{ "cells": [ { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'SpO2 (%)')" ] }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',',dtype='int')\n", "rawdata_microseconds = rawdata[:,0] / 1000000\n", "rawdata_zacurate_output = rawdata[:,1]\n", "rawdata_zacurate_sensor = rawdata[:,2]\n", "rawdata_fab_sensor = rawdata[:,3]\n", "\n", "fig, ax = plt.subplots(figsize=(16,9), dpi=60)\n", "ax.plot(rawdata_microseconds, rawdata_zacurate_output)\n", "ax.set_xlabel('seconds') \n", "ax.set_ylabel('SpO2 (%)') \n" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',',dtype='int')\n", "rawdata_microseconds = rawdata[:,0] / 1000000\n", "rawdata_zacurate_output = rawdata[:,1]\n", "rawdata_zacurate_sensor = rawdata[:,2]\n", "rawdata_fab_sensor = rawdata[:,3]\n", "\n", "fig, ax = plt.subplots(figsize=(16,9), dpi=60)\n", "ax.plot(rawdata_microseconds, rawdata_zacurate_sensor, marker='o', linestyle='none', markersize=0.2, label='zacurate')\n", "ax.plot(rawdata_microseconds, rawdata_fab_sensor, marker='o', linestyle='none', markersize=0.2, label='fab')\n", "ax.set_xlabel('seconds') # Add an x-label to the axes.\n", "ax.set_ylabel('ADC counts') # Add a y-label to the axes.\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',',dtype='int')\n", "rawdata_microseconds = rawdata[80000:80500,0] / 1000000\n", "rawdata_zacurate_output = rawdata[80000:80500,1]\n", "rawdata_zacurate_sensor = rawdata[80000:80500,2]\n", "rawdata_fab_sensor = rawdata[80000:80500,3]\n", "\n", "fig, ax = plt.subplots(figsize=(16,9), dpi=60)\n", "ax.plot(rawdata_microseconds, rawdata_zacurate_sensor, marker='o', markersize=3, label='zacurate')\n", "ax.plot(rawdata_microseconds, rawdata_fab_sensor, marker='o', markersize=3, label='fab')\n", "ax.set_xlabel('seconds') # Add an x-label to the axes.\n", "ax.set_ylabel('ADC counts') # Add a y-label to the axes.\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',',dtype='int')\n", "rawdata_microseconds = rawdata[80030:80150,0] / 1000000\n", "rawdata_zacurate_output = rawdata[80030:80150,1]\n", "rawdata_zacurate_sensor = rawdata[80030:80150,2]\n", "rawdata_fab_sensor = rawdata[80030:80150,3]\n", "\n", "fig, ax = plt.subplots(figsize=(16,9), dpi=60)\n", "ax.plot(rawdata_microseconds, rawdata_zacurate_sensor, marker='o', markersize=5, label='zacurate')\n", "ax.plot(rawdata_microseconds, rawdata_fab_sensor, marker='o', markersize=5, label='fab')\n", "ax.set_xlabel('seconds') # Add an x-label to the axes.\n", "ax.set_ylabel('ADC counts') # Add a y-label to the axes.\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 5000)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',')\n", "\n", "threshold = 0.1 #change percentage must be below this value to register a stable data point\n", "prev_zacurate_sensor = 1 #previous sensor value for threshold calculation (starts at 1 to avoid divide-by-zero error)\n", "counter = 0 #for averaging and checking for background\n", "background_mintime = 5 #consecutive stable readings needed to indicate a background value\n", "accumulator = np.zeros([2,1]) #for averaging\n", "cleandata_zacurate_sensor_pulse_0 = np.zeros([2,0]) #output np.array for first pulse\n", "cleandata_zacurate_sensor_pulse_1 = np.zeros([2,0]) #output np.array for second pulse\n", "cleandata_zacurate_sensor_background = np.zeros([2,0]) #output np.array for background data \n", "bucket = -1 #-1 for start (unknown bucket), 0 for pulse_0, 1 for pulse_1, 2 for background\n", "for x in rawdata:\n", " if abs((x[2] - prev_zacurate_sensor) / prev_zacurate_sensor) > threshold:\n", " if counter > 0: #checks for repeated over-threshold changes\n", " temp = np.array([accumulator[0] / counter, accumulator[1] / counter])\n", " if counter > background_mintime: \n", " cleandata_zacurate_sensor_background = np.append(cleandata_zacurate_sensor_background,temp,axis=1)\n", " bucket = 2\n", " elif bucket == 2:\n", " cleandata_zacurate_sensor_pulse_0 = np.append(cleandata_zacurate_sensor_pulse_0,temp,axis=1)\n", " bucket = 0\n", " elif bucket == 0: # ignore background pulse between signal pulses\n", " bucket = 0.5\n", " elif bucket == 0.5:\n", " cleandata_zacurate_sensor_pulse_1 = np.append(cleandata_zacurate_sensor_pulse_1,temp,axis=1)\n", " bucket = 1\n", " counter = 0\n", " accumulator = np.zeros([2,1])\n", " else:\n", " counter += 1\n", " accumulator[0] += x[0] / 1000000\n", " accumulator[1] += x[2]\n", " prev_zacurate_sensor = x[2]\n", " \n", "print(cleandata_zacurate_sensor_background.shape)\n", " \n", "fig, ax = plt.subplots(figsize=(16,9), dpi=60)\n", "ax.plot(cleandata_zacurate_sensor_pulse_0[0,:], cleandata_zacurate_sensor_pulse_0[1,:], label='pulse_0')\n", "ax.plot(cleandata_zacurate_sensor_pulse_1[0,:], cleandata_zacurate_sensor_pulse_1[1,:], label='pulse_1')\n", "ax.plot(cleandata_zacurate_sensor_background[0,:], cleandata_zacurate_sensor_background[1,:], label='background')\n", "ax.set_xlabel('seconds') # Add an x-label to the axes.\n", "ax.set_ylabel('ADC counts') # Add a y-label to the axes.\n", "ax.set_title('Zacurate sensor')\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 5000)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',')\n", "\n", "threshold = 0.1 #change percentage must be below this value to register a stable data point\n", "prev_zacurate_sensor = 1 #previous sensor value for threshold calculation (starts at 1 to avoid divide-by-zero error)\n", "counter = 0 #for averaging and checking for background\n", "background_mintime = 5 #consecutive stable readings needed to indicate a background value\n", "accumulator = np.zeros([2,1]) #for averaging\n", "cleandata_zacurate_sensor_pulse_0 = np.zeros([2,0]) #output np.array for first pulse\n", "cleandata_zacurate_sensor_pulse_1 = np.zeros([2,0]) #output np.array for second pulse\n", "cleandata_zacurate_sensor_background = np.zeros([2,0]) #output np.array for background data \n", "bucket = -1 #-1 for start (unknown bucket), 0 for pulse_0, 1 for pulse_1, 2 for background\n", "for x in rawdata:\n", " if abs((x[2] - prev_zacurate_sensor) / prev_zacurate_sensor) > threshold:\n", " if counter > 0: #checks for repeated over-threshold changes\n", " temp = np.array([accumulator[0] / counter, accumulator[1] / counter])\n", " if counter > background_mintime: \n", " cleandata_zacurate_sensor_background = np.append(cleandata_zacurate_sensor_background,temp,axis=1)\n", " bucket = 2\n", " elif bucket == 2:\n", " cleandata_zacurate_sensor_pulse_0 = np.append(cleandata_zacurate_sensor_pulse_0,temp,axis=1)\n", " bucket = 0\n", " elif bucket == 0: # ignore background pulse between signal pulses\n", " bucket = 0.5\n", " elif bucket == 0.5:\n", " cleandata_zacurate_sensor_pulse_1 = np.append(cleandata_zacurate_sensor_pulse_1,temp,axis=1)\n", " bucket = 1\n", " counter = 0\n", " accumulator = np.zeros([2,1])\n", " else:\n", " counter += 1\n", " accumulator[0] += x[0] / 1000000\n", " accumulator[1] += x[2]\n", " prev_zacurate_sensor = x[2]\n", " \n", "print(cleandata_zacurate_sensor_background.shape)\n", " \n", "fig, ax = plt.subplots(figsize=(16,9), dpi=60)\n", "ax.plot(cleandata_zacurate_sensor_pulse_0[0,:1000], cleandata_zacurate_sensor_pulse_0[1,:1000], label='pulse_0')\n", "ax.plot(cleandata_zacurate_sensor_pulse_1[0,:1000], cleandata_zacurate_sensor_pulse_1[1,:1000], label='pulse_1')\n", "ax.plot(cleandata_zacurate_sensor_background[0,:1000], cleandata_zacurate_sensor_background[1,:1000], label='background')\n", "ax.set_xlabel('seconds') # Add an x-label to the axes.\n", "ax.set_ylabel('ADC counts') # Add a y-label to the axes.\n", "ax.set_title('Zacurate sensor')\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 422, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 422, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eeCMefvhhfOUrX8ELL7yAK664oit/sxewCGEYhllOJCeBS34RmN4PxA4rQeI5PCeEYZizi4Av4Bq9WAo+9alP4V3vehc+8YlPIBgM9uzvnglcmM70HqPq9QoYZvmSmgLWXaweFzPerkXDkRCGYZgzIhgM4n3vex++9a1veb2UjuFICNNbJp4H/u5W4PengNCQ16thmOVFMQ0Uk8DoFiAwAJRzXq9IwTUhDMMwi+a8887Dww8/XPv5C1/4goerWTwcCWF6y9Gn1baU9XYdDLMcSZxU25HNyglQohIJ0elY3B2LYRhmucAihOkt6Wm1Lee9XQfDLEfix4HgEDC01hQhRJwBPCeEYRhm2cEihOkt6Rm1ZRHCML0nfhwYOw8QAggNExIhPCeEYZizh36b13GmlMund+3mmhCmt6TMSEiFRQjD9Jz4cWBsq3pMKh2La0IYhjk7GBsbw9GjR71eRk/x+/1Yv969jbAbLEKY3mFUgcSEesyREIbpPfHjwOpt6jGldCxu0cswzFnCqlWrsGrVKq+X0RdwOhbTO6b3AcWUeswihGF6T2oKWGn2rSeZjsUihGEYZrnQVREihFghhPipECIjhLjMdmybEOIVIURBCDFs7tsihNgthNgjhPieEGLU3L9bCPGMub2rm2tkPOTIU8A5lwOhFUCl4PVqGGb5kZtXRekAzXQsFiEMwzDLhm5HQvIAPgjgYYdj0wB2AnjBsi8F4MNSyhsBfAfAb1iOvV9KuVNK+Y0ur5HxiiM/BLbdDAQjHAlhmF4jJZCdB4ZWq58ppWPpIs4KixCGYZjlQldFiJSyIqWcczmWk1ImbfsSUsoF88cygIr52ADwhBDiMSHEVvtrCSHuEEI8KIR48OTJk938LzBLRT4OnHoROP8WIDjAIoRhek0hCRhlWySEigjhSAjDMMxyg0RNiBBiBMBvAvi6uesOKeUNAL4M4M/tz5dSPiSlvFNKeefmzZt7t1Dm9Jk5oLydm98FBAdZhDBMr8nF1HZwjdqSrAnh7lgMwzDLBc9FiBAiCOCbAD4tpYwDgJQyZm73ANjk4fKYbpGdByJjQCAEBAa4RS/D9JqsGaQe0iKEYk0IzwlhGIZZLnguQgD8LwAPSil/oncIIVaa24sBxL1aGNNFcjFg0MxFD0aAMhemM0xPyc4D4ZVAIKx+Dg0BRSIiRMNzQhiGYZYNXZ8TIoR4AsBVAC4UQnwNwHVSyt8UQowBeAjAlQC+K4T4IoAEgI8CuEAI8QkA35FSfgXAj4QQ2lX+291eI+MBuYW6BzYYAco5b9fDMMuN7Fz9OwgA/jCdGgwdCZFVNU/I5/d2PQzDMMyS03URIqX8gG3X1839cQC3OPzKkMNrvKPb62I8Jjdfj4QEItyil2F6zfR+YNXb6z/7Q/RECKDW5It4txaGYRimJ1BIx2KWA7kYMGhOEOVICMP0FsMADj0BXGjxEfkDdGowdItegI4wYhiGYZYUFiFMb8jF6l15ggNcE8IwvSR+DMjMAtveW9/nDxESIYZaD8CzQhiGYZYJLEKY3pCN2dKxuDsWw/QM3Z53+Jz6Pl9QzQ2hgDTUdQHgSAjDMMwygUUI0xuaumOxCGGYnpGLqfk8ocH6Pn+QjsEvjXrXLp4VwjAMsyxgEcIsPVIqI6ihOxanYzFMz7A6ATT+oDL+DcP5d3qKVPODADopYgzDMMySwiKEWXpKGeXd1IXpgTB7Oxmml1gbQ2h0DQaFlCxrJIRnhTAMwywLWIQwS4/OR6/VhAxwi16G6SVOkRCf2aGdQkqWNFTDCoAjIQzDMMsEFiHM0lMTIWY6ViDM3k6G6SW5BYd0LDMSQsHol9Z0LL42MAzDLAdYhDBLTzampjOHzLmUHAlhmN7iKEKCaktFhPiCgPDRiMwwDMMwSw6LEGbp0UXpQqifAwMcCWGYXpKbd0/HolITInwqOsNzQhiGYZYFLEKYpcdeFBsIcySEYXpJegYYXte4r5aORcDol4ZyUvjDNNbDMAzDLDksQpilx+6F5UgIw/QOwwBSU8DKcxv319KxKr1fUxPSFCFBrglhGIZZJrAIYZaeXKxelA7UIyFSercmhlkuZOdUytXKjY37qbXo1elYFGpUGIZhmCWHRQiz9NiLYmtdcPos7WL2da9XwDCLJzWptiObGvdTa9ErfEAgxFFShmGYZQKLEGbpydrTsfRQsj6qCzn0PeAv3w1kol6vhKFKNub1CpxJTQKhFcDASOP+Wk0IgXQsaQAQZiSEgChiGIZhlhwWIczSk4sBQw6RkH7yeJ54Xm3LeW/XsVw49RKQnPR6FZ0TnwD+5O3A1Cter6SZ5GRzFASw1IQQMPqlNNOxuDCdYRhmucAihFl67NOa+zESMndIbftpzf3M39wEfPNOr1fROVMvq20p6+06nEidAlY6iBCfXxn+pGpCgixCGIZhlgksQvqd1LTqfkMVowrk4841If0SCUnPALMH1WOOhCw9Oj2on4zRmQNqS/H8SE42F6VrfEEaheDS7I4VCPOcEIZhmGUCi5B+5vhPgD+9CNhzn9crcScfByCbu2MB/RFVOPEC8OULgeQJ9XM/rLnfiR9TWyfvPVWm9qltMe3tOpxITQEj5zof8xMRIZAcCWEYhlkM8eNer+CMYRHSz+z9O7X96V8RMSQcyJnFuv0aCdEebg2LkKVn7k21tRdSUyZhitRSxtt1OJGadBd0VIz+WjpWmOeEMAzDtCMTBf58B806xEXAIqSfmTkAXP0fgEJS/aNIdl5trRPT/X0UCZnerzr23Pw5IDgElPtgzf2OvqhSrK9wQkoVbQCAIjERYlTNSIiLCPEFAYNIdywheE4IwzBMJ8y+rq6bky95vZIzgkVIv1LKAbHDwJbrzJ+JGT+aXEx5tHUnHgDwmUPJ+kGEzLwK7PzPwPX/l5mvTjDn/2xj/EdqS/WctlNMAeUsEIjQW3NmFpDV5mnpGipGv27Ry3NCGIZh2qOb5Uzvb9x/6EngyFO9X89pwiKkX5l7Q924N/+c+rmU83Y9buRsM0I0gYH+MDYWjgOrL1CPgxGOhCw1iROqvuLi2+gZ9G7oKMja7fRqQvTa3ArT/QEi6ViSJ6YzDMN0ytwbamsXIa/+K/DGY71fz2nCIqRfSU4C4RFgxQb1c5mqCIk1FqVrAmH6kZBiGigm66ksgQH6a+53nvp/gU3XANtuopfa5EZqUqU1jZ1HTzglT6lIZHjY+bg/RKxFb4hrQhiGYdqxcBQY2QykZx0Oip4v53RhEdKvZGaBFeuVdx6CnvGjyS30byRED8vTRb3BSP+IEKOqwrJSer2SxRF9A7jsw0B4Jd1z2k5qWjkDwivoCafUpHsqFkCoRa+1JoRAZIZhGIYy5QKw4hyHeuD+uuezCOlX0jPA8Hp14w4N0U3HyrqlY4VpzlSwkjqljLShdernfliz5sDDwD9/BIge9Holi6OcA4KDNA16NxIngNEtQGgFPeHkNi1dQ6VFr46E8JwQhmGY9lRLKsukkm+8huuZS30Ci5B+JTOjVDCgjDbK6VhDDiLEH6LRlacVyUlg5QZVSA+owuN+iYQcfFRt7fmi1CkXVMQpNGxeXImfI4Dq1T62VaU8kasJcZmWrqHSopfnhDAMw3SOUanbVoWU5YAEp2MxS096VkVCACA0SLedaS7mHAnxESmIbYV9vkKwj2pCZl9T24OP0fB0d0o5p0SIrmGgFllwIjGh6kFCw/TWm5pqLULItOiVljkhBK8LhRTwwl/1X3ojwzBnJ9USMLRWPS7aUrI4EsIsOdZISGi4/0RIP3TBiR4E1lxQ/zkw0D/dsfJxVeD91veAFx/wejWdU86ryF6oj0RI/DgwutVMISMWCcnOAcPr3I9TiTzoFr1Ua0J+/EXgyc/2jxOCYZjFkZy0RRSIo9OxgMZ195mjhEVIv5KeBYat6VhURcgCEFnVvJ9KLnorpvYDG3fUfw4M9MeckEpJza64+XPA2ouA9LTXK+oMw1CdkQIDyqAH6IprTSmnmkSMnae6UFETIfkEEBl1P07le6gjIVTnhMwfUVtqny/DMN3hzy4BvvFLXq+ic6plIDIGQNiK0zkdi1lqDMOstTBVcGiQZmF6tazEUWSs+Zg/SKM1qBvZeSB5olGEBPskEpKPq+2Kc4B1lwCFhLfr6RQt8IKDqkAZoO95zkbVdsU5SoTkCb3XhqHE6MCI+3Oo1GZRn5geP6a2LEIY5uyln6aPV0vqPhleoa7zGi5MZ5acQkJNQa6JEKLpWNogc/LE+oikgbgRPQhAKCNe0y9zQvILahtZpQSgFiXU0Z3HghFljAL0OyVpD1RkVBn71SIdoVpKK+N+oEUkhEptFvU5IYkTalvso3QNhmHOXqpldb0Mr3RII2MRwiwl2Xm11fmAVNOxtAfeyRPrD9HufJSaUoX/2iMP9I8IyWkRMqaMY0re+VY0iBDzfadgILeikAQgVHtefZ439W33CL2OdpEQCpEHynNCKsV690GOhDDM2Uef1VEAqIuQgZG+do6wCOlHclqEmAXfVNOxtPHr5In1E/HAupGaBFZubNwXjPTHnJBcTF2Y/AH13vdjJMTnM730BL3iVvIJ9V77fPRESKtIpIZKTYhu0UtxToi1popFCMOcffRDAxQ71ZJ5j1/ZXJjO6VjMkpKLAeERVcQJAMEhmulYhYRS6sFI8zF/iHZNSGq6WYQEwv0RCclbmgFExvqnJkR7m/X54idokNopJOvig5oI0esIr3R/DpXarFo6FsE0zeSk2g6uZhHCMGcjVkddP0RFpFTXbX+ouSaEC9OZJSc7DwxaOk6FCA4rNKrA1D7liXdS5T4qHlgXUlPNIoT6mjW5hfr50U/pWFrgBQfV1h+kHwmxipDAgLopUBIh4RHA53d/DpXarFqLXoJzQlJTwNA6lf7KIoRhzj6s98h+yBzQdog/5DysmiMhzJKSm68XpQPKQ0/txv3KPwJP/5HqKOUERY+nFad0LCqdhNqRizVGQoop2vU3mnIOEH51bgDmeU1c9FlFiBDqMZXIUyHRuh4EML+HBM6N2rBCgjUh+lrQ5HFkGOaswCo8MlHv1tEJuQXgj8whhf6gKUIsaeL9EMmxwCKkH0lN14vSAXOIHrFaBe3V1l1l7JDJRXfBPi0doL9mTT5erxfS9ThUvPOt0IMKNf4wzZkRVqwiBDBFCJH3upAEIp2IEAJGv3VOSLVE60aqp85THEbJMMyZk48rOwqg/x2fOVB/7A+ZNcHWdPxlnI4lhFghhPipECIjhLjMdmybEOIVIURBCDFs2f97QohnhRCPCyFGzH03CiGeN/df2c019j3JSWDfN4EL31/fFxigZ6yJNqcWla48ThRSatL0qrc37vcFaOTPt8OajlWrUyDinW9FOd9YP9Q36ViWwm9KIiQfb92eF1DpWBTOaWuLXoDWtaEhEkLcQGEYZvHk48CKDSoSXyL+Hbfey53SsZZ5YXoewAcBPOxwbBrATgAv6B1CiLUAbgPw8wD+GcBvm4f+CMAHAPwqgPu6vMb+ZuZVtd1xV30fxYJpbYhtuMr5OJWCWCcWxtXWLkKopK60w1qYHhpSW2qRMifsIoRipyQ79khIeCUdEZJ0iObZodIq29qiF6ARndGkJoGRTc1daBiGOTtInjSjncP0HQ25WP2xL9CcjtVndFWESCkrUso5l2M5KaX97vxOALullBLAkwDeLYQYBFCWUsallCcAOIzbXsYUUvWWoJpAhF4kpJgC3r4T+I0fOR+nUhDrRGxcGfHW4n+Ajte4HblYfe06vYla4wInmiIhBOsD7NjrLgIDdNacPAmMnNv6OWRaZUvCIsRMxwpxJIRhzkqibwLrLlJOpCLxdr0pS8tw13Ss/sHrmpBRANq1lASwyrYPACpCiJD1l4QQdwghHhRCPHjy5MnerJQKxZTyyFkJhIEKMSVcTKtUELfOPFQ8sE4sHAVWb2ve7w/QShNxw5qOFQgDEDRbONtJT9UjN4BZmE5MXFuREph7s/FcCRASTsmTwOjm1s+h0ipbp2MFiA2prJRUoerKjercpDgUlmGYM2PuTWDtRUBomP7MkPRU/XEtHctWmL6M07EWSxyAtqhHASzY9gFAQErZcEeSUj4kpbxTSnmbY4IOAAAgAElEQVTn5s1tbrJnG4Vkc99/ijUhBQexZIWMB9aB2BFglZMIIVzHojGqyjuv07GEMI0nYiLVTnYeeOGvgB0fq+/zh2inYyUmVC7xxh31ff4Qje+iYah0rHaRECptp2stes3OaBTeQ8AcVCjNSAjReUwMw5w+5QIQP6ZESD90wGuIhAQdWvQu48L002AvVJ0IALwPwLNSyjyAoBBiTAixBUDM7ZeXJcW0SySkQKujTDHVZkgaEQ+sE7Fx50hIP6RjFZLKoNPdsQDnPuLUmHxZrXvHrvo+f4h2JGTyZTWHY+xt9X1+Im2FM7PqXB1pFwmhIkJ0i14dCSGwJkClYgGqaDU0zCKEYc424sfUvWfNdrMmhHAkpFoBpl6u/+yYjoW+ioQEuv2CQognAFwF4EIhxNcAXCel/E0hxBiAhwBcCeC7QogvSim/J4T4rhDiWagIyK+ZL/MHAJ4AYAD4VLfX2Nc4Gfc6j75aqqczeE2hjQih4oF1YsFFhPRDOlZuQW2t9SzBCH3jafY1lZPrt1ySqM8JmT+s1mytz/IHaaTsLBwFIDoUIQSiTU3dsYiIz/yCEh/BAfNmT1zMMwyzOOITqq52eJ2KhFBOx5r4SWNzDH8QCA719ZyQrosQKeUHbLu+bu6PA7jF4fl/BuDPbPv2ALiu22s7K3BKc9LCo1KgI0KcalesUPHA2sktqBQbp3QsHQmhnHOZNQctWSMh/ZCONfs6sP6yxn3+IJ20HCcys8Dw+sZ9VITT7GtKSIcGWz/PF6QxgLNWE0KsMN3qTAkN0TZQGIZZPIkJYHSLmbpMvPnE9KvA+kuAmdcASHX9DkZUTbBhmA4xTsdilhKnSIgeslMm1Ka3mG6TjkXEA2tn4aja2tvzAvV8daPau/UsltSUGmRpFaPBQRre+VbMHwLWXti4z0+8MN1JhFARTjMHmkWdE1Q6kElbdywqtUBWZwqnYzHM2Ud8Ahjbqh5TT8eSVXWN1LaIz1d3NOmUa8pOUgdYhPQbukWvFWskhAptC9NDNDywdlJTKs/fae0+LUIIeLrdSE8DKzc07gtG6KeR5JP1YnpNgHhhenbOQYSEaRj1MweAczoRIVRSDKUtHYvAewg0R0KqRbpd/RiGWTyJCWBUi5AVtIcVGlV1ndS2CKDSsQBbtgOLEGapaBUJoeCBBZTBW0wCQ2vdn0N1Tkg2Cgy7rFt7HyiuW6NnGljph3SsUlp5oaxQMejdyMyqPGIrFCILlSIQPQhs2NH+uVScATodSwjz2kDkWla0DKOszdzhaAjDnDVY5ymFiA8r1A08fJZKipD9utRfNSEsQvoNx5oQLUKIREJqKU0OdRUaqjUhmTlgaJ3zsZoIIWC0uZGaUp18rPRDOlYxo/JxrVAw6FuRiTrUhBBY8/Srag2brm7/XCrOAN2iF6BTVwM0Xm9DpkjmlCyGOXvIROv3TPLpWAYg/I0NXGrOEdPRyOlYzJLSD5GQhXFlUA6tcX8OVRHSKhLSN+lYGxv3BYl39akU1Xtqj4QEiMzccKKYUTm49nOFwmyTUy8Cq89v7JDmBpXvoTTqN04qdTVA4/VWD9JkEcIwZweGYTqTzOu4vdMUNXTE2OcgQmr3eC5MZ5aKcl7dFO1pTrWaECJfntg4sPrtrdU4VS93JtoiEmJ+8SkYbW6kppsjISHic0K0UWedlg7QTsfKzKqt/VyhcF5HDwLnXN7Zc/1BVexoGEu7pnboNAOAzqwVwBYJYRHCMGcV+bi6/umIdnCAjh3lhHbWWGtCtP1nTWHlSAizJGTM9qv2PHQh1I2bivdwYdy5u5QVX4BmRCE71/z+aqhHQgzDpTCduAjRObghe00IAYPeDT2PxR7tozBgMX68/fdPowvBvT6ntYcPoPEeagpJjoQsJ5KTwCv/5PUqmF5hdyYFB4lHQszCdGs6ls+vUrS0/ddnc0JYhPQT+gtjz0MHTAVPpCZken97T6w/pAwPau1uM1H3gnrqNSG5mDImV9jSsUJDtNOx9OyFsK0mhHI6Vi6mQvd6UKiGQj3DwrHGKe6t0GF9r8WeNR2LQl2NpmjpRujzq9RXFiFnLz+8F3j0U3SvO0x3yUaVAa9TV4MR5bCjashrZ81N/xU47/r6/oA9a4AjIcxSkJlVXjmnAWSBARoXzlIOmD0IbLqm9fNqBj2hqIJhAOkZYMU5zsepR0LSU2rr1KKXdCTEFCFNkRDC6Vi5WONASI3X9QyVIpCaBFZ1KEKIfA8rhoG/f/4ECuUqjboaTcFWg8cDC89udF3a9KveroPpDZmoimb7/OrngOlUomBLOSENtdbLfwX4+OP1/f5QYySE07GYJSE9454qFAjTCCNO71NflI1tOvNQbHebmlT5oKsvcD5Occ1WUtPqIjow2rifShtWN0pp5ZG3DlgE1M9Uont2cjHnwm+v6xniEwBk55GQ2lwOb0VIuVLFiXgBiVyZThpetQLkFxo/Z+rpGsyZoQf+nvqZt+tgekNmtrGuT0e2qTrtrGmrVjgSwvQEp5agmgCRdKzECbXGVoMKAUsuOiHjeP4tZQzr6al2qKdjpadUFMTuBfEFaBh1bhQzKgpiXzdlg881EuJxPUPypIrY2ZsTuKHTsbyO7kkDBgTyOhJCoSZk/i31vVl/aX0fFYHELA3pabWd3u/tOpjekDxVnxECWEQI0fuOtYGHFb/VYUc0lcwFFiH9RKZNJIRCCDGfACJj7Z/nIxhViB1RBb3+oPNx6ulYqenmehCAThtWN0qZ5noQQKUdUq1lcRMhXtcz6Dkxvg4v7UQiIZAGJATypSqNuhpAGaJDaxsFnT9EY23M0pCeUdfQ6EGvV8L0gsRJYHRL/WctQig4dJ3QE9PtBDgdi+kFycnmadiaQITGF6fQoQghkoveQOyIeyoWUM8bpbRmKzoSYoe64VTKNteDAOZ8kwzNIsHcgnskRBreRcuc5sS0gsr3UEpLJITInJDp/cA5VzTe0P1EhjsyS0N6Gjj/JmDuLboRb6Z7JE4Ao5vrP/drOlZD/STPCWGWiqRNtVshEwmJA5HR9s+jWF+RPOX+/gL1/tykIyEOIoRqO2RNMd08IwRQwkRWaZ0jmty8iwjRPds9WnNq0lmIukGoRa8Bn4qEeF1Xo0mcUEMfrXA61tlLuaCcaNtuUumAC0e9XhGz1CRONN7zA9TTsdxqQmydJDkSwnQdKVXocGSz8/EAkSE7+URzYbQTFGtCOjHg/EG6HjI3Lzj1SEghWW+DakV3gaPYEtW1MF2La48cAqkp92ipE5Ra9AL1SAiFmpD0dHOnPOrfJcrs/xfgje96vQp38nG1XW+2l8/MeLcWZunJJ4BistGmCoQBCJoiJJ9Q18V2kRCKmQMtYBHSL+RiSmSMuokQSpGQTmpCiBg/Vjox4CinY+h6ADvUa0LycWeDPmiKEIqhcdeaEB0J8ej9douGuUGm2YJUkZBy1aHTi0c4teum/P2nznd+E/jXj3m9CneKKbUdGFEe8TKB9GZm6YgdUVtrO3Mh6DZE+eOtwMv/0EEkhNOxmKUgcUJtW0ZCCFw0C4kO07GIFMRqKkU1Lb1dPj3VdKxyXr33TuunumaNm3CtTagmJkKqFeWVcpsTAnjjEEjPqo5Oa7Z3/ju1ZgveihBfJY+iDKJQIjInxDBU+07HSAiLkEVj9c4WUt6toxWFpNoOjKjhvxSdH/3Gqb3A/n/1ehXOTL4ErNrWfO+h/tm7RkKshem9XdKZwCKkX0icAMIj7gZ+kMiwwk67Y1EpiNWkzdB7Oy8y1XSslDmo0DUSUqIbps3HgUiLSAi14XCFBACphlzZqYlrDwzVvX+r8pvPv7nz39HNFrwUIYaBYH4eUYxaWvR6bOjn5lU90jCnY3WFtCW16ehuz5bRkkJSGXPBAXXtoeDU62fyCeBvbga+8x+9Xokzky85D1Wm+NkbRv2x25yQBsdN/6gQFiH9QvKkeyoWQCcSko93VhNCrd1tKyPeCtWoQmZWbZ3myGjBZ1R7t57F0C4SQs0rlYupLbXC9JlXgW3vrQuLThACEH5vz+n8Anyygjk5ilyJiAipOSU4HasrzL2pUnAv/ABw8FGvV+NMIVmfbxUg7A0vpoF7R4CZ17xeSWvmD3u9gtbMHAA2XNm8n+JnX0jUHztd3wOWSAjPCWGWhFZF6YD5xfFYhEjZeTqWz6eMHyo39NSkMiqDA62f5w/Q9ITmFoDwSpUbasdL73wn5BacRYjPr85raulYWoQ4rdnLrm+xcZVesFh8AW8FqmnwR6UZCfF61gqgitL94ebPmIJAckJK4JHfBp75U69X4szCURWlu/R24MgPvV6NM9YGGcFB7++nbmSiajv+lLfraEf8eP0xxeYiqSlgxKEGNBihVxOi7zlAi2GFlsJ07o7FdJ22kZCw95GQ7Ly6Qdu9h274Q3RSmzqdr+ALep4/70jexZAH6EzFdkJK98J0wDQGiN3AcjFlrDgNtdSF6b2uaTCqQPwYsPo0RIjf43M6MwNDBBDHMAo6Hcvr1FI9uNR+M6eajjXxHLDvH4Gn/pvXK3EmZc64WrVNOaqKxFIsAZsIIegN12iDVIsRqsSPqWGfQKMRTQHdjtmebgnQFKDZ+fpj85pUrhr45k9PoFjRjhsuTGeWkraRkIj3N+74MbUde1vr52kopTZ02tqU0pqtuLWMBSyREILiqZxXF083ARUaohcJybrMCAG8izolT6m/uerti/9dn99bEZKeRWlgDSSlOSFzh4C1DgX+VL//82+prS9Az4sLqEG7I+fWW6Cnp71djxPFlIomA8ob7rVTzw1t0C8c83Yd7Vg4Bpz7TvXYakRTQKcvr3BIX6YoQLNz9cdmJOT+Hx/F73/nAHYfmjMjITwnhFlKkifoR0IWjqqahLDD9GsnKN3QU5OdtTalmo6RW3Au7gZoDobU5BfU1k2EBAcJ3hBaiBCf30wz7LFDIH5M3ZxaDdt0wxfwPBJSHFAeU1UTQmBOyPxhYM2Fzfupfv+Tp9R8C6NCs1YgeUqJkKF16jxNTXq9omaskZAAwZQcjTboj/8EiL7p7VpaET8GrL9MfWeoRUJqNZQOkRCK3/GcNRKizPYnX1NprD87ttCYwkq1AY0LLEL6gey8ukC28nJSKExfOLY4Tyyl1KbUdGeRkCCBiJMT+QX3SAjldKykaYzosL2d0CC97ljzh4DVF7gf9yJlR8+IcUoRa4fXNSEnX0R6pUojK1CZE+LW6pjqzJ3UJHDOZUrMUzTwU6fU9dUfUIZfimAkpCEdK0LP+aHJzQPnXK7mW7zyDa9X4078uFrj4GqakZDwyvpAXCv+EB27RJO0fKeFKkyfSRWwbe0QfnJ4HrIhEsLpWEy3mXtTqd9W/f8pRELixzpPxQJoeRxSU53VhFB4n53IubS5BejNZLFy4jlg3SX1rjR2QsP00rFmXwfWX+J+POBBTUOn568TXkZCcgvAkX/H5Lm/AAD1Fr1ezgmplJSh51S0SumaZSVpGvnBIXoefMMwi4DPVT+v3ACkp7xdkxPW7lgU6wI0uZgScmPn0Sz4BtQ5mJ5W9sDgGnqRkPSMcydJQF0PqX3Hjz5dfyx8KFUMzGeK+I3r345Ds2lMZ43GSAinYzFdJfqGuuAEI+7PCRCYE5KPA0MuaSpOUPEqGlWzML2DdCwK77MTrSIh1GayWDn+LLD1Pe7HKaXsAcpAnX8LWH+p+3O8MFTPSIT4vTs3ogcBo4LomncBgFkT4rGhn4+rrWMLZqKF6clTSjQFI/QaOWTn1OepI80rNtCMhGRm64YpxboATTamZhSFCApOje6MteptwOBYPe2WCtbP2g6173g2Bky+XB99IHyIpguQErhu22pcf8Ea7JvMWZyjHAlhus3cIWDtxa2fEySQjlXMKM91G2aS5jqpiJDsnBpM1kk6FtlISKx9TQjFdKz5t1RqgRu+gPpsqLBwVEUNWn0f/R6kE6WmgBWdi5BkvgzDMHOHvYyEZOeByBgMoVIGSQwrrLVgdvg+UWgfbMeoqhSskS0qvYSaYZo6pbY6EhJeSS/FElDCSNcFUhxYp8mZNWmUU8YWjqm6muH1NKNKmSgwvM75GBW7RJONApDAWrNGTfhqNtT6lQP44BUbcDBahOTCdGbJ0LmVraDgoS+1FyE/enMW137hKaQKZbM1KIEvu86h7igdi8D7bEdKM7zsclH1ES5ML+frQwmdEH5aQxYzMyo10u29BnofvcktAKde7DgS8ui+SVz5336Arz59RO3wsjbLNKiqpiDKlwjMCWnVLMEf8r5o3s7CMfV+rd2uDD5q6YvJSSU8aoMACQq5SlGdi1qEUBxYp0meUt91yiIkflxlbwhh3jOJCeO2IoTQ+SktziJAiZBUAWODQQwE/bjpovWIlwRKxULj8/sEFiH9QLqDoulAWBl0Xp6ApUxrgxLAgVMpAEAyV1bGD4Uve2oKCK0AwivaP1e/z5TIRFV7yTUuxdK1dCxixXaAei+DDsWBGq/bx9rJzCkvZKup5IFwb2saHvktZUB12BnrZ8eUkf3icdPY9rIwPbcADK6BDsqQqAnJLZhzYALNx6ilagDA3BvK+TOymaZhqmeEaOztRCmguyXplNxghJ73HlD1NQtH1bwVivU/muTJ+vWI4nuZbSFCfEScoxppqK2+5wiBWKaE1cNqJtWa4RBKCFgiIZyOxXSb1GT7eoXAAADp7Q2ylG1pyCdyJbwxbYqQfJnOsMJUh4MKARrzWOzEDgMQ7p3JqEZCpFQGU6taJx+xSEg2qtqMtqKXnrRiBji6G9j5+8BFv9DRrxyaSWPr6kG8NpmElNJboWe2O9apYUqEeNwdq11qI7XvUfRN1bRECDP1hZhhqutVNBQjIaf2qu0Kqwgh9j4CqqC/UlBDSYMRuoXpCctIgUCYYCRkzv06Ts3RUBMhplPE50fVkAj4lNAQQkD4wxC1wnRwOhbTRUo5VSjZSSQE8DaPtdg6EvLxv3sRT76uelsncmU6N/RORJ6GYk3I/GHldXIz5n0+M62J0IUVUBd6WW0TCfF4hoWdTBQYdmknrPGHe5eyc+J5Jebe87sdteeVUuLNmTTuuOZcxHNlTCbyHnfHmgeGVsMwI7gFCnNCWjZ5IGhAz70JrDNrlIKD9ArTExO2SIgH3eNakVsAHv6EeqyvocEIPcMZAGLj5jygrbQL05OW4coBYpEQKdsUpgdoiRDodCzz+i58MKSEzyo0AmGIhmsmixCmW+jJsu089YEBtfXq4m4Y6ubXoibkoBkFAYBEvkSnJiQ93XlRL8WakNgR91QsDZWokxWdNtIyEkKsMD0730EkpIeetPhxYGyrakzRAdPJAjLFCm6+WN2AZ1MFj0VIDBhcg6q0REICYeX98zRFzKXLHzUvKaBEyNqL1GNqhen5OHDkKeDtN9b3eR3pspNWjjFc+dH6PqrDCheOKuM+EKKZeqdJnKw3IggSqwkpppSTw82ZRM3RYI+EmCLE76sLDV8wDF/NluKaEKabpKbMQlgX1a6pzYLw6MujvW8ukZBEroRSxcBtV26ET5iREB+RLhSZ2daFxlYoRkJ0EWArqESdrOibfKtICLXC9Fa5xJpezglJTCxqSvrxWBY+AWxbO4yBoA+pfMXj7lgxlY5l3jcrhkQZ5s3WK7GfW+ifdKxqRXWYs0ZCKBWmv/V95bi5+Bfr+6ilY+XmAQjgQ1+t7wsO0BQh2TlghTnlOzhIU4SUsiqaqK9L1CIhmajatkrHohR9rxWmq5qQZ8cX8NQbUVg0CEQgDJ/Bc0KYpSA1pb4s7VIt/B7n/evcVJeakIPTKQgBfOmOK3DFuaNmTQgVETK3CBFCMBJiLQJ0wxegEXWy0lEkhJgIyUTdp7treulJS5xYlAg5Ecthw0gEoYAPKwaCqkudlzUhGdXVrdYuGEBBmiLEq2tZNqrmMDhBLRIS152xzEgINe941hz6aL1/+XvcuKEdZpvohmYT1AxRjVUgU6z/AVQUBKinY1GLhNREiMt1nNqwQi1CzO/QodksXptMwmdRIYHQAHyyat4ruTCd6Sapyc6Kpr2eil00+767REKiqSLWDIcRDvgxOhi0iBACX/ZOio01FCMhiRP1C74b1IwnwBIJaSdCCBkDiRP1NAM3CIuQiYUczlujIk8rBwJI6e+hF+9xPq48u6vPhyElQn51OypK0xj06tqQnnG/5lJL1Zg/rLok1VJfiBmmxRQQHmnc53XNj53sfLNBSq1uRWOtVwqZkRDD8HZNdpKn1PunszeoRUKyUSU6AyHn49TulbZ0rGTRQLnaWBPiD+qaYPOc5UgI0zU6nYSsRYhX3m49fMqlJmQ2VcD6leqLMhIJIpErmd4mj7/sRlXlpbcrNtYEiXXHKqaVMTe6tfXzqESdrHSSjkWpJiQbU0ZAR/U3PTBUpQTiE+0FqIWJWBZbVilHwcpIEKmCh+lYc2+p7ZrtqBoSQ2ElPgqGx5GQ1FQ95cUOFceJJh9X9Sva6KCWolNIqnbHVgLEWvTm5psjX/pzpjZzIbdQn1+jr5vUnGLJE6oRgc80LykMUraSibZObyd3r2wsTK9KgbJhNKRj+XRNYLVI75xtA4sQ6nQyIwQgkI7VJhKSLmL9CvVFGY2YkRAKNSG5mPI09GskRIe+R9tFQog0AbBSzgEQ9c5uTlCqCYkdVtvV57d+XrfmhJQLwD9/FJh8yfl48qQSRedc0fFLTsRy2LpaR0KCKhLi1ZyQ+UPAynOB8DCkBIbC5tR0w4yEeGGoVorqPXVrVOEPeVs0b6eYbkyBDVETIan6kEKNP+z9dd+K2Sa6AX8IgKTzOWuskRAtQih93oC6J1nvR4EIrXtmu5RaavdK25wQAwJSoiESEgzrxkQlcDoW011atI+NZYo4FTcvQF6nY5Wy6qLoMsRtNlXAupXqi7IyQigdS+eHLqomhNAFdWFcRZ/a1SlQEHx29KDCVqFjLwfp2Zl/S0Ud2gzk7Np5HT8OHPo34K9vAl7/DjD1SuPxEz8FBkbbiyITKSVOxHLYusoUIREPa0KkVEXL61QtQ1VKDIWUCMlVdTqWB+drrRuhS8turxuA2LGLEGqF6Y6REGJT5x0jIaZjhMrnrGmoCTHTWKmJkORJYMSSIhocoJWO1ao9L0BniLLGlo4lTbPdKkICIVskhNOxmK6RmnKNhNzxtefx83/8tPrB64F0xXRL4yyaKtbSsSIhP/K1eQAeG8bZqPK2u3XDsUMtEhJ9QxWltrvoUHiv7bQbVAiokD6VmpCFo+4DIa10a05IehqAAC78APDQx4H7dzZGB079DDj3nfW0hzbEc2WkixVsWW2tCfEoHevUi8CbjwPv/S8AAENKDIT8EMISCfHCUNXtWodbpGMBdIyUYsomQoi1li2mgLA9EhIiVpgec6gJIfY5axpqQsz7LSXRCaiakKZICKFzMtumEQ2ldvbzR4Djz6rH5jlpmFEOa4veUNi8j1L6XnVIV0WIEGKFEOKnQoiMEOIy27GAEOLrQohnhBBfMfdtEULsNv/tF0J8x9y/23zebiHEXd1cY19RzitPvYsIORVXX+xy1VCGiJddHbJzLb3xs+kC1puRkMGgH7lSlUYBWGZOecE6NOQQGFDvMZViwOjBenvOVlCIOtnRkZBWUKoJyUTdawWsdOu8Tk+rerC3WWYsTDxbfzz/FrD+ko5fbiKmOthtXW2tCTHTsXr9PcxElXG66WoAgGFI+IV5bah4GAkZf1pNzXabu+J1xNmOUySEkme8kGiOhPRymGcnZOeAQXskhNjnDCjDuJB0iIQQG06ZnmmMNAT1PZPQdbxlOhah7lhfvQZ4+o/UYzMSUjXNdqvfMahFSLWI5T4nJA/ggwAedjh2G4BTUsrrAQwKId4tpTwhpdwppdwJ4CEAj1ie/37z2De6vMb+YfZ1ABJYf6nj4XPH1In3hh4C6KVRn55xNdCklA2F6YOhgClCCOReZuc6rwcB6kMhqdxEZw8C6zowRH0E3ms7nURCBKHuWG2Edo1uzQnRBdIbLDUfR56qP45PtJ8PY2EilsOa4RCGzdoLT2tCbGk6hlSevUjIj6xh3pZ6XRNSLgDPfBm46b+6P6cf0rGMMh3juZBsrgnRc0KoFNDm5oEhe00IwUhIdk5tdSSkdi8i8llrcrHG9LaA9tITySBo13GUgnO0CaHmxQGQZiTEmo4VDlve4+WcjiWlrEgp51wOXwfgB+bjJwG823b8QwAeNR8bAJ4QQjwmhGhq+yOEuEMI8aAQ4sGTJ092Y+k0mXpFGRmRUcfD+hr+7Zcn1QMvvd3pGeVBdCBVqKBQNrDOLEyPhPxqMjKFOoVstPPOWIBlMj2BC6pRVSlCa7a3fy6lELOmnO8gHStAJ+rUqQjpZiRkxQZVeD6yGbjog8D0fnXMqJrzYdp0RbPw7JF5XLyhbhCuGAh41x3LJkKqhoQQAgNBP/IVKPHZ62tZYkIZ8Nve6/4casZpkwghVidQcErH0vUWBAw9o6rqLFwjIUQ+ZwA49IRa55oL1c8+j7vIOVEpqhQ863VSRxUp1IUU06omZNU29+dQdNiJughxSscKD3BheieMAjBd9kgCqCXhCyG2A4hKKRPmrjuklDcA+DKAP7e/kJTyISnlnVLKOzdv7rw9Zd8xvR/YcJXr4fl0Eb901Ub84wsTyJUq3vawT0+7FntFU+ris64WCdE1IQQ8DpnTjIRQaDGZmlIXy1Vva/9cSiFmTUfpWJQiIQ7zBJzwd6nwNmWmY4WHgd97Dbj0dmDmgPI+pCbV+9JhJCSZL+PR/VP4tXfVRctQ2K+uGwREiJQSfiEQCVqvDT0+XxeOqe+3Wz0IQC9Np5huNPJ1nQCFuhAplUHalI6lhRyBa2g+DkA6FKYTFCEHHwUu+7C6lgPKMKVWRJ2Lqa1V1NXumQTOyYWjatuqto9K6rLVaSh8kEKlqfrM5j/WFr0D4RjMgVQAACAASURBVAElTqo8J6QVcQD6ajkKYMFy7A6odCwAgJQyZm73AOigP+1ZSmICWO2s2AvlKtLFCm6+eD0qhkQ0VSSQjuUcCZlNFeH3CaweshSml6swKEwmXWwkRN9AKYiQ+HEAorM5ERRmstjJzTcbKHZ8fho1IVJ2Ni0d6J4BnTzZWA92zhUqxz4xAfyPy9W+DmeEHJ5No1QxcMP2unEwEPCjUDa8EyEW47kqJXw+00FRrtZTdnpJ/JiKLLWqD6NmnBbTSqRqdCSkRKBOoJhWnX2a0rH0YDUC72F2Xm37oTA9MdGcmk3BkWdFp4xZ09sChCIhC0fVPWewRSMaPbzV63TBpCXLR/iQKauMgBHTjrKmYw2GAyghoL5TXq97kfRShLwA4H8zH78PgKXCsiEVC0KIleb2YijxsjzJzrt66V85oYJGF52jQvGxbNFbBZ9xrwmZTRWwdjhcCx8Omq04KyLgvWGcWcS0dKB+c6LgnY8fV5OS3Sa/WqGQ+mZnej9wzuWtn0OlJqSYVl6mTgRrN+aESAnExhvb767epqZPHzD9Ne/8jc4+e6h6kPUrw7XvHgAM1NIiadSE+HQ6lo6E9Frox4+3jypSM06bumPp2REEvM41g9Ru4BNqf5szRYi9OyI1sSklkJ5tjtJR8dprsvPqejJgSSHXwphCJCQ2rlKxWkUKqEQ7M7OWHwROxNXnvHpYvZ9WERIJ+lGSQUth+jKOhAghnoASG38thPi4EOJr5qHvAtgshHgGQF5K+bz5/AsAzEsprWLjR+bz7gfwf3d7jX1Ddq45TAyVuvCrf/0CAGDTWAQrBgKYS5e8S8cq5ZRR4RYJSdeL0gHl7QSAkuH3/oveaZ6/RufhUjCM48c7L0z2e9ABqRXVCjD9KrBxR+vneTXN246bQeVENwyD1JTqemOdzu7zA2+7Hvjp/cqQe/8fd/xyE7Estq5qbKEdCfpRqhgwvBB6TSJEwidUYXqhXPVmoN3CMWCsnQghVM8AOBemAzRqQmrfGZuTRwtnCulY2Tk1gdwfaNwfoPY5p5QRb28tSy0SkoupVCyrkU8pEhI74ppdUqPmaPT4fc1bTGLhw5F59Z32+XVaVv1wOOhDEQEY5f6bExJo/5TFIaX8gG3X1839FQD/weH5hwF8wLbvHd1eV99hVM0uE81GTyqvDIbP3XYJBkMBrBkOYz7jYTpWxuytv8KtJqSItSvqLS8jQVOEwGMRIqXZM/w0RAiFC3/ylIqEdIKX9UJOzB9SN9W2IsRPozBdz+zoSISEz/y9jh1WUSC7UbztJjVfY/X5roNBnZhYqE9K1wyY38Oq8MHX6xtuIdmQWmIYEn6fQDjgU9EZf7D3Rmr8GHD+za2fQykSMnfITGuziJBAGICgIUIysypyZ293rD3NVNKx7EXpAL2ibz1U155tQE2EODlOKdWEzB8Gtr+v9XMaZq61GUy7lNhEyGzaPBdFc3esSNCPEoKolApQ367+ESE8rJAquQWVT+tg9Jw0p6TfvkPli68ZDpkixKPQbG3Al7MImUrksXG0fiPSkZCi15GQfFx5gE8rHYvAhb/d5FcrviCNiIJm6hWVWuA2mVpDJRISn1BF4oFw++d2YzBk7AgwtrU53eryX1Hb/OKyVI/HmkWIdgaUJYVIiCq0jITMGUKBM4iEnHwRuHdkcb9vGGbL4zaREErFwD/4A2DTNcAWS6NJIVRxOoV0rEzUeSicn1AkZP4tZ8+4ELQcN+kZODpBqKVjpaaaMyJ8PuWY8bqOUkrl3LGmuDpROz89vu9YrvFSCCQLyhknRPPE9EjIj5IMoFwqoN/mhHQ9EsJ0iRbpH6fieQyHAxiJKIN4zXAYsYyH6VjpGWBwtauBNp0sYMeWsdrPOi+9KP3eGvP6PW41PdVOLR2LQLF0dq5zEeIP0ihW1Uztax8FAegUpicmOm+H6+tCrVN6xnlI6cAI8NEHm9uetuFELFsbUlh7qaC6mVXg97wmpGqY6VhBPxL5sjpfT9doGf+R2uYTnUc501PKKO6o0xwR73P8uKoLCtk6zAUjNL7rbiIkQKgmZPYgsPnnnI9R+ZwB5XAaXF13gmkoCSXATBF2uE4GB7wXxtl5dd1p19KeSrSzwdEkUDIE4IeKkKOxRW8k6EcBQVRK+b5Lx+JICFWyc6ovtEMXh1PxHM4di0CYJ1otHcur4uP0TMu2ltPJxkjIQNAHIYCi4fP2i56JAhDO4Xg3aqFaAjenzGznAoqax2zqlc5ECJXCdLebqxP+4Jl70Vp9ttvfB2y9ruOXSubKiOfK7pEQw9fb93jhKJA61eCBlrIuQgql6plN/tYTpBcTLdKd5ka3tH8uhe+SlEDihPN6g4PeG3yvPgj8+IvKcLbjJ9IdS0og+rrrMGASn7Pm5M+co8aUhBLg7qwJRLyfrTX/FgDRlzUhBgQMba6L5onpKh0rgHKJC9OZbpGJqgu4Q973qXi+Ni0dANatCGMmVfDmopmPA699y7UzVrFSxXymhA0j9fUKbWwYfm9DntmoEnn2osRW6M/D6wtUtaI8O/2YjlUtq3kXG91n4NSgMqwwvthIyJmKkEXOr2nBxIIyyu2F6QMhnY7VYxHy06+p+Udb6kKqKmVtYnq+XAVCw0Apc3qvXzLFSyHR+nlW4scXkW5HwPucnVNGnasI8bgm5IRqnNLQZlTj8wPWmQZekZ5W9y9XEULEwE9OAj/7GnDDZ5qPURJKABA/QTcSEjusWpq3HZBLxNFoEyHC1yhCGiammzUh1VIBqUIFzx2N9XSpZwKLEKosjLvmJysRUvdqbhyNYCqR9+ai+dLfA5N7XQ2GmaTyfmwYaSxOHAz5UfA8EnIahp4QNOoUcvMAZH9GQqJvKAOkxSDOGlSGFSZPduYlB7ozcXcxUa42TMRyGB0MYmSwMZVjIOCRCDn8A1XbYrmJGmYGwUDQFCHhYaB4miIkb46gWkwkJDm5yCYPHhsoiRNqO+owJyYY8V6EaN7/xeZ9QnSnjfWZMntQfVfdagS8aBPtRHpabbfd1HyMwrmoyceBYpJwJORwY7dBN6i06M3Ha93uDCkwOGA6SEwx4ndo0VstF1CuVDGdJNCJrENYhFBl/i1grXPuok7H0mwaiyCaLsLwomBS/73r7nY8PJnIQwhg/cpGERIJ+VGo+r01jF1aILfF14V0mzNF9xBflAghcrOaekXVO7h0U2vAF/C+JsQwzBoN9yL6fScTmEyYnr5utEPOznVNhBybb64HAYCgX8DvEyhJX+9qQhaOqXSsbY1dqAyzJmQwZM4JOZNISMo02vKLiISkJlUkpBMoCPrEhGota+2MpaFQmJ6NAu/4P1rUW3Shg9yZEn0dWHthc52FhsLnDKgmNf6Q+lztUFkjoKLFAN1ISMcihEhntFysls5YkcDIoBIhtcJ0i/Ue9AuUhdmiF7IhSkIdFiFUmX/LsYBKSolJWzrWptEIpATyhgdGfS4GXPgLwCW/6Hj4SDSDrasGEQo0nmqRoB95w6cMTK/SbbIuhZM25tJFPLpv0mJkEkhtykTVjck6FMrG/3zqMN7133+ofvCHvF+zJnoQWH+Z6+GJWBb/9qppSIoee+mdyM2r89RlDg4A/NJfPIv33GcWRPuCAOTpG/ZSLq7zWRtem0zi0o3NhexCCAwEfCgZvt4J1KNPAys2KuPPgqHTsYLWdKzTKK7OLajOYsDiIiGpSedGAE5QSMdyqwcBaBSmZ9o0zQiEvE/Hmm1RDwLQiTLkF5Qx6mRYUjgXNYkJ1ZI5MtZ8jEIkJHakfWcsgEYk5Kf3q2G+5neoUJG49FyzPtghHUsIgYoIoVouAhL11K0+oH9WupwwDGD+iKMISeUrSBcrDelY54wMwCeAbFX03kOfizkWz2venEnjwnOavXWhgE91xwK8qa/IxoBD32s7sXv/yQTe+fkf4nf/ZR+++OSbaqfP465egGqFuHJjyy4YD750ErOpIlKFsoooULlZZedbir+7v/kKfvubL6sfvJjmbUenQ7jUPVmZiGUt3VVO8xwpJNVntZghmi04MJnEFZtGHI+p1o49FHpHnlJpJbbztmqoXREdCQkPq0F8i2XPH6vowJrti6sJ6cd0rFYixGuvczbaujOZP+R9Otb8W01iuAEqBn5uoXmiu4bCuaiJTwBjbuekx5EQw1Apte1acAP1mhAv7/EzrwLrLweuuBMAUJUCV2w2zwGzLtUe7TB8QRgVMxLCIoQ5I6IH1WCfc65oOqRnhFgjIUG/D+tWDCBb8SgS4tQBxeTQTBoXntPshQ0H/Ko7FuDNRfTQEwAEcO2nWj7txeMqv3z9yjBem0yqnV51IbOSmlIe5RasHlLh2+eOzNNKx2pzzlQM1ed8IVsyBZ+HImTmAPC1G9Rjl6hTpVqP5J1YyFmaF5ymYa/n7nQgetoxly5iOlnA5ec6i5CBoF9FQnohQp77qhq06DAsTEoJvxD1mpDQ0OmlY0UPqqjs6vNPIxLST+lYJ90bJQSHvK8JaVdv5ycQCUnPtr6GUhEh+QV3R5+fkHMpftz9nAwMeBsJyUbV++RUQ2Wn1jjBw/c1Hwe2XFuLygghMBgOmo91JKTxVwxfELJSAqdjMWfOxHPA2HnASHN6gH1GiGYkEvSm0LuFQWkYEodm0rjIIRISDvhUdyzAmy97/LjygrXphrP/VBK/fPW5+Jtd78T4XLY+FNJr73wHRtN0Unme3prN0PKYtREhEXN+xaGZtPc1IbHx+mOXC/tcpm5MRVPFM/ekJU+p1+hCd6y3ZtPw+wTOXzfseHwgaDoDunk+G1Xg0btVtNHK8WeA7bcCF9/W9CtVWa8JKZSrQGjF6aUUxcaVAImMdS5CMnNAMdV59zMKxmnbSIiHIqSUA0rp1qmuZzKMshsYRmfRGgrXzNyCc4oTQONc1CQmlN3iRMDjSEjC7NLWSbRTiO60WT8TCkn1mZuCw+/31+aD6FQrn02FSF8QsloGZHOUhDIsQihy4vnGKbgW7DNCNHpiZs8vmrkFV4Py6HwWmWIFVzh4YcMBn6phAbzJ+e9g7kMyV8bz4/PYsWUUb1urigJPxfO00rFcyJUqmE0VsXoohHiu1J0Bet2ixTkDmBEQAG/OpLyfE9LBDV53gNu+fhiz6YIlHes01508qRwQXQipH55NY+vqQYQDza2+AVWbVTREd8+NxAnglW+ornlWMrPKu+dwgzSkuqlGgn6UqxKV4NDiu2OVskqcrz5fnV86ja4dx/aoXPYWdUoN+IPephK1mhECeG/gZ6Nq2yqd0OvOU4WEuq60qluhEPEC6jUhTlARSoAq/HYb9hn0uCYkeVKltDkV9zvhtbjLx00Roq6Vfp+vHmF3qAkBAOlXkRDB6VjMGZOadP0y29vzagZDflVj0fNIiHuo+NVTCaweCmHTaHNf7nDAj2LVw0hIYgIYPa/lUx74yVEMhQP45avPrUWfJuN579OxFo4B40+1LKQ9PKsMuB1bxpDIlWndrFrcVA1DYipRwDkrB/D0oTnv07F0h6Vf+ivXp8wkC1g5EMCWVUPdiYSkJlU/+y5wZC6DC1yiIIAaHKrm9XTp3DAMYHqfemyfEZGJuhp9qjuWiswAQMkXUd70xbBwVG1Xn6+6Mp3a25lYOLobeNv1nc8L8tpAyc6rdF03EeJ1/VdmTm1bRUK8TseqdRdsJUKIRBla3GPJCKX0jLqnnuvSDc3rSEjyZNsoSDJfxg1ffNqS7eDh/dIUIdIcOhjw+y1DCs3oiD0fyxeErJYgnY4RhkUIRfIJ1/xz+6BCjfJo9vjmU86r6cQuRXMvHl/AlZtHm6I2gCpMz3lZExJvETo2OTSbxvUXrEHEHOq2aTSCyUTO++5Y3zOHVrWI5OydiOPta4bwtjWDKhJCpSaklFOpIi431YmFHEpVA5967zY8e2Qe6ZJU6VhS9nihJoUEsPldwFW/6vqUiYUcNo0NYv3KMKLpQt2YPd1zJHmq805NbTg8m3FNxQKs6VhdOp///oPAQx9XjxMWEWIYrUWIZVghABR9gyqysZjPPXlK9dUfXA1sfY+6Pk2+1P73om90NrNG47Wg1zNC3ISq18ZzNqq6m7XyOns9JyQTVUZdi4is55+zJjvfOhJCIcI98RwQXunebSwY8Tby1SpyCFWT9qM3Z3FiIacceF47GvMJIDKGWE5dl0PBQE2E6IhIk1llnq+Ca0KYM6aQACJuIiTnLEJCfhRkFz2anTBzQG0dem8n82U8um8Kt13p3NY0HPAhX/FIhBTT6kbZRoRMxHINU6Y3jUXMSIjHwwqlBC78AHBBc4Gv5qWJBVyzdQyjgyHEc+XuDNDrBnqQnMtN9f4fj+PyTSP4pR2bUDUk5rLm+yw9auPcwiGgeX48hneeN4Z1KwbMSIjuM38GNSEO9WCnw8mFnOOMEE0k6Ee+KrrzHcxEgYln6z9bIyGFhDr/XERI1ZwToiMhBV9EfccWY7joAY9CKJG7+nxg9rX2v5c81VnBqsZr73NiQp2TA80NPwCYxoiH16dMtH1nN88jIVFgcE09xcUJf9D74nkpzdTh85yPUxFKUy8Dm652fz8DAyp65xWxI8Dqba6H/+LpI/i9f90PAChVDW/f10rRdO6OYnxO1XYF/JZ0LJfuWDVHo+R0LOZMcTF8pJQt07F6Xpg+8Ryw7hJHr/b3X5tBJOjHL1zuXLcQDvrUnBCg98bx3CG1bdGeUUqJEws5bFldf69VJKRgpjt4eOEvJIFN17SsGXh9KoUrNo9ibDCERC0SQiBsn9MipPmckVLi3w9Gcde1WzEUUoZ8XttSXom+QtLVIQAApYqBnx1bwLu3rcbaFWFVpF5LxzrNNediXWnPaxgS0XQR59gGhVoZCPpRqPq68x3UXb00Oj3Kesw1EqJuqpGaCDG/d4vpkGXvyLRyo6qdakWlpMRLp+15Ae8jDW28up5/1zsZtEmhbqXdGr3+nAEllspZYNXbnY97/VlrFo4Bq1sMAgwOAGUPa0J0wwoHCuUq/uLpegOSdKHsbdcxnQIcGcOJuHrPhPDVCtN9Oh3LJkKEPwhhlAFIx+wTqrAIoUY5r7wvDobPTKqATLGC89c1ezYHQwHkez2B/MQLwJbrHA/teWsON2xf2zSkUBMO+JGrml+UXn/ZowdVKoObJxFALFtCrlTFVosIWbfSNDK9TscqJIEB55argPIqTyXy2LpqEGODQcSzWoQQGFaYjSojPdy8/tlUEfOZIq7cPAq/T2Ag6ENOl4N4VRdSaB0JmYhlkS9XcdXmMYwOBpHMl898Tkgp8/+z995xkpzVufDzVug0OWyYzUG7q43SSquAUMZCVyggBAg+MJdkbOxrHLjyZ5NsTLoWYIN9cSAZjBAgREbICigiFFbS5jyzszt5pns65/jeP05Vx0pd1ZreXfT8frs9M13dU1Nd9dY553nOc6w3UBogmMyhUOJY2qOfhBATosixnEre1AGab/sucMWfAdN7yZY3Okl9F0zU7wXiak8IrRdpKPvcTBJSH1haSULi0wC4aRLCOSfXLqD91efoxJmdhCTmLDAhcnvlOSbGHgDa/zkDlUTekAk5A5KQ4En9RAlQhhW2iQnJp+ma0UlCTszFkc4Xsf9vX49V/T7EM4X2ytxUVz9vH2ZjymfLmEZjeu3LBMkFVqLtX+0JeRX2oWbBGoHPibkEZJFpyiu8LlGZmL6AF07gKLC00VEmXyzhN8MBXLNR/0bkkgSkyo3pCxwc+48Ci8433OSkPwHGgJVVrFOnW0IqW2i/HMsgCfHHMtjwsQeRL3Ks6POi1+dCLFNAkZ0hcqzYNNA9pMniHJiMwCuL5R6GTreEdF5ZTNt1vNP60kgAmIyk4RIFLO5yo9sjI5bOo8QcDuHMJkhT7xBzMaqiLTFkQgSkii2SRSbmiInYfCtww6eAi98DHP4JcM8dwMMfAS54uy57p/aEeBQXrzQUyWkzDlmqHEtF15CSZBggOgmAmc7c+V/f24PzP/EQ8sVS+4P8+WFjKWm7g+eEFZbB3V6pk5W5MNIZEOCHRqk/TG6UYANo/2cNUL9X+JRxEtJOJqTasEIDp+aTGOhwoccno8sjERPSzp6QpNKv5OnFbFy5RpgAKE3qeha9THKBlQqgOSFnT2h/9uzp7wrUKb8agc/wXBzrBjshi40fm0+taC7UopnPUHO3BgX7zMg80vkirtukfyNySwKShTYxIWPPAkONgyCrsftUCFuGutHhrjjm+FwSUrnimSHH0klCjs7Gocz6w/I+L/o6qCqfLLR5+JKK6JRu0zUNtuwqV3GI3VOebJscy5gJmQqnMdTrgSAw9HhllDiQLEvIbLI3uQRN/XaIuVgGHllAt0ff9cnjUtYNwHmSWj13gTFg6x3UGD5/nNzFbv1n3ZcWSyQhEAQGlyQgYYcJ0ZRjmdj0RicpYJZcupsUiiU8eJDkZOFUTpEStelaKmSBid26DDSA9jv7GBgQlNHuxvTYtLn5w5kQ4E/vNZnqfgbIseIzZL9r0HPR1mGFkXFiYnTYuVPzSawdpMIuJSGF9hq5+I8C/esRKzBE1BtgVVLBdCx6meSGUMqDcd6QoJzJeDUJOZPAObD3u/S1RpB5fDaODUu0K6Rel4hkcQGZkNAoAA4Mbmx46tEjc7jyvEH0+OTG1ylwSyIyRUYX10LeMGcPkYXo9jsNN3v2ZBCvWVcrHelwiUjmCu2VYxWyRGvrJCGlKkmNWxLR56PgKl5g1Nx9RgxZ1L75z8UzWNZbqdr7XCKS6qnRjsb0wz+lxmYD6dtUJF22oFYHiEbVAq+da7GQo6CiBUzIbIysjo30wV5ZRLIsi3TKhNQFnysuoendF7+H3MVE/fWAc0CtrXgkAemSRNXIppKQuUY5ltmskLnDpqzoZLgiIwkmcu0NTidfJAZhzZX627RbohMaBfp05kWoaPc+Ri0wIe0O8Esl4NivyIRED+0+jgCt6YCxpLGd10xsiow+dNbBU/NJrCknIXJVEtKm4zp3GFiyBcNzcZSg7jMr7z8T1d6Q2peJkgyR0zFm51JjOiM4H937KswxtQd47iv0tcYk74NTUWxbrh0QeV1Kj8VCXTgTL5CuX4N298eyho48ADEh2Xxx4WnPU09R4rRYP/AoFEvYOxHGpWtrm6d9bgmpbLG9g/8yMXrUCYwTmdrkqFdJBOPqadHuyp6BFnsulsXirkoS0uGWkGpnY/reeymo3nCD7iZT4UoS0u0lxiGmJiF2zhE16G5BT8jp+SSGenRkHAo8soh0oUWSt/okwOUDPjplyICoUN2x1H3KFoqAu7M5OVZyvrba2b2cjmf95PZqTO8Flu00fNtTwSQk5Y4fSubaO4dDqZIaSQTbKiXJRIkR05G+lNHO4LlUpOTUUk9IO2V3J0hOuFHfBfGMYGsSfsDVpS8ZA9ob1Jv0/5wMJGqYkFimzXO15g4DS7Zh73gEi7uVY1olxyr3hNRlIaLkxgvuIq5e23vu9IQwxt4G4AkAv2aMSYyxHyzMbv2O4tCPdJ9K5Qo4MRfXnD4OKFXjwgI1psdmgAfvAi58h2Z1IZktoNNtPPjLJQnIFdpghRccMaa3AZwMJJHJl7BjRe2NvsMlIlcsocSk9jV5Z6L0qJeEZAsY6HDhuY9cD4DYEJ9LrFTn2ynTOHA/DVns0rZt9scyNf0LPpeIhLq77WBw5g4B139CV9+eyBawbyKCVf3UN9TlUZiQTMG+ZE9NQtzOmJBSiePBg7O4/nzj+pFXFqtkkQ7OjdGngEM/buytsOjSQo3plSQknStSYGOVCSmVgGysNjhfvJl6DyZf1H/NzH7TJGRsPonVAz4MdLgQVJOQtvUohY1nWwCtC/hSIeDkE829Jqi4DA0Y9AcAJH9rV2P65Es0e+hMl2PFpuhc6zZiGM4AOVYyUJFh6kF0te+aMZDe5YslnJhLYMsQmdR0q0xIOwuNIXLy2jMextpFiiyXCeW1VNCRYwmyG08otatzaU7IhwBcByDIOS8AeJUReSUx+iRw6R8Bb/nPhqc+8J2XUOLAdj0mRJaQLAgLs2hOvEAayxs/q/l0Mleo6aXQglsSkC2UFt4Kb37Y0EqQc45HDs9ioMOFJd21bJRPsY0toIXD3ZpF1iQJyRSwtMdTUwHv87kQPROYkL330OOKSzSfJiakcsw7XBJSeUVettDHOxmkaunS7bqb3PfiBDL5It55OQ2NFAWGLo9EDlmCbC9xyiXp0eWsJ+TITAxTkTRu0ZnTo8IjC0gUWtATMrGb+jGu+FNbL69OQryySE5Uro7K8TBDNgaA114XkpusrCee135NaJReZ8aEKJrx/g4XQmV3vDbJGpUhZoZoxZyQXAr44gbgntubSxZCo5Qkme5jGxvTH/hLkjgZWcoC7Xfwis8CnUsNrdjbPlQPoCTE0lyYdjEh+tK7k4EEcoUStiyjJKTcmN6u/S0W6BrvWIT9E9GqJKSSVKgkRz3ZIckuMEW2fC71hJQAiAA4Y0y0sP2rsItcCggcAzbfAmx7c81TmXwRvx0J4j1XrClXW+tBTMgCybGmXjIcTJTIFtDpNhgCBcAti0oSstBMiL5fOECTxv/x0ROak947lL+pgDZWSdIRsjqVG2fFAEBcg4Xq8crO+hRahWIOuPajwMrGJKRY4ggksrVMiLu6J2SBg77AUQDMsF/AH8vg/KFu9HdUmpq7PTLR+XYradnWMCHHZuNY3OW2JMdKtmJoaCoIrNhlu6G+VN0TIgvIFEqKHCtu7Q2yOjLFlZfoT02f3gt4+43tbgEcnSHDhIFOlyLHEttr32kkxQJaE0A9+y+VPqzgiPXXzR407bEB0D6WoVSiv2fX+4yDe6D9cqz4DNBl0uDf7n0ELCYhbWJsnvwH4NTTuuz7kekYBjtd5eJXbWN6GwqN6TAAjrSrD1ORNJap7pyaSUhtfCLJLjBGRTvBaAjnGQazpOKzAJ4CdyLxggAAIABJREFUsA3AYwA+94rv0e8q/Edo0deovIZTdPG++4o1ui/3KRPTeTHn3O/fDFN7qMKog2TWKhNSXNhJ3tkEaWw1JryrOBVIQhYZ/unOCxqeqzAhYvvkWPu+R+eIDt2ayBTQVeeG1NchI3wmyLEMbqrBZBbFEq9hnzrdEpJlJmSBk5DkPAV7sr69bTiVQ1+d+UKPl2x6ieGzI8eKE/Uu6f9eKxiei2PjEvOEwCtXJXqOkpB5zQGUVqG6YwFUoCAmpNO6HEtPpji4iQoPJQ1jA7UfxEC6UCpxHJmJYeuyHgx0uDHfKjnWj94PfOf25l+XDltgGVrALg8/AlzzN/S7/Eetv27yJV2mswbtkmPFp4mBMWucB9ovx0rM6QbPZZwJcqyE3xoT0g5jFFVOuP56zaefOhHAxav7ymtP2xvTU9S/djpF6//SchGJQe0J0U1CXG4wJfY7Z+RYnPOHAVwJYCuA6zjnjyzIXv0uYvYAVeQ0bjChJF0M/T59G0mvS0SeS2Dgr/yFHjgGLNmq+3QyWzRNQlxlOdYCXuxqRc+ACZmKpHHhyl70ahxrlQnJ8zbJsXJJ6ht63Sd0N0lk8w1sWa/PhVBGCebbdcPinOQFOjfVw1MxuCQBK/srDI/PJSHerp6QdIiq5AYIp/Jl9zEV3d5qOZaNcySbICmWw5vIiTl9J71qeGQRiXJjukMmxDdo++VcmROi7lO6WTmWmoS46waQ9q8jOcan+mob1Esl6k9ascvwbcdDKSSyBWxd1q3IsXL2P9tqHPoRMNpkvwVgMQlxEXOolXhZQTFPLoLLLgQWbQYCxy2+rgBM77GWhIhtsjkOnQLAgN6V5tu2m2WIzwBdS423aXeiBDQaQmhBVNbJhT6ehTTNLNKwD07ninj0yBxuu6DSL1Ijx2pHwS41DwAYSbjQ55PR5VWKckwo96WrSUh987ksu8Bw9smxDCNFxti3APCq78E5f98rvle/i5gfoaqdBsLJfFlvrgevLCKvfpzFHFXDXgkkgxRw6LAJnHMkc+aN6W6lMZ2LLrCFWkSDIxRYGlRsZ6JpLOvVlrB4JBGMAXneJjmGmkQtu0h3E2pMr+1l6fPJiETVJKSNDfWFjO5N9ZmReexa3QePXKGRyRK5TT0hqZBpZT+SymHrstqgt9MtI5kt2veZzyUdS7EAGmz6+q0mAQyUIadFAZDhXI5l1jBtgKIyMR0AvLKAbL5E0i6r7liZKCVv9TKE6uAjfAroUPbx+INA+DRw8XsN3/bEXBxeWcTKPh/6O1w4PhtXTAfaOLfGShIC0BolNLosmmL+BLEFQxfQP72emnoEjgH5lGliB6B9TEj4FFnJarhPNqDdAX58lo6/Edq9j0CjK54WhKrYxMhFq9WITesOIj0ZSCCVK+K151XWLZUJ4YK0cHFJNVJBwNOL4fkM1i3qBFiKfl7ljqUyB/V5huzylOVY4rnChAD4BwB3A/g8SI7VpmkzvwMIjuhW6EOK7MMou/W66pKQVwrzJwAw3aa+VK4IzmFBjkXBAl/IwX/BEUMpFgDMRDO6OnpBYPDJInJY4Mn0KuaHKdAzCI7jmQI66+VYPheC6qiDdlX24jTsDZ3agfELp4K4Yn1tEOtzS4ipSchC94RYqDhrMSEdbhGpXEHpG7ARqOYSju15E9kCpiJpbLTChEgiyQsBZ4le0lkSUiqhxh2rIsey2BOiN8CzukIbPk2PX9oG3PdOYO3VQLex3GU8lMLqAR8EgWGw04VgMmv/s9VCM9LZTIyuI4PhmQAq81jsXuuBY3Tudy0le9jTv1W06iaYPUjH26x6D7SGZUj4yZGtGUQmgN7V1rZtOxOizxyXoSoJXmkJth5ySTIjMHGcrDAhC5i8F3LUr6LTlB5IZOGShPJ8J4CYkEKJo8ja1PCfnAd8A3jxVAgXrOitDCms7gkp/6iOCXG5q7Y5e9q3zeRYx5V/xzjn9wIwsZN4FbYRHNGdOBpO5hqCnXp4JBE5NQl5JavG88eJynZpN0Yns/S7TRvTJTr1+EJa4RkkeiqmIumagXn16HBLyJeE9rjjzJ/QHA5ZjXhGuzG9LMdqV09IfJoa6jsaJTucc5z0J7FpaS2rUDOscKErz+mwqRwrksqV57Co8LkkJHMOep2ycceDCofnKHA/b7GFnhCX0JriRSqo+dlaRY1Fr2TDHUsvCWEMuOAd9HX4FD1GJ+jRgFFUMRZMlS2Y+zvcJI1t5bDSv++1Lpv68nZrTIigJiE2r/VUqCKtW3Ml9SeNPWv+urlDwJJt1n5HK+RYR34O/OLPmwvAk37zqr2KdvZbqPJVnaJNGaILWAgJth5mDlCvx9CFxtu1Q46lDirVKTQEYlks6nTXBPPdSgEvxxdo3EE1YjPArz6MouTFS2MhXL1xsCoJqVj0qntbL8dyuT1l2dK5JMf6AipyrFUALN4RXoVlDP8aePrzije0dhISSubQ12GchBATogT+r+TFEzAOhBNKEmLGhHhkurhKTIK4UBWH+WFgyxt1n84VSpgMpctBhxY63BKy7ZJjBY6bJlGxTL5Btlej+2+HjOT+9wKHf0JD1jRcO+ZiWaTzRawdrD3uHlmomhOywMc7FQL69ZtXOeeIaDAhPpcIfyxj312lBXKs4bkElnZ7aip8evDIIkoQwJlgX36QS5H22gkTUtUT4nWJiKRzzQ0rzMT0J9u/6d9JXrT/PmBz1fW/eLPp246FUtikMEr9HS6EU3kUIUJs5fmYDldkYkbIROjRjClzGvBlohUHLlEG+lYD4THz180eNJcPqWiFHCs6SUyZlcRMRSJgPNm7Gu2UOqVCtOZZ6QkBXlkJthGm95C6wNOt+fSByQiePRnEB3c4ZOfsIDZNjzpyrEAii8V1NvxqP2WOi/AttAR49gAAoJCOIV/kuGRNPzBdlYQoUF0E6/MM17nIhAB4AMCvlMfPcs5t2Hm8CkOcfprmbgxdACzVXsDDqZxhUzpAzEKeL5AcS6d3BaCmdMBKEkLBaJEt0OAvzsklx0COdXQmhlyxRDSoDryyiFypTY3pJjf5yXAKo4FkwywZjywilVeTkDZU9g7/hB51jv3pYBKMASv66pIQSUQi3wL7WBX5NHDfu4DolPF2D38MOPHfhoFNPFtAocQb5VguESknTEgu4WhGSDSVx389dxrblmsHBfVQr0PupNlacXRx6o6l3lTdsoBMvtTcsEI9JkRF93IgOAx8+w30/erXAuuuMX3b8WASqwYo6B/opM86WYDzyrNYFfwkA9Ze4+kF1l1n3nMhOmRCMpHaY9mzssIe6YFzYkIM5urU7mMLmBB1nyLj1l+T9JsP1lPRTjmWWsW3IscC2ref4dO6RUnOOT7+s0P4l8eGUXTKztlBcISuex2HQ38sg0Wd9UkIxS3ZdjAhyu87dP23IDAqaFV4j4o7Fiu7ZNVmIe4qJuSsn5jOGNvCGNsCIKD8mwdQVH72KlqJRADY8Xbgj57WrYbNRDMY7DJOQhhjEGS1KvIKXujzxw0D+TIT4jJOQrzVSchCLEyJOaqaGTAJe8fDWDPgM2SdPLJA7lgLXSHLxIgtM0hCHjw4g9UDPly4sjaJ8sgCUgUAYO1hcNSmxB5tR5rT80ks6/HWNKUDSm9AoaQM5GrBDWH2IHD0F8BDf2O83dFfKjugH9SOB6lhUA1MVfjcEvWE2LXozTrrCfn0r44gnSvic3dYCwa9cgt6s9QkxES+ZgTOKxKCWjlWM0mIQeJ11f8G3vivlYD/vQ+aVs+zhSImw2msVZMQZV1I5OCsCDHy69pBfVaSkGKBkoOr76oEnnWIpvPkzNYKJqS676R3pXmgH5+h88CyHKsFTEhkovbRChJ+GqppBaJMn9NC91sETwL/8Vr62iyxFxfgnm+EVEj3Onro0CwOT8eQyhUxFlGul4UM7APHDGfWaDEhXlmEKDBkS23o+8yngc6liHpXwi2JJBNjjUyInkWv2+OuSkLOfibkr3T+3bVA+/W7AxNnCc45Xh4LY+dKc7pZUB0/XqkLPZeiBd+gCS2ZLZQvZCN4XUoSslCD/+aHATCy7NTB0Zk4tulMpFfhlkTSiy44VXuQFiIDa+Rjs3FcvKqvoWGtHNS1Sl5QzAPPfNm63KhfkRnqHDO1+bcebplsnLldp6l6+I/Q48w+/W3Cp4GIIj0xCIC/+/wYLlnT1+Ck5nOJSk+ITYYvl7Atx8rki/j5vil85A2bsbjL2pyRcm8Wc3AdpkPU72PERJggks6Xe5l8LsWityk5VsT493t7gZ2/D7zjh8BtX7H0lif9SRRKHOcPETPV63OBMZBttN3zsVgAvqsMo/2jpylxs5KEKNadRgH0NV94Alfe/bhzJiRdz4SsMGdCZg8Ru2Fi/FGGpFigOgnwo5PKYxNJSHLe8H4bz+Tx8pjShF92GVvgtX5+uPK1mctRu5mQdFg3Ufrq06N452Wr0OeTcdSvuDwt5H76jxpKLgPxLBZ11q6TjJELaabUhkJjPg3IXmTzJbjluuSDMbK+Pu8GJPqIC6jPM2T5HJJjcc7fq/PvVXveViMxZ6j7PBlIIJTM4dK15lVGSW5xEnLoJ5WFHgCe/ze6ORlUuw5NR7F20LyS65HU6eMLNPgvOExzWAysGesndmvBJQntSUImXiDPfoMq+XQkjeV9jc5eZUahVcH8/DDw67+rNPqaQXJTkHrVhzWfno6ksVzDFrnMjIgtGmg5pyQhKQOnn5n9NGviznuASz6gu9lTJwK446JGbbnPJSFdlmPZdceyl4QcnIqiUOKW1goVkihAFBhKjpgQpRpq0xYynMwhlMxh/SL6uzvVqcWuLmuN6ccfonXUShK08UbgondZ2q+jMzEMdroxqEg2RIGhz+cixza7cixVZgOQBXHHIgqMzaAmKgbN/5FUvjJoDWhNTwhADKYZ2zB3EFh8vi5L0wCnFfx8ho6lu4cKNFaQSwL5pGEi95XHR/Dmf3+WDFbaNdvCihOZinbto4q0NhMSTuawfzKCWy9Yhk1LuzAcUFivhbpv5pLUY6HDhJRKHMP+BNYMNha/ujwS0sU2yLEKGUpCCqVycaiGCXF3Ar//I3AlBqhnQphYYeXPmWGFjLHXMcYeZ4wdVf5ZNAx/FQ3IZ8j5BgD23ktzQQDFAUN7ijQA7J+IYrDTjRUawWU9xHIS0oKALTIB/PgPgKe/WPnZnv8Crv4rQ9nDE8f8uP58c7pbEBjckoAiW6Am71lzvXIwkW2Q19SDem/aUCUZ+y2w5rWGm0zpBvMCiiVOjEIrjnU6RI+pkLXtc0ng5n+kJFAD05EMhjT2u+Kg1gI5VnQKOPEQ9QLk4vqfX2yadMRbbtM9z+OZPGaiGZy/tLF3g2abOJRjue31hLw8FsbGxV2WGtKr4RIFlJxYUhpUQ61gdJ7YDrV4QV79eUq4i1nj/cqlgO+/DZh80RETo4VjszFsHqr9LDrdEtJ5Zj+YilX1I7l7KKlIWUhCEn5i13SkL8VSFaNQPSfEDjKRWjnWok10zas221qYPQgssdgPAjhPlMafJZOLm/8R2P8DZQihCRJ+erTQE/L4MT+xNU720S6SfkrA3/vf5tu2W46l4yL425Pz6HBJNPjX60JEPYQLdSwf/wzNI9l0k+bTI4EEIqk8dq1p3Pduj4x0SVh46XI+BcheZPLF8ggDLYtedQZIQ6JRlYScC3IsFf8A4K0A5gBcBeDVJMQu7nkT8H+UyunP/wT4r1tp4UjNGyYho/MJnLe4o0FiowVJbuGi+fQX6KZ36Md0o0+FSBe8+jW6L8nkizgwFcUV51lzySnPNlmIBdSCfeR8IofBDuMhVm5ZRHahJ6aXSsD4C8DqK3Q3KZY4ZiIZXSYEUIP5FhxrNfmwWrHLJQ2r+5Q8NTJQtfvt8Hg/96+A7AOu+xh9r7Xv/qPAqadNZ0eM+CloPm9x49/kdYlIZZ00pidt94Qcn403DE+0ArcsoOREjpUyny5vhJOBJIZ6PGUziy6PhFimUJGlZQ1mhcyfqHzd4iTk1HwK6+pYXa8sklTD7vVfzSx7uikJsSLHUqdS69wHpsLp8tfRrGpC0SI51qLNdO1MvqT/mtlDwFLj9dUfzyCcVO5NokPWfuQxYOXlwPa3UHHjxEPmr4mMEyNrYHsbSdEx230q1L4AP+Gntd5gvX/imB8vng61X46V0p6ndGgqhu3LeyCLAjrUeU9MWLj9nD0IbL9Tlzl88XQIy3u9mkU7YkJaVGj85uuBZ/+vtW3zGUAiJsRTL8dC5bpX84sGybsog6sJytnemF6FOOc8qGwXAnDJK79L5yjGFZ91VQMbnwbGlZzOQI41GkjS5EwL8LgkYhacXOjxOeDZrwB7vgO8/V762YEfAN++mb5erN+T4I9lwTmwsk/f4rYaPllEYSHsbh/6CMmZDJgQzjmCSWtMSLZV7ljfuhn4wnnGQRYAZGNUvTfoZ/HHMyiUuC4TAii6/1YsrCoTkm6CCdEJrIsljtlYRnNKvZqElJjk/OZ18nFgx50VY4JUkIZZVePfLqdJ2jqWjiqG/QkM9XjKdo7V6HBLyBVLJG+yI9nJ2Z8TMhFKYZVGb40ZXKLgTI6VNp8ur4dsoYj7X5rApipWqdsjIVcoISsof4uRJCtwrPJ1i5OQyXAKK/sbbaOzJQcGDyoT0r2cAsiOxZUKvRGiE4ZOScdmY+Wvx9Wyc6vkWKIELNsJTL2svX0uRaYZJkzz6774FF579+PKezoM8GcPAisvoaRs3TVUPDDC0QeAB/6C7IYl/TV+Lk7zmOcT2fYF+Ik5Q7ZmMpzCe7/9Iu786nPtTUKKBSAb1bz2RwOJcpGmyyMhkSksrOVx+DTQt0b36RF/QpPJBshUp2VJyMQLwFOft7ZtPoVgTsBP905VMSFKMlHTmK4yIXWvF+VzqjFdxYOMMQ+AewAcAbD/ld+lcxRu5QZZrQn+r1voQlEbdzVwaj7ZUI3Tg0cWnckqAOCxTwGPfAy47I+ADTcA2+4Afv3JSlOvjt0dAMzGaAGvd5zQ3V91tonTKnd0EvjPm4AHPkz2qvXDv57/N3pcdbnuW6RyRWTyJQx0mjAhkkAWvU4XqHwGGHuGqqBzh423Vav2Bm4+aiVUK5ivTKdvkctUM0wI54ZTwP3xDIolrp2EVMuxnCSqiQAQOAqsu7ZyDB/5BPAZnRu92RTtYAprBrT/nrLrG2y6q2TtN6aPh1KWCwDVcMuCYhBh16LXPhPywmgIe8cj+MztlSq6mtzFuXItGjlkVSch7uZZID1wzjEZTjfIYN2yiHSR0YA2q0MGqxGdBDbdDHxYWU97V1aMEIwwP2w4n2nvRASXrulHl1vCVDRj31GuVKKiR31Ct/wiYEqHCfEfpeNhYJpRKnHEswWkckUcno5WBc82HbKqZUDrrgNGnzKWh973TprsbXCvBYDZaAZdbklJQlqkLAiNAru/bn37hN9QHXFoihJOzoFY3iHr5QTq3BqNa/9kIIH1i2iN7HRL5Jq5UJbHhRxdZwZJyGw0gyGdocQel4hMqQU9Ier6IFtckwsZjEZK2DcRqeoJYbWPqCQhDeqYc7EnBMCPOecZzvnXOefnc87/ZEH26lyEar/70n/S401fAF7758AdX2+0OVBQKJZwaj5pqdEboACowBwGmvFpYPNtwOs/S9+vuYoqY51LgA8fNXzpbCyD/g5XJYu3sL/5VjAhE7uJaXrpm8BzXyHplYqkYh/6h08ZNnUGE3TMBkyGQrokgez7nO5zQDmWnp7a/dVCebE3SEIiaQx2uhpsbgGUnTZKrZpOn24iCcmnAXDd6v50REmeevSZEMc2zqq96OAGqoK6OoGRR+lnWu48onEiGohnsahLextVUlSAzXMkl7Q1JySTL8Ifz9pmQohBdcKEWBwWV4cRfwJrBjtqZsSoXv3xknKMjRyygiOVr1vIhETTeSSyhcbZNaocCwC4DaYrOgX0LK9836sMAjRziQoOA4P69uJ7xsLYuboX3V6ln0Z02SvuJP2UUNRLlpbvAqb2arN7sweoed1gfRpWJIw7V/Xiz3+wr2IQYnuWSRVbc/7NdH/VC/RrkhPj4+yPZ7FlWTfmE7nWyLGO/hL4zhuBB++iZMQKTGyEj0xHsWkJrRGjIYeslxPoFMfyxRLGgimsX1wxmqBG/wWaQB+dAMANk5CZaAZDGvccgOKSdCvUDqrM0mVhTd57L7D7a5hTVJWN7ljVwwopwRDrEw1BOieZkM8yxh5jjP0lY2y5ybZgjHUxxl5gjCUYY9vqnpMYY99mjP2GMfbPVT+PM8aeVP5tV352DWPsOcbYbxljFkewnuHgSlb89Bfocdd7gRs+Bay8VPcleyciyBVLDXMf9OCRRSVgc3ChRyaAtVdXpq+qcymWXwx0G8tU5qIZLDVxl6qGVxaRa0WTd3UgAlCAqd4sA0cBMENbYQCYT1JFzlyOJSJTYs6Hlc0eJEnGmqusMSFMNJTpTIa1m9KBKllTK3orgIq7lJXGdFVKo8OETEUocVUtm6tRu99OEusZCuzVhu/qm2b13yApx69LvwoJkFRjUIcx63Cprm82EqdigSaP2+gJmVSYsFX9NpgQSUShTT0hI4EENtT11qhMSCwv0XlvxIRUD55sYRKiHs96ZskrC8gWHQzQjE3Sda+ibw0xD0YJPefEhAxo298WiiUcmIziolV9VVVnm9eM6oJVP1V8xS6SClb34KiwMKTwwGQEi7vc+KsbN+FkIEHXB+BAMlbVPC/KVDib3K29rf8Iypr6ZTv13zJfRCiZw9ZlPa2TY933+5UiyL7vm29fyJK0zUB6e2AqikvX9mNxlxsnAynFDrwNTEh8FgBrkGONBVMolHjF7c4tIZ4tKOycw/sP5+YJe+gU/S6DeGUmmtaNVcp9X04TppjS/2WFCdl7D72kQOdcY2O6hhyrPnqvZkvEcyQJ4Zy/A8DNACYA/CNj7DGT90sDuAXAjzSeuxXAJOf8KgA+xpjadXWcc36t8k/12vsMgDcA+P9AzfFnP1Jh4PqPV763YGX45HE/dqzoNZUIqfDIDhu9OScas/oG1L+egl8DKYCK2VgGS3uaSEJcShLitOKg3hhlH0luHvsUMSKPfBx47NO0oMvG7mLHZuLo73DBZzJksdwT4jRxmj1IN+6hC4jJMUI6bGqBOqVjzwtU7JAdJ6gA8MLXgH3freyXGdQAUiewnomksUyHFhcFBllkzpmQ+Ext31V1EhKfBoYfBcaepQTgjm8AO40tXOcTWd3hoWoylYcNG2f1WNmQYx2ejqLLIzVMALYCtyzYS5pUOOgJGZlLNDT4d7hECAyIZ4u09hglIbEpQFLOH4+1Yo0VnAwk0OOV0e2tXQ88soi0Wn+ws25Fp2rXV7VaGz6t/5rYNCUqOmvwsdk40vkiJSFl/b3NJCQ6QddH/TnYvZxYmyO/aHzN7EFT04+xYAprBzsw2OkG50Akp6xldgYWlko0vLW6b2Vwg3aCBFCPhW8A+JsJ4NqP6L7t0RmSOb32vAHEMwWS5ACNvWN2sHiLfk9NNWYP0ue2Ypfm04F4Fs8Mz+P68xdj3aIOnJpPLmyvRc3OHAP61zbY3h+diaHbI2FIiQVqe0IcHEvOga9fD3x5u3EBzH+Eio6CtiIjXyzBH8/qyrG8LrE1PSFqgcTsfUpFYOYAACALuq80WPRWN6brDCsEcO5MTK/DegAXAFgBQOcqJ3DOC5xzPauP1wB4RPn6IQBqErKeMfY0Y+zfGWMexpgPQJ5zHuacjwOwx/OfSSjmqYFrlb7bhRaeOBbAdZvM7QRVeGTBmRwrFaRArPomKQg032HLG01fPh1JN5WEeGQRuVZMJp0fpot10SaajAwAJ58gV4qJ54GbzBvD7ntxHLdfaEr20QC9Vtj3qZbBW26nSuLda7QX1gM/BPZ+11Dq8OzIPL73wrguEyKLDAJrwWDIQg74TZVls5XGdBMmZDqS1pRiqfBIYguSkNnaJKRaluc/Btz7lorxwrILTeddzCdyusG+2hNSgI3kupywNZ+EPHU8gKs2DNpyRXGJSk+I7Tkh2jadVjASaExCaGCYIisyGlhYyJF0RQ3kjSamN4m94xHsXNWrOfgzVVBum81+vvkMuSFWMyHeXkqejGbujD9HPYU6bO6e8TBW9nuxqMtdp7+38XlGJ0haVQ/GgCs+RP11+YoTF/IZYHqfbtCsYkwZSNqvyF1DGSVcstU3FQPAa5POwY3E4uRSjdsn/DSg0NOtG5gCwIHJKNYM+MoV/GBGecLu/VRNsG79Z+CKPyPZmlkVf/JFMs/QSeofOTKLgU4Xrt64CMt6vJiJZhZO5lSPwHFyTqsDWVt3l68dx+yciuFHgek9dI5OvKC/3dwhw/6ke54bA+fQlWN5ZBGpViQhamHBrFg3P0zzawBkGd1XNOeEKFATDKMk5JzpCWGMPQPgLwA8DeAazvkfO/hdvQBUC48oAPUqO49zfjWAGQB/UrcdABQYYzVlR8bYWxljP2SM/XBioolpqe2CehL6+oFV+ha31ZiLZXBkJobrNpnP3FDhVd2m7F7o6uTZ+pvQVf+bGhNNcHwu3iCtMIK3bHfrUO8/ewB4wxeBGz5NUrJbvgyMPkHMyMfmgA2/Z/gW8Uwe+yejeMN2fZcyFW5JRKYoOJNjlUqV6uGijZTgpcPA4Z/Wbhc4AfzkA+TsZCA1+fjPqadEbz4EY6xKqufgWAeOUlVx083A+bdQIvUvFxlXpcpJiPZ5MRXRdsZS4ZZFqtI7OUfiM7XOQn1rK1+/9E16VIMDg74h2owjkMhiUKcnRBIFSAJDgds41hll2WuywZpzjqeH53HNRusFi2rQMbbZw2LgkGOGYCKLUDKnaXVMNr15YyYkPg2A0+yiziXWB+VZwMtjYVy0qjHx98iCfSZEdcbqqSt2DO0ApvZovyafIafC1VfoBtB7qva106NIX+zOBIroJCFajy8EAAAgAElEQVQAcOE76Jw+/iA5+iX81KxeyhuafgDAeDCJ1QMd6FOmzs+n1CTExr1K7ZGrXhMHNwLgwHdua9w+MWc4JV3F/skIdqzoLV/b88mi/X0EiMECiJ0f2kE9Aok549f4jxqySjORDNYNdkIUGBZ3e+CPZxau4bsegWOaifHRmTg2D1XWsE63hFSuCO6UsZl4nuTLyy6ie48e5g4bJiFfeWIEq/p9urPXvLKIVLEVvaovAN0rqFhnlHzO7Ct/2ddDx81IjsX05oTQs8r/50gSAuA6zvkHOOePcm6nC68GYQDqmdkLsvyFYgEMAPcDuLBuOwCQOOc1Vxjn/H7O+Z2c8ztXrtRZMM8kqEGabwB418+Avxk3fckjh2cx2OnC9uXWdc4eWUQOkn36ODZNgbsNbXUqV8Cp+SS2DFkPoLyyqDR5Ozi19nwHGNwE7HofsPYq+pma6F30bkM3LxVq0+RGHcu+arglgXpCHDVKj5G+WtVR3/kd4NI/BPZ9r3axOvEQaVsBYql0IDKGNQM+3L5Tn8lpSRKS8FPT9tvvBW66m6q6oZO1DkX1yCXob9CxxZw2kGPRfgvUr2D3JlsqUZJazYRU661Vm2xw0labSHri2QJyhZKh7MktCUpQ32SQqjJLBqyXFuYTOcwnstixwp4cySU6kGOVm1ObT0JG/AkwhnLluRrEhBSIQdNKQkpF4J+VfrXNtwJ3GZL0TSGVK+DITAwXr9ZIQlwi0gXlBt/s5xudpGCi3mp35eX6ld3dXwNOPUV/ow72jEfKSUiX26H0JTbdmCSpcHUAm2+hYsm3bgK+uIFYmqXbTe8ZKhMiCgz9PheC6SL1+9jZx7Rq1FF1vncMkuRp8sVGiZeJ25SK0UASm5Z2ocMlQhIYIpkCrXd218zYFABGlt+DG+mzDxw3f019P04Vqk0xlna7MRfLtEeOFT5N8rKhxpbdYX8cG5ZUrulOxWiCbMAdJEuxaTo2S7fRml7IVfptVJSKdIwXb9F8i1yhhHAqh8+/ZQdknb4JjywgVWC0r2bMlR5KJRowvPkWWieMJKXTe8vuqQNd1D/ikupkWNXDClUmRGP3Vb8+ZkXjdIbArCeklWf28wBer3x9I4DfMsY6GGNqeedqACOc8zQAmTHWxxhbBUA/+jpbkAwAYBRcyB7TBZtzju88N4Y7d61sSl7hdYnIQbZve5iYo8XaBpV3fDYOzoHzm0lCXKLz/orRJ+lCr97nxeeTk9dN1tqJhufiWNbjQbfG3Id6uCQB6YJD9mZ+mG5u1RX5yz5IFZGn7qYFLD4LvPh1skoGGhdbBbkCOah9+vZtDU4+1fBIgnNGofr86FlBiR9AN/m5w9oLdmTMcL7BZDiF5b0G+60yIXYbGnd/jVinZRdWfqYmIXIHAF6Z5N6z0vTc98fo2tJrTFf3OW/HojcVpLVBNO5Lqsfx2TgkgWkG81bglgV7PSxAJXGywYSMBBJY2efTdHTr9co0OM7bpy1nUJ2GVl7eoEl3igOTUXDOcYGGIYhHEpG0m4Sk5unvqWdsVl1Gkiat/oi5Q8COtwM736n5lvOJLMZDqUoS4lGkL3YHk2YixgnlystIvz6rtG/OHQaW7jB8y2gqj0gqj9X9JMns73AhqFrg2mVCmNDoIvf279Fj/WR3VY5lgploGkM9HjDG6lzG7CoLpuj3Sq7KTJhqi37N10zqM1EAAolKErKk24PZdsmxnrybPvfNtcxTrlDCVDhd4+jZqTgGFp06d8amqNl86Q66Lh74C+oPqUZ8lu5xOs5Yc7EMONd2Y1ThlUUky5JLmwXS8Clat9SJ7QZFREzvpVk3ADpFWlO4KqzSmJhu1BOigp8rciw7YIw9CEo2vs4Yew9j7KvKU78EsJIx9hsAac75cwA2AHiRMfY0qBFddc36OIAHAXwfwEdbvY8LjvgMTbu1KBcYD6Uw7E/gzRfrV0S04JYEZCDbZ0Lic4aDE42wfyKCVf0+XUmQFrwudfqwzcA4l6QLWGuyrImTVzWOzyawYYk1W1S3JNCcgFLBfpUkNEoNfdWljIH1wC1fAp75MnDgPupnkTsqjZSLG7W3AHA6mEShxLFhsfH+e1TJjSMmpE7WcMuXSBM8sw/49ytIs1uPyZd1pXzRdB6xTAEr+w16QmSFVbB784rPEIW/7c2Vn/UqN/kBZWbAGoVBq05UdHB4Oopen4wlBrNwPGXr6WaD1BCxpU3i2GwMawc7qqpnzcEtCvaSJqDC8tpgQo7N6Ms3+zpkhFM5WjeT840bzB2i6uH7LEzKbhIvj4WxaWl3OXiqhkeuYkKalttFtZm2RefTGqhVaPAfpaKKDvaMheGVRZw/RNd/p1sNnm0GfJmocW/N0u21c03GntVdm8qbhEiSqdpHD3S6EErmKDi3vY89jaVg9d5VnYTkM5XiiQHUZuWlVc3UcScN/kCjE1r3UEWipYd6C+c6zFclIYu7PYhlCs7dA5uFKsm7+D0Nn8F4KIUSh2YSUmCyMxOa2DTd15dso3vo/h/Qz6v7gMqScu3YaSqSBmPAkh799dvrqio02D2uoVEqNK68nJLPY7/S3ZTPHUFgMak3OhgVIoolNQlRk4nGOSFazedq8sFNrKjPJGiW3BhjV+u9gHNuOJqUc/6Guh99W/l5AcC767bdB6AhQuGcPwVqZD83EJs2HYBWjX0TEfT6ZMtDClV4XSKyXAIKGfONtZCYtURba+HZk0G8Zl1zAVTFCs9mYDz1MiUCK/Rtjq1g2B/XnZ5aD7ekeIgDVCVpsmoNQElCNCwYL/qfNDPg4Y9Shfmmz1Nj7l3DNYOIqvGD3RNYt6jDMCgGSPfvyDkN0JY1dC2lKi5AFP38CHD05xWDgKmXSUuuAXXAojGDIyJXcsDg5JK1sg2ArE6X7SS53gN/QZICdxfN7THB3vEILlzZ2LBcDbcsIM8FoFkiORVsOpjP5Iv4xf7ppmSb9aD9tamBToeob8NgCrUenh4O4F2Xr9Z8rsfrIiZk0SIyD6hGqQgc/hnpvl+Bit/e8TAuXq0tbStLNdT9aAZq8FyPrmUUsIROkcuTilKRHJ80mn9VvDwexo4VPWVpSacaPHfalOhkNAYVVqM+4UjMURJlgLFgCr0+uVygGuhwYz6Zs88yJAPa14nspX1PKEnI5EvAN15H1tsGMyMAmg9S3axMSUjemdSpPqHoWtbI0lQjEyWZbrd+EhKIV+zB1TW/ABmuhZRjTb5I5gAbb2x46vR8Eh5ZwJKuisRWnZ1UdFJM4lyJo5ZX+j3UDoHwKWrmZwL1NHUs0nXDnImmMdjpNpxl5lGZEAZlf5u3PUdolM452QNc9ofEyF/+J43rlTLM98OPRnGPC/AxOj75Yj0TotWYrv/rOT/7mZCblH9/CbLLvR3Ap5TvX0WziM/QAmQRe8cjuGCFcaCjBa8sIsNle7aHgG0mpFTieOFUCK9ZbyMJKTqw6J3eSzdAmxOmVRyfjWOjVSZEFqo04TYXfr0kBACu/Rvg4ncDG/8HsO0t9LPOxY2BNEi2d/9LE/jgNetNzxWPLChJiIOKmVaDZ9cQfQ4AyU1+/H6ySC4VgZHHqF9EoZrrMRFOocMlos+nz56VWQW7N9lcolG2IXuAP3ySTAxU3HS3JfZsz3jYdG6PRxKR42LzErJ0uIEJOTYbw389exoHJiPgGszbAwdmcHo+ib++yTgQNIJLVJImO9IDmzNCTs8nMRZM4Vod440+XzUTUme4ePinwJGfkYypxeCc1/RY1IOaVpVvml239JIQQaCApX6Y3Uv/Sef9kL7cae9YBBdV9a50OXXH0ttHFe4uYMfbaMhuh2KEYNAEDFB1fHXV/Jpur4xYWgnw7bD2c4f12ZfOpcCv7qKANTpZ2ecNr9feXsFslAoiZVtZt4xY2qGtbGyKGpNVdA8pZgo6CCkOaTpyLM55DROiJiP5VlivN4PJl6gPU0OCORJIYM1AR42MXHV6ctTbl4kA+RSt0fVMXfAk8KWtwPfuBKLjhnK26UgGy0wcPL2yiIRdyaWK0GiFad96h1KgG27crlQEA0eGu1DiDJHVlNhVmBD9OSFa93xe7iGxt9vtgGYZl3P+EQBgjP1cca4Co79YwyT8VZiiCSakVOJ48rgfb93VfMO9RxaRLkkOekJmDYcn6mF0PoloOo9da5prqPW4RASdWOFN77MkoTFCNJWHP561noSociwJzhYojSoSAKL/f++Tlt7GH88ini1YGmbpkUTk8w5nssTn6OZTja6lFbea0GhFUhKdBF74KgUsGs2LAA2EW9HnM0ygPLKAXNrBzSsb1+9J6VtDN4itb7L0VuFkDoemovjYG4zlJ7aZhVSw5sZeKJbw59/fh+NzcQDAt997SUPQ/sQxP64/fzGWNDEktHF/HSR66bCtaem7T4ewqMuN9Yu02d4+n8KE1Cch8yPkFrd8F/C6v2t+f01wcCqKUDKn2ZQO0BobV0/FZj9fowC/f12jTe+z/wJc91Hd5LhU4jgwFcEfXFXpLetUe0JEG9dMqUQVbjN3tju+Ro/rrqOg2qBwxTnHsdk4Vg9UPuduj4TpSNq+1Gn2IHCejuNhbJrYhIP3V2zB3/ptw76hUonjiw+fQKdbKvcnVZgQBz2W0SlgzZWV77uGKqxxPTinuVYrLtV16Aun8sgXOQY7K7MkyHrdAcNgB9N7dSW2Txzz4/I6RQRjjJw7mc0+JaBid6smGLd8mXr5fv1JmguSDNC64BusyG01MDwXr5GKaYFk4gpT4kSOpc71GVhP1/eJ/yY3zGoo75+DhHXZe/GDtZcDeB75otJirtETovbTN0xMRyUxOXvEWOY9IUOMsfOUr9cBsKfV+V1HE0zIc6NBTITTePNFzfWDAJTBp0sO5Fg2mZBDU1H0+WTdORV68Mqi0l9hc2Ga2QcMOUtCTvgpwKt28zCCW23wBuwvqPHZpnpW9HAykIDAgNUD5nSxRxaQt2MbW42kH+iss4GtXvBnD1YalUMnSc++Wl9VORFKGfaDABQg55z0suQS+kyZIAJv/ZalplUAeGZkHj6XVFN51oJHUqynm25Mr+0JefjwHMZCSfzeZlp2Xzxda4WcyhXw9IkArjvfuo23FlyioAwNfQUq5zrYN2Esa+v1yYikcqSnTgYq/VdfuRjYdy+xAy2WYhWKJbz1P57D8l6v7uR5kmMp37SKCQGoRyxUlYTkUiQt0ep3U+CPZ5HJl7CuypCgU3HH4nYq+Lk4aP6Gxc+zc5FugUHFI0fm8ODBGbxuc+UcLdsvi24biVLRuBleDfIKWeolWvUaYM1rDd9ydD6B50aDuOOiigyq7M7mRI5V3xPSs5IsjQ9qzHJWB6a+6T90z+v9ExG4JKFsQMEYg88lOQvu7WB6r+bk+WAii92nQ7hpW2MM4XWpBiM2g/r5EUow1CLNrvcC572OipBPVc0BO/jD2v6/OhycimKbiXTVqxqLADYLMxH6LKuP0ZbbgQP3N2xazFOCm1diCjUJNmJCjCx6z6bkQ4VZEvIBAF9ijO0G8CUAf/jK79I5iNiMZSZk30QEW5d1NzX0T4VbFpAqSeB2KO5snKpa/eubfumBSbqw7cjHaDKpjep8JkrVBodMyPHZOFb2e00npatwS1ULlB1WIZekwUQdzgJHgCwlV/T5DPWtKjyyKhFyUDFLawylqx7AqVr1diwGZvYTNW6gZ1eZECNUpE02b7LZhK3hf1r4+b5pXLNpka61owqPLCBXYs3Lm1LBGnve7+8ex5t2Lsc33r0Lf3ztejx3suKw8vxoEFv+9mHEswW8fos9MwkVbkmwf4yz8abnmgDAPqW3Rg99PhfCqTxVhYs5ZUBdFQY2aL/QAYLJHLKFEr7x7l26a5m7RqrRbE+IQb9F55LaGRLBEQC8kXmswlSEGnKrLa47PRIKJY6SnSbgTJQeWzj08fBUFBev7sMbL2xRgJ8KkSynT7uXCP/zF8CGG6lBORkwnfsD0FyLbo+Ev7+tIivr9kqIOWlMz6VovaxOQra8Edj0BuCF/2jcfu89xMgO6N9/nx8NYufK3ho3uYp7oEMmhHMKks3O6WKB2O7BxuvvyEwMImOaRRpvuSfR5n4GhzV/JzbeRL0hqxXG6dqP6g5Wvu/FcZwMJE2tzEkC7KDQePB+uudUO4dd+A5g7mCtRXMqhOhL9wEgJgQAJEXG1qcM9SwnpNU9IWoSYnAbOmfcsTjn+wG8EcCtnPPblEbyV9EMigViQgx0itUYU4Y62YFXJoveUvVEW6uYO0KPJk4nWjg2G8OWZc3fuLwuASm7TMjMfrowDQY7WcHwXBybLEqxAArYiuplYycJUaUl9YyCDZwMJLBOR85SD4/KKNiVY3FOFZ763hR1WJXqtN23hiR9T3yOvjdw9pkMp3QHRlX2W3DemO62/vnqYTqSxmPH5vDu16wx3dZTnn9jX67DOcf+iQiuPI/Ok5u3D2HfRASPHaVA9bcj5Bj197dthddlnoQawaUmIXZ6QqzId+qQzhVxfC6OnUZJSIeMdL6IjHcJAEaNndXrmoXgslkE4lSVNBqeSRPTnbhj6SUhi+tkZyco4e/Q77ObDKfR3+GqKaB0KzMZbAV86rBMk1k5zWAinG5glRxJnQrKOSDrFC/cnbQmRaeUJMR8nT02G8P5VRO+aR8VlzHJBlsDEGsMAF1V4hHZQ83JUy9XZp0AJIM7/Rtgww2Gb7n7dAiXra0tAvlcLTAcOfBD4Cu7gJ/8gf7QTBVJPwX9Gs3zw3MJrB3s0CzSeGSBAm27Vuvzw9R8Xo9115Jj20130/y1a/9a9y3++sdkK73VJFbxqscUsHffiU3Rfa/arGPgPCowzSlDFjkH/mkz+p+g/c2B+iIlkeHHf/yaiuS3nHw0umNpWvSyytufLTCbmP42AI8DeJQxJjLGfrAwu3UOITZFF606i8AEY8HaJr5m4JFFZCGjmLMhx5o7CPSutlUFGwummnbyAmh/UwUB3M4COr2Xquwue8dKxfG5uGV7XoCYEEdyrIQSaLSACfnN8Dx2mUiDVHhkgQJjJ70VvNg4SI8x4E1fBd7/CDVhLt0O3PhZGha1/nW6QRfn3BoTIqvSJpv7nUtUtOEOcGQ6Brck4BILfU+VfW7y/KhKmCZCacSzhXJyv215D95/5Vp89KcHEcvkcWQ6hne/ZjXefcWaZv+UBrgllbmx66bU3JpxcCqKEufYvkJfFtHjpRt4ROgDbvsXSmpPPk5Pvulr1MvTYgTiWbgkoRzIa8HrEsEhUANoK+VY9bIznWnU1ZiKpBsksJ1uCmbydvoEVCakBUm7ivFQCiv76pMQhQmRbAwCVBNRHfcjAGTPGp0kOZaVJGQmjs117ojdHpUJsSnH0rOuXnkpIHmA089UfuY/QqyJahWugVKJ49hMvEFKVElCHDAhEy8ozBsqFrd6UC2GNfrshv0JXVmz16X2ndllQka0kxCXD/jgMzTA0EBGmM5RgeXHf3xF2a1LD17Vzh6wt79a7DBj1COiNqdHxmtk8yrzIgkMF6/ur+yjVmO68qWRHOucYUIAfAjAdQCCysR055HT7xoi4wCYoe1eNSZCqbKferPwKkkIt+OO5T9q6nKihUy+iOloGmtssDfli91O8BMcMayyWwHnHCfmEs0xIWrTMWCTCfETVesweRoNJDDiT+DGrdakOG6nsiZ1YJxWlfSCtwMrdpFOd+sdxIb80VPAu36i+3bRdB6JrPGMEKA6ebJZQcvGWyLHOh1MYnV/hyXJYXmfmz2vcxXp2OHpKDrdUk1B4sM3bAIDw45PPoLHjvmx1YEtbzXcsoisbTlWrOmg9dmT89iwuBNdBsNBVce0cCoH7HwX9QA8+rc0O2fHnfassU0QiGexqNNtbL+szmIRpNYmIZ2LKeBRTR5mDlBCb4BprSSkzITY+DyzMTq+FudZWQHdz2r3sdsjIZUr2ptvYTkJmaB/JkkI5xwHpqIN11ItW2NnqnuIzpH6a0NyU5/P6BOVn8WmyEbYYD7IeCiFdL6IzXXDgMsDiu06YgK1rk2qo5geYtM0n0ejz27EH8d5OvOqvE7lwPEZw0nyZpiNUcBvReZeZm0Am1JxncLM4MaKHGvs2ZqnVOZFrNdYaTamq3NCGn+F6o51Ns0JMUtCSgBEAFyZbH4WDYM/QxAZpyZkCz76mXwRM7GMIyYkx2WU8jaYkITfcLK1HibDKXAOrLHBhPhcklLFsXuhO5MNHJ6OIZTM6dpxasElCuRGAthLQhJ+S9U5M7w8FsaiLjfO0xn2Vg+3LJDjh90kRA2O6pmQalx9F7DNWoX6dJD07FZ6QmiWjI2bl+LB7tTCGaAgwGpxwC0p1tPNnNfqviqszYk5qipWW116XSLecRkxqjduXYLrHTakq3CJArIlm85pTcqxnjoRwD8/Now37TQOKNSZEpFUnm7AG2+kwsPS7aYN6blCCd/67Sl88eHjhttVIxDP4lvPni7bn+rB9UomIQCtD4d/Cgw/bDqJ/NBUDGvr5Jg+WQRjQM6OCYXZoMImkckX4Y9nNZkQACgyqfngWa0eSwZJyOrX0nY6vQvVmIqkEYhncdGq2ntJp1uusjq2sfaklP45rXN13bXA6JOV77Nx0zXq2GwMnW6pIen0uURkYeM4VqPZJETDVEUt6OkNH/W6JHvnJEA2zsmArfhExWw0A8aAxSbXN0DroTMmRGdNXLQJmNhNhhPjz5GdtIL6npAyNJIQnyzBJQll1lMTZ08Oom3RW4XPAXgKNNn8MeX7V9EMIuOWpVjHZuPgHJbtYuuhMiG23LFSIdOhU1o4PZ+CVxYtXdz1cMSEZGPkKOMAvzo4gx0reppintyy4Mw5Ixmw7MZkhGE/MThWzQA8kqgEmg6YECbYakLWwt7xMFYP+MrBph48soiM3QpaMUeBYv2cEBsYC6aw0aqDmiwgU2pSrlPIALxUZkLGgkms1WAX//S68/DWXSvKQ9VaAZekzglpYdVPB/c+P4Y3bB/CH19rbIAhiSSLiqSUz33V5fSoM3NGRaFYwrVfeALTUVoD77rRWNKk4uu/GcXRmZipXlxlQrgggTX1+Wapn0EvCfENAmAU5N3/HvqZwXyQiVAK+yYi+NQba9lrQWDodEk0tLYYt75/QA0T5xTpXBFPnaC+iGr3LoBYBoCG7MlNy7FStA4ZsTXeXuBdPyU51rprDd9u30QEXR4J6wZr99HnEknCY1eOlQ5pztEAACy7CHjkE2RYc+IhANyUTTwwGcXmoa6aogQAeGUJ2YzLviNmNqHMLmG0H7u/Cux8p77rWWxSMwmZT+QQTef15ViygGzW5jquGjY0MfC5HrMxGlJoZioC0NoDwUFPiJ5Zx463Uf/Nwx+hotPA+vJgzXISItYnIY2N6T0+GS99/PfQrcEkn4tyrGcAXAlgK0iW9Yzx5q+iARaTkKdOBHD7v/4Wawc7Ks4ITcLjEhQ5lk36WG/RNMBzo0FsXdbdtDMWQPtbgEg382Y7qbJxx9rl3adCuHZjc6xETZXETtAWn21JEnJiLm7ZVhhQgnknTEg6TAGUkSVHE3hpLKw7i6EaHllAumizoT6boEeHPSFTkTQOTkUts30elQlp5gaWS9KjUhE9HUxq/j5BYC1NQABAFgWFbbIrx7KWhAQTWTx+zI+3XmxNVtHXoThkAcCKS8j8wGSmy3OjwXIC0gzUQZAlk2VIdaLjrMlzstz0rZOEiBIADtxzO31/3ccMTTd+OzKPpd0ebNeQ5HV6JCo42OpJak0S8rkHj+KD392DPp+M/rr7mRo85ewMr8tnqCnd7H6z7lpg+1tM3+7oTAxbhrobg3uXiGyhZE8yBhgP8exbA4ADP3of8MBfAE/ebZr87T4VwiVrGt/P6xKR4U5cp5RekGs/UnGYeugj2ttmosD++8j2uA7Dc3EIDLozOLxlyaeN/YzP0GOnfRfA2WgWS5uYpeSWRPufvV5hpnMxcP0ngOMPkRNilblCRY6lw4TUTR/USkCqcRYRIaZJiB/A33LOA5xW6QcWYJ/OLVhMQr7yOFGicn0m3ARcooAcZDC7TEiTk49zhRJ+sX8at11ob+aFVx2SBtiQNjTvylONUonTDahJV6/aKomNwDgyTgYADnGiiSnvAAXztgNNQHHGan4onR72jUcsJSFu2YEcK6dUgh0GVv/3sWEs7/Xi9gut9XXR0NAm5VhZZV+VhGksmLI0/6UVcEnMXg8L0JRF78/2TWOw042rNlhL/Ht9LuoJAajg8HchU/e+X+6fxpqq46Y1ZV4LU5E0rlg/gG+95xLD7VxVTEhT11LZ/tagj+f3Pln5+pr/n+bY6OB0MIX1i7V7lDrdkr2Ar4V21vGM/rFR+1ZydoLnQpoau1uEEZ1map/iOEeSsRYX9VRZ0fiz1CuamDW8hjL5IvZPRnDp2sb388ki0tzBbLDgCN33r/1r4M3foEQkPqu97fH/pjXiij9teOrEXBxrBjp07eLLAwBtFe5m6Lpx0Ec5HkrVWFmbwSUJZHNtRyqejeoXSNdeTcfQf7Smr0mVeEsNRb5GJsQInNU+ng0w+8teADDLGLuXMebBWTUM/gyBhSSEc46xYApbhrrxmduNmxGNwBgDtzMAinNlWrO+HaQW/vWJERSKJdx2gb0kpOxxDthronSQhIyHUkjlitgy1HxzrygpVQg7AX1kzHESMp/IYjqaMZWOVMOjBvNO5Fgtsu6MZ/KYiqQbmiy14JYEpIo2GRy1+uxQQrZnPIxbLxgydVVR4ZEF+0yIqxOxTB7BZM50sm+rIJd7Qpq06M1naK2pqvrFMnn8ZjiAbz5zCpl85f0457j/pQnccdHyxmqfDnq9ckWOZQG5QgkPHZrFh67fgAc+dKWyP9aCiMlwGlduGDRtXFXlWCUmNXe8shaSkCv/EvizfcD7f238VoUiRgMJrOrXPj+6PJK9gC+XbImTHEA9AIBGoy2o2oP6B3EAACAASURBVOtzKbMY7DSmGzWlN4lhfwLnLWpMQrzKLI6CHbYGUIp6OkWW6mOy4056NGD1nxul+UC7dJiQdEm2lygB1A+iTvbuHgJu+HsaNKu6e1VjYjew8rKG4885x4/3TOHy9frxQ4WJt7GfMevDnvWwZyyMnU30fhITYvOzNyrMqDLCUkHzWtNlQqwmIWpj+llEhZj+ZZzzrwL4JoBfAGguSv1dR7FAzhcmM0LGQyn441l85R07NasdzYCLLgjNeq/nEhQw+axfpMdmY/jXJ0bwqTduQ6/PnnxMFgWqKALNB8fZuKMmyv2TEXS5JdM5FVqQpKqFpBlwTkmp3qAti9g7HoFHFiwF8SrKgbFdJsTi4C8rGPGTTMpKU71HFpEpMptJiNJMb2Oit4pYJo9hf6Ip8wK3JCrzb5o4P6qSkGMzcTDWqKV/pSCL1BPStFV2tjbJOz2fxN/+7BDe9c3d+PQDR/DCqUogc2QmhmOzcbzFohQLIIesshzLAnafCiGVK+KGrUvKPWqBuLUK8WQ43dBArQWXqCYhzcqxosSg6s23UNG/FlhpzMbc8E9P45Ejc7pMWadHRqpogz1skZ01AISSWawZ8OG7f3Cp5vMeWbQpx2pdEpLJFzEWTGlatKuzdwqw644VtiZvVh2fDNjax4/6cfm6AXRqFEF8LhHpkuiACRkGBqusb5dup3P01NO123FOVr4rGs/Nw9MxHJyK4oNX6/d5eZ0w2qmgo3tPNJXH8bm4JXt1FW5ZoEKDnYKuUZ+cmkwUc5prQYMSRqMx3dJuNLV1e2GWhNwDAJzzxwH8LwC7X/E9OpcQn7Y0I+TgVBRdHqk1lU/J03wSklImMTchx3r08Bw2Le3CLTvsN4sBgCgrCUwztGepqLge2e8J+cmeKbx+69IGLbAVuCRRqYQ2GbQl5uhmYdGoQA97x8PYsbzXUpOdCo+kTKe3y4SERoH+dfZeW4dhfwJDPR5TXSugzJKxu9/pCNlJGshazPDy6TBkQWjw5zeC1yUgXVCSEKslqVwCEGRAcuHgVBTrBjs0g45XAi5JQB5S80lIuc+Bbrg3fvlp/GzfNN62ayUkgWHfeATf+M0oktkCXh4LY82Ar6nEqtfnIncsi9g3EcbmoW50e6gPgTHAHzNfC6cjaYSSOUs244LA4BIFpSekSTmWp6fpYEIL4yFyllvSrW0G0uWW6FpvOglpHRMSTOTwpp0rcP5S7WDMIwkKE2JjTkiL5Fh33b8ffT4Xti1rvLbVAZB5JtucExI0vp+++5fAex6sqA907mWcczx2dE7XCc/nEpEsSc0PfVQROlW7rktuYMPrgSM/r93u8c+QdGvj/2h4i9PBJHq8sqHBi1cWqbfPVt+ZdcmnFvZOhOESm1vDXaJAUrxmC435FMV8bp3fxRglFsWcprzMKRNSeV1zm7cTmn8ZY0wt1T7PGNvCGNsCQAbwTwu2Z+cCIsrgHxN/60NTMWxb1mOrubseXHJDKDV581Gp1ybkWKPzSWxaat2dSQ9laVMzN3RVP29zYYpl8nh6OIA3X2xN41+PSpWkyQVKPR8cJiGHpmOGg9604JFFpO0yCgAQPNmyJOT4bNyytbBHImthbrcaWT/hvUk8edyPy9b1wyNbT2S8soikOlXb6k2sqgp9aCqq2XD8SsElCihwGz0hZSaEAii3JGBFnxefuHULLlvXjy/9+gQ+86uj+PXRORydiTfF3AFAn89lKseKpMiVBwD2T0axQ7kuJFHAQIcbcxaYkO+9MI71izqwbbm1/XNLSoDSbE+IA0auGmpyeula7fW60y0hVbDZmK70hHDO8Zf37cOIv0mHLQWhZA79nfoMucclkiOQHYteMzbJIp47GcTHb96MHl9jMUSVY9keBGhWvV97NbDmtZVERedvOjYbx3Q0g9edv0Tzea9LIrmqXYve1Hzj4NyttwMnHq7MZAGAk48BV91FQwHrYKV/zesS7bFzgGMTmoOKs5hev4oW3LKAIrPBgpVjE4P9VRMKDZvphp4QJiDLzA0z6sHPoixEL716u/L4V3X/7lqInTpnkAyQjl4ytq/dMxZuSt9vBEFyQyzlmhMF6g1WMsDofNLWlPR6SGUmpJkkpLYC2ywOT8XAAOxcaa/R2i0JpBdttkqSDlEVz2G1cXgu3tSARYAW1XTR5nT6UhEInwb6jW1VreKlJvS5HlmdCGxTjuUgCcnki3j0yByuadJBzeeSKkmI1f2umpZ+Yi6O85sM2J1AFgUU0GQjPUDXIRMAVyeKJY5kroj/c8d2dLqlGgevveMRHJuN6VbF9bC4210eMqaHiz79KK68+3Hc/dAxPDM8X05CAGDT0k4cmY6Z/p5nRuZx6wXLLBdUXJJAzjnNyrFaYG9dKJaQzBXwvQ9c1jAzQoVXleg0nYRUGtOnoxn8dO8UPvzD/bb2M5jMYdDA5dEj2Zz0nU8DsnMmJJLKIZjMYb0OM+eRBWXeis0+hlRQsV02gVr44yXNp7/z3GlsXNKpyzJ4ZRHJooPG9FSosfi44fW0PyNKb1KxAMwd0bWMngilsNJktplHFpGy685oYyBqNQ5MRZtiQQCS1BaZjf21YkDBlGRIg6FvEGYwAe9fugQP5+Ys/fqyRe9Z1BSimYRwzu9WHt9b9+99C7t7ZznSGhc4SE4TSeVQKnHc+8IYXhwL4fad9qryDVCp6mYWTtUZy+JNmHOOU4EE1g4616yLso39ddhwfGgqivMWd5Z1v83CLYko2Zlv4pBWBmjS+Ew0g41Lm1uUPbJSebQja4pO0usczmUBgGS2gMNTUVyq0WSpBY86S8aWV3/EUTP9N585hXyJN9XHACg67aKytFo93lVSmFAyh8HO5ufu2IUsMjKIsOVQ1wUwhvlEFsUSx5DS2J3K0Xu987JVeOTwLI7OxLB5qLlzdlW/DzPRDPJF7QCtWOIocSCeKeDfnzyJpT0evGF7RR66c2Uf9oxHDH8H5xyjgQQ26Ex61oJbEuh4NbVmtYYJCSVz4Nx46Bq5s9kInqvOwaNK8nZ0JoZSk2XYfLGEaDrfYM1bu48CMiW7ciznPSEnA9SDVT/sUQVjTJnybWMfcymS5VhRFqh9Ixqf1Yg/ju/vnsAnb93a8Fz55S4R8aJNB698hhLP+v10dQBbbgMe/yydE8Fhknst1TbNGQumTAcse2URaTvsHOCYCTk0Fa0pTliBWxJQsCPFS/gBMOPPXk0+WCX+kAQGWWSNhRDGEBUERLm1tbkyJ+QsT0IYYy8yxnbX/XuRMfZqT0gzqHOcCidzKJY43vRvz+Lqzz+BD/1gLz71yyP4+M1bms7U9SDKys2pmcqIVjXEAPOJHGKZQkt6WJiahDRDJ1uhPA2wbzKiqQO2CltyDKAlE4m/v3scAHQn0+rBIzkI5lWfdhNZoRXsHY+AA9i5ylpy4JEFSp5sy7Hs2wofno7ihi1LmjZe8LrEsuWiZQelKjlWOJVDf4d5v0yrIKuzb5puTK8k1bPKbI4lihf/LTuWocMl4l2vWY3paAY9XhnXbGqOUVrV70OxxDET0V7LDk9Hy19fsqYPv/qzK8vTuAHgotW9ODgVRa6gncQAQDiVb3otc0k2pBpVSchEKIW77t9vq1rpj9M6uahLnw2gAN8OE1KVhMzEyMGqyDGfbE7qEyjvo36i5HWJyMJGolRoTWP6aCCBpd0ew74rmm1hY+1Jzf8/9t47zo6zPPv/PtNO276rVZfVLFtusk2zcQFjA8bEhEBwEhICBEjyS09eElIJefMmoYT8KAkJbxoJJZAEQjPFVNsYbGxjW5ZsdWm12r6n9zbz/jEzZ8+u9px55uzqzMrW9fnoY3l1VvvonJlnnvu+rvu67P/GJJ6pkdZFyPG5PDFD5fo2rlMRQyVXUzpjQoptZNi3v9tmkh/4EEw+ZrM6LRLLT8znPOepIoZKPgA51my2xFS6xJWb/TWjDLfR4Ldpl5+1C0u1zTxfgwlZOH5rqljeNVAomAJa72DL43ySYy37TlmW1d6e4wLk0HS4r9VNrvnzb/DmG7YDtnXk3fun+Phbni/tmy+Djg71PoMKD06m0VXBrtGVFyGq5sqx/BQhGbsb1i41dxnUTYt3fuEAd++f4u9/9lpf39sM20Nc9W9pukJb4blsmXd/9RBvuO4iabtYF2Fd6azbDfZhXo95ygpl8MNTCa7Y3O/D7ta28hRY9vvtZ8h8hXKs6XSJvT4lRGDLsapuESJ7ECxnweihWKlTqpodO851AnswvQNL16breTpTImaojSLgjis3NliJ+373FgxN8aXJBtjYH0ZVBKcThWXlKE+cWShC9m0ZaAwTu7h66yCVmslTUxmu3rr8dXBy3nZq2z4iP2fQkVSjqQj57pE5/vvRM7z9ZZd4WgIvxbHZHKoi6Au3vn9CmkreFOB3NrBpJuTgZIZb967nS09MMpEsMtqm6FmKk/N5VEWwpY3bWFhTKdc6GKiullalCDk87R32GjHUzuRYeacIkZFjuc/rZRw0T8dtmVM7mWDUUMnW7Jk538dO15BmuWd/dMgOzPzqO+z5lW3XLauUmMmUmMmUPWcU7Tm57jMhBybShDTFV7AvuGxnB599bu7sGZulcIuPRUxIi8kIITCRZzbcpPTzhwfxcMcSQvQIId4ihPgTIcQ7hRDv7NbCnhEoxBs3+A8du8ovPTG1qOK9bufquh4vMCE+NvdC3FfH+OBkhks2+Bv0agXVcIsmHzd7h/a8x2ZzfPKh02zqD/OyyztPXw1pit3p9tslaWfdJ4H7j87RH9F516ta0/OtYM9WdCprWvmAt4uHTyZ4vg+rxAaDA/4fCCuUY81kyqz3eUgE+2DQWLPsNVLKQLifhDOIPdTFIkRX3eu5AzmWcz1PpYotD9TbhqO+D9tgD5dvHog03KCW4vB0hpsutg96lywjTxyKGewYifGjsWTLn3F0xnZqW1rAtENIV6j6tW4tLhTET09lFv1XFtlSld/6zOOM9obaHkzDumI7Efndn5rYuMfHU9ywa5j+iM5EqujxjYtxYj7P1sFII9hx2TUaKiWrg/2oWlgVd6wnJeYEokaH2RaFBKiG/MH5V38IN/7OWV8+nfAe+I66iem1kv9wiELcnulqtUde/XrbROXIV+0iZBk8MZ4ioquezLzrctiRwcgKZMz3H51n78Y+X06SYBfytU7CCvOz0OPRVF5mJqQlE4LNavhlQs6nMsTrk/ksEAVeCySB9oEXF7AYTUXItw7NAnbQ3K51Mf7nV17Ie197le+bwwua4RQhfmdCJOVYn3roNO/7+mEuW6XBWdXtrvvpiHU45PnEmRTrekM88PsvkQ5MWw72BtWBHGuFTMj3js5z48UjHa09rKvULHWBUfCDFcqaXIwnCjwylvDF/IVcORb4f79XsG7TtJjJlNjQ5//AEzHs9xqQX7PTKU/m7ft2sI2efrWhq4IqKqITdyznej42l2s55LsSbBuKMp5sVYRkuWbrAO+68zJu27u8e9A1Wwd4bHz5uZCPPzjGX3zlad/ZTIaq+L//i4mG9OaQU3w85bMImXIkb5962/IHQhcNW+sO5VhT6SLTmRLXbBtk80CEiaR8EfL4eIo/+fwBT3lbWOvwgF9bORNimhYHJzOeDnQR3S2UOpBjRYfl7ZjXXbKsfGcsUWCb56yFRtnSEZbpv4ng2gi36sIrKvzUx2HXrXDJHcu+5NHTSa7c3I/mcY6JuG5odZ+mOdAxE/K1A1P8+w/G+Pnr/edyhTSFaieffW5WgglxZ0Ka5FjOTMhyMIW8vKoxE3IeybG8TsCGZVkfBtLOf1cWCvFsQ9NMyJGZbGPY9OaL13HNtkHuet7q13RaY9Db5wNyCSV7eDrLP91/gkypuuhrH/jmEUZ6DH7uupUF7rkIGxpVYficCenMLePJM2mu2rxyK+SQrlBHWVHnuBMcmExzTQtZiRdsOZbPg7GLVShC/uHe47z364fZu7Gv0b2WgaGuYN2ZSehdYLxmMiWKFbkCbD5fptY0aO0HUdfRC+QLPrcIKVQ85TarDd2x6PVdoDbdh0emc8uyESvF1qHoskyIaVocms5yyYY+3nTDjpZF2zUXDS5iQsbieb71tO008yefP0C2VOPFPmdVbCbEbxFi30OWZXFkJsf6vhCf+9EZHjmVYP+Z9sPzLmYyJVRFeA4BhzTFtm31c4CqlW3mxOhh/5k0MUNl92gPmwcjjLVgopbDP3/vJEBbFgSa5lb8DlRXiyu26D0xnyNXrnkXIQ0mxO9cwLycFMsDx2dzbPco5uzDvSNL9mvTK9N8HLkY3vA5GF7eGfHbT89y8x7vf2tEV6l2sseYdah0VoR86FvH+LkXbOM11/qfZXSzk/xngc1Cj0cR4jIhS+RYrZqLJsJ3UXH+8CDeRUhFCBECTgsh3s2FIsQfmoqQY7M5fvzqTQC88YXbz9mPNEIOs+Dn5lkyQA/w/nsO83/ufpp3f/UQE6kipWqdX/7EowxGDb799hdz1ZbVkeeEdceFwu9gegeH+aemMly+CgYADXecjjT0nf38UrXO8bm876wFFw1LTPC/sa5QjlU3Ld791UN86YlJbtg94qsIVBQBinPA9BsOl5+F4YsBW6f+sv//Pn72nx6UKkROOu45ncixNFVBUX2+1+WMU4RUGYzqq5IZJItFhZ4v21m7qLYsiyOz2WWTp1eKbUNRxpc5BD82niJbqvFcD2nfNVsHmEgVmXWsfn/p44/yln97pOHeddveUV7uU5ppv18+B5YLdqMnW66RK9f469fto1Q1+cl/+AGv+tsHpP6K2UyZdT0hz4BVmwkR/rrOjeDJfiaSRbYMRlEVwYsvWceXHp9sMHReiOfK7BiJ8bsvv6Tt6xbC6/xKLFcuDX3oZIINfWG2DLZnVKKG1tkaC/NyQ+ltMJ4oMJEqeroIRg2VcqdFSPIU9G3qbIHYMytHZ3O89DLv+ydqdPj8qdgzW36LkFPzeZ6ayvCzHTZLQ1qH8uX8LMQWmhrpYpVybcnzRllejtVqLsTCZkP84JlUhNxuWVYZ+CXstPQfO/dLeobAspwhpXVkS7at6iuv2sjRv3iFp6f2SqDpncixkovSXcu1Og8cm+dV+zbx34+c4YZ3f5s3/ssPOTmf569ft08q6VoW9s2u+5RjdcaEnJzPs6uFJaMfhDp1mloBE3JsNkfdtDouQhRFIBTnc+syE5JoOsB04qimuIGWfq7p+WP2f0d2A/CR7xxj+0iMmUyZ3/vs/rbfWq7V+bX/eIyb96yjt8PUct3wmX/jSAyT+QqDXZwHAfvasJQOJG+OHGsuWyZVqPrOrpHBthZMyNcPTnPNtoGGG1crXLqhl6ih8qPTNhvi2v0+7ki03v+6q33Ng4CzZ/mZZzDr9ucbGWwUQ5es7+UVV/grfmazZUZbpKQ3I6wr9hAwyBeVrlNSZJCZbKlRfN/13K2oquDeI3Oef4VlWTw9leG3bruY3R6Wxwu5ER3MW7RLIpfAQycSvGDnkGehH+l4jZIZIW3wg+NxRnpCnqGukeYixO+Q/9QTsHFfhyuEp6bS9IQ09kgMfYeb2WE/72eHTpj3Hplj80DEt4uki5CuOKYEPp+VTeySaVrs+7N7+JPPH1j8GrG8HKvlTIgPdyyXMbHOozLEqwgZFkK8FfhVYDfwhnO/pGcIstO2neDgDk44XdVd63pWfQZkKRpMyArkWPcenqNat/jDO/ZScR7aD51MENFVLvXp9e+FBSbE58bkk1FIF6sk8hVPK0EZGJpCzepAjrWCmZDHx1Ns7A+39d73gmik0/sNWVxZETKfW3g4dlIECq2DQMv4UehZD+F+ipU6X3lyil+4YTvvv2sfX94/yVS6tc79O4dmyZaq/N3rr+mYkTB0n+yNI8eazpSkDpqrDrdA9dOldBjJIzM5NEWsimX3UmwbipIqVBup6GC7xH3qodPc9VxvOaumKty4e4QvPjEJ0HDv+vQPx9nYH142LdsLjTklP58tFkSGmM2UUQQM94S4c5/dhQ7rcs+EmUxJyqUqrKnk685BR7Y7XnQka5FBZjNl1jv2urqqsGd9L8fncp5/xY9Op0gWqlLzgmFd6WxupWkvKlXrHJr2N1djWRYPnYzzghZp882IuHk/fiVj+bOVBX5x75E5btw97Ln/RHWViuUyIT5sek3TLkI2Xd3xGk/OF9g+0t69y0VjJgR8usp1lgn2jadmePEl6zrfv9UOZ0KaHBm/d8x2STswseQadRmPRUyIgrYKcqxG6dFFJn2l8Nr97sYeTD8BHHd+XYAMkrY2lsGLOJMs0h/R6Y+ce+9/wy8TUqvYjiOOQ4ZlWfzz905y575NbOgPL3LnuG7n0KoXUY0QPb8WvU2MwuHpLNt//27GEwVqLYLNTs3bhaCXxlYGHcuxVsCEfPfwHDev0Mp5gVHoLhPSXIR0EnAp1A7WnTgJQzsB21I6X6lz6971vGDHEFsGI9y9f2rZbzs0neGLT0xy2971izIn/EJvGERIXiOOO9ap+fyqFMq+4crH/LjBlOyi+vBMlh0jMc85gE5w0UgURdhOUnPZMvccnOaf7j/Bhv4wr5MMkXz9C7Zxz8EZ0sVqQ4b1xScmO5bFGqriz7q14OYxDDGTLTHSE0JVBPu2DvDfv3w9papJqdpeImiaFj86nZQqUEO6QsnyKdEpJGx7Xs1gOl1axDDtWtfDsVnvIuSPP3+An7hms2f3HlzJmOpv368W7cae0zD7q688ze0fuJ8b3/Ptxv7uhbF4gZlMmRfs9GZTooZTzPllGArzEOucCanUTO49MsetLcwWmqGpCqbqOmL6ODCnx+3n6PrlAwhl4GevCmtKZy6HhTggfD1/ZrMlvn98nh+7qnOpWUhXnIwYH88c03T2cfss5T5j5nJLrh+XAVnChGgtBtMt5OVVjddZz5wiZNqyrA9ZlvVZ91dXVvVMQOIE9G4CPcJEqsDmgZV7m8sgEtKcoUnJG728oAUGu4PwyFiSX36RfYC7dEMvPSGNN9+wnfe9rnPqthXsIsQnE9Ikx0oXq3zh8QkAbnrvd/j77y5fJx+dzTEcM1alEGzoRX0XIZ25epVrdb5/fJ5bLl1ZEdLIZOlkJmQFVrdz2TJCwC/evLMjJkfpRGJYyTXe66enMlw0HKUnpCGE4IZdIw15TjOypSq3f+B+vvLkNC/as7L32jB8zGa5w5fhPk7FC4EUIQszLD6uaYfZOzKdZc85GEoH6Avr7Ns6wH1H5nj/PYf5xY8/ykfvO8Ev3rTT05HHxXO3D1EzLY7P5ZhKl7h66wD/66V7eNtNOztaU4MJkT2gNLEMJ+byiw747u/dgL9W+I+HT7P/TJrnbPM+jIW0DiQ6TY2GZjkWwO7RHk8mZCJV5OmpDG+9aYdU9zmsOwd8s2Yf3mTgFnORIXLlGp98yA5uPZMsSsvFPvLdY4z0hNgp0YyK6Co5v2uEZWcs/WD/mRT5So2bJfcgpZOA4pKTsdPh7Mp3Ds/ymUfGPS2EXWiqsjDb56sImbeZBVXDNK2z5yuWwfePxemP6L5d75oR0lQqluKTGXYZzwEsy+LeI3P83HXbmMuWmck0fTZNg+m/Mfx/+ffnfs6x6F1+PzPxEVbo3HrnUQ3iWYT8uxDis0KIP72QE+ITTZ3YiWSRzR5DcKuFsF/nFnczcoqQ/3r0DK++enNjyPTG3SO87PL1/OmdlzfcvVYTIU2xixC/TIhzwPyVTz7KR5oKj2PLPCxrdZO/+84xXu5Tg90KIV2havmUEtRr9ibVJHt7dCzBdw7P8s2nZs56+bHZHB9/cAyAh08mqdRMbti9Mp2x6kqE/Hqfl7ON6wOgWKlTN+U1p/O5Mpdt7OMP79jr7+c6UDopnqqFhpXn09PZRaGDl2/q4+Dk2TKOh04kGr9vl1Isg3BIx5QNu3IaAVaoj7F4XvrBvqpQO5BjOczesblcx9prGdxyyShf3j+1KK/iJ67dLP39PSGN0d4Q3z82T7ZU412vupxfv/Xijm26DVWl4mdWoJgALcI3j2b48LePLXIcdFPFFx1SlsFDJxL8xDWbea0E+xPuRKJTTDSKkGY5FsCe9T2cnM+TLbW+Nu45OM1ob0jaur0RXgfy11xxgVE6PJ2lZlp86dduZN/WAQ5NZz2//QfH4/znI2f4Xy/bIy0hKrhr9PN8yq+MCXlqKsNFQ1HphpnqWhb7GUyvOMyR3lnD48PfOgrYIaGyUPQOZLVNTmPv/tohLvnjr3l+y1NTGS7f1L9CG36XCfHTHF04S40nbJvrN71wOyFN4cDEQrBq82D6GXULmeg2NKWNHEsI6cH0BYveZ85MyB9jS7IeBB5yfl2ADNJnYMDWLE+kit1jQhqhdJI3T8mxhwz3YZoWj5xKcMPuhQPYG67fzt/c1blu1AshXbVv9g4tevNluzPykktHuW7nUIOWd//7o9NJ/uh/DnByPs+v3bJ7ddbseoj7dWuCxlBlpWby2r//AW/+14d5678/ctbL3/SvP+RPPn8A07T4/OMTPG/70IrkQQCa3sFBE84Ki3rDPz/EZx4el/72+VxlRQWs1omMrMnK89BUZtEs02Wb+hmLF3iyKXEb4PvH4+xaF+M3XrK7bdqzDKKGSk3R5dbsXBvxephCpc5FATAhvk0LzDpU8xDqbbgpnSv8/PUXoQg7eOwN113EA7//Et+y0O0jMf76HttefPsKizxbquFnj7XnfdxckF9+0YLdaVhXGYjqTKbbFwv7z6TY55FK3Vifpvh3THKYkFShQq5cY1PT8+r5O4YI6yrffPrsZgnYDOKHvnWUN75wu7QGP6yr5GvC/xoREO7n8HSWzQMRrtzSz22XjnJwMu357d8/HueabQP8zPO3Sf24qKGSqyv+1liv2s9UhwnJl2vc8O5v80SLrJrl8PRUhks3yDPmC9JPP9K2vD0Hpvlnpi3L4nSiwHtfexUvvcxbMuai56P+kwAAIABJREFUEaTsZx8vJBoF3dcPTgO2vPat//Yw/3jfiWW/5anJDJdtWlmOWUhTKJuqv4Zd0T1LDTCWyDtzcj3s3djHk81FSBMTYgFCiPaD6cgXFY0i5PypQTyLkDHLsv7Fsqyvu7+6sqpnAooLjlMTqZKnHeBqIaSrVPxoGUtpW5to9PD1g9MkC9UV0Zh+EXY7Dh1a9GqK4KaLR/jgT1/NW2/cyeGZLE+eSfPiv/4uj44leM1Hvs9nHhmnJ6R1lPmwHAzN0YT78TtvkmQAPHLK7urdcaXNzkwvOYSccQLC3vP1Q3x5/yRvuXHHClcNWicD3rWyfdhqcic5OZ+XGlR1MZkqsn4Fw9ZKJ+tuYkJOzOcXBeldtrGPDX1h7vroDxZ1pZ+aSnP7FRv4nZe1txeVQVhTqctaTzsPr+my/R5tGlid69QXGkyI5DXtsDc1vZfZbIlNq3RvLYeBqMH7nUbITz1va0cNHXcu6Uu/fiMDK3Qfi+hufoTkAcVpmpyYy/Haa7ecdQi+cnN/21T3VKHCqXiBqyQzgsJ6B7atxSREhxr3dbPJQEhTueOKjfzf+04uK4fZfyZNplTztUeFdYVcg2WQvK8LCZuRVVQOT2e41JEAXrG5n0NT2YbzWSs8eCLO9TvlGc6IrpKt+pxjaMz/2AfnR8aSTKSKvPMLB9p802I8NZX15YIYCWnUhc+uvRNM2Qkm0yXmcxWu2Tbga/C7M+dOO/jRNK2GTfSr/vYBvvn0LD84ET/r5bW6yVNTGfau0EDHzohRfDIhKUBAqI/xRJFNAxFURbB3Yx8f+OZRvn3IKeIbg+kKpgWKsOdBWoYV4j980HoGDaZHhBBfF0K8TwjxXiHEe7uyqmcCikmIDvL1g9Mcns5wdYchc34RcQa9TdkZC6dLlypW+c1PP86bXrj9nHY1lyKsq/YQpWwXx7IWzYTM5cq84oqN9IZ1rr3IPuD/wf/YFqy/+98LVqxhXVm17AXbolP4dyCDhnPGN56e4fk7hvjwz1xLb0jjtz7zGO/47/3MZkuLOjz/eN8Jfvu2Pdzmo+PUCo2HgF8HJGi839W6STxfYdpDPtKMIzNZLvaw7GyHkK5RFz6dSqpF0COkChVSheqiQ1XEULn3915MX0TjL+9+mrhzQD0xl2dnB4Pzy8HQ3FRtiTUXEyBU5iphDE2hp0Nb4JXAd66J41ozXwthWrDxHDO9z7lokMff+VKu6DDn57dv28Mrr9rIxv6Vr7MRtCc9d5cDI8bxuTy7Rs8++F2/a5gHlzlQuXjgWJyYoXqG6zWvz3eAXcGWYx2fzbOpP0xsyTX4u7dfwplkga88ebahw6Fp25ggrKtn/VnrNTY5ePmRtTly1uNzeXY71rCXb+6jUjc5OtO6MWJZdrjlVZJsEkDE0MjWfDIhBedzdLr3PzwZZzCqs38izQ9PJtp8o41EvsKBiTTP88i/aUbUUKkrhr/n0QqKkP3jKWKGys51/vbKjoqQvF2EnJjPkSnVuOe3b25IgfefSWMtafn/z2MTlKr1FZu4RA3Vdm/z86wsppwiWWE8WWDrkL3XvMx5dn/KmWFqtui1LAshvMIKfcyENCx6zx94FSF/6fz6MrYs6+5zvqJnChx6+8v7p3jVvk081yN0aLVgJ5NqVKuSm6ZThHxp/xR9EY0/emVnuv1OEdIUSpYmP5heK9kbg2PRO58tM9JjdzaHYgZvvXEnByYyjPSEODGXbxR/paqPwUKJNZf9yrGKSdAioEeomxZf3j/Fj121EVURvP3ll1CsmvzwVIL3fPUw//rASf7wjkvZPmzrglcrnV43XMmNz+FjaBQhbkf5R2NJbn7vdxqmAK1QqZmcmMuvyNo5pCk2q+BnaLpSACPGyRauaCFN5W/uupovPD7Jqz/yAO/64kFms2V2rkKODDgp5EjKsZwD4Fy+wrqeUFeDCl34Zpuc62KqZH/farGM7bASBuPOfZv4u9dfuyrrsJkQH13SSg4r1MOJudyyRe4LdgxzaDq7iJVrxr1HZrl+14i0BC2kNduhyj4HUhAe4Ph8jl3LzPeM9IR43vYhHj99tqzoyHSWS3waEzQ09yD/PubnG0FwU+kim5yCcrQ3zGhviANtJFlz2TK5cs3XwTlqqGSqLlsjy4TM47o5zefKfO5HE/z89du544qN/OVXnm47S2dZFh974CQDPoeqI4bDhPidCWkqQg5NZzzNEVzsn0hz+Wb/MxcL2Uk+3bFiIxyYyDAUM7h4tIeXX24f6udzZf7sS0/x3cOzgB2e+L+//BS/dPMuhlc4vxrRNUqmguXLMCfdaDKOJwpsGbCbubdcOsr//vHLOeIWyc5MyGcfmyKeq6CI9mGFiA6KivNIj9VyVxP2k/D3Lcu6t/lXF9d2fsMpQsYTBSnLwtWCGwpULUt2qp0i5LGxJDddvO6c55gsRbghbZDcQN3OfLiPfLlGvlJvDHcC/OZtF/Mzz9/K3//ctVw82sMdV27AUBVe62OQ1QshTbEHU/0cipvcZw5OppnL2gwOwBtfuJ0v/OoNvOP2S/nsj84wmS5x8551vOLKjbz95Zec1ZXsFKvBhLgPqql0idOJQtsOLsCJ+Rw10/J9SGmGoSn+5QaOHOtUPM9IT2hZduGG3SN8/ldvYDxR5GPfPwXgu7vXbs02EyIjx0pCdJh4rtIoqLsNxW+GjHNdnCmoDMUMX13w8x0hXaVo+jCmKOcw9R7ylfqyFrsXOx19N0+qGT88meCzP5rg1dfI243qqkARAlMx5A+m5RyEejg5l2+Z97JvywCPnzn7oH9oJus7qNJ2H/JZhOQW0qhnMuVFLmNXbennEw+OkS6c/ZmYpsVnHh5HCDt3RhYRQyXttwjJz9v7vKLy+ccmUITgl1+0iz965V4OTqa5/2hrF69HxpJ8+DvH+O2X7pF2fgOI6D4aHi6WFCG3f+B+fvIfvi/1rX7mk5oRNnQnE8yHi5cT/HhwMs3lm/oQQvDBn76G+3/vFu7ct4mPff8Uf/i5J7Esi08+NMbWwSi/9pKVz35GDfv6NH1lmtiFvBvaua1p9uzKzf2cThTs69NhQr721BwTqSKC9jMhfpiQxkzI+aPGal2EWDbPdVAIcYsQokcIERVCBGDbch7CshYVIecyIX0pIrqd5l2rysqx7HyCZKHC8AqC8DpFWFcpoWNKMzcLnXm3K99chOiqwl+95iqet32IL/36jbzlxp0c+vPbederLl+1NdtzN4rPobWFImQsXmAgqi9aN8Bte0cbv98z2ss7br+Un33B6rAgACFdx8Snq1dTEVKq1vnTLx5c9MfxXPvr7HtH59nYH2bdCjpTIU2h7sd2GhqD6WPxQlu3qd2jPUQN+6GwzYcjjRcMVVCVZkLiEB1iPldecQevUyiqzyKklAE9ylS2xgaP1PJnGiJuxoVsMV/JUlHta3C566svrDPaG+L4kiyO93ztEG/5t4d5yaWjvjIPhBCEdZW6GpI/8FXyYPQyky2zoQWrtW9rP09PZha5ZJmmxdGZDpgQ1+YYfBzwZ6FnlFy5Rq5cW8S+/cmPXcZEssjdy8jF7js6x/u/cQTLwlexbDt4+Qx9dDr3AKcTBS7b1EfEUNk0EOE5Fw3ygBNgtxwOTKTZORLzzXyHdZWq0P3PhDjOWG5GzVi8wAmPWb9q3WT/eJp9HcjLI7o7J+dfjnWwadg8rKtsHYry4Z+xi5HpTInvH4/zxScmec21m1fkiuUiatjnKGlZOzjP+AHueWqG8USRV1+z0Pjcu7GP3rBmD9c7TEjdOX67cqy2MyG+3bHOH3iV288B3gl8CVuK9eVzvqJnAspZsOoU1T7i+UqXZyzszb3mU46VLFQZDKQIUahYGnXZ9ToykIcma/zT/XYgZCvnpbCuoioCRRGrKnExVIWKqWD5mglJNvTMrdzSNFXhq795E+997VUoq7CRLkVYV+zZCl9ZEFn7YaWofP3gNI81yTFu3D3CVBtXn1ShwicfOs1PPmfLit7/kKY6rIKPdTtMyKSHM52qCC7f1MfLL1/Pfb93S8drXApDc6yyZQ4vhQRE7CIkOCakAzlWyN7fRnqDKZyCQlhXKdb9zYSUFfsZ0NfC4W7nuhgn5hcOgJZl8fffPU62VOPll/u3Fg/rKnUlJH94rthzK/PZcsuGwfW7htFUwZXvuocDE2nOJAt89L4TFCr1DpgQ5/4AH0zIHMRGGyYezcXSRcMxrt813DD8aMbjjjNVs+ujDKKLUr5l5VjxxlD6eKLA1qZn/427R7j/aOsi5MhMriPGOKypdniuX6bYYUKa7Y1f8v57SRdb7wGPnEpSqNa5sQO7+LChUhOGv/nPQhwrOsyBiTSXbzqbfdk6FOXqrQP85qcfo1o3ec21cgGmXogYtqLEqvl08ooO86UnJrn9ig2LnjthXeWnnruVD3zzCImC/RwzneO3O5je3h1LEm5OiM9B9iDRtgixLOsWy7JuAW5zfv+SLq3r/IbjhDRVsS9CPxTwShF2bp56xV8RkipUGIie+0T3pbD1yzpmVbJjV86AUHj7F47y8QfHGvaR3URIV6ii+qNqnS4JOLkxLQ7Gezf2cdfztq7GMs9CWFcdRsEPE5JrSLG+4eSZrO8L8a9veh6ve+4WnpxI851Ds2d9W920+IWPPYymCN5w/crYnJCudPCQtZmQqXSJjR5uU39wx15++6V7VrTGpdBVRb47WUxAdJB4rhIYE2Joip1rItvddxyfErlgGNQgEdFV8nUfjGIlR0nY93tfZHlp5e7RHh44FqdSs4UXbnG/eSCyiCH1s8a6IunOBlDOYhkx5rLlsxhaFyFN5Xec++QTD47x43/7AO/52iHA/zPODnx13gvZbnN+FnrWMZMpoSrirObT83cM8dDJxKJh5ZlMiU88eJo337CdT7zlBb7WuKgIkX0f8/ONAMDxZLExnAxw7bZBjs7mGszDUhyZybLHZzEH7vPIrztWrlGEPDGeYutQhO+8/cVs7A8vDFAvg68dmOI52wY7ms+KuIyN7OddzoBZZabeQ6ZU4/IWtrsvvmSU+VyF971uX0dhuMshZtihz5af97SYwIwM8b1j88uG3f76rRdz8fpenp4pAGA6hYLNhLSeCTER/uVY5xEX0rYIEUK8TAjxCHCfEOJhIcTLurSu8xtOETJWCBHR1a52N8OaPZhe9+WONWAzISu0ruwELnNjym7yjjPWnvX2hvSnd152Dle3PGx5kIrpt0viyLEmUuc2V6EVwrpCzU+GDCzKZHl8PMVf/MQVPPCOl3DLpaMNp6E3f+zhxuHJsiyypSr//eg4h6ez/NsvPJ/R3pXJdQzVKUJ8hRUWG0zIJg9HpGu3Dfry5ZeBbeMseTBYxIQEV4TYLJmkRa8TVJgsVALZN4JEWHeZUHkmpCAihHWFkLZ8w+QtN+7kTLLAX331aW7/wH381qcfx9AU7v3dF3d24HO7zj7kWHkiVOpmyyIE4K037eRdd17Gpx8eJ1uuEdKcbq5P5tZmQny6Y+XmoGc90+kS63pCZ3WOb7lklIlUkR81sbXv/dph5nNlXrp3vW82NqyrWChYig/3RsdS1rIsziQXMyF7NvRSN61lZ3/G4nmePJPuyEXTlmN1YtFrr+3rB6e55ZJRdozEeOWVG/neseXnVmYzJT798Dg/e51czspSRBrr9FHQAYcyBjFDZUeL/KQ33bCdf33T87jlEv/Feis0mBCfmSZpekm1iDnoj+j80Sv3NooP1XEktJmQNu5Ywo87lo3zpwQBr4nXPwNusSwrK4ToA74O3HPul3Weo5gEoXIyq7BlMNJVtxtdFVSFRl16JiSNGeojU6oGwoSEdZsJsaqSuRPlLIT6yVdq/MatFy9L0Z5r2F08FdNPOFQxCf22RnQiWVxx+nknCLuyJr9yrFAvlmUxly2zsT/cGJrc3JR988ipBC/cPcK7v3qIj953goiu8tabdiwKPesULvMk3Xm2LKgWsLQIk6nSqqzBLxpyLGkmJFg5VkhTqQsVXfY9LtqFUzxT6Zr9+FpB2LFB98OE5Ai3nTfaMRLj3a+5alFw6VVb+n0NKDcjaqjU6obc9Vcrg1klWTOAmmfT4I4rN3LPUzNcv3OYN1x/EallhsG9ENIVLBRMRUeRWWO1BOU0xEY5M1FctPe42DoU5Ybdw/zXI+M8x7Frf2QswbvuvIwXdrDfRg37eGSqBqo0WzMPQ7uYy5UpVc1F86AjPSEGozp/951j/M1P7VtUkP7Dvce5YnPfsh10L4T9NDxcVAoQHSaZr/DgiTi/cevFADxvxxCffOg01bp5lknN5x6bYLQvxJ0+5pOaETFUKvgwS3Dsjg8kdS7Z0Nuy0O0L69xy6eoVILDQaPTr5FXU7PNIf4uz1J71vWy8aBjOgCVcORb85HO2LOuc5rJ6svKq86n4cOFVhAig6Py+COeR0CxIONKb8VSxq1IssIcSTeGHWUhTVHuwLIJhQjSVsqVjScsG7M58plijL9z9PAWwN6haR3KsQTKlKsfmcisOU+oErnOa78H0UC/Zco1yzWRdz8IBZfNAhHt++2be+YUDfOXAFEM9Bh+97wS3XjrKng29/FJTMvRK0JBuyK67XgWrTs7UKVaLXbGPXQpDdSxIpYqQJGZ4kER+ZcnyK0FYd4b/ZdmmvD2Am5yqMBR79s2EuFINqQdiOUvOjLScB3Fx3a6FmYXdoz2857VXdbzGiK5SLUk6EVXszny8YqCIgqekZbQvzKfedl3j/zthatwDuM0ySFxzbs5SdJjxZJ6tLcJ/73ruVn7z04+ze7SHH51OMhYvdGyP7xpWWIqPOYZSyjGksY9NS0OKhRDc/eQUL9qzriG7tSyLbz09y2/cenFHDcuQWxT7GaJ25FiPj6fQFIVrt9lF2/O3D1Gtm3zsgVO87eadjZfXTYsvPD7JnVdt6nheMdJYp48iRI9xOmt21dwH7M9JaAbCJxNS1O2GTLgF4wnQG7H3S6uRFyK4rkWIpiur8p2YLvXqtQGvNsuHgEeFEF8EHgY+2O7FQoheIcRDQoicEOKKJX+mCSE+JoS4XwjxQedr24QQ3xVC3CuE+KoQYsD5+ned131XCPGGzv95AaGYaGxE3b55AExF9xVWmBc2zRnITIgbrOVDu0zYZm68HurnCiFH1uR7MD0yyPePxTFUpdGp6yZCukLVb75JKQXhPuYda96R3sUHjj3re3n11Zv5xIOnuf0D92NoCv/0xufyjtsvXbXQvYZ0Q7YrVbU1t9MFe3tbehDoBgxNkT8YlLPkiGBarU0WzjVcJkQ+vdqWncTzFYZiwdyHQcGVakgfUCo50mbI03mtJ6Q15mv+423X+UrNXopoo+ssd/0BzJY1hmJny5zOBVTFTog2ZaVOTqGEEWvrOPnyyzcwHDP4P3c/zVeenOa2ves7fh9DmoIQ2EGAss/TSgGMKGeSBYZjxln26v/8xueycyTGfUfnePJMmmrd5MBEhtlsueNufqgjJiQPepQnzqTYu6kPw5HVDcYM/vzVV/C+ew4vGlD/0LeOciZZ4KdWMK8YMeyGoy85VmyYyVRpVUJG/ULRDITss9KyoJigoPWhCFo6XQENi16ziQlpBdMyndf6TEw/j8qQtqcEy7I+JYT4NLAOmLMsy0uaVgR+DHjfMn92J3DGsqw3CSH+UQjxQuAp4DWWZSWEEL8IvK3pe19hWZakRmeNocme97qd3QkpbIbfIiRj2UVIEExISFOo+DlgltJ2Z75Uaznkea4RUlVqVidFyBAPHY/zvB1DLbXh5xL2bIWPgyY03F7cfJDhZbrer7xqI3c/OcVDJxO8/vnbVl1+aGgKVcsHE+IUIaeyFiM9xopC7jqF7ocJKefImDZbMxyUHMudF5KdCcnPU996HdlS7dnHhDhMqDCr9uHD63ov50jVQvRJ2D9vHYqSLddWPOwfNTSnCJZhQuzH7HhBYbOHicNqIqSpmELyvm4UIVHOJIu89trli5CwrvLwH93GyXieat1c0ayXEGJhwF/24FwtgB5jPF5gyzKF0jXbBvn1W3fzzi8c5Mv7pwhpCoaqsG/rQFsXv3YI66r8XuOiYhuO7D+RPivz47XXbuG9XzvE3funeP0LtlGpmfz7D07xjtsv5aIWcxkyiLjrlD2bOI2OyXSxEVDYTSiagZCd+yxnwKyRVwcI65X2z0DHolc4RYhow6e6cixzaIfcOhCcXyWIRxEihLgceDMwiJNfaFnWL7R6vWVZNWCuxQdwPQsWv18DXmhZVnM6ThVwxeom8BUhRAr4dcuyxpas63XA6wCuu+461hyKKazIIOOnC12XY4FNcUvJm+pVqOZJW/bQZBCBY0IIeUoeoJzBCvWRLVXpDZAJqaNiyVrGmnUnTXWQk/N59nQxvLIZjdkKPzMhhTgM7WI+Z7unuR2zZvSGdT7+lhdQN8+NMWAjAVq2K1W1pRDHknV2rVL4oF8YqkLFkiiuaxWol0nUQiiiHtiQd0hTnSJEngnJq7b04NnIhCwE7VVBa/OZ1atQL5OsGVIZNNuGoqQKlRVbdEcMlbIsw+wc8E9llWVnLc4VQppiFyEy+5GzxqoaYSpdZMtQ63Uqili1+z5qqNSFjzmGqs2EjCeKLSVjN128jmzJ/jeXayblmsmdV23seI12EeK/uVQ2BvjB8Tjvv2vfoj8yNIXXXruF93ztEIam8OCJOKWqyauu7mwWxEWjCJEt6IpJrMgQk+PFQOb6FM1AVCWflc78Sk7pI6wn27/WKT5cOVZbJsQdSVf9PReeMUUI8HHg94DxVfhZA4CTNEcaaFAEQoh+4JeAVzhfep1lWXEhxIuwJWE/3vwXWZb1X8B/Adx1111r7/0uJqno/RQq9UDkWJaiy3XpneC/eD3KYDTAt1HV5Q8/xRTVyAim1dpz/1zDUN3DvOSaS2nAgsggY/F5bt3b/a4OgKGqthzLp86V6DBz2ZJn4OC5knHYCfWKfKfPObAcSdTZHVDBp2uSTIjThY5XDYZiZlekMMsh3LBBlp8Jmar1IASBSCWCRLjZXtasAm0OCEXbqWmmGqZ/yHu/umxTX0sLVz+IGiolWelLOQuKxulUjT0d5FR0ikYRInPNVQughjidqmBarKgj7wdhXaWm+AgCrNj5ROPJQstAv5GeEFdt6SdqqPzNXVeTKVXZvYKiKaQpThEiebg3TSgkeHxeRQiWdZX6hRt38E/fO8mff/kpDE3hPT951Yqft2FDpWj5kF6XMlS0HkpVM5AiRNMN1Lz8uQQgK3oIa+n2r3WYkIXB9NZ7fkOO5SlCsnE+zoR4FSHjlmV9c5V+VhJwudEBIAEghNCBTwFvtywrCWBZVtz5771CiPev0s/vHopJ0qp90AyqCJHakEr2jROvhRmIrvzB1zFUQ747X0xS7rUHnoOSYymKwFJ8hOc5ls21UD/jidNsb5PgfS5hy5p8zoQU4hAdZn46uKFpo3Ggl+1KzYNQeSohuGt3cExISoYJccI3ZysGIz1+jRhXD7a1tyRLVi1CNc+RbIhd63rO0r0/06EoYqEzWSs38haWhbPHjuUNXiCRLP+LN+3Eumnla4y4RYjsYLrRw0S6tOouQ+0Q0lXqpiTD6VjKHpvNETVUNkq8l6uBqKFSkz0416v2v0WPcXI+z6uv3tzypX/wir1oqmDTQIRNrOyAHdZVCqaP5lI5DVadI1mDq7b0EzHOVkBsGojwxJ++jL6wtmry2oiuUjJVH/OfGQrOvOr6Ln3ezdCMEALLVjIoHioRJ78sZ4W9FSXCLULcwfTWL23IsXwWIecTvJ4ehhDiG8DjOP8+y7J+r8Of9SDwMuA+4OXAvzhf/wjwn5Zlfc99oRCiz7KsjBBiL3bxcn6hmCQR28lQzFi14Vw/sFQDq571fmHJrthnq2EGoz70pKsMoeryQ57FFAXV7tYFJccCEIoPq1s3vLIcoWZabO9SF28p7OwKVf4w7yTW2kxI6xCzcw178NIHE5Kfh9gIc/ka6/uCKpyE88D1KkJsJmS6pDMSTL0EuDMhitw17fj3709qXLm5+xbZawGK5uw9Xu+X0yE9ntN4tYRL20plWC6iukbJknQiquSwjB47RLWL+UUhTaFeldyPnFmL43M5dq6Lrdr75IWIoVGtSDIhDgNbFCGm0gl2jbbe56/f5S+9vR3CukLC9DETUrCdxs5UYm0bSzLyQT+I6Crzpg85VilD0dh+TtYiA82VWdYroHgUik5+WblmEvIqQlwmBHkmxO+Ux/lUjHidkN/t9y8UQnwFuBq4RAjxUeB6y7J+CfgS8GohxP3AY5Zl/UAIcT3weuBiIcSbgf+xLOuDwLeFEK418K/6XUPgKCaZNaItNaHnHLKH+lIahMJsSSOA7LwGFFWXHwArJsgrNqHWG5BFL/iwlgS7CFFDnEyb6E73Kwi4MjJpa9FKzt6AnQyLbkkgliKkq2QtHzMhuVms2DqS8cqqJej6haG6cpizg8kWwXEmmi6qDPd0fybLRYMJkbmmC3YR8lhc42XXdt9qei1A03V7itHr/SqlsBSdM3nY0EWr6KihUjAli5BiCjPUT7Fa76qddUhTqNf8MCExjs/muzrnFdEVuwiReR+dWbRxp/+3s0tdBXcw3ayWPe1Ogcb8wkQ5zPBA9/bHiKFQsjTq1TJSO105Qy4UpTekBSJTVXWnQKtXQfd4ZpezELKllBHd41NoMCDuYHprNCx6rWeuRa+XO9a9fv9Cy7LuWPKljzlfrwFvXPLaHwBnnWwsy3qu35+7plBMMhkOB5KKDSBUA1GRDEmLDJIq1lqG63QFqoFSlT/QJ60YvSHtrDClbkKoGsIPExIZ5JRjLRmU7t/QFAqWSr1W9ew+AI2HFdFh5nLjHfvtrxQhTWHeUrBqksVTfpZqeBjLWt7NqxvQVUHZUrFq5fZrruRADTFTsNgxEpzLlC/75nwcFJ2JghaYRC9oqJphFyHHygXnAAAgAElEQVRe71cpjRnuxyoINnRRUhIxVIqmpDtWfo5K2O7Md7PjHNJUO5tG1h3LiDIWz3Pjxd0Leo0aGpW8JMvQcOWDwajOYJcaICEnGNWsVeSLED3GdEGwZ0v37l83mNiULUJKGXK9USlXuXMBTXd+rsz1Wc44RYjpLcdSlgymt/nQOp0JOZ8i/YI7xT1T4Qx9TZTDgYSkAQhNkgnJTkPvRpKFCoMBFiGKpqNIadFLUC0wU4uyPqD31oVQdbB8FCHRIU7NFwKTYsFCyGJdOv13oQiZzwaX5u1a9EqHQ+bnKYXsQ1VgTIimULF0TM+ZkCyEepy09OAO9GFNtaV6Mha9BVvulirWAskWWgvQGl1SLzmWbVIC3WdCinVJ6/P8HGXDbjB0sxm1YAstOZiux5hKl7r6XO3IZSxldZU1DjshgNIBxfmFjJ9uWoK7YYVmVaIwBihnyFiRQKRY0MSEyFyfTqhvqVqXmAlxixBvOdZCYrokt+H8VeeTSe+FImS1UZgHs8qxUl8gw1QAimqgmBIPn+wU9G4gWagGZg0KoOgGiiWTmmvPVkyWw4Fp/V0IVZdnQgoJxxkrz0UBDaWDfTCuoWHKSt9SpyAyhGXEmM9VAp0JqaFSr0oWT7lZcpp9qAqquNZd6ZvXwcB5eMVz3T0QLEVYV6lailzXLz+PGRmmWK3THwluzUFC1Z1/tycTkqKk9jIQ1btqgW7LseQ/z7w+iCKgx+iexNW9r6VmQip5LD3KbLbU1eeqL1tZhwkZy3Y3IDWsuUWI7ExIvCGx7SZT7BZ00kVIKUPKDAfW6DAajQaJ97WUhnAfxWqdsKQcqzGY3gauRa9vd6zzhwi5UISsOjKTABzK9zAa1EFZD0sWIdPQu4FUoRJIoJsLRTVQrbo9CN0OThFyuhgKrMBzIVQdYUk6irlyrHg+UCbEnQmRfljFj8PwbjLFGpW6GWARYluiSmXfAORnSSsDDEZ1tIAke65EwnMw3RkKnsuVPS2QzyVCum1aIMWSFeaphe0i79nKhOiyUo1iirzS2/XPNmJoFGSZkMI8WXWA/ojetYFv8JlNU8lTUcJU61ZX9/6omwkjc19UCyBUTqer3c1b0W2mWHp/LMQxI0NkS7WustsRXbXZYZl1mnWoZEnUwsExIUbTTIgXGkyISdgriNgNK1TcnJDVH0w/j4iQC0XIqiM7haVHOZnXgzso61F0U+JGz05j9WywadmAZCtgMyGAhNOMXYScygdfhCiqjiKdbZLEDA8wniiuASZElWdC4sdgeDdzObtzFdQhOaQpdqdPVo6VmyVBf2BSLLCZkAoSeT3lLHW9h0rNDJYJcQ6EUkVIfp6SMQjAQEAHhKCh+2BCsiLW9Wsxath2qJ5yQID8HCnR1/XDXqNQl8wJKWDv+V2frZFlQioFMGJMpEsdp593gkZujQ93rJIjv+vmdenOhEhJ2xzDjrkAixDdcN2x5GZCrFAf+XLN2x2rwYTYxUc7B+ROLXovMCHPZmQmqMc2ACI4OZYRQbdkipAp0toIlZoZ6OFYbbbCa4diEoxeprJV1gfUlXehaDqKj5mQvNJLpW6yYyRAJkRzmBDZw/z8URjZzbHZHDFDDWxmwZVtWDIHZLMOuRmmGQxsKB2cmRAk3IkKccrOzECQMyEhXaGOSr0mcU0X4hR0uwgJamg0aOgNvbgHG1pMkTLbW6GeC0R0lz2UKyoT9He/CNF9ZNNU8uQsA0NTusq+NbItJAslS48ymSp2tQgJ6fZeI/VZAxTi5FR7z+nmGSWkKVSE5DrdIqQSCqwIMQznvZEp7spZnpit87WD095yLDdzRPhgQiTdsVz4fX2QuFCErDYyUxQjdlDhaEAH5XCkB8OU0F1mp5ms96MpIpBQRRcLftxeXeMMhPuYznRXF7wc7CJEXo4Vr8fQFNHVh9NSGJpCzdK8u/Mu0uMwcBEHJzNctqmvq1KNZjTkWDLrzs2CZTJRGwyeCbE0hJcsMjlGNrwJIHAmpOqDCckq/fQE7FAXJKS7pKU0CTPa9c82FtLkipBKASo55sy+rheUtjxHUjJWyZOpG2zoC69aeJ4Mog2XMbnBdFMLdz3he4FRki9CkvTSH9G7GjQqhMBUDIQMq+SEuE5XjMAaHYbhYzC9lGEsb7+X/gfTW7/UlWE9kxPTn51PkHOJzCRZfR0xQw0sSTjW04thVdpXw9USVHKMlaJsG4oGepjQZLWXpQx1o5dsqdZVze1y0HUD1ap5z7EAFJNM16JsGYwENqMA9kxIzc9MSKUARg8HJtJcvim4ULqG5lnmIZudAmCs0s9QgId6Q3YmJDVG0thIb1gj5KUlPocI6z6keoV50kr3O+drCSHDwER4H1CKKeZqka6zclFDdbrjXkycnfkyU+/t+lxgxHDDU+VYhmzd6LpDX8TQKJqq5GB6kaoTatdNyZgQAlTDVxEyV4sFkldlqSGETEFXsouQyaIemGmOHvIjx8pyOm/v39lS+9c/Xkvx/61ft5AX0sZO16871gU51gVAYZ6MOhjoAai3p5eIqJAttdmUSm6Sr87OdcFJhKBJjuX1QC9nKKt2AFSQjAKA2khM9mBDLAvy80yUQmwLcCgdmsMKJTZVy3JsMSMcmcmxd2NwoXTuuqUeBtkp0GNMFFVGAmRC3IKvrYOaZUHqNNPq+kCH0sFlm+wMGU/k4yStvmftUDrYRZudceEhJSqlmKmGu86ERAyVqiXRHc/bRchkNUZ/pLtNM9t5SlKOVUqTNKPdn63RVXvAX6ZxU8lRUSKoiuh6gS60kJwtP0BhnslqlM0D3VcTWKrhzQ6DPWOhRZjI1NjQH5CipCHH8nhfLQsrO8nhnK0mGYsX2r58vF7kqZCBJez7rR0T4rpjucVIyTP3RzivP3+qkAtFyGojP0+KPoYCdJvq7bUTxePJTOsXOUPeT6e1QOcUoJkJ8dicSmkKIkpEVwOV2gBossP08WNQTnOIHcHPsSgCU0gOgtZKgEVNizCVLgYq11MUgaVIrjs7BX0bSRSqgV4jDSakXWGdn4NqgTPWaKBSLHBmQiyJeaFaBcppZs2eQG29g0ZEV6kLCWenYorJUrjrHfyok8ngec/k50ELM5lXu/7MCusqZVkb4WKS+Xq069dcxFDJ1yUH03Oz5PQhhmJG16WrQjUQMrKhehVKacZLUTb2B9DI00IIKcvbDFaol3LNZENfMA3HkKHZM0uehfwcopTmqLkRgFsvHW37clMIu7RwZIUyMyGmZRIvxrn5MzeTLCVbvt46DwVZF4qQ1UYhTtzq6Vpa6nLo77O71sl0uyLEZkIOJgQ7Rnq6sayWaGgvvbqK5SwZK8rmwUhXdcHLQdod59T3oHcTJ2rr1sQQr6VoWFKDoHY3J17RMK3gmSdTkZQbOAGc8VyFoQDZBVURoGjtmZD0OACnakOBJ49LD/8X7ADLyWos8MIpSIR1lZrXIb9eg0qWqXKIoS7LsTRVwVIkus75OYitYzxVZEuXGw0RwylCvPZQy4Jikplq95mQiK5SqCtyTIhjDR7EvazoktlgTvPxRCEciBwLNSS3znKaqmafS4IKfXZdxzwlqvNHsRCcZgPH//IO3nTDjrYvNxHUEQtWvTLuWJjkqjmKtSL5at5z7edPCXKhCFl9FBLM1nsCZUKMsM1spDLp1i8qJrGMHsZS1cDlWOGQs8lIyLGSZrirQVCt0Agr8+riTTwKW59PplxbExp6aSbECd6aKdpbRDfTnpeFIhkOWUhgRYZIFoK1nQZbZqi0mxsqJEHRmchrgR/o7aFRCRtkZ4ZgvBQN1H0saER0iYyLkr3/pgmmYBOa4S3Ryc9hRkeYzpS4qNtFiCwTUi1AvcJUJdz1uZWwrlIwNSxJJiQuBrvOegEoWkjOMt5pIhzJGmwKQI4ltBCqTBFSsqXXoS67oTUjYtj3eLXq8dnPH6EQ3Uws1mM3nzxQFwJT0BhQl3XHqjtGOO2H1B05lucq1g4uFCGriVoZKlmmq7FAmRB0+2GSybaXY9WMfiwLdgYsx4pGJK3wShnmq2ujCFlgQjxmQgoJ6FlPulilLxyMUUEzLFWXYxScImQyb1vHBjk0DYCqy9H45QxlvRfT6q4H/nLwlOyVUhAZJF6oBM6EAKBoWF5sZH4ehMp4MRR44RQk3EH+tuytM3eXtmKMBFCwqbrhfTDNz1HUB7Es2NZlm3Y7y0SRzoc6UwozFOuyg5fsgD9AbpaZel+ATIh8EXIibwTChAgtbBu6mB5uT+UMeRFlQ3933dCaEXasj6sVj88+cYJUZKt0U8bEsuVYDavedq9dCCs0Tfn09AtFyLMVzg1+ptJ92ngRdPtQX8znWr+mmKSo9REz1MCSsF3EovZm6B3slmGmbLB5ILj5BBeNxGSJsDIiA2SKtTUhx/KUCLlwipDxnAhkgHEpLFVHyOSylNIUhV1UB82ENEI4WxVPxSREBpjNltdEEWIpEjbIhThEh5gvVAPp+K4VhBsZF23eL0fymld66Ovy0DeAohkIzPaNkkKcjNKPoSms7+3ufR7WVYoyTIhThIwXQ12fCQnrCmVLMmAvN8tkrS+QfUfVwyiY3pLmQpx6aIA6aiBFyMKe6PF+ljJkiQZqxe8GuHoWIYU4KTEgfearu3IsiZwQt5owLbNRkLQrQtx5dN8J6wHiQhGymnCKkNOlSLBDmw4TUq+0cWkopciLHjYNBD9f4RYhFa+bvZRhsqStCSbEkLUVLqYgPECmVF0bcixFl/M9d66d01krGO3wEkgPXpbSzFXD9IS0wA/2jUC7VtdIMYUZHmA8UQhcEgmAossNMkdHiOcqz2o5VlhXvR3bSklMoRGN9Qayx6ru9dfuAJ2fI04/WwcjXR+mtuVYEm59xSQWgulKKJCZEDvl24OFrRahkmW8EmM4gH1H82p4uCjEqRgDKIJAjFIUp0HqWdSVM2SsSKANUtdhrlr1fk+T9Eozw6ZgiRyrzWub5Fju7+tt8snOv7H0C0XI6sKRKowVdAaDtK9UbQ/7ernY+jXFJGl6gtf6A32OHKtYbG8/Z5YzzJRDgWeEQFNYmRerUEpRC/VTqNTXCBMiOVtRLYAaYiJdXRNFCKqOImXlmWG8oLN3Y29g4YouZORYecWWju1ZH5wFcgOK7m1aUJinHhmmUKk/q+VYEZm072KKstbHcE8we6ymS7gO5ueYqvWwLQD3u4ihUpNxZCsmsUL9mChdlzmHGy5jHofm9AQAJ4uxQBhCTZeUNOfj5LUB1veFA8msUmWuSYByllQ9HKjNuhvgWqt42OIW4szVe6SbXjYTAkKx33/RRo/VzH7IzYScf7hQhKwmignM8ACZksnOdQE6TglBVYQwK21cFIpJEmaUTUHY9C1Bb8SgYqkUS22Kpm//BUp2iizRtcGEuJupp545RUGxr4W1wISg6nKMgpMRMpkqrokiRFF1Oc1zKc3xrBJouKILz1TtYpKUFWMoZgTO2gAIVfO+nvPzlI1BgDWx5qAQdtK+2wZoljMU1eBcxFSZnIP8PKdLsWCKEIdN8gxPLSapGPb93G2npLDDhHjOoz3+Sazh3TxZ6A/kvpAO/C3EyYi+wPZ0aSaklCFei3TdVa4ZId22Wa9Vvd7TBDO1mLQMzxRgCYEQNl/RNjG9KaxQZiZkgQk5f7iQC0XIaqKYpKD1ETVUdo8Ga3tbVUKY1TaH+vwcU7XeNcGE9IY1amgUS202phPfBeBJ5ZJAhjyXwghLdJ7qVajmyQn7WugLB1+ECFkmpFIAPcpEqrgmZkKE6zTlhVKa41mNSzYEzywssGWt5VhztQi7g2xYNEHIFKiFeRL0YmgKo33B34dBIWIo3uGO5Sx5IX84WW3oXl1nJ0j1RCESSJBq2HEY855DSlDS+uiP6ESN7s7WhHWFiqUhrHr72Zqnv0hl389TqgVTnOsh97P2nl+IW72BFSGaIcnYlDPMV4M1v3Bty+te7liFOJOViHRAdd1hPhq1h6Qcq8GE0LoIcf/k/ClBLhQhq4tCkpTVyxWb+6Ws2s4lamoEUWlThORmOV3pCcSmbymihu3HXS63oT2FwuO7f4XYwPrAZTawwISY7fSizmBqhrXDhAhNXo5V1yNkS7W1wYRohj142e4gUK9BNc9kaW0wC4bXTEgpRcKMsW6tHOZVHeHpjhVnrBhl35b+4B3TAkTIGVqttbv/y1myVjiwa1ELeRQh5SzUyxzKhoKTYyFhhpCfI6MOBpIXYagKVeHs262695YF6QlSkW0AgRycdcPZoyVmQmZqscCe+6q7Tq/k72KSqUooUPMLIQQ1oVNvx9rUa1BK+bIsb4SZC7tkaGvR68qxMBeCC72cxbhQhDx7UUwyW4tw9daBoFdCXQ1j1VoXIVZulhPFGBvWgBxLCEFdqJRKbTamcoa56tqYBwEwwvaGU22nF3UsOqcqISK6SlgP/nYTqi7HKFQLVIX9oForRQjQ/iFbti2pZ6vdt/JcDg3zglZFXzFJoh4Ndn6sCYqqgde1UZjnUNbgORcNdWdRaxQRp3HiVYTEq0Zg0lxP84z8HACT1Z5AJK6uHMuzCMnNEqc/kCJECIHQPFiGYhJqReLqCBCMNbgRkpdjTVaCk2HrhoQcq17Fyk5xvDIYqBwLwBQq9XZyLNc+uhKVLpjcNpqQKEIaYYXNMyEXmJALaAWrmGC8GGLfluCLEFMNIVp1G+pVRDHBTL0vsDTSpaihUy632ZhKaaZKxpqYBwGIOJt+ueLNhPxg0uQ5Fw0G7kIGoGiSA97VIiURxtCUwK1uAVRN4iHrFH1ZKxqsO52DkOHRiS4kmKmtjbWCK8fyngk5nA1x+aa+7ixqjSKs20PV9TZFSK2YZq5isCsg5zMj5CF9ydvBkwl6A7FClZZj5eeYqfeyMaBmSKMIaTW7kp0CYMoapjesEda7zxAaIZdhaC8dsrJTHC/GAmss6V7sHEB6HGGZjFujgZtfmELHbPeeOo6oSatXuvhcKCHsUqHdsWA5d6x2MyEm7gzJ+YMLRcgqopCaY74e46otwQ/FmloEpdbCotfpgM0xsGaKEFPRqLRlFTKcKepsGQw+IwQgrGtULNWbCVEN7j+Z4/pdw91bXBsoskxIJU/BMti8BiycQTKh3kmozrI2DvZ6u+5krQK5GcaqA11PgW4FzwLVrGMVk4yXo+wIOOA0aLiJ6bU2Q9WFXJqsFWFXQPOBC+5YLQ5R+Tlqeg81JcRAAFJRVRFYii5hhjDHeKWHTQE9qxQvJiQzCarBdDUamPQuJDOYXs4icjMcqY4GJscKGSFMRPtiKTmGJVSmrKHA5z/rit7evS07iSU0kvRIWzOfzYS0fq1F02C6RBHS/J3nCy4UIauIcjZOUetfE916SwujtLrRczMAFIxhetfAsDSAKdpIG8w6VLKM5TQ2rwFpELg5AVr7IiQzidWzgcMz2TUh0QMnWVdSjpUzjTUxMwSgeQ15A6QnqGsx8iKyJuyQw6E2cqzsFGBxrNy/JqRj4MzdtLs2CgkEFnGrr+vp2msNYd0ZTG/DhJRzKapagIPpXu5YhXlKxiAjPUZgc3aKqiM8mBArN8uRXCQwsxdF92BCMpPQu5EzqRLrA5rvCoft5+KJzFjrQ2riBAAnrQ1sCSjwN6xrVNHbMyGpMQqRDQzEIvQHLFW1FA2z3WD6/DGKPdtQVI2+sJxpgtkIFLQ/p3ZNvmY5lhwTcv7hQhGyihClJEp0bchu0KJoZosDcm6WmhKir2+wu2tqA1PRWz/Qy1kAzhT1NcPchB37vko7OVZmglJsI6YFu9aIA5Kq6qgyRUjiBJOsWxMWziCZeZA8SS62lf6IEbgxBEAo3OYQmLFzBY4W+9YOE6Jq7VPpC7Z8x4wMrwmntyBhpylrmG3cscxSBi3SF9jzQPcKsMvOkNOGAzVx0HSjPRPy2bchCvOcqfawezQYxzvV8GBCslPQt4nHTifZF1CzKRQyMC3BTz/6Fzw8/fDyL4ofp6z3ERsYDexwHzZUyujtB9NTp5nXNnDx+uCfmaaiY7Uz64gfJR3dxnAsJH2f14Ur17MIbfgcnzjywdY/fzl3LCmL3vMHF4qQVYReSaP1rI2BTaGHUestbvTESVLGBjasEVYBbCak3qrT5AwcZ4muCUthWEhMrrVLeU+fIamNEjXUwDpkS6HqITRqtqNLO8w8xdP1rWtiKB0kE+oTJ0iFNnc90KwVIoYdGrose5M+gxkbJV9X14R0DEDVjPYF6vSTFLV++oY3dG9RaxSKIuyh1TZFsVLJoUWCk+aGGkF7rWcZkmqwRYiq6yhmm8bCk/8JQEr0sz0g9q0xj9ZKWZCfw4yu44nxNNduC6axFzU0imgUzQrZSnb5FyWOM6ttDlQuHjNUypbWXo6VnWbCHFo7Aa7tGl/zR5kNbfNlRmAObgdsJsQY/CHfmPhs69e6RQhyiekXBtOfzbAswrUM4d61of3HiKJbZUzz/7H33nGS1NX6/7uquzpPzjuzu7OzObKwwJJzWi4SFJGgiAoG1K+AylWvoP7AhIqK4kWQKxhQQIQlKSCwhIXdJW9gc5qdnKenc1f4/VFdHWa6Z7pnd6aKF/Pwz05VzfShu+tTn+ec5zwny9exawvN0izLZLkBNFHKXfaMJEiI5jalgTIbnHa9EjKqh/jgATqoZFal1xrVMcBuuEyNZnUb6oOhNt6MTLOMHGvMwX8AfXvpcUyj3CKbet2C1KbbOA7HYAuytw7AOu5Y9jGqZPvXstu9lJmVFtgcWACaaEcbpRJilwM4vOaSEBl77nsm0Em3VkZVkZmVEOfoZgh2N72+eVAxx5QJ3wB25xiytmAPQ7YSwnHFtA2+x2HHn7ASjuRKPga6OCCXsKTeRBLitBNljGbvQCf7o17mWoCEaKKENkrfl9a3m/dClQUlGZXkVmBsqmD0hKS7Y2mjJBCTlZAPEAuZIiGHCtEh7Ch4y6rNjgQA0eHGRYxwPMtms/N9NsWmWaLcaUC1OXJnHBKVENFVYorzSDYIgoCCnfhoFp2DreyTyy3VxGuTEhve0Xorut5HQ2Ctv9I0CcRwSGMNuVLiqN3bWNPlY5FFnJscNhFZs2V/rwf2E3AnSIhFKjc2yTU6CWlez1vaAmZ+yPtBDGji6HIspxLE7TOvF8xpF8eshLQp5kz4NmCXnLn7kDQNlBj/rvsytWXmrUM2u7H25Ng4h3oZsumfs1nvpdthIyjoPQnRHBt8LdRHa9TNfBM3916HnZhmJxbNPT5A9XewO+xlnskDnwGwSbmflZqGNtTJi202rj9zXt5/MimnEsZmCul9IPlUQpIkxBo5z7wwRUIOFRJ+0SXlNSYHosPu8OAign/4FHJNQ+vexuuBGhZPM9/Fy4Bmc6Llyo5E/MRFFxUl1tnMA8iCPXcfSzwCgy3sjpVZZrYJpOvERyEhne8TKZpJVHCysM4aJCQ1cyNL3EocHrsWORrh4dByvnH2/MkNLgcciWpZ1k1g5xbeCNVx9Kxyy/RX2CQHEqM1/h9gY7iCRhOma1sSopTTXnbTgX48WhifiX13hnlGznt9qIMdIS+zKs0jlZKUkABmS93GgqAptEQdpspw3U47siDlbkwPduMXiyl22ZFMqta4HTaCYoKE5CBL0aFeelUvTSZZRgN4nTZiSMRGmQmmDHXSpZZaQo6l2aTc908siKhEkV3lLCtgLIOSUCFoebSRp8ux8ukJSZ75AJVCpkjIIUJwsAuAymprkBCb08ubxSGue/kLmSdCvQixAHvVGstkjAE0myP3XJP+fQw5qiwjxTKgCFJuOdbelwCNl6NzqLNQ3HaDhIwmgejaQodrNrOrfHgc+Tl+TDRGtbvd9wpsfoSnl9xOeVW9ZTb1DrtIDBtHvvl93ut+L3VCVdE63+fp7gouO3q6eQEOg83hwpZrKn0sBLEAe0PuD70zlgFNtOe07/zsnU8D4C2tnMyQMuC0i8Q0e/YmYFVBC3SyLeRjQa15z4FRpU4Jy+0DQcnUtd8tiToJyWl13EO/VmLKkEIDHslGiNFJSHyoBz9FTC837/415FjxXJUQVcEe7iXqqrJEhViwOXK7tyVGHdh9VQX9TYNECHmQkKRFr6YlJ6XnY9E7VQn5EKK9owNZE2mqrzM7FABcHi87PHHag22ZJxKDlcpqZlBiARvTJOwuhFyygZYN7HAspLrIOpt5SDTT54p5+9Mw62T2+kVLTKU3kFdvRecWdjKDhXXWIalOaRQSEuwBbyUvR5qYZyGJoSGHiWoy/97779SJ/r0I8SBvRRuYX2Od93hUB7LkbKGSqUqIAVvuSsgZnp34NTczFx45yUGl4LTbiGg5eu38bQiaSidlpmacpeSQvSxEKUFC9gXt1JpIQjyOhK2sHGV9+3qW3r80mc1GVSHcR49WZOqm2e2wEUi4LuXsCQn3Y/OWm1atAZ2ExLATj2UnIbHBTgRUSqsbJjmy7NAHuOYaNqsPKvSUFZZ4Tk48F/IgE4ZFb+I/yHNY4QenEDJFQg4Vero68As+it3ms3cAh8vHbpdKMJ7plBHrbyWqSVx1+uEmRZYDdieymn1hUpvX86+BGZy6oLCMw0RDEUbxEN//OqGGEwhEZcs0d0PaRjOXzlWOQef7vBNroMlCvSwuh524Zsu+QQ71orjKeXFbF/NqzS/hG3DYRcLoG4MMHW/nZhTJR6tWaal+oXxIiLu0ztSMr5UgiFJ20wHgaG0TwbpjqCk1jxS7JJEoDpRYlqG1rW8Ss/ugbDZuh3l9dg5nIiuvxHi97XVW71qdOhkZAGDPkJ0aE+VYHoeNuKDPttjUswmAQDygnwz3g6bSIftMNcRw2kVCY/SE2KL9FJWb27PqlmzENCmnq+TmHdsB+Py5x0xmWDmhk5AcqoFgDzHBQXlpYZLLlMSqADlW3hPTSfztDw4LmSIhhwiDfV1E7NbJanYSp8cuEFMjxNI2FX0d++nUSlnRaBEXr7OT1xoAACAASURBVAQG7SLfq9tNe6A9dXDrk/D9EkR/C5ttizhrkbWsQVVRyu6OE+6Hnu188hl9IbCKrTCAI1EJebd7E3sH9468oPl1kCM8PTTHVO3wcLgdur49q41zsId9ETfBqMLZi63zHdE3BgkSki5x6thMn28udSUeUzeAwyElpDGDoZ6RDizBbqKCi2VN00yIzJoQcjStappGo7KfSNVhJkSVgtOuz2SQs2Wdm9exz7WIeXXmDlFNr4R8/rnP8921302djAyiSR5CimhqJcTrtCdkbVEkUVcPDEb1Ko1BzttiXlMrIYIgEBH1tSSbHCsQjuBRgyyf2zjJkWXCJgooooScY8hvsG07gxQxe7o1KiGi3YmYK2EX6mFQKKGuwJ5P41lQiBxL1dTk703NCZlCVoQHu5Gd1piKDbAp1pf8tz/mT/57qLuZbqGCSp+1spk9dpBFjZZAS+rgvleS/yyevgSH3VpfV1Wwo2bLGre+jSZKbNZmAVDptcaMEAApke3+1NobueKpK9A0jRtfvpHukP4wZddzyPVHsT8k0VRpHWmTy27jKZ+H5etvHHky1EuX7OWLp8y2zFBIAIfNRjhBQmTDAUiJQ+tbNEtNNFqoCgJ6JUQDTnjiQh7b9VjGufhgB91aMcc0WSt5YSpykJBQTKFa6MNWau5GyiWJRDQHSrYNX9s7vKPOMbUfBMCZmPR96zt3jDwZGSQu6fE1mGju4TEG7CkxHDb9uemP+aF3N7z3ADh8NMe8plcII4nG9GxyrLe26Qmnw+bPntSYskERHQRiwaznbF1baHU2gUUs7UWbhKDJhOIhXm55OeOcFuyhSy2ioaywHpv0ZvN8r813YvoUCfkQQw31gcs6E8jfC3fQGNM3Pv5oioTE+tsIOassM7fCwECi/7k33Js6KOhfzw6xlmXTrfPeGtBEiR+K6/nf9/4380SwG9ldQQyJ339qBaIFpncbcDgdyQVK0RRaA638a++/eHb/s/rB5vV0V+g69kYTXXOGwyWJvOXSH/LB+LAHWKiXlqjHUvIxSMixDBJilPSf/S7sfp43I9NMm66cC5LDRSixLmzu2Zxxbtuu3fRSwrlLrVNpMh12F7YsWef+YIRqBnCVm0tCnJK+eVazVEK0UB/bAm4WmOx+53Tra8zTrS+NPBkZJGzzUV3kpMhEswlPlgF7g9FBeO5mWPtrAqXzeHFHr+lDRyO2RCUkixxr2559ADgtMMdMFiUuYy3P7nt2xLmiwe0MFOVvdzvRECQHO6Uo1zx3DV9+/ssZ5wZ62uhWiji8wHU8Jc3NX46V/nv5WPR+kGjIFAk5BNA0DVtEb/qyCjaH2jk+rGdE0ishtqFW4l5rNM+nY0DUb6xtfdsIxRMa5qF2IjNP5cLYDzhsunXshA0oNol9tgD3b7k/80QsSFx0YxcFzlxoDbc0A5LDRWfiYWUX7fz0jZ8CUOGq0LP07e/xUnAmh00vNfXBPxwuyUZpYu1t9jdnnJMD3bTFvZbqrwCdhCTlWMaD48AG1KqF/G/vClbOss56AeBwuuhPNK3Kw2Y3yB1bkIumW8YtzQpQJTc2JcwrLa9kyNcCve1IgoKn0mQSYheJ4ECJjyQhQX8fg6qbwwqwFp0IuN0eNCAoZ5GMBXvw4zNdFupx2Ilqdr7f8QI/Wv8jAAaDXbDreQD2BiRcksjJ88ztWYyKuRvTV277CX5HLXjMc2szELbrz5UNHRtGnKsL7yJeuXCyQ8oJm93JQyUyG7s3Aikp1afuXc+WbdvxS5UFV+kKmROSbExPq4SMVkFRE/nODw4FmSIhhwSD3W2cxNuI9eZqgNPREw8wKx5D0KSUfhUoD+9DKZ9jYmTZ0Z8gIfduvpcb1tygH/S384x/Bg31MzhxrrWa0gFaJP1WrxtG6jYN7SMkOKkqclqqCgLgdLrY7dAfAv6YnzUH1gAQlsPQuRmUKH/YW87HV1hDk2vAJdkQVX252u/fn3EuPtRDn1ZkOXmTc1glpCfUg9q3h50LvsiQ5uTIRmuREMnpYkAcVrkBiAyyyP8qbQ3nmhSZRSF5aRMjXPv8tbQGWpOHQ326pNRrMglxJSoh2jA51uO7nuC7pTbOX7nA9H41l9tLWBCSrj6QNhG6Zwf7mWa6xNLjsBHR7DwytDN5zN+9JWnZ+3pwGj//+GGmW97HRX19HN4TEorJzIlto+WY74HdfBl2xK6vMekKDYBgfxeVWi/eGcvNCCsrbJJEq5T6bobkEB2DEV7Z2YMr1EZRTWPBqpLk5HNUtDG8dLNNTFeyWaiTOUl9ioR8yDC06UlkbHhP+JLZoSQxKIcoUVVE1Z2qhEQDVCudOOqsk2kwMCikNj1b+7YCEBtoZUOPk6tPbDLVVjAXdjv0mHcN7OLH638MQEyJcfmBx3jMCdUWmg9iwOF002ofmc0OBTuhfSNx3zR2Bd2ctsBcF5XhcEkiATELCVFkxEAHgrfSWpbT6JWQSEJSGFNinPrwqTxqj7N+qIol9SX4nNaqKjgc7mQlpC3QRl8k0Vf27gMM4UGbe4aJ0VkQkpshUV8DVv1zFXe8fQeRuMLbm94npDkRXOZWGZx2kagmocXDXPLEJdyw5gb+/P6febN1EzucNhY21psaH4DH5cQvZJozhOUw7HoeZe/LrBuqNH2orsdhJ6xm3quD/hYoaeDdy97mp9GPcsIc8ysMRiVkuBxr/Y69qLYoTbNmmRHWCIQl/b0cjA1yxVNXsKt/FwBrX3sJRRNYsnylmeFlQJZs9NpTRCEUD/HugQFckshhRUOccvQRBf/NjIqGpn9mI4xAslw7ViUkPXE0RUI+ZAh376dZmEax1xoaek3T8MtBilUVTXYmKyHBti0AlDdap2JjoE9LNXiXu8rZ2NZCcKiDVqWU4+aYr2PNhqG0Z+cD2x5AVuXkxq1fsFFTZJ2GdANOh50+MRX4MXXHsMxVQ+jFH0LnZjpds2koczOt1DqzTUC3dgwlSMhDOx6iI9ihu769/xiCEkOZeZLJEY6EXRSSJGTXgP6g7bXZeLbDxzEWk2IBOF0uBhLv8Zudb/Kxxz8GgLLhXv4cP53Gauv1ZZkJ0eFhSEw1pj+++3Guf/BdBva+w4CjxvTmWskmEhUcKHKErX1beW7/c9z2xm0097UzINqorjK/uuyWbAyImdl5f98u+OvF2MJ9+H2z+fiR5laU9Cnfw0hIsBPKZvFOj8jMqmJKTe4HAYjZ9O9bRIkQkSP8Z/9/APjj5ju4qbICV6k1ZNjRhMHM251vs7FnI8/sf4Z3mvt5/bWX6HXNwOWxjrlIt5DZfxiUg7y2bw9ls+7jfx1hKC78u2lUNARU0PTvVUyNceu6W9k3uC/jWmM2SLpFb66ekPReySkS8iGD3N/MHk8FHcEOs0MB9JKhoqkUKypi3Mcb7W+DphFe+3tatEpmTLOezeYgqexNVIlyxXOr+MK0Cq4853jLTMAejrAIHjV1CzUPNdMb0RvrwzGBOdXWWUwNuCQb/WLqgVrmKsOjQUgUYOuTbIzXc6wFHZDsNpGQKHCCNBNN01j1z1Ws+MsKel69ncfE01kwxxpZvnQIgkA0sak/MHQAAJfoYF1zkJNM1o9ng1Ny0J9GUHvCPSBHEft2sU5dxMypIYUZsDm9BMTUhkCSY+w40Mq1vhfpXPmREbJBM6CIDnrkzI1UZ6iVIZuI7DD/83RJIgNC5voe2PQgJDZcsxatML0K7nHYCA8jIf5IH5TPYlPLIMvqrdGvaMix3ut+j6+88BWuX3M9H3nk47wXeVWX4HqtseZEpBRZAl1etKsrwAL3FqrmWacKAtAjhPEpGtVuvbfztdbXeLT3C4TE97mntBj/OPqAUz0hKpqWmnL/4PYH+d27v8u4NmNYoeGOpWZvaA+m3ee5KitWxCG9uwVBKBIEYb0gCAFBEJYMO2cXBOE+QRBeEQTh12nHrxcEYa0gCE8KglCSOHayIAivJ45bL20/DLahVv6/mmbOf+x8s0MBUlrLElWltOdwXmh5jvue+TOVux7h6/KXKfFYb1MfQ+EzvTGumH09ncFOALY6HZx2rLUWpXRERKiLpx5Ov33nt7zQ/AIAYdnGZ0+w3sbYI9kYEO14Bb1KU+osxSN5CAkiDLXxbG8lqyzqgBQRBXyqxLHTjk2Wnt8I7OWO0NmsmGnNLH1MzJSa9IkSc6p9HDfbekTP6bDRa8vcbP3g5e+yzWHn9OOOspzczWxILh/9YuoR6gx04q74Hz5T6eLK1ie46t9XmRdcArLgoFUNIgoid5/0FADtsm7XOphHY+xEwyXZGBQzv1cXtT5O74KLOT32M5YuWmxSZCl4HHb6bJlVrf6YH7V0Fhv29bHU5OZ+A7Ittdasb18PwL7ANlRBZr8k8a31t2T2epmEmF3EpUJjcSMArYFW3m75Fz9p6KZj/lnmBjcMMVGjSFX501mrERB4rXUDguLiPwf0vq9WsfB7KNUTkpJjGbPchvfzpNvyGr+n5nDVMiohwgeIgMChr4SEgfOAf2Q59xGgRdO0EwGPIAjHCYJQlTh+AvA3wPBAuxU4F7gM+MkhjvGQwxvVN83hbA4fJmAwpsuvilWVaXIZte5GftH5M35b0cgPvnq1ydFlR1RTKFdl6pwLiakpadZAFgtMqyAsatTKNh4870GqPdU8t/857t54NwCqS6LSZz05lt0mMmgTqbLp1pw+yYcWUfRKCPCO40iOt4C+ORvCooBDheOmHYfb7maaVEKXq5RBRx1zq60zKT0dsWHGBL3YOXNRjeUsskHvIei12TnWs4Dfn/F7AP5x4N/cVl7OlWcda3J01oPD7Uv20AAIwH4nvO/QjyV7akyEYnPRqoWp89bxg9X7UGPlKOgb0QHN/A2pW7IxKIzsjbp3f5TyGUtYbgEba4/DNoKEdKtR3hz00j0U5SOHWUPmpNpGX1Oe2vOUXt00GVE7VCgCT1z0BNcuv5bWro0EO+9HFgT+Fmnmve73zA4xCdku4NFUwjENt93Nlp6t1ER8VHhq8Nm9tIW7C/6bqSpFioQY5COqZich+UxMN1xFfarGGP3ulsIhJSGapsmapuX6VI4FDGPofwPHAUcBazT9U/k3cJwgCB4grmlav6ZpzYA1U5wJ+COD/Lgix0RNk2BUQnw2FzXOCO0d+gbt98UqDnePJRai4YhoCh4UJC1zA7xzYGeO3zAfEVHFrWgsqljEvWfdm9y4gU5CrIpB0UalkJCKaTa6e4KEBIGrY1/n7s+fgdNunSne6YiIAk4VVs1axeoLVlNnc9Euulk+oxSbxVzIDMTSmm7LRBe9gsgyi2ROh0MQBHptNopwUV+Ualre6nTw83du40v/sY7xhhXgcHvpS8s+75P0e366R9+UioJoeuZZkFxsE6M0lTTRUOZGiaYsw/tj/lF+c3Lgkmz4xZEkpMfn477PHI3dAoYkHoedwbQQSxwldIjw+zcG+dIps6kusoYBiZzHMF9DLmwmYjbwqvpG3D0k0+zfzxZ7H02yjT9uuY9PPv3JkbOgTELcBl5VJRiJ4ZW89MU6WKwEEeeeRX1RQ4YrXr7IdMfKJCGxYcOPjSZ0DS1VCRmFhNgBh6Z9eOVYY6AUMFa9QaA8j2MAsiAIGV1fgiB8XBCEhwRBeOjAgQMTG/UYsKsiL3tTi9Bo0ywnC/6YnyJHETZXCefMdvOFeAk39MXwSV4ueOwCrn/xerNDHIGoKuNVZcIxO6fWrQKgTJAsSZgMRAQNt6J/3o0ljezYn3rAa05rbuQBhmwC5ZreeB6KaXhUlb1COa/PfBXF3jLGb5uHsAiSqm/u6nx1+OIqLTg4fIZ18xSRNDnWSnsVfsHGsgZraMizoctuoxw3NR79u1wbh6Ao8OD2B3m19VWTo7MWXJ4i+tI2ybIg0BiL88BHHuJnJ/0MWZVN7wvRJAdrHDLnzDqHqKwiRlOudwPRARMj0+GSbAyl3SPHVZ6DR1VZvKyOfYHtJkaWgsMuEk6T3ZU5Sui32VDdxfy/0+aaGFkmlLTd3J2n38kCWSfF5YrCwkTvYsYwYJMQtWl4E8/Nqu44CqAg8I34guQ1naFOk6LLREzQcGsa4VAAb1QnRkfGOmHuWUzzTRsXCUntEVON6Yaj2XBns2xzQnLtMYNyEA8iAvlNY7cKJpOE9AOGkXYp0JfHMQC7pmkZ9FDTtIc1TbtE07RLpk+fPrFRjwGPp4hvHvnN5M/docLLc4ca/pifYkcxuEo5q8nFV72b+MyyT/LLU3+F0+Zk9+DunF7TZiGqxvFpcW55cgt16xSe29dLpbeO29+6nYe2P2R2eFkRERTcioqmaQSiMnc+vi55TnBZy341HUOiQLmamD4e1fBpCs2uGKKrnaf2PmlydLkRFcGZSCy/tb+fWF+Adk2gz/5vy5hCDEdUtNOgStx/zv14Ihphu0iNBa2bDXTZRUo1Fy7RwYx4nFt6OpGwZpXJbDjcXlrsds6sWkl1XH9klVacQamrlLMbz8Zpc45rk3Io0eeOEhThtOmn0eMP83U5NZncCiTEJgoE0zb42zZUcEw4wj+7N3Dpk5fyRscbJkaXQtwmUqnqZKmlS392Lphfaak5UHEbnDxo52+rHsGrLKE6JDMvVslLV23moavepc5bZw0SIir4Es3V0lCU2zvj3NXZRU35XF699FVEQbTEPgoggoJbVXlu435sEf1+aYrHoOlk6n3146uEqKlKiEFCjCb9XD0hmqYlfy8nCYkH8SIioE2RkBxYBxhdR2cDa4E3gVPSj2maFgYkQRDKBEGYAZh/14yBKxdfyfrL9UYwsx86oMuxdBJSok917dgESy/mmLpj+NdH/8VQbCg5i8MK0DSNqBrHqWk4iTM3voN97qOoKm6gI9jBLetusczDKB1hFLyqxqu7evj8/W/wPel+7ujsZmE0RmQcDWuThYAI5apDl2hIKykXVKI2Pd70wZZWQ0TQcCQyaLf9exvVSpRmd5TVzfew5sAa4qq1ZJEAMVHEo2i0d9YR6AsSlcyXl+RCVIkyYBMoUx0E/H081dLOMZEoVxWvSF4zXC7wYUbQFqbbbufSqtM5tWcGAOcvORnQpW113jraA+1mhojsEJA0DZ/Dx7yh9Zwe78CuwgzcScc2sxFMq4TM1PqolzX2DDUD8PdtfzcrrAzIkkhxQmjvSlQYZjZaqw8tKCiUKipesZ4XtnXx5f5BvjfvYhBFEAQqXBWWkGNFRJViVSWuqESHeqkTy5l91YvM/ehNlDhLqHRV0hXqMjtMAEJaHI+m8dauVtoT87U8joXgLKLeV09boK3gv5leCdE0/Xlg9HMMJyHJYYWoyX+PZtHrTVRCPkg45E9EQRCeRicb9wiCcJUgCIZQ/glguiAIrwBhTdNeT/SPPCEIwlr0JnTDn+y7wNPozerfOdQxTgQ8kofpRdPZ1rfN7FAIxAP4HD6dhOx8BuafC9X6gMIqTxXzyuaxtnWtyVGmIKsyKhpOTcOBzBJhL/aGI6h0p/pDPvvMZ02MMDvCyPg0lRv/sZFte/Zxnm09Jy24lJNDYYKawu1v3m6ZxdRAVIkSE8ErC6y+cDWhUCllQmpR29G/w8ToRodOQjR2dwdYv7ePeVKciF0nHj9c/0MueeKS5GJuFUREAVFW+fIDb1OiKMTs0B/pt4RsczgMV7oyVWJvmsz1y4suY/UFqzOumQLsDm6jSFGp1jyURiIIGhxRnRpeVuutpT1oLglRHAI+VUNRNZbE3kN2H0b/zu9zzOwrLPMMCNlE7Imt01ytm9Miuryy0l3JPv8+EyNLQbELuFWNxUWnM6t3PmWKiqcowjP7nmFT9yazwwMgQJxiVaN7KMqOndtZpA6wbNaRyfOV7kpLVEIixClWZYYiMvHgAJqzFGnaUoTENPcqT5VlnpthVcatahTb4sk5VaFqPdFgVEIK7b/IkGMlvvdfeeErwBiVEKOXJMfrheIhPIkt/Ye6J0TTtHM1TZumadqxmqbdp2naFxLHZU3TPq1p2omapv2/tOt/qWna8Zqmnadp2mDi2EuJ3z9e0zTrWCWMgSUVS9jSu8XsMHRGbPeCO9EAu+C8jPPH1x/P2jZrPIAgVYp0aholQoC5YitNy05Inv/aEV8DML3JcziCmr6YRmWVGqEfANu8s/CqKm1xP3/c8kf+svUvJkeZiaHYEABuWV+k2gbCkBi4duNRN7K1byu3rruV/ki/aTFmQ1yNIwsaDlll3e5uzi3eS3VYj7Hao+vcdw3s4ofrf2hmmCPgV8CpqVxie5Fj2U23FuWkB0/iuhevs9yDoiPYgaBBiSzS0pbK8Nmq5jK9eDoCAh0ha8rezEB7+ACzYzJDQwEalAgPOI5gduns5Pk6b535JESCIlWlLxijTuilvH4ON551GBfOO4Md/TssQSp77RrzZAGHqrGUFmRhJusvX891R1xnmcps3A4uVWOB/Rrq4wJzY7C5dxPfeOkbXP705cl11UwMqTHKNJU9XUPc03OlfrB0RvJ8hbuC7f3bTV93wsQpVhWGInEID2DzZvb0VXuqLURC4rg1lWAwkDzWO+diAKb5phGWwzy4/cGC/maykiGoCGhIopTc24xGQoz5IGNVQj5o+OBFbGEsqVzC5p7NZodBSA7hkTxgLDbVCzLOH117NJt6NhFXrCFfMW48l6ZxuLALGyrlc44kENNv/GPrdHvQX771S8tsjuNqnKgmU6bGiMkqNUIfUU2CmsV4NZXWmK4f9dg9JkeaCcN1xCErxBWVl3d2syoa52vVx/PJhZ/klIZTeHD7g/zf5v+zjEMJQETWiaokK7DzOX4X+x+WOiq4cPaFXDD7AgDOn30+j+9+3FJxB1UNl6pym3QP02UZOVFSf/HAi6w5sMbc4IahN9JLkSrw+vYO/vXG+/rByvlQOgNJlPBKXj77zGctV20yC3E1glMV6B8YoJQgjWmOYqCTELN7leJ2lSJVYf2eHuqEPjxVM7n2lDksrlpIibOENzrNl7l2SCrnD/bwVEsbx4o7OGCfjkfyUOIswW8BBy8AxQb2uEJw/X2cVT3I0XYvT+5J9c9ZQYY9qEap0FReeCstEepLmaUsqljEGx1v8My+Z0yILoWwFqNUlXlxWxdO2U9peeYQxWpPtemGDgZCShSPqkE8zN9aulm09xyWzW0E9EoI6FX4QshyqhKiARrLKg9PnhvhjpU2rHCsSki6HGuqJ+RDirllc9nv3296xj4YD+KTfDCUyMJVzs84v7B8IbIqs2tglwnRjYSxwXRqGseLm6F8NrhKuGLhFRxWdVhSlvWn9//Eho4NZoaahLERq9SiBKIyNcIAnVopFE+jSE0tACHZWhs2Y4PuiivsfvJ2wqEAs4lwdcMZCILA7afezteO+Br3bbmPG1++0eRoUzCIqqQoKD17AKj/xN+45YRb8Er65OdTp58KWKuvJSYIeBNzGRbE4vx39Yl86+hvccXCK7j9rdstZRARiAdwqQIOQYbQAGFnBXxlAyQ0+3edeRcA2/ut4VpkNiJyBEkT2dPWTZ3Qi6sk017cCnIs2a7r7+9+cTtzXIO4ynUjF1EQOaL6CN7seNPU+OJqnB57nMa4TK2iUCMMcNLKowEocZYQlsPcuu7WZELKLMh28Kkqt9r/j2MCz3OUozxZ/ZBEyfSKUlyJE1bjlGsyPQcS9+d32vR+kAQumX8JR9Uexft975sUpY6AEqFYU7l7zQ5meuP4SjIHt57XdB6vt79u+ncTIKxEcGlQJgRYEg9z/6cvZmaF/rzxOXzJ6wrptUm36AVw2FJ2/oF4gLveuyv5szGYMN0dK1clJCSH8AgJEmKxKvtomCIhhxANvgYUTTHdXi4QD+gbM1fCCtTpyzhf4a6g2lNtmeZ0Y4PpcFfwCftLMG05AEfXHc1fzv0LJc6UpanZi70BYzNfoYVpEtr4lv1vdFAONokjr05J3XpC1rIYNuIujQ+w4J1b+E7VWsRoABILqiRKXDL/EiRRsoTEwIBBVEU5jupvp7PyOKhdCuj2yADLqpYBWCZ7CmBz2ChKM/f7ZPF8rlh4BVcvvZq2QJulbG9D8RBORUBCpsoewuHL3BwcVnUYjcWNvN9r7ibGKogoEUTVRnXXWuaLLdgXZspe63x1dIW6TE1KxW368LL+rhaK4z1QnKrWHFF9BO92vWtabACtQ60oAsyKp6ryNfWzAH0eB8CD2x/kl2/90pT4DMiiRpkWxSnIFMV7ONybcuWc5ptmesXLGFBcrilMF7oIShXg8I64bmbxTFqGzLVhDygRfKrKwFCAGZ4YuDLnJi2vXs7c0rmWkLaH4mEciNQK+uBRV3FmouHv/6UbJ/SF8x9MmlEJETTsw+bk3Pnuncl/p5OJseaEBGIBfNimKiEfZtR6axEFkdYhc0uzoXhCjnXBb+ELr2S9ZlH5Irb2WouEuCoXIKDBjMzpzC57ytLUbIJnwNgU+1SF6+yPUCYEqPfqN35lWRMNvgYAuscxUXUiEYwHcWoCql/P3Bzu7gI5DEWpsn2xo5hrl19rqSy9Uaa2x2Wq6KeoqiF57vQZp/Pqpa9S6a5EQLBUJWRuvQ+XpjGoJTYE8TCgN4nOKJ5hGYci0JMXDk3EgczXT6zG5ikfcc3C8oWWMN+wAsJyGEVzcq5tA2+pc6FqXsb5Om8diqaYOuso5hDxKSor2IqgKVCSum/mlc1jv3+/qa5yHSG9D6lWTltrivRhj8XOlFP/+o71kx1aBqKCQomWep+EolqevOhJHjj3AWo9tXSEOkz9nI3Ey7RYH792/A7RnX0WUYNvfAP2DhUUVSGkRChSVT4+M0RR/9ZU72oarNJEH5bDuJCSJAR3Zv/K4srFlDhL6IvkT0IyKyF6T0guJN2x8pgT0hPpoUKwI2hTlZAPLSSbRLWn2nR9aDAe1Csh7jKoW5b1mgUVCyxXCXHZ9QF6LPlYzmutQkLCsr6ZdGsaHnRCUj9jTvL8Exc9j9C8IAAAIABJREFUwTeP/Kblhi0G40Hc2KkQ9I363O7/gKcSag/LuM4reS3VW2GYFxzXUMTZMzQ8FQ0Z50ucJYiCSJGjyFKVkCE1RrGq4iqvh8sehGO/kjxX7iov6OE10QjEAhSJEkuKI3jW/gQcI/uZFlQssEzywmxE5AiNlbqePeSdMeJ8rbcWwFRJlmaLIagu/su2Hs3mhJJUBr+ptAlZk00lwhE5gh0xcyNSpL9vRiUEoD3QbqqjXFiT9d4AA0V1zCyeydKqpdR4a3ip5SVOfehU03oZ/FF9zStOWJg7py3Oel190fhmWxwqBOK6rK5IVflB51d0YiyNrNhUuCss8ewMySHcokSdQUJcI8lduaucr7/0dZ5vfj6vv5kiCNlJSKkzRcrSicdYJKQ71E1V0mfug4MpEnKIMd4BNocSSRIyChaWL2RH/w5LZLsjcgRRELGf8xP42L2QJQNrwCquGUavh0vTWCTup3/xlXrsCdhFO9XeaktWQhyqSIWgP7TEeADmnpWhHQbwSb7kA8MKMIhqmQ3swY5ktnQ4SpwllqqE+JUIJYqK01ME88/JkEaWucroj1rDaAH073R9URFHRxJywpnHjbhmYflCdg/snpoXgk6MfYmM84krDhtx3mlzUuGqMHVWSDAeIKr4ONP2FkLDkSClqso1nho8dg97BvaYFl9UiSKqtsyDkp6MktK08jE1Zmpm3ObQ8KZv/tIqx7XeWnb16/2VppGQmB+36MABqMX1iB/7Q9brphdNZzA6aNoG33imGMMK8VZDw4oR11W4rTHTJCyH8dqc1As9RO3Fyf64dBgkYkN7fv2q6e5YkPk9B70x/5UWXcGS4Y41CglRNZXucDfVgv63puRYH2LMLJ7JnkHzFnVIk2ONgoXlCwnLYfYO7p2kqHIjqkRx2pwIFU2w9OJRr7VKT0hEjuC0ObAB04Q+yuasHJE5NhZ8qzh6gf7dKLY7qRDS+j0ajx9xnUfyWKsSIkewISApMfC3J7Olw1HsKLZUJWRQDlGsqpDlfixzlrGxe6N15gzEAvhcZaDGYfpKOOmbI65ZWL4QWZPZObDThAithYgcwWXo2Usasl5T562jLVj4QLNDhaHYEHVG1XCYzFUQBOaUzuG1ttdMiExHVIkiaPZRrxEFfZtiZnIvZiOzEuJLrT+13trkpm/f4L5JjkyHP+bHl1ASiK6SDLKZjgVlC6j31fPwjocnM7wkjD7DpHnLDVuhvGnEdZWuStMrIYqqEFWiFDlczBVaCHiy3+NGP1C+MtUksUAFQcORVgm5Zuk17OjfwbXPX8tgdDBZNdFIzQnJ1pg+EB1AVmWqBLs+MX1KjvXhxfKq5bzd+bapX4LknJBRUOutZWH5Qn725s8mKarciCgRnDZnXtd2hjpHeGmbgbAcxmVzpw5kWUibSpoQEPjdu7+zzMY4KAcpdQx7rxuOHnGdT/IRjActs5hFlShOwQ4tb4AShfqR2TPQKyG/fOuXlrDKBvDLwQQJcY84V+4qZ0f/Di5/+nITIhuJYDyI15OwyyyblfWaUlcpdd46tvVO9YWE5TBud6J5PwcJaSpt4r0u80ZdDcYGmb3io7DqNjj6mhHnr11+LQ/veJid/eaQyogcocIzesLs/NnnU+4qH9d06kMFfV5EuhwrjYR4Uv/e6zcnqReMBfEZdvA2R87rbKKNi+ZcxAvNL0xSZJkwSIhXVcFTAbbsBLTSbT4JMZ7ZpXYPFcIQZQ3zsl5nkIptfdvykgymSIRu0ZvemO62p54TveHerO5Y2aoc3SFdcVGNNNWY/mHHETVH0BvppXmo2ZTXjytxYmpsTDmWIAhcv+J6Xm973dTGRNCbjsciIX859y/cdcZdKJpiiepNWA7jltxgLBpZNm1uuxsNjb9v/zuP7nx0kiPMjkAsgE8c9l5XzBlxnU/yoaEle1/MRkSJ4DJK4csugZL6rNcZTkR3vH3HZIWWE3E1TlAOU5KrEuIqy/Jb5iEQD+A1MrxljTmvayxuZP+QNXz8zURYDuP2JNxycpCQC2ZfwMutL5viniSrMn2RPqoq5sHKL2StHh5ffzwzimawvt2cxu+YEsNjEPSF58M3M1UE6y9fz/eO/R7TvNNMrSgF40E8H70XLrpbP5D2XtZ4U9Iss55NQ/GhZCVkNBICML98PnsH95oixQ7EArjtbuwAVQtyXlfhrmAgOmCqXNyQypYlko1ijjXx/lX3c9MxNxGSQ3kRZWPooNGY7kj7vNIVLD9a/6OkzC+jEpLlPekKdSGJEiWCfYqEfNgxo2gGjcWN/HXrX015fUNCMxYJAb1/RUNLsmizEJEjGQ5Y2XBY1WEcX3885a5y07J26YjIET1r4fTpRCSHPMjIcpjZVJmOkBzCYxC+aYfDN3eP6AeB1GJolb6QqBzFmdC7Urc853WbenRpk9OeX2VtImFk/YqV7CSk1DXSFcZMBONBvMbAvfLslRDQZYZm23xaARE5gqusCY77KlTMzXrNUbVH4RAdpjiK9UX6UDWVKk/VqNcdWXskb3aaM5MhokRwGSTE7gJvpi20R/JgF+2UucoYiAyYEKGe2IsqUYqK6mDxRfCJv2bY3xoGBIBpfSsZfaBjkJCmkiaiStQUUjcQHUgZDtRkb54HXcaoaqqpxNP4vpVKiT6+HGvivLJ5fHTuR7GLdpr9YyefR3PHSh9uvL5jPU/seSL5s5Fgy0YwesI9VHuqEQRhak7Ihx2CIHDdEdfx8PaHTRmwFJTzJyHVnmrAfMcpoyckH8wtm2sJEqLLsVz6fI3yWSBk96R48LwHqfZYp0E9GA/itSUIn6sUvJVZr/MlFl7LkBAlitMoW1dm3/AB3HbSbVS6Ky1RLTMca0pyyLHS50dYgaQG40F8nko4+b+h6dSc100vmm4pa2GzEFEiuJxFcNatYM++8RMEwbShhcaaU+UenYQsrVxqmuNZVIniMDL4o8xTKXWWmmbiYKyBXsmrf87D5sEUSUV47B4aixtNc7sLxAL4kiQkt+Ur6MlHh+gwZY1sCbTQUNQA//ULOO2mnNc1FDXgtrtNfdb3R/vxSl6k+av0A7XZnUZBTzZOL5qelxwvc2J65rBCd5bnhAGjApKtJ6Qr1JW4zwWEDw7/AKZIyITghIYTsIt2U6Z7G5mYclduhykDLruLMmeZ6YOW+iP9GQMJR0NjcaMlNkBhOZyqhOTQz4OeJTmp4STLuHrp/UIGCSnOeZ1BYoMxazSnR+QILiO7k0U+ZuCU6adw20m30exvNr13yBggVqyq0HTKiPOnTT+NcxrPAbDEYMhAPKCTz1O/k+H+MxzTi6az37//A5VtO9TQNC2vCi7oWV0zSEhPqAeXzZVMKORClbvKtM1zVIniMjbPo8iCS12lprneGcnEIqko63mjwX959XL8Mb8p8uZgPJj6nMeohNhEGzOKZ5ji5HVg6IBOQo66etTnjyiIzC6ZbSoJGYwO6na5Kz4N3xuA+iNGvX5m8cy83tMUidAb03NVQgwYxgyylqiEZFl3u8PdesUzkQz9IK3NUyRkAuC0OVlRs4Kvvfg13uyY3DJ3Z6iTIkfRmO5YBmq8NaY7TrUGWqn3Zdf4D0ett9Z00gQQVhIkxFUKFSOb0tNR7a42XfJmYCg2RHFpo/5DIHdMRoPc5U9fbokNclSJ4jQc0IumjXqt4VZj9rArf9SPJEq4buqDReePOO+RPHzjyG8AmO6gpmlaXq56oFcjw3KY76797iRElkIwHrSM4YCsyiiaktFImgtmrVld4S6qPFUIOaq0Bspd5USUCKF4aJIiSyEqR3EmKyG59f+lzlIGoubIsZKVkCwTyA388Zw/8ulFnwYwRTYWiAfwORIkKUdVLh0V7gpTiGfrUCvTi6aPfSH6OrO1byvP7X/OlE11f6SfMmeib2+MewhgZtHMvORYGe5YaBkWvdnWkyQJSVQKc1VCDGXLVE/IFAD49spvA/BW51uT+rqdwU5qPLmzmMNhTHs1E22BNqb5Rt9YGqjx1JguHwMIxxMk5LxfwvHXjXptlaeKt7ve5qHtD01SdLkxGB2kpHKh/oMvt0wjfeOy5sCaCY5qbESUhP7+009k7WFJh1EFNHtj74/5KXGWIIwSr9EXYtYGy0Bcjee9qZ5RPIPvH/t9nt779KTaOH/iyU9w2VOXTdrrjYawohs2uGz5VULMICE9oZ4xpViQMkgwY1OaIcUdxZ7dEiRkFMdJh81BRcIpzYz3MRAP4DVISB7SZrMGpbYEWmjwZTdxGI5j6o7h+ebnuWHNDab1rxTSt1fqKs3LBTM1J0QnCumVEGP9tQt2VjWuSv4bUnIsVVMJxoMZ8326Q91UunVp9RQJmQKgl+Y+Nvdj7OjfMaksvjPUmeHWMRasUAlpC7QVVAnpCfeY7uiVlGNVzs3ZV2HA2Ajcsu6WyQhtVPhjfopdJfCtAymnlxz4wrIvsKB8gSVISFSO4nR4YdZJY17rsXtwiA7Tp5EPRgcpduSWHIBeNfXYPaYTJmMifT7yIoDzZp+HJEq83vb6RIaFP+bnyn9dybr2dUmpg3Hv7+zfyQ1rbuCA/wA3rLlhQuMYjoic//tV6601ZcZFdzi1MRkNBmk3jYTYnfD9QVjysZzXlThLzCMhsQAeuwdblkF16ShxliAKoim9K4FYAJ8zsdaMIccC/TPf3LOZde3rJjiyFCJyhL5IX94JxzNnnpmsRJixR8mohOQBr+RlKDbEozsfHXXPl5z9oakIwyx6DUK+tGopH5//cSC1NhtyLFVT+dbL3+KC1Rckf68rnKiECMLUnJAppDC7dDbP7n+W77z6nUl7zc5gZ4Zv+VgwW94UU2J0hbuY5s2/EqKh0RMy10M8ouSnBwc4rv44rlp8Vd59LxMFTdNSG2NXcc6BVga+cvhXOLvxbFP07MNRyCwZQRAodZnXyGrAqISMhUp3JTv6d0xCRLkRlfX+mXzfY6fNyfyy+ewe2D2RYfHSgZd4p+sdrnn2GooSmd6b1t7EQGSA+7bcx3P7n+OV1ld4bv9zk5qYMEhIPpWjRRWL6Ap1TXpfWHeoOynRGA0eyYPb7jaFCOdrSlLmLGMwOsj2vu2TEFUmdKnT6H01oMtmSp2lpryPwXgQr+E6NUZjOqRmFF3z7MjZMcOxq3/XITHOSLoFOkdPzBiQbBJPXPQEpc5SU9QPg7HBgp7ZHruHff593PzazaO64Q3vCclGQgQEllYupdxVnkzQpsuxWoOppIaiKvSGe1ON6UxVQqaQwNG1+hC4/+z/z6S9ZmeoMDmW2fIm47XTbQ5Hg1UcvZKVkDwgiRL/1fRfpk9PD8aDKJpS0MJa4aowfWgUJBpY85C+GCh3lfM/r/6PaVbZkF8lBODKRVdyz6Z7TO29SWb2C3yPJzp7/kLzC4nHKtx0jO6m89Sep/jL1r8kjxsTvyfTRCEk6/0T+awBc0rnUCQV8Xbn2xMdVgbyrYSAvsk3w8EvXxJirFkXP3HxpGd5k4YNeaDMWca9m+4tqL/mtbbXDrofJxAvrBIyfEbRlp4tWasNP9nwEy56/CKe3vv0QcUHaSQkjzXRQImzhDpvnSmVkEKe8ZDpSDqaKYqqqej1Cp3YiWnbcGNmiCiIuOwuXvrES9x+yu1AmkWvpuEQU59xIB5A0RTLzZ3KF1MkZAIxv3w+vzrlV4iCOGkLZ2ugNe8NPaTJmxRz5E2G80i+G2OX3UWFq8J0h6xCF6gZRTMA84ZZQcqtKenTngeMybVml3f1Btb8Z38YLiOP7358okIaE/6YP68H7kdmf4SYEjO1GmKU/At5j8vdE09C9vn3cd2K63j8wsdZNWtV8vjvN/6e1btXA7C2bS0wuQ5jxmvlszm1iTZW1KzgmX3PTHRYGUg65uSBtmAbP3j9B+wb3DexQQ1DVM6PhKT/f0x09W04ArH8KiEAXzvia/RH+/ntu7/N63pN0/jCc1/gznfvPJgQE5WQRIxzzhjz+nJnyj0zFA/xo/U/4q/b/poxVmBLzxYe2PoAtd5antz95EHFB/pARcjvnkmHWYnSqBzNW+0AmYMGR1uLFE3R+0AEvTE9vf/SuBdsQkr6l60xPb16kjEbbmpOyBSGY0bxDEJyiN5IL6F4iJahFjZ1b5qQ14rIETpDncwonpH379R6dCehH67/oWkNdZDdmi4X5pTNYeeAubNCko3pecIjeah2V5tKnpJzKwqohFS6K4mr8bwa7iYSYSVcUJbe+C4XknU71MhXjuWRPDQUNZhqR2lk7qxWCekJ91Dvq2dWSXYbbJtgSz6cjU3OZMAf9eOTfGP2CRj44mFf5Pnm5yfN3StTojE2rj3sWgCah8Z29zmUyFdmWe4q59VLX6XB18D6jsmd7l5IJeTUGadyzdJreKH5hbyuNzaQB2Pw0B3qJqpEdZXA9wdh/jlj/k66JKoz1ElPuIc/bv4jx/7tWJr9zXz1+a9y6VOXcmLDifzohB/xevvrB+3wOBQbQhKlvCWfBmq85pCQQiTAkFkJydW/ZMjadEcsDdCSFV1Ik2OlERPjfHLIoZZp62vsoYzvqKBNybGmkAbDjq7Z38zKB1ay6p+ruPzpywHoCHYQlsOH7LWMKcZG1j0fVHt1edMjOx/hO69MXu+KgWA8iNvuzvthDjC31PyBhYU8mAyYPbRwMDaITbAVFLeRgTTb7rYr1JW3tARScj0zbEcN+KP5VULA/O90IY3WBspd5RP6vYgrcQaiAxmf+4LyBZw580xWX7iarx7+VS6el3JUmsxKSL5VLgOLKxdT5akaNYu/s3/nIXse9Ef7UTQlbxLypeVfosZTM+ly0ZgSy/s7V+IsYWbJzEnvYdQHAea/Zs4snklnsDNjGGku9Eb0+yc9s10o1rWvo9hRzNzS3ENch8Nw8gJ9bTXiALjkyUvYPbibIqmIa5Zew4qaFZQ6Sznt4dN4t+vdcWfZh2JDFDmKxrSMHo56Xz37/PvG9ZoHg4gcKSzRmJZIzUVCDCIhiZIuxxIyKyHpciwD2SohBgkxrNXBIEHplOaDgSkSMsFw2V3MLZvL3RsznYju2XgPZ/7jTM555JyMpq+4Eh/3Its81Izb7i5os+a0Obl8weXcdMxNvNb2Gm2BybXCyxiylCfmlM4xnYTo5e+xp9Kno8pTZeq8EKNHoZCHQJmzDFEQTe8LaQu0UV+Un4MawI9P/DG13lpTrB0N+GP+vJsw55TNYdfArgmOKDeiShRJlDIefmOhwjWxswaMjVH6RvrhjzzM7afcTlNJE59f9nkaixuT59KlJBONQj5bA2NZ9X708Y9y9TNXH2xoAMn7NV85FuikcrJJSMHZZrt3Um2hQSd0hVSP6331yJqc11pvkPiDISFvdLzB0bVHF5TIayppYu1la6l2V7NncE9GD0MwHuQ3p/2GtZetZXn1ckRB5JtHfZNSZymf+tenuHXdreOK0yAhheLw6sPZ1b8rY1jl3sG9E16FLcR8BsauhGxo38DZ/zgb0C2nDyjPIkoDGbTB+B5kq4QYfWiapiXJSlyNE4gHkERJPzZ9ZfKaDwqmSMgk4AfH/iCpWzZwxzt3ALpsZO/g3iTL/ekbP+XMf5w5rtcxppEWmmn49spv8/F5H6fcVc4bHW+M67XHi2A8mHHz5oMVNSvoCnVN+gyWdHwgKyHRwYI3TjbRZlrTqoFgPMhAdIB6b/4k5PQZp3PbSbfRE+5JZvknG4VUQhp8Daa6kEXkSEFSLNA3rQPRgbwyvuOBsYkbLamS3ow5mZLB8WyojMnpYTnMs/uezThnzADY2LORA0MHDrpHbyCqb24KqdaUucroi06uJDffnhADXmnySUghc6xA77MUEPKyZTY20gezRnWGOplZPLPg3yt2FDO9eDoPbH0geexTiz7FusvXMbt0dsY+4rym83jmY8+wuGLxuG19h2JDOafOj4bFFYtx2py82Zka/Hz+Y+dz5b+uHFcc+WI8300D6QMrZVXm12//mqufvRqnzcnDH3mYX5/26+T5bImf9Gb1ab5pNPgaku566ZWQiBLJ3Isc8yWEmiVTcqwpZGJ++fyc50RBZEvvFg7/8+Fs7tnMe93vjft1eiO9VLvHtmTMBkEQqPfVZ7WR/M07v+HdrnfHHddoCMQDBZOQxpJGTpl+imnD/xRVISyHC467yl2Vt01nTIkdcqnLeAgf6OTJTDcy42FeyEYASFpVT7Y1qoFCLB5rvbV0hbombEM/FiJKpKCmdNBJiIY2YdnznnAPHrtn1CnuxowLSGmjJwOFyrEgVQm56727+PpLX8/IVqbLYc7957mc8Y8zDoqIBGN6hbmQhJQZlZB83bEMeCXvpEssWwOteQ/YA11SU+WpyqsKa6zxB0OgC2mcH47vrvxuhtSpqaQp5zPCI3m4fsX1tAZa2dK7peC9ylBsaFxxSjaJM2aewS/e/EUGWdvv309fpI+fv/Fz/DE/veFebl57M0/vOXgnL9DXxIOVYw1EBjj8z4fzh01/QEPjsgWXsaB8AU0lTRnN58ORvq55JA+/PT1ldKCiJklITIkRiodSn5kgIBRQEbMCpkjIJMCRZpknCiJ/OOsP/Pzkn/Pl5V+m1lObbGJ7as9TyU3IeBba8ZY7DeRqAHts52MTNpSsUL2tgRU1K9g1sIv2QPuku6UEZT0TN65KSB4l+rZAG0f/9WhW/VN3A1pzYM0hIYHjJSF13jpahlpM669oC7ThtrszFuZ8YOieh0vJOoOdHP+342kLtPG5Zz43IRrzUDxEVIlS6sxv4m6dtw5FU0yTvRW6GQTddEMSpVE98Q8G+VjMpn8nJtsdq9C1tsZbQ3uwPfkZG45kMJIo90X62NizcdzxBeXgqOQtG8pcZZNuTlKoy6BH8iRlKZMBowpbaAKkwdcwqtPYn7b8iVWPrOLVtleBgyQh46jKG5hTNifjZ8cY9r7zy+ajaAqXPnkpn3z6k9zx9h15zxAJxAPj3p98Z+V3aAu0sbF7Y0ai5pbXb+H+9+/n9bbX+e+X/5tHdz3KP3f+c1yvkQ5N04jIhUkFpbT5LM/uf5bTHzqdm1+7OXnMZXNx2ozTkj8bCYLhlZA/nPUHvnX0tzKOzS6dzbXLr2Vl3UpUVU2+VlSJEoiNTOROybGmkBNPXvgkK+tWcnbj2XzxsC9S7anmxQMvAvBK6yvJgVvjeRgcLAmp9lSP8ONWNZXeSO+EZcJDcmhcG+NZJbPY79/PJU9ewoWrL5yAyHLDmEdQ6MJvZMfu33L/qNfd/NrNKJpebYkrcb76wlf51L8+Ne54DQTjQbz2cZAQXx0P73iYr734tbx/Z8/AHn711q8Kfq1s6Ah2UOOpKVhm6LA5KHGW8PM3f847Xe8kj9+18S78MT/P7X+ODR0beLnl5UMSZzoM+Vo+w+IgNSfHLElWoU2YoL+/iysW8273xFRJO4Id1HhHn3mULseycmM6ZMqxIDPR1BnqzFgH55TOyfjOForx9NpNdiUkrsQJyaGC+i3ylWOF5TDP73/+oBMnRo9koSRkUcUi3u99P+f5h3Y8REughTUH1gC6dHMwOshv3vlNwRvIbJvQQmMFOGPGGZzccPKo15a6Sjl+2vE0lTQBcM+me/Leq4znnjFQ5ChibtlcNvZszEjUGNWYV1tfZX3Hej4x/xOHpIk9psbQ0ArqCUnHWTPPYlnVsuTezm1388Yn36ChKFVRMyohw1vJV9atzFox+tJhX2JZ5bKMSkhUjo5ILgqCMCXHmsJIrGpcxZzSOUwvnp5xvMZbg6qpNJU0ZWSbx0NC/FH/wVVCsvhx90d0l5WJ6gkYbym5sbiRqBJNlj37I/3JxjVN01jbunbCsgFJX+4CG9OPqD6CWm8tT+15Kuc1iqqwsXsj3z7624Becj5UCMmhgrOjoG+eAN7qfCtv7fLnn/s8926+95BIynojvRluLoWg0lXJpp5NXPXvq5LHtvRsAUhqm+NqnAP+A4f0+2JktvON22V3Ue4qn3RjCAPjqYQALK9ezntd45eQjobWQGtyWnAulDnN6wkZDwkJy+Fkoickh3il5RUe3fkoXaEuqj3VfGbJZ5hTOocVNSt4eu/T466MjafqOdFuZ8ORnFtUCAnJozG9O9TNRasv4ro11/Gf5oMbFNwebMdpc1LhKmz9WVK5hM29mzPWlG192/j+a9/nr1v/yn7/fo6pOwbQnwv+mJ/7t9zP3RvvLvhZezAVBoC7z7ybh857iF+e+su8Pou7zryL1Reu5umLdNlTvnLXodjQuCs2AEsrl7Kxe2PGHqU73E1TSROrd61GEiXOnXUunaHOg14LxjO81cDM4pn84pRf8PllnwdgmncaG67YMOI6owJSSHJNFERUTU02sEcVnYSk76H0QYhTJGQKw3Dbybfx6AWPjjhuNCReuejKjM3+eCshBzMXIZ2EPL77ce56767kQ3CidPXjlQhN803L8Mo+6cGTOPHvJwLwft/7fPE/X5w4CVlCe15o3B7JwzeP/CYtQy0jNrxxJc7X13ydO9+9k7Ac5tTpp+KyuXi5Vc/SFypFyobxvteGO1FcjbOpZxMXrb4o2Y/jj/n5xZu/yJCL/X3b35Pf47e7Dn5KdG+4t+BNgAFDXpAuGTBiW9uqm0U0+5u5cPWFvNb2Gg9tf+iQbGa7Q92Uu8ozvqNjYVnlMv669a/JNWEyUaj0wMDyquVs7Nk4Ib0s+ZAQySZx8byLOXX6qR+IxnSA3YO6fDQUD3HT2pu4+bWb+efOf1LrqeWGFTfw6AWPctXiq4grce56765xxTeee72xuJH2YPukNX6PZ26RR/KMWd14q+st/DE/M4tnHjSp6ov0UeYqK7gKu7RyKYPRQbb3b08eW3NgDY/sfISfbPgJ07zT+PbR3+a06adx6YJL8Uf9SVloPg3tBhRVGbeawECJs4SFFQsL/r2GogZcNlfejo+B2MGRpWVVy9jYvZGOYAfFjuLkRvycWeegoVElZTxQAAAgAElEQVTjqUn239748o3jfh0Yn2U5wLyyeXxuyecAkrONctluGxWQQr5bNsHGUGwo+btRJar31aYpHASEKTnWFPLHcfXHUeos5aK5F2UcHxcJiR+cHKuhqIG+SB9be7fy4/U/5s537+SWdbcAehbnpxt+esjL9eNpTAfdym5Oqa5nNXT3GhqD0cFkpvGV1lcADvmmLhgPYhftOMTR9bPZMKN4BkPxoWQFZ137Ou7ZeA9/ev9PPLv/We7ZdA/lrnJqvbU0FDWwepc+FboQ69TR4h7Pe23o8ivdlWzp2cKugV386f0/cfPam7n+xeu5b8t9PLPvGX7/3u95cs+TrN61ms8t+RzH1x/Pn7b86aA3h73h8VdC0iU61zx7DRvaNyTvLSNbtLl3MzE1xvr29fz/7d15fFNl1gfw35Mm3dt033egLG2hLZugbIIiCI4bIOqMOODu6LyO4zbMMMo77+A48qKj4+6o4Ib4jiAyIAgqoIislkWglKUFWtrSpk2bZmme94/0XpI2aZKbNPeWnu/n48c2vUlvS5o8557znLN4x2K8Xfa2T+cL2AIdT0uxBI+MeARldWVeLUL8xdt2lIJhScNgsBh6pGW2J0EIACwaswiD4wc7tPDsaa1m77OK2hAtwtRh4iLfYDGIpTAalQa/G/E78diMqAz8quBX2Hhqo6QAT0qJTn5sPji423/Lj3/+WKzPf2HPC5JfX4VMiDcXziI0EeKePFeq9dXIiMxAZlSmz0GIzqjzeF+XvcyoTIxOGY3Xf3odFY0V4JzjyAVbQKJWqfH5DZ8jLyYPL1z5ArKjs9FsbsbnFZ8DuDjvyxNS9yf6A2MMieGJOG/wPBPiaxBS31aPLZVbkBmVKV6Yu2PIHQBsAUOEJgL3F9+P7We249Ojn0ouxxNaFnt7YebT6z4V13LC66mrC1FiJsSLyR6MMfx84Wd8dOQjALaN6Z3HBVA5FvHKrPxZ2HrLVodFZmpEKhZ9t8jrDbO+ZkIGxw2Gmqkxe+1sDIkfghHJIxw6YKw4vAL3brrX5/aR9hw6O3hp1sBZAIC3pr6Fa3KugZqpsbN6p1hXv+3MNty45kbc/PnN3T2M14SNgN5eHQMuDq+8bd1taLO04dX9r+LFvS9i2Z5luH3w7ZgzcA7+PObPYIxhbNpYVOgqMCB2AC60XfA5mJKycAKAUamjsP6m9ShNKsWpZlt5mMVqwb/L/42d1bY0c01rDd468BaW7V6G47rjKEwoxFOjnkKtoRZvlr2J9w+/L3lBUN9W79XsG3vCFO1FYxZhx7kdeP/w+7ByqxjA5mnzxCnWX5760uXjeKu2tdbjQXECYV9IgzGwHYoA6eVYCWEJSI9M9/u+kDZLmzgt3ROxIbEB3c/g7XwLwLY4EP6NAdvfY4u5BfcPux8fXPtBly6KV2dfDb1Jj//d/b9et06XUnoZGRyJzKjMbhsNWKwWPPvjs1hzfA3uXH8n3ix7E1V6zxfN9nRGHcLUYW43Q9sTumO5utL76DeP4vndzyMlIgXxofF499C7eHbns5LOTzhHbbDnmRoBYww35d+Eb6u+xfWrr8f+2v3i73Vg7ECHn3lI/BAsn7Ycjwx/BBmRGV5dhBBm40jtjuWrpPAkz8uxfLxImhOdg3B1OL6o+ALTcqdh7qC5AGzZsX9f92+8PPllAMA9Q+8BAPz5+z/jnYPvSPpeQvbC231ynS2buAyvXuU8m+lqY3p3TO0mh8+FFr2dMyG9CQUhCrJ82nKsu3Ed5gycAwD46vRXHt+Xc+7VXAJnNEEaceDRsknL8K9r/tXl/I5eOIofa/w3S6TF3OLQ2s4bs/JnYcvsLciPzcdzE57DiJQR2Hd+H07oTiA0KBQnm07iWMMxvw+Bk5pRAC6WcFU2V3b5952eOx0LL1uISVmTAAAPlT6Ee4beg6dGPQUrt/rcuUbqxnTANoArKzpLvJrX+Y1y46mNtuegqQkGiwEDYgcgKzoLdxXdhVVHV2HJziX4x95/SPredYY6yeVYT495GnMGzsHN+TdjfuF88bkrbBAcmzZWLNUSfiZ/ZJ3OG857NSgOsL3hhanDHHrMB0qbRVomBLBNMS9v8O/fWGVzJQA4bOTsTkxIjEeZkDP6M9h2ZptP5wZID9qEphaALVDobuihNkSLiZkT8d6h9/DrDb/Gv4/9GzesvqFL8xBnpHYdLEkqwboT65wu8ved34ejDUdhtprxY/WPMFltC6IzzdIydzqj5y2sBRGaCHBwp+2YvzvzHTac3ADAdiEvLsx2pXzF4RU4pz8Hc7vZ6zIVKUMpBbnaXBjbjeDg2HZmG6r0Vein7YdRKaO6HFucVIw7C+/E0MShqGqugs6o8ygYEX4PcmRCACApLEn8W3XH10yIiqkwd9BcDE8ejpn9ZmJ+4Xz89CtbB7n+sf3F5gEqphJLtQ7XH5b0vaRmQjqbnD0ZA2KdT7J3tTG9O50vEJjaTbZsXahdto5RdywiUXFSMTKjMjG/aD5uzr8Z3539zuP7GiwGWLjFpz9ywLZJ7cVJL4qPs2rmKrw8+WWU3VGG4qRiDEsahu/OeH5e7njborEz+yvkhQmFeO/Qe/j4yMeYkOnY5eOJrU/4bXHnazeSjTdvxC/6/QLvHnwX5Y3l+J8r/gcrpq9AUWKRw3EhQSF4sORB8UXsjbI3sPNc1w1unvIleAKArKgslNWVdbldeBEdGDcQN/S/AeHqcPEKdq42VyyJsm9J6o0LbRckl2NNzp6MhZctdDgX+zeWcRnjutyn0diIyZ9Mxp4a6ftZ9Ca9pAsCMSExsmVCpGzCBGzZpOO649AZdQ6Tl31xrOEYtCFaj7NJ2hAtdCad23ahd395N+7bdJ/P5yf193XX0Ltw66BbkRyejP/6+r9Q3lje7UL8qdFP4e2pb2N+4Xz8dedfUd5YjtPNp91+nxaLtL/1+4bdh/21+7sMgm1oa8CdG+7E098/DQDi4DgG5lMmxNssg5DdGfvhWAC2vV7/3PdPVOgqcM+me8TjIjQRDhcuNlduRumKUjy36znvz9HLQEmQFZUlfvzWgbegDdHik5mf4OFS110GS5JK8NXpr7B4x2I88e0TLo8TiJkQmYKQtMg0fFHxBdZWrO32OLPVDIPF4PP65LfDf4t3rnkHcaFxYIy5rEb49LpPcf+w+7GzeqfHLYTtCXtCfA1CuiOlHKvzRRljuxENbQ0ODTpoYzrxi1Epo7yaDSEs9Hz9Iy9NLhWvxAO2heX4jPHi52NSx2Bn9U58Vv4ZrvvsOp++F9ARhGh8S3kKBsZeLGcQ3oCFKyJfVHyBz8o/88v3abW0Ss7eALaym4dKH8LhC4ehM+qQF5OHYYnDXB4fHRyNWfmz8OHPH+K/f/hvyVc5fN3A6Goqr9BrPiMqA/cX34+lE5eKL7D2b+BSatsNFgMMFoNfNuYLGwUjNBFQM9vzojixWPy68EJe3liO863nfSrPMrWbvCozEcSExAR8YBxgC1ClXgzI1ebihO4ErvjoCjy0+SG/nM+xxmMYEDPA45LH2NBYWLnVbZte+6GAUrVb22GxWrwe7ggAtwy6BU+OftKhTry7PQfxYfEYmTISRYlFYomIsJ+sO1LLXDOiMpCnzUNZXRnu3XivmOFaf3I9LFYLDtUfQlZUFqzcCgaG4cnD8VbZW3jwqwfFBbGnvBnmKbDP5DabmlFWV4ZX9r+C6z9zbNMergkXF+YxITFiNnz5oeVevX42Ghsl7QkRzkHYF2axWjA2baxDtYEzs/JnISEsARtObsDRhqNuz1Vv1iMkKMRhRkUg3T30bpQmlYqzzlyR2tZeqjxtHq7OuRqtllZsPLXR5eZwV9ra2xAaFCqp5NpTUjamPzbyMRTGF4qfCx1C7TMhtDGd+EVOdA6aTE0eb7YUrp5KvWrjqfzYfJxsOol3D76LE7oTPvdhN1gMPi3o7Y1JG4Pr+1+PpROX4v5h9+Pda97FpzM/Fb/+/O7nsemUby0bAWkzFTpLCk/Cm1e/idEpo8We664wxvCnMX/C2hvW4oTuhFcZMnstZu8HmNnrF9PP4XNhIS/sr0iPTIc2RIvL0y8Xj7F/PkrZ02K02K6sSy0Vstc/pj9Kk0rx1Oin8IfL/oBlk5Y5/D6EQFCYz+DL35LwJuat2NBYWTIhlc2VHpc+dZYXkyeWCvqSqbN3rOGYyzIGZ4SForvXSyEQ9mV/lZDtkZo5AhzbCXuSDbDPCHkShEht+AHY9gb+37H/w/az2/FG2Rtos7ThXwf+hRv634Dr+l2HxZcvRkZkBhLDE8EYw9mWs/im6huv2+HqjDqvs4VxoXEYmjAUgC0b8nbZ21Cr1A5Xfl+/6nXcMeQOcXE3NWeqw95Gbzo9St0TIiiIL8AtA2/Bw6UP4/cjfu/2+CBVEEqTSwHYLhq5mxsktezOX8I14bhl0C34/uz34owzZ4SLA76Ui3tLKM969JtHvd4X5Et5qqekZELUKrXD/h+9SQ+9We+YCaGN6cQfhA3Mp5vcp94B23C4mJAYyVdtPJWjzYHBYhDfRA/WH5T8WFZuRVu77wt6gTZEi8WXL8ZV2VchOSIZpcml4tVvwPaG8F9f/5e4r0EqX0vIBKNTR+PNqW96/FjZ0dmYO2gu/rT9T+4P7sRsNcPYbvS5laO9HG0OAGBAjG2x6Oy5Z/+m092blCvCfbxpdetKuCYc7057F1NzpiIhLAGTsyY7fP2PY/6IB4ofED+3r9/3li+ZkEDvCbFYLTjZdNJtMOxKbvTFv7HOV2S3n9ku6d/9bMtZ8TXQE8Jz010AJwQhnizkXRHKCqX8+wocghAPgl37IETY39AdX0ovB8cPFge+7arZhXcPvgtjuxGPjXwMf7niLyhNLkVJUgnSItLEZho3DbgJ/znxH6++T01rjdf7pjRBGrx/7fvi55srN+PuorvFzydnTcaYtDHQBGkwM28mlk5cilEpoxw6fnkzh6PJ1OTTxYilE5fiydFPYkHRAo9/Vvu/J3f7GfVmaXO2/Glkykjozfpuu6o1mW3Pd18rNbxh/77a3eBIZwwWQ4+WYgHSNqYDF/eSABcD6i6ZEApCiK8igyMRFxrn8aav8sZy9Ivp16PpQ8CWrlcztfjk96VuXqi79FcQ4oz97+OjGR8hNiQWxxuP+/SYUtuZ+sOMvBk4bzjvdQZKON6XIARwHA4nBHjC/51dkQsOChb/faW0UBU2v/qy4HPnoxkfYfX1q5EUniS2TAVsC9qKxoouHUk8IXXjclxoXMAzIZXNlbBYLV0yXZ4K14SLMzDsg8Xa1lrcu+lefFv5LTjnXl2B9racKEwdhtCgUKcBnN6kFzMf7dz2/21ntuHryq9xtOGox99DIGbnfMiE2PNkkWu/J+qNsjdw31fd72vxpVPitNxpGJs2FvcMvQfnW8/jpX0v4YHiBxwWu/cMuwe/G/E7XJl1JRZethDTc6djx7kdXg1XPKM/g4xIadm3P172R/HjgXED8eG1H2LVzFVYNmmZeLsmSIOrsq9Cfmz+xdtUGo/nWgC+7QkBbFeuvV1kDkuyZWQHxg7EuhPruj1W6NQoJ6FD3py1c1wO4tWb9GBgPmXifVHVXOXV63hNaw2Sw5N78IykDSvsfLww183+fRkAelEMQkGIkmVGZXo8Mbu8sVwsi+lJGpVGXIBPyZqCNcfXSNr4BdjSzUDPBiGCSZm2fS4ZUd61QHTGYPZPJkQKoca482R7d4R0uK9ByMqZK3FDf1sf9CHxQ/CH0X/AhMwJeLj0YUzLneb0PsJiSMriWnjj8EcmxJWC+AIxCzA2bSyWT1uOmwbchB1nd+AXq3+B1cdXe/2YUoOQmJAYXDD41gXNWyd0JxCmDvPpTTcvxvb706g02FOzByd1J8VBlQfqD+C9Q+9h8ieTPX6tMFgMXi9YMqIyxCv4j3/7OCavnAyL1YIxH44Ry4oEC7cvxG82/wYPfPWAi0dzTeycI2FPiDOeXB0ODgp2WAz/cO4Hl8ca240wWAySF88JYQl47arX8GDJg7iz8E5cm3ctbs53bHOeHZ2N4qSL+6mGJw9HQmgCNp7a6NH34JyjqrkK6VGetWDubPbA2bhl4C0AbCXChQmFXVoc25+rIDUi1eNMiMVq8XkauRQlSSXYfftuPDn6SXxR8YXYQtwZucuxBMKCesnOJU4vkDWbmhEZHOmXzoNSNJubMXzFcI87jvry3PSUfUZD6v0O1R+CiqkcLjhQORbxm7FpY/HxkY/R2NaIisaKbt/AfSmn8NaisYvw7Lhn8fiox3G6+TS+qPhC0sLeYPZPL253vp/7PZ6f8DwAICMyQ3I3F4GhXb4gROgGdt1n12H9yfUe308o//B1z1BKRApGpdpaTEYHR+OWQbdAo9JgQdECl9kh4XteMFzAOf05rzaoC6U8UgZDSqFWqVGcVIys6CxxCFdda53bDc+dSQ1CsrXZOKE7EdCNhTqjTuw2I5Xw2tNkasId6+/AA189IO6tOVh3UGyL62k2RErr7vzYfDGzse7EOpw3nEfJ8hIAtj0mzjq7SeGP9p1XpF+BwXGDseeXezxemNmXZHUXlAsZR3/sD3xk+CNYMm6J23MMUgVhUtYkrDyy0qMS3QZjAwwWg+RMCGDb4xWhiRBr/12xf14nhCV4nK0RhkoGch+DIDgoGMOTh2Ny1mS8tO8ll8cpoRwLsM1heqjkITSbmvFT3U9dvt5gbJDl9/jetPfw2pTXxI5knbu+ueJLls5Twl4QbwMz++NPN5+GNljr0OyAyrGI3ywoWoDI4Ei8tO8l/GL1L7DyyEqXxzabmnt8U7rgmpxrMD1vOpLDkxGuDsdT257CNZ9e4/XjBCoTEhkcKdaqZ0RleLzPxhV/7QmRQuj2BQDLDy73+H5NpiYwML9cNRMWh55eIYwOjkZiWCKazc24+tOr8f7h993fqYNQ+x7o7i/26e1/7v8nFm5b6NX9jRZpQUh+TD6azc1eZ7p80Wpp9fn5PC59HIYmDhWDRg6OPTV7MCB2AMrqysQp0J6Ul1qsFhjbjT4FIfbd1CI1kag11OLlfS9jas5Uh/u0Wdq8DviEPSG+lGS+MuUVrJy50qsMX2HCxa443f3t+TMI8caVmVeivLEct6y9xe2xwmwRT4dROjOz30y8OuVVjxZxdxXdhYmZE70brtdx4UHORf7N+Tfjh3M/uCy/9bVdvL+MTh2Nu4behcFxg7G3Zm+Xr5/UnUROdE7Az6skqQRj08diQdEC3Db4No8rS87oz0hu1OEpKRvT7e8nVL503jvHGHXHIn4SHBSMe4fdi4+PfAwA3U5Q92XyuFSdJwB7+8T311RSb+Rqc7GrZhd+/83vvW7bJ5AzCLF3rPGYx+UtTcYmRAVH+SUdLpTJeBrQaEO0KEooErsdedMYINCZkM7fd0zqGAAQy3w8ZWw3SirXyYrOQrAqWNJeBan80e1tTNoYMdsI2N7EjzQcwQPFD0Bv1ovZx19v+DU+P/55t5vVhb9Lb1/PBsUNwvHG4zBYDGLZYlZUFhaNXYS95/di7/m9eKD4ATwz9hl8MP0DfDTjIzQaG73axwBc3BMS6Ofk4ssXiyVIQmmZs6yisOk+0FeeR6WOwtXZVwNw332surUaUcFRPi3wwzXhDiVh3Xmo9CH848p/ICEsAaebT+N/fvgfh/I8Z+QeBAgAI5JHIIgFuSy/k6NcrDvFScViBtReha7CoUmMHPK0eTjeeNxtJt5sNeNcyzmfAmRP2O8J+WD6B1g+zbOLisL9hsQPwTNjn8E/p/zT4et9PhPCGPs7Y2wrY+x9xliw3e3RjLE1jLEtjLHnO27LYox93fHffsbYvztu/7rjMb5mjP3S3+fYm4xOGS1+7GrYm5VbfZ5dIZV9HfmJphNe3ddgMYCB9XgXCnvTc6fj1Smv4tuqb3HVqqvw2v7XvH6MQLTv84TBYug2MLXXZGry26JEqEn1dLP4yJSRGJkyEg8MewCD4wbjQL3rGufOhD0h9hmgQJiRNwOLL18sXn0+qz/rcZDNOYfJapL0vFar1Ogf2x8H66R3nfOWv4Lq5PBkPD32aXw04yNYuRVWbsXYtLFIj0wXgwIAeGrbUyhdXop1Fc433QplMN7uCSlJKoHZasao90eJk4ULEwpREF8AALh32L3I1ebihgE3oCixCPkx+UiPTMc/9v7Dq+/T1t6GkKCQHm8C4syjIx/F38b/Da2WVuiMOpQsL+kyAb7J2IQoTVTA/2bUKjUeKrXNiXG376LOUOcwaDZQ+sX0w4/VP+LDnz/Ej9U/dnusmAmRMQgJVYdicNzgLpOyBb60Yu4Jpcml2F+7v8tC/4TuhLhvTC75sfk4oz+DkuUl+OToJy6PazI2wcqtDsMue4Lw+sHAUJRY5HFALQQhQSwINwy4oUvGs0/PCWGMlQBI4ZyPA3AIgP1utnsArOacTwIQxhgbzTk/zTmfyDmfCOATAPbT5KZ1fM3zmpNLkH1bPyGF3ZlwRUeOF6PkiItBiLetb4XFTyDfzINUQbg8/XIUJRRBZ9R1W2/rityZEOGqiZqpPb5C32RqQnSIf4IQocOQp1mV2wbfhtuH3I7J2ZPx1OinvJovY7aaoVFpAr7gC9eE4/r+14tdidra2zzeWO/rnoHL0y7HN1XfSLqvFP4KqhljuHHAjRgYOxBTc6biiVFPIEwdhk9mfoLPr/8cvxv+O9w++HbxTdNVaZZQpunt65n9cDgAuGnATVg0ZhEyozKx75f7cN8wx45SmiANloxbgjXH12D9Cc/3V5napQWY/hASFIKSJNs+l59qbbX3nbNmjcbGgJdiCVIjUsHA3JbdyRWETMqcJL5uuZu3pDfpEa4O73a4YCCkRqSiutX5xSa9SY8ojXIyISVJJWi1tDo8Jw0WA87qzwZsz6orQxOHirOguivJFjNgPVyGJ1zM8/a9TXj+unz/Dfy1EZ/4OxMyBoAwZng9gLF2X8sDIIwA3wNgXKf7/gKA0IbGCmBdR+bE+ZjmPkRI+7vaUC1cOfTX5HFvJIcng4FhaOLQbvuEOyPnYl64yioM3POGP8pXfCFcNUmPSvd4f0uT0X+ZkEGxg5AQluDQ+tJTQp2tuyFcAlO7qUc7Y3njrP6sR8f5GoRMypyEg/UHUdMSmH0h/v47VKvU+PuEv+O2wbcBsO1fCNeEY17hPDw+6nHMHTRX/L7OCAGqlMzu8mnLxcXtyJSR4t+5q4VkcVIx7ht2H57+/mnsO7/P6TGdSR1E6S8JYQlIDEvEK/tfAdD1eSZlErm/BAcFIyk8yW2jknpDPRJCAx+ExIfF446CO3BF+hXYcW5Ht8c2m5sVsek7OSLZZcZbb9YjIlg5mZCEsARkRmU6ZJlO6k6Cg8sehKiYCi9e+SLyY/PFNZMzepMtCOnpMjdxToiXy3B3wYu3e0zk5u8gJAaAMIVJByDO7muHAVzZ8fGUjmMBAIyxfADnOedCk/dZnPPxAJ4H8GLnb8IYm8UYW8kYW1lZ6dkcjd5sy5wteHbcs6hsrnR6BVm4cihHOVZ2dDayorMwOG6w1/M35AxC5hXMA2DbQOvtMDWDxaCIcqzs6GyP9w74sxwrJjQGW2ZvkbTQiQ+NR0hQCM7oz8Bitbjt3W62mnt0Rog7QnvP0KBQvH3gbY/S3MLPJPW8CxIKkBiW6DIbUtVc5dcAxWAxBHRR/UDxA5iZN9PlXgzhNU7K31haZBpGp9pKWD1dRCwoWoBxGePw6DePenS80WKU9TmpVqnxcOnDYrcv+8GHgC0T0tNDa7uTq811mxWvN9Q7zD4JpEeGP4IHix9EeWN5t5vUfZm14k8pESk4WH/QYeq7oMXcoqhMCGBr3W8/3+S47jjiQuMQGxrbzb0CIy40DiOSR3RbLthsboaKqXp8PSUEC5IzId0s3/vynpAGAMJfbQwA+4b3bwIoYIxtAqAHYB/az4KtHAsAwDmv7/j/NwC67A7inH/COZ/NOZ+dmen5VN3eKjo4GldmXQmNSoPNlZu7fF2I6uUox5qWOw3vTXsP/WL64bhOQhAiQ/YGsNWubrhpA9p5u8dXuAVyZ0IEU7Km4NNjn+K7M92XFQD+LcfyBWMMqRGpOKs/i/kb5rvtqmayypsJuSL9Cmyfux13FNyBjac2etRZR+yeJHFhr2IqTMicgHUn1omNB746/ZVYZz3t/6Zhyqop+Oe+f3b3MB5raw/887m7VqnC/japTRS0wbbg2NMgJEgVhNn5s1HTWuPRQDM5h5UKpmRPET9uaHMsE6xqrnIokw20cenjsOLwim7bodYZ6mQLQgBbEwNtiLbbbIhSZnCkhKdAZ9Th9nW3d/las6lZUXtCAOC6ftfhUP0hbDq1CQBQ0Sj/pnR7ieGJqGt13YxC6DjW0yXAYhAisTtWd5mQPrsnBMAOAFd3fDwVwHbhC5zzVs75PM658Oq51u5+9qVYYIxFd/x/MGyBTZ8Xqg7F5KzJ+PLkl12+Jlw5lGNhrFapERcah5TwFK8m0QLy761IiUhBmDoM5Y3lHt+nrLYMFm6RJevU2Q0DbsD49PH48lTX50Rn/izH8lVqRCpe2f8K9pzf43YDq7ld3kwIYLsIML9oPgDPysh8zYQAwK2DbsXPF37GyiMrcVZ/Fr/d8ltsOrXJoSzjlf2vSJrm3pk/WvR6KyEsAdvPbsesz2dhT80eh6+1mFt8mqwsdCXzZgEpdPnzJMMkdQaMP0VoIsQr4J2nxP9U+xOKEorkOC0AwJVZtoKHeevnobLJeaVCXZs8e0IEQaoglCaVdluCp5QZHPb7QtdVXLwwYWw3wmw1K+Ic7fWP7Y8FRQvw1x/+Ciu32jaly1yKZS8hLAF1ba6DkGZTc0CyS+LGdD/vCenTwwo553sBVDPGtgIYAuBTxthrAMAYK+7odvUVgK2c85Mdtw8AUMc5tw82Nnc8xusAfufPc+zNxqaNxa6aXV3aH7ZaWhEaFD7F2K8AACAASURBVBrwbij2YkJj0GppFec6eKLZ1Cxre0EVU2FQ3CAcqj/k8X1uXXcrAN9mBPjTuIxx+LbqW7dtB+WsE+8sMjgSF9psSVJ3L/bCxnS5hanDEBca51HWzB9zJAbEDsDEzIkoqyvDCZ2t65zBYsDS3UsdjvN0b0135MjsCQvQny/83GWDsK+d/oQAwZvXFmFv24ZTG9y2blVCEAIAX8/5GncW3OnQMKG6pRo1rTUYmjhUtvPKiMrAtlu2YWjCULz/s/OZQBcMFxxmucihKKEIB+oOuCzHDdRi1J382HxxYv3jWx8XL0TKNQ/GE3MHzUWtoRb7a/ejQlehqCAkMSwRdYY6l9mCQAWfvmZCXE1c7/Mtejnnj3LOx3HOb+Ocmzjn93Tcvq+j29Vkzvm7dscf45xP7/QYIzoeYxznvOv4zT5qVOooNJuau7TrazW3+nTl0B+EF0KhR70nlFBzWxBfIKkdqtxX5wVTsqfAYDF023IQUFYm5MlRT2L19auxZNwSt51nzFZzwAcVupIakYqzLe6DEH9kQgAgJzoHFY0VYlnLzuqd+M+J/+CZsc+Ix7jqmOcNOfY4CVd3x2eM79LQwteZRxFq2329eQxNkAYcHC/seQH3bbqv22OVsicsOCgY8WHxDuVYh+sPIzQoFP20/WQ8M9v7wYTMCU5LsoztRpisJtlfjwoTCnH4wmFcs8p5SahSMiGh6lAsGrMIf7zsj8iJzsF7h94DcLEMz36wqlIkhSdhaOJQbDm9BaebTisqCEmLTIPFasHGUxvxnxP/6RKMBLoMz9uyU7ddtRjQi2IQGlbYmySEJSApPAnHGju9acs0I8SesBHSmyDEn5ulpSpIKMDB+oMe11AK3bRSI1J78rQ8FhcahxsH3CjW37qihN+1IDE8EXnaPMSGxqLZ1Nzt715J3bHSItNwTu8+82BsN0LFVJI6r9nL1ebiQP0BvFH2BgBgbcVaZERmYEbeDPFN0lXHPG/IkQkZkTwCW+dsxbj0cV1ez+oMdT5dJZ8zaA6eHPWk5IXErppd4lVmZ6qaqxT193+k4YjYFORE0wnkaHNkbysLAMOTh+PIhSPivA2B8LncQ/aGJQ5DSFAIzhvOO30NajYpozuWYPbA2Xjm8mdwoO4AdEYddEYdGJhiXtc7G5o4FOtProeFW2SfEWIvV5uL2wffjie2PoHHvn0Mhy44VkI0m+Wt0HBHyJy42pje5zMhpGelRaThuR+fw9JdF8syfK2h9gfhhbDR2Ij3Dr6HN8vedHsfJSyMC+IL0Ghs9OgKN2Ary1k2cZkiNqYL+sX067Yvv5VbbVknBWxMtxcdHI123i52d3PGbDUHfDK1K2kRaR7NZTFajH4ZZpcTnSN+LFxkmJw1GZogDTbN2oTRqaPdtkL1hBxX9hljiAmNwcC4gahqrnL4Oaqaq8RWzlKEqcNw6+Bbvf79X5V9Fa7NuxbBqmCnnYgE5Y3l6B/TX/L5+dP4jPEoSSrBwm0Lse3MNrx78F3FbAIuiC8AB++SuRdaoMq96TtcE46VM1YCcD5cUWkzOACgML4QoepQ7KrehQZjA7QhWkUEnM4UxBfgXMs5hKvDHYYaK8GEzAliGd6BWsfhuXpTgMqxhBa93mZCOv69Xe4J6eMb00kPS41MRZOpCf86+C/xj6jVLH8mRK1SIyo4CjqjDs/teg4v7HnB7X2ajE2yX3HIjs5GpCbS45IsQ7u8m+mdyYzKRHVLtctNynqzHhxc9oCvM+F8moxNLo8xtZsUU441IXMCdtXscjul3l97BvJi8nDroFux7ZZt4iTqeYXzANhKjQriC7D59GaYrWacbz0vblj1lpzd3oYlDsOwxGEOrxdV+ipkREoPQqRaOnEploxbgoKEApcblk3tJpxuOo1+MfKWOwm0IVosvnwxDtYfxH2b7sOFtgtiW2m5hapDkRSW1GUflVIyIQCQHpUOBuZ03pISr4hrgjQYmjgUa46vwRs/vSFrK2Z3ChMKAQCXpV4W8GGz7gyKHSR+LLS6FujNgS3H8nZPiLvWvn16YzrpeWkRaeLHQlcZpaSNY0JiUNVcJS5o3C3WlJAJUTEVhsQPwYG6A26PNVvNsFgtiqgHt5cVlQUO7rI0R1jky/277kw4n8e+fcxlQwMlZUJGJI9AakQqFm5f2G2QbbAY/BKEaFQaPDn6SWhDtJgzcA62zN7i0FFoXsE81LTWYMvpLbhxzY0edUlzdb5yBSEqpsK8gnnYcnoLDBYDOOeoaq5CelSXzuwBkx+b73Lm0emm02jn7YrJhAC2CynCgg9wfI+QW3pUepdsXbO5GUEsSBEXc0KCQpAckew0kxyoK+LeGhAzAJsrN+NIwxHFvabby47OxvJpy/H8xOflPpUuYkJjkBqRirjQuC5BSKD2TwrlVN4GaMKekG4zIRSEkJ5ivwAWuuacN5xHUniSXKckMlvNeH738+Ik5IP13WcXlFIiNCplFDZXbnabwhS65ijhzdNeYngiQoJCXE5PF4aZKeF3bU+4yrivdl+XulyBkvaEMMZQmFCIH879gDXla1wed1Z/1u97BtQqdZeWprGhsRiePByflX8GnVGH/ef3Y976eR5P/gZspXpyzAmxNyZtDDg4fjj3A5pMTdCb9bJkQgRZUVmo1Dsvb6w11CKIBck648IZoQTrw2s/xHX9rpP5bC7KiMzoEoQIi3ulXB3Pjs4W30vt6c3KK8cC4FBupzO53rukBMVJxbJ27ezO0olLsWjMIpzQnXDYt3Su5ZzYsrsnSW7Rq3LTopfKsUhPSo+0XSEcljhMHJx2vlUZQUjnzEfnIVr2hH0KSkh3z+g3A6eaTrkNmoTgSmmZEBVTYUDMAByuP+z0602mJjAw2WuwO7OvZS6rLXN6jJK6YwEQr4CfN5x3uXm5Sl+FzKjADFEdmTISW89sBQBxQNzairVu7nWREgLrcE24bdN/yzmxdCctUr6r+ZlRmahqrnL6Rt5obIQ2RCt5kGJP+W3pb/Gbkt+gMKFQUXsEnGZCFNL6VjAodhAOX3B87TRbzTBYDIrMhNh3mvKkUQZxrjChEGPSxkDFVGKbfiu34lzLuYA2nvC6RS+6D0K8fDjZKeuVlLg1I28GNt68EVlRWXij7A0s2bkE51vPIzEs0f2de9grU15x+Ly7IKTF3KKYfQrpkenIiMxwOy9ECQs2V4YnD8euml1oNbfixT0vOsySaTLapqUrbeFk76farp24W82tOHzhsGIyIYBtfofAVclOZXNlwIKQiZkTu9ymN+s9vn+LuQUAZG9sEawKhqndhFpDLYJVwbK+LmRFZ8FgMTid6N5obFRkHX5ieCLuHnq33KfRRT9tPxyuP+zwu9Sb9Yq4+CQYHD8YO87twMojK8X5RUrZPO+MfaepCZkTZDyT3i9MHYaC+AK8uPdFGCwGXGi7ALPVHJCLIGKXKy/fl8VhhdQdi8iBMYaUiBQx8/HV6a9Q21qriO4TV6RfgdKkUgC2PuG7z+9GeYPzaeRCiZBS3oyytdnYcW6Hywm/wMVMiBKDkBEpI7C/dj/+d/f/4o2yN1DTenHys86kU0Sw58yrU17FHUPuwKnmU12+9pcf/oKfan9SzEwWwJaBHJowFAlhCShvdP7crmyu9Km7kzfytHn45ZBf4v5h9+PlyS/j4dKHUdFY4fH9hc5kwmwNuQQHBcNsNaPOUIfE8ERZS3UyojLAwJyW6DS2KTMIUaop2VOQFZ2FZ3c+C8CWLX+r7C1FZRgGxw8GACzesRjvHHgHwMUgRCnvT/biQuPw3dzvsOeXe/Dc+OfkPp1e7/mJz+NYwzF8d+Y7MROr6EwI634vSW8rx1JmsR5xSwhChBIoJZRjARenFedqc7H9zHZsP7MdZXd0LbVpbLPNE1HKG3pudC5WHF6Bjac2Yvvc7U4X7UoOQi5PvxwjkkfgoyMfAbh4hRtQ9sLp8vTLUWeow/qT67t8TSh3En7vSpAQloD3r30fC75c4HRaubHdiDpDXcCCEAB4bORj4scWqwUnm07Cyq0eXWETnie+DAf0B41KY8uEtNZ22fsSaCFBIRiRMgKrj6/GqNRRDl9TaiZEqdQqNRaNWYTb1t2GmB0x2FVjay1b01Lj/s4BkhudixcmvYANJzeIF2+azcrp4OWMUs+rN0qJSMHo1NH4puobXJZ6GbQh2oBkhqVeaHG7MZ26Y5FA6PwEFiYQy024am0/48CZ6tZqRGgiFPNiah90vFX2ltNj2trboGIqRZUHCTQqDablThM/t99oV9Nao4hMmSvxYfG40HYBxnajQwmfsBh1teFeTsnhyU4XUkLgJNcU41xtLgwWg8eLPCEIkTuwDg66WI6lhNLSO4bcgTXH1+CZ758Rs7YA0GBsQEwoBSHeKEwoxOtXvY7Vx1eLgbvQXl4JGGO4MutKZERliPNC9CY9GJjswTkJjFEpo7CrZheW7l6KK9KvCMj3lFqO5W6+CGVCSECMSR2DhLAE3FV0FxhjiA9VRrcWIQhx112ipkVZC+OJmRPxxYkvML9wPv668694sOTBLsGGwWxrZaqUri6d2XdNsV84VbdUB2yPghTxofEwW82Yv2E+9tfuFzNnwkLldLMyg5B9tV27UAntkOUKrjOjMqFWqVGhq0BqpPuSglZzK8LUYbJvZg4OCobJasuEKCGrOz5jPCZmTMQnRz9BSVIJZvabCcAWZCplWnpvMjp1NF668iWEqEMQHxovXs1VksSwRNS22oKQZnMzIjQRit5HR/wnPjRebNP8m5LfBPR7e1uOJfztuLpfb8uEUBDSS+Voc7Bl9ha5T6OLXw35FWpaahyuxJvbu3Y4qm6tDkgbPE8Njh+MtTesRXVLNQwWA6qaq7pMHm5rb0NokLI6Y9nL0eaIHzeZmlBnqMP51vOoaa3ByJSR8p2YG3GhcQDQZUq1kFV4qOShgJ+TOykRKfix7EesOroKN+ffLN4ulHHItQdHrVIjOyobX1d+jW1ntuGREY90m7lrMbfIPugUuLgxvc5Q5zDzQi6MMSybtAy3rbvNoeyuoa2ByrEk6lzapjSJYYliJqTeUC++LpFLn/3fdKD+3aVOTBeOV2IgLwWF+cSvipOK8f617zt07bHfJC3eprBMiCA5PBkRmginm3vlHOrmCfuFb5OxCU9sfQJz1s5BdUu1In/Xgrgw5y/6OqMODxY/iFsH3xrgM3JPCKD/9uPfxK5pgK0MLkwdJmtb4byYPHx05COsOLwCxxqOdXtsi6VFESUnmiANzFYzLrRdQGyoPKVsnQWpgpAeme4w8Zv2hFy6EsMT0WJuwY/VP2Jn9U6PMonk0qAN1QIAQoNCA/8e72VhxaW2MZ2CENIjSpJKsPv23QBcBCGtNUiOUN7CmDGGPG0ejuu6tl81WAyKmxHS2QfTP0B+bL44GwSwLZyUlHXqTKPSQBui7XJ7k6nJ6e1KIAyrM1gM+OHcD+LtOqNO9hkIEzMn4tq8a5ESkYIDdQe6PbbV3KqIIETIhOhMOkUt8tMj08VMSLu13daJUIGvW8R3wl6kX2/4NTac3EBld32I8JoTyP1ewvuz1O5YtDGdEDeCg4KRFJbkdGNxT0yV9pc8bV6X0iBA+ZkQAChKLEJaZBqaTE0OpWPuGgXIzT4FLsw40RmV21p4UOwg/PGyP6I0qRS7z+8Wb282Ncs+mf66ftdhybglKEoocjuAs8XcIvuMEMD2WtFmaUOzqVlRgWdqZKqYCak11MLCLYp93SK+SQxPxFXZV4lBeVqEfAMzSWBpg22vOYFsKOJrOVa3G9MpCCHEpn9s/y5D3QwWA861nFPswnjWwFnYdmYbdlXvcrhdKVeN3YkOjkaT0bYnZH7hfOy8bafiO/rcWXCn+HGrpRWcc+hMOkUtSO0FqYIwe+BsDIgdgJO6k+LtTaYmxXR8K4gvwME690GIEp7TwUHBqG+rByDffhpnhHIss9UstkNXclaRSKdWqbF04lK8OOlFAFBMWSDpeRGaCKiZWpYsrOQ5IS7uFxwU3Kv2i1AQQnpU/5j+XYa6CZkR+43USjIscRiKE4vxydFPcLThqHi73qxX5ATdzqKDo9FkakKtoRa52lzFZ28A4IYBN+Dda94FYFsYGywGWKwWxQYhglxtLk42nRQ/bzY1K2YRXZhQiPLG8m7nrLSYW2QfVAjYyrGEzkRK+jcfmjAUFm7BvvP7cK7lHGJDYnvF3xORbmDcQAAUhPQljDFoQ7TylGN52W3T3ZyQv1zxFyy8bKFvJxdAFISQHjUgdgCONRxz2Ch1QncC0cHRss1S8MSwpGFYd2Idblpzk3ibUq4au5Mcnowz+jOob6uXffCbN7KjswHYevQLLYaVsqB3JVebi8qmSrGdsJIyIUPih6Cdt+PIhSMuj2m1tCqmHEvIhCgpCIkJjUFxYjE2ndqEcy3naLNyH6AN0WLN9WtwdfbVcp8KCaCYkBhZ1iT+3hPS21waPwVRrOHJw1HXVofvz30v3nay6SRytDmKnbcBAPmx+V1u05v0iAxWfiZkSPwQlDeWw2K19KogRAjw9Ga92J5XSQtSZ/pp+8HCLahorEBtay0+P/65YoKQqOAo5Gnz8GP1jy6PaTUrJwgxWAwIVgUrrg323EFzsfLISmw5vQXpkelynw4JgFxtrqLfn4j/ZUZnIis6K2DfT3h+efs8oyCEEC9kRmViRt4MvLz3ZTEbUtNag5RwZddVT82eiruK7gIANLY1ArAtjntDJmRI/BDx495Uvx4SFAI1U2P18dV4cPODYGCKL39LjkhG/5j+WHV0FT4r/wztvD1gE3c9MS13Gj4r/8xly0adUSduypRTsMo25FQbolXc4m9qzlQMiB2AfbX7HP62CCGXjmUTl2HuoLkB+37ixHQvl+EUhBDipXuH3otD9Yfw/VlbNqSutQ6J4Ykyn1X3NEEaLChaAAB4Ye8LeHHPi9Cb9bK3X/VEZHAkglXBmJ47XfGZBHuMMUQER2DV0VWobqlGZHCk7JO8PTElewo+OvIRXtz7IiZlTsL4jPFyn5JoZr+ZON18GhW6rnNvAFv7ZiU8R4S5Kkosv2OMYWjiUAC2PSKEkEtPkCoooAt7qXtC3G1M720oCCE9LjM6E+MyxuGdg++gpqUGdYa6XlEmFK4JR1pEGlYdXYU3yt7AofpDiAhWfiYEALbN3YYl45bIfRpes898KHFB6sydBXeiNKkUABRXrpMWkYa40DiXrXqbTE2KmMsRHHQxE6JEw5OHAwAKEgpkPhNCyCWBCf/z78b03ubS+CmI4l2Tcw2+P/c97vvqPtQaantFEAIA71zzDpZPW46CeNviQ+nlQYIwdZjiylo8IWzw7k3CNeGYnjsdgPKCEMYYBsUNwh+2/QGH6w87fI1zbpvFIvNcE+BiOZb9vBglmZY7DVtmb+kV5ZiEkN7D2/dpqfNFlOrS+CmI4k3NmYo5A+egsqkSdYY6cTqt0qVGpqI4qVjcsEaLkJ712MjH8OiIRwEA5vbeE5DkxeQBuDhJXUmEUqIVh1c43K4369HO2xWVCVFqEAKg11w4IYQon9SJ6UImpDdeZHSGghASEEGqIMwrmIe29ja08/Ze94YubPBWSuejS9XUnKn45ZBfAgBMVpPMZ+O5PK0tCFHiAM67h96NBUULcKzhmMPtjUZbwwUllECJmZAw5QYhhBDiL1L3hAjH96aBhN2hIIQEjH2pSlJ4koxn4j2hfzhlQnqekGY2tfeeICQ+LB57bt+DwfGD5T6VLjQqDS5LvQxHG46KU78BoMlom8WihEyIsDFdyZkQQgjxF7FFL2VCCAkMxhg+mP4BXpj0Qq+bRiss1EKCQmQ+k76jtz1HhIW0EhUnFaMgoQC/2fwb8bZGYyPUTI1wtTLmhAC979+cEEKkEFv0erm3Q2jp621rX6VSy30CpG8pSiyS+xQkuTLrSmw9sxWpETQxORBWTF+B5PBkuU/jkhESFIKFoxdi9trZqG6pRkpEChqNjYgOiVbEFTXh6p4SZpYQQkig0MR0Qohb2hAtlk5cKl6xJT1rWOKwXjVosTcYGDcQcaFxeHjLw2gxt6C8sRxZUYGbENwdvUkPgPZcEUL6CKFFr5cXgYTZWUq4eOQPFIQQQkgfoGIq/OmyP+Fw/WF8+POH+LbqW4xMGSn3aQEAMqIyACivxTEhhPQEyRvTJU5aV6pL46cghBDi1uTsybh9yO14Yc8LONpwFKNTR8t9SgCAAbEDUHZHGe0JIYT0Cb626BUyIr0d7QkhhJA+5J6h92Bc+jhoVBpxEjghhJDAkTp0UGpXLaWiIIQQQvoQbYgWY9LGyH0ahBDS51GLXkIIIYQQQkhASM1kCJmTSyUTQkEIIYQQQgghASJ5TkjH8Rzc7+ckBwpCCCGEEEIICRSJLXovlfkggkvrpyGEEEIIIUTBLrVWu1L17Z+eEEIIIYQQOXi5tUPInHBO5VhOMcb+zhjbyhh7nzEWbHd7NGNsDWNsC2PsebvbmxljX3f8V9Rx2wTG2PeMse2MsWH+PkdCCCGEEELkIHVOyKWyIV3g1yCEMVYCIIVzPg7AIQA32335HgCrOeeTAIQxxoQpWUc45xM7/ivruO2/AUwHMBfAEn+eIyGEEEIIIXKROidEQBvTnRsD4MuOj9cDGGv3tTwA+zo+3gNgXMfH/Rhj3zLGXmGMhTLGwgGYOecNnPPTAGiELiGEEEIIuSRQJsTG30FIDICmjo91AOLsvnYYwJUdH0/pOBYA+nPOxwM4B+D+To8BABb7si4AYIzNYoytZIytrKys9POPQAghhBBCSM8QJ59fIkMHpfJ3ENIAILrj4xgAF+y+9iaAAsbYJgB6ANUAwDmv7/j6JwCKOz0GAKg55yb7b8I5/4RzPptzPjszM9PPPwIhhBBCCCHKcqkFLf4OQnYAuLrj46kAtgtf4Jy3cs7ncc6ndNy0ljEWwVjHDHpgPIByzrkBgIYxFssYywIgBCmEEEIIIYSQS4Danw/GOd/LGKtmjG0FcBrAc4yx1zjn9zDGigEsA9AO4D3O+cmO295mjOlhy4D8quOhFgJYB8AKW4kWIYQQQgghvZ6vezsulRa9fg1CAIBz/minm+7puH0fgImdjt0HoNTJY3wD2yZ3QgghhBBCLhlSy6poYzohhBBCCCFEEp8zIdSilxBCCCGEEBII2hAtACAhLEHmM/EPv5djEUIIIYQQQpyTmgnJiMrAxps3IiUixc9nJA/KhBBCCCGEEBIoPlRjXSoBCEBBCCGEEEIIISTAKAghhBBCCCEkQC61LldSURBCCCGEEEJIgFxqk8+loiCEEEIIIYSQAJmRNwNqRr2hKAghhBBCCCEkQK5IvwJ7f7VX7tOQHQUhhBBCCCGEkICiIIQQQgghhBASUBSEEEIIIYQQQgKKghBCCCGEEEJIQFEQQgghhBBCCAkoCkIIIYQQQgghAUVBCCGEEEIIISSgKAghhBBCCCGEBBQFIYQQQgghhJCAoiCEEEIIIYQQElAUhBBCCCGEEEICioIQQgghhBBCSEBREEIIIYQQQggJKApCCCGEEEIIIQFFQQghhBBCCCEkoCgIIYQQQgghhAQUBSGEEEIIIYSQgGKcc7nPwSeMsd0Ajst9Hr1IBoAquU+CKBY9P4gr9NwgrtBzg3SHnh99Uz/O+fDuDuj1QQjxDmNsJed8ttznQZSJnh/EFXpuEFfouUG6Q88P4gqVYxFCCCGEEEICioKQvucTuU+AKBo9P4gr9NwgrtBzg3SHnh/EKSrHIoQQQgghhAQUZUIIIYQQQgghAUVBCCGEEEIIISSgKAjpQxhjExljXzHGvmGM/ULu8yHKwRhTMcbeZYxtZYx9yxjrJ/c5EXkxxqIYYz8wxvSMscKO2+Ywxr5njG1mjGXKfY5EHp2fG4yxCMbYlx2vHVsYYzlynyORj7PXjo7bsxhjRvvbSN9GQUgfwRgLBfA7ANM45xM456vlPieiKMUAQjjn4wAsBvCgzOdD5GcAMAPAKgBgjGkAPAJgAoA/dvxH+iaH5wYAC4A7OefjAfwVwO/lOjGiCJ2fH4LHAWwP/OkQpaIgpO8YC9sLw+eMsX8zxlLkPiGiKFUAwBhjAGIA1Mp7OkRunHML59z+eTAAwEHOuYlzvh1AkUynRmTW+bnBOTdyzs90fGqGLSghfZST1w4wxnIBcACn5TkrokQUhPQdyQByAcwE8DqAP8t6NkRp6gBYARwG8DcA78h6NkSJYgA02X0eJNeJEGXqyJb9CcCLcp8LUZzHAfxd7pMgykJBSN/RCGAb59wEYDOAITKfD1GWqQAMnPNBAG4CsFTm8yHK0wAg2u7zdrlOhCjW6wBe5Zwfl/tEiHIIeww55ydlPhWiMBSE9B07cTHwKAFQIeO5EGVq6Ph/I2xXvQmxVw5gCGMsmDF2OYCf5D4hohyMsYUATnDOP5b7XIjiDANQwBhbD+AqAK92ZM1IH0fDCvsQxtgDAObAVnbza845BSIEAMAYCwKwHEA6gBAAj3DOv5P3rIjcGGPrYGtacArAawDaADzc8f9fcc4rZTw9IqNOz43PATyNi5uOv+ecPynXuRH5dX7t4Jy/03H7OwD+zjk/IN/ZEaWgIIQQQgghhBASUFSORQghhBBCCAkoCkIIIYQQQgghAUVBCCGEEEIIISSgKAghhBBCCCGEBBQFIYQQQnoVxti9jLF5cp8HIYQQ6SgIIYQQQgghhAQUBSGEEEJ8xhgbwxj7gTH2DWPsGcbYNYyxrYyx7xhjczuO6c8Y29RxzHMdtz3KGPu+47jhHbftYYy92vF4T3bclsUY29Yxf2C83eN9xxj7mjH2ukw/OiGEEAloTgghhBCfMcYWA/iBc76WMaYCsA3ARAAWAFsAXAlgFYBnOOd7O45JArCy47gsAG9yzqcwxioATAJQCWAv53wYY+wlAGs4518yxt4HsBFAEIAwzvlLjDEVqTG8QwAAAUpJREFU59wayJ+ZEEKIdJQJIYQQ4g8vA7iKMfYegNsBDADwJYDNABIAJALI4JzvBYCOgCEHwH7OuZVzfhKAtuOxGjjnpzqOMXTc1h/A7o6Pd3b8fyWADLvvSQghpJdQy30ChBBCLgk6zvnDjLFg2IKFwwCu4pybGWOajv9XMsaGcc73d2RCTgIo7vg4C0Bjx2M5S9GXAygBsAnACABfAbBwzp8AAMbYIcbYCsqGEEJI70BBCCGEEH+4hzF2I4AIAO8AOABgE2PMCqAWwGwAjwF4gzHGYCvdepwxthrAdtgCj4e6efy/AfiAMfYoLgYr1zHGHgQQAmA9BSCEENJ70J4QQgghhBBCSEDRnhBCCCGEEEJIQFEQQgghhBBCCAkoCkIIIYQQQgghAUVBCCGEEEIIISSgKAghhBBCCCGEBBQFIYQQQgghhJCA+n81dVjTSOzNcgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',')\n", "\n", "threshold = 0.1 #change percentage must be below this value to register a stable data point\n", "prev_zacurate_sensor = 1 #previous sensor value for threshold calculation (starts at 1 to avoid divide-by-zero error)\n", "counter = 0 #for averaging and checking for background\n", "background_mintime = 5 #consecutive stable readings needed to indicate a background value\n", "accumulator = np.zeros([2,1]) #for averaging\n", "cleandata_zacurate_sensor_pulse_0 = np.zeros([2,0]) #output np.array for first pulse\n", "cleandata_zacurate_sensor_pulse_1 = np.zeros([2,0]) #output np.array for second pulse\n", "cleandata_zacurate_sensor_background = np.zeros([2,0]) #output np.array for background data \n", "bucket = -1 #-1 for start (unknown bucket), 0 for pulse_0, 1 for pulse_1, 2 for background\n", "for x in rawdata:\n", " if abs((x[2] - prev_zacurate_sensor) / prev_zacurate_sensor) > threshold:\n", " if counter > 0: #checks for repeated over-threshold changes\n", " temp = np.array([accumulator[0] / counter, accumulator[1] / counter])\n", " if counter > background_mintime: \n", " cleandata_zacurate_sensor_background = np.append(cleandata_zacurate_sensor_background,temp,axis=1)\n", " bucket = 2\n", " elif bucket == 2:\n", " cleandata_zacurate_sensor_pulse_0 = np.append(cleandata_zacurate_sensor_pulse_0,temp,axis=1)\n", " bucket = 0\n", " elif bucket == 0: # ignore background pulse between signal pulses\n", " bucket = 0.5\n", " elif bucket == 0.5:\n", " cleandata_zacurate_sensor_pulse_1 = np.append(cleandata_zacurate_sensor_pulse_1,temp,axis=1)\n", " bucket = 1\n", " counter = 0\n", " accumulator = np.zeros([2,1])\n", " else:\n", " counter += 1\n", " accumulator[0] += x[0] / 1000000\n", " accumulator[1] += x[2]\n", " prev_zacurate_sensor = x[2]\n", " \n", "# combine data sets and subtract background levels\n", "normalized_zacurate = np.zeros([6,0])\n", "counter2 = 0\n", "for y in cleandata_zacurate_sensor_background.T:\n", " counter2 += 1\n", " if counter2 < cleandata_zacurate_sensor_pulse_0.shape[1] and counter2 < cleandata_zacurate_sensor_pulse_1.shape[1]:\n", " temp2 = np.array([[y[0]],[cleandata_zacurate_sensor_pulse_0[1,counter2] - y[1]],[cleandata_zacurate_sensor_pulse_1[1,counter2] - y[1]],[0],[0],[0]])\n", " normalized_zacurate = np.append(normalized_zacurate, temp2, axis=1)\n", " \n", "# determine rolling minimum value and divide out\n", "counter3 = 0 # index\n", "averaging_period = 50\n", "\n", "for z in normalized_zacurate.T:\n", " counter3 += 1\n", " if (counter3 < averaging_period):\n", " normalized_zacurate[3,counter3] = normalized_zacurate[1,counter3] / np.amin(normalized_zacurate[1,0:counter3])\n", " normalized_zacurate[4,counter3] = normalized_zacurate[2,counter3] / np.amin(normalized_zacurate[2,0:counter3])\n", " normalized_zacurate[5,counter3] = normalized_zacurate[3,counter3] / normalized_zacurate[4,counter3]\n", " elif (counter3 < normalized_zacurate.shape[1]):\n", " normalized_zacurate[3,counter3] = normalized_zacurate[1,counter3] / np.amin(normalized_zacurate[1,(counter3 - averaging_period):counter3])\n", " normalized_zacurate[4,counter3] = normalized_zacurate[2,counter3] / np.amin(normalized_zacurate[2,(counter3 - averaging_period):counter3])\n", " normalized_zacurate[5,counter3] = normalized_zacurate[3,counter3] / normalized_zacurate[4,counter3]\n", "\n", "normalized_zacurate[3,0] = 1\n", "normalized_zacurate[4,0] = 1\n", "normalized_zacurate[5,0] = 1\n", " \n", "fig, ax = plt.subplots(figsize=(16,9), dpi=60)\n", "ax.plot(normalized_zacurate[0,:1000], normalized_zacurate[3,:1000], label='pulse_0')\n", "ax.plot(normalized_zacurate[0,:1000], normalized_zacurate[4,:1000], label='pulse_1')\n", "ax.plot(normalized_zacurate[0,:1000], normalized_zacurate[5,:1000], label='R')\n", "ax.set_xlabel('seconds') # Add an x-label to the axes.\n", "ax.set_ylabel('normalized value') # Add a y-label to the axes.\n", "ax.set_title('Zacurate sensor')\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 450, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 450, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',')\n", "\n", "threshold = 0.1 #change percentage must be below this value to register a stable data point\n", "prev_zacurate_sensor = 1 #previous sensor value for threshold calculation (starts at 1 to avoid divide-by-zero error)\n", "counter = 0 #for averaging and checking for background\n", "background_mintime = 5 #consecutive stable readings needed to indicate a background value\n", "accumulator = np.zeros([2,1]) #for averaging\n", "cleandata_zacurate_sensor_pulse_0 = np.zeros([2,0]) #output np.array for first pulse\n", "cleandata_zacurate_sensor_pulse_1 = np.zeros([2,0]) #output np.array for second pulse\n", "cleandata_zacurate_sensor_background = np.zeros([2,0]) #output np.array for background data \n", "bucket = -1 #-1 for start (unknown bucket), 0 for pulse_0, 1 for pulse_1, 2 for background\n", "for x in rawdata:\n", " if abs((x[2] - prev_zacurate_sensor) / prev_zacurate_sensor) > threshold:\n", " if counter > 0: #checks for repeated over-threshold changes\n", " temp = np.array([accumulator[0] / counter, accumulator[1] / counter])\n", " if counter > background_mintime: \n", " cleandata_zacurate_sensor_background = np.append(cleandata_zacurate_sensor_background,temp,axis=1)\n", " bucket = 2\n", " elif bucket == 2:\n", " cleandata_zacurate_sensor_pulse_0 = np.append(cleandata_zacurate_sensor_pulse_0,temp,axis=1)\n", " bucket = 0\n", " elif bucket == 0: # ignore background pulse between signal pulses\n", " bucket = 0.5\n", " elif bucket == 0.5:\n", " cleandata_zacurate_sensor_pulse_1 = np.append(cleandata_zacurate_sensor_pulse_1,temp,axis=1)\n", " bucket = 1\n", " counter = 0\n", " accumulator = np.zeros([2,1])\n", " else:\n", " counter += 1\n", " accumulator[0] += x[0] / 1000000\n", " accumulator[1] += x[2]\n", " prev_zacurate_sensor = x[2]\n", " \n", "# combine data sets and subtract background levels\n", "normalized_zacurate = np.zeros([6,0])\n", "counter2 = 0\n", "for y in cleandata_zacurate_sensor_background.T:\n", " counter2 += 1\n", " if counter2 < cleandata_zacurate_sensor_pulse_0.shape[1] and counter2 < cleandata_zacurate_sensor_pulse_1.shape[1]:\n", " temp2 = np.array([[y[0]],[cleandata_zacurate_sensor_pulse_0[1,counter2] - y[1]],[cleandata_zacurate_sensor_pulse_1[1,counter2] - y[1]],[0],[0],[0]])\n", " normalized_zacurate = np.append(normalized_zacurate, temp2, axis=1)\n", " \n", "# determine rolling minimum value and divide out\n", "counter3 = 0 # index\n", "averaging_period = 150\n", "\n", "for z in normalized_zacurate.T:\n", " counter3 += 1\n", " if (counter3 < averaging_period):\n", " normalized_zacurate[3,counter3] = normalized_zacurate[1,counter3] / np.amin(normalized_zacurate[1,0:counter3])\n", " normalized_zacurate[4,counter3] = normalized_zacurate[2,counter3] / np.amin(normalized_zacurate[2,0:counter3])\n", " if (counter3 > 1):\n", " normalized_zacurate[5,counter3] = np.amax(normalized_zacurate[3,0:counter3]) / np.amax(normalized_zacurate[4,0:counter3])\n", " elif (counter3 < normalized_zacurate.shape[1]):\n", " normalized_zacurate[3,counter3] = normalized_zacurate[1,counter3] / np.amin(normalized_zacurate[1,(counter3 - averaging_period):counter3])\n", " normalized_zacurate[4,counter3] = normalized_zacurate[2,counter3] / np.amin(normalized_zacurate[2,(counter3 - averaging_period):counter3])\n", " normalized_zacurate[5,counter3] = np.amax(normalized_zacurate[3,counter3 - averaging_period:counter3]) / np.amax(normalized_zacurate[4,counter3 - averaging_period:counter3])\n", "\n", "normalized_zacurate[3,0] = 1\n", "normalized_zacurate[4,0] = 1\n", "normalized_zacurate[5,0] = 1\n", "normalized_zacurate[5,1] = 1\n", "\n", "fig, ax = plt.subplots(figsize=(16,9), dpi=60)\n", "#ax.plot(normalized_zacurate[0,:], normalized_zacurate[3,:], label='pulse_0')\n", "#ax.plot(normalized_zacurate[0,:], normalized_zacurate[4,:], label='pulse_1')\n", "ax.plot(normalized_zacurate[0,:], normalized_zacurate[5,:], label='R')\n", "ax.set_xlabel('seconds') # Add an x-label to the axes.\n", "ax.set_ylabel('normalized value') # Add a y-label to the axes.\n", "ax.set_title('Zacurate sensor')\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 471, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4998\n", "4897\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 471, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',')\n", "\n", "threshold = 0.1 #change percentage must be below this value to register a stable data point\n", "prev_zacurate_sensor = 1 #previous sensor value for threshold calculation (starts at 1 to avoid divide-by-zero error)\n", "counter = 0 #for averaging and checking for background\n", "background_mintime = 5 #consecutive stable readings needed to indicate a background value\n", "accumulator = np.zeros([2,1]) #for averaging\n", "cleandata_zacurate_sensor_pulse_0 = np.zeros([2,0]) #output np.array for first pulse\n", "cleandata_zacurate_sensor_pulse_1 = np.zeros([2,0]) #output np.array for second pulse\n", "cleandata_zacurate_sensor_background = np.zeros([2,0]) #output np.array for background data \n", "bucket = -1 #-1 for start (unknown bucket), 0 for pulse_0, 1 for pulse_1, 2 for background\n", "for x in rawdata:\n", " if abs((x[2] - prev_zacurate_sensor) / prev_zacurate_sensor) > threshold:\n", " if counter > 0: #checks for repeated over-threshold changes\n", " temp = np.array([accumulator[0] / counter, accumulator[1] / counter])\n", " if counter > background_mintime: \n", " cleandata_zacurate_sensor_background = np.append(cleandata_zacurate_sensor_background,temp,axis=1)\n", " bucket = 2\n", " elif bucket == 2:\n", " cleandata_zacurate_sensor_pulse_0 = np.append(cleandata_zacurate_sensor_pulse_0,temp,axis=1)\n", " bucket = 0\n", " elif bucket == 0: # ignore background pulse between signal pulses\n", " bucket = 0.5\n", " elif bucket == 0.5:\n", " cleandata_zacurate_sensor_pulse_1 = np.append(cleandata_zacurate_sensor_pulse_1,temp,axis=1)\n", " bucket = 1\n", " counter = 0\n", " accumulator = np.zeros([2,1])\n", " else:\n", " counter += 1\n", " accumulator[0] += x[0] / 1000000\n", " accumulator[1] += x[2]\n", " prev_zacurate_sensor = x[2]\n", " \n", "# combine data sets and subtract background levels\n", "normalized_zacurate = np.zeros([6,0])\n", "counter2 = 0\n", "for y in cleandata_zacurate_sensor_background.T:\n", " counter2 += 1\n", " if counter2 < cleandata_zacurate_sensor_pulse_0.shape[1] and counter2 < cleandata_zacurate_sensor_pulse_1.shape[1]:\n", " temp2 = np.array([[y[0]],[cleandata_zacurate_sensor_pulse_0[1,counter2] - y[1]],[cleandata_zacurate_sensor_pulse_1[1,counter2] - y[1]],[0],[0],[0]])\n", " normalized_zacurate = np.append(normalized_zacurate, temp2, axis=1)\n", " \n", "# determine rolling minimum value and divide out\n", "counter3 = 0 # index\n", "averaging_period = 50\n", "\n", "for z in normalized_zacurate.T:\n", " counter3 += 1\n", " if counter3 > averaging_period and counter3 + averaging_period < normalized_zacurate.shape[1]:\n", " normalized_zacurate[3,counter3] = np.amin(normalized_zacurate[1,counter3-averaging_period:counter3+averaging_period])\n", " normalized_zacurate[4,counter3] = np.amax(normalized_zacurate[1,counter3-averaging_period:counter3+averaging_period])\n", " \n", "print(counter3)\n", "print(counter4)\n", "plot_min = averaging_period + 1\n", "plot_max = normalized_zacurate.shape[1]-averaging_period\n", " \n", "fig, ax = plt.subplots(figsize=(16,9), dpi=60)\n", "ax.plot(normalized_zacurate[0,plot_min:plot_max], normalized_zacurate[1,plot_min:plot_max], label='pulse_0')\n", "ax.plot(normalized_zacurate[0,plot_min:plot_max], normalized_zacurate[3,plot_min:plot_max], label='pulse_0_min')\n", "ax.plot(normalized_zacurate[0,plot_min:plot_max], normalized_zacurate[4,plot_min:plot_max], label='pulse_0_max')\n", "ax.set_xlabel('seconds') # Add an x-label to the axes.\n", "ax.set_ylabel('normalized value') # Add a y-label to the axes.\n", "ax.set_title('Zacurate sensor')\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',')\n", "rawdata_seconds = rawdata[:,0] / 1000000\n", "rawdata_zacurate_output = rawdata[:,1]\n", "\n", "threshold = 0.1 #change percentage must be below this value to register a stable data point\n", "prev_zacurate_sensor = 1 #previous sensor value for threshold calculation (starts at 1 to avoid divide-by-zero error)\n", "counter = 0 #for averaging and checking for background\n", "background_mintime = 5 #consecutive stable readings needed to indicate a background value\n", "accumulator = np.zeros([2,1]) #for averaging\n", "cleandata_zacurate_sensor_pulse_0 = np.zeros([2,0]) #output np.array for first pulse\n", "cleandata_zacurate_sensor_pulse_1 = np.zeros([2,0]) #output np.array for second pulse\n", "cleandata_zacurate_sensor_background = np.zeros([2,0]) #output np.array for background data \n", "bucket = -1 #-1 for start (unknown bucket), 0 for pulse_0, 1 for pulse_1, 2 for background\n", "for x in rawdata:\n", " if abs((x[2] - prev_zacurate_sensor) / prev_zacurate_sensor) > threshold:\n", " if counter > 0: #checks for repeated over-threshold changes\n", " temp = np.array([accumulator[0] / counter, accumulator[1] / counter])\n", " if counter > background_mintime: \n", " cleandata_zacurate_sensor_background = np.append(cleandata_zacurate_sensor_background,temp,axis=1)\n", " bucket = 2\n", " elif bucket == 2:\n", " cleandata_zacurate_sensor_pulse_0 = np.append(cleandata_zacurate_sensor_pulse_0,temp,axis=1)\n", " bucket = 0\n", " elif bucket == 0: # ignore background pulse between signal pulses\n", " bucket = 0.5\n", " elif bucket == 0.5:\n", " cleandata_zacurate_sensor_pulse_1 = np.append(cleandata_zacurate_sensor_pulse_1,temp,axis=1)\n", " bucket = 1\n", " counter = 0\n", " accumulator = np.zeros([2,1])\n", " else:\n", " counter += 1\n", " accumulator[0] += x[0] / 1000000\n", " accumulator[1] += x[2]\n", " prev_zacurate_sensor = x[2]\n", " \n", "# combine data sets and subtract background levels\n", "normalized_zacurate = np.zeros([7,0])\n", "counter2 = 0\n", "for y in cleandata_zacurate_sensor_background.T:\n", " counter2 += 1\n", " if counter2 < cleandata_zacurate_sensor_pulse_0.shape[1] and counter2 < cleandata_zacurate_sensor_pulse_1.shape[1]:\n", " temp2 = np.array([[y[0]],[cleandata_zacurate_sensor_pulse_0[1,counter2] - y[1]],[cleandata_zacurate_sensor_pulse_1[1,counter2] - y[1]],[0],[0],[0],[0]])\n", " normalized_zacurate = np.append(normalized_zacurate, temp2, axis=1)\n", " \n", "# determine rolling minimum value and divide out\n", "counter3 = 0 # index\n", "averaging_period = 70\n", "filtered_zacurate = np.zeros([7,0])\n", "\n", "for z in normalized_zacurate.T:\n", " counter3 += 1\n", " if counter3 > averaging_period and counter3 + averaging_period < normalized_zacurate.shape[1]:\n", " normalized_zacurate[3,counter3] = np.amin(normalized_zacurate[1,counter3-averaging_period:counter3+averaging_period])\n", " normalized_zacurate[4,counter3] = np.amax(normalized_zacurate[1,counter3-averaging_period:counter3+averaging_period])\n", " normalized_zacurate[5,counter3] = np.amin(normalized_zacurate[2,counter3-averaging_period:counter3+averaging_period])\n", " normalized_zacurate[6,counter3] = np.amax(normalized_zacurate[2,counter3-averaging_period:counter3+averaging_period]) \n", " \n", " if normalized_zacurate[1,counter3] == np.amax(normalized_zacurate[1,counter3-averaging_period:counter3+averaging_period]):\n", " temp3 = np.array([[z[0]],[normalized_zacurate[4,counter3]],[normalized_zacurate[3,counter3]],[normalized_zacurate[4,counter3] / normalized_zacurate[3,counter3]],[normalized_zacurate[6,counter3]],[normalized_zacurate[5,counter3]],[normalized_zacurate[6,counter3] / normalized_zacurate[5,counter3]]])\n", " filtered_zacurate = np.append(filtered_zacurate, temp3, axis=1)\n", " \n", "plot_min = averaging_period + 1\n", "plot_max = normalized_zacurate.shape[1]-averaging_period\n", " \n", "fig, ax1 = plt.subplots(figsize=(16,9), dpi=58)\n", "#ax.plot(normalized_zacurate[0,plot_min:plot_max], normalized_zacurate[1,plot_min:plot_max], label='pulse_0')\n", "#ax.plot(normalized_zacurate[0,plot_min:plot_max], normalized_zacurate[3,plot_min:plot_max], label='pulse_0_min')\n", "#ax.plot(normalized_zacurate[0,plot_min:plot_max], normalized_zacurate[4,plot_min:plot_max], label='pulse_0_max')\n", "#ax.plot(normalized_zacurate[0,plot_min:plot_max], normalized_zacurate[2,plot_min:plot_max], label='pulse_1')\n", "#ax.plot(normalized_zacurate[0,plot_min:plot_max], normalized_zacurate[5,plot_min:plot_max], label='pulse_1_min')\n", "#ax.plot(normalized_zacurate[0,plot_min:plot_max], normalized_zacurate[6,plot_min:plot_max], label='pulse_1_max')\n", "ax1.plot(filtered_zacurate[0,:],filtered_zacurate[6,:] / filtered_zacurate[3,:], label='R')\n", "ax2 = ax1.twinx()\n", "ax2.plot(rawdata_seconds, rawdata_zacurate_output, color='orange', label='SpO2')\n", "ax1.set_xlabel('seconds') # Add an x-label to the axes.\n", "ax1.set_ylabel('R') # Add a y-label to the axes.\n", "ax2.set_ylabel('SpO2') # Add a y-label to the axes.\n", "ax1.set_title('Zacurate sensor')\n", "ax1.legend()\n", "ax2.legend()" ] }, { "cell_type": "code", "execution_count": 544, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 544, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',')\n", "rawdata_seconds = rawdata[:,0] / 1000000\n", "rawdata_fab_output = rawdata[:,1]\n", "\n", "threshold = 0.1 #change percentage must be below this value to register a stable data point\n", "prev_fab_sensor = 1 #previous sensor value for threshold calculation (starts at 1 to avoid divide-by-zero error)\n", "counter = 0 #for averaging and checking for background\n", "background_mintime = 5 #consecutive stable readings needed to indicate a background value\n", "accumulator = np.zeros([2,1]) #for averaging\n", "cleandata_fab_sensor_pulse_0 = np.zeros([2,0]) #output np.array for first pulse\n", "cleandata_fab_sensor_pulse_1 = np.zeros([2,0]) #output np.array for second pulse\n", "cleandata_fab_sensor_background = np.zeros([2,0]) #output np.array for background data \n", "bucket = -1 #-1 for start (unknown bucket), 0 for pulse_0, 1 for pulse_1, 2 for background\n", "for x in rawdata:\n", " if abs((x[3] - prev_fab_sensor) / prev_fab_sensor) > threshold:\n", " if counter > 0: #checks for repeated over-threshold changes\n", " temp = np.array([accumulator[0] / counter, accumulator[1] / counter])\n", " if counter > background_mintime: \n", " cleandata_fab_sensor_background = np.append(cleandata_fab_sensor_background,temp,axis=1)\n", " bucket = 2\n", " elif bucket == 2:\n", " cleandata_fab_sensor_pulse_0 = np.append(cleandata_fab_sensor_pulse_0,temp,axis=1)\n", " bucket = 0\n", " elif bucket == 0: # ignore background pulse between signal pulses\n", " bucket = 0.5\n", " elif bucket == 0.5:\n", " cleandata_fab_sensor_pulse_1 = np.append(cleandata_fab_sensor_pulse_1,temp,axis=1)\n", " bucket = 1\n", " counter = 0\n", " accumulator = np.zeros([2,1])\n", " else:\n", " counter += 1\n", " accumulator[0] += x[0] / 1000000\n", " accumulator[1] += x[3]\n", " prev_fab_sensor = x[3]\n", " \n", "# combine data sets and subtract background levels\n", "normalized_fab = np.zeros([7,0])\n", "counter2 = 0\n", "for y in cleandata_fab_sensor_background.T:\n", " counter2 += 1\n", " if counter2 < cleandata_fab_sensor_pulse_0.shape[1] and counter2 < cleandata_fab_sensor_pulse_1.shape[1]:\n", " temp2 = np.array([[y[0]],[cleandata_fab_sensor_pulse_0[1,counter2] - y[1]],[cleandata_fab_sensor_pulse_1[1,counter2] - y[1]],[0],[0],[0],[0]])\n", " normalized_fab = np.append(normalized_fab, temp2, axis=1)\n", " \n", "# determine rolling minimum value and divide out\n", "counter3 = 0 # index\n", "averaging_period = 70\n", "filtered_fab = np.zeros([7,0])\n", "\n", "for z in normalized_fab.T:\n", " counter3 += 1\n", " if counter3 > averaging_period and counter3 + averaging_period < normalized_fab.shape[1]:\n", " normalized_fab[3,counter3] = np.amin(normalized_fab[1,counter3-averaging_period:counter3+averaging_period])\n", " normalized_fab[4,counter3] = np.amax(normalized_fab[1,counter3-averaging_period:counter3+averaging_period])\n", " normalized_fab[5,counter3] = np.amin(normalized_fab[2,counter3-averaging_period:counter3+averaging_period])\n", " normalized_fab[6,counter3] = np.amax(normalized_fab[2,counter3-averaging_period:counter3+averaging_period]) \n", " \n", " if normalized_fab[1,counter3] == np.amax(normalized_fab[1,counter3-averaging_period:counter3+averaging_period]):\n", " temp3 = np.array([[z[0]],[normalized_fab[4,counter3]],[normalized_fab[3,counter3]],[normalized_fab[4,counter3] / normalized_fab[3,counter3]],[normalized_fab[6,counter3]],[normalized_fab[5,counter3]],[normalized_fab[6,counter3] / normalized_fab[5,counter3]]])\n", " filtered_fab = np.append(filtered_fab, temp3, axis=1)\n", " \n", "plot_min = averaging_period + 1\n", "plot_max = normalized_fab.shape[1]-averaging_period\n", " \n", "fig, ax1 = plt.subplots(figsize=(16,9), dpi=58)\n", "#ax.plot(normalized_fab[0,plot_min:plot_max], normalized_fab[1,plot_min:plot_max], label='pulse_0')\n", "#ax.plot(normalized_fab[0,plot_min:plot_max], normalized_fab[3,plot_min:plot_max], label='pulse_0_min')\n", "#ax.plot(normalized_fab[0,plot_min:plot_max], normalized_fab[4,plot_min:plot_max], label='pulse_0_max')\n", "#ax.plot(normalized_fab[0,plot_min:plot_max], normalized_fab[2,plot_min:plot_max], label='pulse_1')\n", "#ax.plot(normalized_fab[0,plot_min:plot_max], normalized_fab[5,plot_min:plot_max], label='pulse_1_min')\n", "#ax.plot(normalized_fab[0,plot_min:plot_max], normalized_fab[6,plot_min:plot_max], label='pulse_1_max')\n", "ax1.plot(filtered_fab[0,:],filtered_fab[3,:] / filtered_fab[6,:], label='R')\n", "ax2 = ax1.twinx()\n", "ax2.plot(rawdata_seconds, rawdata_fab_output, color='orange', label='SpO2')\n", "ax1.set_xlabel('seconds') # Add an x-label to the axes.\n", "ax1.set_ylabel('R') # Add a y-label to the axes.\n", "ax2.set_ylabel('SpO2') # Add a y-label to the axes.\n", "ax1.set_title('Fab sensor')\n", "ax1.legend()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 5.374552 5.384552 5.394552 ..., 55.348352 55.358352\n", " 55.368352]\n", " [ 2914. 2917. 2924. ..., 3611. 3616. 3619. ]]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy import fftpack\n", "\n", "rawdata = np.genfromtxt('../data/log_holdingbreath.csv', delimiter=',')\n", "\n", "threshold = 0.1 #change percentage must be below this value to register a stable data point\n", "prev_zacurate_sensor = 1 #previous sensor value for threshold calculation (starts at 1 to avoid divide-by-zero error)\n", "counter = 0 #for averaging and checking for background\n", "background_mintime = 5 #consecutive stable readings needed to indicate a background value\n", "accumulator = np.zeros([2,1]) #for averaging\n", "cleandata_zacurate_sensor_pulse_0 = np.zeros([2,0]) #output np.array for first pulse\n", "cleandata_zacurate_sensor_pulse_1 = np.zeros([2,0]) #output np.array for second pulse\n", "cleandata_zacurate_sensor_background = np.zeros([2,0]) #output np.array for background data \n", "bucket = -1 #-1 for start (unknown bucket), 0 for pulse_0, 1 for pulse_1, 2 for background\n", "for x in rawdata:\n", " if abs((x[2] - prev_zacurate_sensor) / prev_zacurate_sensor) > threshold:\n", " if counter > 0: #checks for repeated over-threshold changes\n", " temp = np.array([accumulator[0] / counter, accumulator[1] / counter])\n", " if counter > background_mintime: \n", " cleandata_zacurate_sensor_background = np.append(cleandata_zacurate_sensor_background,temp,axis=1)\n", " bucket = 2\n", " elif bucket == 2:\n", " cleandata_zacurate_sensor_pulse_0 = np.append(cleandata_zacurate_sensor_pulse_0,temp,axis=1)\n", " bucket = 0\n", " elif bucket == 0: # ignore background pulse between signal pulses\n", " bucket = 0.5\n", " elif bucket == 0.5:\n", " cleandata_zacurate_sensor_pulse_1 = np.append(cleandata_zacurate_sensor_pulse_1,temp,axis=1)\n", " bucket = 1\n", " counter = 0\n", " accumulator = np.zeros([2,1])\n", " else:\n", " counter += 1\n", " accumulator[0] += x[0] / 1000000\n", " accumulator[1] += x[2]\n", " prev_zacurate_sensor = x[2]\n", "\n", "print(cleandata_zacurate_sensor_pulse_0)\n", " \n", "pulse_fft = fftpack.fft(cleandata_zacurate_sensor_pulse_0[1])\n", "pulse_power = np.abs(pulse_fft)\n", "pulse_freq = fftpack.fftfreq(cleandata_zacurate_sensor_pulse_0[1].size, d=0.02)\n", " \n", "fig, ax = plt.subplots(figsize=(16,9), dpi=59)\n", "ax.plot(pulse_freq, pulse_power, label='pulse_0 fft')\n", "ax.set_xlim(left=0, right=2)\n", "ax.set_ylim(bottom=0, top=80000)\n", "#ax.plot(cleandata_zacurate_sensor_pulse_0[0,:], cleandata_zacurate_sensor_pulse_0[1,:], label='pulse_0')\n", "#ax.plot(cleandata_zacurate_sensor_pulse_1[0,:], cleandata_zacurate_sensor_pulse_1[1,:], label='pulse_1')\n", "#ax.plot(cleandata_zacurate_sensor_background[0,:], cleandata_zacurate_sensor_background[1,:], label='background')\n", "ax.set_xlabel('period (s)') # Add an x-label to the axes.\n", "ax.set_ylabel('power') # Add a y-label to the axes.\n", "ax.set_title('Zacurate sensor')\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 4 }