536 lines
225 KiB
Plaintext
536 lines
225 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 34,
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"id": "63f43af5",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np"
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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": 35,
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"id": "b0ee2af1",
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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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"Column names and data types after conversion:\n",
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"T(sec) float64\n",
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"PHASE object\n",
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"HR(bpm) float64\n",
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"VO2(ml/min) float64\n",
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"VCO2(ml/min) float64\n",
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"RER float64\n",
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"VE(l/min) float64\n",
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"FEO2 float64\n",
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"FECO2 float64\n",
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"FETO2 int64\n",
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"FETCO2 int64\n",
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"PETO2 (mmHg) int64\n",
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"PETCO2(mmHg) int64\n",
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"FIO2 float64\n",
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"FICO2 float64\n",
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"VT(l) float64\n",
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"BF(bpm) float64\n",
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"EE(kcal/day) float64\n",
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"EE(kcal/min) float64\n",
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"CARBS(kcal) float64\n",
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"CARBS(%) float64\n",
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"FAT(kcal) float64\n",
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"FAT(%) float64\n",
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"MET float64\n",
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"CUMULATIVE EE(kcal) float64\n",
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"BP(kPa) float64\n",
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"Watts float64\n",
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"Speed float64\n",
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"dtype: object\n",
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"\n",
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"First few rows:\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_3000/3236648660.py:3: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n",
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" df = df.apply(pd.to_numeric, errors='ignore')\n"
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]
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}
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],
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"source": [
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"df = pd.read_csv('data/Pnoe_20250729_1550-Moran_Keirstyn.csv', delimiter=';')\n",
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"# Convert all columns to numeric where possible, coercing errors to NaN\n",
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"df = df.apply(pd.to_numeric, errors='ignore')\n",
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"\n",
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"# Display column names and data types to verify conversion\n",
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"print(\"Column names and data types after conversion:\")\n",
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"print(df.dtypes)\n",
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"print(\"\\nFirst few rows:\")"
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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": 36,
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"id": "98da3827",
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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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"Phase transition times: [3.0, 54.0, 233.0, 1733.0]\n"
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]
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}
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],
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"source": [
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"first_unique_phase = df.drop_duplicates(subset='PHASE')\n",
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"phase_times = first_unique_phase['T(sec)'].tolist()\n",
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"print(f\"Phase transition times: {phase_times}\")"
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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": 37,
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"id": "ef8bc7ac",
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"metadata": {},
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"outputs": [
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{
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"data": {
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QFAWzZs1CTU1NtZtTFhRVRUqWIU4EAR6APxCAS3QhOrYDiqRUuzkEQRAEQRAEQRAEQRAEQRAlg4qwOiCKtFsqiSCIAARogTQEQRAEQRAEQRAEQRAEQRAHBqQ0EwRBEARBEARBEARBEARBEEQZIAGeIAiCIAiCIAiCIAiCIAiCIMoACfBEXlxy8cX48c035/XagYEBTO/sxL59+8rcKoIgCIIgCIIgCIIgCIIgCA1ZlvG9730P8+bNQyAQwIIFC3DTTTdBVasXfU0C/AHAxz72MZx99tmOf3vppZcgCALOO+88CIIAlyjC7/HA63bB47L+y8Tq1avx5BNP4Ctf/arxuw9+4AP41je/6fj61tZWfO7zn8cN118/ru9FEARBEARBEARBEARBEASRL7fccgt+9atf4c4778TGjRtxyy234NZbb8Uvf/nLqrWJBPgDgMsvvxxPP/20o+P8/vvvxzHHHIPf//736O7uRtf+/di1dy9mzpyJ62+4AXu7uox/mbjrzjvxqfPPRzAYzLtNl1x6KR568EEMDQ0V9Z0IgiAIgiAIgiAIgiAIgiAK4dVXX8UnPvEJnHPOOZg7dy7OP/98nHnmmVi1alXV2uSu2pYnCaqqIpaSq7LtgMcFQRByvu6jH/0o2trasHz5cvzf//2f8ftwOIyHH34Yt912G4LBIILBIBRVRUqW4XK5EKyrQ2dnZ9bPlmUZf/vrX/H7P/yhoLYvWbIE06dPx98ffRSXXX55Qe8lCIIgiInGyo3DePTNfnzvvHloCXqq3RyCIAiCIAiCyMqKjStw28rbEE6Gq7J9RVUhSkF86aCb8NG5n6lKG4gDi7GxMYRCIeNnn88Hn8+X9rqTTjoJ9957L7Zs2YJDDjkEq1evxssvv4zbb7+9ks21QAJ8DmIpGYu//++qbHvDjWehxpv7ELndblx88cVYvnw5vvvd7xqi/cMPPwxZlnHhhRcW3YY1a9ZgdHQURx9zTMHvPfbYY/Hyyy+TAE8QBEFMeh55vR+rtofwxtZRfGRZa7WbQxAEQRAEQRBZuW3lbdg6uLXazcBvd1xPAjxREhYvXmz5+brrrsP1DvHX3/72txEKhbBw4UK4XC7Isowf/vCH+OxnP1uhlqZDAvwBwmWXXYbbbrsNK1euxOmnnw5Ai5/51Kc+hYaGhqI/d8/u3XC5XGhvby/4vdOmT8d7771X9LYJgiAIYqIQS2qr4eKp6hXuIQiCIAiCIIh8Yc53URDREeyo+PZ7w71QVAVRuToOfOLAY8OGDZgxY4bxs5P7HQD+8pe/4I9//CMefPBBLFmyBO+99x6+8Y1vYPr06bjkkksq1VwLJMDnIOBxYcONZ1Vt2/mycOFCnHTSSfjtb3+L008/Hdu2bcNLL72EG2+8cVxtiMVi8Pl8eUXh2AkEAohGo+PaPkEQBEFMBOIpBQCQkpUqt4QgCIIgCIIg8qcj2IF3v/Zuxbd7xM+PRG+4p+LbJQ5c6urqUF9fn/N1V199Nb797W/jM5/RVl4sXboUu3fvxs0330wC/ERFEIS8YmAmApdffjm++tWv4q677sL999+PBQsW4LTTThvXZ7a2tiIajSKZTMLr9Rb03qGhIbS10jJ9giAIonz0jibx9o4QzjqiBS6x8MnifGECfFIiAZ4gCIIgCIIgKkFckvDinv04dlo7mgL+ajeHmCREo1GIomj5ncvlgqJU71lOzP0SYrLw6U9/GqIo4sEHH8Tvf/97XHbZZUU513mOOPJIANoyj0JZv349jly2bFzbJwiCIIhs3PNMF2746y48+EpvWbeTMAR4iqAhCIIgCIIgiErw4u4u3PP2WjyycVu1m0JMIj72sY/hhz/8IR5//HHs2rULjz76KG6//XZ88pOfrFqbJoe1m8iLYDCI//iP/8C1116LUCiESy+9dNyf2dbWhmVHHYVXXnkFR+piPKO/vz8t433atGno6OhANBrFO2+/jR/84AfjbgNBEARBZKI/lAQA/G1VHz57cgfEMrngyQFPEARBEARBEJUllNTG+iPxRJVbQkwmfvnLX+J73/sevvzlL6Ovrw/Tp0/Hl770JXz/+9+vWpvIAX+Acfnll2N4eBhnnXUWpk+fXpLPvOyyy/DQgw+m/f5PDz2EY48+2vLvN/fdBwBY8dhjmD17Nk553/tK0gaCIAiCcCKW1ATx/cNJrNoeKtt2yAFPEARBEARBEJWF1V9KyHKVW0JMJurq6vCzn/0Mu3fvRiwWw/bt2/GDH/yg4GjtUkIO+AOME088EaqaWxzYun0H8k2nueTSS3HrLbfgtddew4knnggAePa557K+55e//CW++3//l98GCIIgCKJImAAPAH9b1Y8TDm4o+TYURUVCF97JAU8QBEEQBEEQlUHSM7sTEgnwxOSGHPBETgKBAO5fvhyDAwN5vX5gYACf/OQn8ZkLLyxzywiCIIipDi/Av7x5BL2jyZJvI8GJ7uSAJwiCIAiCIIjKICna2Jsc8MRkhxzwRF6cdvrpeb+2tbUV/3P11eVrDEEQBEHoxFLaYLw56MZQWMI/3h7AFR8oTQQbg+W/A+SAJwiCIAiCIIhKkVK0sX5ckqrcEoIYH+SAJwiCIAhi0sIc8Bcc3w4A+Ptb/ZDk0rrU40lywBMEQRAEQRBEpTEy4CmChpjkkABPEARBEMSkRFVVw53+4SNb0FjjRn8ohVe2jJR0O+SAJwiCIAiCIIjKwyJo4hRBQ0xySIAnCIIgCGJSkkgpYHXHG2rc+NjRrQCAR1f1l3Q7VgGeHPAEQRAEQRAEUQlSVISVOEAgAZ4gCIIgiElJlIuG8XtEnHuMJsC/vi2ErqFEybZDDniCIAiCIAiCqDySLsCnFAWySkYYYvJCAjxBEARBEJMSls3u84gQRQEzW/w4bkE9VBV4bv1QybaT4AT4VInz5QmCIAiCIAiCcIYJ8ACQJBc8MYkhAZ4gCIIgiElJTBfGa7zmcObgaQEAwHBEKtl2eAd8ghzwBEEQBEEQBFERWBFWAIjLpRvfE0SlIQGeIAiCIIhJSSypuWD8HnM4U+N1AQAi8dI5ZOJJiqAhKsOqbSE8u650qzcIgiAIgiAmMymFN8JMLAf887v2YfPgcLWbQUwSSIAnys6uXbvgcbnw3nvvVbspBEEQxAFETBfGA5wDvtavCfB8Pvx44R3wKSrCSpQJVVXx7Ye24//+vAOjUXJ4EQRBEARB8BE08QkkwO8fi+DON1fjzjdXV7spxCSBBPgDiP7+fvzXf/0XZs+eDZ/Ph87OTpx11ll45ZVXqt00giAIgig5pgDvMn5Xq4vxkUQJHfAUQUNUgGhSQSQhQ1FLu4KDIAiCIAhismJxwMsTZ3wUTiYBANEkmSaI/HBXuwFE6fjUpz6FZDKJ3/3ud5g/fz56e3vx7LPPYnBwsNpNIwiCIIiSwyJoHB3wZRLgyQFPlIsQ53qnYr8EQRAEQRCAJE9MB7ykaGM1WSVzDpEf5IA/QBgZGcFLL72EW265Be9///sxZ84cHHfccbj22mvx8Y9/HAAgCAJ+9atf4eMf/Sjqg7U45KCD8NdHHrF8zt69e3Hhf/wHWpub0d7aivPOPRe7du2yvOY3992HpUuWIFhTg8MWL8avfvUry99XrVqFY44+GsGaGhx/3HF47913y/rdCYIgiKmJUwSNkQFfJgGeMuCJcjHGud75gmMEQRAEQRBTFT6CJjmBHPCsXbJKpgkiP8gBnwfH3HsMesI9Fd9uZ7ATb33xrbxeGwwGEQwG8fe//x0nnHACfD6f4+uu+/73cdMPf4jb7/gZHvzjA/jsRRdh8ZIlWLRoEVKpFM758Idx/Akn4PmVK+F2u/GjH/4QH/3IR/DOe+/B6/XiwT/+ETdcfz1+/otf4Mhly/Deu+/iP7/0JdTW1ODiSy5BOBzGuR//OD54xhn43e9/j107d+Jb3/xmKXcLQRAEQQAAYrow7vdwETSGA750AmbCEkGjQlVVCIJQss8nCAAIxcgBTxAEQZSfFRtX4LaVtyGcDFe7KVVjqozlesO91W7CuElZMuAnTtwLE+AVEuCJPCEBPg96wj3oGuuqdjOy4na7sXz5clx55ZW4++67cdRRR+G0007DZz7zGRx++OHG684//3xcdvnlEAURN9x4I5555hncdeeduPOuu/CXP/8ZiqLg3l//2rgZ/ea3v0VrczNWvvACPnTmmbjxhhtw62234ZPnnQcAmDdvHjZu3Ihf//rXuPiSS/DQgw9CURT8+r774Pf7sWTJEuzbtw9fueqqquwXgiAI4sAlrkfQ1Fgc8OXNgAcASVbhcR/4D21EZQnFzHNWIgGeIAiCKBO3rbwNWwe3VrsZRAUJeoPVbkLRWDLgJ1QEjS7AKzRmI/KDBPg86Ax2TortfupTn8I555yDl156Ca+//jqeeOIJ3Hrrrbjvvvtw6aWXAgBOOPFEy3tOOOEErF6tVW1es2YNtm3bhqaGBstr4vE4tm/fjpMiEWzfvh1fvPJK/OeXvmT8XZIkNOjv2bRpE5Yefjj8fr+5Dds2CYIgCKIUsAgaP58B7yt9BnzCJsAnJBUeGkERJWaMHPAEQRBEBWDOd1EQ0RHsqHJrqsNUccADmvh+zWnXVLsZRcNH0MQnVAQNy4CnMRuRH/T4mAf5xsBMBPx+Pz70oQ/hQx/6EL73ve/hiiuuwHXXXWcI8NkIh8M46uij8fs//CHtb21tbQiHtRv13ffcg+OOP97yd5fLlfYegiAIgignjhnwugCfkFRIsgK3a/zlbuwOeC2fm+57RGnhHfCUAU8QBEGUm45gB9792tSr16aqKlKJFDw+z5QR4SczfBHWieSATylaWyiChsgXKsJ6gLN48WJEIhHj5zdef93y9zfeeAMLFy4EACxbtgzbtm5Fe3s7DjroIMu/hoYGdHR0YPr06di5c2fa3+fNmwcAWLhwIdauWYN4PJ5xmwRBEARRCkwBnsuA95lDm0iJcuDtAnwyRQNtovRQBjxBEARBEISJoqqQOIF7YmXAa+1SQSI8kR8kwB8gDA4O4gMf+AAeeOABrFmzBjt37sTDDz+MW2+9FZ/4xCeM1z3yyCNYfv/92LJlC264/nq8uWoVvqzns1/02c+itbUV533yk3j5pZewc+dOrHzhBXzj61/Hvn37AADfv+463PLjH+OXv/wltmzZgrVr12L5/ffjjjvuAABceNFFEAQBX/riF7FhwwY88a9/4Y7bb6/8DiEIgiAOeGIpzXnCO+DdLhE+PZ+9VDnw8aQ9gobcyUTpGaMMeIIgCIIgCANZsY3BJ1QEjdk2iqEh8oEiaA4QgsEgjj/+eNxxxx3Yvn07UqkUZs2ahSuvvBLf+c53jNddf/31ePgvf8HXv/pVTJs2DQ/88Y9YvHgxAKCmpgbPvfACrv32t3HB+edjbGwMM2bMwPs/8AHU19cDAC6/4grU1NTgpz/9Kb59zTWora3FYUuX4mtf+5rRjkcfewxXffnLOPboo7Fo8WL86Oab8ekLLqj8TiEIgiAOaAwHvMfqJ6jxuZCQpJLlwKdH0NAgmyg9lAFPEARBEARhkrIL8BMogoYX4MkBT+QDCfAHCD6fDzfffDNuvvnmrK+bNn06Hn/iCYiCCKe4s87OTty/fHnWz7jwootw4UUXZfz7CSecgLffecfyu9QEmqkkCIIgDgwMAd5nzWOv9bkwHJFK5oC3F2FNkgOeKAOWCBqJHuQIgiAIgpjapAnwE0hXsgjwikrloYicUAQNQRAEQRCTknhSj6CxOeBrdUE+Wq4MeBLgiTIQskTQ0DlGEARBEMTUhuWsM+ITygFvto0iaIh8IAGeIAiCIIhJSUwXxv1eewSN9nPJMuDTBHgaZBOlh4qwEk6oqlqyOC2CIAiCmEyk5MkRQSOrZJwgckMRNFMIVVWhqCrFwRAEQRAHBDHd4R7wZnLAl1aAr/W5EEnIVISVKAt8EdYkCfCEzi+e3Ie/vN6H5f+1CAd31lS7OQRBEARRMSTFOpZPyFKGV1YeyoAnCqWqDvibb74Zxx57LOrq6tDe3o5zzz0Xmzdvzvqe5cuXQxAEyz+/31+hFhMEQRAEMVFgDviA1xq6WKML8KV2wNcHtM+lfG6i1MiKinCCImhysXcwju//ZQf+54Ftxr/H3xmodrPKyrq9YUiyio1d0Wo3hSAIgiAqykSOoEnZM+AJIgdVdcCvXLkSV111FY499lhIkoTvfOc7OPPMM7FhwwbU1tZmfF99fb1FqBecqomOA5VmryqLqgJQAZT2OBIEQRAHNrky4CMlyICXZAWS7kauD7jRPZKkDHii5ITjMvjhJ03yOPPom/3495ohy+/e2TmGc45qrVKLyg8rNh2JTxzXH0EQBEFUgslShJUy4Il8qKoA/+STT1p+Xr58Odrb2/H222/j1FNPzfg+QRDQ2dlZ8vZ4PB4AQDQaRSAQKPnnE87E4jGoigpRJQGeIAiCyA9ZUZHQRUp7BE0pM+DjKXNAzRzwlAFPlJqxmFVcpQx4ZyJx7Zo+bVEjjp5fh9sf34tIQoasqHCJB+Y4kgnwY/GJIzoQBEEQRCWY2Bnw5liNImiIfJhQGfCjo6MAgObm5qyvC4fDmDNnDhRFwVFHHYUf/ehHWLJkieNrE4kEEomE8fPY2BgAzeVud7qLooiGhgb09fVBVVXU1NSU3F1fbVQAkixDEERU+6upqopYNIr+/n6kQgA8Aq0+qDLsuijHcVBVFSrK9/lEZSjnOTJVeHXLKP75zgD+9+Nz0FAzoW7DJaFS50iME9f9HtGyvVqvmQE/3nYwl70gALV+7XMTkkLXQJFQH+JMKE2An7rnWLZzhMVBHT4niE8e04rbH98LQHOH1wUmT3+6ansIf36tD9d+Yg5a6zxZXxvT+6Cx2Pj7swMF6keIbND5URhTcT+V6xzZvD+KXz3Thas+NAMHT6OaHXaK2d+sfqFHFJFSFCSkytwL8zlHJM6NLymVGbepqvXfVOJA6KsmzEhVURR84xvfwMknn4zDDjss4+sOPfRQ/Pa3v8Xhhx+O0dFR/OQnP8FJJ52E9evXY+bMmWmvv/nmm3HDDTek/T6RSCAej6f9vrGxEZIkobe394AT3wHtpJVVVcvPr3ZjoHUabk8A8lgSUpMEkVb1VxVVVSEpmghQ6vNfUiQoUCAlJaTEVEk/m6gcqqoildSO34HYR1aCB17qwTu7wpjX6sOl7+uodnNKTqXOkVBY24YoAIIsIaWY2/K5tAHaWDSFVGJ8/U04ok3i+90iPPom4vHxf+5UhfoQZ4ZGE5afE0l5yp5j2c6RWEIbo3gEFZBleN0CkpKK0bEE/OLkeTC788l92NITw99e78UXTs1+H2AO+FAJ+rMDBepHiGzQ+ZEbJmSpqjol+5VynSNPvNuP17eGMLfFi6vOmF6yz53UqOb/KEq6/paLpKy9J+h1YzieRFyWIcuxsl/bqgooSgKAkNG4mlJM84Qkx6Eo5ZdXWepNIgGIVa3oWXl4Y/VkZcII8FdddRXWrVuHl19+OevrTjzxRJx44onGzyeddBIWLVqEe+65BzfddFPa66+99lp861vfMn7u6urC4sWL4fP5MhZvnTVrFmRZRip14N2MUrKC/rEw/F4/XK7qDkgECHC53UjGZIQQhVtwwyNmdwER5YUNxjyip+Q3NVmUIUKE2+uGx0fHebJinCO+0p8jU4WoLqa8tCWEK89Inzie7FTqHJHCmuvE7xXh9Xstf6uv1X6OSxh3fyMJkrEdn54tL0OkfqxIqA9xJmpbUa1AmLLnWLZzhC18qQ144PF5UOtzISlJSKiT55rsG01iS08MALCxO5a13aqqGq7/aFKZNN+x3FA/QmSDzo/csP0iCFPzXlOuc0TSI3UT8vjHnwcMgvk/ouisv2VDVjXJstbrxXA8CUVVocALj+gqXRsdUPU6haLoy3iOSJz5R4W3qO9XKEx09/mADHLmAYvP56t2E8bNhBDgv/KVr+Cf//wnXnzxRUcXezY8Hg+WLVuGbdu2Of7d5/NZDlQoFAKg3WyydbZutxtu94TYPSXFLSvwJFPw+vxwuybGlJkgKBAg5DwmRGVgx6HUx0JbdUHH+UCgXOfIVIHlkm/pjqF7JInpTZN/MGGnEucIy2av8brStsOiYiIJedxtSOgFV/0eET63dt9MSgqd/+OA+pB0wrZ875SsTun9k+kcSehidMArQhAE1PpdGI5IiCYnzzX5ypZR4/83dEUBZHZgJiQVLGI2nJg837ESUD9CZIPOj/yZqvuoHOeIpNdviU2ie1IlKWafsOKmQY85oZFQFHgroNXlOkf4wqsqKnMtCYL131TiQLimqqrAqqqKr3zlK3j00Ufx3HPPYd68eQV/hizLWLt2LaZNm1aGFhIEQRBEaYkmzKytlRtHqteQSQ7LRfZ704cytbpTPZosQRFWfcWCzyPCywR4KpBJlJiQzQIv0TnmCHOD+zzatciudfsExkTmpU2mAD8albBvKPOS6jjXh4XjUsbXlRtVVfHke4PY0RerWhsIgiAmOqwoJ4sOI8YPK8Lqd7vh1gXY5AQpxCop5nGWD4B8cqL8VFWAv+qqq/DAAw/gwQcfRF1dHXp6etDT04NYzBzcXXzxxbj22muNn2+88UY89dRT2LFjB9555x187nOfw+7du3HFFVdU4ysQBEEQREHwovDKDcNVbMnkhj3cBDzpQ5kaXZSLxMf/AMQEP79HhMfNBv70YEWUlpAurrpE7RxLkQDvCH89AqYAH0lU92FcUfI7XrGkjLd2aKtxm4Oae2/d3kiW15t9TTUnGTZ2RXHdIzvxg7/tqlobCIIgJjqmA35iCMQHAild5Pa4RPjc2j0/Lk+M/csmBwBAIQF+wjF37lzLKgb276qrrqpam6oqwP/qV7/C6OgoTj/9dEybNs349+c//9l4zZ49e9Dd3W38PDw8jCuvvBKLFi3CRz7yEYRCIbz66qtYvHhxNb4CQRAEQeSNoqgWQWX17jCGIwdevZFKYAjw5XbAp9IjaFISDbKJ0jIW085VJsqSAO8MW5GSJsBXUZx++PU+nHbjO/jRo7vQO5qEoqh4bcsovvWHrTj9xnfwzNoh47WrtoWQlFRMb/LiQ0ubAQDr9018AX5Iv0/1jCSr1gaCIIiJDh9BQ5QG5jJ3iwJ8Lu2en5iIDvg8J+KJyvHmm2+iu7vb+Pf0008DAC644IKqtamqIedqHrNEL7zwguXnO+64A3fccUeZWkQQBEEQ5SPKDcjntfuxsy+OlzaO4OPHtFWxVZXj3Z1j2NYbw/nHt407x88U4NOLMNXoonwpXLEsc9rvFeHRi5cnyAFPlJhQTHPANwc96A+lIMl0jjmR7oAv3bVeLG9u10T1x94ewBOrB9Fa58H+YVOo/td7gzhDF9tZ/MwpCxuxZGYtAGD93nDGz46l+AgaGapandoArB8ciUpVawNBEMREJ0UCfMkxHPCiCJ/bDSCB+EQU4FU65hONtjbr8/WPf/xjLFiwAKeddlqVWjRBirASBEEQxFSAiUQuEThzaTPueXY/XiijAB9NyHCJgpGXXG1+vGI3dvXH0dHgxamLGsf1WXFdmHJ0wOtFWJOSipSkwOMu/vuzYq9+jwivhxVhJZcLUVpCugO+JagVGSMHvDMJuwDvr34EDYsaaK3zYGAshf3DSQT9Lhy3oB7PrR/Gxq4IVFWFqgKvbBkBALzv0EbMbNYKcG/piSGRUhz7aV7EUVRtEpe5/isJ6/NkRUU4LqMuQI+QBxIrNq7AbStvQziZeTJoskETRdnpDfdWuwkHJJQBX3qYIcEtivDrETQJuXo1UXgkzvVOBvjKMTY2hlAoZPzs8/ng8/myvieZTOKBBx7At771rareG2j0RBAEQRAVIqqLRLU+F05f3IR7nt2PVdtCiCTkkosqKUnBp3++DrU+F/70tSUT4kF0JKINmP+9enDcAnzUFkXBU8O54qNJBQ3jEOATutDv94jwuigDnigPpgNej6ChSZ40VFU1HfDeiZMBH9ELa1/z8dmo9bkwHJFwyqENEACs3DiMobCEvlAK/aEkhsISan0uLJsbhNsloKnWjeGIhC09USydFUz7bLuIE46V/l6RD2ziA9Bc8CTAH1jctvI2bB3cWu1mEFUg6E3vd4jiYRE0pYhAJDTMCBrRiKCZiA54hRzwFcMeP37dddfh+uuvz/qev//97xgZGcGll15avoblAY2eCIIgCKJCsAF5jdeFee1+zGrxYe9gAq9tGTUiCkrFYDiF/lAK/UhhJCqhqdZT0s8vBuYUfWnTCMJxGUF/8UISy4KucRCj3C7N9Z9IKYgkZDTUFD/cYYKfzyPC6yYHPFEezAx4csBnQpJVw2GWngFfvQdf1q/Vel04Zn695W/z2gPY1hPDpq4INnRpWe8nHlxvrMpZMrMWL28exfq9kfwE+ISMjnJ8iRzwk44jUQmzWqrQCKJsMOe7KIjoCFbjDCs95IDPTdAbxDWnXVPtZhxQsHt3PEVibKlwKsJKGfBTmw0bNmDGjBnGz7nc7wDwm9/8Bh/+8Icxffr0cjYtJyTAEwRBEESFiCaYaCxCEAScvrgJf3ipBy9sGCm5AM9cmYBWOK/aArysqEjownVCUrFywzDOOaq16M9jopeTAx7QcuCZAD8e+Mxpr1t7mE+RA54oMWO6A55F0FAGfDq8oJEmwJfIAb+rP4bORl/GfsUJox6FL/09i6bXYltPDBu7oniZy39nGAJ8hkKscZuLkp0nlYave8FWMhEHHh3BDrz7tXer3Yxxo6oqUokUPD4PifBEReGLsCqKClGk82+88BnwZgTNxBPglTzqWxKloa6uDvX19blfqLN7924888wz+Nvf/lbGVuXHxAiFJQiCIIgpAIugYa7t0xY3AtBygUsda8ILUj0jySyvrAx2J+eTqwfH93kpVoTVeShjZEPHSynAa9tKkAOeKCGSrBiRSswBnyQHfBrsWnSJgNtVegF+0/4I/uPn63HNH7cV9D627RqHgtCLZ9YAAJ7fMIxtvTGIAnDSIQ3G35fM0gqxrstQiDWWSnfAV4NEyjwfSYAnCIJwhndBkwu+NFgjaDT/8MRxwJvHWyYBfsJy//33o729Heecc061m0ICPEEQBEFUCrtQs2RGLVrrPIgmFLy1Y6yk2wrHeQE+UdLPLoaYzcn51o4xDIwVPzEQS+QQ4PV9HB1nIax4Mt0BTxnwRClhBVgBoLlWe7iUSIBPg4+DYtT6tf8vhQC/uz8OAHhjWwird+ffH7PJRScBftEMTWDfpX/2EXOClkisxfrf9w8nMRxJpX92wibAx6okwNsiaAiCIIh0UtzqNTaB+sR7g/jq/ZsxSn1nUbB96hHNCJr4BHHApxSzHeSAn5goioL7778fl1xyCdzu6gfAkABPEARBEBWCxcIwd7YoCjhmfh0AYFtPtMTb4gT40YnjgA/6XVg6qxaKCjy9Zqj4zzMc8M458rW+0ghzfNFH5oCnfG6ilLD896DfZYjLVIQ1HX41CqOUDnjerfi7F3vyek9KUoz+oMYhgmZBRwBulxlBwMfPAEBdwI25bX4AwPq96TE0sZQtgmacK3qKhZ90JBGJIAjCGX7yPKbfl/76Rh9WbR/DWztC1WrWpMZwwLvMIqwJaWLch3gHPAnwE5NnnnkGe/bswWWXXVbtpgAgAZ4gCIIgKoYRQcO5tlkcTakLe0biEyuChhWgDXhFnHWEVsHvydXFC/AsGzmQKQNe36/REgnwPrfpgE+QA54oISE917vO7zLE2hRlwKeRVYAvgTCd4AT4VzaPYkt37klRfoWN02Sg1y3ioI6A8fP7Dm1Me82SmXoMjUMOvD26qxTfsxj4CBonpz5BEARhFWSZUYTdJ+z9OZEfKX2furkM+PiEiaChIqwTnTPPPBOqquKQQw6pdlMAkABPEARBEBWDidBMNAI0YRewij+lYMJlwCfMmIYzljbBJQKb9keN2IdCYQ80/kwRNCVyxiYcMuDJnUyUEibA1wfc8BgCPJ1jdhLJbA748fef9rze3+fhgmcTfD63YHG687AYmtmtPszR3e48h+k58I4OeJtgMxavjuuPHPAEQRC54ceHMUN4ly0/E4Uh6TEvfATNRCjCqqiqJfedMuCJfCABniAIgiAqRJSJ0FxUAXNVx8tYhLV3AkTQ8A74ploPjj9IK0RYbDHWeJbcZYB3wI8zA94hgoYy4IlSwiJo6gMuePTiopQBn46jA97Paj3IUMbpPmOff/hsTRB/dt0Q9g5mnyBkgkqmKCwAOOOwJgDA+ce3O/79oE6tUKvTttjn1we0zw9XzQHPZcBTEVaCIAhHLA54m/AeTxXXfyclBY+80ZfzfnSgwmfA+40ImuoL8LJifRagCBoiH0iAJwiCIIgKwURxiwPeU34H/HBESnN3Vpq4kdmufd+zj2gGAPx79RDUIgatLBs5swO+tBnwPk/+ETTFfB9i6mJE0ATc8LjJAZ+JbBE0qmou9y8W1gcfNiuIkw5pgKICf3gpuws+ogssTvnvjGMW1OOVG47Gp09wFuBZ4d2hiJTWdzDBpq3eC6CKAjzn6qQirARBEM5YMuAN4V3/b5EO+Fe3jOK2f+zBXU91jb+BkxCJi6Dx6UU0J4IDXrJN+pMDnsgHEuAJgiAIokIwMbjGQYAvfQa8daDfW+UYGuZEZ07RUxc1IuAV0TWcwMauwgvQms7T7BnwJSvC6hHhdWWPoIklZXzq9rX4nwe2jWubxNQipDvg6wIuiqDJgjEZxl3zPrcAl6jts1JOtl1yaicA4F/vDqIvlLnv5KO1suF2CRAE54ia5qAHgDYBELUJNKyfa6vXXhMuQbHZYuAniCmChiAIwhlegI8mFKiqatxbip0kZquOpmrfm9Kd5h4XnwFf/X0h2R3wSnWNTsTkgAR4giAIgqgQUQexplwZ8Hahpmc0UdLPLxS2FJcVoA14XViqZx/vKiIHPpYjgqZUGfBxLnfa6zHFUae4i+29MewbSuDlzaMTIvaHmBywXO8GLgNeVpzPsamMORlmXvOCIJirXcbpDmeFRv1uEUfOrcORc4JIySoeeqU343v4aK1iqfG5jPcPha0FTg0Bvk5zwLO4okrDx26FYjIkKhJMEASRBu+KjqdkJFIKmDG6WAc863+navwhE7rdogjvBIqgSRPgachG5AEJ8ARBEARRIcwirFYHJ5A71qRQ7GJUtQuxRh2ykptqNVfnSDTl+J5sxHIUYS15BjxXhBVwdigPjpnf463toXFtl5g6hKKmA97tMs8x+/LmqY5TBA1Qwsk2m8P+ktOmAQAefbM/o/PQrOuR3QGfi2a9L+T7EMCcuDQc8FWLoLH2o6NVmgggCIKYyPBjw2hSsbjeiy3CyiLAMq2+PNDhBXjDAT8BImhSNgFeVqfmBAlRGCTAEwRBEESFiGaLoClTBnxrnSbcVFuAZ0JSgJt8aNSzj4fDhS0lTUkKZF2cDHjKmwGfsETQmBESTk6kAU48W0UCPJEnzAFfzzngAYqhsZPIJMD7SyPAM5GZff6JB9fjkGkBxJIK/vKasws+VgIHPAA0B80ceOvnswia6mbA2yPSRqkQK0EQhAVVVS0RNPGkYhHdi63FZDjgp+jKI74Iq28CO+ApA57IBxLgCYIgCKJCRHS3JF+ElbmqS+6A18Wo+e0BAKh6JErUiIwxhx5NTIAvUMzhc5IzCV+1hgO++EE6n93p94p6jrP2N6fMfl6Af2vH2KQrxrr8hW7c9dS+ajdjysFnwLs5AV4iAd5Cbgf8OFe76P0KiwUTBAGXnKq54P/yep9jX2KuahqnA17Pgc8UQdNuOOCrI3zbI9ImQyHWf68exC0rdtN1RBBERbDr49GkbImdiaWKG48yAb6UDnhFUfGjv+/Co2/2l+wzy4U1A14vwjohBHjr8aDYQCIfSIAnCIIgiAphOuC5CBoPy4AvcRFWfVsHdWoCfHe1HfC2IqwA0FhkBA17oPG4BEtkB08pirCmZNXIdPR7RAiCYLjgnRzwfHzEwFgKO4vItq8Wkqzi7me78PsXe9JEQKK8hGKmA94lCmCndGqKut0yYRZJtRYzNQT4cbrD+ck2xvuXNGFWiw+hmIy/v5UuVJjFpcfrgM8gwKesDviEpFYlB5hNELP71XBkYvcRsaSMmx/bjb+t6seaPeFqN4cgiCmAvTZGPKlYRHdejO8dSWJ3nmNEZvgopVFnc3cUj701gF8/u79kn5kLWVEwHM/+nbcPjyKctN5f+Aganx5Bk5gAETTpGfAkwBO5IQGeIAiCICqAqqqGW9ISQVOuDHi7A77aAnwqPaqhWAe802fZqS1BBjy/XJi5btmKBUcHvE08m0w58EnJLBRWrUKPUxW2v+sD2vXAJpWmat5rJhLJXA740kTQsD4ZAFyigIvf1wkA+P2LPcZkCcOpTy+GFhZBw8VxKYpqOM9ZlBhQnRga1o6OBq0dmTLxJwovbhwxVg/YjxlBEEQ5sDuio0nFMJ8A5phSVVVc+etNuPj/bchrlWY5HPBs3B0e532zEELJJG56cVXGv+8cGcU1z7yMX6x6z/J7wwEvivC7TAG+2oI3RdAQxUACPEEQBEFUgISkGstTazgXuNdwwJdOgFcU1RCemQO+N5Ss6vLImGMRVk10GilUgM8gxPGwqJvxiHLsYcklmk57jy7OOWVxMgf84bODAIBV28eK3nal4SeAwgkSrCoJEwjrAtq1wXLgKQPeSuYImtLXe+D58JEtmNvmx3BEwl3/tkY0MXGlpgwOeH4CsNYnGiunqiHAswnHDt2JX2ifXWn+vWbI+H+aUCQIohLY465iSdmxCGs8paB3NIl4SsnLgML631JmwLM+PJFSKhrT1RuJZv5bOOr4GraywC2K8LrNZ4hklV3w6UVYacxG5IYEeIIgCIKoALzLhRdrfGXIgOcz0ue0+iEK2oPBYBWjRWIsfsfigNdEp4Id8CxPPovrlBVmTMnFRzbEHYR+n+GAzyzAf/jIFgDAOzvHJk3+cJKLQCLBqnLEU4rxcF1PAnxWzAga63VfsiKsDhE0AOBxi/j2x+cAAP7+1gDe3WVOrEVK5IB3EuBZPycIWvRLnV+bsKy0AK+qqnF/am/QBfgJ7IAfiaTw+lZz9VElHZ4EQUxd7PfsmL0Iq/7//AqifAqzGkVYS+iA56MfWTHxSpCQMjvXWaxM3JbvbkbQCEYRVvZZ1SQtA54EeCIPSIAnCIIgiAoQ4QRoUTQjDpi4W8qBNctCdrsEBLyikR/cU8VCrFHDAW8OPRp1B3wkIRckkrOHhewOeHOQziY/Ci2KykQnfjtGBI0ts19WVAzpucgnH9KA+oALkYSMjfsjBW2zWvATQOMVMon8GdPd7y7RjFJxGwI8ZcDz5CzCWqIMeDbJxrNsXh0+cUwrAODHj+02+iunlT3F0KxH0AyG00WRgF5/ok6faBircCFWSVaNeKqOhonvgH9m3TBkThgJ2yJoJltxbIIgJgdODvg4J26ze0yIMznkI36z5wNJVku2kpXvw8cT1VgoKjI71xP6mCcumW1TVdVShFUUBHj1FanxKjvg0yJoqAgrkQckwBMEQRBEBWADXLtT0nDAlzCChgmoQZ8LgiCgs1EX4KuYA2+41jmhqs7vgkufjCjEUckeYrJlwLtdglEwMJpQsH5fGB/+8WqseHug4O3wgl+mCJqRqARZ0dyqLXUeHDWvDsDkyYHnBXhywFcO9iAe9LshCNq5RQ54Z5yKpAJ8Bvz4+tBMETSMr5w1E81BN3b1x/Hn1/oAmJN7tb5SRdCY/WDM9n2Z07/SDni+b+gYhwM+npTxhV9twI8f212ytjnxlB4/Y05YmPtrR18M59yyBg+92lvWNhAEMfWwO6JjScUaQZManwMeKN24gO/DoxV0wAOZnetJ/ff832VVBfvGHlHr0/0ud9bPqRRUhJUoBne1G0AQBEEQUwEm1NTYhBqvxxTbZEU1BOnxEDFEIW2w2tngxWpUV4BnA/wA9/0FQUBjjRuD4RRGIhLadad+zs9K5Oc6rfGKSKQUhBMynlk7jOGIhJUbhvHxo1vz2o5R9NEhMsi+YoHFzzTWuOF2CTh2QT1e2DCCN7eP4Qun57W5qpK0ZMCTAF8O1u0NY3tvDJ84ps34nT3/HdBcXgAgURFWCzkd8A7nraqqePj1PiyZVYslM4MZP1tVVS7ixllMrw+48blTOvGLJ/dh3d4wAH5lT2kiaOIpBdGEjBqfy3TX65E7dWUW4FdsXIHbVt6GcDJs+b2iqBjwa/3bd15yY9QvoWe/gJd+4XH6mIwkJQUjUQlPDQJ/2uUxJpyKRVVVx88YGEtB8avwuUUk/AruWifiD9u1R95YUsaYJGP9CwJufauw9h/I9IZpQoLIzsoNw0jJKs5Y2lztpkxYckXQJFIKFEUdpwCvZLxHFcJoFQX4mCSjweH3LIImpSiQFAVuUbSI3G79+cjndgFJ8/XVggR4ohhIgCcIgiCICmBkBXudHfAAkJIUuMYp5ACcAO/XPps54HurGEFjF5MYTbWaAD9UQD49i2mozZG7XOt3YTgiIZqQsbVbK+rUP5b/dhwd8Lo72R6ZM6B/bmudJuoct6AeALBmTxjxpAx/CY5rOUmk+MgGEuBLTTgu4xu/24qxuIxFM2pxyLQaAOZqg4aAOSR3csDHkvK4Rd7JTiaHerYM+PX7Ivjp43tx6LQa/P6qxRk/W5JVMPNitmgrdn0zEdyIiRlnEdYarwifR5swHAqndAHe+tnBMgvwt628DVsHtzr/Ude5h2La/8sq0F1MjWn9c3rC2V82bgQgKmv/jUhAZMz6t6Lbf4AT9GaepCKmLvGUgu/+eQcUFTj50IYpfy/KRHoEjWLkvjMSkmJMvAP5rX5NcJPxCUlFKa7S4SpF0ADWiBkeXlBPSDLcXtFS6NQjavdCn16INdPnVAoqwkoUAwnwBEEQBFEBMkXQeDkBPiGp8OdnAs9KmgPeiKBJjP/Di0BVVVOAt60AYDnwhWQKv71DU06Wzq7N+rparynMbemJAQAGQoUL8D6nDHibO9kuwM9q8aG93oO+UApr9kRw3EH1eW+3GpADvrw8+mafEYXRH0oaAryTA96eAf/c+mF890/bce25c/NevXEg4lQUGTDjX5wEeOby6wtln3zkXYjZ3IVBW6wJ69dzTQbmQhAEtATd2D+cxFBEwswW8/vaBfixMgnwzPkuCiI6gh3G7yVFxVA4BUEAmms9GAynIABGbZG8Pz8uG07LoN+VNhldKJkc8P2hJFRoxySSkOFxiWiqNQvYsja0BD0lWXF2oBD0BnHNaddUuxnEBGRwLGVMCEeTCgnwGbBngMeSMmIp2fY7xeI+jyVzi98p3gFfQL2kbFgc8BUe82VyrvORMnFJQq3XA0kfB4kAXLoA79cLsU60CBpZqexEBjE5IQGeIAiCIErIE+8NYu9gHFd+YLpFHIjaRHGG2yXAJQqQFS0CwWlZZqGwYoRsWyy3t1oRNCxeB9CcnjxMgB/OM1M4kVKwercmwB+7ILuozYS5nf1x42FjKJKCJKuGyJkNJwe8z+PsgB8c0/Ztiy7AC4KABR0B9IVS6M8h/k0ErBnwE7fA4mQknlLw4CtmxAOfsc/2dZ3fHJJ79ToDzE23bm8Yigq8vSM0tQX4IoqwMudgKCZnFGz5zxYFcwWCE3X6SgW2SiRaIgc8oMXQ7B9OGquB7IWrmQA/3mKzuegIduDdr71r/Lx5fxQX/78NaKvz4E//eRg++APtbyuvWVbQyp5vP7Qdz68fBgB8eGELrj9/XtFtVFUVqUQKHl96lM0p172NlKzif8+cg1tW7Lasfrjxrzvx+LuDAIBbzluA0xc35b3Nh1/vg6yo+MxJHblfTByw7B9O4A8v9eDCkzowu9Vf7eZUhIExcwxTKgG40nTrx+0zZTxubJIi4BWN/PeYzV0eTyoYjaYXZs0Gb/iwmz+KhTe9jLd+SqFkcq7zxVnjXBwNALhFPgpSF+CrHkFjPRZUg5XIByrCShAEQRAlQlVV3PaPPfjN893Y1huz/C2SpVhfJlG3WOwO+GmNPgDVi6DhHT7+tAgaTbAeieTnTF+7J4yEpKK1zoN5bdkfothqg/d2mVkDqqqJ8PngHEGTnwMeMHOho3k4nKoNH0Hj5CSeSuwdjKctJR8Pj78zYCmuyTuYWRHW+hreAa+dY+xhnp2HfVWMkJoIFJMBz5b3y4qa9bzm422yZZMbMTAJ2bKyx76yqRjMQqxaXxIzalC49G1r4n+5HPCZYJNzPo+IWp9oTFAUWoh132Dc+P+NXZHSNZBDVVVDFGkOsv1ltpOPfthuu0dnI56Ucfvje/CzJ/ZW3C1KTCxWvD2Av63qx8Nv9FW7KRVjgIvuK5UAXGn+8c4A/rqqHw+/Xr7jxsYNrF6Hqqb3k7GUUnAGPG+QKMVzgqyolr4wVuEM+HgG5zovqLPXMJc5GxcBgM/lsrymWqRnwE/8sT5RfUiAJwiCIIgSMRaXDZFnz0Dc8jezCGu6UMNy4PPJgswHlhHMspHbdQd8KCZXRVxl393nFtKc5401ugM+zwiaVdtDADT3e64ifkyYW73bGjicbwyNk+DH3MmZM+DNWAbmXK30w00xJC0O+Inf3nLx6pZRnH/HOtz11L6SfJ4kq/jDSz0AzALM/AoD9hBc78+cAc+iSHpH849POtBQVdUUgm1uczMDXoFqy2Dl+9RsMVe5CrAyzEKoEmJJBWxz9pU9xdCsrwZiBZ3jKVY3RLRtu7LXZ1LfN163YBTOBgoT4FVVxb4hMwJt90C8LPciWYFxTFg7+f3FO093FCDAhxMyFFX77HwEM+LAJWxEiU2d/tgqwE/O859NXOY71iwGFhvHJmq17VnPk3hKtojf9ox4J/hJD3uh12IYi0kWt3ali7BmzIC3RdAApgPeY3HAu/XXV3e1ZloEDWXAE3lAAjxBEAQxpVAUFdc/stMQxUoJ71DdO2DNW2cuaCehxhDgS+aAt+YSB/0uQ7zprUIMjZH/7hBXwFyK+WbAv6kL8MctqMv5WjbZEbIJyv1j+e0DI3PaywvwujvZ5gJjolkL54Bn258MDnjKgNfY3a+Jcpv2R0vyec+sHUL3SBJNtW6cs0yLj+EdzGyyg8+Atwvw7PrpCyWhTNE1zklJNYRVvnA1YPZzsqJaitUB1j51NEu0EntdtgKsgCmCy4pZDFoQcr8vHwwHvN4XxmyZ90FO/K8kcck6OdFQRN2OobA2YSEKWva6qgJbSnSN8bC8YMBcXRWOy8bEDC982VepZYMX8e19PzG1YOOCwQIKuk92eAG+FAJwNUjox22sjP0nc8B73KLRb/Or34D0DPj8ImhK64C3T55WPoLGeYyZdHTAa/uUj6DxsyKsVY+gsTvgJ+e1QVQWEuAJgiCIKcXO/jieeG8Qv3q6q+RONj7iZc+g1QEfyeaA1wfqyVRpBm9OcTesEOu/3hvE8+uHSxqxkYtsOcmNukiSjyspFJOwURdtjsmR/w6kx/006I7IfB3wiSwOePtkiXMEjfa+fBxO1YZ3CoensAOeRfEM5DlJAwBbuqOWeA2elzaNAAA+eWybcW7wImBIFwPqA6YDnq0SYWIiK+KWktWCYz8mA5Ks4q3tobRs4b2DcezSJ0T4vtrvsa58CXhEsMUwdlc1L1bw7mc77BrN5YD3eUTj+LAJ14A3e2xNvmSKoAl4zYlUoPIRNMx9ySYfDQd8AQL8Xv366Gz0GsWzN+4vfQwNn8nL6osoqjkJyl97ewfjeYtZ/HmVlPPvzxVFxVs7QpbtEpMb1h/nG2V3IDBYYgd870gS6/eFc7+whMT0e0g5V/ix/sfjEozxn/08iScVy2RwNTLg7X13pWO1MjrgZQcHvP47iwN+ghRhZSseXPr9316ElyCcIAGeIAiCmFKwB2lZUbFxX2kFgD5O2N07aHPA21zpPCwDvnQOeO07BrlYi2lNWg78H17qwbcf2o7fPL+/JNvKh5itmCBPkxFnkPth9u0dY1BVYG6bH+313pyvt092nHCQJtr35+lcc4qlYCIU/xCqqqohmrUGOQe8/n0rvby3GHjn8FR2wLNjPpDnORKOS7j8no34z99sTos/AYDtfZqAvHR2EPW6y50XAEK6KFxvccDbMuC5CZxq1XEoJ/98ZwBX3b8Ft/5jj/G74YiES3+1EZffswnxpGwcF7dLsGTBAoAoCqjxOhco5WsbjGaZvGDnfy4BXhAEBPV+hUUC1RZQiDQbbPWMKcBbJy4rVYTVDpucYysPmLBdyGQQi5+Z2ezHoum6AN9Vegc8784N+l1widq9NawX4WWroQRBW8Wwe8B54sxOsQ74N7aFcNVvt+DWFXtyv5iYFLD+eGiKOuBLIQBf/cdtuPyeTegZSeR+cYmIOUzClRpmbHFz96SovQhrSjHu+0C+ETSldcDb74WxCptEMgnn/OQmc8CnHDLg/ROsCCubEKAIGiIfSIAnCIIgphS802P1ntI6cHhxbG8BDnhviTPgnRzwF5/aifctbMSyuUEAwB9f6UV/qDJiXrYIGibmDIdzPxSZ8TO53e+AdbJjWqMX89q1oq0lyYDnhJ5wXDYEvGbOAc+KJ1b64aYY+HMvkpCnbNQJO+bRhJJXRvXgmISkpKI/lEo7zklJwR49impBe8CxiCZbDl8XyJwBz39uX4Wu2UqypVsTYh9/dxDdw9r+enjVACIJBeG4jL5QynE1Cg/r6+zHjD+vswnwmQq8OhHUJ0vYsQg4FNYuBpYBzyIL7BOXdVUqwpo0Imi087KYDPh9+oT0rBYfFs6oAVCeQqxMABMFwCUKZm5+QkYsqRh/P6RTa0O+OfC8AF+IA75HHxOs21tZty9RPox7RFKZFPVdSkGpHfD7hxNQVaB7uHL3s4S+cqGsDngmwHMOeAabQI0mFWsB1FT29iiKaplYLEUEkL3vrrQDPpapCCv3e5bvbqwqmIAOeBZB49UnBCiChsgHEuAJgiCISU0sKWPF2wOGazAXvECztsQCPJ8BPxyRLA/tUQdRnGFmwJcogoYVYeUE6KWzgvjJ5w7Cry4/FIfPrkUipeC+5yrjgmcPqU759021pqgk5RA2+AKs+cBPdhw6vcYokJp3BryjAM/igsy2MndY0O+yvLZmkhZhVdXJ4dovB/wqlHwyfvn9ZI9R2jMQh6yoCPpdaG/wcA54LoLG0QGvR9Do/QG/RL3vACzEykRKWVHxx1d6EY7L+NtbA8bfh8KpnAK5WYjVet7GpTwFeBZB4879aMREXUOAL5EDPt8ImkpPkKU54HUBPtv+tLN3SJuQntniw6IZmgN+72DCci2UAiZOsWsoyF1zTPTyuAQsnqm1YXueAjyfkVyIA57tu+6RZFUKoBOlh58Qted7H6iUMgNeVVUjEqqSq+1iXAa802q1UiBx/Y9dgGdj3YFQ0lIANZfxxr6/S7ECgY1VmKk8UuHxXkLOJ4KGZcDrDnhLEVaX5TXVgrWNTQiQAE/kAwnwBEEQxKTm8XcH8cNHd+G3L3Tn9Xr+4WnNnnBJhYw+WzwE74KPGiJ05gz40jvg07clCAK+ctZMAMA/3hkwMpbLCXvYCji0pz7ghp4SkNVR2T2cwN7BBFwicNS8YF7b5Sc7Du6sQVu9JnCVwgHPPxQNOuS/A6ZwZl+CPBGxP9SV0yU2keGXg+cTQ8O/3p71ysS9+e0BCIJgFFpl+1ZVVUcHvNs4x5S0bRQbQaMoatlEh/HCf6cVb/Xjvuf3WwTPoYiUW4D3OQvwFgd8PkVYHSYJ7RgCvBFBUyIHvC7AM2ctc0baI2gqPUGWsGfA63U7CsmAZw74mc1+NNS4Mb1JmwzdXOJCrKYDla0aYIVrZSN+pj7gxoKOAABgR1+eAjxXuLEQBzA/ebYzz20RExv+mA7mafyYzKQkxTI2G+84NSWrRlZ2JccZLANeVswxaalJZXHAs/69x3YPzxVBY+9vShlB09Gg9cNlH6Pahh6ZhHNegI8ZGfBa2ywOeLdbf311J8DsAjxlwBP5QAI8QRAEManpHdEGs/lmNvNLLUMxOe8M2LzaojsiWZE+lnurbVcbqNU4OOAzFfYsFua8Z65QO0fMqcOpixohK8D/e6qrJNvMRjYHvCgKRnHUbIVY39wxBgBYPKPWkm2fjdo0B7z2AJR3BnwyswOeP1bs3GsJWgX4yeSAtz9UVzrmYqLAH9d8IposDnibG5KJe0zsYxEirPBqNKmALfpocHDAGxE0Fgd84QJ8SlJw0Z3r8a0/bCv4vZWA9eGtdR4kJBV/erUPgCk8D4VTjtcijyHAx63nsUWAz9K/xG0u72yw/seMoCmNA77WJ8Kn3wuGwpLxndl+8HlE414RruD1aTjgPbYM+DyLUKqqambAt2i1SJgLvtSFWPkICABGXn84LiOki071NS7jmizKAV+AA5g//3b0lW6sQVQP/n6ezyqpyY7d5T9eBzw/Bg/HKyeg8kJ3qVfeMFhciksU0lZGMQe8/R6eqwir3RxRyiKs0/XaUOWOoLG3OFMR1iQfQSNndsD7XRPFAa9nwFMEDVEAJMATBEEQkxrmasx3AGl3eqwpUQyNqqqGI/IwfXn7Xk7cz+ZKZ6JSKZwt2rYyF3xlfPlDMyAKwMqNI1i9e6wk280E2+eZohpMQSeLAF9g/Axg/f6HdNagTS/cOhqVLPu6dySJ3z6/Pz2+grluuYkDo0Am9xA0EM7kgGdFWEvrLlJVFY++2Y+3d4RK9pn2yZ9KF3qcKBTqbuRX1AynOeC1698Q4APmighJVg1B0OMSLMU/04uwmseiGAd890gSO/vieHXL6IRzaEUSsjHZw1bmAEBngwcfWtoMwBpBk6lIakYHPHedZi3CWkAGvOmA146F06qmYhAEwRJDE3OYdGDfs5ITZKyvZOJ/oRnwo1Etjk0QgBlNTIBnOfAldsArZgQEAAQDZsQZGyvwDvj9w8m8xg6WDPhCImi4fpUc8AcGU80Bb4/sG68AzI+HKjmRyB+3UJmc92YEjegQQaP17fZ7eCyHAG8fm6UKqEGRCdZ3MwG+3HWK7Lp0Pg54exFWj4t3wGv3wWTVi7Dq90a9bVSElcgHEuAJgiCISQ0bSOctwNvcyPkK8KqqZs1wDcVkY4B/1Lw6AFrGrbHdLEVYfVmKsEYSMlIFCPOKohrfMZsAP689gI8d1QoAuPPfXTnjKVJSfkUpnWCOMfsDCaMphwNeUdSCC7ACQIsuiLfVeYwMbibM8Csmlr/YjXue3Y/7bTFGTqIcc6gmHbLCW2wCPDvWuZYYF8rq3WH8+LHduPGvu0r2mfb6A1PVAc8fq/48oop4McHugN/eq4mL8/Xiv3XcihReeK4LuCAIgvE3N+eAlxXVcmyKKcI6xrkMJ1oONRMj6vwunHV4syGMXnRiG9rrmRhdfAQNf51mi6BxmmzLBFtZxPorp5U9xeIkwPMTl2wSJ1zB6IaEZJ38aChQgN+ru9/b673GZyyarjvgS1yIlYlTbj3XzIygkSwRNA01bmPCNJ8YGl4oLEQA40W/fN32RHVQFNVSHDMTltixKSDA213+4zWK8GJvJccZsQo44K0RNNbxNzOasAgaNpbM5YC315wohVGHrV5iUWDlHheoNg+8kwAvKYpFwGYu+ZSTA36CZcB7KQOeKAAS4AmCIIhJDXOR5uvgYILZodM0B16+AvxLm0bxgZvexcOv9zn+nQljjTVuHNSpiUgsA16STRHNSRT3GhnwtkFqUsanbl+LS+/emHd+cyylGG4Tp4KvPFd+cDp8HhFr9oTx4qaRjK/b0h3Fp+5Yh0/+dG1RA/WYLUrBTlOQZQo7P8xu74thOCLB7xFx2KzavLc7vcmHWy5agNs+dxAEQYAgCIbowgvwXbpA9JJtHzi5bo1jxTvgM2TAM7Gw1HnNr2/VJiN6Q8mchWvzxf5QV0ln2kSi0CKsvDudz4CPJmTsH9b6hPm6qOx2iYZYG+KKQtYHrJFKRgSNpKRNyvWFUgXXreCPZSWF23xgLvKOBi9EUcBPPnsQrvvUXHzi6BZDjB7ki7Bm6ENq/drvs2bARzN/d7PQqJDxNYw6W7SX06RqsZjfWXKcuDQiVSo4kcIcr2yimEUpjEbzK2Zo5r/7jN8dOl27/+4fThZUzDUXRgSNfhyDfocIGn0SY367ngOfhzDOn1cFOeAtETQkwE9kfrxiN86+eXXW46SqqsWxPBUiaOzxjuN1YPPjoUqNM1RVRTxlbqtcwr/M+h/RmgHvdQvG2J+tCG3X89cTOZ5d7A74kkTQ2Bzw5crEZ6Q74NP7/ITNzZ61CKtLz4CvsgCfoiKsRBGQAE8QBEFMapiIla8wzJzoxx2kOan3DCTSoiOceHunJno+8oazAN/LCUmzWjTHK3PA8w8cTm5JX4YM+H1DCQxHJGzriaFnJD/nK9sPLjFzXAOjrd6LC09qB6BlwUsO2Z4rNw7ji7/ehN5RTSjZU0RmvpOTk4c5gzI54Jn7fdm8IDx5ZDTznL64ycgbBmAUYuXzvdn/7+qPYx9XONexCCsnjjIyCfAsmqLUy3vf2DYKQHuoGQyXRrxKpuwCfHWLWzHufbYLf81wzZUD3o2WT60AiwOeO3936sWNm4NuY+k5YBZbHYvxRSGt1wWfAc+LPYKgCYzZaiU4wYscE21lA+vXOho1MWJ6sw8fPrIFoiCgOajtq6FwKmdETF5FWHXRoXckiesf2YlNXP54QRE0tgmTTBOLxcB/Z3YuWgR4v3n+VAozA147L5kDXlbyO59Yn8ry3wFtH87Sfy6lCz7FCWCAKcCPxWVjrMDaP6dNv09ztVoyYXHAF+BA5SfV+0OpsjlvifGzZk8YsqJiU5ZYpKSkWsTEUt1/JzJ2Ad5uFCmUGBcDWSkBXpJV8PMGZYugYRFYbqsA7/ekR9KwAqi5M+BtETRlEOATKcVx/F8q7Lq0k3CelOwCvNZGybEIq+6Ad4igiSRT+Pf23fj5G++ha6w0EaOZMIqwuqkIK5E/JMATBEFMQZKSgu29sbxd1RMZI4KmQAd8R4MXc/UH8LV7cgsAg2PaYHBXfxy7+9NFaObkbG/wGE6/kaiEsZhkiP4el+AoIPsMV7X1O/DFrzbkKVKw7O5anzXWIhOff18nGmrc2NUfxz/fGTB+r6oq/vBSD/73we0WATnfYrc80SxFWIHcETSrioifyURrnfbQw38PPmrklS2jxv/biw8CZhFW3oWUKYIm4DOzvAsRbbIxGpWwcb8pEAyMFR5J4gQ791i+80RwwPeMJPCb57vxsyf2VmybvGCbz76NWYqwmueRkf+uu2wZdYYgKBlinF3QZX2EJKuWQpysyG+hMTQRiwA/sQQjfuLSDh/HkncEje285fvUeEpBPKXgz6/34on3BvGX1/osfwNyT1oCpqjLKKUDvk3vQ3pGksa9KuAxP59tu5JRQgkjA140/suKiWer28FgBVhncQI8YBZizSZ4FoqZwWyPoEmf8GLxC/uHcwvwFge8g1C1ZyDuKK7bxTVywU9cWITYaDTzGMd+PKdiBM14HfAxiwO+Mvcje856+SJozAgsXnAPeF1p9y52z8uVAZ9WhHWc+z8pKYYLnwnwgPW4lBr2qMmeSJyiYzI54B0z4HXHeUIX6RVVxdq+Afz8jXdxxT+ewb3vrMOLe7rwx7WbSvk10rBH0MhqeVcSEAcGJMATBEFMQe74115c9Mv1eHN7eYtvVgLmast38Bg1iqGKOGJ2EEB+MTSDnBj3wobhtL+zAqztDV7U+FyGG3rvYMIY7GbKZPdmyIDnH+7yLVaXrdirE0G/G184fRoA4Pcv9hi/f2fnGO789z6oKnDecW048RBN/C5GgM/tgNf2ldNKhJSk4N2d2vEppABrJlp1B/yALrrHk7LFxfnyJlOAdxL9PCwDXk6flEgrwsq9L9dDVr68tSNkcRMN5JFTng8sUoc5cCeCU5pNQCUltWRRO7mIpwqbbMrkgGexFgs6bQK8Lv5ZHfAZImhk1ejX/B7ReGAvtBArH1dSSed0PhgCfH02AV5ynAzjMR3w1vPE7tYcjUp4b1fY+H/zdYUXYWWUMgOexRVt7o4YYnKAixIzJnAq6KRm+9DHTR6zibp8BMi9RgSN3/J7oxDr/tI54CUugxmwRdDYIp9YQdj9eTjgeQHePpnaO5LEZ36xHt/8/da099nv6Tv6Cl9BRpQfSVaNGhHZahvYx5lTQYBnRebZxFUpi7BWapxhX4VYrvuglCEDPuBNd8CzCBpJzj6+sTvgx7v/2fntErU4MdZXljOGhmXAM1NQfhE0ugNeMSc1GHwG/MMbtuKqJ57H9SvfwIt79iOpKJgW1CZ33+nuRzRVvmuUrXigCBqiEEiAJwiCmIKwGJHdRcSJTCSSkmIMrPMV6ZgAH/C6cPgcTYBfvTsPAZ5zo6/cOJL2d7uQxNx+ewfjxsN7TYZMdiYq2QfWvCC9fl+eDngmwPvzd2WefUQzAKBrOGHsw226gHjiIfW45mOz0dmgfZ+BIopAsofWTN+fZQo7uSnX7Y0gnlLQVOtOcxMXA3OYsniRPl3AZmP7d3aNIZKQ9cxQpyKs+rHSRal4Ujb2uV2A97hFQ0yNJUrzcPPGtpDl53xiUvKBPeQxl7XdSVwNeCEk1zLtUsELZtGEkrO4M1+Qb9DigNcFeLsDXhf/QjFTEKzLI4LG7xGNB/a+AgV4XmyYCBMrPEa/2eggwOv9QjylGPn6GR3wGZzhaRn6o0ls0leQ8DEEE8UBf1CHJkrzBTv5ibwgK8Ja0Qz49H3DxPRdDqvB7DAH/Ey7A14vxLohz3tbPhgREIYAb67oMTLg9cmDaUyAH859PfH9of0+vXF/BLKiosvBSc9WD0zTz+/J7IBPSQpueGQnfv1sV7WbUnK0egba/2eL+LILuYPh1AGxkjQbbCJ6WqN2vYy3CCh/T63USru47biFyuS854uw1tgiaDI54AEgniXWJ80BP879z8bZ9QE3RNFsZ66xznhgl4ioe+ATspwmVttjaRJ2B7xDBI2sqvjT+i3oi8RQ43bjzPmzccsHT8Yvzz4N0+tqkVIUvLm/tyzfCeAd8KLRHmLi0dXVhc997nNoaWlBIBDA0qVL8dZbb1WtPSTAEwRBTEGY2DBRcp6Lxe5isbsfnWAPUDU+EYfrDvhN+yM5B7W8uLZ+XyQtBoL9zEQyPgfeFOCdhRpfRge8eXw27Y84Fl/sGkpYBIxwvDAHPAA0BEwXDIvaYe7QaY0+S/HSYgTfaI4irCwD3sl5xuJnjl1QD1HMHamTCyOCRj9eLP99ZosPs1p8kGQVq7aFLEVW/Y4RNNp3YhMzPo/ouM/Zdy5FIVZV1doGmO7Nkjng9XOPxehMBKGWL8pbDQEeyO2C54/raFQyMkCZ0MYczQwzEkMy+q96v7MAL8mKUaAt4BXRrq/eGI8DfqL1+dkiaGp85rJ9FhOS2wHvHEHD0rhe2TJqHCM+jmc8GfCldMDPbPHB5xaMvGKXaI0tM4qwViED3ssVqD14mnZeb8tRwDQUk4x7CV+EFdAKsbpEAX2hlFGwfLzYM+D5yKf0CBozKi5XpA9/DaVsETSs7U7ZzKzfWjxTm2zIp+DrROVPr/XiX+8N4jcvdI9bBJxo8OO7bEWB2fFkdQSSklrROKhqwCJopumRTePNIOed1hUT4NMiaMqbAe8WBfjTHPDW+3xbnce4L9nHHTylzoBn5zczvrBaRaUYo2aCPbqI+hdWASRtjnfmgBcNl7wuwBuxPuZ9sMbtRqNP678Pa2vB1447Avd97Ax86eilOKi5EYIg4ORZ0wEAr+ztLs+XQnoGvNMzGlFdhoeHcfLJJ8Pj8eCJJ57Ahg0b8NOf/hRNTU1VaxMJ8ARBEFMQ5gbJR7CeyIzaluHnE0PDi+GzWnxoqnUjKanYvD9zxEs8pRgPCvPbNWF95YYRy2vsQhITG/YOxo0HjpoMESyZirDyD4XRhJK2YkFVVXz9d1tw5a83GQJVJEfcjROiKBjO5349aocN0ht0sYkJ8PY80Hxg7u9METRNRgRN+oPvm5wAXwqMIqz692D57211XpxyaCMA4OXNI5YHIp9jBI020GY54a1Bj2PmPjvmpRCQ9w0l0D2ShNsl4EOHN+nfozQZ8EkjgkbbPxMhA97igC/j8miGoqjGxAsT7nIJ8LwjUlFNwZG9b16aA96MoGExIsyRy3C7zNoBzAEf8LqMvqWvwEkXSwb8BIqgUVXVcPN3OgjwgBmJ1K27lDNnwGu/zyTAs/7tRW71Uiia7oDPR4AP2vrWTP1aMbhEwXLO2MV9o4hvBa9PJwc8c+pv7c4ejdalu99b6zxp+6nG58Kyudok+CubR9PeWwxmBITW1lougmbUFkET9LsMITVbDrwkq5br3C6I7RnQ3uuUDc/uIyxuZ7I64PtCSfzmeU3IUlXkXRR+ssCvNsxW14DdhxpqXMYYi5kWDkRkRTVidtiEldN5Xgj8OH0sLldkBYH92aBcEV58DQqLA96b7oBvqHEbq5uyPbukR9CM0wGvj6tYjBhbmRot4/MgO8K8h8aeA88E+XqfXpzWFkHDO+Bdoojbz3wf7jnnA7jh9BNw2pyZhgjOOHmWFq25uqcfkWR5YmgMAd5lOvKJicUtt9yCWbNm4f7778dxxx2HefPm4cwzz8SCBQuq1iZ37pcQBEEQBxqmA37iiDHFELI5lfIZQPJiuCAIWDo7iBc3jmD1njCW6o54O0O6mOZzCzjnqFb88sl9WLlhGBec0A5AF5J0UYy5VGe1mg54I3fenz2CJs0Bb8tE39gVsYgz/WMpI193Y1cE05t8BWfAM1rrPOgdTRoC+6guTjXUuIy/s20WCnPW5HLAh2ISJFk13PjhuGQUnz1uQV3B23WCfQ8mkDIBu63eg1MObcBDr/bilc2juORUbfDudQtwcU8NPpsDfiBDAVaGv4TLe1n8zOGzg8YKi2Iy+Z2wO+AnglOaF0Iq4YDnH2xnNPuwaX80twBvO67DYYlbPeJNuw7r/Oa5bkTQ+LNlwJvCcNEZ8Fw/X2ifv2LjCty28jaEk7ljugpFUVUMuFOAG/jIH7zg569UVYUgCBhOppDyq+gaA1Q/cPObLvx8dXrfJskqhvwp7I8KWPYL81rsE5KAH+iRBUh+FftGAehR5F0SsOwX2j4dCqcg+VV8+Uk3vM9kF+FVVUW/3zwvLvuH21IgbryEYhLifu24i4L1+8RTCkJ+CX/aJeLJX5T2Ma437LxUn01K8RnwvAOeHSsnzPx3n+PfTzm0AW/tGMMrm0fwmZM6im47I2XLgOeLsLI2NnArGGY0eTEalbB/KIGDO2scP9PuDM3sgE/vo1i/ulCP2xkKSxiJpIy6J5OFXz65zzIJsX84gdmt/izvmFzwqw2zZsCzCVGPCy112oTfYDiFOW0Hzr7gGY6koKiacMruP+MVgPnzSJK1SW+/Z/yrG7NhHz+EKpABzwvuAY/LGAsyGmrc8HlERJNK1vFNehHWcWbA6+OqBr0PYitznRzw3//LDvSPpfDLSw8x+tRiMCZZBAF+lwtxWU4T4Nlkeb3Pi5F4ApKqIqUoZga87R7b4He+pzBm1ddhdn0d9oTG8Mb+Hnxg7qyi258JyoCvHmNjYwiFzEhOn88Hny/9nFixYgXOOussXHDBBVi5ciVmzJiBL3/5y7jyyisr2VwLJMATBEFMQQ4YAd4eQZOHA97II9cHw4frAvya3WHgFOf3MCd6c9CD0xc14pdP7sM7u8YwGpXQUONGKCYbD9pmBA3ngGeieCYHfKYMeP2hcFaLD3sHE9jQFcVHlpl/38QVZt3RG8MHDzPdrrUZ8tYzYRfYDQe87pJhxUuLccCz8y3TCoDGGi0CR5JVDIwl0alnjb6zMwxZ0b4/+914YQ74cFxGLClzEydeHDEniFqfC8MRCd/983YAwHybg9lwwOvHajBDAVYGO8/s2bH50hdK4p9vDyAhKXhZd4kev6DenEgoUQSNPQO+khnTmeCFkFIVsc0G/xA80xDgs4vd9sJlQ5GUUdRxroMow+IvxuJyWiQGw4ygURFnRVi9xWfA8/18qEDn320rb8PWwfTikiVDf6bvyabvc8/9owntX6bXyQC6x6y/AwBZtX4Ow/7awXwNytxnDeRXH7swWLtha6P+t5gCxMpUQz3otU5EJxwc8HNb/XC7BITjMrpHkoY71s4+XZy2578zTj60ET97Yh/e2RVGOC6n5esXCu9ABcwVJ1p/rf2tvsbcxvQmHzZ0RbM64O3jpEwOeEWFZQIZMPuUxlo3pjV60T2SxI6+OI6aN3kE+Hd2juGpNUMQBe047hlIZN1fk5G8HfBspYxXRI1PxJ6BhGWl4oEGm4BuqvUYgvK4i7DaxhbhuAS/x3kFVKlIi6Apk8GAF+D5yMmAV7TU8gC0+z7bp9kFeHsEzXgz4NkxtUXQ2AxM0YSMf68ZAgDsG4pjblvxNZgM/R2A3+3WBXjrMWARNA0+81xISLJjBny+nDRrGvasH8Ore7vLIsCnjAx4csBXmsWLF1t+vu6663D99denvW7Hjh341a9+hW9961v4zne+gzfffBNf+9rX4PV6cckll1SotVZIgCcIgpiCMDEwnKi+y3U82MWkXIUuJVkxHh7Y4PgIvRDrmj3hjE4+3uU8s8WPgzoD2NYTw4/+vgs//I8FhiO1qdZtZITP0h1/oZgmUPDbtJM5A17b7imHNuKhV3vTitVt3m/+vKNPEzqKKcIKmAI7+66jtniMtjrTKSorqsUVng1FMV28mRzwLlHAjCYfdg/EsXcwYYjtLH7muBLFzwDaygC/R0Q8pWBgLGVG0NR74HGLOOHgejy7bhhbumNwuwR8+xNzLO9nx0pWVH3CILsDPmDkaxb+0BSKSfjPX29OK+53/MH1xnlWiiKsqmpGrzABfiJElfBCSKICETSJlCneMbE7lwOePTi7REBWtBilHhar4jBpZESIcEVY0yNomANe4RyXolHguS+UgqKoeddECGcpemcXDNPeqzvfRUFER3D8DmWeRErBaEyCxyUYMVQM1hePxSTL5Et9wO0YE6Oo5rXYVqe56VVVNa6PgNdlTL4KMJfEtwQ9cIkCBsZSUFQVTbUeQ7zNRv9Y0hAV2GeUiqSkGJNPblEwYqEYI1EJSUmBzy0aE6S5UFVAhSkOCILgNB+BoDeIa067xvI7pwx4j1vE3DY/tvXEsK0nllmA1yejZjU7O4Rnt/oxu1UTdVdtD+EDS8aXy8qKiLNzWlvpZgpALtG6Omy6fp/uylKI1R5rxGcwMwc0v323y/x8Nnnh94hY0BHQBfgYjppXmhVd5UaSVfzkn3sAAJ88tg1ul4A9A31GtNCBAu+AD8WkjGOcOLeaj51HQ1UQ4LXzrPxJwgOcwYCNOVgmd7HYzQhjMRmtZb4c2Dabg24MhaWyZ8B7XNbIGb9XtIx/BUEbCzBXfDYBno3NvG4BSUm11CcqhhGbucaMoLHuE36SrXc0OT4BXv+vAEGLikkgowBf4/HALYqQFAVxSTId8EUI8CfPmoY/rd+CNb0DGEskUecr7UQPZcBXjw0bNmDGjBnGz07udwBQFAXHHHMMfvSjHwEAli1bhnXr1uHuu+8mAZ4gCIKoHGywF5n0DnhbBE0OBzwvgjJn8qHTauBxCRiOSNg3lDCiPXjYAzZzHX/zI7Pwjd9txQsbRnDT33big4c1AzDd7wDg97rQVu9BfyiFTXq+fE0GVzoTNuKcs0VVVSMTnUWjbO2JIiUpRlG+TVxuPcuWLTqCJmh1VIdsOZGNtW6IgubyG46kjGKmueAfLLIVK5zZYgrwx+rRfKtKnP8OaMJTa70H+wYTGAiljCKsbbq4ecqhDXh23TAA4D/PmI5FM2ot7+fFuZSsmA+owQwOeF/ujE8nFEXF9x/ega7hBDobvDhtcSMAYG5bAItm1BorFEZ1Mc7rLv5hnHe0scztiVBYzpIBX0EHvM8j5r3CgD20djR4sX84ieFwyshHdso1NzLguSKsdRmKsKZk1cgc9ntFtNR5IAp6Lm8B1yBfsJPPDv/La72486ku/PySg7FsbnYFpCPYgXe/9m5e28uXv7zWi58+vhfvX9KEH19o5nGqqopUIgWPz4NfP7ffyJ4GgFvOW4DTF6eLtJKs4uTr3gYAPPWtI9FQ48ZQOIUP/3g1AOArp83Anf/uAgCcfGgD1u+NYCQq4cErl2BBRwBn/ug9jMYkPPTFJWmrXpw476drjYkxtr1Swbf7yDlB3HPlQsvft3RHcfH/2wA1Diz//KK0PsrOlu4orrhno0W4aa/34M9fPyzjpDBP0iGCBgAO7qzBtp4YtvZEceqiRsf3GhE0GRzwAHDyIY3YM9CLlzeNjF+AV6wOeFEUUOtzGRNPdX63ZZKdTRxkE5TTHPBcBMS+wUTa3/gRBJvU83lEzG8P4OXNo5OqEOu/3hvE9t4YGmrc+NIZM/Dk6kEA2ScsJiO8iK6o2jF3uqb5SDA2WV3MqsDxsG5vGF/+zWZ86YwZ+OwpnWXd1iBnMGDj1OQ478V2M0IlVtux49Ze78VQWCvIXI7seRZP5RIFy3g/4LEK8nV+F1yiYLjis9W4YQ74Wp8LSUkavwPengGfoQhrl0WAH985zva1IAB+fYIyIdtXFmk/+1wu+F0uhBUFcUk2JnyKccBPrwtiXmM9do6E8EZXD86YP3s8XyMNyeaApwiaylFXV4f6+tzPhtOmTUtzyy9atAh//etfy9W0nFARVoIgiClGSlIg6w+pk70IK19ED8idAc/EMo9LMERsn0c0CqSt2e2cg2A8hOgPXMfMr8ePPrMALhF4cvUQ7viX5hDrsAluTMxnBV4zFmFlS3u5B5uxuGwM5g+bHUR9wIWkpGI7V8SNF+D3DsaRlBRDOC10KX9rPXP82oqw6oN0F1+otYDYE/bgIwjWCAM7fGQPoEWv7OqPQxCAo+eX1h7VxsXt8A54AHjfwkbMb/fjA0uacNHJ6Q+3vNCdlFRjcqbUDvhfP7cfr20JwecWcNvnDsK3zpmNb50zG+cd1wZAW77MHojHmwPPL3Fm3yMpqWkrMirNaJUEeD8nwOdaYcDO7xm6kDcUkUwBvtFBgNevy9GoZAgP9QFbBrzhNLQWYXW7BOP49BXwQJzJAf/6thASKQVr95Q+3z0fenIUYAWQ5v7OVCSVz9xlE8vsvPa6BTTUmJ9z5JygMRHCJnELKcIKAEEuNijbxGIxNAc9RjyA06qhQ6bV4KzDtUnfXz3dlfPz/v5Wf5prsi+Uws7+/IRg1g+kC/DaRMXWnsyfs28oewQNoE16AsCrW0bH7SBk7nTevcxPcPHxM4B53WaLVEl3wJt90Z7BuO1vZvsl2Rxr+dwi5ndo+2syFWLd2qONMT56VAsaatzm/qqSAz4lKfjN8/uxfl9p+yx7vR0WSZOSFNz9dBfe26XlPfH9hCHAF+mA37Avgvue21+woPrGthASkop3d5Upg4qDd8DbC9AXS1oETQFu9FBMwp9f68Wvn+1CbwGFgOMpbRvMJCMratGxgNmwZsDzETQu+DyiUeeE3fPziaBhfQpb1crvf1VV8Zvn9+PVLfkXsWYrC+1FWO3Pg/u5SbZCY+/sWCNotO+RlgGvC/I+t4t7jWTEvBS74uMkvRjrK3u7c7yycKgI68Tn5JNPxubNmy2/27JlC+bMmZPhHeWHBHiCIIgpBj/Qm/wZ8AU64PUBpt31d7hefHV1BiGKz4BnnLqoEdd9ah4EwRyosgKsDCYq54qFMYqwcg/vLP+dRaawIm4shmZgLImBsRQEQROAZAXYMxDnMuALE+DbuOKkSUkxBGPeBdZiK2CaD3wB1kyF+gBgph5RwCIL3tLd74um16QJlOOlzYjySJqxFfrv6gJuPPS1w3DzhQscl6C7XWZR1nhSsTygOsEENHuxzmy8uHEEv31Be1i49ty5OGRaenFAQRDSCsoWC4tJEAStQCE7TNXOga90EVY+LoLt21zuRnadsCiL4XDKiKTqcBLg9XO5dzRlPJTWZcqAl0wHPHPKMcfu5u78gsdVVbX082Ncn8m+W7XuA8Z+asich20X4LNN4rFJR3beGu5jt2gUkwaAI+fWGX1KKCZpEUzc6od8YKIuP5lbSpi47c8wafvFD86A2yXgjW0ho690QpJVPKev6Lnj4oPx+k1HY+F0rT8ZDueOoFNV1ZjIsO8bVrR0W4/zuRhJyEa0R6YirAAstTdY0e1isTvgAet9134vmd6kXaPdw4mMjlj7SkFeANs7YBXg+cnMeMp8nV93wANaXFw53LflIGqbJJyex4RFOfn7WwO499n9+Nm/9pb0c+3XArv3rNoewv0ru/GLJ/cBABen5zJWiw3lcR05ces/duPXz+3HP98dLOh9bLVGNtd0qeBr3LAJuNQ4I1DsqwHH8rj/bO/VIh8/dusa3P74Xtz3fDfO/9la/Oxfe41M82ywfdVU4zbGb/lsNxPhuOx43+RrUPCTp359/MsEdzau9uUVQaP9jd1z+AmbtXsjuPfZ/fipHhOVD4YDnmXA688K9uNij6AZD2YNVgF+t7bdWIYIGp/LZbwmLsmGyF2MAx4ATpo5HQCwtm8AO4bzn6jIB6MIq5sE+InKN7/5Tbz++uv40Y9+hG3btuHBBx/Evffei6uuuqpqbSIBniAIYooRO4AE+FG7AJ9DMIzaCrAyDudy4J3IVGjzrCNacC2XEZ7JAc/I6IB3yIAfMkR/bSC6eKYmdmzYp4kdzP0+p1XLpAe0B/tiI2h4cZ05j0UBCHKf01ZfuOBrPLB6sreHTVawon2rtmvurlLGzzDYcdzaHYWsqBAFc3VDPrCimaG4ZFmi7YQhwOcpIO8ZiOP6R3YCAD59Yjs+fGRLxteyCBIWo1MsSU6oZJENQGHOtFIjK6plgq0iDvgkH0Gj79ssRVj51UTMGToYloyHVSdnNzt32Pv8HjEtPsjNRdCwh2Imfp50iOYWfnbtUF7fKZEy2whY+3zWx1RrooU5GDuyFFhurrUKptkc6uy8ZX1gwnDAi4bbz+sWsHB6jVkMNyZbJj7zdsDrYkg+ES7FsKBD6+8zuetnNPvwyWO11TB3PbUvo6D77q4xDEe0YuHHLaiDIJiZ8vlkV0uyCnb68BnwAIz7zr6hhGPEFhMKm2rdCPozT6Ky2hsAjELTxZLiHKiMuiwCfGejF6KgTX5ncjLbx0lWB7xViE5x4jw/sel1C5jT5ocoaKtfbn5sN/rG2W9XAmZaYNcWm7DQikhXvoYQi8DZPVDaCQB2LbCJGzYGYuI6W9XEO+Cb64p3wMeTMrbok6ivbB4p6L3MpJAYZxRJPlgc8Pq+Ge922aQ1uy5zPYds743h83etx2NvDSCeUnBQRwBHzgkiKal46NVe/NdvNmd9P2COv/xe0Ry/FXn+xpIyPvOLdfjcnevTnjn4GhQuUTDu22wCnd1f2Eoc5pLP5sZnk3psLM5HBu7q18bLhdQhGI1YBfjaDEVYu0spwOv/5R3wCbsDXv/Z6xINQTshjy8DHgA6gzU4ZdZ0qAB+v2ZjySY/ZVU1Imd8FEEzYTn22GPx6KOP4qGHHsJhhx2Gm266CT/72c/w2c9+tmptIgGeIAhiisG7ZqJJeUIVjekdSeK7f96edyQCy1BmYkiumI9cDvidfXHHQXm2mJFPHNOGaz8xB0tm1qZlE8+2LbuvzZAB7/PoS3slxRgcsiXRTCxZrOf8btQdgizWZuH0GtNZ1xszlpEW7IDXxfXhiGR83/qA21LoscXIic9/MM6EmUCG785gkxVdQwnIilqWAqwM9l2Z27I56MlaiNIOcy8NjqWMnP7MDvjcD1iMSELGNQ9uQyQh48g5QXz97JlZX1/MhIgTCS6qAzAf9KpZpHksJoHvmirugNf3bTShZJzY4/sb5oDf3htFStYmddiqCp46mxBpd78DfAa8YnxvNpHzoaVa9MjbO8fyeui2i+vRpAJJViw1JqpVC6QYB3x2AZ4tpWcOeDahImDh9FocO78Ol5w6DV63yBXDlSwTn/aYlUwYAnyJ42cYH1nWgsUzanCmHjXjxBdOn4aAV8SGriie3zDi+Jpn9Ima0xc3Gkv4WbzNUCT39c1PTtgd8M1BD1qCHqgqsM0h15zFiWVzvzNYDE2hYqQd04FqtpUX/+tt15vbJRoT55ly4Nn55GMRHNw+2TuY2QHPCkd73ab79T9O1AoZP/bWAM6/fS3++c5AAd+u8jDTAru2/F6XMQ6odCHWfYNxrNur3bNHoxLC8dLcn/i+cE6bNg5hLuExfRtDkRQkWTHGM36vGUEzVMT9d9P+KFgt01Xbxwq6vxkO+ArcEx2LsI7bAa/nsevXXa7juHr3GGQFmNvmx92XH4oHvrIYd19xKG79rFY3ZGd/3DLJ7ISxkswrmnVYijQYvLY1hP5QCt0jSTz2Vr/lb8wR7dbHzUx4Z/dvwwGv338CeUTQJO0RNFwfw/qfaFLJK8pIVdW0DPhAxiKs5jh//A54lgEvwOdi7nbrcU86RtCMLwOe8dmlh8ItiljbN4h3evpzvyEPZMXc33wG/GRZ3TSV+OhHP4q1a9ciHo9j48aNuPLKK6vaHhLgCYIgphj8QE9Vc8e2VJJn1w/hmbXD+PNrfXm9nonlzGlarAO+qdZjOLCdxH97Brydc49tw2//cxFmt1od72kO+AyiOBN9FNUUEJjziokli2ZqAvyOvhhiSdlwwC+cXmPJljUiaPyF3eIbAubS3B292qC+0eY+bTNy4gt3wOcSqjoavHCJAhKSJr4PjKXgcwtYqk+OlBLmbt6ju+ja6vN3vwOmi5K5j1yiYDzM2GHfO9e5qaoqfvC3XdjZF0dbnQc/+syCnJmX+RYKzQUTntl5GLQ9oI5EUhljJsoFX4AVqMxye6MIq1tbBcAemjOd70yM8brNOCD20NpW73Wc1PF5RIuTuMEhXomJhylZTRPgZzT7sGhGDRQVeH79cM7vxI4hf/2F47KlxkQ1Cu5Ksmrs186GLA74ggR43QEftwvwInweEXdediiu+IC2HJ2JMKMx2djHbpeQ90Qcm0hxymgvBYdMq8H9/7UYJxzckPE1LUEPLjpZE3TvfrrLuHcwJFkxhPkzDmu2vA/IzzXJu7g9Dvvm4GnavWebQw78PqMAa3phczsnHtIAQQC2dMfGJfZIDg74oCUDPv16M2NVrNvd1R9DXyhpOHQba7X9xgQhwCwyy+Ad8HFuQo/xjY/Mwt1XHIoj5gSRkFT8Uo82maiw+xY/dpnRrN0/Kx1D8+811lU/XUOlWUEQ5vrCeW3a+cwEedZ/qiowOCaZ/bFHNAwZQxGpYCPL+n1m1FIipeDtHZljpHjiSdnoN0slwCclBWv2hNP6D8C897VwAnxynA54dt9k465cUTA7+rRx1imHNmDZPG0VjyAIOEnvG1U1t4vePG4uo+8uVoBfucG87/7x5V7L/uAjaABOeNeNGOxn1g/5vemrX+0YDngWQZOhCHQoj4n0SEIx3m8vwhrhngVVVU2LoClWWJYVNT8HvEMETUySuFix4u+17bU1OOfguQA0FzwvnhdLivsMH9c2csETuSABniAIYophH7RPpBgaNiAejebnbGJFWFmxw9xFWM38TjvMBW+PoVEUFYO6GF5ITAmgiWV87HkmEZqPoGCCBxNH2Dbb671oq/NAUTX3+ybdvb1wei2XLRsrOoJGFE0RkRWJsy/XLy4DPvM+53G7BOPB/q+rNIfKEXPq8s5kLoQ2m1vdyamcDeaAZ/upOWhdKcCTrwP+gZd78dz6YbhdAm6+cEHGSBse9gCbq1BoLpjDiu3roC3K45oHt+Ozd26oaOG9EZs7t6IRNPp1misHnj+37X2DPY6Kh3fBOzngrRE0TMQzX3eG7oJ/Jo8YGuaAb6hxG/3PWFy2iK/VcMAPjCWhqNp3barNHE9S6xMN5zGQPaOdOQTZeRu3TSzx1Ds44PONnwHKH0GTLxed3InGGjd2D8Tx+LtWN/VbO8YwGpXQVOvGUfPMQtZNeqzZcB4OeFYYnLm47bAc+K0OE3QsKiMfB3xTrQdL9EnmN7blJ0Y6keIiIBh8BI3ThBcT4HlH92hUwufv2oAv3rvJGCOx85T1l6NRyRirsOvfEkHDTejxLJtbh19ccjAEQZtoLCQ+otKwFXV8fF41cuBVVcW/V2v9HTsNWYHf8cKugxqfaKzGGTUc8Gbf2DeWtDipWTyWPS4tH5gAz/qzV/KMXuIniRKp0gh9v32hG1feuwkr3rY6g1XVjGUqaRFW5oCvZw743BE0AIxxLsPjFg1BeyzH/o9x93YjfqyIFRQpSTFisnweEf1jKTzxnpnhb4/AYvcktoKEjQcbCijCyvobds9JODjggfyem9hr/B7RmBSoMRzw5ueORCXLmDWWVIrOzOfjyTQBnonrzhE0mgBvivSpcUbQMD618CAEvR7sC4Xx3K7xT3xKDg54gAR4IjckwBMEQUwx7E7SSA7RupIwh3q+A2P20MOKHTrl0Dp9fo1DHMoRLAd+t1WAD8UkY3kry2PPF59HRAcn7mYqwup1C8ZDJVvyP+RQ+JW54F/dMoo+3fV8COeA3zeUKFqAB0zBcVuvJqY02NyCbUUI8Kz4aD5RDawQ68ubRgAAxx1Ul+XVxdNabxfgC3XAa/t2py7AZ4qfAczvnencjCdl/P7Fbvy/p7QHgv8+Z1bern/m5C8kEsgJU2TTTkL7Eu3dutN/vMuQC8H+MFnZCBrt+7PjmmmCgy+QaheRpzkUYGXwortTgWF2HCQuA553Wn9wiRZ19e7uMAayZNQDprge9LvMIqVx2VI4sJgM+Fe3jOKyuzcWvTLCiJ+p92acvAJgySwHCsuAt08s8fAZ8ObKh/wfi9gxLFcETb4E/S5cevo0AMCvn9tvuU6eWas5NT+wpMkiSDfXFu6At4vIjIP0e8/WbicHvNZvzGrJLcADZsza7v70z8oXwwEvZnDAO0x4OTm6u0cSSEoqukeSWKeLpewaZyIbE7/a6jxGprO1CGvmwr5+r8uoG8EmcsfLSCSF37+oialP51kjIhemA978DuaEReXuB5u7o9g9EIfPLRhxRaWKwGEic3Otx1j1N2I44M1+sj+UMrPEPSLcLtGMoyuwECuL0jn/eK2Ow8ubR/NyGO/jvnOp7onv7tTq7bD6QozRqGRcTy1BD7xsYngcDviUpBif2dGQnwDPxllsnMvDJtdyicPxlH4f9ZjxY6EiHPBv7xxDOC6jOejGFz+orab6/Us9xjOCEUGj76svnDYNZx/RjCPnaGNZexFW9nO2Zxd7BjyLAFJV1XI+hPIQ4Eei2rnOr9isdSjCyq6ttnqP0dZix3+WZ0xB4OJlnIuwet3WIqypcRZhZdR6Pbhg8cEAgD+t25JWBLZQ2LF2CYJlcoAKsRK5IAGeIAhiihFLWQd6pcrRLAXMgcGc7dmQFdUYdDOxK5JLgDfE4MwO+PVdUaOQEmA+WDXUuOEpQKBh8OJDpiKsgiAYLnjmmmP5vLzov3iG5jb8h54bO7vVh1qfC821bjTUuKGqMHKzxyPAswiahhrrZ7QWkTmerwMeMPcV+w7lKMAKpAvm7XXFOeC36/spmwAf8DnXJ1BVFSveHsCn7liHu57qgqICHz+61SismA9tOQTifDGcwvrDoFGENSFDVVVjQiw1TudbIdjdueWKoHlty6jxgB+3OVZzFauMcvUNgn6XReTsyCLA8yJgtgx4wBQWeOF5WpMPh82qhaoCz63LHkMT5gR40/Vtd8AXvm8feaMP6/dFihb6WFHDbPnvDF6Az+qANyJotO+TyCKss1UIoSId8Mz5fZD+32py3rFt6Gzwoj+Uwh9e7IaqqkhJCl7QoxI+eJi1NkkhDvgEV6DZiYOnad9/W280LYZjL3PA5ynAz9Cd8l3DxQu7KVsEBGAX4LNF0JhiFr8Ch9VbadInLpggxuJnZrX64WWxUVK6Az7TeTVPd/Tu7Bufk7trKIEb/7oTH7ttDe56qgtr9oTxp1d7x/WZjIhjBE36ioFys6lLOwbL5tUZ196+Em1/mBtrNdRox3jEwQHfHzId8Mw93KJfS4WsYhgYS6J3NAlRAD7/vk74PCJ6R5OOdRTsdHHnaLbYknxRFBVb9EnUPbZ6Bmycx8a+Xv08TowjA54fB5kRNJn7oaGwVmdHEIB5belRVizKJZf7O+aYAV/4s8/KjSMAgFMXNuK8Y9tQH3Bh32ACz+lxcCnbBOAZS5txwwXzjfvWAr1w9SF6dFd+Dvj0CBpVVTEUtrrU85lQYP1aA2cYCHjTHfBspcX0Jp9xjy5egLe2y3C3y9bfJy0RNKZIP94irDxnLZiDztoajCQSeGzzjnF9Ft8u3kNAAjyRCxLgCYIgphh2IWsiRdAwgTwfBzzf7g49QzhnBA3LI3dwwM9p9aM+4EIipWAL5+Yz898Lc78zZnG58NlEcSb6GQK8kwNedwgy9+rC6drPgiBgQbu5HVEoLpuYCclsoG13wLO/D4VTOYteMZwcvJngM/PrAy4cUiZxK+B1WUSZQh3wbL+wB4ts0USBDA6nHX1x/PDRXRgYS2FaoxfXfWouvv2JOY4xD5koZkLECeYUZpNAzCEWjsmIJhWjWByffVxu0jLgy+CA3zMQxzd+vxXffmg7gHTBjB3nTPECZn0DFwTBGqXSmSWCxloUMr1f4bP/2SoEv+36YTE0T6/NX4APGm5Ba+xFMQ74Ld2aaNNdpFjap6/aaM+ynxisD/S6BaNOhRN2BzxfhNUOcyyHYnLW12XiqHl1+Oc1h+OrZ2UvlFwJfB7RcGPe93w3PvOL9fjp43sxFpfREvTgyLnWlUS5JpZ4kkaBZuf+e06rDx6XgGhCMSZVAG1lT7++SoutbMrFTEPYLV6QZvclD+fYr8uVAd+cngHvJOgxdzQT2fcMmA5/M56DK8Jqm9i0M1+/Z4/XAf+Dv+3E4+8OIimpmN6kXU/946wLwmBjJn7sMqMKETSsD26u9RjnSaki0Yb166Cp1mP04SMR7Xd8Tnh/KJVWk4NdS5liypxYr7vf57cH0FTrwbHztevzlU25Y2i6bA748RZ83D+cMMbN9oLCbFzBJvqZA15W1IIz7xlRrqAxu7+GswjH7NqY3ugzJj146vN2wJv39nqWAV/gs4+iqHhRF+BPX9yEGp/LKKrMiinLDjUoeL754Vn45zWH4wjmiPfmFuATRhFWs+9KSmrahEk+MUhMgOcd8DW2+yZgXtuaAK/1KX0lE+Cdi7DyETQ+l1mElRmiSiHAe0QRnzt8IQBgxeYdGIoVf68xBXgBItc2iqAhckECPEEQxBTD7pqZSAJ8xIigkXMO8NkDcq3PZTxg54ygcXBzMUTRLPi5msuBZw8h2VzO2bA44B2Ef4bPKHClfe/hMHNlpQvwjEOnmwL1PG55bq3PVZCQy7B/R3th0aZaD0RBc6gPR/J74IwmrQ+s2eD31bEL6rNGU4wX/rsWmgFvF02zOuCNCBrrdcce8Kc3efGXbxyGjyxrzSouOsEiaMJxOee5nw17VnGQc8DzLjGnIm3lgl3f7NouhwDPnO97BxNQFDUtMoI51TM5y1h/YogxteZ50JmnA94pEsPJAW+/fpirec2eMHpHMj8Ys/fX+lyWaKFBXoCPywUJOcORlCHwdY8UJ4IxsTbbfmKwVUC5HOqs8LQhwGfLgDdEGMkizhRCW474nEpy9pEtuPjUTtR4Rezqj+PRN7U85w8e1pTWr7DzdCQq5ZxIzTU54XaJmKcLyXwOPHOx1wdcaRO5mWDO6n1DiaKFRbsDFQCCAX7CyyGCRheU+0JJY8LBaXUAOw+ZyG444Fv8XDwHV4Q1mfn8A8xM6x15OJ8zkZIUI0/8josPxt2Xa+LSwFiqaJGUkeTiQmodImi6R5J5T8SPF9aP1QVclvOkFPBmBzbmMR3wfARN0rjPsr6CTb4PFuCAZ5FGrObByYc2AgBe3jyS87323PvxuNEBLdqHMRSWLM8Dg1wBVgCWFaDF5sDHuBWRRiRalglgtjrEKX4GMM0CueJXzJULpgO+0Aia9fsiGBhLodbnwjH6pAlbOcvuh2YRVudrXhQFy3iTnUfZVjOkbA54QDND7LMVgM5LgNf3E28WqPWmr9I0BXivIcAX64AftsUz+dymuM5jFGF1uxDgRHojgmYcRVh5TpjRiUNbGpGQZTyycWvRn2NxwHO/H2+/Sxz4kABPEAQxxYjZBnp2d0I1YU4cVc3tymSDzfqAy7GIULbPz5TbaxRi5XLgBx2c6IXAXN2ikF3g8RnLe1kEDXNlmQPlhhq3paDdQk6A5wtUFRM/AwCtNiHaLpy4RDOPOV+HXZxzCeeC/27lip9htFkE+EId8Nbv0pIlwqbGyNe0nptsoqXO787oLs1Frc8sQjYeF3zS5tQMcku0+YfUSkbQMKcWE2gTqdL3Uz36A6WsqBiOpAuxhgM+w8O93Q3ZxK2S6WzMHLtRxwmCdQ4OeJcoGEua2YN5wGM959rrvUbdiufWZ46BsWbAm84/PgNeVtSChJwtnGizv0gHfO+odr5mK1bLYH1OroLMmR3wDhE0TISJyjmdypMBlyjgqjNn4h/XHIH/+ehszGn1I+AVca5DpFVDjRuCoN1n7StN7CRyOOABvhCrKSSz/Pd8CrAypjWZK9nyLcRux8iA58SaoI+f8Eq/3ppq3fB7RKiqOTHktF9YBI3hgNe/4+xWn7E9SxFW/XX21SuMeVzx9GInHLb1xpCQVNQHXDjx4Hq01GnHlvVp44EfG/IRcq31HnhcAmRFLdoVWyjMiV4fcBuRRr2jyXHlkTPYfmrSo/wA8/jz7uy+UMosiq0fUyZOFyTA6w74JbOYAK9l2q/bF8lpbLDH/ow3hsZeu4F3wdvNJ3wdiGSW/b6jN4ZH3+x3PKej3IpIQ4DPIoSbBVidV9HwsWrZ4IX/Oq4AdyGwSK+TD20wJiPYqhh23OxFWHNhZsDnLsLKT4IlJTVtxUI+fSY7rxssDnhzEoBNqHU7OODZPbtQ7CutAly+O09Cn9i0RtDIhtA93gx4hiAI+OTCgwAA6/uLr5Vh5P2LWoFyUTc9UQQNkYvJO9IkCIIgiiK9COtEEuDNtuQaUDNhsL7G7biE0omYUYTVWQw+Qhfg1+4JGw8PbPDYUqQDngnjzUFPVle6l4ugiSVlY0BuF/55F/yh00wBfgEvwGco9poLu5PbybnIXpPvkmvmUgvm0abORh9qfFqe4vFlFuD5yYZCHfCZonmcMPI1bQ515qL0ZihumA+CIBjbHhhH5IA9gibIXU+8q6qiGfB6sTAmZNsd8KqqWmo1FAMfmdEXSqZF0NQbxdqcH2zt9Q2aOAd8NmGZj8Soy3BdeGwP8E4iHnPBv74tlHFbbCIz6DdXCoVtETSAKdTnAy/AD4ylihKBeke1fiEfAZ65THM64I0M+NwCPIsiGYtLhnCR6b4wmQj6XbjghHb8+etL8ML3j8ICB+eo2yWgQT+3h3MIh4kshWwZbBs7ueKpZv57fvEzgHZ82WRoJndzPMdKHycBjK+z4HRPEwTBcFUz52e2CBomPjKRamaz3+jHeUE4Ww0CAJjT5ocoaGOZoSLFcibmLp5ZC0EQ4HaJxgqHvnEW52aGBb9HtKyicIkCpulRN10ViqFhYmldwIWWoAc+jwhF1Vz4+cDqIjjBmyzYMY4mFCQlBSF7BrwxIcoiaFgGfH7HT1ZUbOrSjtlhs7TxZkeDF4dMC0BVgafXDKFnJGH5x8atsqKmRX6Nd2UY74AHzFglwBTg2djXJQpgQ9hUlgnbnz6+Bz9+bDeedahPYsS2+VxGHY5sUTAsgsapHwO4idQcsZWWCBpmMCjgnqeqKl4w4mcajd83cBn0qqpyomyeAnxeETRmP+LhVtrYx9b5OPrZuL3JkgFv9o/sXLNmwOsCfJGr3eyTU5mKsCZ1Qd7rcsGni/QxSTIE7VJE0DBm1mvXXl8kmvfkpz2z3j4x4NIvDoqgIXJBAjxBEMQUw+6An0gRNLyDPddySuZKrfe7DHd1NhcJYEbcZHJjL5pZC5cooH8sZTzYjTeCZkazDzd9ej5+8On5WV/HO+DZw5zPI6a59RfP1ET3mc0+i3t2viWCprjbe5oA7+AWbC2g8OdQOIVXt2i5pqcsbMz5erdLwO2fPxg//fzBRi5vuWAO+BrOiZUvdhdlS13miAX+3OQH+nbRu1hKUYg1bhOK+KiSsSo54EdtDnj7A+pX79+CC362Lq9l15ngBfj+UCpNsDUFeOc+MmaLoGEPtXV+V9ZzKpcgCFgdvICz+DxXL0qXbTWKmQHvNo9rXE4X4AuYiN283+qa7MlTBOMpzAGv7aOCHfBMPHaMoNFeKyvAu7u0FU+ZRJ7JSK4IsnyFw2QOERkwJ5744uksHqEQBzz/eqcCn69uGcX7b3o3a4FRKUcR1kzXJctOZwI8W4HD33+ZsJ3UiyBG9PFKXcBlOGL5aA57pJUdv0c07nM7i4yhYfEzh800J+bZJMZ4c+DNAqzp7Tdy4CtUiJX1wXV+LV5vhu145eKBl3tw2o3v4M3t6ZOVfBHWoM8F1vUOhKyTi9YMeFaEtTBDws6+GKJJBTVe0ei/ATOG5qeP78UnfrLW8u+cW9agZySB/lASKVmF2yUY95zxO+A1AZ61ZS8Xa2If+wqCYIxXsjng2f2Ajf14nBzw8ZTiOJmuqqoRzzSv3blvbjAiaHKYb1JmdBCbiC7EAb+jL459gwl43QJOPLjB+D2LLJIV7V7r1P9kI78irOYkKKs1kZAUwwG/WDfl5IrhAYDdRt0K89zja6tEEgpSkmI8/8xo8hl1WkrlgOfz3Xn4CBom0oeT5ntL5YAHgNaaAERoRpiRRO4+5E/rt+Divz+FbUMjxu9Stmx6FzngiTypqgB/880349hjj0VdXR3a29tx7rnnYvPmzTnf9/DDD2PhwoXw+/1YunQp/vWvf1WgtQRBEAcGEzkDnncJ5xTgWQRNjdt4QIxzSygdP59F0GQQqP0e0Yh1YTE0ZhHW4gR4ADjz8GYsm1eX9TVM4EikFAyMaYPfVgfX/BlLm3FQRwCfPrHd8vuGGrfRxqIjaErsgP/36kHIiopFM2ryFreWza3DSYc05H7hOGEFTAt1vwMODvhg5s9gD8qqar32mLA1Hgc8YDr52TlTDGahRa0ttVwGfKhKGfBsqTQTaPnJNVVV8fbOMewfTuKpNcUvIeYzTXl3o+mA1/ZDpqXdMVu8EhM1O3LkmtdxxdTqHDKpgfQHeKcaCqwGQH8WpytfhLWOW/JvF14LuQ/wWd9A4Tnw8aRs7NN8MuCXza3DnFY/PnRYc9bXmQK8dlzMaJn0a8znMd2Eq/QVBPYaGwcyTDTPFXmRbR8yTEepeU6xzy105RjLF3cS4F/aNAJFhaOIyjAK9nHXz7RGH46cE8TZRzRnrLNh3y7rf046lBPb9Ak2VdWufTbWqPGKXAZ8ugM+28qN+VwMTTGs36eNU5bobmrAvKdl6xfyga1IdBpPTDcKsVYogibOHPDaMZihF/bNNwf+sbcGICvAX17vS/ubkQFf64EomsVB7UUu4ynFjKAxHPD5FzQGzAmTRTNqLefiR5e1oKPBC69bsPwTBW0iZMXbA8Z3ndboNe4543HAD4VT6B9LQRCA9y/WVlNli6ABzEKsySwOeNa3r9oeSnMXxxLmPZM/r5zuPwNjKYzFZYgCMKfVeSVNnUPfY0dVVWPlb8ArmrnxBWTAs/iZ4xbUW1ZK8SaZkahkmBRcJRXgzRgwLxd1xSY5WS2BXM9Mqqpid792fPnJH0EQDNNONCFj1fYQZEVFc9CNtnqPWYQ1lCwq39w+1mBFWBOcAK+qqinAu1zGa8aSZv9iNyWMB48ooqVG63t7w9EcrwbW9A5AUhTsGDYnlfgMeABmBA1lwBM5qKoAv3LlSlx11VV4/fXX8fTTTyOVSuHMM89EJBLJ+J5XX30VF154IS6//HK8++67OPfcc3Huuedi3bp1FWw5QRDE5IUN9JgIPaEE+GIiaAJui6M9WzHKWA4HPMDlwOuFWNnyyfEI8PngNQR41XCuOWWTt9d78cevLsF/nNiR9jeWk1msAN9Y47Y8FDbUZnHA53i4V1UV/3xnEADw0aNai2pPOWEPdPyDSL7YBfjmYGYHPC++8EWuEiVywJvHo3i3IxOKvB6rAz4cky0PqeONfCmEkWhmB3xSUsGecf75zkDR28jkgE/LgM8YQaO76vQHcOYqW5DBrcfgC0HyYjwPL8C7RGdHHTv2oZic0ZEY0YUJPgM+FJeMGhNMPMjXAR9LyoaLbtEMbbKyUBGOOelqfKLRpmw0Bz34yzcOw6WnT8v6Oha9Zc+Ad7rGBEEwVjiwc20RV1PjQMcuHKqqin2D8TTxIJllFQGDOVn5SIdowjo5lS8zsxTY3LxfE0p6HHLHu4cTSEmKEQHBXy9ul4B7rlyIGy7IvArNLiizItmnL26C1y2kFZPlM+IDXpfhTOWFyVwFbAHznr2jL57xNZkIxSTsGbCKcADQXiIHfJSLC7HDnPuVi6AxHfBA9pUSdrqHE4az+7Uto2nOZyMDXr+PM1cze0+d35VWvJf1+c0FFmG1578zZrb4seLqw/HS9Udb/l1//jwAwL/eHbSsKrEX75RkNWsxbidYlNjsFj8O0fs+3gHvZD4xzvMMYwFJVo1+oD+Uws5+63kdTZqrKtwuwbj/OMXBsEmpWS3+jKtI8hHT+fFCwGuNoMk3fmTlhhEAwGn6RAWPUTcgYha1zjcDnq2ksEeD2tsPaH0aM0l0jyQQTSoQBGChfh8ezbEKYCgiGRMas2zRYDVGIVYZz6zVJhs+eFgzRFFAe70HgqCJ/sNF1OawT075uQKrxndUzO/PZ8DzDnh3jlVdhdJeq43T+iK5Jz+HYtp5zMfQmAK81i5WkJ0iaIhcVFWAf/LJJ3HppZdiyZIlOOKII7B8+XLs2bMHb7/9dsb3/PznP8fZZ5+Nq6++GosWLcJNN92Eo446CnfeeWcFW04QBDF5YQ4eJt5MlAx4SbYWAszl5hjlirBqSyi130ezDGRzOeAB4PA5NgFefwhpLjKCJl/YA0ZSUgxxu1B39jzdZV6sAC+KAlo4MbnBwZ1rOq6zP3Bu3h/Ftt4YvG4BZx6e3blaDY4/qB4//dxB+N+Pzyn4vX6PaBQka6xxG/EDToii4FhoKyVnFgcLgU3SjK8Iq14s0MiAN7NZx6qQAZ+UFONa7WxgRVjNfceL8Ru7okahtkJIpBSLaMJnwBsRNDXmfnByNZkOeO3171vYiJ987iB885xZWbfNR0dljqAxHzb9HpdjpAjr+4DMx58JG0Gfy5hY6RlJGsecPYjnOxG7rTcGVdVEGZZh3F2gCMdWHnTmET9TCIUUYQWsqw8aa9x5ufEPFJjYyLLHn1s/jE/dsQ6/eX6/5XXxLJMYDKdCiExoKzQObUYGYVVWVGzTr3O70LilO4pzf7oWN/5tl5kBn2cGc9p2h60O+Dmtftx9xaG467JDLZMQzOXr0/PR2f7h+8g4l92cifE44DfobuqZLT5LP8LuCePNgGfXUa3D6psZWVYqlANjxaPhgM88UWNnFbdiIiWreEEXUwGtj2B9HxPTTQFeE92CflfaWIzd09kKj5GolNcKMSMyaFZ+q21OW9yEoN+F7pEkVrytTTZPb/YZkzqsj3vwlR58/Cdr8Oy6/FeEMQH+4GkBzNIL2+4ZiENVtYilgTAzgpjfnZ3LmTLg7U70Vbb6JPa6KUYhVicB3oifyWySYGJ6tucFfrzg95gOeElWEU/lPmZ9oSQ2d0chCsD7FqavzmQrY/h7cGkjaMx+hPUzbN90NniNczDXM9MuvY+Z3uRLuyeyZ6KRiISVetY9qzHjdolo1a+NYoouD0XsArw+6SDLhlid5NzwXpdoiPQRXYBnhU5LSUetNnHRG8nugFdUFUNxrZ/hXft2BzxlwBP5ktt2UkFGR7VlHc3NmR/UX3vtNXzrW9+y/O6ss87C3//+d8fXJxIJJLhsp7GxMQAwbi5TDfa9J9L3V1UVKiZWm6Yq5Tw36DhPHFgRs5agB3sGEggX4AIp5zkSTVgHjyG9qFEmjAx4fQBe43VhLC4jEpeh1jm/jz1QBjxixs9eqj8Ybe+NYXAsaQhYLUF3Wc9dJujGUwr6OAd8Idv82LIWbO2O4sNHNhfd1tZ6D/pCKdT6NGHB/jmtdebDhtM22PnxD939furCRtT5XRPyuj9Zjxcopm31NW70h1Joqct9jAJeEfGUgmjCvNYSXATNePYNezDqDyWL/hwWM+HR21LrNwvH8vErKUkZ93HMpw9h8RUu0czXj6fMbUdtk4b/eLsfX/9wdtHbDisCyuAjaHwebT/U+cz4oLGYlCaWx7g8W1VVIQrAKXmcU0FOlKz1OfdFHosAn/kcaQl60D2SRH8oiWkOAjITNmp9ZuQKc1LW+ERDiA3Hs/e37DsxF/Ih0wLG9vYPJwo6L3r0yJr2Bm/WPqTQc41NhMSSWqawWQTTef/xAjxzEU7EfqocNNeyDHitH9/UpR3XjV0Ra60K2zXhRNDPVtNJUBQFgiAY1yi7NvLFiIKxnVO7+2PG8RyLywjHJHgF7RzZpkcibd4fMQQqt6uwfpWdy93DCSiKYvR7DTUutNebK1pEAVBU0yFfo38/jxHNoaT18b4s4415+gqsnX0xY9/ly1rdJLBkRq3l8/lVauM5n1kx44Av/f5d7LVfDIqiclFa2r5kmf1dQ87b5/uQN7ZqInBTrRvDEQlPrx3CR49qAWDea9wuAUG9L26wCfB1AReaaz3GRK9Pj4ZRVRUNAZdxTgxHUllrBUUSsjHRYj9mmfC5BXxoaRMefXPAEO9nNPmwUf//WEobU7C/PfHeID6wJN2l7YTRl3fWYKZ+3Y3FZYxEJLhdgnH+NnNjX3aeJ1LOzw32os6rtoXwH1xcor1fqPO70BdKYSyWfv/Zru+r+e2BjPuKz3PP9Bp2n3a7tKzzgEcbW8iKJlrXZYkQBMyc/HltfjTWpD8HsAkbflWoS8jvXsKP+51eryiqManncZv7n61U6Gz0GvVMRrPsAwDYpa9GmNPqT3sdmxB5fv0wIgkZbfUeHD7LPEfbG7zoH0uhZyRhxHTmiz2CxsdFySQkCX6323DDuwUBoiAYr2Gt9IiF3UfywRDgw5GMn62qKoZjCUNUj0vmeZ/iBHht/KcdG0kZ/zg5F6pq/TeVOBDGaBNGgFcUBd/4xjdw8skn47DDDsv4up6eHnR0WJfdd3R0oKenx/H1N998M2644Ya03ycSCcTjhS/3m+xIigopmURKEKGUsJjFeEglU1AgQ1IliJVb3U44oFVw126CpZ5plhQJChRISQkpcXzLYonxwQbALfoDeDgmIZXI75ioqoqU7kgo9TkyasuwHomksraLPQDXegSkEikEPKLm2A0nkKp3doCzgbhXUDJ+doNXe7jsHkni+bWaiOxxCfBneU8pYCa5WDyF3mHt/tRcIxa0zbnNHvzic9oy+2Lb2qw/TNQH3I6fEdSdV5mOj6qqiEQT+Pcabd99eGljWfdbtaj3u9AfSqG51pXz+wU8IoYBjEUSSCW0/RuLswcOdVz7p9GvHY/+ULLozzHaAq0tPkG7GasqsH/IHCslkvK4j2U+fcjgiLbNhoAbblVrS1JSEY8l4RIFjEWs4vkT7w3ii6d15L3sGwC6+q2O077RJFhzXKp5rQe8ImJJBUOjcdS4rAUlmUDlKfAYttRoKyja6z1QUhKchj68g9fvydwPtATd6B5JoncojlRHesFLJlz5RBUul/7gqD/QN9e4UaNfz6Es1zP7byqRwiY9c3pBmw/tQa2f3T+cKOj7d+vnVFvQuY8p9j7j4fbk6FjCFF7gfHzquImQQzv8B2Q/lYl6n7ZfB/V+YzCkXVO9I9Z+JBrXBUoh8z0lIGrniKxo+73W5zKuDW+B10ZHUDsm/aEUwuGE4dTctHfM8rp9/VHMatTOv5GwNnYYHEuZmfNyYX1VW422nVBMxp7eKFjCRq3L2n6PS0BCUjGoT+DVeLVrU9SlokTSHE9F9X41W/8wrV4TcEMxGT2DsYKKva/TBfhF06znbnNA+y59o8XfEwBgLKrt14BbSPuc9lptG8MRCaNj8YKjhhgb90cxrdFriJhORBKyGSEiavuyg/U9Qwkk48m0foL1IbKi4s0dmgD/5Q9Oww9X7MVb20PoG4qhqdaNviHtPtBU44aU1E0d+oTSXj1qK+gV0Vxrzf3m90djjRtDEQl9QzFkW9Tz2qZRqKo2vqz35j9GO/uwRjz6phm11lnnMoTYaFTrt0f18fBbO8YQjSbgySMvmzng57d64VJltNd50DeWws6eMEZjpvHEpchIJUwRGwBiMef7xZB+XbhFAZKi4p2d1vZEYtp7fC7t+xv56WPp5+r2Hu3YzGn2ZO579HtaKJb5eh8La23i76NBvwujURnDY3E9YiXzfWZ7tza5MbvF57gNdr70cbVQVElCyvHObsWtavtVklXEosm0MUyCi5YTZdmcRB/Q9k1r0I0aFzMmKI6fwdjRo32PWQ77M6CPA1j8zOkLGyCnJDCrQ5tuhOgejBfUpyQkfYWJsYhBhVtIQYAmrkeTUXhFL+Ip7Vz0ul1QlDi8glW0d4sCFKW0ul2b3uf0RCIZP1tVgYGoee9JSAnjtSlJO94uQYWixMGGbLIch6KUdzUdS+xJJIAJIudVjEQeRXMnOhNGgL/qqquwbt06vPzyyyX93GuvvdbimO/q6sLixYvh8/ng9xee+zrZSckK3N4EPF5fSYtZjAclJUCEC27BDY9Y3ogHIjuGw0HMPhgpBlmUIUKE2+uGx0fHuZokdfGlTX9SiCSVvI+JcY74Sn+OpGArCpijXWE9oqKpzgePz4MavwsYSyGpio7vkxVzuWm9/p5MHDEniO6RIby0RRt4tQQ98PrLO6AK6PEJkipgMKINezub/BW/XtobNRGvsdb5Wq0JaL+TFDj+XVVVrNkaQjiuoL3egxMWNmUsfDeZYfn4bQ3ZzyXAzNDlz00Z2j7x+8bXJ3a2aO7MwbAEt9dd1HXJVpPXBLS2eHyaMz8pqegZNR+21g49iw8svw+RZOZaPfmgqmrWdiYlBSN+CT2qgDP/4Ea/X2vDib/W+p2UrGDYLxmOo32KimPudmeMGnEilpQx5pchCgIUVUVXWCuiJftVfPFJtyEYDLhSUPwqPv5nd5qoMRxJIeVXce3LbtzwRmFjKrlRxagAHH+v834YiqQg+bUD05MQcPy9zufIaFRCwq/gq8+6UPNSugjWhyTgBy74q55V7DePZ29SwOq9AmJ+BTe84cJP3nN4f0QrWigIAjw+D7brWdWLZtUZMRDdI8mCzuF+3RE3rdm5fyv2PsOft0lVREpXD2oCHsftNNSYv1syu25KjU3aGrVnoJGYDI/Pg5GYdj/tH0tZ9oOk91OBLP0Uv9/jiohGnwcx3T1bH/QWtF9bvW7U+kREEgr6owrmtWvn2LYB6wT9YEzB/Hbt/Inq9/VwQkHAp9dx8Dsf80x4fKZDemu/uUKkttY6qeV1i0hIMpjRt8bngsfngd9r3r/ZdlmqRMCffd/NaPZh72AC+0YlTGvNz12qqio26gLq4XPrLZ8/Tb8nDISlcZ3TbKFRXU16+5t8HtQHXAjFZPRHVBxURETfixtHcM2D2/G+hQ247bMHZXxdLGauFgsGteMxu90FQQBiKQVjKSGt2C/rQ7YNJBGKyaj1ifjwUW3429uD2NgVxYtbx3D+8e1gqSFNQfM7NuvFrffrUUf1tR50NJrnQcBrHWO21HkwFJEwmlSz7u/nN2kTAR9Y0lTQcTl8Xj3mtfmNPPU5HbUI+DShNAWtLWNxbR/Fkgo29SZx1Ly6rJ8ZTcjYq8f3LNb7vlmtfvSNpbA/JOOlTSMAgA8d3mxpK4tMkUXncbaeaIVDpgXQPZLEcESytIedU0F9rFGv98Fx2TqeVFUVu/QJkIOnBzPur+YGwfjegtvtKD5Lgj6Z7jHbXB9wYzQqIyaLOe8z+0a098/vqHFsR5N+vgxxGeyBgNfIBM9G0GXec2XRZTwHMOKK+VxUU+M1xjj79TZ1NvnQ1GDqWTFFQHON877aO6x/j87atO9Rq9diYf32WUe2WF7Tqa+Q6I/IBZ27AzG7WCrA7QrA53IhLstIKi6Ioh9JRXudz6X9bJ/Q84giRLG0ul1nUFut2B+JZ/xsVVUxkuBWhCmC8VpZl1E9LjdE0Q+XroQr8Ja8rXaY6O7zAVNNzvT50o0mk40JIcB/5StfwT//+U+8+OKLmDlzZtbXdnZ2ore31/K73t5edHZ2Or7e5/NZDlQopN38BEEouXg0GWDfeyJ9f0EQIGBitWkqU67zg47zxMHIgNdzHcNxuaBjUq5zxJ7dPhbL3i6Wd9hQo4mOLP9XK0yU/r54yhwc1/iyC5VHzAniydVDeHOHLsDXlX7CwY7fo4u0El+E1Vvx66WtzsxBddo2yztPSpmXy/fo7V88s3bCTPaWGibeteZxbrB8zXjK3GfMhexzjy/bkuWzxpIKoknViIPIxPKV3Vi1LYTbP3+QIRoljYKwZtZ4rc+FpCRZCh4+33U3BuO7im5rQQiArAI9Ye3/Af3/+b9z/z8UB1CoQYp9hmD93YA9EtTpd9zfhovZdp7tA7T90D2W/XWjCe1fps/oi1h/BjTHMhTtd6Gk9i8TQW8QsgIjhuGQaTVG9u1wREIipRjnUy5YEdbOhsz9W7H3GXbeRpOKkZ3r9zhfY3Wc63bRzNopNTZhedfDYQmCIBg5vaGYbDmWRhHWDPuQEfS7MBTWivx1AojoE+S1/sImBQVBwMxmPzZ3R7F/OIn5HZogvbU7pv9dcyX2jKaM8yMcN8cOrGaLx134uTOj2YfhiIQNehyP0z2QFaFkETU1Pq3P5DPg2XuYezXgda7hwJjfHsDewQR29sdx3EHpGdNO7BtKYDQqw+sWcMi0GsvntzeYY7t4SjHiJQqFL8Lq1P4ZzT6EuqLYMxjHwdMKi6VQVRW/eaEbgBaFkm3/sOMb9Jvt8Hpc6Kj3omc0ia7hhDGe5REEAau2ax3nMfPr4XGL+NDSZmzsiuKZtcO44IQOIx6jJWjexxtr9Uly/bSqD7iNfQqkH8+WOg+29sQwpF9LTsSSMl7ZrEXtnrG0ueBr4qNHt+KXT+4DkF6EVRAES/73qu0hHD2/Putnbu+LQ1W18V6LLiDPbvXj7Z1jWLc3gpf1tn7sqFZLWz3Gee68Ook55xtq3ZjV4se/1wzhze1jRntitnPKKPiesI73e0eTiCYUuEQBs1v9GfcXX09lLC4b/RoPi5bze80+TKslkDCef7IdDyO6pc25HU011jo8LhFw5Tnu9bpFI8IoISmoE6zSHHtsEQRt37P936vfrDsaNENlnV+L4AzFZON4Zvoe89oDad+DrxvV2eDFYbOCltewei3aSsH8z11W4FgUBGO8JgiCFjsjy0jI2vnL4lx8Lu288Hus+8HtKn0GfGdQixsdjMUhKQo8Lud+kuW/A1oRVtYOWW+zR2+bS2CxOdkNJqVAEKz/phIHwjitqgK8qqr46le/ikcffRQvvPAC5s2bl/M9J554Ip599ll84xvfMH739NNP48QTTyxjSwmCIA4c2GCUZUdH9Fzqat/UWNFFBl/QzYmQ7jZhhRIDRv6v8/vYw6RLNHMXM3H4bK24ICu8aHdXlQNWVCsuKejX43jaCyzCWgqW6t998UznImFe3WGUreCY8VBbgf1WLZbMrMXz64exVC9EmQ0mgPDnOBNnvDnOxXw+O+h3IRyXMTCWRNAfyPjaUEzCfc/tR0pWsXpPGMfrYk/CECrNttQFXBiOSIYABwAJWROmREFER9AaB1gIfH8TTylwuwRL5EosKWMsLsPnFtFQ49ayjKGJJC5RQELSMprdooD6GjeGdDtqc9CTd/HFUExCPKWg1ufSsvm5v7HtAFpRsqSsoD7gNkQPxmBYizhoylGItxiGIyljksbrEg2x204kISOSkOH3iEaBQoasqEahWdaX8IUZA14RoiBkfD8j6A3imtOuwZ6BOBKSihqviJnNPgiC9uAeScjYP5I0CkrmgrWhowxFT2t92nkbScjcNeZ8bFh2bkvQY0w8ThWYUDUU0TLg+ZzevlAKs1u1fZPgMuCzUR9wawJ8TOsz2L2z0CKsgFZkcnN31CiwqaqqEZdx2MxarN0bsRRi5cVHFlWSTwRH2nabfFi3N2IUN3WKRfHqn8uKwLMIDY9DccpEMnsRYMb89gBWbhwxCivyjERSeHHTKN63sAFNteY5un6v1sZDptWk9T21PpcRndXPHctCYTFCmeJllsysxcauKO5+pgsnHdJQkND/xraQkUE+MJaCJCsZJ+vtBVgZM5p9mgA/lMARc5wd36wA63EHaQLwGUub8Ysn9+G93WH0jiaNDHh+39qPu70I6/9n773jJKnq9f+nQucwOc/ubM6wu7BEJQlIEkWMGAiCypWrInLx4ldFvVdXr/LTi1kMiFdEMYCKiKhEJbMLCwub805OnWPV74+qU1VdXR2nu6d75vN+vfa1Mz3VVae7q6vOec5zno/582xTv0vjeQqh/3PHNGJJCX0tDqzuK22yAgAu3NCGu54YRl+rA067oAvw6jUuYOgvP7UrgH87N//+9qn56ku79Ws2K8T6pxfGkErLWNXrxrLuzLay/l8yldlfZ2i1E1wiTlzqx4MvTeDp3dO49tw+AIZJHfVc8WgZ7pn9djbRO9DuyHtvFXhO6/8EozkEeK3wq74fJvwHiyg+fkAVrhd1WN/f2L2Zff6lmE4UsZlHJCFp7TRivIcpE33K+89isDubdEe/IsDr18JUWsKft4zjhKV+NLlFrfj5QHu2ZdpluE6ffUxL1niQTUAN5yjCOjyVwIsHQzjX9Fx2X+FZ5oyKQxSAOLTs93iavU7lcxF5HiLPZxU6rSR+hx1O1Yk/Gomi12fdlx83uPiNRViTprZpETRzIKOcqC6zKsBfd911uOuuu3DffffB5/NpOe5NTU1wuZSL3OWXX46+vj5s3rwZAPDxj38cZ5xxBm699VZcdNFFuPvuu/Hcc8/hhz/84ay9DoIgiEaCDajb/brLZyYuqUoRMQnnxo6kGUmSDYMytQir6uAIx60HBnrxp/xuNEAZEDNhCdAHWNWEiUSjgaQmerLPqJacsNSPv356g/a+mtEc8HkE+HGDq2yu8r7Xd+HNx7dnFea0wmpyKJFkhbVmPrBo99kUAT6QzDlIBIB/vDypibrGAW8imS1Ueh0Wn786sOjydmHLx7aU1VaWJW5z2PDUrgCuv3MXHCKH/3zLIly4USmMd/vfj+BHDw/i0hM78Kk3D+C8L2/FVCSFX35wLZZ0ufD3lyfw6bv3YsOAFz/44Crc+H+78fhrU3jTmjZ89tL8Zg4m/v/7T3bg2b1B3HLRYtzx6CAOjOkW9j989Fh0qQPOT9+9B39/eRKfPHsB3nlK5qTDRV99EWORJO78wBqsLLEwWSE++tOdmnh02qpmfP191hEN978whi/+bj9O6vfjtitXZPzt5UMhXP2D19DsFvHgxzYAAM7+7y1aLvwHT+2FzyXg/7v/EM5Z1oIvvXtp3jb97wOHACiiH1te39tix66hKAYn40UJ8LIsY2iKufeqI8ADingYT+rubSvYBOGaeeZ+B/QirImUjHA8rQmRgDJBslAVaQpNYjC0YoixdMa9vJx+Rb8abXREFeBHg0lMRVIQeODUFU3YdiicsTInZCGiFTsRZ6RPjVnYoYr9TRaTXpoDPqw74AF9IjWRNk6y6quc8rG4U3mv945kL6P53D378PTuANx2Hpe9rgvveV03vE5BK7q51mKinOM4dPhtODgWz/gs82FlwmBiaa5JlA+d3YdHX53CwbE4vvnnQ7j5kkUFj8P42aOD2s+SrEz6sAK8Zti9ip1jjEUdimP7O389glavDScvz1w9EE1IeOmg8j6dpArwXU12bBjwYuuBEP62bUITCFu9+mdtnuz0uwR0GPpiLtP1xDiZlYuHtk0AsBY3i6HVa8NvPrFOO8/YNS2WUIpNM2MNoJy/k+FkxqSCGVaIe0Gbfm6wn1kf4U3HtWc9z64J/9b9v0BEX5l6gvqev3o0glhSUoRmQxFWQP9MQ6bC6uy7UMw9xe9SBPhcYwYWq2KcQPepkSuFBPipsHLtAZTJACvY+TLKBPgSrz1OuyLAR5PZY5ekdg1RV36YriVsYt3vFnBkMnMi5o5Hh3D7P46i3WfDDRcpRepbPKJln9VjuE6fe0xr1t+7m/ML8F/83T48tzeIRGpRxnnDzBE8x2UI8E5VaI+pgnYirdaqMbjQnaKAkHoNslVBgOc4Dp0eNw4GghgOR3IK8BPRTAc8I6XO9jIBnjngJRLgiQLM6rrw733ve5iensaZZ56Jnp4e7d+vfvUrbZuDBw9icFC/SZ966qm466678MMf/hDr16/Hb37zG9x77715C7cSBEEQOmwJaIvHBmbUCMcLu0CqDeuY+3I4YjK2TehFudgSVOZEMwv5DG3pq73wrY/nORyzUB/YllIYrVzYgOqIWqCw2S0WFD2qRVOO+BkAWhGoVFrOWY2euW7nsgDPcVxR4jtgcMAbHE4sHqPQaoxiYO7dkUD+4lgPvjiu/WwceMa1CBqDAO/Mfm2VHlYwoSuekvGF3+7D1/90EMmUpA142fvLBs5MZIiaHG1XnKHEED6wdQJDU9YFmmRZxn3PjeL8zS9i8737MagOJLub7RniivF4gO66DFhcj9i1xlXENaVUbIbzIt/+mYg8ZuG+fOI1JUZgwyJ9YGkUsVq9Nm2ixSyAmHl2TwB3/VOJgHzv6/XYx54WPQe+GALRtPY5VmOFDxMLw/F0Qff2uce04gNn9uC6N/ZVvB31jtMuaPfCQ+PxjJUuI4a6D4kiRWR2Hw5G09pKH6eNL6v+B6stwBzwO1Wn9KIOlyYmG7/nQQvhrZSCzIzeFj3OC9CjJYywayRz+rLvJnPcG1eGxS2EPyuWdCki476RaMY9dfvhMJ7erUzCRRISfvzwIC79/7bhF08M4cUDSh6XlQAPAB1qDMVogXsCAOwdieKNX96Knz8+mPE465O5rSZjoVyfP/+2xeA44N7nxvCM2tZCvHQwhBf2hyAK+j10OM/1g32+PpMD/v2ndWNRhxNjwSQ+/rNduPX+gxlC9IsHQ0ilZfQ027VJHUDJNQcUUVxzwBv6KmYB3usUMxzw5utxm5c5oK0F4HA8jSd3KtdiK3GzWNwOQXNXOwwO+KBa7FfggWVdLsgyCn4WLP+dud4BYKFBYLYJHN54bHZbWf9vMmR9XrF7d7NbRIfPBpvAQZb17Y0RNIDezwgZ7q/RRBpPqBn07LuRD592j7Z+/5mznMU8Arpxp9BKWxbb0tNszxmxxs5hdk0o9dpj7t8YYROg7PpiF6yd6awNbAJkLJjA/z0xpP6cxGd/vQ+AMmllBYtJ7GtxYJWFmYBNliurVTJ7gsFoClv2K1FP928Zz/ibJsCbLoFOUWkvE7SZszxTgNe/h9UQ4AGgy6u81uFw9uojxkQOB7zZnc/udWz1F0HkYlYFeFmWLf9deeWV2jaPPPII7rjjjoznveMd78COHTsQj8fx8ssv48ILL6xtwwmCIBoY1slz2XjNLWjlIKs1zLnOYgkCsdwOeBY/47DxWueVdeijOYSkcIHBpBkWQwPAcllrpWECB3MmmUXBesEYmZLM4YKfCM/9CJpSYEJXzOiAT2eL3uXC8m/HgrlFjOGpBF7Yr4eoG0UrNsgzCpVeZ+VWxIwEEvjh34/g8Himw5Mt7V6mDrLveWoE1/10pzboZVEATnvmAFUX4JU2HrPAi+MX+5CWZPzin5l1ggBlufyn7tqDL997AFORFO59bkz7nnU32TPEFSDTMd3kVo7BBtcMWZa1gb27jJiNQtgMA22z49IIa/uoRYD7I68qhfrOXNOiPeYzrGxp84ra55zvHjAdSeELv1UG8G89oQOnr27W/tajXq+PTlpPfJhhDroWT2lFc4uFRRoYI2hyicc+l4gPn9OHxUVG58w1mEN291Cm+GCMKYpbrI6xQnfApwz32vI+X+ZEZ+cUm6hb0eO2dGJauVjLEuBbMx2uVrFP7Hs5Fcl0wLPHjRMZsSLjewbanRB45XUYJ9J+9pgiiF+woQ1ffvcSDLQ7MR1J4ba/HNbek1wRaKz/wK4LW/YHce+zo5bbvrAviEA0rU3YMZgA78nTZ9q01I9LNnUAAO7fMpb3dWqvS3W/X7ihDcvVCJShHM5aAAion695VV5PiwM/+7fVeMfJnQCAXz85giu/t12bnGFFVFf1Za5wecPaFgg88OqRCLapDvnWPBE0fpeAFrde4NMsxLL+4XgOUfqJ16YQT8lY0ObQXu9MMYq2rD/sc4o4ebniOn9qVwEBXr0XGycm+locWozGGaubLQ0G6xYoEz4/eWRQixAyMm2YPOc4LqNOCJA9ae01rJxh7br6B69h64EQBJ7D61c2530dgB4lZhTTH9k+id88PYK0JGv1n8qJoNmvxc/kXkViPl9sZQrwcYsImoQpqtC4YlIUOLSox2ZGARaN9cO/H0U0IWFlrxsL2hyaKGwVPwMAJy1rgs8p4Mozui3NN60eG0SBgyQrUTsvHQzh7n8NIy3JeGZPQKuXsGV/MOParEfQZO6TOeCjWgSNOqYTDQK8QYyvRgQNAHR5VAE+lKvIjymCJm0lwCuvjb1GiqAhCjE3K6MRBEEQlkiSrA8K7fUlwLPBHiv2E4lLSKWzO6SA3sk0Dsh0B3yuCJriHfAAsN4gwLf5qp/YxpzQrP1mUbBeMOZb5hTg1U53LVYONAIui3MzUWS0QzEwB/xongzav27LdCYZB55WbTEv9wf03NFSePVIGFd971X8+OFBfO+hIxl/2z+qCH9Xv6EXX3/fMngcAl48EMJzavHjFnXw7jA5xKwG1JefrriyH3ppIqsNf3t5Eo++OgVR4HDKcr04HccpQpV5ssu4KsGfw10XT8naKpxqxHcZBURnnmsW+44FomntcwSAg2Mx7BuJQeA5vG6lHs1gXNnQ6rXpkS05Ji5lWcbm+w5gNJDEQLsTH7+gP+PvLDZicLI4B/ywYeVBNTC+Ht0BT8MdK1jsxp7h3AJ8wmJyzgomaAWi6YLO6UIwUfDoZBySpOe/r+hxaefNaEB3Ylq5WEsVwQBkRaBYCZBMCNMEePW7yR43ZmMXe/7ZRR79rSyGJqr9/8j2KQDKte3sda2466Nr8f/eukhzo3Y12dHTYv096vQb3ycJN/1iNzbfd0Dbv5EpVRydMk0yhk1u5VxcsEFxSj+xYzpnNjhj11AET+yYBscpDnb2WnKtXAJ0d7TZAQ8oYviNb1qIb1y+HG1eG/aNxPCLJ5RJWNav9TuzBfNNalHQI+okT0YEjelz97lE8Dyn1U0yr2hgK/0mcgjwD21TJkJLLb6aDzapGEtIen/YLWgxPE/vDuRcoSjLsmUEjU3ktcnIN2/Kjp8BgMtO7cbJy/2IJSX8xy92Z+XeT5tWr7VoArzqgNf64cpnwvoZ4VgK/9wxhau+9yr2DEfR5rXhux9YUVS0G6sDxe7Rsizj87/Zh6/98SA+dddurT+aEUHDVuwUGPuwaLqBPAJ8i2miruQImjwOeGMRbCDTANPhs2lRcGwsFIiksXc4ij8+r0yGffKiBfj2VSu0cVWu93NNvwd/+8xGvFmdTDPD85zWzxwOJHDLPXvxjT8fwv0vjOHJnfpkjywDfzX0wdh3wnzaMwGeOcqZsG03RdAwyqnpUQxdHuV8Hw5bC/CyLOeJoDFnwCsvkiJoiEJQj5QgCGIeYRRoXDZecwvWhQCvOmOMucC5Oseso91kGJC5CwhJLH+7WFFgTb9Hi+ipRZSKeZBerw54o7BhNdiWJFnLQq3FyoFGgAm0UaMAn8x0Ns0EVitgLE/cwF9eVAZFbCBmFK20rGyDAO+pgAP+H69M4sM/2qG5OrfsD2migCzL2D+mu8tOW9WMO/5tNZZ06gPdXBE0WsSFQZhmzjxWgNPIq0cUl+PbTuzAre9fjuPUSJZ2nw02kc+IQnHY+AyRxOwsYxjz/AtFTJSDccCZL4LG7xK0c8jonn1Udb8fv9iXUbzQHEFT6B7wxxfG8fArkxAFDl985+KsyQYmAA7mEdCMVDP/HTBlwJvECyITFruxZzhTfDBG0GgictERNCk9O7zMianOJjsEnkMiJeP/+/MhvHpEd8C3epRYC0nWz3er1XLlOOA7/faMyByrIqzsexnQBHjVAW9RG0Uvbl34/GM58PtGYpiOpLD53gMAgDPXNGs52KLA4c3Ht+Oe69fhv9+1BLe+f1lOQZf1H0YCCbywL6RFaFlFhzDhnQnxDG0lQwHTwroFXrR4RIRiaTy/L5h32x8/rLjfz17bgoXtTm1CZShPBA37fK0mhRmnrmjCVWf2ANDPC9Z/9FrUszFHwRj7Kk67kHHNYMdl76n5etzqyy3Ah2IpPLVr5vEzZti9L56SM4rUrh/wwmnjMR5KYteQdazGWDCJWFKCwOsrmBj//c4l+J/3LtUKtJsRBQ7//U5lNcbwdAI33bVbu0YA+n2S3bub1RinqQIO+FeORPDJ/9uNYCyNYxd68LOPrMaGRdaFdc2wz4ed4+F4WutrPf7aNH7yyFEAmf0Fv8l5n4t9qkkgX20dn0vMEJhLjqBh/UNLAT6zn2g0SXQa7qFGo8C3HjwMSQbOWtuC9QM+dDc7cPuHV+Hmtwzgwo3WEyvFwO7ZLx4I4ag64X7n40Pa+X3WWmWlnTHqcNyYAW+AxcuwIqyJAhE01XLAd6oO+JEcAnwwkdSKrQJ6OwGrDHgS4InioB4pQRDEPMLosHDYeC3/tz4y4JW2eZ2CJqLkymdkHW0rB3w0hwOeRdwUK8C7HQLecXInjl3oxYqeyhZYtMIsElUjH7kSCDynTUxYOeCnoyltOWqrxRL++QiLYjCKtla56+XSruWAW4sYe4aj2D0UhU3g8KbjlEKnxgga3eVawAFfQpt+98wIbv7lHsSTEk5e7odN4DAeSmq5zqPBJCJxRQRYoDpeF7Y78eMPr8abjmvDql431qnxCpoAn2AOeD1Gi+F1itr1wCzmMAftyh43BJ7D59++BOsWePC2ExW3l3GyyyyW+d26s8wIc/I5ysy5LoRxoiufgMdxnDZBaHQjMvfsmWuaM7b3ZgjwYl4H/JGJOP6/+w8CAK49pw+rerPzpnu1uJDiHPAjqgO+s8oCfCCa1pbdFxKP5yvs+rxbdcCz73+mA764SQz23QvFjA748t53UeBw/npFrLznqRFt1cTybqX4LxOChlUXfMSi8Ho5DnhR4LQJSiDb2QroQhi7fmtFWIVsB3ysyMkLAJrz+F87p3H1D17FSwdDcDt4fPANvVnbOmw8zj2mFcu7c/dLOgwOeBZFBVj3j5g7ORBNZeQXF7uSQeA5LZbq0Vencm733J4AHn5lEjwHXKmK5d3NyvXDGFvx8CuT+NofD2grIIMW/T0r9PpByr0tFJMyHjdy5prmjHPE/Fm3GCZf2OoO9p7mcsCbVyEBwGOvTiGZlrG404mlReSZF4tVBI3fpdQNOm6xIlw/vXva8rl6/Jojqwj8ki4XzljdYvU0DZ9LxNfftwx+l4CXD4Wx+b4D2sR6Tge8+rhei4llwKtO6KQEWQbedlIHvvuBlSWtAGUOeJaFP62+H6LAodUrav3RzAgaNXteFeC3HQzhS7/fn1GMGtBj8hblKWQs8FzGJHfZGfCWETTK+8om/oznrHGMwN6Df+6Yxr92TkPgOXzk3L6MbS85oWNGZgF23TWuMjw0HsdoMAmnjccnL1oAUeCwayiKveo9RY+gydwXE9pjJge88VppjKOpWgSNV4+gsVoxMhHNjE2MFeGApwx4ohDUIyUIgphHsM6vQ+Qg8FxR+b+1ImJwqLOBltl1ymDuM7872wEfyTGZoO2/hIKJn7hwIW7/0KqaFEM1H6NeHfCAPhhIprI7mqwQWbNbzBrczVdY8S9jBE0yXTkHvFFsseIvqiPp1BVNWoHDjCKsFm58ywz4EsYVP1Gdjm87qQO3vm85Vvcp4i0rHsgGtn2tmSKA2yHgs5cuxs8+skZrQ+4irNmZwEBmHrksy9g5qAwGV6jLr7ua7fjxh1fjqjMVccv4XTMXxW3KEUHzt5eVQWh7lVZ5ZAjwBZzE7aYIotFAAi8fUlz/xrx2QBeTXHYeLrugvceRuJQ1cPzbtglEExKOXejFe1/XZXls5qCcjmSvPLCCZT13V1mAN7pRK1HoeC7SokVnKOc2y6ceMYihsVRx1ykWbVSJCBoA+Oyli3Dblcuxus+ttY2JelpsyXQi5zlXagwEo69VPy+tImjM9zTWn2BFk5kDXpLkoicvAGgu96d3B3BoPI6eZjtu/+AqLMsjsufD6IB/TJ2MA6wj+pg7WZIz+4JsYiNfBjyD1Zl47NUpSBYCVCot4evqZN6lJ3ZokwfsOmAs4vyNPx/Cb54e1e4VTFC3KgxuxGvK9WaFpa2e53OJOGWF7vI2C/BNHuOqIeVnJqCbXeN+l6CJrpOhzPvEs3uUFQHGOhyVQIugSaYNDnjl9bMc+Kdz5MCz/PcF7Q7LvxfDwnYnvvzupRB44IGt4/j540OQZVkTvzUBXo32mQqnkExJmmmDTc51N9vBc8r15bOXLsJNFw+U3G80xq8A+r26zWvDT69djWXqdc14z/GZirD+7LEh/OH5MTz8ypS2TSwpaeflos7cAjyQuVqmkkVYNXOEen1xZDjg9b4H66ew++vbTurQClZXClafi9WfMPYRj1/iQ4ffrkX8Pa4W0S1UhDVLgK9xEdZOt3IdiqRSCCWz+8/jqgDvsyvvdcKyCKvy2TAjBjngiULQyJggCGIeETNlkhbK/60lxsGeX1vOnj+Cxug6YWJcLgE+WgFRoJqYRaJ6zYAHdHHQygHPlpy2ecn9ztBWZxjOTU2cqagDPpklfkiSjL+q8TPnrW/VxIjMIqzZQpGVaCEXqcAnUxLG1PPgg2/ohShw2KDGvmxVRRVW3GygvbArkDnX4mr2O1tJYM5GZ8LIoEGAPzqpiHQ2gcPiHDmuxu+aeZ9sks9YhPXweAw/+oeyrP3qs3oKtr8cjIP4fEVYAb0IL3PAP6a6UNct8GRdR5iYxIoOGsU14woNQHelblri07JmzRhXHpizxK1g+6xaBI0zW4CvxQRqI2JeocQmySbDKU34SRSZY+7XBK2Unh0+g9oIHMfhpGVN+Om1q/GjD6/Cre9frv1NL8SazBkhIZaZGdxjyIG3KsJqN4lrugNeOR7LpTc6oYtxnRqjt9Yt8ODH164uW3wHMidljbVBzN9xIDP7nTmA04Z6QZ4iVjJsWuKD28FjLJjEK4fDWX+/5+lR7BuJockt4kNn685cY1FdWZYxFU5q14jpKBNUi3PAm/uNbDIhV3QNi4RpcotZ50uzhQP+fa/vwv9esRyXnJCZk81xnPZdMhdiZXVOVlZ4FaUWQZM0RNCobT5ZjY/ZeiBk+XkfUleh9beWL8ADwAlL/bjhooUAgO8+dAQ7BiPaJK4mwKsRNJPhZMbkD7unt/vs+NGHV+GXH12LNx1XXjwKu6fpDnh9QqK72YEffWgV/veK5XjbSZ3ac/ymDHi2etDYLzo4FoMsK/uxiqMyYrxWVDYDXp0AtWVO9AFmB7x+jnudAq4+s/L9EvM9+2Pn92uf4ylq7YHj1doKWw+EkEhJ2vtrjqBxicwBrxZhTWVnwLtqkAHvEAU0O9VVOBaFWJkA3+NV7o0JSdIEdhZNYzM74OX8dTAIgnqkBEEQ8wjWwWMdvrp0wNt5gzslhwPeKoLGUaAIqyYK1Oetr1Ey4AGj2y/7vWYiYCsVYNVwWZybLB/YVgF3bqffBp5TJkQmTEuoXzwYwtB0Ah6HgNevbNa/W+p3PpWWLaM6jO6mQsKHmdFAErKsuNrYwHX9gCLAaw54Nf89lyhuhH03onkiaADrOBTm1lrS5copyrV6bNoSabNY1mQYqEuSDFmW8dU/HEA8JWPTEh8u3NhWsP3lYHTA58uABwwOeDU6JFf8DKCLSazooMPGa8cy3wdYFEmhuBg2+P7Vv4a1x4am4rj+zp1ZMQjMXd1VtSKsyns1obp67SKXc/JgvmOu0bGow6lNBLN6EsVGZfkMmcozjaAxwnEcjlngzRB/mGg7EkhofQSzg7lcvabPKMAX4YBn302R3RNTmdcooDgH/NIuF958fDveeUonvvuBlTOuO9PmtWXFPgDWBgVj9jv72SjcFmNasIs8XreiGQDwyPbJjL+NB5O4/e/KhOVHzu3LWFnAri3RhIRANK1drwG9/8eEVasirEa82jnIImhyZ8ADyvXxzce348NnZ8f8sM/eYeO1c99pV4qcWn0X2tRrsFGAN9Y5yVfEsxzYvTqelPT+sPr6F7Y70NNsRzIt4wWLTP5DFgVYy+XtJykxjbIMPKredxw2XruPMmF6KpzSzim7yGXci9f2e9E/g7bok+Rp9f/MGByXxedmvF7JsqytXDCakZhJYFGHq2DxXOO1otT4K3YNiVlMlrDoTNZ240ok433ZWA/ryjO60eypfP/bLMCftqoZN108gDPXNGuFmDeo/byXDoa0sYAocFlFWB2aAK+85oQWQSNkbQNUL4IGALq0HPhsA8F4RBXgfXr8HnPr54ygIQc8UYD6VCEIgiCIqhAzRTfUughrKJbCP3dMadmeRozL1vWCQtbt0h0ueqeTFXyLWHRiAb1jbY6tqBfMg7p6zYAHdDdKKo8DvlrRHI0Ic4IaRRm9COvMu2KioBcSNWdxP6i6389a2wyHjTfk5KoDH4NT0zi4MxfrBIBixxXMwdjpt2sD1/ULveA4ZfA/HkrqDvgihIncETTWAryxIKgx/z0XoqDnqJtXJDDBWpaVSIMHtk7gmT1BOEQO//mWgYID83IxOr4KOWiNKyAC0ZRWCNEqy5dFXRjrWjDhKmzK0mbFODsLTAa+//RuAErR3YOq4HTnY0N4cmcAd/1zOGNbfYVMda4P5ggayn/PjVm0bvXa0KHlqyvfYXZ9cBZdhFUX4IuJLimHbi2CRnfAt3ptmuBmE7iyv5e9qiuY46wFX7MD3mNywLNYNlbYWhS4ompEcByH//fWRfjkRQsrUjRYyb/Wv2NMIDQbFGRZznDAs75VWM1PFwWu6HsUm/B75NWpjDzl7/z1MMLxNFb3uXHx8ZkuZ6eN187DoamEFhcG6JPE7F7lK+iA1/uzkiTrETQ5zkO7yOP/vXVRhjOawSJo8hV+NdKqxTnpArxVnZNKwe4J8aSUFcmorB5RnMhP7c6OoTmsRtD0t1WmTawA+tPqsZoMn5OWAR/WizNXug/uN028sHGDVYQUg323k2kZ8aRuXDAK8Ae0AqyF+ygziaBx5HDA7x2O4nZ1pR1brZBRhNVwX17Q5oDTxmNhuwPvPNk6Lm6mGAX4gXYnWr02XLixDV99zzJtxeTybjfcdh6hWBrP7VX6IVa1NFi8TDytOuBnKYIG0AX4YYtCrBOxTAc8oMfQmAV4KsJKFAv1SgmCIOYRWQ54R20F+B/87Shu+Plu/PWlyay/RbQiqboD3py7zNAcP4ZOr+YytijIBuiiXTHLqWcDo8hmF7mSXce1xGZy+xlhAhs54HWYUGx0H7L4nkoJhL0tqgA/YYhfmYjjQTX//fz1ilPbZ3B0y7JsEuD1tniMAnyJxXSHLQpt+lyilqH70qGwXtxsBgK8ORtdj6DRJyGYAF+okDJbcWIWu+0ir31+B8di+OYDhwAAHzirtyIOwlyIGRnw+c+RDoMA/88d00hLMpZ0Oi0zYE9Y6sc916/DDRct0B7zaPeBzOttsQ745d1uvG5lEyQZ+L/Hh5BMSfjby8o1nhX8A5QcaBa9VC1x1liEFSjOfTxfMTvgWz2iNpE3okaCxIuMoPEZRLBqrzYzFu5k4qzXKWixZ6UKYEaY0NXiES2Fc/OKJVeODHi2wmkmRQ9nCrum2QQOZ6i1IMxFWEOxdMZEOhPjw2XUzDllRRPsIofD43HsHVGu74OTcdy/RbkH3fimhZbvKbtuD03Htes1oDjgZVk2OLzz34dYFIkkK69Ti6Ap4Jy3ghVhLST6M6wKYeeqc1IJ2D0hlpQsIxlPVlclmXPgZVnWCqEvrND9i0VXbT+iRA8Zhe9mTYBPag74Sl8XfKboISuDjhmPg9dWyQxOxbX7knESmq1eKKaPYqwZUKoD3iqC5vB4DB+9YyemIyms7ffgGrUYs3Fi3nhfbvbY8Nsb1uGn166u2j3PKMAzp7sZUeCwboHyt3+8ovQBzPcZAHCaHPAsgiZTgK+RA96bW4BnDvh2t1ObZNUd8HJG27QMeCrCShSAeqUEQRDziCgT4O2ZETS1yoBneZhM2DEStnDAF86AN0TQFHDAV6IwXDUxCrEdPnvVnLWVIG8GfLC6DtdGhJ2bUYsImkoUYQV05yYrQJpKy/jcPXsRUYtoHr/YB0AXytKSjGhC0iImzE7NDAe8KvAWO6zIlfPNBm1P7gpqucTlCPAxNQs+dwRNtgN+RU/+rHmWmWw1eGXLu79y3wFMR1JY2uXC+15fHZcZIzOCJv81q80gwLP4hzPyFP1b2O7MiACwWgkVT0qYVOMoilmNc+UZSubs/VvH8ccXxjQRZHAqrq14MrpvqzUR6jE5VskBn5ssAd5r01yVI4EkogkJTEso9HkxESyRkrXzplr3Wi03PJDUYkr8LkFbCVKqAGZkVa8bV5zejesvWGD5d7MbXM+AV++Jpgia2Tz/2DXthKV+tKufq7l/ZHS/A9A+u3JWMXgcAk5Yqjiv2XVoy37FBbu236MJc2a62ITKVCJTgI+lEUvqxaELieFKXIzyOQRiKYRUF79lQfECNJfogNcEeIMDvpQ6J6WiF2GVtKx8Y3940xIfBF6JevvMr/biD8+PYXBSWX0WTUjguexisuXCCiUz46/RDd6iRqFMhVOIxq1Xrs0Uv8GwoxSCZRE0uT87juO084LF4QHWETTFrNIzuryFciNo1GtGMiXh4z/bhbFgEsu6XPjG5cv1lTYiK/iZ3cdu99kLFiqeCX6XoPWPWE0fK9jfntmjTP60WtSD0ouwmhzwBtHdKdRGgO/0KN9Pqwz4CTUDvtXp1CYHsiNolM+EImiIYqFeKUEQxDyCRdAwQUsrwlojB/y4mrNoVWyIiTMeu5DRobaCPW7MPWSvJZqQMpY/a/uv9wgam95pr+f8dyB7ub2RakdMNCJswsuYq8scV5Vyxpnzz+94dBDbDoXhcQj4wjsWaznYLjuvCe3BaFp3uJra4bWIoClWgWfxFV1NmefA+gFlEuBhtUhou89W1IBRLzhndsBntpkJc8FYGsFoCpPhJEYDSXAcChY0zOWAB/QCZ7uGouA44OZLBsou8lgsRqdtIRctE9qGphJ4SnU8MsdrMejFuPXr8pg6QeKw8UWtxjl2oRcbF3mRSsu49f5D2uNpST8n2TXYnAFcScyCofG6SmTicwoZk26tXlFzVY4EEloEiE3gCroqjY7SITUCqloCvDE3/Ig62eZ1itp1aiYOeI7j8JE39uO89da1HczivltzwCv/aw54beXA7J1/Jy/zg+eAt5/UofV7oqYVgsb8d0B3D7OVhKWuVDlTve6wPPCt+5WaH/kEOxYptH80liGGBqNpzf0u8FxRwi1zwY8FkppDtVgR3cjafi9EgcOxC3O32wgTGVkfF9ANJ8XUOSmVfBE0gDIhdqqayf/Qtgl86ff7ccmt23D5d14FoNwrK9X36G91ZPQXrBzwkYSkTfZUug/e5rPBLnJIpGQcHItbrgiwgp0rB8f0CXvjWGh4SrlvFVOsNiOCpkSxWDMYqP2a/WMxHJ6Iw+3gcdtVKzLeT3b9afPaioq2qiQcx+GU5X60eEScpK6wsIIZLdjKmlaLPHqzA55lwNtzRdBUsb+lZ8DnLsLa5jYI8DkiaHhO+Z8iaIhCVG+ajCAIgqg7mHM0qwhrjRzwzB0dtxLgDYXbfAUy4AMRiwgadXAmq8uPzYN/bVl8nUbQZDjg6zj/HdAFDmsHvDL4aacIGg0m0sRTMlJpGTynD04clXLAqwL8kck44kkJP3tsEABw08ULtb8ByiDK7xIwGU5pmalAthPf+P1p85TmgB/J5YBXRZiYmo88YBGRYkWWAz5HBrzbIaDFI2IynMLgVELL4+1vdRQUkvrUQbbfIjfWOJB/+0mdOCaHk7OSGAecxRZhZe697iY7VvXmn3AwYlWMe0TL8bcVvRrnitN7sGX/Lu3cdtt5RBISDo3HsLDdqceMVXES1Pw5kwM+NzzPocUjYiyYhF3k4HEIGRE0zF3udQoFzwHFUSpiOpLCkCpcVSuChuWGT4ZT2DWkiJw+l6CJU2IVhamcDnj1+plKy5AkPbpnNiNo3nZSJy4+vh12kcfQ1AiAbAf8pEmAZ4I8267U/tJpq5vB33cAOwYjODoZx1a16PYGdfLVCjZx+s8d0xl1RoLRlHYO+oo4BwHlPBgPJbVJP4Evz3G9steNhz69oejnslVIE1YO+CoI8GxiJ5bUV6k0mQTnr1y2FC8dDOHZPQE8uyeA7UfCmkGC1QKpBBzHYXWvG8+qmd9GwZhN8qUlWVuZVunVT3aRx/qFXjy7N4ind09nFWHNBZtY3m/hgE+kpIz6EoWwEsmLxdy/YRMqnX57lpGFHaevwjUFiuUrly1FWpLzTqCv7fdAFDitH2BlxtEd8CyCRp2wnIUM+G5VgB+NRJGWJAjqsSLJJKKqQ7/V5dTc+bmKsArkgCeKhAR4giCIeQTr4LFBRS2LsCZTugPG7IBPpiRNzHUZHPBBCwe8kgmaHUHjsvPguHwCPMufrFMHfIYAX9/iNRMbkhbFdNkA1GrZ6XzF6PiKJtIZzrNKFGEF9Az4wck4dg9HkEjJaHaLOG99a9a2XqcqwEfTmkPYLFQKvCLIhePpkj9Lqwx4QBlQ9rbYNXFkUWd5AjyL0nLZsr/LPc12RYCfjOOgWmwuXwFWxsXHtSORkvHGY7PfLybAd/htuPacvqLaPFMyMuALiHh+VXxk19DT1zSXFGGl56br11st/72EycCTl/uxsseNHYMRLGhzYGmXC49sn9Iyh8NlinqlYBZ3KAM+P61eRYBv9SgTLZ3qqpXRgF7gtNgcbJ9TwHQkpYm61cr5BxTRdjKcwh4mwDsF7XjVdEsaxTVjgVLjMVOSrEfQzPL5x9rnsohBA4CpcDLzd80BX15kX4vHhvUDXmzZH8J9z41qjvb1OTKjAV2AH5pmorki2CormUo/BwG9EHcxk0e5KOW1t1pE0JRS56RU2D0hmZaRTGdH0ADK+XncYh+OW+zDh8/pQyiWxpb9QewcjOCcddn3uZmwus+jCfDGSWyO0yf52H2/GqtQT1zmx7N7g3hmT6BoAZ4ZfdjnBOgCPLuGCTxX1AqKZkMEzUyLsGo1Dywc/JuW+PCx8/u1qKdaw3FcwdfntAtY1evGy4eUmgBW/UcmtOeLoHFkZMBXb1K1xeWEyPNISRLGozF0qoI8i5/x2ES4RNHCAZ+ZAc8iaCgDnigE9UoJgiDmEcw56jA74GsgwE8YnFYx0yDQnA3s1xzw2QJ8LKmL9cYOKsfpS5StMu2NRV7rEWMGd2edC/BaBrwpgiaW1F1DbeSA11AiN5T3LBxP5yx8OhOYy314OoFtB5WBz+o+t6X44DcUYk2obnQroeistc0YaHdiRS/LeC1uYDE8rYgQZgc8kFm8a1GxDnh1wM6uG7kiaACgh0XxTCWw46gizi0vQoD3uURceUZPxmoBxhmrm9Hus+Ezb11UVp5wOdgzMuDznyMcx2WsODmzhPgZAFjWrbghH1OjgYDiC7Ca2/Gx8/vR7BZx1Rk9WpG/Q2oh1mgNHPAOmx6FApADvhAso5mJJEYHvFbEsshcYbNIWs16Kyy2hNWS8LlE7TswkwiaQhhXChkd/kZhPpGSdUdnnZx/bq1IvXUGPBMZmSAfnsF3ldWf+OW/FNf9kk5nXjG025RFvrZfuV4Ho2kEYsXFiTC86jnIxF5vjWr+MJfvhHo+hmKpkuqclIrVpGyhODevU8Bpq5px9Vm9FXflr+rT77Hmz5qJ00fUidhKZ8ADwEnLlEiU5/cGtRigQtFp7Jw/aOGAn1S/B60esagJnBa3fv8tVSw2T45pEZsWGfaiwOO9r+8uWFR+tjH286yLsCrnBBOzNQE+RxHWajrgeY5Du0v5PrDIGePPrS6lT2h2wDMDks1chJUc8EQB6qNXQBAEQSAcT2cNjipN1OSA92rZvzUQ4A3OILMDPmzKBvZpDvjsdrH4GVHIzgS1KnbJqHcHPKAvK673CBpz3i2DfcZ2oTjX0HyBxb4AiruJCfA8VzmxqM2r5KBKMvCoWgBvVZ/HclsmIgejqbzFYD976WL86uNr4S+hsFcskdYcaFYC/LFGAb6juGXwTGyIJiUkU3pRPquBvLEQ664hJdOzGAd8Ps7f0Ib7P7UeJ+fJPa00mQ74wt8lJj42uUUta79YLtzQBlHg8MrhMHYcVd6zEXUSpdTJwE1L/Xjw0xtw0XHt6G9TPovD6kqEcmMtSoHjuAzn9Ww7kOsdJo60qP+zCZexUFJzgRY76WQW6qv5OXeZRFu/U8ACdcLHWBCx0hhXLxn7EkYBPpmW9AiaKsXwlEquvhH7jBerq5GYIB+Ol/9dZfUn2HuwYVH+61G36T5x/GLF3RuMpUp2wLN7leaAL1K4nyntPht4DlrkFnP+F1vnpFTME/dep1DViadCrDb0NZpNAnyL+vvRKtaGWN7tQotHRCQhaSvwCjvg1X6QwYDEJp4mVRG/pcjVf02Ga065ETTxZKYAX+ykUz1i7INYRdC4WAZ8Og1JlpFIZWfAu0TjqoLqjidaVJF9wijAR1gBVlWAFzInDSiCpjH4/Oc/D47jMv6tWrVqVttUH70CgiCIeU5akvHeb72Cd9/2ipabVw1iplxSFkGTSMkZrtxqwPLfje1gsEEhGySyQVTAwpk/bYifMTtTcrm8ZFnWj1GnDnhA/1zqPYKGDTBSpgiacUP8TLnLvucqxlUdzHVeKfc7oOQ59zQrA4Utau7u6j5r4dk48NQFeOu2cBwHURXni7kyjQSUc8Bl5y0nYYxZwMW68IwD1Kjh2uGyEFd7VGFu33BUE0FWlJCHXi/YtGiLwku+AaBdnbQ7bVVTyUJMq9eGs1TX6u+fHQVQngPeDCted0h1PpYba1EqmQI8XYfywcRqViivxS1CFDjIsl5EstjJVLPjtJqT3WbR1usSsLrPja9cthSfuXRR1Y6bsTLF0Jfgef17mkgZImjqxAHP2mrOgGeZ72wy1BxBU06MUG+LI2PSc0Oe+BlAEUqNE2XHL1HuEcFo2pABX5oDflB1wNfKCOB2CDhpmTJxcP8L49g/oua/F7nKq1R4nsuoH1NMoexq0tNs1wTvbAe8cm1htSGq4YDneQ6blmTGshTOgM/+ezwpIZWWNAd8i0UBUSvcdl6vQVGqAG83Z8DnjqBpFNYXcMAb42Xi6fSsRtAAQItT+Z5OxvSCvEyMb9Mc8LzWXsAowCtt40mAr1vWrl2LwcFB7d8TTzwxq+1p3G82QRDEHCIUS2NQ7ZyOBRPobq5OgR2teKHqqDQOrsLxdEUFQTNjeQT4iMlt5VeXXsaTipPMODjL5w5hA/6waZAZTUhaca96dsBfekIHXjoYznAT1SMs7/aZow/iG9//IUIJRfCNJyVMO1MYSnI47lv1PYlQayYjSSSdMi7/vQhB4DDhTILjgI23VW61w1QshYRT/2599EEbhIeyBy7BaApRp4TP/VMpkBZwpjA8yWPjbdbdQkmWMeZMIo3Jgm0YNhRgtZqEGWh34OKNrRBFvmh3tZYBn5C0iTSB5zLcqAzmgH9hfwiyrLivrBxY9Q4bzBcrVlyyqR3jwQTe9/ruso536YkdeGjbBB58cRwfPb/fUIS1/PNzgSo+DU7GkUpLM4q1KIUMAb5OBNB65dxjWvHCviDOV2tF8DyHDp8Ng1MJ7B1mBU6LFD9NYme1M+CN+J3KpO9Za1uqdkwgtwMeUMT5VFpGMqU74OtlBUYuBzwT3NlkaCQuIZGSDEXry/sMz1jTjB2DymqafPnvgDLJ29Nsx/7RGNx2Xps4TqZlrd9YrMDMzBssT75WkWEA8Kbj2vHkrgDu3zKm1RIpts5JOThsvObGnW2xluM4vP+0bjz+2hSOXZj5ebNJPr04d3U+k5OW+fHQtgnt90KTNrlWVYTjkhaZWexqGo7j0OwWMRpMQphhEdZpixpXjUaTW8S7T+3EofG4pdHCLgjgoJg6oskUktLsFWEFlCKrADCZL4KGZcDnKMKqZcCTAF8TgsEgAoGA9rvD4YDDYa2diKKI7u7y+sbVgAR4giCIOiBscHqPBZPVE+DZoNCuZ9a57TwiCQmhWLpot0c5GItTxXNE0LDBntsugOcASVaWITts+mA7X4EilslqHmSy3zmucEHD2eSDZ9emwONMYeLgn/d+FyPRfZl/5IC0DAwGZ6Fh9Q4HTMT0n4EqvE+Gsd9IOP92qslZ+cykAm0x7Ndrzy2oFBJuOY7DTRf1w+awFb1KwjhAjWmrZay/xz1qMVoWU7Oit7iYm3qDfceKFfBOXt40o4icjYu8WNThxP7RGP6ydVxbycCKcpZDu9emiERJCYNTCUTVidFqOCCNuCmCpmjW9Hvws4+syXiss8mOwakE9gyX6oCvXQSNlQO+FuTKgAdUcT4hIZGWEVdXOdVLf4N95yI5irAuaHNA4JX7wFQkZXDAl9f+c9a14qePDGKg3VlUf7arSRHgl3W74XEIWltYlnuxETTsPGBiby2j8E5b1Qy/S8BIIIn7t4wDKL7OSTk4bDyQpz9ca95/Wjfef1q2yNVsErGrdf0/cZnugC8mkieXQB+OpzGpreYs/v7X7FEE+HIjaPQMePUzLeDgr3c+ceHCnH/jOQ4OQUAsnUYgntAen40MeABocbIIGt0Bn50Bb46gySzCyjLg01SEtSasWZPZb7nlllvw+c9/3nLbXbt2obe3F06nE6eccgo2b96MhQtzn5/VprG/2QRBEHOEkCEyxRjVUmm04oWGQaHHKWgCfDUZz5MBHzFF0PA8B69TQCCaRiCaRrshQjQQyV2giAkv5ggaJvC7bDz4Ki9lnA/YVBEillYUXp7j0eXtQjieRjiehtPG18WAsJ4IRFOIJSV4HQJsIofJcAoCx1W0WG0kntauJXaRz8piNW/ntCnLpoOxNBwin3PJtiwDo0FlkLSorQU3nXFTzjYYHfCVwijAswiFXNnKZrFnRXfjxc8AunO7mi5iIxzH4a0ndOAbfz6E3zw9ol2vZ+KA53kO/a0O7BmO4tB4XCuEXe3X5HHq5wY54EtHK8SqTsIUnQFvEEn5Kk92m7/npdSpmAk2Q4VfszvcrkWzGSJo6kSAZ5MF8aRSQ4OJRSwDvtVjg98lYjKcwlQ4pZsiynQrD3Q4ced1a9BUZD+ARYet6HGB4zh4nSKmIykcmVSz3Iv8fP2mc7WWDniHjccbj23Fb54e1d7XYuuclHs8ht+iP1wvmF3k1Yog62qya5PIxZx3uR3wae3zK6WeBOtvlRqXkh1B0/gZ8MXgFEXE0mlMx3XR23h9dRrEeLHaArwqsk/GsjPg21R3fCEHvKA54Ksb50oobN++HX19umktl/v9pJNOwh133IGVK1dicHAQX/jCF3Daaafh5Zdfhs9XWr2kSjG3v9kEMYvcu3cMfzs4ia+8bgm8RRRQI2aXtCTjU3ftwbIuF649t/YuZGMR1NEqCvDxpC5EMzwOAaNIZrjwq0FGBnzCOoLG6Lbyu0VFgFc7o4x8ETQuu7UAH53hcmoiE83hoxo9urxd2PKxLfjyvftx33Nj+MCJXfjQuf2UA2/g1j8dxK+fGsEVJ3bjpGV+fOQnO7Gow4lffWxdxY7xj1cmcfMv9wAAPviGXlzzhl7L7X7/7Ci+ct8BnLaoCccv8eObfz6ENx7biv965xLL7VNpGa+75XkAwJ+v2KAJ9cmUhC/fewA8D3zmrYvAcZxBgK/cxILDMEBl3+VcLjqnjUeb16YJyCsbMP8dANYu8OCCDW042eDqqzYXbmzDd/96GHvV/GKbwOWcxCmWBW2KAH94PKZFg1W7DgdlwM8M86qHYt3Hxqgalz27RkslaXILcIgc4inlJjQrDnhTf0LPgJe02hoOi+LWs4HLIKRHE5ImTLMImmaPiBaPIsBPGxzwM+kzLeksXny+9MROTIZTePtJnQCUc246ksKgKsAXG8dhjkuqpQAPKDE0v3l6VPu92Don5WCc4Cp2omM2MK+szbV6rRKcuMyP/aOxoiYkzOcUO//DsTQmSsyAB/RCrCVnwKufY1qSkUpLhjHO3B6vOEUBiENzwNsFXotxAQCB52HjeSQlKUOYrwZaBnw0dwa8XW1DdhHWzAx4MsDXBp/PB7+/cP/4ggsu0H4+9thjcdJJJ2FgYAC//vWvcfXVV1eziTmpj2l5gpiD3LtnDC+MhvDiaGi2m0IUwYHRGB5/bQp3Pj5U9WKkVhgF+LEqCvBaEVZDB5gNUELx2gnw8ZS1AG8c7DEnU9A0MZA3gkYrNJY/Y56YGaxWgLmfOcGW7ZbgGpovsMFUIJpGUl0eX2l3bm+L7lbOVYAV0JflB6NpLQ7KnkcoEnglvglARpHo2/5yGH/eOo4/vTCOw2qhzeEKFO80YxQaplXByJVnYrvH8D6s6GlMAd4u8vj82xfj/A1tNTum3yXinGNatd87/LYZrxjSCrGOx/XrMGXA1zXmVQ/Fuo+NcR/VvtdyHKetshH46op6RozxEuZjsvtiMiVr19V6iaCxi5zmemeriIwTms1uUZtsm4qktHoNtVqBs7LXjf957zIsVkV7di6x/l6xdQjMkTPFnruVYlWvG8u6lNfgthdf56QcjOdWPbulsyNoqndOna3WgChm5ZsxgsYmcFqfJRxPYyKkrgzxFv++rupVajeVuurBaIiKJSXtnC9URLbRYUVWp2NKn9EYP8NgMTTVdsC3mhzwiXQagUQi42+svQmTA95myoBPkwO+rmlubsaKFSuwe/fuWWtDffQKCGIOEksrF+C4RBfiRoANSNKSjP2jsQJbVx6j+7zWETRMgK+6Az5fBI1FcT424ApGTQ74SG53iCdXBI2WPTy3HSW1gjl8zAI8O3fbfHN74FAOxvOZTUDlE73Loa/FoQnlq/IU8mWO1mAsrU045otK4DhOE56S6r3tz1vG8eunRrRtdqoF90amlXOgGhE0gD7Jky9HlhVidTt49LVUp57GXOXSEzu0n2cSP8NY0KY4yw6Nx/TrfLUjaCgDfkaYJ8+Kdx/r29VCuGWrbLxqAdZaYCxUbz6PWTRbIi3VXQQNx3F6jRz1ezitxmyIghL516S6fafCKa1PPFumBXM+tzlaJufzTEJ0LTPgAeV9ftNxyqTp4k5XVc9L4+RiQ0XQVHGybMMiH+678Rjc9OaBgtsar1etXhu86vc5HJfKyoB/3+u7cN+Nx2gFeItFFDgwg3c0IeVd5TuXYEVWWQSNlQDvsSvvv0us7nvRosbMhJMpxFNpzf1uF3h4bMqxnYLyfyyVRlqSwEaxosAy4PWVDET9EgqFsGfPHvT09MxaG+b2N5sgZpG4KlIk03QhbgSMkSi7h6I1d01mRtAk8mw5M2IWrizW6aymA16W5cwIGnMRVovBHut8Tkcz2zXNOqcW7pBchcbYxIOnRi65uY5di6DJvL6Nh/Q8WSITowM+ocYm2CrszvW5RNx0sVJYqC3PwNFvmAxgbSnkFBYFDomUjFRaxo6jEXzlvv3qvpRaDTsHIzh7XasWQVNJB7zAc7CLyvH3jykDo4484jDLE17e7aaaDyWytt+DFT0u7ByMVuQzHFCLEO4fjWGRGsdQbbeyUfy1kwO+ZMyu3WJjPIyCUS0c6V3qNaDYiJxKYDNMmponAdl90eiArxcBHlDaG4ylNXF9MqL0yZrdygSG5oAPJ2tWryEX5s+0fAd87dt/6YmdCETTOHVF+UWxi8G4krWexVpzjIurypM6xRT9BTLfs1avCA9bDRwrLwOe47iij21+nsPGIxKXEIymtfHKvIiggSGCRsx+vR/YsAa7JqaxuLm6UXxuUYRd4JFIS5iMxbQCrG0upzaJxtoXT6e1AqyA7s5nXU1JJt2nnrjxxhtx8cUXY2BgAEePHsUtt9wCQRBw2WWXzVqb6qdXQBBzjLgqvCdoJrQhMArCu4cjNT9+uEZFWNlEg7Hjbux0VotwPK1ltQJKjEUqrb/nlhE0zKVrdsDnjaCxdsBXIs+U0GF5jMarmyzL2iqHthKW7c4X2PkaiKaQYOJMFfKBLz2xE5ee2Jl3G68h3qmYCBpA/8zHQ0l86q7diKdknLqiCR9Uc+Z3DkYRjqe160glHfCAPmm4dzgKAOhrzb3/E5f6IQoczlrTXNE2zAc4jsM1Z/XCJnA4ZfnMBSSWgTw0ncCEKmpU3QFvEN3qSQBtFMwTL2Y3ci4yI2hq54Av1h1dCex5irCyCdVEWtZWOdVLBA2gt5cJfFNhPf/d+L8SQVObuKhcmIX04usQlPe8SuKw8fjwOX04ZqG3uscRG0OA9zkFGCO862UlqtvOa6Jpq9emTTaNBBKaea65RmYSdp0YUSP8eG72Jr9qBRPgp+O5I2iO7+nCu9euqPoKJ47j0Mpy4GNxQ/67HifkENj1Pa3FzwDGIqzK/yTA1xeHDx/GZZddhpUrV+Kd73wn2tra8NRTT6Gjo6Pwk6tE/V6tCaLBSajiYiJNETSNQDSZ6YCvNeGYfvxaZMAb85NZJ6+aAvx4UBnoMRer0hYZXrUZuttK76VrMRlRcwZ87ggaNljMlQFfLx3/RsdmIdYGomktH7wU19B8wXg+J9T3abbcuWywHk1ImtBSyAHPImge2DqBwakEelvs+MI7FmuRXTsHI5r73esUKj54dNh4IJrG3hHl+tybJ1pm01I/Hv7sRnI/l8kZa1rw6C3HaZnRM6HFI2qrJPaokyc1LcJaJ0UwG4k2rw0CD7Dua7EFTo0u5VoI8AvU+gJtvspO9uXDeO/LyoDXHPCSZnaopxoE+gpB5ZqvCfCq8113wKdmvW6O2fFerBvY4xDAcfrivNlwwNeKzAz4+n2dPM/B7xI1V3mt6jUUgueV6KVANI1Wj00r2H14XIlEcTv4mk2gKWOyFEYCyvjP5xLn/Oo9FkETyBNBU0taXA4MhSOYiMYwHlH6ta0uvYgya28sZRLg1ckBQcuAJwG+nrj77rtnuwlZ1McVkCDmICyChhzwjUHUINjuGppdB/xkOJVR6LCSWEbQ1CADnjmju5rsWkZ13DDpoeWNGgRyo2PYCMuAtypQxDr2WQ74BMseptteJWBirLGfyVZu+F0CCZ8WZDjgtQz42XmfjAIl+27aCww02Wc+GVa2P36xH36XiGVdLnCcMnH42hHl2llp9zugX7NYcbR8AjxA0SMzpRLiO6A4y1j0DLuvVT8DXv/s68mB3CgIPJcRYVVsjrZR7KyFyHb6Kj8+ceECfOz8/qofi1GMAz5pcMDX0woMZkBg/d3JiMkBr/aphqcTYEOXWYugMZxLPFe8E5/nOS1WEZjjArwxgqbOC3YaTRn1tBKVnWctXlE71w9PqOJrDaMU2Wc5opoY6nlCpVI4zUVYLSJoakmLwQGvR9Do/Uy7oBdhZQK8yHGaO18rwkq6D1GA+ukVEMQcIiXJYPppkhzwDUEsoQu2E6FURsHQWmAU4GUZmAhX/viptKwtqzR23DUBvooZ8MzV3+6zaYKIMfbHqjifTxMszQ74whE00RwO+NlaTj3XsMouZ59xvuzx+Qw7X0PxtOaOrHQR1mIRBU6bjGKfWzEZ8IA+Ucfa7nYIWNCmDFKe2DEFAOhsqvw5YBZSCwnwRP2wqMOV8Xu1r8NUhHXmsBgah40vejJL4Dntva+FcGsTeLzrlE4sbHcW3rhSx8yTAc8mKRMp2dLsMNuYDQpTaj+TZXQzIf7IpOJI5bj8xa6riTE6xusUSnIDG0X3YuOTGhHjPbupjiNogMwoF1cdfSeYAG+MoDmkOuBruZJTi6DRBPj6/jwrgUNgRVjVDPg6cMADwGQ0hvGoslrP6IBnDv14Ko2kKrKz+BkA2jWKImiIQtTPFZAg5hBxg+hODvjGwCzY7qlxDI1Z/K5GDrxR8K51EVY9GzyHAK854LOX1Boz4ONJSXueZQSNKiqa389XDocBUDRKpdAc8IbHtM/YRwK8FUxQME6wzaZLmwkTbMBXKKqDfeaRRLZ7nxWtfnLXNAC9OGIlMV6zeE7PfybqH5YDz6h6EVZjBjythCiLTlbgtEQHMbsv15PLtZIYJ009pokkJs4n0xLiSbW4dR2JjVqNHOaAN0fQqP0jtsrIZeernr2cC2METakiOhMvOdRP3Ek1MN4TZyPrvhRa1XPLJnAVLz4/E1jB9oVtDm3ihsVxttTQTOIwZcD73fX9eVYCl+p4j6aU681sR9CwDPiJaBwTUWUSps2tmwecGUVYVQe8QYCnCBqiWOrnCkgQc4gMAZ4c8A2BMQMeqH0hVnP8SzVy4GNJ5Rg8lzmI1AoyRqsnwE8EdXFWF+D141kXYc12wAdjSkctV4EiLQPeIMC/dDCELftDEAUO529oq8jrme8wMdaowBsnWYhs7KKeJ8q+37PlgAd0oYx9vwoJRZoDXv1uGZ2gK7oVAZ6tZKlmBA3bvyhQF7ZRWGQW4KseQUMO+JnCVrGUGuHBhMC5Knza8kTQsHiaRErWIvZYrnQ9wNzsUfUaPp0jgoZhnmCoJcaJn1LFZXbOekp0zjca7Nxy2YtfpTJbsHNstlZU5OLj5/Xif96zFKcsb8oaU9TSsMPeF5YBX+8rGioBy1RnzHoEDXPAx2IYjygmvDaDA95ucMBbCfAsgoYc8EQh6usqSBBzhLghv5sc8I0BGyyxsVWtC7EyUYvl7o4GqiDAJ/Ql0UZXU48a5XBgLAa5Sh0HYzwJE0RiCasImmxHjzEDPhBJq3+zLlDEnm9c0fCzRwcBABduaKuKMDgfYQ4m2aDAjwfJAV8Idk6PFxn7Uk3eeXInBtqd6G9zYMOAFycs9efdnglPbHKLFRwEgJW97oxtqyLAG8SgHoqfaSgWtdfYAW8QUmZzkquRKdcB71XdyvPBAZ8VQcMc8CnJEEFTP++D25wBrzrgW3II8LP5GRpF91LzsNlzfXO85g+blG6EuBIWc1RvMZBtXhtOX90MnucyVk4BNc6AVz/L4fkUQWMS3GfbAc8y4MciMUzGFAd8RgSNpQNevx8IJMATRTL3v90EMQsYHfDJKhXTJCoLG5As63Jjx2CkoACfSkvYdiiMYxd6K1KsLqwK0P2tDhwYi2E8mJjxPs3ENEdW5qBkcYcTosAhFEtjcCpRlWxlYzxJ/ggaw6BLHcgHY2nIsgyO4zCtivG5BmSsyFgkoTxn93AUT+yYBs8B7z+tu8Kvav5iz1OEtc1LXYtc+F0iRgNJbULKNovi4Js3deDNmzqK3l7ME0GzvKcGArzhutXbQhNpjURPiwN2kUMiJdckgoAc8DNnpfqdLjVffXGHEy/sC9Y0l72WcByH3hY7psIptJsmm+1WRVjraAKITRiw/taUKYLGaRfgsPGaIcUziwK2MXbGV6IYycTLuVyAFdCvbY1QsFNzwNfxpEiWA76GfVnWv2HxN43wmc4Up0mAn+0M+FbVAT8UCkOGIqg3OeyArIjxbIIgKUmIp5XPybgSk5nCqAgrUQgaJRNEFTAK8HGJImgagag6IFm3wIMdgxHsHYkilZY10cnMPU+N4JsPHMa15/TiqjN7Z3x85oAf6HDiwFisKhE0LGYn27XFY3GHE7uGotg1FKmqAG9VhFWWZW0CIiOCRs1ATKVlTEdSaPbYNDd8LncIG3ClJeA/frFbmwB7w9qWOSsIzAZW3wvKgC+M3+SAr/dl40a0DPh4ZhFWQHGRtfts2nWrs+oCPDngGwmB57CwzYndw9GauGrddh4CzyEtyXXnuGwUjl/iw8+vW4OFbaV91z52wQK8ZVMHVvS4Cm/coPzoQ6sRT0pZ5zK7RibTxgia+rnGm1cITkWYA16/Z7e4RQypLtx6ccCXvgpDyPh/rsIEY/PKhXqERRN663hlTHYETe0d8Ax/A3ymM6XuImhUBzyTz1tdTvAcB6anG9sXSSrXTusMeNJ9iPzUT6+AIOYQCXLANxxMDF7S5YLbziOZlnFwPJZz+5cPKUU9//byZEWOrwnwqkhcDQE+boigMbNczXDeNVid6B0mOLZ6bXCqEwCsSFkiJWuOAaPjymUXsLRLGcT/a2cAgB5Bk6tAkcch4D2v6wLPAY+/No2ndinPu+KMnkq/pHmNXYug0aEM+MIwJx9zkdeTO7IQTFxigxGzi3mFwQVfFQHeMHHYRwJ8w8Fy4GuRDc7zHD52fj+uOqOHJgTLhOM4rOhxZ0Q/FYPTxmNlr3vWinfWgjafDb2t2dcg4yQlu05a9bdmC32FoIS0JGuGhiZD1rXx51kV4A3iealxHGyi26pO0Fzi1BVNuGhjW0P0b09e7sdFG9tw5Zn121bzio/WWjrgTffF+RBBY3bAO2a5ro/bJmp1PIDM/HcAsBvE9nBCXcVKGfBEGdRPr4Ag5hCZGfA0E9oIMEeQ285rom++GJojk3FtG1a1vlzSkqwdf2EVBXjdAZ89KGFutV1DlS8+m0rLmtPKKoKGLYe2atsZq5sBAI++qkx0aAPGPJ3Tj1+wAL/82Fq8YW0LAOCcY1oyxEFi5lgWYQ2SAF8Is5OvkRzw5qKn5raza0izW6yK6JThgLcQv4j6ZkAV4Gslir371C5ce25fTY5FEIB+TQzG9D5NXTngWQRNPI3pSEqLkDP2p4xu6tkspCsKvLZas1Qn+6peDwBg5RxehQEoE/qfe9vigvVb6gGXXcDn3rYYr1/ZPNtNyUk9ZMAz5kcEjckBP8sRNBzHodWpi+6tJgGe4zitjeGkMt6xcsCTAE8Uon56BQQxhzBG0CTIAd8QMAHcaRewTHWD784jRh+ZiGs/P7VzekbHZpEOADDQrghL41UQ4HNlwAN6hvPOwcoL8JPhJGQZ4LlMcS6eVF43K8DqtPFZefpnrlFE9Cd3BRBLpAtG0DAWdbiw+bKl+OunN+ALb19c0ddD6Nnl7Oomy0Agqnye5DjNTZNpWXG1s7Aric0UO2Q3/b66TxE9qpXPThnwjQ2b2J4PS+uJ+Qm7RgbVfgrPZV83ZxPmaI8m0lr+u98lZETKGQX42XaQswnrUjPgT1nRhL/853pc8frOajSLmKPUQwY8Yz7cJ7My4Gc5ggYAWly6uaPNnR1bymJowloEjaEIqyrGUwY8UYjGGfkRRANhzH0nB3xjwPI6XTYey7pVB/ywtQM+EE1pYiMA/EuNOSkXFj9jEzgt23ginKz4TTxWRATN0ckEQrFURY/LoklavTYIPKdNALAJAfb63RbFmVb0uNDTbEc8KeHp3QHtfS/WHdLkFrOcu8TMsZneU+b4EAVuXjh3ysXsgG/ECBrtd1PbX7+yGdec1YPrL1xQleOz64ZD5GiVRQNy+qpmfODMHlz3RnKlE3MTVheDOeAdNr6uonj0IqySZf47kBlBM9sCPDNalNOnaPaIdfXeE/WPXeS1fg7P1TYGxrz6N98q37mCQ6gvBzyg58AD2RE0gN5GFkEjZkTQKP+TA54oBKkSBFEFjBE0lAHfGERVN7bTzmNZgQga5n5nfftndgeQSpc/0cIKkHocAlo8NnCcUkSUOZQqRSxHEVZAEaq71NzmXXmid8phzBRNkhVBownw2Z0vjuNwxppmAMAj26cQUAeN88EdUs+wQYqsdjRZh7PNa6NBbx7MTr7GiqDJ/FwdpraLAocPnt2H9QO+qhyfXTd6Whx0jjUgNpHHh8/pw7oF3tluCkFUBbaiKcQE+Dq7vrOCxNG4hMmw0i8zr8pqMUbQWJgiasnJy/3wuwSs7ffMajuI+QObdGpyi1krcquJeWXyfDCyuLIy4Gf/NWc44F3ZEVb5Imh4TnXAkwBPFKC+egYEMUfIiKAhB3xDEDW4w5kDfng6oUWeGGEC/Np+D5rcIsLxNLYdDJd9bOYA9ziUpcAtqgOp0jnwMTbJkCOTdLn6undVOIZmghVg9Smvy+yAZwUpPTmKvZ25WomheWLHFCZUN/18KFBUz5jd0Owy11bDJbuNiHlQZW8gB7xZgDc74KsNK4jGinkSBEHUE3YtgiZ/X2u20B3wegRNiyfznt1cJ0VYAeCj5y/AX27egB4quk3UCCbAt9Z4lZ35WuF1zv2+tMMswNdBBI0xAz5fBE3IwgHPMuBJgCcKMfe/3QQxC1AGfOPB4llcdh5ep4ieZjsGpxLYPRTFcYszHZ2HVQF+QZsTfS0OPPjSBP61axobF5fn/AyrbimPU7mRt/tsmAilMBZMYCUqVzxUz7nPIcD3uPHEjumyHfB/ePUP+NqjX0MoEcp4PBxPI+xM44+DPB69Ta+bXuwAAIG9SURBVNR+/842HnfuFhFLSgg4UxgOcNh4W3anVwYw7krisCxj+xAAJ/DJf4j49GP1NbidT0iSjDFnEmkoxXE1Bzzlv+fFPHHUSA747Az42rb9tFXN+PQlAw1RcI4giPkHi7tjMX71VIAVMDjgExImVQG+2STAN2UUYZ19QayWLmSCYOMw88RUtTEK8F6nkGV4mIvYBQEc9FpS9eaANxdhBQpF0FARVqI4SIAniCqQ6YCnC3EjENUy4JWb67JutyrAR7IE+KOqAN/f6kBfqyLAP7VrGte9sb+sYxsd8ADQ7rNj52C0Cg743BnwgO6AL7cQ69ce/Rp2je+y/iMHhFNAOKj/HkoBIcPvaQkYDFo/nW3DmKhsSg5RDobPw8YrE0XmPFkiE18DO+DNuf92W23bbhd5vGVTR02PSRAEUSzseh5PKf1+R42vkYVwOfTVhxNqBE2WA76OImgIotawcVit+7LGaND5ED8DKIK1QxQQSyljYHs9CPCqA54D0OLMXnmjF2FVrp+2jCKsqgBPug9RABLgCaIKJDIy4CmCpt5JpSWk1M+MucOXdbvw+GtTljnwzAHf2+LAycv94DiognkC7T57ycfPFuCVjl/FBfiEXmjWihU9ioi6dySKVFou2YHBnO88x6PL26U9Ph1JIZ6S4HUKcNsFRBNpBGNpOEQeTW4RkUQaIcPvViRSetEwAGj32sCTM2rWkGUZo+r5uaitBev8V2PrRObgnchmLjngzYI8QRDEfMYcy1V/ETS6wDU0lQCQfc82Co+zXYSVIGqNJsDXOE7ReK2YTxGbTkHUBPh6iKDp9XnAA+jxeSDyvFbnimHXMuCV8ShF0BDlMH++4QRRQ4wO+DjNhNY9zBkO6C4E5gbfPZwtwLMM+P42B1o8NqzudWP7kQie3BnAxce3l3x8swDPYjzGq+WAzxFB09figNvOI5KQcHAshiVd2QVoiqHL24UtH9ui/f7BH76Glw6G8OVLluDsda24/4UxfPF3+3HKcj++ecUK/OTho/jB34/iLZva8elLFuXc75M7pzEWTGJRpxPHUCG/WSWVlvG6W54HADxw5Qbc+qeDACaoOG4BzM6meivSlw/zhFwjufcJgiCqjTmWq96u7w6Rg8Arqw1ZP7bZ5PRtMjjiSYAn5htep5oBX+MIGsd8FeBFAVAuRXURQdPuduG/33Aqmi3c74DaXgARiqAhZkB99QwIYo5gFODJAV//sGx0gdddnsu6FDf4nuEo0oZJlGRKwnBAcQ71tSo36JOXNwEAntw1Xdbx9Qz4TAf8aNUiaKw7OTzPaQVodw1VrhArK5zaphY1YhMA5iKshfJGT1nRhIuPbyfxvQ4QeEDtayKZkjGtFismB3x+zIW1al3IdCZkZcDXmbhEEAQxm5iv5/WWAc9xnOaCH1Qd8OYImibDJPFsF2EliFrzlk0dOHm5H+cc01rT42Y44N3z53vnFPXrTz0I8ACwsq0FXR7r+musjZFUtgOeJwc8USQlj5Snpqbw+9//Ho8//jgOHDiASCSCjo4ObNy4Eeeddx5OPfXUarSTIBqKuCGChjLg6x8mwDtsPDj1Btrf5oBD5BBLSjgyEcfCdiUXbnAqAVlWnPLMIXHqiib85JFBPLM7UFZ0SziuHJ+5jTqq5IDXirDmGRQu73bjpYNh7ByM4Lz1bTM+pizLWpQOc/azQakmwKsrAChvtHHgOA52gUM8JSOZljCtFnTLFSFEKIgCB49D0Fa9NJKIbRaXyAFPEAShY76e11sEDaD0XUOxNOJq/8tchFUUeCzudGJwMoGuJqrpQswvjlvsy6r7VQuMGfBN88gBb4ydsddBBE0hzDn1ImXAz0leeumlorc99thjS95/0d/wo0eP4nOf+xx+8YtfoLe3FyeeeCI2bNgAl8uFiYkJPPzww/j617+OgYEB3HLLLXjXu95VcmMIYq6Q4YCXZMiyrAm7RP0RMxVgBZQb6ZIuF149EsHu4agmwLP8974Wh/aZrun3wO8SEIim8fKhEDYsKq3zpkfQKB2wtmplwBeIoAGA5WoO/C6L7PtyiCQk7biaA14dlLIBYFgT4Ou/80XoiAKPeCqNRErGdET5DJvmkXOnXPwuXYB3NJCILfLkgCcIgsiFeZVQvTngAbbSUO9bWq1a++EHVyGakLJWbBEEUR3mbQa8KrrzHAexAXQSp2gW4CmCZi6yYcMGcBxXlH6XTqdL3n/R3/CNGzfiiiuuwPPPP481a9ZYbhONRnHvvffim9/8Jg4dOoQbb7yx5AYRxFwgYYqdSUgyHCW6oonaEU0oF0+XSZhe1uVWBPihCN6wtgWAnpvJ4mcARaw/aVkTHto2gSd3Tc9AgM+MoBkPJSFJcsWKjcbY68wzKFzRo0TQ7BysTAQNc/G77bwmsDvNDvgiI2iI+sIucgjHlTx4ViC32U2OuUL4XaK2/L+RRGzRlG9sp3saQRCERiMI8OZ+rjkDHlDuUf7ySgARBFEG8z2CxiEIDWFUNMfkWBVhTckUPdzo7Nu3T/t5y5YtuPHGG/Ef//EfOOWUUwAATz75JG699Vb8z//8T1n7L1qA3759O9ra8scRuFwuXHbZZbjsssswPj5eVoMIYi5gjKABFBc8mXvrFy2axSzAs0KsBje4lQAPACcu8+OhbRPYuj9U8vGzirCqTvFUWsnWbrEYIJWDngGfe1C4tNMFngMmwymMB5OaG79cmADfathPlgBvWgFANAYsaimSSGvnMDngC+NzGZfc1v+Ag2EWl2wNNHlAEARRbRohgsZt6Oe67HxdtpEg5huioBdIno8O+HrJfy+EOSbHKMD7HQ7wACLJFEbCEXTmyJEn6p+BgQHt53e84x247bbbcOGFF2qPHXvssViwYAE++9nP4pJLLil5/0XfdQuJ7wAwMjKCL3/5y0VvTxBzlbjZAU+FWOuauBZBU1iAP5xDgD9mgQcA8NrRCFLp0pafmYuw2kReWxZsjKGRZ7isjQnejjwRNE67oMXtVMIFP24qwArkFuApgqaxsKuOaDbJwnGAbx4NHMqFvUc8p2dGNgJGAV7guYZqO0EQRLXJcsDX4SSly9DPoqLpBFEfcBwHpxqDOh8F+EZZDeo0TRTYDAK8127D6g6leO8zR4Zr2i6iemzbtg2LFy/Oenzx4sXYvn17Wfus6Nk+ODiIz372s5XcJUE0JFkCPBXkqGuYA968NHd5tzJ7fWQyrjl8j0zEAAD9JgF+oN0Jr1NALClh70hp+elmBzygx9DsGozinqdG8MEfvorXf/4FPLRtoqR9G9FeZwHHE5t42DVUOQG+3eCAdxgy4GVZNkTQNEYHjFBgRTnZJJHPKZAoWwR+lz7gaIQltwxjcelGcu4TBEHUArOI5LDV33XSGPVnLsBKEMTswcxJftf8MSMZI2gaAUeWAz7zGn9iXzcA4OkjQzVrE1FdVq9ejc2bNyORSGiPJRIJbN68GatXry5rn6R2EEQVIAd8YxFlznBb5o21yS2iw68Ix3uHo5BlGUcmlQuw2QHP8xzW9CmC/cuHSouhCceV4xsFeBb98oXf7sPX/3QQLx0MI5WWcd+zoyXt20i8iAgaAFihTjzsHJx5IVbmjrZywKclJWYnpK4AoIJfjQVz+42qnzEN5ouDuZsaTcQ2Rs6YnZ4EQRDzHZvpml6P8S5GowPdswmifjhtVRP6WhxY1j1/okuYo7xRBHh7ngx4ADixtwsA8NrYBKbj8Zq1i6ge3//+9/Hggw+iv78f55xzDs455xz09/fjwQcfxPe///2y9kl3XoKoAlYZ8ET9EstRhBVQ3OCjgSR2DUXR02JHPCmB54DuJnvWtmv7vXhmTxAvHwrj0hOLP76VA35RhxNP7w4AAFb3uXHCUj/ufGwILx4MIZaULAd2kiTjwFgMKfV849T9iAIPWZa1iQZXgWKny3uUzl8lHPBjeQR4QImhCUaVAp7zyfUxF2Ai7FhA+Yyb5tGy2ZngczbWkluGUXSvx2gFgiCI2cRcmLoui7Aaau20UNF0gqgbbr5kEWRZbqiVkTOFOeDNwna94syTAQ8AnR43Fjb5cHA6iB1jk5ojnmhcTjzxROzduxe/+MUv8NprrwEA3vWud+E973kPPB5PWfuk0TJBVAGzA978O1Ff5ItmWd7lxpM7A9g9FMGSTiUbvavJblmAcK2aA//K4XDRx5ZlWRfgnfo+rz6rF6v7PFjb78HCdidkWcYDW8YxGkxi28EQTljqz9rXNx84hF89OZLx2MnL/fjfK1YgkZLBIuQLDQpX9CgRNAfHYjnF/mKZCGUXYTUWG5qOpBBPKQ2j/PDGgn0HxoLKqhBy0xWH392gDniDuGR2ehIEQcx3RMEUQVOHE5UuiqAhiLplPonvgKEIq9gYArzZqW8W4AGg1enEwekgIslUrZpFVBmPx4MPfehDFdtfSXfeG264Ie/fR0fLj0YgiLmEWXAnB3x9w5zhzhwOeADYNRTFugXKcjJz/jtjbb8iwB8YiyEUSxUVqRJNSJowbnTAN7lFXLBBL2bNcRw2LfXjga3jeHZPIEuAPzAaw2+eVsT3Vq9y3IlQCs/tDSKZkrSCp0DhZdFtXhtaPCImwynsHY5iTX95M7yAdQY8x3Fw2HhE4hJGVfe0wAMeR/0NVoncmCNo5lPhqJlgzIBvJDIz4Bur7QRBENVGFDjwHMC6/FZ9ytkmI4KGirASBDGLrO/uwNKWJpw50D/bTSmKQhE0gD6pEE2RAD9X+PnPf44f/OAH2Lt3L5588kkMDAzgG9/4BpYsWYK3vOUtJe+vpJ7Bli1b8v47fPgwTj/99JIbQRBzjYQaQeNS3TCUAV/fxJLWRVgBaFl8u4cjODSuCPC9OQT4Vq8NvS12yDKw/XBx8S3M/S7whYXxE5f6AADP7glk/e17fzuCtAS8fmUTHvjPDfjzp9bD6xSQSiuxNDHV5W8TuAwhzQqO47QCtDsHZxZDYxVBA+ivdSSguKd9TnHeOT8aHa0IK4ugocF8USxoU1bSdDdnx1jVM8ZiU43m3icIgqgFxtWR9e6AbyEHPEEQs0iXx43/Oef1eP3C3tluSlEUKsIKAC6bcl0lAX5u8L3vfQ833HADLrjgAkxOTiKdVnSblpYWfPOb3yxrnyXdeR9++OGyDkIQ8wlZljUHvM8uIBqVkCAHfF0T0yJospfADbQ7IAocInEJz+0NAsjtgAeUHPijkxN4+VAIJy7LjokxY8x/LyRAb1Jd768djSAYTWmRLdsOhfDwK5PgOeC6NyouAo7jsKzLha0HQtg1FMWaPsXFXmyczPIeF57ZE5hRDnxakjEVVjogbb7M240uwCvirY/y3xsOmzrBOBVRPmNy0xXHih43fvzhVXmvI/WIMXbGJtSfsEQQBDHb2AUOcaVbU5cZ8JlFWCkDniAIolicRTjgXWqufZQiaOYE3/rWt3D77bfjkksuwVe+8hXt8U2bNuHGG28sa5/11zMgiAYnJctgfnevKugm0iTA1zMsA95h4YAXBR6LOxTH6rZDIQBAXz4B3pQDPxlO4vo7d+K+56wjuqwKsOai02/Hog4nJBl4YZ8yGSDLMr79l8MAgIs2tmNJl0vbXo/PiSCaVI5T7JLoFZoDPgoAODwew0d/ugO/enIEslzc+TwVTkGSAZ4DWjzWDniWH07xJY2HueAcOeCLZ90Cb8OJH0bRnRzwBEEQ2RgnKmdSP6dauB3kgCcIgigHu8kBb2VGYRE0sVS6Jm0iqsu+ffuwcePGrMcdDgfC4eJr/hkpumfwla98BZFIcU7Ip59+Gvfff39ZDSKIRiduENt96lLPpDT/ImieHJzG0XB8tptRFDFVnLYqwgroMTRMd+5vdebc1zqDAC/LMn726BCe3BnATx8ZtNw+HFPOjWIEeADYtESJoXlGjaF5Ysc0th4IwSFy+ODZmUv4WIzMrsGo5vIv3gGvR+9Ikoxv//UIntkTxDf+fAhf/dNhJFOFz2kWP9PsESGYlumxdrAMeD854BsOc5QRFXSb21AGPEEQRH7sBkGmHh3wxqhFmjQnCIIonmKKsDIHfIwiaOYEixcvxtatW7Me/8tf/oLVq1eXtc+iewbbt2/HwMAAPvKRj+CBBx7IKLiaSqXw0ksv4bvf/S5OPfVUvOtd74LP5yurQQTR6LD4GQ6AW5yfDvhdUxF88om9+PzTB2a7KUXBHPBWGfCA7iRn9LXmzm5e0e2GKHCYDKfw2tEI7lWd74NTCYRi2bPhzAHvLlKAP1GNoXlubxCptIzv/FVxv7/rlC50NWW2a3mP0u7dw5G8OfdWDLQ7YBeV6J0nd03jke2TABQ3+/0vTuLjd+7CdCR/54IVYDXnvwOGCJppNQOeHPANh1mEbaLPcE5jEygDniAIIh9GB3w9ZsCTA54gCKI8bDyfIZ5aFmGlDPi65itf+Qo4jsP1119f1PY33HADrrvuOvzqV7+CLMt45pln8KUvfQk333wzbrrpprLaUPSd984778SLL76Ib3/723jPe96DQCAAQRDgcDg0Z/zGjRtxzTXX4Morr4TTmdshShBzGSbA2wUODlWwSMwzB/xgWBFVDwRis9yS4mACfK54lmWGWJcmtwivM/el02HjsaLbhe1HIvjv3+3X9g0Ae0eiOHahN2N7LYLGWdxA7bjFPvAcsH80hjseHcS+kRj8LgGXn96dte2SThc4DpgIpXB0UlmNUKwDXhR4LOl04bWjEXzlvgOQZeD01c24ZFM7PvOrvXhhXwgf+fEO/Owja3IWdR1nBVh92QI8i/sZpQz4hsVmjqChwfycxkYOeIIgiLwYr5P1GEHDTBiiwMHrpH4XQRBEsXAcB7soaPEylkVYtQx4iqCpN5599ln84Ac/wLHHHlv0c6655hq4XC585jOfQSQSwXve8x709vbif//3f/Hud7+7rHaU1DNYv349br/9doyPj+P555/HPffcg9tvvx0PPvgghoeH8dxzz+Haa68l8Z2Y1zAB3iHw2lLU+eaAD6o3nWAyjVgRUSXVIBxP4xdPDGFoqnAMTjyZuwgroEe5APkLsDLWLlBE9t3DSn46i5fZPRS1bKdxm0L4XCJWqwVVb//HUQDAVWf2WDrIXXYBC9qU9m47qOSUlTIgZK+bFUq94vRunLqiCd+9cimcNh67h6PYP5r9mhj5HfDK6x0NsggaEm8bDZtIGfDzCWPWpXnyhSAIggBsojGCpv6uk/2tDnT4bDh+sQ8cV3/tIwiCqGeMMTTWETTK38kBX1+EQiG8973vxe23346WlpaSnvve974Xu3btQigUwtDQEA4fPoyrr7667LaUNVrmeR4bNmzAhg0byj4wQcxVWAa8Q+Bh4+enAz6U0Gd9R6MJLPA58efhP+Pre76O+JPxmnT6I/E0QvE0nP/kC4q748Ek0k4ZH/ijaFlQBQDGXElIsozRKR4bb8u/v1hSQsCp3HgFnoND5BHh0rjpER7/9VTmc8PxNMLONO7ez+PPBfbLCMXSiDiV91jgOPzPczZ87XnrbadjKcSdEn68k0PaKWN0mMcTRR4nkkgjpB7HLvB4/++V58myjCl7CklBxsW/EDVRfzg0nPH8vA54VbxNS8r3hTLgGw/zd6WJPsM5DWXAEwRB5MdYnLw+M+AF/P6Tx+RcuUgQBEHkxiEKgOrtsxTgbZQBXwuCwSACgYD2u8PhgMOR2yR53XXX4aKLLsI555yD//7v/y7pWKlUCo888gj27NmD97znPQCAo0ePwu/3w+v1Fnh2NmRXI4gKkyAHvOaAB4DRaBILfE58c883cSBc40x4DgingHCwuG3HCtWZ5oBIGogUuT8ASMtAIqn8Hkoq/2bUTvP+AQyFCm+bllFa+03HiUpA1Pw8DpiMATAlDXntys2omAx4hi9PrA9Rnxhd0F6nADHH5BUxNxApA54gCCIvGQ74Op2otNVpuwiCIOqdQg54p0gZ8LVgzZo1Gb/fcsst+PznP2+57d13340XXngBzz77bMnHOXDgAM4//3wcPHgQ8Xgc5557Lnw+H7761a8iHo/j+9//fsn7nFXF47HHHsPXvvY1PP/88xgcHMTvf/97XHLJJTm3f+SRR3DWWWdlPT44OIju7uz8Y4KYDfQIGg521QGflOaZAJ/IFOABIJxSIlB4jkeXt6vqbRgPJZGWZPAch3YLB7aR0UACMhShWLDIcwMUV3solkaTW8jpkjcyHUlBlpVYjrQkYyKcBAegw59ZKDUYTSGalOBxCEXH0MgyMBVJgue4grEf8ZSUUSzVaSu8IqDQcWRZRiQhIRxPwyHyGX/z2r246QylKAlzwFu9/+a8fb+b3NONhlGApwKscx/KgCcIgsgPm5y0ixz4HP1JgiAIojHJFOBzZ8DHKAO+qmzfvh19fX3a77nc74cOHcLHP/5xPPTQQ2XFpH/84x/Hpk2b8OKLL6KtrU17/K1vfSs++MEPlt5wzLIAHw6HsX79enzgAx/ApZdeWvTzduzYAb/fr/3e2dlZjeYRRFkYI2h0B/w8i6BJZgvwjE5PJ7Z8bEtVjx+Op/GG/9KP8Y8bN+YUt2VZximfex6yDNz/8WPR7rNbbjcTkikJZ3xxC9KSjD/8+7HoataP8dlf78VfX5rA9W9YgMtOrfzExNBUHG/5+jbt93du7MQnL1pY9v5kWUYynsSTe8O46a49WNHjws+vW2u57VgJDng/OeAbDqOLrpkKsM55jAMNyoAnCILIhhk06tX9ThAEQZSPQ9T1BBufrS04KQO+Jvh8vgw9OBfPP/88RkZGcNxxx2mPpdNpPPbYY/j2t7+NeDwOQchtAnz88cfxr3/9C3Z7pj60aNEiHDlypKy2z+qI+YILLsAFF1xQ8vM6OzvR3Nxc+QYRRAUwFmHVM+DnmwNev+mYBfhasHsoM0vmyEQcK3rcltvGUzJk9eNx5ijCOlNsIo9FHU7sGY5i13AkQ4AvtQhrqXQ12eFzCgjGlOOUUoQ1H4s6lFnkA2NxSJJs6fSayJMBnxVBQ/nhDYdRhKUVDHMfnucg8BzSkkwOeIIgCAvYfbFSfS2CIAiifijogFcz4JOShJQkWcbUELXj7LPPxrZt2zIeu+qqq7Bq1Sp86lOfyiu+A4AkSUins1czHD58GD6fr6w2lSTAC4KAwcHBWXecb9iwAfF4HOvWrcPnP/95vO51r8u5bTweRzwe134PBpUQY1mWIcvzSxQF9NddT69flmXIqK82zYRYShXgeT2CJpGWGuK1VercyMyAT2ifsfE41WTH0UwB/vB4DMu7XZbbxgxxOU4bV7W2Le1UBPg9Q1G8bkWT9nhYFcY9dr5qx17W7cKW/UpQvNM2s+Ow86On2Q6bwCGelDA4FUdvS+bSr0g8jUhC+S60esWsY5qLk/lcQkN8RwgdowDf7NI/43q7xxCVwyYoArxNKP9aSecHUQg6R4hC1Os5wu6Ljhn2tYiZUa/nB1E/0DkyOzTS+211jtgNgq3AZfeFjQJ9NJmC154/Bre8dmX+m0+Uev74fD6sW7cu4zGPx4O2trasx6144xvfiG9+85v44Q9/CADgOA6hUAi33HILLrzwwpLawihJgJ/tL0xPTw++//3vY9OmTYjH4/jRj36EM888E08//XTGsgIjmzdvxhe+8IWsx+PxOGKxmMUz5jYpSUYqkUCS4yHVyYxcMpGEhDRScgr8HEhqiaQU16/IAwKnvKB4Oo2kVHsneKnIsoyUpLjXOa78iAGjA34kmsh47SzCpJq8djizKunB0QiScesq1cFQAgBgFzhIyRSqdQoublcE6p1HwxmvPxRT3isHX733ZUmHQxPgbdzMjiPLMpKJJGwA+lvt2Dcax97BMDrcmdeT4Qll4tNp42CT00jGM99ZGzLvJ64qvn6iOvCy/pl6Hbz2+bFzBJjZdYSoP0SBA5KAAKns7yudH0Qh6BwhClGv54jIKX0bu8BRn2YWqdfzg6gf6BypIbL+gyQ1jv4my4AkxQFwYKeI3WCY5uQ4JCnz3BGgOONTkoxIIgy3WHrueCEkdfgVjwN1IufVDKOxuhbceuutOO+887BmzRrEYjG85z3vwa5du9De3o5f/vKXZe2zoUJbV65ciZUrV2q/n3rqqdizZw++8Y1v4Oc//7nlc26++WbccMMN2u9HjhzBmjVr4HA4ygrib3SSaQmiPQ6b3QGxiEKStUBKcuAhQORE2PjKzxLWmpR6IXaJAlyi8nqSEhritbFJNhtvm1FnJJTUhbnxaCrjtXMcB5ujuu/F7lHl4ryow4n9ozEMBVI5j5mEIoA77XxV27WiT5kA2DcayzgOc4k3+exVO/7KPi/w7DgAwOu2zeg42jnisGFRhwv7RuM4NJXE6037nE4on0Gb1wa7MztX3+PWt7cJHLweO3WAGwynIbe/1XD+Gs8R+kznFszd6XKWfx2h84MoBJ0jRCHq9RxxOJT7otNR3T4lkZ96PT+I+oHOkRrC6T/wfOPob8o5IoPnHdo54hKVMa3I8xAE69X1LlFEMJFEPC1U5fUy0d3hAOabnJmr2GopPPLII0Vv29/fjxdffBF33303XnrpJYRCIVx99dV473vfC5fL+vMvRMkC/I9+9CN4vdZOUsbHPvaxshpTDieeeCKeeOKJnH93OBwZH1QgEACgiIDz8WLLXnc9vX6O48Chvto0E1jeu7EIa1KSG+a1VeL8MBZhHYslIQPg9LtvVd+LVFrC3uEoAOCstS346SODODKRyHnMeEr5vJw2vqrtWt6tZNDvH4sjlZa1ApZh1RnucYpVOz47NqDk3M/0OOz8WNTpArZP4cBoLGufEyE9/93qeE6DhcDvEsHPtyn8OYDdVITV+DnX232GqAxMgLeLM7te0vlBFILOEaIQ9XiO2EU1A36G10hi5tTj+UHUF3SO1J5Ge6/N5wgrwiryuc8bJsAfCYXx7edewvlLB/CGxQsq2KbMf/OJ2Th/RFHE+973vsrtr9QnfP/7388bVs9xXE0F+K1bt6Knp6dmxyOIQhiLsNoFPQN+vpCSZERS+utNy8BkvHaVwPeNxpBMy/A6BZywxKcK8LmXK0VVB7rLXt0ikp1NNnidAkKxNPaPxbC82w1ZlqtehBUAlnS5wHOAJAMue+WE7kXtyrT7/tHs5YQTIeUzb/Nlu9+BzAJlVIC1MbEZVlE1uRtqQR1RJqImwM+zHj9BEEQRMOONuc4NQRAE0fiwDPh8xVWdaiHWfx4axJ7Jafx59/6KCvBEbdmxYwe+9a1v4dVXXwUArF69Gv/+7/+OVatWlbW/kkfMzz33XMWKsIZCIezevVv7fd++fdi6dStaW1uxcOFC3HzzzThy5AjuvPNOAMA3v/lNLF68GGvXrkUsFsOPfvQj/OMf/8Bf//rXirSHICpBIq074G287oCfLxjd780OEVPxFEajtcvB3KkWYF3R7UJ/myIQD00rrnNRyBaNomoRVmcFhWkrOI7Dsi4Xth4IYfdQFMu73UikZKTU86WaArzTxmNRhxN7R2IVFbsXdSrv74GxbAF+LKhk67d5rW8zRgHe7yLxthExFmElAX5+wCZdjKsfCIIgCAXRUISVIAiCmFs4RWW8k0+Ad6ku+SNBpf7aoUAIaUmCQKu9G47f/va3ePe7341NmzbhlFNOAQA89dRTOOaYY3D33XfjbW97W8n7nNUR83PPPYezzjpL+51ltV9xxRW44447MDg4iIMHD2p/TyQS+OQnP4kjR47A7Xbj2GOPxd/+9reMfRDEbGPlgI+n558A7xZ5dLvttRfghxQBfnmPGx0+G+wih0RKxvB0An2t2blhMTWv3lWDwdKybibARwC0ae53AHBXeQLgposH8NzeADYM+Cq2zwHVAT8ZTmE6ksoQYceDqgPea52B6rDp4q2fHPANiU0kAX6+wSZdbOSAJwiCyEKLoCEBniAIYs7hUI0oeR3wqkh/NKAI8ClJwpFgGAubKjcGJ2rDTTfdhJtvvhlf/OIXMx6/5ZZbcNNNNzWeAH/mmWdqBTCsuOOOOzJ+v+mmm3DTTTdVuVUEMTN0AZ6DnVc64klp/kTQBBKK8OqzCehw2fDaJDAaTdTs+MwBv7LHDZ7n0NviwP7RGA5PxKwFeC2CpvqDpaVdShb7HjWjngnwbgcPnq+uoLVxsQ8bF1f2xu+yC+husmNoOoH9o1GsN4j742oGfLvPWoB32nTR3UcO+IbE6IBvJgF+XrBpqQ8jgQRW9LgLb0wQBDHPOHahFy47j+Mr3N8iCIIgZh+76m635XXAK2OilEHnPDAdIAG+ARkcHMTll1+e9fj73vc+fO1rXytrnyUpTpdeemnBAqwEMd+Jp7OLsCbmoQPea1cEeAA1c8DLsoydQ4q4vVwViJjonisHPqo64GuxXHh5t1Ite/dQpgBfzfiZajPQkZ0DPx1J4eVDyqx/Z1PhDHhywDcmxhgScsDPDz5x4UL85eYN6PRbf68JgiDmM8cv8ePvn9mIN2/qmO2mEARBEBXGIehFWHPhsmWPiQ5MB6vWJqJ6nHnmmXj88cezHn/iiSdw2mmnlbXPkkbMv/vd73Do0CFcc801ePe73w2fj2ZxCMKMMYLGpl6cE/PIAR9UM9V9NrHmAvzgZAKhWBo2gcNiVRguKMDXqAgroBRDBYDRYBLTkRTCscYX4Bd1OPH07kCGAP/Dvx9BIJrG4k4nNi2xvk9QBnzjw7JuXXaeMsHnEUKVV+sQBEE0MnSNJAiCmJsUkwHvFLPH9QemAlVrE1E93vzmN+NTn/oUnn/+eZx88skAlAz4e+65B1/4whfwhz/8IWPbYihJ9Xj00Ufx05/+FJ/85CfxiU98Am9729twzTXXlK3+E8RchAnwdoHTcsLmkwM+aHDAt9dYgN8xqMTPLOl0waYKgv2qAH84hwAfUycMahFB43EI6G2x4+hkAruHIgjHJe3xRmWRyQG/czCC3z0zCgC48aKFEAXr99W44qCShWGJ2rGo3YljF3qwqs8z200hCIIgCIIgCIKoGivbWrCwyYfTFvbm3IZF0BghB3xj8pGPfAQA8N3vfhff/e53Lf8GABzHIZ1OoxhKUpxOO+00/OQnP8Hg4CC+9a1vYf/+/TjjjDOwYsUKfPWrX8XQ0FApuyOIOYkxgsamZcDPIwFeFbT9Nj2CZqxGAvxOVYA35hMXG0FTq4JZxhz4uRBBw97rZ/YE8OqRML7+p4OQZOCcdS3YtNSf83nOjCKs5IBvRGwij9s/tBqfvGjhbDeFIAiCIAiCIAiiavgddnzjjafjLSuX5tzGKMCLnDLeHY/GEEzUriYeURkkSSrqX7HiO1CiAM/weDy46qqr8Oijj2Lnzp14xzvege985ztYuHBh0dZ7gpirGCNo9Az4+RNBM5sZ8EyAX9lrEOBbVAF+Mm5Z9DmWrF0RVgBYZsiB1wR4Z+MK8Gv7PThzTTNSaRn//tOdePFACE4bj4+dvyDv80SB1yJMyAFPEARBEARBEARBNDJOQwZ8u8eFTrcy9j9ILviG4cknn8Sf/vSnjMfuvPNOLF68GJ2dnfjQhz6EeNza3FmIGStOy5Ytw6c//Wl85jOfgc/nw/333z/TXRJEVZBlGV9+9gDueLW6KzV0AZ6DXcuAly3F37lISHXAe20COlxKob5QMg0Z1X/9TIBnxU4BoLfFAY4DInEJU5FU1nNiiRoL8GoO/O7hqCEDvnHzszmOw6cvWYQOnw0h9fVcdUYPupoLF2lkqw7IAU8QBEEQBEEQBEE0Mh1uXYdoczkx0KysCKcc+Mbhi1/8Il555RXt923btuHqq6/GOeecg//8z//EH//4R2zevLmsfc9I9Xnsscdw5ZVXoru7G//xH/+BSy+9FP/85z9nskuCqBpHwgn8af8E7nx1uKrHSUh6BI3dkH89X2JoAklF5PbZBXhEHi71Pah2DP5UOImRgOK0X26IoHHYeHT4FCe+VQ48K8LqtNXGhc0c8HtHoppg3cgRNADQ5BZxy9sXQ+CVTPj3vL6rqOctbHPAJnBaTj9BEARBEARBEARBNCJ9Pr02VqvLiYEmHwDKgW8ktm7dirPPPlv7/e6778ZJJ52E22+/HTfccANuu+02/PrXvy5r3yXbDo8ePYo77rgDd9xxB3bv3o1TTz0Vt912G975znfC46FCbET9wqJRqh0HY4ygYRnwgCLA2xtbZy0K5oD32QRwHIcOlw0HQ3FIVV4BwAqw9rc5sgTt/jYnRgJJfPZXe/Ghs3tx3vo2COpnE1XPi1plwPe3OmEXOUQTEnYNKW1udAEeAE5Y6sevP74OfrcIu1jce/mtq1YgEE2j1WurcusIgiAIgiAIgiAIonp0eXQjoCQDi5gDngT4hmFychJdXbqh8NFHH8UFF1yg/X7CCSfg0KFDZe27JMXpggsuwMDAAL71rW/hrW99K1599VU88cQTuOqqq0h8J+qesCq0SgDSVRSDMzLgDQJ8fJ7kwAfV99lnV+b32tUc+GovANg5GAUArDS43xlXnN6NNq8Ng1MJfOG3+/HRn+5EWm1QrSNoRIHD4k7FBf/SwTCAxs6AN9Lf5iwpTsbrFNHbQu53giAIgiAIgiAIorEReF1TSKTTmgP+4HSwqhoUUTm6urqwb98+AEAikcALL7yAk08+Wft7MBiEzVaegbAkB7zNZsNvfvMbvOlNb4IgzA3BiJh9/rj7d9j82i2IIQpwhbcvl0RaxrRTiUc58W+2qh1rjE9CdgJvfdoGngNGnUosytmPK7/XPTJm9N5MxFJIO2Vct02EbTuHYCKNmFOClJosaT+7hyLYOxLDOetawBfxxrH89xXd2QL8ycub8Lsb1uHXT43g9n8cxfP7gtgzHMWKHrceQVMjAR5QcuB3HI3oRVjngAOeIAiCIAiCIAiCIOYzb1q+GH/evR9vX70MXV4P7AKPeDqN4VAEvT4yLtc7F154If7zP/8TX/3qV3HvvffC7XbjtNNO0/7+0ksvYenSpWXtuyQB/g9/+ENZByGIfHztmf/G/vi+2hxM1XGHyitaXNIxRuI5fp8PcMB4EkBS/53hsRd307nlnn3YPRzFkYleXHVmb8HtNQG+N1uABwCnXcDlp/fgyZ3TeGF/CLsGI1jR40YsqTrgaxRBA+g58AwS4AmCIAiCIAiCIAiisbly/Wq8c+1yeFSX9EK/D7snp3FgOkACfAPwX//1X7j00ktxxhlnwOv14mc/+xnsdrv295/85Cd44xvfWNa+S86AJ4hKE06EAAA8eHQ6O6t2nGhK0nLg25xVcqPLwGhMUZ3bnTZwHDAeTUGCjFaHqOWO1zUzdMCPRpXXz95j9r47eB4dbjc+eeonC+4jlZawb1SJlPnB349iVa8Hp6xoyrl9LJHGwbEYAOsIGiPLetx4YX8Iu4ej6nNZBE3tRPClXWYBvnbiP0EQBEEQBEEQBEEQlYfjOE18B4CBZj92T05j/1QAp/T3zGLLiGJob2/HY489hunpaXi93qz0l3vuuQder7esfZMAT9QNnY5OPH/O81Xb/89fG8b3th0FANx79lp0uu0FnlE6gUQK59+3DQDw6EXrYeN5vPVPL2M4msSPX7cSq1vzi8OzjSzLSEpJ2HgbOK50FT6WkvCG378IAHjo/GPhsQl45PAUPv3kPqxuceKzp7rQt6Kv4H4GpxJgkfmyDHzunr2449/WoK/VOi9813AUkgy0ekW0+fLncS1XI2p2qY75qOqAr1URVgBYZorJIQc8QRAEQRAEQRAEQcwtWA48FWJtLJqarA2gra2tZe+TbJfEvIEVYQWARJUqgsbTyn55AKIqYNsE5WuWlOZ+EdZgUsnYFzjALSqvu0MtwjoWTRW9n8PjSl7PwnYH1i3wIBBN46a7diOWSFtuz8T0Qu53AFiuxr/sGopClmVtn7XMgG/z2tDi0ec/50oRVoIgCIIgCIIgCIIgFAaa/ACAA9OBWW4JMduQAE/MGyIpXbxNVUmAT6i2bYfAaw5yuxo7k0jP/arXQVXM9toE7fUzAX48noJUZOXvQ+NKnMziDhc2X7YULR4Ru4ei+M5fj1huv+OoIsAvL0KAX9zpAs8BU5EURgJJxFNKm1w1FOABpRArgxzwBEEQBEEQBEEQBDG3YA74kXAUkWSywNbEXIYEeGLeEEnqDvRqudHjBgGeYRdUAX4eOOBZxr7XpgvKrU4beACSDEzHixTgJxQH/II2Bzr9dnz+7YsBAPc+N4rxYPZNa9eQkudejAPeaeOxsN0JAHj5UEh7vJZFWIHMGBoS4AmCIAiCIAiCIAhibuFz2NHqUvSHgxRDM68hAZ6YN4QNDvhklSNoHIKen27nla/ZfHLA++x6vIrIc2h1Kr9PxoqbhGAO+P425UZ10jI/jlngQSIl45f/Gs7YNpWWsXtIccCvKEKAB4BlagzNtoNhAADHAY4aC/BLMxzwdCkmCIIgCIIgCIIgiLkG5cATAAnwxDzCmAFfPQE+2wFvm0cO+KD6HvtsmY7udpdS8HYiWtx7wDLgF7QpRVc5jsMVZygVw3/7zAgChjz5g+MxxFMy3HYe/TmKtJphhVi3qQ54p40vq+jsTGCTAE4bD1GgSzFBEARBEARBEARBzDUoB54ASIAn5hGRlDGCpnYCfLUc8P/32jD+44k92jHrAd0BnynAsxz4YhzwqbSMo5MJAMCCVqf2+OtWNGFZlwuRuITfPDWiPb5TzX9f1u0GzxcnorNCrK+pz3XW2P0OKHE5l2xqxzVv6K35sQmCIAiCIAiCIAiCqD6LmlUH/BQ54OczJMAT8wajA75aRViZGG43RtCoP1da9L9r5wj+ORjAc8P1cxG3yoAHdAF+Ilb4PRiaiiMtyXCIHDr8Nu1xnudw+endAIBfPTmCqCr27xhk8TOu7J3lgOWvp9RJkdkQ4Hmew82XLML7T+uu+bEJgiAIgiAIgiAIgqg+ugM+CFme+9HEhDUkwBPzhnCyFg54lgFviKBRXdmJCjrVU5KMqbgSw/LyRLhi+50pwaTSppk44A+rBVj7Wh1Zjvaz17Wir8WBqUgK9z03BgDYpQrwxRRgZXT6bfC79Da67HQpJAiCIAiCIAiCIAiisvT6PBA5DtFUCqOR6Gw3h5glSHUi5g0RYxHWKsW2WEbQqD8nKij6T8aT2s+vjNeRAJ+wzoDXHPBFZMAf0vLfnVl/EwUO71Md43c8Ooi/vzyBnUPKDWx5CQI8x3FaDjwAuEwTBgRBEARBEARBEARBEDNF5Hn0+6kQ63yHBHhiXiDJco0z4A0RNFVwwI8ZipBun4ggXSfLmLQImhk44A+NxwAA/W3WBVUv2tiGgXYnJsMpfPruvZiOpCDwHJZ0Fh9BA+hFUIHZiaAhCIIgCIIgCIIgCGLuM6DlwFMh1vkKqU7EvCCayhR+qyXAM5e73cIBX8ljTsR0B3wkJWF/IFaxfc8E3QEvZjze4bIDAMaiUsHMs3wOeABw2Hj85NrVuOasHrjV6Jjl3S44ShTRMx3wdCkkCIIgCIIgCIIgCKLyDDQpAvx+csDPW8TCmxBE42OMnwFq4YDPzoCPV9ABP24Q4AElhmZpU2kO8GoQVB3w5gz4fq8DIgfE08DQdBKL3dZtjSXS2DWkZLovaLV2wAOA1yngg2f34e0nd+Jv2yZx3GJfyW1dbija6iQBniAIgiAIgiAIgiCIKqAVYiUH/LyFVCdiXmAswAoASal2GfCOKjjgx2OpjN9fmYhUbN8zIZQjA17kOSz0KYL63hFrt74sy/jSvQcwGkii2S1iVZ+n4PFaPDa84+ROLO0qffJhcYcL7GOiCBqCIAiCIAiCIAiCIKoBi6AZDIURNxlEifkBqU7EvCCczLzApWqYAW+rQgY8c8AvbVJiWl6uk0KswRwZ8ACwxK8I8HtyCPD/98QQ/vrSBASew+bLlsLrrG5hVIeNx8J25f2jIqwEQRAEQRAEQRAEQVSDZocDfocdMoBDAYqhmY+QAE/MC2oXQaPs12GRAZ+oQgb86b3NAID9gZhWAHW2kGRZm+gwO+ABYIlfEbutHPD/3DGF7/z1CADgkxctKCtSphxYDryLHPAEQRAEQRAEQRAEQVQBjuMMOfAUQzMfIdWJmBdkR9DULgPerjngKx9Bs6zZhV6PMov66sTsuuBDyTTYK/RaCvDMAR/PePzAaAyfu2cfZBm4ZFM7Lj2xo9pN1bj0hA6sW+DBG9a11OyYBEEQBEEQBEEQBEHMLxY1sxx4csBXm+9973s49thj4ff74ff7ccopp+CBBx6Y1TaRAE/MC8I1L8KqR9DYtQz4ykfQtDlFrG1VstJfHp/dHHjmwHcInPaajTAB/vBEHHF1QiQYTeHGX+xCKJbG+gEvbnzTQnAcl/XcarFxsQ8//vBqrC4ib54gCIIgCIIgCIIgCKIctEKs5ICvOv39/fjKV76C559/Hs899xze8IY34C1veQteeeWVWWsTCfDEvCBSsyKsirBvFKBtFXbAy7JsEOBtWNumxKi8MssO+KBWgFW0/HubQ4TXxkGSgX2jUaQlGZ+7Zx8OjsXR1WTH5suWwibSJYkgCIIgCIIgCIIgiLkFi6A5MB2ELFfHFEooXHzxxbjwwguxfPlyrFixAl/60pfg9Xrx1FNPzVqbrJUygphjZDngKxgHY8QygkZ1wycqJPpHUpIm9Lc6RaxrU9zbr4yHIctyTR3kRlgBVl+OgqYcx2GhX8D28RT2DEXx922T+NfOaThEDv/z3qVo89pq2VyCIAiCIAiCIAiCIIia0O/3guc4hBJJTMTiaHM5Z7tJDUcwGEQgoK8gcDgccDgceZ+TTqdxzz33IBwO45RTTql2E3NCdlNiXhBO1iaCJmEVQcOrRVgrJPqPqe53t8jDJQpY3uyCnecwnUjjSDhRkWOUQ0h1wFvlvzMW+JW/3fXPYdz5+BAA4P+9dRFW9VIEDEEQBEEQBEEQBEEQcxO7IKDXp2gfB6YohqYc1qxZg6amJu3f5s2bc267bds2eL1eOBwOXHvttfj973+PNWvW1LC1mZADnpgXRFKKMO4UeMTSElJVy4BX9mvlgK9U7M2EKsC3OxXHuI3nsaLFjZfHw3h5PIx+b/7Zv2pRyAEPAAtVAX73cBQAcPlp3ThvfVv1G0cQBEEQBEEQBEEQBDGLDDT5cTgQwoHpII7r6Zzt5jQc27dvR19fn/Z7Pvf7ypUrsXXrVkxPT+M3v/kNrrjiCjz66KOzJsKTA56YFzAHfJMqDle/CKsxA76yDvjxWAoA0OrUI1vWtqo58OPVz4H//rajeNcD2zEYjmc8Hkwo7SrGAQ8Ap65owrXn9uXcliAIgiAIgiAIgiAIYq6wSMuB1x3wwUQCP3/pNVxx31/xhx17Z6tpDYHP54Pf79f+5RPg7XY7li1bhuOPPx6bN2/G+vXr8b//+781bG0mJMATdc9oNIk7XxvCVDxV9j4iTIB3KIs+qleENVuAd2gZ8JUS4FkBVn0Bi5YDX0Yh1gf2j+PJwemit//z/nEcCsXxs1eHMx5nDnh/Hgf8gF/AwjY7Vva68V/vXAyBn528eoIgCIIgCIIgCIIgiFoy0KwK8FNBRFMp/ObVXfjInx/GvTv2IJRI4l+HB2e5hXMXSZIQj8cLb1glKIKGqHt+vWsEv9gxAkkGrlzdXdY+wmoETbMmwNcuA96miszsbzNlPKoI8EYHPBPgd01FEUtJcIrFza2NRZP4r2cPwi3yeOiSYwtuH0mlMaY68B84MIGr13ajw2UHUFwGvE3g8LMPL4fD6STxnSAIgiAIgiAIgiCIecNAkx8AcDgYwnV/fhjTcaWOX4fbhdFIFINB3VQpyzJSsqylKhDFc/PNN+OCCy7AwoULEQwGcdddd+GRRx7Bgw8+OGttok+RqHuCqrA7GkmWvQ/NAW+vrgBvnQHPV/SYE6oA3ubS5886XTa0O21Iy8Crk5Gi98Xc9JGUpE1S5ONwSJ8tTEoyfrlzRPt9WJ0YyCfAAwDPcSS+EwRBEARBEARBEAQxr2hzOeGxiZBkGdPxBLo8bnz8xA34xnmnAwBCySSCCUWU//u+Q3j3bx/Ac0eH8+2SsGBkZASXX345Vq5cibPPPhvPPvssHnzwQZx77rmz1iZywBN1DyuYOpUoP4KGictNVXbAW0XQ2FWxOV4pB7wWQaM74DmOw8YOLx46NImnhgLY2OEtal8sNgYAJmNJeAoUcD0cVAR4l8AjmpZw355xXLGqG/sCMTxxVImx2VDksQmCIAiCIAiCIAiCIOYLHMfh3CUDePrIEC5esRhnL14AUXW4t7qcmIjGMBgMw9dmxyMHDgMAnjw8iE29XbPZ7Ibjxz/+8Ww3IQtywBN1T0pWBfgZZMCzIqzNjuoVYZVkWct5txsc3kYHvCzP/LhWAjwAvL63CQA0IbwYAoZJjcki3t9DqgP+tL4mLG92IZqWcNfOEXz1+YMAgIsXt2FNq6fo4xMEQRAEQRAEQRAEQcwX3n/sKnz7gjNx3tIBTXwHgB6vGwAwFIogkU5j14Si7eydDFjuh2gsSIAn6h4mls+oCGuKCfCKAz5VhSKsibQurhsd8CwDXoY+mTATxlkEjTNzAcvJ3T4IHLAvEMuIiskHi/cB9GibfDABfqHPgctXKTOwP39tGAeCcbQ6RFx3bG9RxyUIgiAIgiAIgiAIgiAUeryKmXEwFMaeyWlNtzocCCKeSud7KtEAkABP1D1MgJ8uU4BPSbKWzV7NDPiEQdQ3CvDGn40ifTmkJFmbiDA74H12UYueKdYFbxTgi3HAswiafq8DZ/Y3Y4Ehsub6jf3w2ynViiAIgiAIgiAIgiAIohS6VQF+KBTGq6MT2uMSgP3T5IJvdEiAJ+oeNus3nUiVFeESMcwUahnwMxTCrWAZ7wIHiIYIGpvh58QMnfeT8RRkKF9c9lqMlBpDkxlBU7jILXPWL/A6IXAcPrCmWzlujx9n9zcXdUyCIAiCIAiCIAiCIAhCp1uNoBkMRfDq2ETG3/ZOFh81TNQnJMATdQ9zq6flzKKhxRJOKqK3nefgFvU89krDXPZGxzsA8BwHkVNE+JkK/xNq/nurU4TAcVl/ZwL8i2OhDHE9F5lFWPNvH06mMaG65Bf4FOf7eQOt+Nm5K/GlUxeDs2gPQRAEQRAEQRAEQRAEkR8WQXM0GMJr45MAgON7OgGQAD8XIAGeqHtSBrG8nBga5oB32wTNmV4dAV4R+s0CPADYBeW4iRked1wT4G2Wf+/1OLC0yYm0DDw5WHiJUikRNMz93uwQ4bUJ2uPLm92w8XQpIQiCIAiCIAiCIAiCKAfmgA8nU4gkU3CKAs5a1A8A2EMCfMNDqhlR9xjF8qlEOQ545TkekdfiYJJVKMKaV4BXBepEWsJ4LIn7948X1YbhSAJ/OTABSY3emYhZ578bKSWGJjOCJr8Af0iLn3Hk3Y4gCIIgCIIgCIIgCIIoHqcootWp6y0r21qwvLUZAHAoEEIiTYVYGxkS4Im6JzljB7widHtsgubUrq4DPjuKxWZwwP9g21F86dmD+M5LRwvu89Yth/HFZw7g93vGAABjqgO+zZm72OlpqgD/5FAAiXR+kT/DAV8gguZQkAR4giAIgiAIgiAIgiCIasAKsQLAmvZWtLmc8NvtkGQZhwLBWWwZMVNIgCfqHmMEzVQZAjxzwLtFQXPAp3II8F94ej/e++Cr2nNKIVcGPKDkzwNAMi1hx1QUAPDb3aM4EIzl3J8sy3h5PAwAuHfvGGRZNmTA53bAr2pxo90pIpKSsGU0lLfNGRnwBYqwsgiafh8J8ARBEARBEARBEARBEJWExdAAwKr2VnAchyUtisly3zTF0DQyJMATdU+lBHiPzRhBI0OWM0V4WZbx90NT2BeI4Z+DpV/Y8mfAK4/F0hIOqqJ7Wga+/eKRnPsbi6W017tnOobtExGMFxFBw3McXldkDE3A4ICfTqRzTkwAFEFDEARBEARBEARBEARRLXp8igNe5Dgsb2sGACxp8QMgAb7RIQGeqHsyImgSM4ugYUVYZSgCuJFgMo2UKsr/q4gCpmaYAG+3iKBhDvhDoTjiaRkCBwgc8M/BAJ4esj7WzqlIxu/37R3DeLRwBA2QmQNvnmhgpGUZIZPTP9/7e1iNoOknAZ4gCIIgCIIgCIIgCKKiLG5WxPaV7S1wCAIAaA74/VMkwDcyJMATdU/KUKx0Rg54UdCKoQLZhViNRUifHAzkdYNbkcgTQWNTH9ulxs8M+Jx4+7IOAMBtLx6xPNbOSWVb5jj/26EpHAkrInibK7cDHgA2dfrgFHgMR5PYNR213MYYs+OzKRf2iRw58MFEClOqOE8CPEEQBEEQBEEQBEEQRGXZ0NWBT558HP79hPXaY0tVAf5QMIikRIVYGxUS4Im6JznTCJqUmgFv4zUHvHm/QKb4HEymtfz1YskbQaMeVxPg/U5ctaYbfruAfYEY/rBvLOs5bNu3LGnDIp8TsbRUVAQNa8OJXT4AuWNoWPyMS+DRoQr6kzneXxY/0+YU4VHFeoIgCIIgCIIgCIIgCKIycByHUxf0oNOjZ8F3uF3w2mxIyzKOhvPX+SPqFxLgibpnpgJ8JKkI425RgMABTII3C/DmIqSl5sDrArxFBI362B7Vjb7I54TfLuKatT0AgB+9PISgKf6FRdCsaHbj4iVtGX9rLRBBA2TG0FgRUI/ntwtoUfeXqxCrVoCV3O8EQRAEQRAEQRAEQRA1wViI9WCQYmgaFRLgibonlZEBX/pyG+aA99h4cByXUYjVyKTqLmcCeqk58PE8ETQs+oZtM+BXhOxLlrRjkc+JqUQKd7w6rG0fSqZxNJwAACxvduGCgVat3W6Rh1ss7EI/tccPDsBrk1GMRBJZfw+q76XPLqDFoQrwOSJoDgWpACtBEARBEARBEARBEEStYYVYSYBvXEiAJ+qejCKsM3TAA9CEbHPuOotfOa23CQIH7AvEcER1fhdDvggam8kVP+BzAgBEnsPHNvQBAO7ZNYpDwRgAPX6my2VDk0NEs0PEGX3KjGdrgfgZRqvThnVtSgXtf1pMJgQ0AV5Ei6O4CJp+HwnwBEEQBEEQBEEQBEEQtUJzwIdIgG9USIAn6pq0LMMokweT6ZKLo0Y0BzwT4JXT3lyEdSKmxK8s9DlxbLsXQGku+HwCvIPPfGyhQcg+uduPU7r9SMkyvv3SUQDALjV+ZnmLnvv1juWdEDkOa1rdKJZ8MTTBZHYETa6IHxZBs8DrLPrYBEEQBEEQBEEQBEEQxMxghViPhIJIpKUCWxP1CAnwRF1jJbZPJ0pzwYeTegQNAK0QayJt7YBvdYp4XY+yvKeUHPh8GfBGB3yX2waXKULmo+v7IHDA40en8dxIEDtVB/yKZpe2zTFtHvz2ojW4edPCott0mirAPzcS1CYiGFoEjc0QQZPLAU8RNARBEARBEARBEARBEDWny+PGx44/DreceIaW6kA0FiTAE3WNMX7GIyqna6mFWMOmCBpWENUs7k+o+ectDhtO7VGE6y2jIQxHEvjlzhG8/6+v4vNP74csWzvwi8mAB5QCrGYW+Z1469J2AMBtWw9jx6TqgDcI8ADQ4bJb7j8XAz4H+r0OJCUZzwwFM/5mjKBhsTZWGfDT8RSC6iQGFWElCIIgCIIgCIIgCIKoHRzH4aTeHnS43OA4EuAbERLgibrGGBPT5lJE4lJz4CMpawd8VhFWgwN+wOdAn8eOpCTjbfe/gm+9eAR7pmP468FJHAlnFzQFoC0DsvMWArzBAT/gt45xuXpND3w2AbunY9gzrWTBrzAJ8KXCcRyO61DidHZPRzP+FkwYImjyOOBZ/nuHywanSJcMgiAIgiAIgiAIgiAIgigWUtOIuoa51EWO00TiUhzwsixrDnhPgSKsLAO+xSGC4zgtP10CsLTJiT6PHQDw3HCmk5yRL4KmkAMeAJocIj6wtlv73WcT0O2253+BRdDpViYuxqLJjMeZq91nEOAn4sksh/+hEMXPEARBEARBEARBEARBEEQ5kABP1DXMpS7yHJqZAF9CBnxCkpFSBWW3LVOATxjc9fG0hEhK+Z3FsVy9tgf/dkwvvnvmctx57ipcuKgNAPBMTgE+dwSNLcMBn1vIftvSDq1A6/JmV0WWFrWrr2cslinAaxE0NlErwhpPy4iaCnocVvPfKX6GIAiCIAiCIAiCIAiCIEpjVgX4xx57DBdffDF6e3vBcRzuvffegs955JFHcNxxx8HhcGDZsmW44447qt5OYvZgAryN59BkV0Ti6Xg631MyMBYedanxKTbVjW6MoGH57zae07LmvTYB71/VhQ0dXnAchxO6fACA50eCSFvkwOsOeKsMeIMAn8MBDygTDZ86fgE6XDZctKi1uBdZgHZXDge8IYLGJfCac3/K9P4eCilxOAt8JMATBEEQBEEQBEEQBEEQRCnMqgAfDoexfv16fOc73ylq+3379uGiiy7CWWedha1bt+L666/HNddcgwcffLDKLSVmi5SVA76ECBq9ACsPQXWTW0XQTMYz42esWNXihkfkEUymsXMymvX3vBE0qijvs+lxL7nY2OHDfW9ahwtUx/1MyS3A6xE0HMehxaEWYjW9v4dD5IAnCIIgCIIgCIIgCIIgiHLIrwRWmQsuuAAXXHBB0dt///vfx+LFi3HrrbcCAFavXo0nnngC3/jGN3DeeedVq5nELJIyOuDLEuAVkdmt5r8DehHWhFGAj+kFWHMh8hyO6/Th8aPTeHY4gNWt7oy/54ugYQ74RX5nzStWswiayXgKKUnWXj+LoPGrKwtaHCKGIglMxfT3V5ZlHApSBjxBEARBEARBEARBEARBlMOsCvCl8uSTT+Kcc87JeOy8887D9ddfn/M58Xgc8Xhc+z0YVPK7ZVnOKjY5H2Cvu55ev7EV5jYlVFe5yHNotisi+lQ8VXTbNQHexmvPYQ74ZFrSHmMFWJsdYt59n9DpVQX4IN6/qivjb8wBb+e5rH2c0OnDulY33ra0vebve5NdgMABaRkYjybQ6bYjJelZ7z71vWHO/EnD+zsZTyGcksAB6PXYZ9R2WZYho77OPaJ06u36QdQfdI4Q+aDzgygEnSNEIegcIfJB5wdRCDpHZodGer/r9RyR5cx/84l6+yzKoaEE+KGhIXR1ZYqeXV1dCAQCiEajcLlcWc/ZvHkzvvCFL2Q9Ho/HEYvFqtbWeiUlyUglEkhyPCS+Tmrwql8kWZaRlDJjUmJp5XeRB7yKkRtT8WTWdrkIJBIAlAga9hyWEBNPp7THxmLKJE2zXci77w0dyjn20ngYwUQcTlF/D4NJxTluF6SsfbS5OHz7zMUAUHTbK0mb04aRaBJDkShanJzm+Af09jY7lNcyHksgKSXBcRz2ByIAgE6XDTyXRlIqPn/fTEpKQYKEVCKFJF/794CoDLIsI5lQPr9ar+YgGgM6R4h80PlBFILOEaIQdI4Q+aDzgygEnSM1RNZ/kKTG0d9kGZCkOAAO9XSKSIqHEvE4UC9yXq0wGqsblYYS4Mvh5ptvxg033KD9fuTIEaxZswYOhwNOZ+5imHOVZFqCaI/DZndAtIhKmRXUKxrHcbDxtow/ybLierfzPNrUzyuQSGdtl4t4Wtm31yZoz2ERMZLMa49Nx5U7Q5vTnnffS/wiOl2KmL19Io6Tuv0AlIKmITVvvt/rho0Xcu5jNmhX2zwZl2HjbYiqxWm9Nh5OwQ4AaHUq/wcSyjYcx2EwrGy3wOco+j3PRZpPgwcP0S7C5pjZvojZQ1tJ4rBRh5WwhM4RIh90fhCFoHOEKASdI0Q+6PwgCkHnSA3h9B94vnH0N+UckcHzjro6R5jo7nAA803OdDgaPxK5oQT47u5uDA8PZzw2PDwMv99v6X4HlA/J+EEFAgEAithbT1+kWsFedz29fmMrzG1KyawIK49mpx6RYrWtFZEUK8IqaNvb1KtWUpK1x9g+W135b8Icx+GELh/u3z+B50dDOLmnCQAwGNGLuLpt9fe16lALsY7HUuA4DkH1ffHb9aKzrWpW/FQ8rZ0fh8Ms/33m2fUcx4FDfZ17RHnU2zWEqD/oHCHyQecHUQg6R4hC0DlC5IPOD6IQdI7UnkZ7r+vxHOG4zH/ziXr6HMqlTizQxXHKKafg73//e8ZjDz30EE455ZRZatH84ZUj09hyYLLmx01KTIDn0KxmlCckGTE1v7wQEdXp7bHpjnSbmkGTNBZhjesCeiFO6PIBAJ4dDmqPHQ0rUTe9HntR7ao1rBDraFR5ncGEMuHgM7wvnW5lm0MhfWnPQbUAa7+v8WcbCYIgCIIgCIIgCIIgCKLWzKoAHwqFsHXrVmzduhUAsG/fPmzduhUHDx4EoMTHXH755dr21157Lfbu3YubbroJr732Gr773e/i17/+NT7xiU/MRvPnDZIk499+/jyuvfN5ROKpwk+oIClJL5zqEnjY1QKqU/HisshZEVaPTT/VWRHWlEGAn1Az0VudhQX4TZ2KAL9zKqoJ94OqU7ynXgV41QE/phabDSSU98Vn1wX41S1uAMCe6ZhWUPZAQMlpW0QCPEEQBEEQBEEQBEEQBEGUzKwK8M899xw2btyIjRs3AgBuuOEGbNy4EZ/73OcAAIODg5oYDwCLFy/G/fffj4ceegjr16/Hrbfeih/96Ec477zzZqX984V4Ko1gLIVEWkIgNjsCvMgrS3+aVIf6dKK4doSTegQNQ1QF+ISku+hZBE0xDvhWpw1Lm5TAredHQgCMDvj6FKo1AV5zwCsCvN+uv95utx3NDhFpGdg1FUVKkjU3/CL/PAsYIwiCIAiCIAiCIAiCIIgKMKth1WeeeaZWAMOKO+64w/I5W7ZsqWKrCDPRpC5Ux5PFOc8rRdLggAeAZruI0WgSU0U68VkEjTvDAa/8zMT9tCxjmmXAO4srDnpClw97pmN4djiIcxa0YFAV4OvWAe80CfBJNYLG4IDnOA5rWtz411AAr05E0OwQkZRkOAQOXe76fF0EQRAEQRAEQRAEQRAEUc80VAY8MTvEDKJ7LFVc9nqlSJkE+CaHIhgXK8AzB7zH4IBn+2Li/nQ8BQlKMdgme3FzUid06jnwsizjqBpBU7cZ8LkiaAwZ8ACwulWJodk+GcEBNf99oc8Jfg4UvCAIgiAIgiAIgiAIgiDmNps3b8YJJ5wAn8+Hzs5OXHLJJdixY8estokEeKIgGQL8LDngWWwMK8Q6XawArzngcwvwLH6myS5qxynEhg4vRI7DUCSBw6G4wQFfnxE0HaoAH0ikEU9LlhE0ALBGFeBfnYhgv5r/PkD57wRBEARBEARBEARBEEQD8Oijj+K6667DU089hYceegjJZBJvfOMbEQ6HZ61NsxpBQ9QHf9s+jNcGA7juDcvAWTidowlddK99BI3iYLeZBPipIjPgI6wIq5hdhJXte1LNtW8pogArwyUKOKbdgy2jITx4cBIJSQYPJUe9HvHZBNh5DglJxngsiWAiO4IG0AuxHgrF8fK4cmGi/HeCIAiCIAiCIAiCIAiiEfjLX/6S8fsdd9yBzs5OPP/88zj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"<Figure size 1800x500 with 2 Axes>"
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]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(18, 5))\n",
|
||
"ax1 = plt.subplot()\n",
|
||
"\n",
|
||
"# Plot VT with step-like appearance\n",
|
||
"line1 = sns.lineplot(data=df, x='T(sec)', y='VT(l)', label='VT (L)')\n",
|
||
"ax1.set_xlabel('Time (sec)')\n",
|
||
"ax1.set_ylabel('VT (L)')\n",
|
||
"ax1.set_title('Respiratory')\n",
|
||
"ax1.grid(True, alpha=0.1)\n",
|
||
"\n",
|
||
"# Plot speed as step function on secondary y-axis\n",
|
||
"ax2 = ax1.twinx()\n",
|
||
"ax1.set_xticks(np.arange(0, df['T(sec)'].max() + 200, 200))\n",
|
||
"line2 = sns.lineplot(data=df, x='T(sec)', y='Speed', color='green', ax=ax2, \n",
|
||
" drawstyle='steps-post', linewidth=2, label='Speed')\n",
|
||
"ax2.set_ylabel('Speed')\n",
|
||
"\n",
|
||
"# Remove default legends first\n",
|
||
"ax1.get_legend().remove()\n",
|
||
"ax2.get_legend().remove()\n",
|
||
"\n",
|
||
"# Combine legends from both axes in the top left\n",
|
||
"lines1, labels1 = ax1.get_legend_handles_labels()\n",
|
||
"lines2, labels2 = ax2.get_legend_handles_labels()\n",
|
||
"ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper left')\n",
|
||
"\n",
|
||
"# Add colored background regions if you have phase information\n",
|
||
"ax1.axvspan(0, phase_times[1], alpha=0.2, color='lightblue')\n",
|
||
"ax1.axvspan(phase_times[1], phase_times[2], alpha=0.2, color='purple')\n",
|
||
"ax1.axvspan(phase_times[2], phase_times[3], alpha=0.2, color='lightgreen')\n",
|
||
"ax1.axvspan(phase_times[3], df['T(sec)'].max(), alpha=0.2, color='blue')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"id": "033cee9a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Data grouped by Speed (numeric columns only):\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>T(sec)</th>\n",
|
||
" <th>HR(bpm)</th>\n",
|
||
" <th>VO2(ml/min)</th>\n",
|
||
" <th>VCO2(ml/min)</th>\n",
|
||
" <th>RER</th>\n",
|
||
" <th>VE(l/min)</th>\n",
|
||
" <th>FEO2</th>\n",
|
||
" <th>FECO2</th>\n",
|
||
" <th>FETO2</th>\n",
|
||
" <th>FETCO2</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>EE(kcal/day)</th>\n",
|
||
" <th>EE(kcal/min)</th>\n",
|
||
" <th>CARBS(kcal)</th>\n",
|
||
" <th>CARBS(%)</th>\n",
|
||
" <th>FAT(kcal)</th>\n",
|
||
" <th>FAT(%)</th>\n",
|
||
" <th>MET</th>\n",
|
||
" <th>CUMULATIVE EE(kcal)</th>\n",
|
||
" <th>BP(kPa)</th>\n",
|
||
" <th>Watts</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Speed</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>3.5</th>\n",
|
||
" <td>142.4</td>\n",
|
||
" <td>96.1</td>\n",
|
||
" <td>1046.2</td>\n",
|
||
" <td>854.9</td>\n",
|
||
" <td>0.8</td>\n",
|
||
" <td>28.3</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>7230.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>39.4</td>\n",
|
||
" <td>0.3</td>\n",
|
||
" <td>60.6</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" <td>8.8</td>\n",
|
||
" <td>99.5</td>\n",
|
||
" <td>95.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4.0</th>\n",
|
||
" <td>320.8</td>\n",
|
||
" <td>109.3</td>\n",
|
||
" <td>1423.6</td>\n",
|
||
" <td>1271.0</td>\n",
|
||
" <td>0.9</td>\n",
|
||
" <td>38.7</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>10008.1</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.4</td>\n",
|
||
" <td>64.1</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>35.9</td>\n",
|
||
" <td>7.5</td>\n",
|
||
" <td>27.3</td>\n",
|
||
" <td>99.5</td>\n",
|
||
" <td>112.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4.5</th>\n",
|
||
" <td>501.8</td>\n",
|
||
" <td>139.4</td>\n",
|
||
" <td>1991.2</td>\n",
|
||
" <td>1862.2</td>\n",
|
||
" <td>0.9</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>14132.4</td>\n",
|
||
" <td>9.8</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>10.5</td>\n",
|
||
" <td>52.3</td>\n",
|
||
" <td>99.5</td>\n",
|
||
" <td>123.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5.0</th>\n",
|
||
" <td>685.6</td>\n",
|
||
" <td>153.2</td>\n",
|
||
" <td>2216.6</td>\n",
|
||
" <td>2098.0</td>\n",
|
||
" <td>0.9</td>\n",
|
||
" <td>64.3</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>15771.4</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>0.7</td>\n",
|
||
" <td>80.7</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>19.3</td>\n",
|
||
" <td>11.7</td>\n",
|
||
" <td>85.1</td>\n",
|
||
" <td>99.5</td>\n",
|
||
" <td>135.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5.5</th>\n",
|
||
" <td>862.6</td>\n",
|
||
" <td>163.1</td>\n",
|
||
" <td>2303.3</td>\n",
|
||
" <td>2198.3</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>69.9</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>16579.3</td>\n",
|
||
" <td>11.5</td>\n",
|
||
" <td>0.7</td>\n",
|
||
" <td>86.3</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>13.7</td>\n",
|
||
" <td>12.2</td>\n",
|
||
" <td>118.3</td>\n",
|
||
" <td>99.5</td>\n",
|
||
" <td>151.9</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 26 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" T(sec) HR(bpm) VO2(ml/min) VCO2(ml/min) RER VE(l/min) FEO2 \\\n",
|
||
"Speed \n",
|
||
"3.5 142.4 96.1 1046.2 854.9 0.8 28.3 0.2 \n",
|
||
"4.0 320.8 109.3 1423.6 1271.0 0.9 38.7 0.2 \n",
|
||
"4.5 501.8 139.4 1991.2 1862.2 0.9 56.0 0.2 \n",
|
||
"5.0 685.6 153.2 2216.6 2098.0 0.9 64.3 0.2 \n",
|
||
"5.5 862.6 163.1 2303.3 2198.3 1.0 69.9 0.2 \n",
|
||
"\n",
|
||
" FECO2 FETO2 FETCO2 ... EE(kcal/day) EE(kcal/min) CARBS(kcal) \\\n",
|
||
"Speed ... \n",
|
||
"3.5 0.0 0.0 0.0 ... 7230.0 5.0 0.2 \n",
|
||
"4.0 0.0 0.0 0.0 ... 10008.1 7.0 0.4 \n",
|
||
"4.5 0.0 0.0 0.0 ... 14132.4 9.8 0.6 \n",
|
||
"5.0 0.0 0.0 0.0 ... 15771.4 11.0 0.7 \n",
|
||
"5.5 0.0 0.0 0.0 ... 16579.3 11.5 0.7 \n",
|
||
"\n",
|
||
" CARBS(%) FAT(kcal) FAT(%) MET CUMULATIVE EE(kcal) BP(kPa) Watts \n",
|
||
"Speed \n",
|
||
"3.5 39.4 0.3 60.6 5.5 8.8 99.5 95.7 \n",
|
||
"4.0 64.1 0.2 35.9 7.5 27.3 99.5 112.4 \n",
|
||
"4.5 78.0 0.2 22.0 10.5 52.3 99.5 123.8 \n",
|
||
"5.0 80.7 0.2 19.3 11.7 85.1 99.5 135.2 \n",
|
||
"5.5 86.3 0.1 13.7 12.2 118.3 99.5 151.9 \n",
|
||
"\n",
|
||
"[5 rows x 26 columns]"
|
||
]
|
||
},
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Group by speed and calculate mean for numeric columns only\n",
|
||
"speed_groups = df.groupby('Speed').mean(numeric_only=True).round(1)\n",
|
||
"print(\"Data grouped by Speed (numeric columns only):\")\n",
|
||
"\n",
|
||
"speed_groups = speed_groups.iloc[1:-1]\n",
|
||
"speed_groups.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "25f1a8ef",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" T(sec) HR(bpm) VO2(ml/min) VCO2(ml/min) RER VE(l/min) FEO2 \\\n",
|
||
"Speed \n",
|
||
"3.5 142.4 96.1 1046.2 854.9 0.8 28.3 0.2 \n",
|
||
"4.0 320.8 109.3 1423.6 1271.0 0.9 38.7 0.2 \n",
|
||
"4.5 501.8 139.4 1991.2 1862.2 0.9 56.0 0.2 \n",
|
||
"5.0 685.6 153.2 2216.6 2098.0 0.9 64.3 0.2 \n",
|
||
"5.5 862.6 163.1 2303.3 2198.3 1.0 69.9 0.2 \n",
|
||
"6.0 1042.3 170.8 2282.2 2229.4 1.0 72.0 0.2 \n",
|
||
"6.5 1225.8 179.6 2381.8 2345.0 1.0 81.2 0.2 \n",
|
||
"7.0 1412.0 187.2 2348.1 2409.4 1.1 88.5 0.2 \n",
|
||
"7.5 1596.7 194.0 2519.0 2734.9 1.1 107.0 0.2 \n",
|
||
"\n",
|
||
" FECO2 FETO2 FETCO2 ... EE(kcal/day) EE(kcal/min) CARBS(kcal) \\\n",
|
||
"Speed ... \n",
|
||
"3.5 0.0 0.0 0.0 ... 7230.0 5.0 0.2 \n",
|
||
"4.0 0.0 0.0 0.0 ... 10008.1 7.0 0.4 \n",
|
||
"4.5 0.0 0.0 0.0 ... 14132.4 9.8 0.6 \n",
|
||
"5.0 0.0 0.0 0.0 ... 15771.4 11.0 0.7 \n",
|
||
"5.5 0.0 0.0 0.0 ... 16579.3 11.5 0.7 \n",
|
||
"6.0 0.0 0.0 0.0 ... 16763.2 11.6 0.8 \n",
|
||
"6.5 0.0 0.0 0.0 ... 17690.0 12.3 0.8 \n",
|
||
"7.0 0.0 0.0 0.0 ... 17600.5 12.2 0.9 \n",
|
||
"7.5 0.0 0.0 0.0 ... 18976.5 13.2 0.9 \n",
|
||
"\n",
|
||
" CARBS(%) FAT(kcal) FAT(%) MET CUMULATIVE EE(kcal) BP(kPa) Watts \n",
|
||
"Speed \n",
|
||
"3.5 39.4 0.3 60.6 5.5 8.8 99.5 95.7 \n",
|
||
"4.0 64.1 0.2 35.9 7.5 27.3 99.5 112.4 \n",
|
||
"4.5 78.0 0.2 22.0 10.5 52.3 99.5 123.8 \n",
|
||
"5.0 80.7 0.2 19.3 11.7 85.1 99.5 135.2 \n",
|
||
"5.5 86.3 0.1 13.7 12.2 118.3 99.5 151.9 \n",
|
||
"6.0 93.9 0.1 6.1 12.1 152.8 99.5 163.3 \n",
|
||
"6.5 93.8 0.1 6.2 12.6 189.8 99.5 180.0 \n",
|
||
"7.0 97.3 0.0 2.7 12.4 227.9 99.5 191.4 \n",
|
||
"7.5 99.7 0.0 0.3 13.3 267.2 99.5 208.1 \n",
|
||
"\n",
|
||
"[9 rows x 26 columns]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"speed_groups = df.groupby('Speed').mean(numeric_only=True).round(1)\n",
|
||
"# Plot Speed vs Heart Rate from the grouped data\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"\n",
|
||
"# Drop the first and last row from speed_groups\n",
|
||
"speed_groups = speed_groups.iloc[1:-1]\n",
|
||
"print(speed_groups)\n",
|
||
"# Create speed bins from 3.5 to 7.5 mph\n",
|
||
"speed_bins = np.arange(3.5, 8.0, 0.5) # Creates bins: 3.5, 4.0, 4.5, 5.0, 5.5, 6.0, 6.5, 7.0, 7.5\n",
|
||
"stage_labels = [f'Stage {i}' for i in range(1, len(speed_bins) + 1)]\n",
|
||
"\n",
|
||
"# Filter data to only include speeds in the desired range\n",
|
||
"filtered_data = speed_groups[(speed_groups.index >= 3.5) & (speed_groups.index <= 7.5)]\n",
|
||
"\n",
|
||
"# Create the main axis for heart rate line plot\n",
|
||
"ax1 = plt.gca()\n",
|
||
"line = ax1.plot(filtered_data.index, filtered_data['HR(bpm)'], marker='o', linewidth=2, markersize=6, color='red', label='Heart Rate')\n",
|
||
"ax1.set_xlabel('Speed (mph)', fontsize=12)\n",
|
||
"ax1.set_ylabel('Heart Rate (bpm)', fontsize=12, color='red')\n",
|
||
"ax1.tick_params(axis='y', labelcolor='red')\n",
|
||
"\n",
|
||
"# Add heart rate values as text labels on the points\n",
|
||
"for i, (speed, hr) in enumerate(zip(filtered_data.index, filtered_data['HR(bpm)'])):\n",
|
||
" ax1.text(speed, hr + 2, f'{int(hr)}', ha='center', va='bottom', fontsize=9, fontweight='bold', color='red')\n",
|
||
"\n",
|
||
"# Create secondary y-axis for EE bar chart\n",
|
||
"ax2 = ax1.twinx()\n",
|
||
"bars = ax2.bar(filtered_data.index, filtered_data['EE(kcal/min)'], alpha=0.6, width=0.2, color='blue', label='Energy Expenditure')\n",
|
||
"ax2.set_ylabel('Energy Expenditure (kcal/min)', fontsize=12, color='blue')\n",
|
||
"ax2.tick_params(axis='y', labelcolor='blue')\n",
|
||
"\n",
|
||
"# Add EE values as text labels on the bars\n",
|
||
"for i, (speed, ee) in enumerate(zip(filtered_data.index, filtered_data['EE(kcal/min)'])):\n",
|
||
" ax2.text(speed, ee + 0.3, f'{ee:.1f}', ha='center', va='bottom', fontsize=9, fontweight='bold', color='blue')\n",
|
||
"\n",
|
||
"# Update x-axis with stage labels\n",
|
||
"plt.xticks(filtered_data.index, stage_labels)\n",
|
||
"plt.title('Heart Rate vs Speed with Energy Expenditure', fontsize=14, fontweight='bold')\n",
|
||
"\n",
|
||
"# Combine legends\n",
|
||
"lines1, labels1 = ax1.get_legend_handles_labels()\n",
|
||
"lines2, labels2 = ax2.get_legend_handles_labels()\n",
|
||
"ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper left')\n",
|
||
"\n",
|
||
"plt.grid(True, alpha=0.3)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "report_generation",
|
||
"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": "3.12.3"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|