlQWQ03KMJBXoRHvB6dEe7MXcXVAPyPreLf1VIG0YJCsjywhTeu+qOk2p2xJlfjqhFTcuNZTcggmoUQZdC+pJUdctyD2o9bCpmHbiByX5doei3Nmr9Vc6y4ikG0SCB2n8Nug002akZy/lFWUy+dx59Xj3hjo5dW6OgVAInGdfp/X23UHCvjDnvISIt1dRVAA1Lov/AUhOjcIk06j4hYtXPt3iORP3GcIFe9uP8Xj0fuupSPmcd2adHke88e4jahP3iE6v1g0aZzhhaAEatczjxvIOZef1zYnmhq3rhyOK4a3RWtM5pWJfpiZLeWePXyYzH9rP4Kn0Q9zOiNq9gU9sx9jPw5ij2Ld/lGovjYKhVPY4VT0G4GR7orv113EADQwo/K94YT3WpPrkWDwymbt8r/j3Q/7ih0bwZ29yHKAYDUJPeAEM8ZMQyiWYTfdhajwjM5FCfzauRVicQoM4k8ciNWoyvFyXl3Wb7mGOXvkUFvN1Z+PBKIgZSctETJsNMXmSnuIBq9tEJHmaKrPGYkS3d4U8Pu9KQAzv1jH/aUVBt+biviVKVzSpVWDUg6qvfMYPV2Z4fLFCkNTppghoJ3nIXn/8grX8R0sYzkBEkl5YseHm/KI0d5Hw0WbXXO4Dcq3vlttzSvnXhMLo7r7ttjKVTaZCbjkXMGYP7tY3HukA749IbRQX/HGQPb4x8ndMNH147C2YM74Ppx3TXvuX3uWoye9RNOemYxnlqg3fBsrojXnsNmXAqgyM6iSuw67L4Ptkr3pu2KQbSK2kamVoeBXB0q3i8j3ZfJHq+zdj6qy4v0yc0EwDVKsETL8mBHkVt93dvTT3qkJnoqrMZxIJRBNIvw97dWSI99laNtm5UiKVzi+Y/eaOSTjmjI30X0blq7i5laFAm8JvTeRToQ2d2fEs9koqlUThEx1aGylukNoaJUvUTvOu3Rxr2zl5mSgBP7tJGOT/9mk/EntyC+qgAasc4T0xbG922rea1LyzRpQhvPJd/DQVt5zP08kgHRz1bvAxCYGXKmZ5wtrKjjYi9IXDILBCDwxd4LP2zH5Jd+xV+Hq/DIt5sBAEkOu19lS7i0zUzBi5cMxchuTadnNkXXVun496VDcevJPTWvfbPuIAoqapFfUoP/LPlL1wh8W0ElJjz/M/634WDIbYg0ikJZnmNGFcoS+xsAWsmUgTmyTYsbPlhtzMnjALn1gVEbh3WearpD/ah8s1LdY6vovUUCQ1vBOvLVyGfO3yJlMTVVYCA1iemcDKJZBPk4mOpDiQZ4zRyr4/iP3mgUChe78phR7CmpRoHH0PO9f4zEBcd2AgAcYBpKRHD58kSL4K1LXKS1DGCxIKaeNOciIR/8vgc/ykpfO10CXlm8E6v3lMWwVV6cOkq0aKTbiGa7/7pkiMKPJ6sJ7wnim8YIeS8Fgrj5pKf2dtht0rXLgEtouFzqXfbIpuY2Ol1SUY/GAL5UHmjTU3oT30ibieqCH35+7f9atAMbD5TjlOd+lo79ev94STljBjJTErHx4dOQ3sRcXPQ/lXPXp+uws6gKU+esNbJ5QeFNyzVmwS5HrtKWB03lfT+qW+TViPGCnrdvJEXTBeW1WLm7FIC3+qYvkj1+k/VOV8R92axMoyzTCTBmvvP6L7ukx+lNbDaJgh2mcxJLkZzgu1vTkz2RY6aBGYYURLMb5zug5q5P10uP+7fPkqqK1cXx4BZJ5IbXciukSN77g1GiicVD9uiY1IeKIAjYUVipMN4WaXC6sOVQBVwuAZW1DfjzQLluwOlQ+VHsLanB2r1leOjrP3Ht+6twuLIOO4sq8dmqfXhm4TZc8J9lEWtzOHiDL/aoXadOl4CtHpPynm3cMvn7J/UF4J0MkeBwqoJoRqQAimwvdPedL7W3eO0erqRdQihoCwsoj4eLvKjS/ZP6+X2/mDYPUPUbLOrUXMnI3EdfllbX6xbKuXBYJ7TNbDo1rDmSmZKIVQ+e6vP1Uh1LlaJmOG4oCvBE0TtUnWp97+nuKqiigokEjyKd04CNw7s+XSc9TvFxj/S+7l2n1jfS/iBQxPlOosMY5b3cisKfWjuNSjQG0ayI2vBYDpVoxiOOQfYoeEgAQH5xtaTuuXRkF7TJTEaqp5/jeXCLJPJ0TqM80Uo98ulWARgcG1FYYOGmApz6wi+45SPtLvjTC7Zi0r+W4pNV+3D1O3/grJd+xcJNBYr31NQ34pTnfsa4Zxbje5kCbcQTP2LC87/g22aUogLIJ5Ry02tjFwc/bHb/zpIcdnT0mFCLqSpVLBIREi5BHURzH4/0Qu9wZZ1UeTMtWX+BIF6X36xrXn/rZkGrKozsAkGeZtvUZqNIUoJdUovawCh3MDg1AVHfARhBEDDyiR8x5smfNK/1aefbk6e5k5rkwLdTT9B9bf7GAs2x5hhM8G4KG+8dKm5CPDy5v+Y1UZlWcZT3yVDRKywQyb6Ub1L4G1+TZL6/8axkCpZGp7u/EjxpTl61dmT68a1fd0uP/3er/tglIgZKjzY4TVk0JRIwpG8B9pd51SjH92xa6iwp0ep5IzKKaBuWb/OoIwDgobPcu+upssGNhI9yN9Z7XIjgnFdc4AWiRMv07BCFGnj580A57vhkHf55am9MGtgeAPDGUvfN88ct7gDYj5sLce37q9C/fRY2H6oAADz8302S58UPm4twz+cbUFnbiLtO7Y2qukYpaLtsp9b8d82eIyG11SjkqQ1evx5jz7m72D1WJzpsUqBAlMuzSERoyDct5P9Hui/3lnoLP4zt2Ub3PWLaUVIAARqiRRxnExzKIhGRun/K/XcmHtMuoM+cPqAd1u07wuICQSKvaA1AZmSufe/hyjopgKrmvKEdDWlftBjYKRupiQ7NXEy03xARBAHlshTPK99eidzMZDxz4eCotNMXShW+cSrfukanlAZ/zhBtn2d5VKEVOmmwJDDEVGqH3Xi/Zn9KtASHHQl2GxpdAmp1sh+IPqINQYLGviIy3//kd96iJ11bpTX5XrmtRUFFLdpnR7ZyshngTM8CfLv+kPT4spFdm3yvpESjmaNhKCXTxhuWixOPU/q2lfo31SOVZhAtMsh3Y20GKdEW/OnemW4pq0rlC7GwwIJNBSEFX8566VfsLKrCTR+twQ0frMKtH6/VeJVd+/4qAJACaID3xg0Aa/eVSUq453/YrvBR2FemTcuR/y2+tywfH/y+B3tKqvH8D9txJAZG7NKC3W43rFKVHEEQpKpsV4zOk46LysMVu0vjdjcvHFw+PNEi/bsUF7gDOmYhO03fv258H3fBgeaoKDED4i6714w+sh5M4hh33tCOAQc6RaUoF+/B4ZK8e9zPm9pQVAeU5LTK8H8/bO783xl9NcfmrNiLvPvn4fVf3B59L/y4Q/H6L9sP47PV+yOmMAkVlyKzwnPMgPtUUYU7lTUpwY4cnfFVTOOsYFp1yDhlqm2j/Zr1KlirEQNtdQ28XwaKuNmQ4FBvGka+H5vKagOUthbr9h6J+PnNAJVoFsApc2r1Z+aYnkQlmtF4jViN8R1QU6rjpZXBXbuIoiwsIDsewX4t8XikBDL5yJJ59Ty9YCsePWdAyOdduKlQc2zzwQqddyrTwMVS9Hr4M1af8V9lJcrDlXWYdf7AJj8TacTJiN3uVbwYGcNas9cbpJQHI+UlxLcVVqJvuyzjGmFB5AsDwDglmphG1NT1KQZmGEQLDW9gW1QvKY+Hy44it2pbnkrkD3FBf6SG99Jg8JXOqb4udxZV+rzftApAlW0Grhidh6QEO+77YqPmtZnzt6K2wYV/L9qh80mgpsEZUCVZo1BmVkjlciOO6AfXJiNZd/FOJVr46BUWiNTY2qiqUNAxx78qKTnBjqo6qvCDQZvO6T4eiw1Yu92GCf3a4sctRShsYiPEyjCIZgHkY5eoRPJFmudmHEkvJaJEWtQZLH8XKfF4abWUeWmJMtymAh0kcLyeaDbFBC9S3SoIghTU8ZeSDQBdW6VLj5fLfCgixRn/Xhrx72yKTQfLo3o+wBsYTZAVFjBSiSb3mstM8Y7TrWVKi7JqLhCCRfLRktRL7uOR7ktRASEPYKthEC08vIFt/z5aoSAWfDjtmNyAP5Od6r6v6lVTJL6R0jmb8ETbcqgCk/6lvdcM7JiNK0d3xZierY1vaJQYLKvErOb5H7b7fK2qtrGZBNFshtqTiEWw0n34TYrVqyu4dgkJuaLRYbdFvPKxPPvg8xtHB1RNVyym9eDXf+LrW46PTEMsji8lWqz0qp1auNeaBRXNryhKNGA6pwWolqnKRnVr2eR7O2S7qxzti2BVP6JE0Nm5M3JxLlZ5ku/atvf08+HKOqaIRQD5bqz8/0j1a029U1p0BKJEk3sVBFPR6+7P1iPv/nlBt89oOrWIvpeCV8EkSwE08HzylKXLj1Om3Q/smA0AONrABUKwqNM5pRTAiCvR/AfRkj0Kp3ong2ih4JQC22pPtPC+d9fhKkx84RccKndfg3L1pz/E8ZhKtOBQ3zOl4LasM//+5grdzyY4bLhweOeA1CxmoU9uJi4Z0RmXjOgc1OdiXRVW2kC0G7spLPpiJSf4CKKleL1D1aon4h95VVyHzSYFtyM1hz3gCaL1bJuB4XlNr0PVrNt3JCJtiAfEv311IaVI9KN8rTh1fM+APtPOs9aMVyUag2gWQPQT+uepvf1G/8WocWFlfP7BRwOvf5Yt4qaPepRI6ZxeRUsrz+N6p4tS6Qjg8pGaEqmFuqgmtNuUPgO+SJSlIw3qlB3QOWrqG/H56v2hNdBg5m8skFQi0ULuvxSNKroip/XP1SgLpEIg9VwcBItTo15yH4/05oGogPDlhwZQiRYuTo2/XWTG2f/7aqOiAE9TgVA1Yjpn+dF6bkgFgTiW2lT3zEaXgFeX7MTXaw9Icxc10yb1i04jo4jNZsOTFwzCw2cfE9TnDpbHdq4erUJZWwvc16evsTNTds1yThs8TtkixIhKq695vP3EDfxAEDco9DzwiD6iEi3Rk84ZSfuKjQe8GSHXn9g9oM+IGx1741SYwyCaBSj2LMBbZ/o3YE1NEhdrNJw3Cnm1uEino+ixdIe7EqJciZaa5JAW5mKAhoSO3OcOiLzC8JnvtwFwK6H8mXmKPOKZjMsr5DTFD5u13mdqBgcYkJNzwzjvzfaMgd6Kd+umn4oND58WsNfZiCd+DPrcIvvLavDub7uD8npUFBaQAi/GXKuCICDRI7+fobOISqVXZciI/eiQVKKRV0sIgiAVzqAnmnGog2iR2mVXq3V9pYzpIS7wGpwCbpu7DkVxuuMeLNqque7nK3aX4ukF23DHJ+sU7+/fPgu7Z52B9TNOw0g/GRVmJjnIyr1Xvb0Sa2V+mtFGz8rCiOns0wvccyB5sFtOUoJdmtOK/pTxzM6iKry3LD9gVZ58DHVEWFVY3+iS1iHB8Og57rlQvzj2ga1rdOKd33Yjvzgw6x1x89fhUI6rkViLnP3yb9LjdD/WUCLdWrutZfaUxGcQjZ5oFqCkSpvO54s0abHGIJpRyNM5jaxmBABFMkVh+xzlDlCrjCTsLzuKkup65LVOV3+UBIE6zQhSv4b/3RW1Dfh2/UEAgd+4AEhqpkAVXLfPXac5dubA9ujZNgMl1XWYcnw3LNpSiPX7g/Mnq6prxCfXH4ejDU6UH23A/I3uKqM5ae7xqHduRsDf9eeBcgzoGHwg7+LXfseBI0exp7QGMyYHttPvlBUWsMsCl4LgvW4jRWVdIxo8kx+9cVrsS/q9BI9aiWaEqnD5Lq/vYI82vv+exQUyqyKHhlPmUwhEbrOiVjXfSQiisIBcGfzt+oMorKjFpzeMDqs98YBY8Ert3XOoXFu5OT3JgXenjIDNZgvIzsDM2Gw2fH7jaFTWNqJ/hyxc9fZKDO3SAucO6YCymnr0zs3EnZ+sU9yH/zZ7Of6aeUZM2ivIVPjRKJTVFFmpCTja4GSFTgBnvbQUtQ0u1De6cN04/6qhRrkSLcL+dnJRxjEdAp+/ZcpSdOOVN5fuxjMLt+GVxTux6sFT/b5fHFcTI6zWdqoWM44APO0A7yZTvF6TDKJZgPOGdsSgTjno0db/YlUMonGSbxzyRZ20CDBImLCjsEp6rK7q1yrdE0Srik/Dx0hiVMpYfaMLgx7+Xnp+XPfAd+ATPQv2NXuPoNHpCmphKPLK5ccqnndtmQYbbNhV7P67OrlvLnYWVeGCYzuipLoel73xO8pU3kCJDjtGdXcXQxAEAWXV9RjSpYX0+rCuLfHEeQOwZNthFJTXKiTjuVnJKJQZkm46GFoQ7cAR98Lsh82FQQfRHLLrFHBPKu2IbBSt1KMGTUtySGXd5XTxeNwFuhtJvDgFZYBbqrQawXMcOuLdrGgqKNzGowYvol1CSPiq6BjuAuGw7B44oGNwqge1Mnjl7tLwGhMnNKr97Ty/xz8PaCtxrpl+qk8vLCsi94xacMc4zevfTD0B5UcbMPgR99zA6RJQVRebAgPifdJmM0blGwzZqYkorKhjhU4AtQ3uRcUT87cEFESTexEm2G1SkCQSfVkj83K9McA0QADISHYHYOI5iCZmiBQHmDHUIM1bxeqc4hozvI48/cVfQvqcmGZd3+hCXaMzrsZxgEE0S3D18d0Cfq+4gKMSzTjk8nejCwuIniKju2srOnZqkYb1+8vjVmYbSbwBF/fzSC3uClR+J1NP7hXwZwtlny2qrEMHHybMG/YfwcP/3RTQdyY47JoJ2an93ZXs2malYO3007CzqBITnvfecG8e30N6bLPZdMejy0d1xeWjuqKmvhH9py8EAJw7pANun9Ab459dIr3vvi824n8bDmH234chPcAFg6jiA4D9ZVqVgy8UwRfZOtmIBYLXt1BfLdzZ41V58Ejg7SdunE5vMBRwKwuByI65f+R7AyfdmlD1tsvyFnQJNbAdz0hKNEdk0zn7d8jGeo959btTRgb9+ff+MRJXvb0yrDbEG1p/O9/vjbeFVyCoFXmHK+tiEkQT74fuFEDxWORvkg67DU6XgCnH5/l8j+hlWB7nQbRQNm/lSiOHYoM//L4U15OZKQlSBkIgiH/P8RxEC7aogu97ZHDndboETJ2zBr1yM3HXqb2xo6jK/4d0kI9JVbWNSM6Ir7GcM7w4o4VngDtSU88KNwbh9eixKbyWjKDKk/6lF3Do1NIdVDkUY2NaKyDvUyByaUZlNcrdpyGdcwL+7GnH5EqPi5tQG06dsxZr9h7RHH9nyoiAzyWnZ9tMjPTspM+77QS0zQzcSDYtKQET+rnbfc0J3dGtdTouGt5J8Z6lO4rx8cq9AX/ntC83Kp7P23AooM9J6kLZdQoYs0Ao9QTRfKXct8t2K5h4rQaPb/VS5Ppx7h/7pMdNeRa2ykiGw26DSwh8Z5l4kRf7ACJXaVWscPjxdcehdYZ/71g1J/ZuE3B6C3GjVqLZfVw3j50TnNF+PDG+Txvp8eo9Zfj0j334U6bkjgbKdE7jlGitM9z3xguO7eTzPWmeeW68V3P867Ay4BGIx7V4n7TZ3ONqJAOi4vkD9ecVEdM5D1fWxeUG4gHVz7yzSN8PUE6DZ92eoM6KCVJ7v+yvYnz3ZwH+vWgHFvypnDMPDCIbxGG3Id3T7/EYDKUSLc5ol5WC5AQ76hpdOFRei84t02LdJMshr2ZkdNW/as+glaFjlCz6a4mlw0noODUSavfxcCeTcj+zS0Z0DuqzXVulo21mMooq61BUoQ2iVdY2wGG3aarm7HxiEgoqaqVKvaHw4bWjUFJdh/bZ+uq3pnj18mNRXOVVzvXRMZU9UhP4TrP6xn3LnDUY1Gm837HNVzqnERR4fIB8KdHaZbl/F+GUCa9tcEp/T8mJdiQ57Dja4ESC3S6lGVoRl0rx4k1viH5bHHYbcjOTcbC8FgeOHJXKv5PAcAnqwIvyeKhIQeyMwFUSapbeOx5jnvwJgHvRmBrkgjHekBSiHjWmXbVlP+X4PFw6sgt6BWBDEq/MvmIY+j60AIIA3P3Zeul4/pNnRq0NLkXwxX3MCE+0Ss+GsBhY0eOX7YcBAK/9sgvTzrBeBddAeXPpbsXzvw5X+bXBEO+H2o3g8Nsj+mEF4+kLKFVMf/vPMiybdkr4jTER36w7oHg+4flf/F7ban/mULNi5GrOGz9cIz2ee/1xOFZmxxII7/5jJFISHMjNir/5DoNocYbdbkOLtCQUVNSi/GgDglu2k0BQeqK5jxkVRKsUg2g6Ew/REFltqkyCR53OKYZcwu1XuVeP6IsVDAM7ZmPR1iLF9wBuf4JTnvtZ1yA/wWEPK4AGuCtlhRJAEz8rTz29fFQXPPa/zYr3vLx4J+6e2Mfvd/mazJdU14ccRDPiWn3om02e79Z/XQy2lFTXh+wrMeTR7yWfFDXvThmBk/q0Dfo7zYBWieY+Hql+VO/6+yOvdToOltdid3E1hnUNbjIa7zR6Vnp2u3qhF3pfNjpdUlDeVxA7ENpnpyA7NRHlR92FYC4KctMj3vDliSZySt9c9M7NjHq7zERyggN3nNIbL/y4PWZt0Ks2H+l7ZIPTJaUEiimbxDfqTcZAgmjSfdJzPYqbTpEIiL77Wz4ABC3KkGfQHIxDFf7eEKx2pHHVofJEC7If63zMFUd1a9mk2l6PEXnWrabsD6ZzxiEZrIhiKApPNHtouwSBUFRRi38v2gFAP50zhZVYI4amsECE+lWuRLtqdF7Qn2+b5VYYTftyI8qqvelj+8tqUFRZpzDtb66kJDrw9S3Ha47n3T8PeffPw8+e3Wc96hr1JwJr9pT5Pa+UoivzenEf9/vRkPGVitMiLVHalQ3Fw/DNpbt8BtAA4JmF24L+TrMgLvIkJZrneKS6cVuBN8XilcuObeKdbkRftNLq5n/tNTfEvtSkqoTRmV+s2S89zgmj8qNNlvZ97xcbkHf/PPzz0/XIu38eZv/8V+gNtChiFTlfnmipSVx+BMKIbrENxOvak0T4HJWyqtRNKdEentw/wmc2J6UeG5BMz5zhrwD8rCTFtpQq7z6ursoYCvWegduXXYUvkhLidwyorG1Q2ESI+POoE22Y1ONqsEG0L9fu1z0ebAAt3onfv+A4Rgy4VNUyiGYELoXCxXPMgCjaf2WG6ik6yhVRibZ8V0nEzx1vqCsARsJ36Zt1B7DgzwIAwK0n9wzYSF9OG5m/zy1z3JLs5X+V4P3le0JuVywY0jnHZzrrVW+vxL5S/cCSr42AR1XKNj0aXfLFgXFKtFpZJeTHzh2g+x6bzSbt4gbjDbK7uBqnvfAzHp+3pcn3bTpYgf1l1iwwIi7WI3ltipRU1eHln3YCcPsTnTmovd/PSJtUvL8GjTrwIk7ow1no3feF1zMx3EIPZwxU9r8YoHvyu62Y/NKv2FHo39MmXvDniaZXpZhoifXvSfJEs0euEqAa0bMwLcnR5DU6wVPkKDmOgy819Y1SheDRPdwFxXYGoJbWFvqInKpQ3MBVj4/BYkSacHNl+V/667LSmqa9VMVxNdERWlpuZW0D3luWj20FoRUSIEridySKYzJZEcVQlB4Sxhmxys1ES6u1A29KovvyjvdKRpHAqdrF8wZHQ/u+zQcrcPvcddh8qAIAQvaskqcnLfurBEWVtbj0jd/x7rJ83fd3b6KyYKx54ryB+OWe8bqvzfBRXVSe1rDh4dMCPpcgCJK6RR7sBgAhwl5a8utv0oB2Pt+XGaRC+EhNPcY/uwTbCwObDMmroFoJKd1IszgI/7vv/XyDdI1mBJhmJCoKKxhECxq1qlD830h1aDB0bSLlfuOBcpz6wi8+X4835EpfQBtEy0xm2l4gqKt0ApEPYjWFeCqbbLMp0rGOiqPusdJfKqcYUKxrdMVVwEXOF2u8Plqne+YTuw5X+/2c1/YAnv8j15cbPQr7lmF4TgLxVYxH9Cru206Z0u5vE7VRqkbu8ZoM0KdQEAQUVdbiye+2YsZ/N2mKkY3Ma4ktj54ecPuJGwbR4hBxki/u/pDIIvfoMcpDAlDuWOgpcOV56pGQbMcz6nTOcAtG7FOpgtqEUDEOAFqo5PMjn1ik+74zB7bHfaf3xQfXjgrpPNHAYbf59IX7aWuR7vHdxe7JY//2WchKScTVY/IAACfJqprpoS73bjNQiSb3Y2pKKi9ubshTfH1RVFmLIY/+EFQ7GpwCauqtF9hRV86NZNWxRbK/O73iLXrQLiF0tKpC9/FQF8y1DU4piPNABIzILxvV1e971BXX4hVxsZegKsYjkh7g9RTv9GiTgacvGKQ4VtPgVCicjUReKMuozArRmL6pVE5AqUDzZeVgdbZ77AXyWqVJPmi7iv0H0dQFeETBX7h9+dmqfVKgtVur4Ddpv7hptPR4V5D+o2alorZByh44pkM2Ft4xTnptt5++dKqUaIEUUhIEAbN/3oWRTyzCRyv26r7nnSkjWCwnBBhEi0MOeSrAiWbXJLJIChe5h4QBMSy5+uymk3poXpfv6h2N0oTLqmgW6qrjwaLelQ9ViTbxmHYarxk9urVOx00n9UDHnNCKAUSTJ87Tpjwm+UjxEKtZdmzh/rlGdnMHjqv9BDAaZUE0u0qJFvkgmvs69efHJAZfHvl2M3b68Tj5aYt+UNEf6/YdCelzzRltgNt9PNxufH95vuJ5Tlpgu+yZtEsIGafMTxSQpXOG0JmVtQ3o+9AC6e/jnCEdwm5fRgAp98c/+ZPkWxPP+EofEwnFviBeuWhEZyy4Y6z0/MLZyzHmyZ9QHkQV61ARgy92mw02GKMMFeey6k1BNfKCO2//truJd1qTBqcLH/zutuq4cnQe2nsKEtU3urBwU0GTn3WqlKHhjK1ylu4oBuD2dfXXf3oM69oSx/d0p6XuL4uPDYiVu0qlx7lZyejTLhOTB7vvT/7UeA1OteWB+3hT89bb5q7DUwu2Nvm9HI9Dg0G0OGS9BRdSzQl5OqeRSrRv1rk90Z67cLBupUT5rt3vPvLvSWBICwKVD0Go3Tp3pXI36JgOTVdW8kVKogO7Zp2JFmlNB2imHJ8X0vfHgstHdcUdE3opjrX2kSYgep+JhrZi6ou/FGb59ZigUqJF+ko94mlLtp8+ki/QP1rRtKedmGKoxmG34bf7T8YbVw5Hx5xUfHL9cYrXL3tjBa59bxUOlVtnsupUBbgjNeaqfeYCNU2mEi10JCWaZ5x1hJGau3G/sohHW0/Bh2jQ84HvkHf/PDwxbzOufmelpC6Yt+EQbpmzxm+Q3wpoPdG8ryXYbXHtaxUKfdtlSY+3HKpAaXU9lmwPbTMlGOSFsqQNigjfJRd4AkC+7vMiovoGAJ5eYN1iOb7YK/OGtdmATNlG+S0frWnys05ZMFT+f1MKpkAQ5xKPnzsw5O/I9YzNs75r2tvVKhyRzU9vPdk9180IcPPN6cNrUn1FfrPuAK58eyWueGsFvpX5Z5PIwrtYHDK2V+tYN8HSyHdgI5laJEe+0+2rrLRdNmu99v1VET1/vNHowxMt1G5dpEpPDFdG/c6UkbrHX7x4CPKfPBOtQkwXjRXj+7QF4N1lO1hei3s+W48VsiIZv+8qQb0npUPcyRbVl/6CaPJ0TruqTyN5rR6pqcc9n61XtM0XCbLrtaUf1VOBj3Lwy+4/GR1zUnFq/1z8dv/JGNW9FUZ1U5Yf/3FLIR75r//CC2ZBVEokRCjALVKvShfKDTAIk+HxeqqMg0BJpBFTAKVr0jNDDSWdU55W+c9Te4ffOA/+UsXlvLF0N5ZsO4yLX1uOz1btwy1z1mDehkN461frq2h8bTwBbtUDq8CFT0kUPKRccnsSgzwKxeqc/gI68f43I7d6GNtLOQ6JRQZ84VL5TYabKg+4r/E/8t2V0FuGoEIT2XLInaJaXFUfVb+/WFHlSV8+c2B7ae6f5dl82+ijgrtIgxREU3qi1TW68Omqfbj2vVU4eOQobp+7Dr9sPywpBfV4d8oIAFpfNhI4DKLFIXdMcE8oc7PMtbA2C4Js5y6SJtdyquu86ZlDOudE9suJBrWfRLieaHJ6tc0I+zs6tfAqER875xjpsSj3NxuDO+dgwR1jsebBU6Vjn63ej4tf/x2Hyo+itsGJS17/XXpNNBwOWIkmm6yr040iGe++4YPVksH8mj1lTb63SDZB9lX6XfTB2eujWqmeuuONq4Zrjq3ML9UcMyuNqh12ozYueuUGdp2Kvj7lfqpsxQPVdY1BFbYR+0y9yx6Mp2ddoxNOlyCpv9pkJuNGHbuDUHn5smPxyfXHYc51ozDnulG4eLh+VWE5RZV1uOfzDdLzgopa1EbR1yoWqJVo8gBIIGmxxD/+/JMigVeJFpnAix41ng2HQKofxzOifUXrjCT09MwbRR/YLj4200XkXs3y/8NZm/yy47D0uG0Y68lju+RIj+f+sS/0BpkEUaUu94UU0yn/8DM3U6u1xX6cv/EQ7v18A37cUogxT/7ktw2nH9MOJ/Vpi+9uH4svbhoT/A9BAAC8k8Uh4gRG3PUlkUXu0eNdmEe4JHide2GSlGD3ueAmkUPt1WOPkCkr4Db0DJfWGcl47NwBKKmqw+WjuqJddip2FlVJHmFmRJ6+Imf0rJ/Qo43SwFYMnrVId/9f2+DC0XqnT4VfoyyKpkwDFCIafFmxO/BglTxQoJcK+Okf+zDtq4145bJjFRWcPr9xNPJLatDgdOn6dmWlJGLpveMx9unF0rHS6np8v6kApx3ju1qoWfAGuN3PjaiIfN7QjuiTG9hurbiY2V92FA1OFxJ9+PlZnX2lNTjthV9Q73Thg2tGYkwP/wr4Rh8+WoH2ZW2DEyc/uwQHZUrNbq3TI9oHGckJGNXdq/oY2rkFWqQnYVT3lpjyzh8BfcecFXsxx2Pw/M6UEZLy1kqIiz218gVgUYFIcciHIjmSSEo0u3GbwuL9rkWAvpPxyke/u8eME3p6x1JxA9Vfirgvj8JwPNEOHfH+/fVoE/pm8P2T+kqG95/8sReXjeoS8neZATFQKPchO75nazz/w3YcbXBvAjnkA6aMBk3BluA3mgDg6QvdxUr6tdefZ5PAiM/ZXZyT6lFtlFTX0wDXAPSrGUX2HD9vd+8A+dvRHeOReLc2WTpfc0O9+xOOwa78Zjf778PQqUXTO4iBcsVxXXHHhN6w2204tX8ubjqph2XTH/5SlXS/ZXxPAO7rQfRNKW1CCeSU+xZqDFoj08a6RqXK5NW/H9vk+++Z2Ed6fEDHYPfeLzbA6RJw44dedduGh0/D8LyW+NuwTrh0pO+Jp17K9/UfrMbFry3XlDqPJTX1jbj147W47v1VmDpnDY7W+1fqaHfY3ccjuXFx54TeAV9L7bNTkJbkQKNL0HgfxhMb9pdLC4LV+U2rMEW0Cz338UBTfHYWVSkCaIDWGy3SpCY5cP+kvhjfp23AgVY5U975A1e/sxLzNhwyoHWxo1GTdqRM5yTBo/YKFZVJRqIsLOA5FulN4VqtMscXFw3vFNFzmwlx/pkmu34kLy0/QTSpOJZduREczn1SDNydG2bRFrm32/r95Vi7N7D7hdnYV1qDK95aIRVQSE/y9uNAT6XV+kYXevzffEx4/mf889P10hp95vwtuPi15Vjp2ZjV25wIhLxWabh/Ul+/9iIkMBhEi0NaZ3p3e1b5STEiwSP3kIhk2p+cXz157v7SQa4d2w0A0CHHnGl9zQWtKav4SmhV40RO7ms9BUKkGeqR+r99tTYtUaSdJ23VZrNJ3hxl1b6DaJI/iGxhZwtywe6Pj2WlxFMS7RoPEzW9cjPx8mVDAQD7yvTTNdVkBrEYvff0PppjK3aX4uu1BwL+DqN5b9kefLv+IH7YXIj/bTiED37P9/sZXzvsoQ65LpeA+RuVAY2s1MB/zzabDWmeyfFPW403/m6uLN/l9WIJdJ6h7kuHPbj7Z41O0PXWU3oG9NlIIN5v1T6E/liy7TBum7vWiCbFDF8BUYDpnKFyx4TeyH/yTPzv1hMAuP2Tnvt+G+as2KuYV0QSeTqnzQDLgz8PlEv+hWIqfFP83xn9pMfqjSqrIwbKJvTzzhvFgHSlH0N6MfMoVJWvHtsK3V5mGQH0mz+evXCw9Pji13/H5oMVWOpJF/3zQDmW/aXv7fXT1kLsLKrC4co6zF25V5r3lVTV4Zt1B7B2bxmW7fTtCxYNFm8two7CSvxvwyGFR5ncn1ydUbSzqApfrNmPYx/7AYu2FOL1X3YpMhsSpQ39wDlzYHssuWc8bjwxcvYG8Q7vZHFIWlIC+uRmYlthJXYdrsZx3Zs2pCTBId6UHDZb0DvpgSL6zNw7UbswlpOa6L7E46EamJE4NaasoU1Aahuc2FfqnjCmJjqYihsAH14zCruLq3FMB33ZeboqZbNFWhIKK+pQ4plM1TY4kZLoQG2DEzabWxkhXj9yyXykPdF2Hq6SHs+9fnRAn2mV7laMHiqvRaPTBQFAosOOEh9qsWCUhjeM64ExPVpjT0k1bp+7Tjpe19g81MiCIGCHZ1IuEki6kmaHPUxPtO83F+BmVaUzvTTZprj39D649/MNQfmBWY0Pf/cGkX/bWQyXS1AUu9FDHXgJNDVXEATUNbqkAiMiX908BoM65QTZ8tD527BO6NsuC71yM3C4sg7/WrQDn6/eH9Bng03Hae40SmlHWk80uQKDBE+HHK8H6ks/7QTgrpL4z9Oang+GgqKwgOzyFQQhIkr3y97wepsGolCUq5aqahuRnBEfqcGNThfKPOp6+fUTaDVo6T4ZoUJKjU4XfthcCAARSZdvJyvcU9/owhn/XgoA+P7OcTjrpV8BAAvuGIs+uZmorGtEksOO9fuO4B/vuoumndY/F99vLsTSHcWYdcFAXP/BaqyWbd4sufsk5LVOl+aDkcbpEuB0CUh02FDX6EJKogP1jS78ebAcU951p/lfNbqr4jNpAYyDFbWNuOY9bWE4r6JQeQ2eM6QDvlmnrMY5tldr3DOxD3qHoJQmTcM7WZzSNisZ2wor8X9fbbR8/nm0ESfDNpsxZuWAtxphdz8+BKI8PpC0KOIb9UI9FNXSjsJKnPrCL9LzQHZdiXtiPcAjdf/0htG46LXlitc/u1FpiiqqM2/6cDWe/tsg3D53HR48sx9mzt8i+UmI6AbRQlAX6lHX4A1Otc0MLJ1aVNHtLzuK8c8tQaLdjokD2uE/S/7SvPfDa0YF1R6H3YYhnXMwuFM2ft9Vgo9Xun05KgxSMATLw//dhC9VqrhAJrvqHfZwPdHUPnZvXulbAemLzp4U7XgOoslpdAn4+1srMOe645p8n9OlDLyIl6c/357b567D4m1FGjXG0C4tQmxxaNhsNgzs5B6rOrdMw8NnH4Oc1EQMz2uJHm3SFeO/1fGlEAWYzhkuepUQ9+tYAEQCQWFP4u1DlwA4woyhNThdkjUBEJhC0WG3IS3JgZp6J6rqGk1XeTxULnptubQBK79+RDV6oJ5odtX1GErw3ukS0POB76TngyOwUZGTpp9eeJpszDz9xaU+P/+9J6A3b+MhzNuoTY0/6dkluHRkF3y2ah9evfzYiPvBXvr679hfVoOBnbKxbGcJ5t02Fpe+8buiSvR7y/coPhPOXFMMXKoD2QM6ZGuCaK3Sk6K6mRRPNAsZxCuvvIK8vDykpKRg1KhRWLlypc/3vvHGGxg7dixatGiBFi1aYMKECU2+n+jTVNlbEh7ygIvdoHROUWXjr6x0mkelU80gWlhIhtdhVDZ64cftiudUBwbPyG4t8dG13uDRvy8div4qhVp+iTsVsqbeialz1sLpEvDIt5s1ATTARzpnxDzRvEG0QKukdpcVTNhXehS7iqs1AbSOOal45+oROEGWChAMNpsNs84fhH+e6q7SXF7TPAI96gkmEFjwX73DLvZoqBPULYcqFM8n9M8N+jvE9M/yo/F5jettLiz7q8Sv/47a304MwIife3XJTjz2v82Yu3Iv7vpkHc56aSny7p+H/64/6DedKRZkJCfgwbP64/QB7dArNxP5T56JjjIVkT92FFbihg9WYfPBCv9vbmZInmgOZUAUADJYWCBs1PeUr9YewBVvrYj4ebz+oTZVEC38G6V6DhSoQjFQH7BQcLoE3Pv5enywPD/i3x0qtQ1OrNl7RHreTtb3gSrRtBsUoW/wz/1D6fUZaOXqpujbzniV1Mcr96LRJeD6D1Yj7/55yLt/Hq5/fxU++WMv7v5sfcge4c8s3IqV+aU4WF6LhZsKUVnXiHHPLFYE0PToH4apvy9PtLRkB567cDA6tUjFBcd2QtdWabjn9L4hn4c0Tcy3gz755BPcddddmD17NkaNGoUXX3wREydOxLZt29C2rdYvaMmSJbj00ksxZswYpKSk4KmnnsJpp52GTZs2oWPHjjH4CczJNSd0w1u/7o51Mwxl3b4jaHS6MDwv9AqFi7cWoV/7LMVNyx9KTzTxWMhN0CAIgpT33yrDXxDNfYnX1De/BYaZcGnSjNzHgzFlVe8YXTSic2QaF2cc37M18p88MyLf5ZBtpUc64F1U6U5F/NclQwJOe0l02NE6IwnFVfp+bkO75OCrm4+PSPvEnd+5f+xDfaMLV47Jw5DOORH57mBRB12SE+yoa3QFVljAxw57oGPuz9sPo11WCvp4JvG/7wq8oqovxGqxzUXlF218KfBq6p1NqpCcqsCLpCp0CWhwuvD0gm0BtyEai7JQ+O3+k6XHTy3YqgiS3zF3Lf7vjH6obXBhX1kNHvr6T+wqrsbK3aVYO/20WDQ3ZKRiPDppR5HwUIp39O4oS3cUY19pjW4hme83FaBFehIqaxtwTIds5GYFNqeV7EnsNsVJI3GflAe+HXab33RvkYyUBBRV1qHKgMD50h2H8emq/fh01X6UH23AOUM66v4+o8nhSqWdg7xQWEaAnmgNTmVxrHDmOwv+LFA8j0RxrASHHd/ccjzOeeW3sL8rGL7fXCip2OoaXejWKg03nNgDy/8qQbc26U1WHd1aUIHXf96lUdA3RYfsFCybdorua0kJdtT7sNfISUvEEdmGZ6KqH0XSkxJw7tCOuGBY/BbgiCYxV6I9//zzuO666zBlyhT0798fs2fPRlpaGt5++23d93/00Ue4+eabMWTIEPTt2xdvvvkmXC4XFi1aFOWWm5vbZVV+jNjNiRW7Dlfh45V78Ud+Kc595Tf8bfbykA1Xv9t4CFPe/QMX/GdZUJ8TTcvtsklBJJVoFUcbpV1ef0o0cWevwSn4HJyJf3wt1IPpVYfqZhcJCTzRMsiTThUI8j6JVFVHQRCwdMdh7Ch0e6K1CTCVU+T6cd11j7948RC8fdWIsNomJ1vm8/Xl2gM4N8qTVzlVsiD/038bhLs8KrkaP4VTAEAUGEoq0SCqju0sqsRVb6/ExBd/wYEjR3H3Z+uDbLk+YhCtvtHlt/iLFblU5nPUQpamo/YsU+NNAXR3otinTsH/Z+W8cPFgfHJDYD6EseSuU3vj4cn9pedfrzuIkTMXYdwzi3H5myuwq9hdhbispgFFskqMf+SXoiAAv8BY0qjqS/ntj+mc4TPCR/GKsU8vxt4SZWGaVfmluP6D1bhw9nL8491VGDUz8PWSMp1Tfjz4Nquplo37y2TBZX9kGqhEk28APPv9dox9ejEO+lAUrdxdKlVI3XywAjuLKnXfFy5LtvkuUCMG0eoaXVKgTI9GlRLNu8EffEfml3irox/fs5V0vwuXwZ1z8I/ju0Xku0Lh2/UH8e+fduKYGQtx7furcMpzPyter2t04n8bDuLLNfvx3/UHcfqLS4MKoAHA+cf6Dm5NlKWYDu/qtSJ47sLB+NclQxXvdUhVj5XfkZZElW80iWkQrb6+HqtXr8aECROkY3a7HRMmTMDy5cub+KSXmpoaNDQ0oGVL/RtKXV0dKioqFP8IkJWSKC3u1GbOZkEQBIWCQRAEnPzcz5j25UZcONv793MkxHQlMa/+wJGjEAQh4MW1S2fSEclszuJq965URnICkhOaHjDlJcOZPhg6ail8KFVX5e/s0jINZw8Oryw40efNqwL3sJLvfEeiWhUAfLHmAK54a6WUch3ojr/IlOO76cr8zx3aES38BM2DISdCE99IIO6iJznsuGh4Z2lSHsiYpVWJ2hTHmyK/2LvYPP7JnxQm8Led3DNo3zmRjOQEaawIJvgTCOEGeaPB1gLvnOI/fx8mPQ44iKYyvxYEAUUV+sU11JzSty3OG9opYgs7I0l02DE5wPvAWS/9CkEQsHZvGS6cvRyjn2zeG8e+0scAVueMBA9PPgaXjeqC43tqC4ONe2YxAO8Y+LfZ2vXUvtLAKkCLm8LqdM5IDEMlHsV199bpQd0nA01hDJZGp0uj+gKAa99bpQlQrd5TioteW45xTy9GdV0jzvj3Ukx4/hdD/Ifla5hurdMVr8kD0tV1jT7ve94gmmeDQtzgD2Fvvaza257T+kfWW2zy4PYR+Z4Te7fBHRN6obWfbB1/1De6pPXfCz/swNQ5a3HXp+tx28ehVVPu0EQ6/+PnDsD147rju9vHKqq5n39sR83PoVewBeAGRbSJaRCtuLgYTqcTublKz5Hc3FwUFBT4+JSS++67Dx06dFAE4uTMmjUL2dnZ0r/OnZlCJSKmO2wrMF8QzeUScMrzP6P7/82X1AO+fL/GPr04JBWW/Abdbdp8TPrX0oBy5uUePZFOEdtTUi3tjgQygUhw2JHqMedujp4xZkHt1eOtbBTY56vqGvHteq/Z5z9P6x1w6gIJjraZ2sl428xkrHnoVDzzt0GK40myqlLh7MzKUXupBFpUQCTRYcf828fiu9vHSsd+vW98WG3SQ8/I9/tNgd13I02FZ/df9BLr2MI90ZTvePtCrRIVr6pArs0EH87Yw7u2wF2n9QnLd66T+DMU+/8ZAqWitgEnPLU4Yoo5I1i/74j0+PZTeuG47q2kyrr+gmiNqoCo/P65q7jK5+dE7pnYB29dHTm1ZjRoEWDl16LKOgx7/Ed8ucatfGjusVRtX3pfY3XO8GmRnoSZ5w3ER9ceh/wnz8QjZx+jeP2hr//E2KcX485P1ul+/rI3f9c9rkY+94mkJ9rqPaW4/E23h1uwRZbEIOz/NmgN5ENlybYiHDNjIR6ft0Xz2uZDFej1wHeYOd/72q87SgC4FWBPL9gqHe83fQHe+GVXxNolCAKe+8Hrp/uOanyTV8Yc8ugPGPv0Yt10+sYIpXM2Ol3S2uOsQe0jXphucKccTDk+D2cOVAbTLh3ZBXOu9b2pdfmoLugt82Z7++oRuGNCb3x6w2hcGEZqY+8Hv8NV7/yBy95Ygdk/aws8BYs4x9EjOzUR/3dGP/RrnwV5wVObzSat40TU/SgizjtIdIh5Omc4PPnkk5g7dy6++uorpKTo72JMmzYN5eXl0r99+/ZFuZXNF/Fiu//LjRr5d3Mmv7janepw2L04+Xz1fkydswYDZiz0+Zn3PQvbT1ftw3Pfb/O7m//Ob7uxZNthxbGtBZX4WlX1RA9x8WZTeKJFZsZ7xVvBF9EQd+0q6+LTnycS+Ko0Fki/NjpdOOW5JYa1jWjp3NI7kbhnYh+sfGACWqYn4cLhnTHzvIHSa0kJ8iCau08X/lmIR77dFLTJ7Jq9Zbj/iw04qEqzClV10a99FvKfPBP5T54ZEc8RNXrtuv6D1RE/TyBIQbQUd2Cva0v3bvtBjwq4KXwaJsO92fL4/zYrAthyquv0N15O7N1G93gwiDvO172/KmLFGxb8WYADR44qFHPNjXs+9wb4bj25JwCv7UCJnyCaWlUoBkadLuCvw00HIzu3TMUt43uG1ugYYrfb0N2jLpnQLxfd26T7TMkpra7HB797C3Dc9em6Zut32pQSjWqJyHPl6K6K5x/8vgcHjhzFVz7SzcRKj/7wFspSpuSGO6dd/leJ9DjYbzrqqXwtv3+Hy9u/5SuKAenx+i+7JEN6eaEodVGcJ+ZvwbQvN2JfaQ3u/Xy9Zrxev+8I7v9iA4qrmlbX/r6rBOfL7GQ+uGYk8lRKNDUHjhzFLR+t0RwXq1iLQTd7iGsTeTXVFy8eogjiRQK73YYZk4/BK5cfi0+uPw6ZyQl4+oJBmHX+QIzx+OHmP3kmHjyzn+JzT5w3EJ/dOAbts1Nw7pAO0j2ke5sMPHPhYDxwhvf9d53aG5kpCVJasD9+2X4Yy3eV+H8jgPF92mDTIxPRpWUaMpITkJ7kwBXHdcWkAe2Q1yoNJ/fVer3rcenILmiTmYwrjnNf16mqe0KCatNQpCmlG4k8Mb2TtW7dGg6HA4WFhYrjhYWFaNeuaYnos88+iyeffBI//vgjBg0a5PN9ycnJSE6OjxLIwbJbtkN+7qu/Yc1Dpzb5/qP1TqzML8Vx3Vv6TSMMB0EQ8NvOElTVuQ1QdxVXY0ReCyzbWYJGlws3fqi9QfjbkXp83hb84/huuPfzDQCAeqcLPdtkICXRgfRkB8b3aSstousbXXjk282633P3Z+vxNz+7GpIywha5FDER+Q5TcoATiBZpiThcWYc9JTU4pkPgflHEizjRUPtJ+Fvgb9h/BBsPlKNQlYo0oCP7wUguH9UVT363Fcd1b6lZWMvVR3IlmjipFCfH/dtn4cLhgSuXz39V3zsx0KIC0caXV1tRZa2ums9IRJWsqEgQ21bb4EJlXaMUXNPDl0q0/GgDnlqwFW96CuhMHtwBq/JL0aVlGnLSkrBidwk2HyrX/c5bT+mlezwYxCBldb0TTy7YilnnD/TzCX1cLgHLd5XgmA5ZCuuF4qo6bD1UieO6t0RChBcyoSAI7nbK5xViu1p5gmhlQSvR3Mcrahs0VWoBYEDHLPx5wG3RMeOsYzSvm4Wf7j4J9Y0uJCXY4XIJcAoCEuw2NDgFFFbUYuzTi3U/9+WaA+iUk4q7TusT5RY3jSAImo0nG9M5DcWo+4w4xZEXygLCn9MelXlFJgU5fk0a0A6/bD+MuobI+fweVQWjNz0yEcc0sTHvj49X7sXHK91VLD9dtR+dWqTCbrNhZLeWknn+kZoGzL5imO7nS6rqcMnrSrWgPMWvKX7dWYylOw7jhJ6tpb+LBlWhD1uQaxOnS8C36w9KqfoJdpvh951R3Vth/YzTdLM2rh3bHbUNTjz7/Xac0NOtGM9OTcRv953sN8vj1pN7Yur4nvjv+oO4w4dSMxi2PHq6tB6z2dy/28V3nyQFuOx2myclFAFnoLTKSMaKaadI709LVI6ZYlquXdYFyQn2iAc1SdPE9E6WlJSEYcOGYdGiRTj33HMBQCoSMHXqVJ+fe/rpp/HEE09g4cKFGD48cP8bouSo7AZUWl2vCAjo3ZAfm7cZc1bsxY0n9sB9p/eR3uN0CdJECfAGFmw298Ah/1+OeEz9+c9W75eCXSLpSQ6f6ZqB8s6yfOnxaz8r5dazzh+IS0d2gSAIYXuHuXzI3/V+B8GSkZwgBdKeuXBwQJ/pmJOK7YVV+HLNfpwxMDJ+A3rI+72pY06X218gwWGPyO8kGoi7eHb1BKSJOdyBI0dx9stas/Yvbx7TZMUfEj7XntAN/dpnYWiXHM1r8gm7fCdbLYv3V55cjq9gasdmvCuYmZKIebedgAS7HRNf/EU6ftoLv2BdlCsBilUsszw+VqlJDmQmJ6CyrhGHK+uaDqL5UIn+e9EOxft+3FyIa99fBZsNuOb4blJwTU2kUmflgYI/D+gH63whjosulyBN9Lu1TlcEqCa/9CsOldfiwTP74aoxeW77ALv+vTYa/Lz9MK5+5w/d11r4UKKp26ruS/F/eQDtH8d3w40ndseWgkoc2yUHAx/+HoA3AGdWxLHIbrfB7ll+JSXYdNOu5fz7p52467Q+zepe6pT1hW46ZzLNr42ge5t0KUNDjzevHI5r318V1HfK+1JxjwzzcpOrgINVlKUkut9f1xg5/zG15Ut6cgLm3XYCzvz3rxH5fjEg9qms4MmqPWVocLqQYLdprt2JLy4N63xXvLUSH14zSrIkUCvR5Gsul0vwG9yZs3IvHvr6T+l5tMbbptp144k9MKBjNo6VmfD7en+7bO/GoJgldM6QDmiRnoRurdKxcFMBUhLt6NIqHQl2G7JTE3HWS777PislQVLlqVVigPL3Kz9nMMh/FvU51PMdIPi0aBI+Mf+N33XXXbjqqqswfPhwjBw5Ei+++CKqq6sxZcoUAMCVV16Jjh07YtasWQCAp556CtOnT8ecOXOQl5cneadlZGQgI4ML02BQX8/HP/kT2uekorK2Ad/eeoJGbTZnhXtXZfbPf+GjFXvwwBn90CEnFdd/sApXjcnDtEn9UFRZixOecnuQndCzNTYfqsDZgzvgh82FGNWtJZ6/eAgA9w3rrJeWYnthFZIT7Jg+uT8uH+WWrb77W76mreEG0ADgsf/pq8sA4K1fd6OwohbvLcvHtWOV1fH+dckQ3D53XcDnkRYCDpti4ugSAB8WPAEjH5jV1R590bVVOoDDaHAad9NzuQSc959lSHbYMff646TBf8q7f6Cwog7/nXo8Eh12fLPugPS7/OKmMfjnp+swqFMO/n3pUMPaFgnkPneAzPC6ic/8Syb3F0lPcuDYLi103k0iSYLD7jMlT6FEayKI9uKPO3DHhN5+z/XUgq34bJW+TcA7U5q3P5OeMjXUQizhICrR5MGyNpnJUhCtqaCzPN0IgPbG5kFcPAoCfAbQAEQsdVb+d9ZU1TQ1M+dvwZdrDuC+0/vgHtlm0m6Vt9ohT9rw4/O24OkF29A+JwW3nNQTj8/bjFcvHxayn1uo3KPa+Mpr5f096inRVuwqwbXvr8JDZ/bHRSPcik9fBVzkTDujLxIddrRVGZGboeBCKASi2nr02834Ys1+TB3fE9f5qO4bTeRpceI8koUFjOe1vw/DzPlbsFhlRSJySr+2WHjHOGnTpLbBiZTEpgOaTpkKP5KeaPI05GDVM+LflL/0y2AokhUUGNI5B4D+/TFcLnrNW+ShuKoOvR74DhP65WoKIqlTPR8/d4DP77xkRGfM/UM7B1m9p0y6DzRoPNG873MJghS498XXQVahjAYJDjtO6hNYeuQZA9tj9Z4yDM/zzr9tNps0T9QbNz+6dpTk2yfStVUaTumbi0tHdsbzP2yPiPVDIKgDzdmezRUqfGNLzH/jF198MQ4fPozp06ejoKAAQ4YMwYIFC6RiA3v37oVdplf8z3/+g/r6evztb39TfM+MGTPw8MMPR7PppuexcwZg8sveSPvB8lrJz2f9vnKM9FFCG3Aveu7/ciOO7ZKD2gYXXvt5F4Z2zsH2wippR+fXncUAgHc9CrAv1x7AMxcOhsNuw8YDR7C90G0UXNfowgNf/YmUBAcuGNYpJI8Ph92GjQ+fhrSkBCzZVoRbPlqDmecPDDj4tbOoCi/+6FYuPLNwm3S8e5t0nD4guOoz8oWATTXpcPi5UflDrpI7sU9gg/eYHq3w7rJ8XbPRSFFcXScZSv++uwTfbSzAyf3aSr5yvR74Dj3apCt8bS7weD3kl9Tgjgm90CYzGU9+txVnD+6AUd21Fadiide83P28KU+0r9ce8CkRf+0KKmdjTYLsfqJXWEDNj5sL8evOYsmn6J6JfRTXtV6aGQC8dOlQ9M7NjECLo8+zC7chr3W639T1SLB2bxlm/HcTAOVOauvMZOwqrlYsbvTwps/rG+0GSnqSAzPOjlxKYHGVN2C0NYDiPfvLavCvH3fgM49/jjoo1RT1Thf2lNTg3i/cn/n7Wyuw+O6TsLe0Bj9sLkCLtCS0zUqR/FVE8our8Z8lf+GGE7ujexDqWEEQcMF/lmFrQSUW3jEOry75S1PVTtwUA4CW6e703OKqOjwxbzMGd87BCz9sR2VtI+79YgO6tUnH12sPoKzG/TvTUy8B7t1/9YJ78uAOWLevLOD7odmw2Wy4fFQXfOTZxNTj7d/cQeEn5m/BE/O34LaTe8Y0xVMe3JAUdgolWsyXHpakV24mZl8xDH0eXKD7us1mQ6+2GbDb3Ju6FbUN/oNoTnFT2K4JvISDfGM8K8hKumLqXKSCaMVVddKmRKLDhndlm1/Xj+uOd5flY1S3lli6ozgi51Pz45ZC/Li5ED9vP4xrx3bDq4uVc4qrRnfF31Vjt5zpk/tj2V8l6N8+C05BwA+b3RZJL/y4HWv3leGtq0ZoqnMq1yb+27g3wGquzRWH3YaHg7y/H9+zNX6fdgrO+PdSTB7UHo+cowxkyitPR4NBnbKxYb9b1S76ucmvycwmFPvEGJrFnWzq1Kk+0zeXLFmieJ6fn298g+KEgZ2ysWvmGej+f/M1rxVWeM2xf99Vgt99mCqu2XtEenzjh2swzk9U/redxdhdXI2/Dmsrbf3zs/U4crQB+UEUObhnYh9cO7YbEux2aeJ9Up+22PjwRNjtNny19oCmQEAw/HjniUFXUZSnpERy0nGo/KiUDrN82skB7zpkeyYoFQYE0Y7WO7F6TxnaZXv9lS57w71zIzdABpo2hj75uZ/Rt10mthZU4qMVe5H/5JkRb2s4OFUTEEmJptOnvgJo704ZEXV1CNGSlKCvRNOLvSz485DGg7FNZjIuHN4ZTpfQZJpehomk9Y+fOwAPylI1Xl68EwCiEkSTV4+TL6bEqqbq4IwaX9dmMNxwYnfcN7FvRCvmnn9sR/y0tUh6XlHbgPX7jmBEXkvdhev5ry7zGzAMhvHPLtEcO29oR8V946aP1mDLoQr89lcxrjiuK3LSEpGVkogR3Vpib2kNVu4uxejurdDgdKFTizQpJebHLUXSvd+XX5c8UNIy3d2vi7YWYZGnkF17WXrNhbOXKz4rpXOqLko9C4OXLh0aUDqSmXnivIEorqrDwk2F/t8Md4rnNWO7S/f+aCOm2SU6bFJfytO/GEQzDn9+xXa7DZkpiSg/2oDS6nq//pdyJVqwgZemqJFtCJ9/bMegPiv+jOv3HcGfB8pD9phtcLqwYlcpthZUSMe2PTZJMZb83xn9cM/EPkh02PHvRTvw/A/aDAPAHWx7/ZddGNwpG+v3B5e+D3iV0up5MwBN8EZNWlICltx9Emw2d6E1MYgGAEu2Hca17/2BYZ6UxwSdDYqymnrM23AIgzplY3ieWzxRWduAdfuOoGNOKlbtKdPch9XVYK1Ku+wUrHpgQrO4v9TIAs82nU1Df6n/JPLwThbn2O02tM5I1kiHxVL0pdX1GnPLpvhle9MBqyvfbrq6ZFMpl3r0aJOhO2kQB7znLhyMP/LLcPNHq4O+6Y/q1lL6HlHWK6alNIUURNN4ogV3fjWjZ/0kPW6XFbjxt7gwNUKJ9s/P1mH+xoKISJoDUWvEyvfFqUoZU5uyiu2qbfCddsyqOc0DhRKtiXROALpFTB75djOWbDuMI0cbJPWlHt39VNFqTjh9DI6BpPuEi3zTRF6VUCwuIN/Q0aPeqazUFooS7a5Te0d8knzmwPbImJIg+YTd9ck6/LilCJeN6qKoECsSyQCaL75asx+XyRRiWw65F4/7y45i1ndbpeNdW6Vhj2ozq2V6EtY8dCoanC5cF4CvkvzXKSrR5Bwq992vemb0gO9iOs1hgWM0blsGL5kpCbjppB54esE23fc/s3ArHj83tGIW4SAIAmo9frspsrmZfAGY7qP6KDGOVNk4np3qDqL9sKkQfdtlNfk5bYEI91w23PRp8e/h8lFdMD7AlDwR0RMNAM566VesfehUyXcxGP69aAde+mmn9HxCv7a6Y4mofr35pB4Y0DELT323Dds8RV4ePLMfhnZpgUGdsjG6eysMy2uB7QWVePHHHVI2TjgEeq2I7T7/2E5IcNhw5yfrpdcWbzvsVaI5tMGXSf9aKq35Ft99Erq0TMMtc9Y2uZ7zVUHYijSX+4ve+kLetJy04K8BEh4MohF8edMYjHtGuZv80Yo9uGpMHh765k8fn4o+5wzpgG/WHZSeX3NCN5zWP7fJz7TKSMbpA9ohr1U6dhX7VkLp0aWl19NFNAhvKkgiIu3cOSLrISEnmECSpESrbYh4EGr+Rrcn4c9+gqeRYF9pDc595TdcOToPt08Iv3peMKhTxsTfoEsQ8Pavu/GvRTsw57pRWNdEUCU3iMAnMQ7f1TkDvy4C+XuPlLdWLCmrqUf77OgFfwfIPGi6eYKQfxW5Vcu3frwW+cXV+PSG0QqTXdE+INHh20fLFymJdsy9frQh1aZtNhtO6tNW2qT6cYtblTZnxV5NEM1XEFPOixcPwU9bi+AUBMzzU43aFw99swkPfbPJ7/vUATTAvaF2y0drMG9jYOcWfe6A4I3kHT5Sc40O6DZnpp7cExVHG9ClVRp2H67Gvaf3RZvMZHRukYZbP16ref+Hv+/FKX1zMb5vcAGKcKhtcGLyS79KaXbJsmDHUVkQrTlUk7Uyoo/vPRP7YMuhCvxvwyF8fcvx0uvts1Owt7QmoOI5jbJNYcB9TToFIdy6AlIQbYKfObweasXNvrKakIJo6gJjTVnYAO6/25P75mJMj9Z45NvNOO2YXEUAULzWhue1xHv/GInH/rcZrTOSsKOoCoUVtfh9V2nQbZx329ig3u+w23DukI6KIBoAKRVVr7BAqcyrUk/BrEdyHI/FsSInLRH7y9TXrEyJFiPlcTzDIBpBl1ZpOG9oR3wlM47cXliFBX8WhDxZjwTPXTgY07/5E9X1TvRsm4Gn/zYI4/u0xQNfbcSrfx8WlPrp2YsG4/xX3R5c3duko1V6Ev7IL2vyM5eM7Cw9FhdttQF4MIhVcBx2e8RKgn+zLnRTTzGI1uAUcOXbK/HBNaNC+p4N+49g6py1uPf0PiiracDrv+h7QfnjmhO64a0mjL0BIO/+eUhKsGNI5xx8fN1xcNhteO77bSiprscLP24POYj27fqD0oLjhhO7Y9qkfgF9zqVJGXN3rCAAj3rUk3pVnN77x0jMmr8FWamJyDJRep+VyUz2TjT8pXOGQrusFBzXvaWmOlNzZnyftng+dTvSkhwKhdDXaw/ippN6RK0dAzt5g2iin9yirUXIu3+edLzf9AW4/ZReuPNUd9EH0TBZXBzo9aOe2jpaKeN66in5zxMoAztl49yhHVHb4MSmA+VwCgIW3jEOaUkJeP2XvzDru61hq539EWgADXBveon0ahucN6C3OqfyuC8lWjyQlZKIJy8YpDk+eXAHnNKvLfpPX6h5bcq7f2D745OCrn4YKou3FmFHkdeqQx6cNtKTlSg5Z0hHnDPEmyL58mXK168Y3RUrdpcGpP53urSG9E6Evinc4HThoteWY6PHCiE9Kfh5USuVsrWkqt7HO5umXlXwRU8xq0dKogOzzm9a5annwfXwfzdJHtEA0CItEWVNFPI5e3AH5IWgaLfZbMhMSVBsZIgkyBSFwXJslxwpjT+ex+JY8eT5g3DJ67/j1pN7SscSZPPMFkznjDpc1REAQNss7c3jxg9XB/TZE3q2VsiWRdPScLh0ZBdcMKwTzhvaUZKP2+02nDu0I84e3CFoee2xXVpg18wzpOc2m1vCXFxVj0GdshXeNQDw7IWDMayrd1dKTEtwugQ0OF1NVhOSV3KMlBJN7hv0nI4vTFPIZdehGqMWVtTi7Jd/AwBMnaPd9W6K1EQHjjY48cR5A3De0I5IS0rAuN5tMOWdlU3+ndQ3urBydym+XLMfFw7vHBET2X9+6t2de+3nXZjQLxcj8prefQS8u7FSYQHP/01VLJoxuT9O7N0GY3u2hs0WnEKGGId8rJNPQEI1pAe8KS7PXjgY5w/t2Gzk/4HSpVUaVj04AeVHGzD88R+l42//ttvQIJo8JSg7NRGtM7x901RRhn8t2oF/LdqBEXktUFjhDo4l6xiYA+70lG6t03HNu39gkWqcjwY3j++BB74KTtH9z1N74/oTuyPRbsekfy1FTUMjOnuUjSmJDiz650kAvMGm68f1wN+P64rURAeufHulYQbYgZCUYMdv950speOKx24Y1x2v/bKriU968RYWUHZmahylEAVDWlKCNL8prqrDyJmLpNeW7yqJWgW5I6pAmVyJVloTWqCDRB6x2nEgZvHadE4bACHkOf4f+aVYK/NS7tk28IImImolWlmAf1uHK+vw5q+7cOmILrrBqUDsWsLh4bOPwQNn9oNLEJDksMMluO9l/1myEx9fdxx+2FyI15fuwrxbx6J7m/SwlLd/PDABJz2zBAUqOwRRBRrsfOfSkV0w87wBuOyNFdhRVInje9LfN9oM6JiNDTNOU8wv5Rsk2UznjDoMohEAQLIfef2mRyZCADBghnu388YTe2D2z38hNysZH1wzEuv3l+PcV9xBlh1PnIEeqmIFAztmY29pje5u5JDOOfjq5jFwCe4FUFlNA1p6bmZ2nV2TUBeo6s/Nu20sGl0uJNrtmuIKAzoqfSIUaQkNziaDaI0+CgsIIcaAahuciglLsCasNpsN5w7pgK89qbBH651BLUYanS6MfUrfPDoQ/n3pUJzQs7XinCf2boM1D52K5AQHft9dgike3yA97vl8AyYOaKeZDISCeufxuvdXYd300/x+TgqMqhZ3vhbl66efJpWgNltAxerIJ8pVMnPjQLrpzEHtddW5t5zUE7eM72nqRX6iw44WaUlISrBLKZKHK+tQVFnr13w6VETvJAD4+Z6TFOq9lgEsaORqYilNRbU4ECt+vnHlcN0iOkZzUpB+P4B7YiyqeObddgKcgqCYLOupHNM8io4PrhmFw5V1EAS32X6i3Y6MlARsOlgubYQEylWju+K95Vqja1/8et94tM5I1l38pQWhOJHMr1U/Z6DFdOIR8XfVVmUb0BChCoaBUKDyuZMr0Y7r3grzNhxiHzYDRE/d0up61DU6m0xnl1ebB7z3SVeIUTSX6s8xkHFejc1mw8i8lliZ706PlFetV1Ne04DDVXXo2TYD/3j3D2w8UI7Xft6Fj687TvPeUNoSLPK1g8Pm9uO86cQeSE1yYFjXFrj39L4RUbGnJDqw9L7xGPHEjzgiU7sl6nii+SMzJQEzzxsAm82GD68dhQanK65T62OJ+p4onxcwnTP68G5GAAC52b4XSbP/fqxUTWn+bWNxuKoOY3q0Qo826RjYKRs2mw1DOufgnatHoF12iu4NoGfbDLxx5XCs2F2C43u2xg+bCzG6eyus23cEJ/VpA5vNBtGqKBo3MsC9EHHY3TeCJXefhM2HKtCtdToKyms1ZqvJCXZJbVLb4ERWE6WEldU5w1eiPfKt0sMmFEXTI2cPkIJoJdV16JQUuF/T8z9s1wSfAmHx3Sdh66EKnOrD80I0wTypdxv85/JjUdfo8lnZ8qq3Vyp2L0NBzwj3SE0D9pfV+PWvcqp8QZrqg78N6yQF0EjzQ+7HI9/B9jepnDapLy4/rit+3FyoUUW2ykgydQBNxGG34dMbRiO/uFq6Fie9uBSrHzrVkPMdlXlMhlueXSosoLr/iEpcu92GH+4chxd+3I6HJ0evslgo6ga5iivBYQ96oib/vMigTjno0jJNUp9M6JeLH7e4q7hdOKwTauqdmnTNe0/vi/4dstA+OxW/7SzG9sJKFFXWYdPBCsX7Xrx4CNpmJjc5jrZI1/bviLwWurYKDtWCXUSeik1888zfBuGezzcAUF5jRvOVSpmdJPOfvHREZ+SkJgak/CbGkpOWKG2WFFXUoXNL39dto8YP1mtlEQpi5dZweePK4RjxxI+od7pQVef7O095/mcUV9Xhi5tGSymkAHDpG9qCaZkxstwQ5w7ydVAkSHTYMbxrS2mcB0KrYt0nN1Oa88rXTST2yINoevdYYiwMohEA7oX/il2lOKFXa9zrmXwBwD+O74aJx7STnvfv4A0uXTi8s+I75Aa2L182FPM3HsI5Qzri89X7cd/pfdEuO0Xyabh0ZBcACCnf3wjyWqdLbenXXlutyGazITnBjtoGF+oamg4oyYNoSk+00GYdH6/cJz2+9/Q+IX1Hdloi2mWloKCiFmXVDejUwvd7X/5pB75aewBzrx+NNpnJeHWJf++zE3q2RkqiQ3Gz7tY6XTIHbwqbzYZJA9sDcKeiPD5vi+Y96gDazqJK9AzSZ6dC5g/x4Jn9pPNsL6wMPIgmKiObeG+uTmo0aZ4c8eFHcnLftkhJtOPWk3vhue+348YTu0ul3z++/jjJX1EkEGN4szCkcw6GdM6Rgmgl1fX45I+9uHhEl4ifq6befU0mJ9h1N1/Skxyorg9s0eVLiSavENgrNxOvXj4s1OaGRDA79jPPG4gVu0tw1qAO/t8cAv+dejzu/2IjLhjW6f/bu/O4KOu1f+CfYYYZ1gFklU1BFFdwJ1xTUVS01BYf9eRSVp70uGVl5dbTKTx17HdazOzpHC17yrKTeTS1SAUfN1TU3NLUUCxBXAFB1vn+/oC5uW9mYFgGhuXzfr18ydxzM/OF4Ttz39d9fa8LQzv6YPG/T6Kzvx4z+ofgi+Q0kyCas04jve6DypYE/nH3PpZvOYPHewdi8/E/8FCkv/T+XZXHegUhOfU2hnX0gd7BHl8dvYq3HonA54eu4JN9qYos9cqWc9a0QUFL9WivQCmItnLHOYyNrJ+/J7n8ohKT5YElsmMejdquQcZBlqlUKvjpS5sLZGTnVxlEM5h0dSzbXovj2bzCYjz1qeXOvtXh5mSPyVHBWH/gMv628xw2HknD3KHt8UivQMV+xlqYM6t43qiQVujUWl+t49Wm5s0JXfHTG7IgmqwBjzExAChdLSQPMsr5VZFkQbYlb47l5sjlnA2NQTQCUJp2/96kHgCAK7dysSbxEr59rj+6B7nX6vHGRPhLJwLyIFxT5qzVIL+oULEEzBx5+rv8g6q259nyAqF/Hlz7+kQezlpkZOdbrE3y9x9/BQD0eeMnxFVxchTbxRf7L97CgDAvfPRE6YnpV0fS8PK3p6S/pZqaOTAU6w9cNtOBRmnh1z9jUHtvzItpX+XSWjljR0WNnQozB4bi4KVb2HUuExlZBRa+0zSIVtVVvMcrBJep8ZIH0eQn7BN6BkjvX59M6634np7BHujVxgOpN3PRPcgdyb/dapYnh3OHtcd7uy4AAF769ymM7xFo9QLlxm7HlWXxvftfPfDMhqN47aEu+CUjB18kp1X6WMaxyYNxOo1do1hO/eb4bnhl8ykAQESgG94c3w1j3jdtRDI5KhiTo6wfrDRyd9JK79UA8LasvmbFRMwlceabrgS4O0pzYkQNPtsdtWqsntxTum3syveXYe3RsbUeT39WfpJbWd0ednWsHnmmdHU6MFrDztMZJtuMTZao8WnlrEXa7Tzcya36eLC8PEmFpkq1eM6Tv5sP0tSWh6wG1JVbeXh+0884euU2ott54aFIf+w8XX5RoKoC/rMGt2vQLrYNycfVAZP6BuPLw6WfnRXrwBoD3e28nZFXWIzcghIUlRgQ6OGIwhKB327cwwuxtbt4T/VP3uCBjQUaHoNoZOKF2I6YPSSsRjVMWgI3R3vcyi202GXKNOBS1hK8FlfucguKpQDaF09H1ak4vXG9/N0aFPitrBvb/sVD4e/mgPwig+JNfGKfYIyN9K/T386PCwaZ7TQmd/L3LJz8PQtdA9wQUdbRz9/dEUDpss0z17IR5uOiyAKZW9aV03hQaLy6lpFl+STDeKBhPICseHJ3/q8jUWIQUEHVLJb1NXeRQe74+epdjOpWHgSwk52fO1rIHvrqmQdK61SpS7NTm+NrvnB4BymIBpRmtCwb29mqz3G/sDSr16mS33dMZ1+cfi0WTloNXpJlSJtjvCIrD5o1ltdlclQwRnTxhbNWA21Z1t3JFSNQXCLw+aEreCfhV7T1rP4S+/rQM7g8Pfnsf8c26Od/xQwzrZkg2shmcjGuoUQGuuFnKwctqmJumV5RLcpAUMMwLnO3tNy3Yk00VR0y0SquKIgO9azxY8hN6BmA//fTr4ptXx6+ii8PX4WTvRqzPj9Wrcdp7d68M61cZO+v8gsRxk6rAOCo1WDn/EFlF/wF7NV2EELgflFJnUstUP2RH++4s7FAg2OUhMxiAM2UviwIVfMgmrEleM2fc7KsbkNda8UZT1TyqlgeVVWB1r4hrTC8ky8ig9wRUBawMneSWte/HSetBptmRePC9XtS9kZl0rPuS11kf/3rKGg1dthy4hrmf3UCYyJa44OyzIcsM1chjcV107MsNywwFsNVdqgqZadClYV5qfFZP70PEn/NxMgu5ZmW8hN2S0vw5HWqGkugpr79a3+q1YNoxuWcDlX8Do3vJ/KuqnYq4KWRHRG/45y0zVgwWb6cs7LgnC3IO48CkOpqzhrcDm08nep8QllX4X6uWDejD3xcdQ3++e9c4fmk11IW2PZooFqpzcWqxyMR885eAMDV23lVLtmzBnPHN9boqE31QwqiWVguX7EmmvGkvaYXhfOLSvC3necU2z76U92W1ldVe3bmZ+aXb7Zy1uJ2Wfbdq6M7IcTL2aQGcnMjP56xVysz0Yw5hTqNnZlVHSq4Mvu3UZMft+ptVNOvJePsIKomt7Ig2rMbUvD2D+cq3a+4LOKiqRBwqemVu/yiEsWV5A41rAFWkTHQ8/K35gNTXx5OQ9cVlWeAfTEzCk8PCkXfkPovDNynbStMjgrGsjFVn7S/tvWs9HWHJTvw6YHL+PuP5wEA206mI70sy+xMevnvcXq/tgCA4LLMj9SbuRbHU/E1la8Qs/YSN6p/Hs5ajO8RqAiAqRRBNL6mAPC/M6MUt78+ctXsfpuOXsXgt/fg1+s5NXp8YxaEUzUCkc8MCpUKPx9YPAwz+oco7teYyUSrKjjXWGg1dni4e4BJV0VbGBLugy7+bg3+vM6yjo1ajZ00F+VzsjXr8tRIO28X6euBb+3B8TTTBg7W9Pq2sybbatIBkBqWMbBiKRPNtCaa8Xi2Zs93+ZbyOOvHBYPq3ICpYvC9KjGdfLFuRh989Kde6B/mKR3PxlTS+Ko5ka8W0djJM9FkpQ94zNMktfV0wvR+bfH88A4sd2ADDFsSVZNe1j549Z5LeCG2o8k+Qgjp4MKuQsClukG0039kYfupdJM3xLrW9snMKc+4en3bWbw6uhO2/PwHHO01MAhRaXDNyBZv0E8OCMGRy7exo6zeyrODQ7E26bdK91/+H2Un0//6+BC0ajtck9WFmTesPQAg0KM0my4zp+qaaOZeU/m5gZYfXM2CfHoxs7BU/zAvRAS6SbVsXvz3STzWO9BkWbmxiPmfPknGI70CMb1fW/hWCArlFhTjvV0XcOnGPTw3JAw9gz2krFgne8uHIq4O9ji1ItbifvJMNEvLcqlxcJEF0XRq8yd57OpYMyqVCo/1CsSmlN8BAOM/PIDLK+Pq7fnkGe4vxIZj1Y/n8cb4rvX2fFQ3xvfGqlYmAEBR2QXEik2VanpR+O2d56Wv103vgw6+dbsoLB9Tdchrm/7vzAfq/NxNiTwTTX7RV/7rc+HqoyZJpVJhxUMN122clDhriKrJzVE5XXLyi0xqBci79GnslFfuqnvMMeHDAyish1oi8hPff+5LxQ9nMiwW8DcyLt+0hdWTe6Kg2ICC4hKoVKoqg2gVXbml7BY2IMxLWhbkWHbibvFKrOx1U5upiabjiXqzIH9NW8oSzer49s/9EPbqDun2f36+hhs5BRjY3htXb+fh473l8zEzpwBrEi8h5codfP1sNF7begbX7t7H6sk98cGei1hbtu9Pv2Ti8so45OSXLrN2teIyBHlMuzoZbmR78ppo8o9J+Wtpzb+RliLEW9ltsLjEUO8Xw2K7+GL2kDBM79dWkWFIjYvxvTHfUk20suYQ9mUZTKoaHs8CwLr9qdh1LhNAaa2++ijiv3XOAMzbeBy/VWNlQUsjz0RzqiT73lLDMSIyxU84omrycVVmVmTnF5sE0YplERe1XcX09+odddRHAM0cSwE0jZ0K62b0wY7TGZgf075BxmSOnV1psX5jYOOB0FY49NvtWj2Wt2t5XaLq1ATJzi9Cvux+tdo0iObJWj3NgvyatqWaaC2JRm2HA4uHot/K3QCAeRtPlN3zS6Xfczj1Nv7z8zWs238ZQOmy68RfMxX7CCFwPbs0C9SllgESZ60auRXmrzxjV8+CyE2CfFmW/PNP/j7LgEzNuVb4nW1K+R2T+lq/+6sxGA4Afx3XDQBfr8bOoZo10Yoq6Uxe3eNZg0Eoym74WXlZ9s75A/H77fvoFuiGDTOjkHg+Excz72HvrzfgqFXj9B/ZGBLubdXnbGrkF3rl2dmFspqF1sgMJGpp+ClHVE1To9tAbafC2z+UpqV/fugKXhqpXNIpP7BQm3Qzqv1z73p+cO2/uUyYjwsOp1Yv+DSpbxAe6RmI3m1bYWD7xnUA8q/pfSx276yMfNmQo6w7lRDCZImaEAIj3tmLjOzyZbBqlelyTk8XBtGaA/n0dGCdOwX/WmSiGrvhAsCGQ1dM7n9/90W8k1DaWa22WUYuDhrTIJpscro5MojWFMgDn/ITO/lrydqTNVcx6+zYlTv1EkT77sQ1AKUXlOQXqqjxMi6hz7OQiVZcFtS2V9duZYX8+AkAtFYuldDRTy81Bghwd8SUqDbSfVn3i/BNyu8YG9m6sm9vEeSZaPIse/kFi8d6BTbomIiaAx6VEFWTu5MWs4eESbfXJF7CjHWHpYMMoO6ZaD+dvW6ybdtfBiiKBNfWCyPCq7XfY70CET8hAr0baQ0aJ60Gh14ehr4hrfDepB7w1Vf/oF0e8DIeTJQYBEJe3o62i79XnMBl3y82OQA0vqbyWhzujgyiNQcZsi6tzEQzZanJR00ZA2gAMLyzX60ew8VMtou8JpqeQbQmTV6zx76ONUFbooe7+2NAmJd0e1PK72i7+HtcunGvRo8jhMCCr06g7eLvMfydJJySNTw6cfUuln53GgC7cTYljtrS078vktMUx7AVFdciE81gEHh2w1H899azUidMo4asIevmaI+nBoSYrCJpaVq7lV8Eq6zEAYvSE9UcZw1RHew5fwN7L9yQbhsUNdHKusWVHXRU1RJcCIHPDl4225a7a4B1uqV5OGvx08JBFvf72yMRVnm++uTn5oCvn43GQ5H+eKNs+cgzg0LxZFnHvjmyYGdEYPnvr2ewh/S1uc5OP5wpbWCQdb8Ib2yvvNuYPIgmr+dDTdcfsuYTDKKZmtavbb3VRhzcwXrZrvKsJmaiNT2dWuvNbudJXs05aTX4fGYUZg1up9j+VzOdNKtyJ68Im4//AQC4kHkP09cdlu4bt3q/9HUH37pf7KOGIc/y3F7WuMmcYmNNNLWyJlplKysysvKx+NuT+OHMdfxrfypmfZ6iuP/h7v51GTbVQqfWrnB10MDRXo0gDydbD4eo2eByTqIaOr50OHq8niDdzissQW5BMQqKDYqrc8ZzOePBSrFB4Nrd+yZLo67dvY+UK3ewbIuysyRg/YL+YT6uOPJqDAqKS1BcIrD152tYJcsIAereBbShxXT2RfIrw+DtooNKVdrB01fvgMlRwcjJL0aotzPalxVGl//uzXV2up6dj5v3CrBo089IPH/D5H5jswh5touLjifqzU1Nun61FGo7FX5YMAipN3Ix9oN9tX6cWYPb4aOkS1YZ04PhPrh0I1XqtAsAatlLxyBa0yO/ECU/UdeoOSdrq2L2iaVmOhXlFRYrbt8qyy6qeGGwoeq5Ut15uZRn8O84lY7BHbzNvl8am2UZ55/KwkXhSf9zCKmy4v7y2rv7XhqCQAZxGpyrgz3+78UhMAhIjbWIqO4YRCOqoYofQglnryN++zncuFeAHfMGAig94VRJ9bNK/39182mkXLmDDyb3wJiI0qtxSb/ewLR/HUZlPvpTL6uPX16zZMaAENzJK8Lt3AJEhXqiTaumeYDjq3cw+VoeMPvy6QeQmZOPMB/llfL/zOmPhz4ov5L+x9376P3Xnyp9HmOAUX5C58JMNGohXHQadAt0w7+m98aT602zZmf0bwtPZy3+/uOvJvctH9sZrd0cobO3s1oQbcHwDvB3d8SoruXLQeUBUC7nbHqKDeWBGPlFKWN3QKq5ikE07xoub6usg+MHuy8qbrdyZj20pmJUNz+8+G87FBYbsON0Bo5cvoODLw+VMs6Misrmo2l5EvOPm1pFd0wG0GzH3YnBMyJrYxCNqI62lBXVBYDTf5TWCpFnKhnP6VKu3AEA/P2H81IQLX575R3u3hzfDd0CrbOUszIuOg2WjbVuraPGKLqdp9ntEYHumDkgBJ/sSwUAqZugOfJaHvIT9dp2FiRqqoZ29DXZ9s2saKmO4thIfwx+O1G6753HIzGhZ2nh4nsFxegR7I7jaXfrPA4XnQZPDQhRbJNn0pqrmUaNm/zkvEReHoGZaLX2UHd/bD+VjmNlc66mibbx28+ZbCsuMZhksb/+cJfaDpEamE6jxpdPP4BH1hwAANy8V4Art3IR5lPepbHEIKQGAvbVKE9SMWNR7v1JPaw0crK2hqxTR9SccOYQWdGaxNIMC3mQxa5C18fLt/Lw7IajeOP7sziXkWP2cb6fOwCTo6zfRYtMLRnTGfOGtbe4nzwRQiO7weWczcOSuE4AgMWjOlrYkwBgYPvSguW7nh+MyyvjFI1InGXBq4QFg6QAGlAa2Nr8XH/878woAMAUK7/PyS9gOFZSRJkanyceKO2q90JseQOcEiGvMcogWm35uDrg2+f6461HS+udbjlxDWuTLuHmvYJqff+uc5nS18Zjm59lzQUA4JOpvdHG09lKI6aG0NHPVXF728l0xW15VqhabZqJlnLlNlbvuYirt/Pw8d5L+L7C9xu183bG2EjWQmusHOwZCiCqDV6mJaqFV0Z3xJtmrs4ag2IaO9NMNLkfzph24ZTr4l+/GWikNLKrH97ddaHKfYwFdgFlYJSNBZqHmQNDMSbCv0bdXluyf07rg6z7RYrl4UbyDDBz9wNA/zAvqZahNckvYDiyQUST8d8Pd8GcoWGKpflyKhWDaHWldyi/4BO/4xySfr2BL55+oMrvKShWLuX0dtEhIztfymAystfwRLypcdZp4KLT4F5BaQbZP366gPkxHaT75cc80nLqsmlYYhCY9fkx3M4txNs/nK/yeVgrr3FzMtNki4gs46ceUS3M6B+CZWMqXwYpX1JU04P/f/+5X63HRbXjUUm9CHlWRHElS4u4ZKz58HNz4Ml6NWk1dpUGyBzs1fjntN74n6m9q6zF4qt3sHojE63sZL5iLShqvFQqlUkAzVwHZao9vaPy93ng0i2L33Mnt0j6uo2nE3zdzAc57Zkp2CRtnztQcTsnv/z1NnfMY8z0LSox4HZZgwlLfGpYg48aVlCr+um6TdTcMYhGVAv2ajs8OSAEPy0cbPZ+RSZaDWZZwoJB6NXGo67Doxry1eswoUcAACDEyxndg9zxzaxozB4SZnZ/Fi8nqtqwTr4Y3tm0dlp9k9d3cWAmWpPmynqTVuXvVvOT5Su3ygvFvzm+m9nmQ8M7+yIq1HzdUWrcgj2dYC+7KHjrXnlgrFiWQSZ1Ji/7PyMrv1qP76vX4W+PRFhjqFRPQr1cLO9ERCZ4hEJUB2E+LmaXdlZVE62iIeHeSPz1BkK9nNHe17XKfal+qFQqvDOxO96Z2L1a+8uDpObawhORbTATrfkY1MEbADMlrCXITACsxCAUxysVZWSXBkuiQz1Ll2D/psxeu/DGKJOOjtS0OGjUKCopXdKZdd80E81ct/mkX29U+njPDArFK6M71ddwyUoGdfDG3l9v4MkKzXmIqHr4yUdUR08PDMWeRQ9KhZGBmgXRIoPcsf+lodj6lwH1NkayLvmSPwbRiBoP1kRrPrxcdDi2dDgSFpjP+KaaUdupcGrFCMW2t3aeQ2Z25VlF9wtLa6IZa396ymoYDu3owwBaMyDv0L5ufyqKSgz48UwGTpY1j5C/pxpf7vPXzTfFAlBpgwFqXD6Z2htHXo1BuB8v3hPVBj/9iOpIpVIhxMsZXrKDS7WiJppy/z2LHsSJZcOl2+G+rvB3d2RxzyakoKi82DKDaESNh0HW0ZHdOZu+Vs5aLsu1IlcHexxbWn78sXbvb5j8SXKl+98qq3vlWHZ80sq5vMZhgDszBJuDR3sFSscx3524hlc3n8IzG1Lw9GdHASjr3Rlrol2vYjlnp9b6ehwtWUtVdU2JyDIG0YisxEVWv0Vel0eeiaa2U6GtpxPcnbT44ukovDgyHCO7+jXoOKlmdGXLwwI9yk8YjN2sANZdImpM5I3gdOwYSGSilbMWj/YKlG5fzLxndj9550VH+9K55CkLovECUvOgUqkQFdJKuv310d8V92vkx7NlAbWcsmOg6FBPhHo744PJPaR9Xh/XpT6HS0TUKDD1hchKnGVZD/K6PPJyI85atbQUsF87L/Rr59Vg46PaWT62C97ffQGvj+sqbcuVBdGIqPEokXWUY6dVIvOmRAXjm5Tfq9znze2/SF8bM+XlyzkZRGs+qlqWq6miPMmcoWHoH+aFEoPAkPDf4eJgj9a1aGBBRNTUMIhGZCVOOlkmmsZ8JpqzjlOuqZkcFYzJUcGKbTGdffHdiWvozU6qRI1K9yB3AKbL6ImonJ+bg8V9MnMKpK9F2TLpAA9H6DR2KCg2IMyHXf2ai4hAN3x/ynwtM43adDmnkXE5oNpOhXUz+tbfAImIGhme0RNZiZNsWZ/8qp6KQbRmJ65ba7SZ44y2XqbdzojIdvzcHPB/Lw6B3oFZMkSV8XZR1kK6V1CsyJQHgFv3yoNo/9W39EKSi06D3YsexJ3cQnTxZ+2r5mLmwFAcvXIHCWevm9ynsZMv51Te58OaWkTUQrFgCJGVOOlkyznVlSznZBCtWVCpVOgW6AZXnqgTNTpBrZzg5sS5SVQZTYXle12X/4BXNp9SbMvOLwIATOgZoCgWH+DuiK4Bblwu3Yyo7ZR10eQUmWh2ytecS3qJqKViEI3ISpy11VjOyW5xREREZGNzh4Ypbn95+Kri9r380tqfswa3a7Axke3czSsyu72qmmgMpBJRS8UgGpGVOOuq0ViAmWhERERkYwtHhMO9QsZmZnY+Dly6ibPXsnGnLKjC45aWIa+wxOx2xXJOWdDskZ6B5nYnImoR+MlIZCVO8ky0SmqiufBglIiIiBqBitlHfd/cZbIPl+y1DKHezma3V7acU2fPPAwiarn4DkhkJZUv5yzfp2I9CSIiIiJbCPd1tbgPL/61DBP7BGFMRGtEh3pi6ZjO0nZdJeVJHDQsT0JELRc/GYmsxNWhfDoVG4T0tTwVvk0rdnMkIiIi21s9pSfW7U/F7nOZSM/KN7m/byXF5qn5sVfb4YPJPQEA20+lS9t1smCZvB8FM9GIqCXjOyCRldjJssyKSwzS1/aa8u1dAtgSnoiIiGwvzMcFb4zvhq1/GWDroVAj4iRrguVgbz4TzdNZ26BjIiJqTBhEI7KiiEA3AMDgDt7SNnkmmoM909+JiIio8fBy0aGrmYt8y2TL+qjlkC/hlWeiyS8Wt/NxadAxERE1JgyiEVnRJ9N649Mn++LRXuVdi+xlRVkdGUQjIiKiRubrZ6NNtnUNcLPBSMjW5I2y5Ms21bJMtDBvBtGIqOViEI3IinxcHTC4gzc0ssIR8kw0Ry2DaERERNS4OGk12P38YFsPgxoBeSaavIFAiSiv9+vmxK6tRNRyMYhGVM/k7cHZ5YqIiIgao1BvF3z+VBQ8nOzx4ZSeth4O2YiTznxNNIOsaZa8aycRUUvDM3qielZYXN5kwNNZZ8OREBEREVVuQHsvHFs6HCrZ0j1qWeQXfOV10AyyTDStmkE0Imq5+A5IVM/u3i+SvuZyTiIiImrMGEBr2eRZZiqU/y3IYmj8GyGiFo1BNKJ6duVWrq2HQERERERkkTxAppUF1GSrOYmIWrRGEURbvXo12rZtCwcHB0RFReHw4cNV7r9p0yZ07NgRDg4O6NatG7Zv395AIyWqucycAlsPgYiIiIioWib0DICboz3G9wiQbWUUjYgIaARBtK+++goLFy7E8uXLcezYMURGRiI2NhaZmZlm9z9w4AAmTZqEp556CsePH8e4ceMwbtw4nD59uoFHTlQ9/5jYHfZqFT6Y3MPWQyEiIiIiqtI7j3fH8aXDEe7nKm0rkNX4JSJqyVRCCJteVoiKikKfPn3wwQcfAAAMBgOCgoLwl7/8BYsXLzbZf+LEicjNzcW2bdukbQ888AC6d++Ojz76yOLzZWdnw83NDVlZWdDr9db7QYiqUFhsUKTEExERERE1FeM/3I/jaXcBAJdXxtl2MERE9aC6sSKbntUXFhYiJSUFMTEx0jY7OzvExMTg4MGDZr/n4MGDiv0BIDY2ttL9CwoKkJ2drfhH1NAYQCMiIiKipsrfzdHWQyAiahQ0lnepPzdv3kRJSQl8fX0V2319fXHu3Dmz35ORkWF2/4yMDLP7x8fH47XXXrPOgImIiIiIiFqYZWM7Q6UCnnigja2HQkRkU80+Pebll19GVlaW9O/q1au2HhIREREREVGT4at3wAeTeyIq1NPWQyEisimbZqJ5eXlBrVbj+vXriu3Xr1+Hn5+f2e/x8/Or0f46nQ46nc46AyYiIiIiIiIiohbJpploWq0WvXr1wq5du6RtBoMBu3btQnR0tNnviY6OVuwPAAkJCZXuT0REREREREREVFc2zUQDgIULF2LatGno3bs3+vbti3/84x/Izc3FjBkzAABTp05FQEAA4uPjAQDz5s3D4MGDsWrVKsTFxWHjxo04evQoPv74Y1v+GERERERERERE1IzZPIg2ceJE3LhxA8uWLUNGRga6d++OnTt3Ss0D0tLSYGdXnjDXr18/fPHFF1iyZAleeeUVtG/fHt999x26du1qqx+BiIiIiIiIiIiaOZUQQth6EA0pOzsbbm5uyMrKgl6vt/VwiIiIiIiIiIjIhqobK2r23TmJiIiIiIiIiIjqikE0IiIiIiIiIiIiCxhEIyIiIiIiIiIisoBBNCIiIiIiIiIiIgsYRCMiIiIiIiIiIrKAQTQiIiIiIiIiIiILNLYeQEMTQgAobV9KREREREREREQtmzFGZIwZVabFBdFycnIAAEFBQTYeCRERERERERERNRY5OTlwc3Or9H6VsBRma2YMBgOuXbsGV1dXqFQqWw/HKrKzsxEUFISrV69Cr9fbejhETRrnE5F1cC4RWQfnEpH1cD4RWUdznEtCCOTk5MDf3x92dpVXPmtxmWh2dnYIDAy09TDqhV6vbzZ/wES2xvlEZB2cS0TWwblEZD2cT0TW0dzmUlUZaEZsLEBERERERERERGQBg2hEREREREREREQWMIjWDOh0Oixfvhw6nc7WQyFq8jifiKyDc4nIOjiXiKyH84nIOlryXGpxjQWIiIiIiIiIiIhqiploREREREREREREFjCIRkREREREREREZAGDaERERERERERERBYwiEZERERERERERGQBg2jNwOrVq9G2bVs4ODggKioKhw8ftvWQiGxq7969GDt2LPz9/aFSqfDdd98p7hdCYNmyZWjdujUcHR0RExODCxcuKPa5ffs2pkyZAr1eD3d3dzz11FO4d++eYp+TJ09i4MCBcHBwQFBQEN566636/tGIGlR8fDz69OkDV1dX+Pj4YNy4cTh//rxin/z8fMyePRuenp5wcXHBI488guvXryv2SUtLQ1xcHJycnODj44MXXngBxcXFin0SExPRs2dP6HQ6hIWFYf369fX94xE1mDVr1iAiIgJ6vR56vR7R0dHYsWOHdD/nEVHtrFy5EiqVCvPnz5e2cT4RVc+KFSugUqkU/zp27Cjdz7lkHoNoTdxXX32FhQsXYvny5Th27BgiIyMRGxuLzMxMWw+NyGZyc3MRGRmJ1atXm73/rbfewnvvvYePPvoIycnJcHZ2RmxsLPLz86V9pkyZgjNnziAhIQHbtm3D3r178cwzz0j3Z2dnY8SIEWjTpg1SUlLw9ttvY8WKFfj444/r/ecjaihJSUmYPXs2Dh06hISEBBQVFWHEiBHIzc2V9lmwYAG2bt2KTZs2ISkpCdeuXcOECROk+0tKShAXF4fCwkIcOHAAn376KdavX49ly5ZJ+6SmpiIuLg5DhgzBiRMnMH/+fMycORM//PBDg/68RPUlMDAQK1euREpKCo4ePYqhQ4fi4YcfxpkzZwBwHhHVxpEjR7B27VpEREQotnM+EVVfly5dkJ6eLv3bt2+fdB/nUiUENWl9+/YVs2fPlm6XlJQIf39/ER8fb8NRETUeAMTmzZul2waDQfj5+Ym3335b2nb37l2h0+nEl19+KYQQ4uzZswKAOHLkiLTPjh07hEqlEn/88YcQQogPP/xQeHh4iIKCAmmfl156SYSHh9fzT0RkO5mZmQKASEpKEkKUzh17e3uxadMmaZ9ffvlFABAHDx4UQgixfft2YWdnJzIyMqR91qxZI/R6vTR/XnzxRdGlSxfFc02cOFHExsbW949EZDMeHh7ik08+4TwiqoWcnBzRvn17kZCQIAYPHizmzZsnhODnElFNLF++XERGRpq9j3OpcsxEa8IKCwuRkpKCmJgYaZudnR1iYmJw8OBBG46MqPFKTU1FRkaGYt64ubkhKipKmjcHDx6Eu7s7evfuLe0TExMDOzs7JCcnS/sMGjQIWq1W2ic2Nhbnz5/HnTt3GuinIWpYWVlZAIBWrVoBAFJSUlBUVKSYTx07dkRwcLBiPnXr1g2+vr7SPrGxscjOzpaycA4ePKh4DOM+/Cyj5qikpAQbN25Ebm4uoqOjOY+IamH27NmIi4sz+ZvnfCKqmQsXLsDf3x+hoaGYMmUK0tLSAHAuVYVBtCbs5s2bKCkpUfzRAoCvry8yMjJsNCqixs04N6qaNxkZGfDx8VHcr9Fo0KpVK8U+5h5D/hxEzYnBYMD8+fPRv39/dO3aFUDp37pWq4W7u7ti34rzydJcqWyf7Oxs3L9/vz5+HKIGd+rUKbi4uECn02HWrFnYvHkzOnfuzHlEVEMbN27EsWPHEB8fb3If5xNR9UVFRWH9+vXYuXMn1qxZg9TUVAwcOBA5OTmcS1XQ2HoARERE1PjNnj0bp0+fVtTKIKLqCw8Px4kTJ5CVlYVvvvkG06ZNQ1JSkq2HRdSkXL16FfPmzUNCQgIcHBxsPRyiJm3UqFHS1xEREYiKikKbNm3w9ddfw9HR0YYja9yYidaEeXl5Qa1Wm3TIuH79Ovz8/Gw0KqLGzTg3qpo3fn5+Js05iouLcfv2bcU+5h5D/hxEzcWcOXOwbds27NmzB4GBgdJ2Pz8/FBYW4u7du4r9K84nS3Olsn30ej0P4qjZ0Gq1CAsLQ69evRAfH4/IyEi8++67nEdENZCSkoLMzEz07NkTGo0GGo0GSUlJeO+996DRaODr68v5RFRL7u7u6NChAy5evMjPpiowiNaEabVa9OrVC7t27ZK2GQwG7Nq1C9HR0TYcGVHjFRISAj8/P8W8yc7ORnJysjRvoqOjcffuXaSkpEj77N69GwaDAVFRUdI+e/fuRVFRkbRPQkICwsPD4eHh0UA/DVH9EkJgzpw52Lx5M3bv3o2QkBDF/b169YK9vb1iPp0/fx5paWmK+XTq1ClFYDohIQF6vR6dO3eW9pE/hnEffpZRc2YwGFBQUMB5RFQDw4YNw6lTp3DixAnpX+/evTFlyhTpa84notq5d+8eLl26hNatW/OzqSq27mxAdbNx40ah0+nE+vXrxdmzZ8Uzzzwj3N3dFR0yiFqanJwccfz4cXH8+HEBQLzzzjvi+PHj4sqVK0IIIVauXCnc3d3Fli1bxMmTJ8XDDz8sQkJCxP3796XHGDlypOjRo4dITk4W+/btE+3btxeTJk2S7r97967w9fUVTzzxhDh9+rTYuHGjcHJyEmvXrm3wn5eovvz5z38Wbm5uIjExUaSnp0v/8vLypH1mzZolgoODxe7du8XRo0dFdHS0iI6Olu4vLi4WXbt2FSNGjBAnTpwQO3fuFN7e3uLll1+W9vntt9+Ek5OTeOGFF8Qvv/wiVq9eLdRqtdi5c2eD/rxE9WXx4sUiKSlJpKamipMnT4rFixcLlUolfvzxRyEE5xFRXci7cwrB+URUXc8//7xITEwUqampYv/+/SImJkZ4eXmJzMxMIQTnUmUYRGsG3n//fREcHCy0Wq3o27evOHTokK2HRGRTe/bsEQBM/k2bNk0IIYTBYBBLly4Vvr6+QqfTiWHDhonz588rHuPWrVti0qRJwsXFRej1ejFjxgyRk5Oj2Ofnn38WAwYMEDqdTgQEBIiVK1c21I9I1CDMzSMAYt26ddI+9+/fF88995zw8PAQTk5OYvz48SI9PV3xOJcvXxajRo0Sjo6OwsvLSzz//POiqKhIsc+ePXtE9+7dhVarFaGhoYrnIGrqnnzySdGmTRuh1WqFt7e3GDZsmBRAE4LziKguKgbROJ+IqmfixImidevWQqvVioCAADFx4kRx8eJF6X7OJfNUQghhmxw4IiIiIiIiIiKipoE10YiIiIiIiIiIiCxgEI2IiIiIiIiIiMgCBtGIiIiIiIiIiIgsYBCNiIiIiIiIiIjIAgbRiIiIiIiIiIiILGAQjYiIiIiIiIiIyAIG0YiIiIiIiIiIiCxgEI2IiIiIiIiIiMgCBtGIiIiIGkBiYiJUKhXu3r1r66E0GtOnT8e4ceNsPQwiIiKiamEQjYiIiKgePPjgg5g/f750u1+/fkhPT4ebm1uDPH9SUhKCgoIa5LmIiIiIWgKNrQdARERE1BJotVr4+fk12PNt2bIFY8eObbDnIyIiImrumIlGREREZGXTp09HUlIS3n33XahUKqhUKqxfv16xnHP9+vVwd3fHtm3bEB4eDicnJzz66KPIy8vDp59+irZt28LDwwNz585FSUmJ9NgFBQVYtGgRAgIC4OzsjKioKCQmJpqM4T//+Q8eeughAMA333yDbt26wdHREZ6enoiJiUFubi4A4MiRIxg+fDi8vLzg5uaGwYMH49ixY4rHUqlUWLt2LcaMGQMnJyd06tQJBw8exMWLF/Hggw/C2dkZ/fr1w6VLl6TvWbFiBbp37461a9ciKCgITk5OePzxx5GVlVXp781gMCA+Ph4hISFwdHREZGQkvvnmm9q+DERERERWxSAaERERkZW9++67iI6OxtNPP4309HSkp6ebXVqZl5eH9957Dxs3bsTOnTuRmJiI8ePHY/v27di+fTs2bNiAtWvXKgJJc+bMwcGDB7Fx40acPHkSjz32GEaOHIkLFy5I+5w5cwaZmZkYOnQo0tPTMWnSJDz55JP45ZdfkJiYiAkTJkAIAQDIycnBtGnTsG/fPhw6dAjt27fH6NGjkZOToxjr66+/jqlTp+LEiRPo2LEjJk+ejGeffRYvv/wyjh49CiEE5syZo/ieixcv4uuvv8bWrVuxc+dOHD9+HM8991ylv7f4+Hh89tln+Oijj3DmzBksWLAAf/rTn5CUlFSr14GIiIjImrick4iIiMjK3NzcoNVq4eTkJC3hPHfunMl+RUVFWLNmDdq1awcAePTRR7FhwwZcv34dLi4u6Ny5M4YMGYI9e/Zg4sSJSEtLw7p165CWlgZ/f38AwKJFi7Bz506sW7cOb775JoDSpZyxsbHQarVIT09HcXExJkyYgDZt2gAAunXrJo1h6NChijF9/PHHcHd3R1JSEsaMGSNtnzFjBh5//HEAwEsvvYTo6GgsXboUsbGxAIB58+ZhxowZisfKz8/HZ599hoCAAADA+++/j7i4OKxatcpkaWtBQQHefPNN/PTTT4iOjgYAhIaGYt++fVi7di0GDx5c7d8/ERERUX1gEI2IiIjIRpycnKQAGgD4+vqibdu2cHFxUWzLzMwEAJw6dQolJSXo0KGD4nEKCgrg6ekp3d6yZYuUFRYZGYlhw4ahW7duiI2NxYgRI/Doo4/Cw8MDAHD9+nUsWbIEiYmJyMzMRElJCfLy8pCWlqZ4joiICMWYAGUwztfXF/n5+cjOzoZerwcABAcHSwE0AIiOjobBYMD58+dNgmgXL15EXl4ehg8frtheWFiIHj16VPl7JCIiImoIDKIRERER2Yi9vb3itkqlMrvNYDAAAO7duwe1Wo2UlBSo1WrFfsbAW3p6Oo4fP464uDgAgFqtRkJCAg4cOIAff/wR77//Pl599VUkJycjJCQE06ZNw61bt/Duu++iTZs20Ol0iI6ORmFhYaVjValUlW4zjrWm7t27BwD4/vvvFYE3ANDpdLV6TCIiIiJrYhCNiIiIqB5otVpFQwBr6NGjB0pKSpCZmYmBAwea3Wfr1q3o168fWrVqJW1TqVTo378/+vfvj2XLlqFNmzbYvHkzFi5ciP379+PDDz/E6NGjAQBXr17FzZs3rTLetLQ0XLt2TVp6eujQIdjZ2SE8PNxk386dO0On0yEtLY1LN4mIiKhRYhCNiIiIqB60bdsWycnJuHz5MlxcXGqdoSXXoUMHTJkyBVOnTsWqVavQo0cP3LhxA7t27UJERATi4uIUXTkBIDk5Gbt27cKIESPg4+OD5ORk3LhxA506dQIAtG/fHhs2bEDv3r2RnZ2NF154AY6OjnUeKwA4ODhg2rRp+Pvf/47s7GzMnTsXjz/+uMlSTgBwdXXFokWLsGDBAhgMBgwYMABZWVnYv38/9Ho9pk2bZpUxEREREdUWu3MSERER1YNFixZBrVajc+fO8Pb2NqkxVlvr1q3D1KlT8fzzzyM8PBzjxo3DkSNHEBwcjNzcXOzatUsRRNPr9di7dy9Gjx6NDh06YMmSJVi1ahVGjRoFAPjnP/+JO3fuoGfPnnjiiScwd+5c+Pj4WGWsYWFhmDBhAkaPHo0RI0YgIiICH374YaX7v/7661i6dCni4+PRqVMnjBw5Et9//z1CQkKsMh4iIiKiulAJY39zIiIiImrSvv32WyxZsgRnz5619VCwYsUKfPfddzhx4oSth0JERERkFcxEIyIiImomXFxc8Le//c3WwyAiIiJqllgTjYiIiKiZGDFihK2HQERERNRscTknERERERERERGRBVzOSUREREREREREZAGDaERERERERERERBYwiEZERERERERERGQBg2hEREREREREREQWMIhGRERERERERERkAYNoREREREREREREFjCIRkREREREREREZAGDaERERERERERERBb8f5AaTYdTxgB0AAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1500x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Normalisieren durch upper sowie Lower Bounds (\"Y-Achsen Normalisierung\")\n",
|
|
"print(wholeRecord.p_signal[:,0])\n",
|
|
"wholeRecord.p_signal[:,0] = wfdb.processing.normalize_bound(wholeRecord.p_signal[:,0],0,1)\n",
|
|
"print(wholeRecord.p_signal[:,0])\n",
|
|
"wfdb.plot_wfdb(wholeRecord,title=\"Example for all Channels\")\n",
|
|
"wfdb.plot_items(data['SB'][24].p_signal[:,0],title=\"Example for Channel 1\",figsize=(15,4))\n"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|