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Dr.李
alpha-mind
Commits
15a60309
Commit
15a60309
authored
Mar 02, 2019
by
Dr.李
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added Quick Start 7 for ic calculation
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1bfe5826
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Quick Start 7 - Single Factor IC Analysis.ipynb
notebooks/Quick Start 7 - Single Factor IC Analysis.ipynb
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notebooks/Quick Start 7 - Single Factor IC Analysis.ipynb
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15a60309
{
"cells": [
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import os\n",
"import numpy as np\n",
"import pandas as pd\n",
"from alphamind.api import *\n",
"from PyFin.api import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. 准备因子历史数据\n",
"-----------------------"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"factor_name = 'ROE'\n",
"neutralized_styles = industry_styles\n",
"start_date = '2010-01-01'\n",
"end_date = '2019-02-01'\n",
"engine = SqlEngine(os.environ['DB_URI'])\n",
"universe_name = 'zz800'\n",
"freq = '5b'"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"universe = Universe(universe_name)\n",
"dates = makeSchedule(start_date, end_date, freq, calendar='china.sse')\n",
"factors = engine.fetch_factor_range(universe, factor_name, dates=dates)\n",
"risk_cov, risk_factors = engine.fetch_risk_model_range(universe, dates=dates)\n",
"dx_returns = engine.fetch_dx_return_range(universe, dates=dates, horizon=map_freq(freq))\n",
"total_data = pd.merge(factors, risk_factors, on=['trade_date', 'code'])\n",
"total_data = pd.merge(total_data, dx_returns, on=['trade_date', 'code'])\n",
"total_data.dropna(inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. 计算历史IC序列\n",
"----------------------"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"neutralized_factors = neutralize(total_data[neutralized_styles].values.astype(float),\n",
" total_data['ROE'].values,\n",
" groups=total_data['trade_date'])\n",
"total_data['neutralized_factors'] = neutralized_factors"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x150d8d54ac8>"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AxzDGXgegwTn/buj+d3POXw3gB/x/P9frh3POP8o5v4dzfs/a2tpoR04QM+SaXygdWvBOnEdDJ9OXrS/MVZjDH33zJbzxP3wVnM9XgypBEASRPIQKFO5Retudx/FLP3orFjMpAAgGt1Z1G4W0d9uxpUxIUWrFg8dxbeocNgsAq/71fnfOCiWTepQCoiiUNgCcDH1+AsBmv8cwxhQAiwD2Qve/Ex1qEuf8sv9/FcCn4Vn8CGJuEYWQOOkLf3UmJeP4Umau4sEv7jVwYbeBYmN+ijuCIAgimQhrV1ppKUo/c/cJ/PN/fCMWNAWAVyBZjouG6SDfVigJRckrjjhvfTxLOofNAsBydl4VpVbq3UGMB78Smr+1H1EUSg8BuIUxdiNjTIVX9Nzb8Zh7AbzH//jtAL7M/XKfMSYBeAe83ib4tymMsUP+xykAPwXguyCIOUbMgchr3gn+qF8oHV1MYzGTmitFScyrENZBgiAIghgX3RKKktx1nyiKKroVxIQXMl7xdGwp3WW9A+JJvhOKkri2A559MK8pc1cohRWlrCrDcnjb8zvv/NkjG0M/duJCye85+gCA+wE8DeBznPOzjLEPM8be4j/sEwBWGWPnAPwygHCE+A8C2OCcnw/dpgG4nzH2BIDHAFwG8LFJj5Ug4kTYBhbS3gleWO8OF/xCaY56lGx/t+4SFUoEQRDEhASKUqp7WZpPtxSlYMMxLTYcMyg2LDRNp20hb8SggGyVdazk1K5ib2VBnbtCyYsH934P8fscJPvdKH8PJYofyDm/D8B9Hbd9MPSxDk816vW1XwHw+o7b6gDujuLYCCIp1P1CKad5Jx3R8Hl0MY1CJoW6f6JPycmfAy1260hRIgiCICZFt0Wh1K0oiX6kmm4HzouCXzyJ6+hmudlmt4sj+a7StLCUTXXdvpKbv0IpPHA2o3p/E910gr/FvDNKXHvyV2QEcUCoGjZURQoiT4U8f3gxHZz0q3MyS4kUJYIgCCIqWta77mXpQnB9tIJCSShKIixhr24GlnAgnkKp3LSCHuQwqzl17sIcDNtps94BB0tRKo3QX02FEkHMiJpuI6+1RNyVnIpffOMt+Ok7jqPgn1znxX5nkaJEEARBRESvMAdB2HonQo9Ej5LYeDRDc5aAeCLC+xVKy1kVxbkrlNrDHAAcqIjwmVvvCILYn5phIxcqlBhj+J/edCuAljIzL4EOwuJwqUiFEkEQBDEZolDSeljvUrKEdEpC1bCDWUrCAiYW84bttFvvrHgUpZvWcl23ix4lzjn6jARNHJ3x4MBBU5TIekcQiaOm20HMaSctRWk+rHdCUdos6QcqCYcgCIKYPaJQyvQolADPalfVrVCYg68o+VY9w3LbhqDHkXpX0a2ePTyrORWm4waBTklHDP8Vap34m+gHSFEaZbQJFUoEMSOqhh14rTsRcv28KErCC+64HFul4ecREARBEEQng3qUACCvKZ71zr9Gik1H1Q8/Mh23I/VutoWS63JU+ljvVnIagPmZpSSUOS3oUfKe64NivbMdd6S1FhVKBDEjOnuUwgi/dXleepRsDkXyLATUp0QQBEFMQisevJ+i5BVKVys6VnMqFL9AElY9w3JhtqXezXZRXzNtuBx9CiXvtnkJdBDPXSv1zvv/oFjvyk0LfIR5xFQoEcSMqJv9FSUh189NmIPr4tRqFgD1KREEQRCTsX+h5FnvXtipt/UBCUXJsJ02692sU+/EtXuQojQvgQ4iFOOg9iiNYrsDqFAiDghXyjqu1Yy4D2Mgg3qUsqoMWWJzY72zHBcnlrNIyYwUJYIgCGIidHsf652vKL14rY4bD7UKpaBHye6w3s1YURJuEOEOCbOa8yLM50dR8p7HztQ7vaNQ+i/fvoCHL+zN9uAiYJQgB4AKJeKA8C8+9RB+6TOPxX0YAxnUo8QYQyGtzE2Yg+1wpBUJRxbTuFxsxn04BEEQxBwzKB4c8HqSrlR07FQN3HhoIbi9lXrXYb2bcY9Sq1DqPXAWmJ8epU5FqVePUkW38KF7z+JPv3Np9gc4IaP+HSgenJh7KrqFs5sVKBJDvSOCOykYtgPTdvv2KAGeZD8vipLpuEjJEg7n09iuUpgDQRAEMT665UKVJUhS7/hsz3rnbSSGFaWW9c5LvdMUyS+aZm29846tl/Uuq8pQFWlurHdCUVJlr2gVxWgzVCh9+4VdOC5vu21eGGXYLECKEnEAeOJSGZx7SS3feTGZMnDd8E4mg4q4QiY1Nz1KtsORkhnWCxq2q8m2PBIEQRDJRrecwEbXi3zIjRHuUWKMQVUkmL71Tjxu1oqSuHb3igdnjGE5m0JxRMtXXJgd1jtJYkinpDbr3TfOXQPg9V7PG6P+HahQIuaeRy8WAXgy8dee34n5aHpT83fC+vUoAd4Jdl5S72zHhSJLWM+nsVOhQokgCIIYH8N2+gY5AK1CiTHg1Eq27T5PRXJguTzYjIyrR2kx210oAcByVh1ZyYgL8dwJ6x3g2e+aPQqleYwMLzYspOThB/8mz6NEECPy6KUSbllfwNGlDL7+/LW4D6cnVcM7Qeb79CgBXhPolcp82NhMhyMlS1gvaKgaNhqmHfiYCYIgCGIUdMvtG+QAtK6dJ5YzXQWVsNtZtou0IkNis0+9KzctSAxY6HMdXMyk5qZQ6lSUAC/QQRRFm6Umzu/UAQCNeVSU6iaWsurQjydFiZhrOOd49GIRd55awg/ecgjntmvYLCUvXEBY7xa03rtNgKcozY31znU9610+DQDYJlWJIAiCGJNy0xp4fcz7lrZwkINAU+TAeqcqEjRFnn08uG6hkEn17bFazqpzY70znPYwB8BLFxSK0jf8Delb1hfmVFEysUKFEnG9cGG3gWLDwp2nlvH6m1YBAA9fKMZ8VN3UfEWpX+od4PcozUmYg2V7YQ7reW8+BPUpEQRBEOPy3NUqXrbeXQQJhKJ0UyjIQSAUJdvlUGQGLSXBmPHMn3LT6tmfJFjOpUae3xMXor9LCyUQimIUAJ65UkVWlfGak0toGPNXKJUaFpb6WCR7QYUSMdc8eskriu48tRREcCZRCq4O0aO0mElBt9yZe6vHwfIvSOsFUSjNh2WQIAiCSBY1w8ZGsYmXH8n3fUxLUeoulFTFK4xMfwNPU6SZp96Vm1bPxDvBUlZFqWGCc973MUnB7KEoicAMANBtB1lVRk6VE7ne2o+9hollUpSI64WLu57N7ua1hbZ5CkmjZngnk4E9Sv59oqhKMpbjRbkeJusdQRAEMQHPXqkCAG473L9Qetn6An7glkN4w61rXfeJwkhclzRFjiX1blChtJxNwXY56nNgVRNqXLhHSQRmAF4Pk6bIyGrKXFrvSg0TyzkqlIjrhGLDRF5TvF2kPtOjk8BQqXf+STbpyXeOy8E5oEgSlrIpqLKEq6QoEQRBEGMQFEoDFKUFTcGfvPd1ON3TeucVRsJ6p/pWvFmyr6KU8Rbm8zBLSShK3YWSd7the/OqsikZtssDpWke4Jyj1LCwTNY74nqh3LSwlPNe8GmhKM14J2kYaoYNxrzBc/0Q/uakBzpY/kk0pTAwxrCW1yginCAIghiLZ69UkFNlHF/KjPX1qq92hK13s48Ht1HI9N8IFT0x85B817tHqWW9MywHqiIh62/8zpP9rmrYsF1O1jvi+qHYMIOdGkWWIEsskda7qm5jQVXAWP/sfnGSrSTcehcUSpJ3+ljL09BZgiAIYjyeuVLFrUfyfRPj9qPbejdbRYlzjkrTClwhvRBWr3lIvuvVoxROEjRsF1pKDjZ+58l+t1fznn+y3hHXDcWO9JI4dpKGoW7YAxPvAASyffIVJa8ZVQxsO1zQKMyBIAiCGBnOOZ69Wh0Y5LAfXspdKPVuxj1Khu3CdNx9e5SA+SiUxHOndljvAkXJdqDJ0lwWSltlb61ydDE99NdQoUTMNaWO9BJNkaAn1Ho3qD8JCFnvEh4Rbvu7TYrsnT7W82lcJesdQRAEMSLbVQOlhjUwyGE/VLk1cNbrV5aCWUCzQPQV75d6F35skjEdB4rEIIcUPjW0Ce0pSlIwZD6J1jvH5fifP/84Hr6w13b7VtkLAKNCibhuKNbNtqa8dEpOpKJUG0JRKgSKUvJOOmGELC8UpfW8hnLTSmSIBkEQBJFcngmCHApjf49g4KzLkZIlr3Ca4fVIFD+D5iiJIqpYn4NCyXbb1CSgPczB9MMccglWlB69WMTnH97A3z11te32lqI0fD8cFUrE3GI7Liq6HezUAJi5N3lYqvr+ipKmeCf4pO842YH1zjt9HC54OzM71KdEEARBjMCzVyoAMLn1znZgOS5SMoOWkmeaxCaS7AYpSilZQl5T5sN65xdCYdQ2650XD54JCqXkbe6KAqlzdMlmqYmlbCo49mGgQomYW0RBsdzWoyQnUtmoGfbAGUoAwBhDIaMk33rntlvv1oKhs1QoEQRBEMPzzJUq1vPaSM31nXRZ72a8YXp20yv2bjm8MPBxS7kUSnNQKPVWlMJhDo6nKAWpd8lac3HO8UW/ULpaae+f3irrI6lJABVKkfEvPnkGP/LbX8FfPr45F5OXDwJFP2YzfIL1dpaSpyjVhlCUAE+6T3qYg2l7r2/Vt94FIRQJL/AIgiCIZHF+p75vgbEfWkpqs96JUKf/+PfP4V997vGIjrQ/D18s4vhSZt8F+HJWRSnh13egpRiF0RQJjsthOy4MyyukMv7syoaRrELphZ0aXrxWhyyxnoXSsRH6kwAqlCLjsUtFXNht4H/400fx549ejvtwrgvEzkzYepeOYSL3MNQNO2h8HEQhk0p8PHigKPnx4CL5ppmwXSWCIAgi2VR1KxjxMS6q3Bp8mgql3t335Ba++txOREfan0cvFHHXDcv7Pm4xkwo2eJNML0VJfG46bmDNyyV0jtL9Zz016U2vONxlvdsqN3F0iQqlmWM5LnbrJv77H7oZtx3O46NfO0+q0gwQg9varHep5MWDc87RsJyBw2YFhUzyFaXWwFnv9JHzC8C6kayTJUEQBJFsGuZw18ZBaKnWUlak3jUsB+e2a9irG3Dc6a3HNktNbJZ13H1qad/HLmfVsax3v/AnZ/Dxr58f5/DGQljrwojPDcv1whxCc5TqCdskfeilPbz8SB6vObmEqmEHa5Om6aDUsMh6FwfXagY495ra//k/Po1nrlTxwPnduA/rwCOaIpMeD245HI7LhyuU0snvUQrmKPnRoaIpspnA3jCCIAgiudQNO1AmxiW8qBepd47L4XLA5cBubXr9s49cLAIA7r5hZd/HLmdTQfDDKHz7/B6+9PT2yF83LkavHiXfZmfYblBIaYoEiSXPTbJRbOL0ag6H/f5pYb/bHCMaHKBCKRKEtLee1/DWO45jJafiD7/xUrwHdR0gFKXFjjCHpClK4iSSGdZ6N2eK0jwOnSNG52pFx9v/4FuUbkgQRGQ0h3RbDEJtK5RYm8IETDdo6OELRWRSMl5+dP/UvqWsiopuB7MIh4Fzjpph4/nt2iSHORI9U+/88Ka6acPlXnHKGENWVVBPkPWOc46NYgMnljNBIq+Y83hljGhwgAqlSBBvwsOFNNIpGW+78zj+4dltuFOUewlPUVIkhnxoNyqJYQ4NyzuJiMbHQXhhDnairZsiHlzxFaW0QoXS9cATG2WcuVDEs/7cE4IgiEkwbReWwyNQlFrXVi/Mof1au13VO78kMh65UMRrTi4G4zIGIdoERulDbloOHJfjWs2YWWKe16PUEebgF59iI1cNbZQmSVHarZvQLbetUBJ//82Spygdox6l2SP+COu+zHd8KQPH5Ym3UM07xYaFpWwKjLWmR4cjLJOCKCCG2TVbzKSCZsmk0ho4650+JIkhk5LRTNCuEhE94gKZNMX2oGA5Lj71wEsj7TYTxDwjQgAm7lEKqR+KzILPbzqUAzC9GX+cczy/XcMrjg43LFcET40yS6kWKqrOzUhVMmw3UJAE4vOqfzyiGM2qcqJ6lDaKXjF0YjnbZb0Tw2aPkPVu9mxXDDAGHFrw/ijLOX8C8xykm8wzpYbZlngHiB6l5LxpgbD1bpgwB29nLcn2u86Bs4B3siRF6WAjNn6S1gN4UHjw/B4++Bdn8Z0X9+I+FIKYCWKBnRvClj5sjZchAAAgAElEQVQItaNHSRRKP3TbOoDuoaNRUdFtNEwHx5eGs3IFozRGuL5XYiiUTNvpsi+KHqVWoSQUJSVRm6QbxQYA4MRKBguagqwq40rZ+/tvlZs4tKB2KY77EUmhxBh7M2PsWcbYOcbYr/a4X2OMfda//0HG2Gn/9tOMsSZj7DH/338Ofc3djLEn/a/5XRaWDRLGdtXASlYNFo5i8b43RtMeMTzFhtmWeAck03onQg6GC3NI7kyiT37rJXz5mautHiW59ZbMasmS34noqTS9i2HSNiIOCuI9n8T3PkFMg4afRpbVolOUVFkKFvV337CMxUxqaj1KW344wLAKhRg6Xx3BelcLpcnOqk/JdFxocu/UO3F+EoVUVpVRT9AcJaEoHV/KgDGGw4U0rlZbitKoahIQQaHEGJMBfATATwC4HcC7GGO3dzzsvQCKnPOXAfgdAL8Vuu8Fzvkd/r/3h27/AwDvA3CL/+/Nkx7rtNiu6FjLa8HnK36hNA8TmOeZUsPqUpTSigzTdhPV4yOUlqF6lPwdp3IzOTs0gv/498/h82c2QoVSSFFKJauhk4iesr8LqpP1bipUg0KJ3kfE9UFUilJYIVBkhtsO53HjoRy+98ZlrOe1qfUobY0YDlAYYzi7OC8wNkPrneV2KUpCtRNqWGC90xQ0ErR5tlFsYCmbQt7fdD5c0LBdafUoHRsxyAGIRlF6LYBznPPznHMTwGcAvLXjMW8F8En/4y8AeOMghYgxdhRAgXP+APdWvJ8C8NMRHOtU2K4aQdMY0IqrJuvddOmnKAFIlKokZOmhrHfpZFrvyk0LxYaFhunAdrutdxmy3h14xMU9iQOdDwJil7lGhRJxnSAUpWGujYPotN7ddiSPf/iVH8J6Po21vDa1HqWtkiiUpqgo+Y+97XB+dtY7p7tHSShK4tjF/dmUHPwdk8BGsYkTy61i6HAhjasVA5xzXNpr4uRKduTvGUWhdBzApdDnG/5tPR/DObcBlAGs+vfdyBh7lDH2VcbYD4Qev7HP9wQAMMbexxg7wxg7s7Mz/QnMvdiu6lgPKUpLokeJrHdTpdSw2mYoAa1djiQt5lrWu+HiwYHk2W8u7nq+36bpBIqSErbeJSz5hoieCilKU0UoSaMsoghinolOUWq33oXxFKXpFEpXyk1IDG3rv0EE1voRNkLF+eDOU0u4XGrOZLC7pyh1pN4pokepw3qnJWuTdKPYxImlVjHkFUo6dusmmpbTVkQNSxSFUi9lqNP31O8xWwBOcc7vBPDLAD7NGCsM+T29Gzn/KOf8Hs75PWtrayMcdjR4sY1mkHgHAHlNgSKxkZJNiNFomg4M2+0Z5gAkK5lrlNS7cU6kUXBxt4H3fepMkELUyYW9OgAv6tyiMIfrEgpzmC5i57hmJGuThCCmRZB6N2GPUjpkEwtv4AHAeiGN7aoxFTv+VlnHej4NZYhocMC7TsoSG2kzpOoXRneeXAYwmz6lYRSlcOpdv3XDrAnPUBKs5zUYtounNisAvDS8UYmiUNoAcDL0+QkAm/0ewxhTACwC2OOcG5zzXQDgnD8M4AUAt/qPP7HP90wEe3UTjsuxnm9Jr4wxLGVVKpSmSKnpPbciRUaQDk2PTgpCaUkP0aMkiqnmjD2/335xF3/31NXgZNLJBV9RaoQUpXCYQ0ZVZn7MxGwRfXMG/Z2ngtipJUWJuF4QIQATp97J7XOUwqznNZi2G4TRRMlWWcfREWbyMMaQTytj9Si94bY1KBLDXz0+3aWw7bhwXN41cLYrzMH/PKcqidkkDc9QEojwhjMXigAQm6L0EIBbGGM3MsZUAO8EcG/HY+4F8B7/47cD+DLnnDPG1vwwCDDGboIX2nCec74FoMoYe73fy/TzAP4igmONHJHP3im9LmdTKNZpZ3BaCPl5Id1+ghVv3iQlc42iKAmvtTnjQk8szi77A9k6ubDrKUpN0wnmvIQvSLkE7SoR06E1Ryk5mxAHiSpZ74jrjKgUpXDwQGehJIK2dmrRBzpslZtD9ycJ8mll5B6lrCrjcCGNH3/lEXz+4Y2prm/E+V3tKpS8v5EoOMVznlG92ZWOG3+AVniGkkDkBzx8Yc+/L4ZCye85+gCA+wE8DeBznPOzjLEPM8be4j/sEwBWGWPn4FnsRIT4DwJ4gjH2OLyQh/dzzsUQiX8J4OMAzsFTmv5m0mOdBqJJcL3Q/mZZzpGiNE3EiSav9S6UkrSYa1oOUjIbanK3IjFIbPbHL2w/m6XeF5OwomT61jtFCitKZL076LSsd/R3ngZV33JXTVBjNEFME6EoZYdwWwxCawtz6LDe+W6fqGcpcc49RWnEFLVCOjVyj5IIgXj360+h3LTwV09sjfQzR0Gk1+Y61lZqh6IkrHlCDUzCRullEQ0eDnPw//6PXSy1peGNwmR6pw/n/D4A93Xc9sHQxzqAd/T4uj8D8Gd9vucZAK+K4vimiYid7KUovXit3nbbtZqBz5/ZwPvfcBMSPBZqLggk+85CKbDeJWcx1zSdoaLBAU+a1/yI81ki5P3NvoqSH+ZgeYqSIrG217DoUeKc02v7AOK6PJjnQYXSdKgFilL3Iuprz+1gs9TEO197ataHRRBTo2Ha0BRp6B6ffnSm3oURilLUgQ5i2OzUFSXDxoK/zvm+m1Zx01oOn37wAt5+94l9vnI8xHlooU+hFPQo+WsakVjYNJ2xipAoEevxcAq1yA+omw5etZYb6/tGMnD2ekbsUqx1FUpqVzz43zy5hd/622dwca8xs+M7qIhFW65Dsk8LRamj4byqW3hhZzbRmp00THuk+FNVmf3Q3GqgKHUXSrrl4EpFh6pIMG0XuuV2XYyyqgLH5TCd5Ch5RHRUdRuiF5rCHKbDoHjw3/7ic/i9L5+b9SERxFRpmE7XZuc4hIMHunqUCqJQitZ6J4bNjqUojdCjVNGtoABhjOGNL1/HdzcrU5sVKTahOwslWWJQJNbdo+SvweoJcJRsVw0oEsNSqHc9nZKx5I+RCafhjQIVShOyXTWwmEl1Neov51SUGmbbi1kUTuRBnxxRKHW+mcUuR2eE8ce+dh5v/4NvzebgOmiYzlDR4AJNkWauiAnbT68epUt+YX/r4QUA3om7M1lIKGYUEX4wCV/Yk6TWHiT6xYNXdAtPbpQSNzKAICalbtpD9e7uhyJLgRW803qX1xQwFv18MjFs9sjIilJqZEUpH+rFPlxIe+EUU1pHirVArwJWU6Rg7SUKpUwqOda77YqBtbwGSWp/DQj73Tj9SQAVShPTOUNJsJxNwXJadhUAQc8SFUqTU+9XKPVRlDbLOooNa2q7MIPQreGtd0DyFKWXfNvdK44UAHhN/Z3RoeJiR31KB5NyyFNPitJ0ELHgtY4epQfP78Hl3u1uAhqmCSIqGoYzceKdQFjDOhUlxhgyKTnyVFYxbPbYCKl3AFDIKGP3KAGhcIqIFTKBUJTy6R6FUkoOnAUi3EEoSkm49vdbjwtVkQqlmLhaMdr8kAIxCLUUst+VA0WJdgYnpWW9Gy7MQfwd4gh58BSl4QslLcZCqaLbXa9PkXj38qNeoVRuditKWU3sKsV/siSiJ9zASwNno8dyhKWVoWbYbQlS33rhGgCAc6CWgF1bgoiKumlPnHgn0PoUSoDneIj62iSGza4tDDdsVpBPp1Azh9/0qOl224aw+HnTGqJbG6AotVscvTWAKJg6N6fjYKdqdLXBAK2epZMrZL2LhZ2q0UdR8gqlvXor+U4oSp07hsTo1A0bisS6sv7TfcIcSv5zH8ebuWE6I/UoxRXmIPtytbAUCHbrJlIyw3F/56yi2909SmS9O9CISNi1vEaK0hQQGxXigh6+Rnzr3G7X4wjiINAwp6EodYcJZdToFaXduonlrDpyEEUhrYDz4dMtq6EeJaCljuxMq1DqE+YAtCLBNUUKQpvE820loD/ZK5S6hYsjBWG9o0Jp5nDOvT9MoUehlPNe2OGIcOpRio6aYSOnKV0Ja605Sh2Kki91x7EbPkrqHRCf9e7GQ14iTGefUt1/rjP+Ba3StHqEOYiGTnptH0SEVWQtr1GP0hQQKu4xvzFcFEo7VQPPXq3ie04stj2OIA4CdSOaHiWgpWz0U5SiTuus6HbXwPthKPhFzzDvZcflqJtOh6LkLfqnVigNst4pUtv/QOv5jrtQshwXu3Wzp3Bxx8klHF/K4BQpSrOn1LBgOm6Q0x+mp/Wu2duDToxOODIzTL94cKEoxRFt3LTGsN7N+Diruo3bjuQBdPcp1QwbOVUJir2KbnXt2oUjQomDh7Deree1RFgsDhpi80z0O1R1r5/y//zbZwAAP/nqo22PSxIV3cLD/tT7pHFxt9F35AERP6Pa0gcx0Ho3hTl/5aaF/DiFUsZbtwzzXhZrxXDRUsgoUBVpioWS5y7pdOsALdVOC238tgqlePsnd2veGm+9h3Dxo7cfxjd/9UdGcvaEoUJpAoRHdFTrXdLTi3aqBj7+9fOwEyCl9qPer1DqEebAOQ8K1jhsQ571bnh7gapIM43ZthwXTcvBzWsLkCXWtbDwFCU5uKBVdRuK1B0PDlCP0kGl0rTAGLC6oNEcpSkgFk1Hl3xFSbfxu186h88/vIFffOMteN1Nq/7jknft+PSDF/HOjz4wc7vwMPzK5x/Hr997Nu7DIPrQMO2gv3VSBlrvUnLkm3iVpjWWoiRsdMMEOvQqlBhjWFvQplYo1Q1Pweo1D1Godr0G/NpuvO9/Ef8+as/YMFChNAFXK72HzQJAIZMCYy0lw3V5oCglcVcwzN89dQW/+ddP488fvRz3ofSlbjhdM5QAb3dDllibda1m2LD9xslYFKURI1A1RZ7prr1IEFzKpHCkkMZmSe+43/Gtd6FdJKW39S4JEaFE9FR0G3lNQVaVYwlEOei0rHeeolRsWPjIP5zDT7zqCH7pR28JFkpJvHaUmxYsh0feAxIFew0z8RuT1zN1w0EuQkWpcxC6IKNOwXrXtFDoYU/bj5b1bv/3sjgvdA5yXctrUwtzqOq9N6GBVphDrwG/cW+UiJmm6z3C1SaFCqUJEC/UXql3sj/0ai+kIolYxajz/KNGHN9/+tLzsb/4+1H1+2Z6oSlS20kxbH+c9SKPc47GiPHgWmq2c5TECTufVnB8KYPLxW7r3YK/SBakpD7WuwQulojJKTctFDIppFMSKUpTIFCU/B6lZ7YqMB0XP/zydTDGgsXVKLHCs0Ls1M/aLjwMTdNJ7DXsesdxuW9Lj0ZR0hS5K41VMI3Uu4o+rqKkBF+/H/2CFdbz01SU+hdKrTCH5FnvBjm8JoUKpQkQUl8vTyQAHFvK4KVr3gyaYmixnkT7RBgxYXmj2MRnH7oY89H0pt4xhC1MZ7x2uFCa9SLPsF1wjtFS7+TZWu8qoV2rlZzaFkAC+NY7VUE21Xq+O33gObLeHWiEzURTZNguT7Qtdx4RFptjvvXu8Y0yAOAmP2CltbhK3iab2NRJYhpi03JIAU0oYlOtlzNkHFRF6tmfBESfesc5DzaPRmUUdTi8iRlmLa9hpzatHiW779+kd5hDMqx3onA8RNa7ZLFdMfyd9t4L9jtOLuGxSyU4Lg8seEDywxwafhLN955exu99+Vwid5DF4r0XmiK3KTKlZuu5n/XvInZbR7LepaSZWu/CJ+N0qntOTiv1rvU7dO7cpVMSGKNC6aBS0S0U0p6iBAA6LT4jJbDe+WEOT14uAQBuWlsA4I09UGUpkdY7cY5LoppMilJyafjroOgUJalrELog6h4l3XJhOXzqPUrVHj1KgFco7dXNqby2q4aNhXTv30vt0aOkJMV6V9WxnE212QKjggqlCeg3Q0lw16ll1Awbz29XA1VjPa8l8mIXpm56C+Nf+bHbsF018CcPXIj7kLqo6f2td549qPWmDat5s17gNawxCiVFnqmi1F4oyV07w571Tobqe8ABdF2QxPTzRsI3AYjxqDRtFDJKa05ZAhfF80xVt6EpEhYzKUjMG2S+mElhOdtasOTTSiLdCKJAStqGmutbu2Z5LiWGRzhXolKUtNRg612UhbzoNy/0KSgGoSoS0ilpqDlK/XqURNLybj16VanuX+97ofVIvVMTZL3rlUAdBVQoTcDVit5zCrDgrhuWAQCPXCgFdqaTK9nkF0p+g+XrblrFD9xyCH/w1RcSpYJxzlE3B/hoOxSlciNORcl73tKjzlGaoaIkJnHn0ym/UGo9R95z7QRFqei16nVByqpyUBgSB4uyb71L+zuKpChFS9W3EjPGgvPaTWu5tsZ0r1BKznlYIDZWklYoCWWc4uyTST1iRen0ahY3rOR63pf1rXecR7OYF3b1cRQlwCuwhkq969OjJNad0+hTqg0IcxCFUnijNLDexbwh4Q2bjd52B1ChNBHbVaNnkIPg9GoWKzkVj1wsBorSyeVMIncFw9RDQQn/6sduw17dxCe/9VK8BxWiaTlwObDQr0cp1d6jFFaUZr0T3jS94xjlYuD1WMUT5tBp+zNsF47LW4WSOmConxp9BCuRDIT1TjTzJm1RPO9UdTvYNRb/iwHQgnw6lchrh9ipT5r1TpyLSFFKJkGPUkSF0i+/6VZ87v3f1/O+tCqD8+jCnAJFKTPesQ+76VHVbUis25EiCgKR9BYl9QFBWa05Sq3rv+y7TOIeOLufw2sSqFAaE845tqv6wD8MYwx3nlzyCyUTjHnNujXDjmxnYxrUzVb/zx0nl3Db4TwevViK+ahaCHVrUOpdeLFfalgQIW2zbuwVcdmjWO9UWYLLZ7dDEy6UMinP9uf4ceriuRY7TNkBhVI2pVA8+AHEclw0TAcFP8wBoEIpaqq6FfQhiP9v9vuTBPm0ksgwBz2w3iWrIBH9knH3ThC9CRSliKx3vWLBBcIJEdVGnlCDxlaUMqmhUu9EYETn7ybWnVEHOrguR830RkH0otccJcYYVFmCGbP1bqdGilLiqBo2dMvtm3gnuOuGZZzfqeOl3QYWMyksZlJwebKb3htm+4yiQ/nuJLQ4acnRvU+w6ZTcFkhQapjBG2jWCzxhRRsp9c7frZlVUVfRLaiKBE2RWz0o/vNX7yhKxeDcXkP9slr0EaxE/IhCuuCHfQCz33A46IRnl4hCqVNRKiRUURLn1Fmq4MOQ1OMiPMS1IipFaRDZiMdXTNKjBHjq8IMv7uHVH7off/PkVt/H7TVMrOTUrttXF7zborbeNSwHnPffhA4UJaV9PZOSWazWO8flMG03MhtnJ1Qojcm1IaMI7zrl9Sl99bkdLGfVwC6WRK+5oGa0T8tezqoo1pNTKNWNwSfYLkWpaeHQggZZYjPf9RQ7WCPNUfJPQrPaCa3qrR2ktCKsVd7PbilK3jGJC47SS1Ei692BpBLYTFJBIU2KUrTU9Na4g3CPUpik9igF1ruEvffFQtxyOFw3uQ6O65VWj1I0itIgxHkrqo28SRWln77jGL7/5lU0LScYBdCLYt3ESra7UNIUGUvZVDCiZlKapoO/eOxyaxN6wOiV8P8CRZZitd6JtdI0Eu8AKpTGpuS/UZZ7VPthXnNyEbLEgmbofDCVOXk7g4JGx7TslZyK3QQVSsHive+buT3ModgwsZxVkVZmPyxznHhw8Waf1a59eJEmLihi8dMIjr/Deif1mH6eUkhROoC0FKVUcIGkBvlo8ax3rR4lxoDTq716lJJXKCU1zCGsHlCfUvIIFKU+6kWUZCLe4Ck3e8d2D8s/uesE/vifvRarC4M3offqZt81ZpRDZ+8/ewW/+JnH8OCLuwC6wyME/QqlVMzWO7He6zyuqKBCaUzKfkDA0j47CllVwcuP5AEAy9lUa9hYglLkOuls5lvOqig3rdhTTQR1o3cSjEAMnH3xWh3bVR3lhoXFbApahyVvFoxlvQsKpdkca3iR1qkYdPaDift79iipMvUoHUDEps5CWiFFaQpwzrHXMINrye3HCrjnhuWupMx8WkHNsIP+waSg+wvepCUhhhUuKpSSx7WaAYmNX2yMgtjoi8p6V9EtLGhKT2fFKKzktIGb0Ht1E6t9CqW1vIbtiAqla36v02OXvF70UQslNWbrndhUDodMRAkVSmMihpgu9ZBFOxH2u+WsGlickrgzCLSit8O2NuGHLQ0RZzkL9g1zSMkoNy38k//rm/jApx/1FaWUryjN2no3egSqUJSist5VdQsv7NQG3B9WlNpTzTqL0v2sd6QoHTwqHXO2AOpRipKG6UC3XBzy+yjf/4ab8fn3f3/X48R7NEmjGoDkWu/Ci2JSQJPHpb0Gji5mem66RU1G9X5GVNenctNCIYICbzWnYq/PLCTOubd26VcoLUSnKO35xdrj+xZKfphDxyZOUqx3nb1TUUGF0pgU68MpSgBw1w1LAIDFbMt6V0tooWTYLlzenkSz7BeDSelT6kxi60RTvAn2xYaF77y4h2LD8qx3KTmG1Lvxe5SiOtaPff1FvO0j3+ybtBgulLRAMfB+divMob1HSe0R5hDH80tMH/F+y2uprkKamByxm7tfv6toHB9m/sqssBwXtq9wzVqt349GH0Xp1+89iz/8xotxHBIRYqPYxInlzEx+VnoKqXeFMfuTwizn1KBI6aRm2LAc3rNHCQDWC2nsVA1wzvH7X34e7/3jh8Y+DjFC5exmBcCgTeh+1jsGK0alW7hvqEcpYZRCDc77EVaUWmEOybnYhelVhIjUlaT0Ke1rvfPfzK+7cSUoUBYzvvVu1j1KlgNVkYJZA8MQtfVut2agottBUk8nbdY7UaQF1jvv/4Vg4Kz3fy9FSVUkiuIdgbObZfzcJx4MXs9JpTUdXqF48ClwreadV4Vy3498AoOA9ASrNm09SqHz0v1nr+Ab567FcUhEiI1iEydXsjP5WcLREV2PUjSF0uqAQklsxg9SlAzbRUW38cD5XTxxuX8oxH6ITXCx0dnPDikGzfbqUbJivPaLjV3qUUoY5YaJQloZagF8aiWLf/uWV+Jtdx5P5MUuTMNob94HkqMo6ZaDctNC3bDBegxhEyz4x/6//FevwNvuOg4AvqI0+zCHYt3sO5OgH1GHOYhdtH5+5qrRiiYWvVR6n3jwQXOUZj0otx/PXKng5z7xYOIX8199bgdff/4azlwoxn0oA6mGkpACRYkK4sgQitLafopSJnlBQOFiJGnvt2aoX7Iz3Cdp9sXrDcN2cLWqz0xRykSdeqfbYyfehVnJqajodk/b2p4/kmUl1/vniJEnO1UDl/aaE6llneNf9lOUOpWbVNzWO2e6hdL0u+gOKKWmtW/inYAxhvd8/2kACBpxkxrm0BkHDbR2OvdinqX0G3/1FL7y7A7ecNsacqrSd8DcO197Cq86vojXnFxCTlPwt9+9gtuO5Ltiw2fB45fKeOXxxZG+Rou4UBIXh+2KgVsP59vu45yjZvTqUWpZ71RFCgqjTFAodT/34UG5kza5TsLX/ALkcqnZNbQzSVzaawIAHr1YxBtuXYv5aPpTM2ykU95rQPbfc0lTD+aZ3TlWlMKvg6ga5aOizXrnn0ubfj9Y0lXcg85mSQfnwInl2ShKmY4010mpNC0UjhYm/j5iDVmsm1gvpNvuExvTy/2sd36hdLWiY7PUBId3PR80eLcfxYYJxgDhzt+3R6nXHKU4rXcWxYMnklLDGqo/qRNZYljQFFyrGfjXX3gCz1ypTOHoxqfRI3xgKev9nnErSk9tVXC51MT/9+jltoG4nazlNfzwy9cBAC9bX8DD/9uP4lXHF7sG0U6bctPCc9tV3HPD8khfF/UcJZG812vmgmG74Lzl4U4r3al34ZPmIEVp1rHm/dgseb9n0prLO7m01wAAPHKxFPORDCZszZQkbwp70vpR5hmhKK3mBitKwWgJgxSlYehlvRM751QoxctG0Tv3zUxREgNnI0plrfjjXiZFJNr12oQWlrxeA2eBlqL05OUybJfDcTmsMSO69+oWbl33NlEVifVVZtQ+qXeKHK/tvhUPTmEOiaLUtLA4ROJdL/JpBX/+yGV89swl3PfklYiPbDLqwWyD1gtOU2QsaErsPUoXd72Ta8N0+u549ELssKSV2fYoPXqxCM6Bu0cslMYpOH7zr57Cn37nYs/7xMWhl/VO7MQEhVKPMIfwa0HszCk9FCUt4rS+cdkqe0pN0hdDF/1C6dGLxUQPxKyEBhID3t85aYvieeZazUAhrey7G5pERSm8GTHrRNH9aPZQlMTiU/ReEvGwUfTO0bPqUUrJDLLEIlGUHJejatgoZCY3ZIkiaK/WvbYSRX3fHiW/UHokZN0eZ3OQc45Sw8Tdp711ykK6v1vnSCENWWI4ttRe4KoxW++CeHBSlJJFOTT3YlQWNCV4ww6KbY6Dzp4UwXIuFauiVNUt7NZNvOn2wwD6S8ODSKekmaodj1woQmLAHSeXRvq61lDP4U96f/PdK/jCwxs97wtb7zoRykAmKJTaU81qhtMWFZ8ZqCj5SljMM0u2yp6i1EjwYt52XGyWmjhSSKOq23j2ahW/96Xn8fCFvbgPrYvwQGIAfihKshbF88xuzQyiwQch/gZJSr0LF8xRLEKv1YzIerDCi0Zx3i/56V5J30Q56GwUG1AkhsNDvO6jgDGGTEpG05z8vCVen1H1KAG9g7L26iYUifXtcV7MpKDKUpsjYZz3YNWwYbscN67mcGhBbbved3JyJYvHPvgmvKZjTRO39c6kQimZFBtWYEkbFXHBu2E1ixe2E1oodbxZVnIa9hrxXaAv+GrSz9x1HG+78zjuPDWaSgN4asksd8LPXCjiFUcLI08eD5SZEQoO3XLwzFalpzLRCnPott6J50MUSIGiFApzaLfeeR/36lFqFXhkvduPrbIO2+V4yx3HAAAf+PQj+O0vPoe3/+cH8Bt/9VTfKPdpwznHx752vu21ErbeAWLDIbnP7byxUzNwaB/bHeAp+6o/+iApiIVZPq2MtLHTj//m4w/if7/v6Ym/D9C+Uf7D9ykAACAASURBVGJ0WO+alpO4wb3XE5f2mji6lJ5pL2tGldG0Jn/viPTYQjq6QqlX8t1e3Zuh1E/dYYxhLa8F1l0AYw18D3qhcipuXlvYdwBwvsfvHb/1brpzlCjMYQwcl6Oij9ejBAA//sojeN1Nq7AdF5964AIcl48UH70fuuVAkdhYJ6F+itJKNhXE2MaBKJROreTwOz97x1jfQ5vhwFnbcfHYpRLecfeJkb82mKM0wrEatou66WCj2MSp1XY7Q2NA6p3eYb0TxU5gvTPttmbSYXqUTCe+RbRhO8GFI8m7xqI/6Q23ruGzD13CCzt1/Ow9J8HB8YlvvIgff+URvPbGlZkf10u7Dfy7+56GIjP8s390IwDP6rWebzUaxxGKcpDZrRm47Uh+/wfCW5xVElQoiY2WlZw68bm1bnjKalR9K7rp+EmnbrDpFE73qpt2JItdYnQ2ig2cWJqN7U7gKUqTX5sqTe/9F4WitJxVwVh7oeS4HJxz7NXNvjOUBGt5DZdLzeDzcRQlMUNpOZvC//qTr0B9DFtq/NY7v0cpRYpSYqjqFjgHlsbsUfqFN9yMf/3ml+PmtQUYtmfBiZK3/v438R+++NxYXyt6lDqjtwcNRpsFF/bqADwVblxmqSg9d7WGhungrhH7k4DWm31URQnwAi86EbtMvaZ4dypKjLG2HpRaZ4+S/7pQpP6FUpy2rKvl1u+YtBSuMJeKovDP4odvW8Odp5bwb9/6Svz6W16JBU3B585ciuW4RH9X2GYbTkUEZq/MHnSu1cx9gxwEhbSSqHhw8V5fyqoTv9+euVIF59GdPxqmg6WMd40WapeYTQMkeyPloOPNUJpNkIMgq8qRXBPKI8zQ3A9ZYljKpNrWVv/0Y9/GB+89i2LDxHKfaHDBWod1cZxCMKwofc+JJXzfzasjfw+y3hFdCJ/zuNY7wc3rXnTxuQj7lAzbwbNXqzjz0nizWRqmDblH6slKNuZC6VoDhxa0kW1sYbSU7Ke8Tf8NLaxL4+yOiqFuw+7a244bnKSe7lEoiYvDdqXbeifuSyvtxZBYCNcNu82GedvhPH7y1Udx16nuvqtxLINRs1lubTpENTNjGlzca0CWGI4upvE7P3sHvvD+70c6JSOrKvip7zmKv35iK5ZZL1u+bTGcwlTV7Q7rnRx7suFBwbRdlJsWDu0zQ0mQTyuJtN4tZVITF89ikyeqIrxpOcE1upeiVEvQ83g9oVsOtqvGzKLBBemUHMk1oRJhjxLQvQl9bruGv3x8E9tVo2/inUAUSqLoHE9R8tP1xtz4BzzrXZwDZ8X1iOLBE0SpGVGh5M94ibJPSeyoP3u1OlZBUDcc5FS5yxe7suDtGMbV93Fhrz6RmgS0VJNZLPLErtM4J1NJYkjJbOg+kPDv0xk3bzkuLIdjQVNQN52uXVSxKNFSrUIpnA5YN5y24jSnKfjIu+/qmvkAhKx3MZ4ww+pssgulJo4vZaDIEhhjbdbbd9xzEk3LwV8/sTnz47riF9Ni591xvTlbC22KEqXeRYVYIB3KD7dIyadTwUItCbRb7yZ7TYhNnigHbYtd/854cAA0dDYmrvrnmKOL3deQaZKJSAlvKUrRdK6s5lTs1r11m+tylJoWqrqNC7uNfQslMUtJRHuPsz7b22de0zCkZAlWEuYoTannLZLvyhh7M2PsWcbYOcbYr/a4X2OMfda//0HG2Gn/9jcxxh5mjD3p//8joa/5iv89H/P/rUdxrFFQ8k+2i5nxX1iAd3FZzqZw/lo9isMCgMCvWm5aPa1W++HFQXefAMRuQ+cE51lxYbcxeaE0Ru/PuFQmlOfVEZojwwuLp7eqbfeJYkE8d519Sq0epdapQPj6Oeeom/bQCYNRD8odB5F4p0gMjQQvhC7tNXCqTzTuXaeWcMNqFn939uqMj6pVaIqLZ923bRbCqXfKbOeRHWSGnaEkSKyilE1NbJl7ehqKkn/+NTriwQGM1YtBTI64BvXabJsmUVnvKhNsgvZiJacGG1NV3W4LGRmmRwkAbvEHyY+rKMkS2zfEYRCqzGLtUTKd8fvyh2Hi78oYkwF8BMBPALgdwLsYY7d3POy9AIqc85cB+B0Av+Xffg3Af805fzWA9wD4k46vezfn/A7/3/akxxoVUVnvAE9VilJR2gpZj569Wh3wyN7Uzd6F0vKAdJZpo1sOtso6bljJTfR9RO/PLBZ5kyhKQMsmOAxiYXFiOYOLe422Hgaxw3R61XvuOu13QrVKhxUlf+etaTngvDvYo+8xRzwodxw2S00sZ1NYzKQSHQ9+aa/R16PPGPNiw2Mo9K74habYEBGL8nCxLAppYnJEobQ2tKKUsB4l//xSSKdgOu7YSXKuy/HsFe96FdX5uWE6wS65GYoHP1zwFpfTUpQ454meixY3YgN3fUbR4IK0Go31rty0oEgsGKkxKSs5NYgHF5ZnkSrbb4aS4IhfbL78yPiKUrHhBZNJEwSKxW69s9yp2e6AaBSl1wI4xzk/zzk3AXwGwFs7HvNWAJ/0P/4CgDcyxhjn/FHOufCXnAWQZozN9t0zBkJRmkSqFNy8toAXdqJTlMLWo+eujl6ACetdJ6sD8v6njUgIO30oGkVpFrahctNCOiWNHVepKcNHMIvfR0SmiwUH0ApyCCtKuuXgk996CY7LQ2EOoQHDKRm67QYLiQVtuN8hCda7rbKOo4sZLwo2oda7umFjt24OHLY4SqEcJUKRCwZz+oVSW4+Sktzndt4QSaLDK0qpRClKuu0ik5KDkJdxY+Mv7DXQMJ1Ik0l1y8FCWoHE2q13ojdmWmEO/+NnHsOvfP7xqXzvK2Udr/7Q/Xj04ng9yElAbNZ1BhFMm0xKDgr7SajoFhYzqb6x3aOyklNRbJhwXR5sUL3x5YeD+wbxhlvX8J/eeQfecOsagPHs5kU/hnwSYrfe2e7UghyAaAql4wDCEU0b/m09H8M5twGUAXRGa/wMgEc552Fv0B/5trtfY31elYyx9zHGzjDGzuzs7EzyewxNKcjRn9yjetNaDtdqRmS+88slHYcWVKzmVDx3ZXRFqWHawaycMOLi8lKENsFhEXbCSWNjgxlBM9gNLzetIHFpHFRldOudGGz7dFuh1KEoVQ188amr+NC9Z/HERil4LjJtPUpeD4pYJA+rKAUhFDHasjZLTRxbSiOnKolNtQon3vVjFOtllASpdw0TnPNAvQjbMm49ksflUhOfeuClmR/fQWPXV5SGGTgLeMpNw3RgxzzUWdD0I7gzE55bhe3u1ccXI9nI4pyjYdrIpLzZU0GYQ93ESf86Uh9j5swwnNuu4ZEpFTKPb5RQNWw8M8a1PSns1AwoEpsoPGAcoku9syNJvBOs5LRg5IxIoHv360/hp77nKF534+AEOkWW8NY7jiPrb2aOa71bntAdlfKtd3HN/zNtd2ozlIBoCqVeBUznszXwMYyxV8Kz4/1C6P53+5a8H/D//VyvH845/yjn/B7O+T1ra2sjHfi4lBoW8mklEj/kEb+h8Wq5O5FsHDZLTRxdzODWw/mxrHe1juZ9weGChsVMKpYTtLhwZlKTFaaiD2dWitIkHmZPURrNenfToRwKaaUt+U6cOI8spqHKErarelDs1gy7Kx7c+1iGYTmBerg6ZCJXEGueFEUpoda7i/5MsJMDUp80RYI544JTtxwUG97r1nK8EIfAehcqlP67H7gJP/qKw/jQvWfx9ednszl1ULlWM6ApUk8VvxeiYE1KEEHTcpBJycH5Y9z33HNXq2AMeNXxxUh6SA3bhcu9BE9N8c5nhu2gbjrBpt+0nsOaYWGj2JxKMXvOt+nH1SscBdsVA4cWtImsXuOQiSr1rmlFWigJZe1qxQiU/NOrOfz+P70rWB/uhypLkNi48eDWxO6olCyBc8Q2xNmwnanNUAKiKZQ2AJwMfX4CQGdcU/AYxpgCYBHAnv/5CQB/DuDnOecviC/gnF/2/68C+DQ8i18iKDetSPqTAOCw7zHtNQx0HMSO+q2HF/D8GMl3DbN9bo6AMYbbjuTx3BjF16S0oh8nO7EKRWlWqXeTFUryyIqSlpLwiqOFtkJJXBhymoy1vIadioGX/IV63XBaYQ5KuEfJs79sV/z+iSELpZaiFE+h1DBtlJsWji6lkY3Ijz4NLu7tryiNUihHhbDd3X60AMC7gIo+qbB6LksMv/euO5FJyfjS04lpHZ1LdmsmDi1oQ9t4RKEkhl7GjW45SKtySK0f7z23VdKxtuBtxpmOO3GPT2tzraUoid7iw4tpyBKbmuJc023YLg/eT1Ei+pnF7zKPbFeNmdvugNZYg0lfW+WmFYmbSCCcMpdLjbH73xnzeqbG2ajYa5j7Wvz2Qwygj2uWkmG7U0u8A6IplB4CcAtj7EbGmArgnQDu7XjMvfDCGgDg7QC+zDnnjLElAH8N4N9wzr8pHswYUxhjh/yPUwB+CsB3IzjWSCg1zIlsVWFEQ6OYuzMJnHO/UMrg1iN51E2nbWrzMNSN3tY7wJuh89yV8WLHJ8FyvJ+nypNJq5oyO0Wp1Jhs10kdQ1HSFBmvOFrAs6G/UdO3l2RSCtbyGrarBi7seopSw7Sh2463GxXa3cukvFSzHf81uV4YslCKuUdp058BdGwxg6yqJLZQ2ig2kdeUgRfDUayXUSFsd6885hVKew0zsN4taO3HmlFlLzBjSval64WdmoFDC8NfS0SvWFIiwnXLQVqJoFCq6Di6mI5sM6sRGpyuyt65NDwvJqfKU0m945wHSpXorY0SMXOxGONMw0nZqRozD3IAvNcCMPkg8sqEm6CdiELp0l4Tew0TKZkNnTQbJqMqI/9unHNvPTuxouStH+KaoWjabrIVJb/n6AMA7gfwNIDPcc7PMsY+zBh7i/+wTwBYZYydA/DLAESE+AcAvAzAr3XEgGsA7meMPQHgMQCXAXxs0mONimIjOkVJRGRerUyuKFWaNuqmg+NLGdx0yJvRdGF3tJN13XD6Nu/fdiSPqmGPXHxNihkoSpO9XCe9mI/CpCfTUcIcxKIinZKwltfQMJ2guAwvGNbzmme9E4qS6c3F6jzBiNS77aoBeQQveZB6F9PJUiz0jy4KRSmZi/iLew2cWMkOVBHiUJRE4t3tx4SiZAbWu17RsdkpLTavJ675itKwiJ3spAQ6NC0HmQgUpSvlJo4spiOzR4sFY0aVoaW891IwLyaXwoKmTMV6Z9hucO69EHGhxDkPFKUiKUojk4mqUNIjtt4taNAUCRvFhheskFXHCorIqNLI1jvxep0kGhxoKUpxJd8ZU+5RikQ/5JzfB+C+jts+GPpYB/COHl/3mwB+s8+3vTuKY5sG5aY1MLFqFBY0BTlVDmxOkyAKmGNLmUBKHUWid1yOpuX0VZREBOWzV6oznaotejUmL5REPHjyrXeqIg1tDQkrSq1ZRg5URWovlAoavv78teBCUTdsGLbTlngHeIVS03SwU/V2u4f1kotdJSOm3qAtoSgtZRJvvbt5bXDUfTyKUnuhtFc3UdNtSKy1GxsmpylTa4i/XtitGXj18cLQjxeKUlIiwnXLS71LB2r9eK/ZrZKO77/5UKvgmrA/TywYMyk5CEYR18LlrOq9dqdQKIWLr4sRFEqc82DRvFXWUfd/r9Kc9ig5LsdePR5FSby2Jkns5JxPfG3vhDGGE8sZXNprgoOP3S+UTSkj/27h9cEkxG+9cxJvvbvu8Kx30b1R1gvpSKx3Ykf92FImULxKzeFPqGIB3e9Nc6tfKM060EEoFGIhPi7ajOLBLcdF3XRmFuYQVpQ6h74GCwZVxno+3bab1jBs6JbbFuQAeL1Ouu2OvPPHGPMsgzEpSpvlJhjz+v6y6ugXjVnAOR84bFYQTuqaFVtlbwbV0UXPClL0rXcLmtJzhzPJyYLzgOty7NVHVJQyCVOU/NS7SRSlqu71wh1tU5Qme+23KUr+pkNgvct5hdI0FKWaHl2h9MjFIr73330J3zx3DUAryGHVj5OeR3ZrBlwOrM142CwQzUB03fIUmEI6uvUfAJxcyWKj1PCCFXLjfe+0Ko88O1C4LiYtlBRhvYtTUUqy9e56w3Wj31EQvSOTshkoSung+MTg02HQQxeXXhTSKRxfyuC5q1Wc3SzPbPhs1Na7aSsercnd4wu2I4U5tClK7R7/1o6R0rWLVzedoMcgTNr/2VcrOtbzo13QNEWKJLVqHLZKOg4taFAVybOFmXZscaX92KkaMGx3X0VaU2Q4Lp9pDPRWyUsMLKQVyBLDnm+9y/dZFOQ0st5NQsNyYLt8pGtJ4hQlX5GexNZ01Z+rc2QxHdlmVninXJxLRV/PUtaz3k1TUZJYK91yHF7YqeG9f/wQrtUMPPDCLoBWoXTP6eVEhDl84hsv4smN8khfI9Y5wwYERUnr2jj+a2vSQfL9EIrSJMEK2THmRDVD64NJEGqOFWePUsLnKF1XVHUbLt9/YvIoHC6kgyFsk3C5pCMlMxzKaUj7ka3lEU6oQVT0AK/nrYcXcN+TW/jJ3/0Gfvvvnp34mIfBDMIcJnu5ih2Hafd+BCfTCfrYRglzaFOUxO/o/y0blg1VkSBLrC2UIef38OhWb+sdAFwuNke2SGgxKCGCzXITx/w41Ywqg/P4Evj6IXaZ9yuUgmCMGT2XFd3CA+d38erji2CMYTnr7VpXDbuvfz2nKYntA5sHmmPYXoLUu4QoSrrpx4MHBc7or1dh+Ty6mAkUpUnft+K5Tfupd4btRd/n/MJpWkW+UPpuXluYSFH6N//vk5AYw+GCFiTNntupYTGTwsvWF1BqWrFvAv0f9z2N//LtCyN9zY5fKA0bEBQlUYyvECEqhQk2QXtxYjmLctPC5WJz7GCFjCqjYY12XqgfGOtd8ucoXVfsBfJ9hNa7CBWlo4uZoKdkMZMaaedJXOQGSZj/6GWej3wlp0biwR4G049+nHQSdnpG1rsodp1GCXPo3aPUst6Jk6BQhw4taFjLa0E8eKarUPK+R9WwR266HUUJixoxQwlAMJcmaX1KwwybBUI2kRmpc3/+yGU0TAfvfv0pAN75zVOUrL6FUvb/Z++9A2Q57yrRU7lzTw53bpgbJV1lWbrKkiXb2MYGYwzGYMBpDbxn7GWBZc3bxQ94pH2GZWEJD2zANuCEsdc2NnJOsqSrcCVdBevmNDN38nTurvz+qPqqq6uruyv29Ehz/tHVhE5T9X3f73fO7xyeRWWbUQqMZoaZ9w2eY2gkOHpgGKW62WgJY8LQLJQSka3RdZlIilhLxrpRbbp7xSa9Mx/z8I4cinXZV6OSQFY1PHWpgDfeOIOb94w0C6XlCg5MZDCc4s2A0s0rliVFg6LpOLfmLYBe03SsVkRrxGBTGKUQ8RXH5wr47w+8EBujRDL16rIaOIg3ac4W+wFpdHVSEXnFpkvvZDW04qgbtgsln7CccyJMlZ4wncrCLtwkQ4lgKMn7mlHysnG/6669eOa3X41b947EkhPhBknRQs8nAcaME02F17/3QjSFEuPDHlwDTRnvz016lzL/nqSLNzuaMu2zDXtwN9c7Ar+Mkh8mLErouo7LhTqmzeufSAkGjfG4uGbIY2eGkl1/rp+Mkq7r+MdHLuD6nXlct3MIgLG+rVYkXFyrdZSCZITBdRbcCqj3kDp3QjbBDcyMUkPWDNc7PniBQ0xYJnIChIicSeuScd8Qe3Ayo0Su5UxMRiQV0Vj7SRZZkGbiicUyJEXDdbuGcGgyiwvrNZQaMp6dL+LwdM4q9jbT0IEcyC94LJS+eHwBt/3BN6zctc1wvQujKPm345fx198+Y7kORj2jRCzCgeBqpSTP+D7bkL9jOiLp3WYxSpK6Lb0bKGzEUChNWhbh4QoPkqFEkE/5ZZR6F0qE1ZnKJyw74bghqdF0CyiKsqyv40QUhZI/6Z3R1aUoysZEGO+xLqnWQWw0LYCmgD2jaaQFBhXLzKH1721nmPxuaMahpP8sQ6lhWOPvMBml5IAyShfXa5jKJXqyCGTj6UeH7ui5dZxeruDnbp+1vjaS5vHkxQ0sFBt4ww0zrr9HsqrCBji+VGF3ZvODbIIdiEJJ1/UmoxSCCVos1TGW4SGwTGRmDqSAT3A2e3BbrIcX17szKxXfjBAxc7h6Rx4AcGHdWyFhx3Fz7uf6nXkcmsxA14HPPjGHmqTizgOjGDbfw2ZahBOJ11JJ9NQsOblUhqLp+OrzS8gnOV8salQgOYxB1lRy7jt6bh1ADIySTWEwHFCyn+T8N66ilt7FNaO0UKjj/j/+dsdsMlHelt4NFNZtzjlRwQqdDWERrqgaFkuNlk71UJLzaeZgzrp4KEqm8wlURKUvEhBZ0SOjVRNmmGqcIGYOYbIWiFOTFx16Q252UywdtkoYpWaAMENT+LUfugJvObLLnC9RIbrOKDU/63G/Zg5c/22tAVuGksUoDWahVKhJGPUQMEo662EGj73ihOliee+hcetrw2kemm4wXz90eNL190gool+npW0YsBgl34USNxCBs/bZyDBsvV0ym4jouicFm51RKtQkq8GZEVjIqt71ed76oaP4i2+d8vW8ZbP42mfa/69V/LM+x+cKyCc57B5JWU6zH334AigKuHXvqMUobabznX1d9ZLVOLdRB0mZ2Aw2CbAzSv6vLVKUPnLWMNaIMkcJMIojsmcFZZRSPOPbTKUesfQurhylZ+aLOLtaxRkzcNkJUdG2pXeDBEJ3R2nmQCRRYSzCl8qG7aadURpK+S2UvGvmp8yNrR+skqRGdxNM5hL4/um1WFmlqBglwJv0yp6FRLpmZLalZmOUAOA99x3ALbMjlrVzXVbbCmMhjPSO2Rzp3flVY7PeM2IcUAZVetdwya1yAx9CT+8Xku3AS0B08j93+x6wHUxUUmYw9bZFeDCQQ03C5yElNyCMUsNW6BG2Pojr3WKxgSnThIU0fKJwvWNpChxDW5lkG9Wm9I7MMHYydNA0HUvlBlZ9FjqVhmIYKpkzOKRpNrdR87y/H58r4rqdhqnKnpEUeJbGudUqDk/nMJzmLcZhM6V3Ndvndn61N2s2t1HHkb0juPvgGK7Z4T03LEqQaytII4981mTcIBcyoNUJiqKsOaWgM0qGWkbzxfDXIpLeWYxSTOoCYgLith/qur4tvRs0rFdl8AxtLbRRYMKU3oVhlIg1+HTeNqOU4v1J7xTvhRJ5nn7MKREzhyjw3153Fc6tVvHHX4nPsa9Qk81Mo+DXiJ/MBzdGyTJzkFVXWp0Esrq63rEhpHebEJQKAOfMzXp2zNhsLEZpwMwGRJfcKjf0y6ERaBbj9mbE1TtymM4n8JZbdnX8PcIobRdKwdAIKL3LDQij5GTEkgFlzQajZOwnTUYprPSu2SASWCMqoNRQLOldxpwx6XTtViQFug7fc8MVUUFGMAwkkhxj/Z3e8/En8ca/fKhnpEZDVnFiqYzrdhrSPZahsX88AwC4Y/8ogKbsf6O6idI7WwPKi6HD/EYdu4ZT+Og7juBPf+qGOF9aR/A+9lQn7Oxdmmc6No/CgMwpBR3rINe7H8UMKZTCMkpczIzScpdCiXxtO0dpgLBRlTCc5kI7sNmRFVgkODoUo0QKJbv0Lp/kUJdVz5uXJb3zcMFNmcVdPxglUdGsjkVY3HlgDG+9dTf+7vvncGopnuDcYl3GUDIc42hJrzxIWeyMUrPAMu3BJfdCiWj03QJnyf9nE6xvLbmfoNwocXalgomsYOXMWIXSgMnCGorqqYAW+jijRObZ7M2I1147jYfef39Xq1rC2m1nKQVDcOndYDBKZB4nZRbMpKPtBzVJQbEuW4xSmOBaOxqyan2uPEtbr6tp5mB8r1MhRGaT/DYByg0FGZNtyCVZlOrG7y+XGpgv1PHeTxzDQ2dW8dCZVdf3+NxCCaqmW6YqAHDFpFkoHRgzH5cDRW0yo2R77RdWu0vvREXFUrmBmWHDkTfKs5MfkHU3GKPULEqjnk8iIHNKQQNng8jNa5ICmkJoNibuGSWLUXK5Z6xCaXtGaXCwbtM5RwWKojCRTYSyCF8wnYOmHYUS0KT/e8GP9I4YUPSDUZIjplV/6d790HXgsfMbkT2mHVEEEjsLnm5oYZQcrnd1SUWSa6fV0wJjBM66SMHI//uV3QGbyyjtHUtb/08Ob/UBk955ZZT4EDIRvxBNaavzANPrQGPJlwbsM94qCO56xw6EPfiayY6MmsWHwNG+Cxy7NTjQnI8Nb+bQbBDZmVK7PTjQuRAi8mm/jFK5oSAjGGu/nfkr1GTMjqbw/dNr+JkPHcXPfOgo/vnoxbbf/8HlEgDgmpm89bWXzY4gl2Bxy+wIAGPWNJ/kNtXMgRiRZBNsT0bpcqEBXTeygjYTvI891Q5d11Goy1akQ9TzSQSvuWYKb7ppp8XU+wXZt/1YhNckFWmeDV28xi+9M9YJtyYs2SO3Z5QGCBvV6AslwGCCiHzoiQsb+M3PHvcVKLdQqCOf5FpuMiIzKPgtlDxU5jxLYywjYLFU9/wag0KKeFBvZiiJNM/gxGIpsse0I4pCqdlZ9cYoCU5GiQTOSkoH6R0LVdOh6+2FMfn/IEO3PMtsSuDs2dWqNUANwLJEHzQzh4aierq/nAVvnAiaat7rsLmN7rCHovpBNsGhIWuxdW+9gjiBEZbGT6QBAVEkTOWMBh/L0GBpKjSjVKzLFrtsv7ZHHIVSucO1SwocZ6H07o89ji8dv9zxeSuijKz52PmkUSiJioq6rOInb96FB37lbnzyF25DRmBdHbwIS2TPGXrrkd34/vvvb9nbSSD0ZoGsq1dN53pahM+7qF02A0Gz6UoNBaqm4/Z9hvQxrkLptn2j+JM3Xx+4aEkFsOiviWpo2R0Qv/SOMEpujUNS+G7PKA0Q7FkMUeLG3UN4fqGEuqTinx+5gE88esmybvQCpzU4AEv+5XVOyXIx4r1dFtP5RH9mlCI0cwAAmqZwaCqLFxbjk96FXUybnVWfjJJjtqWjLh7siQAAIABJREFU9M72tU6udxM+He8AU3rXZ7lboSZhvSph31jG+tqg2oOLsuZJS91XRilwoUQYpcH6jLcK7M5sfkACgDdbfrfmKJR4hvJdvJH9w57/F0TC1/64dYulEloYJWNd3jVsmCR88IETVsFnB1Fh2JsAmqbja88v4RsvLHV83opol95xKNUVi53KJTlcOZXDbftGMZVPuMaBlEUFAku37Hc0TVlFn/19+Jk/jhqEqT88netpET5nhmzbs4I2AyxtODP6beSR4vWmPUPgWTryDKWokAzQHKx1mGH2i7ild55mlLYLpcHBRk0OrCHthpftGYai6Xh6roCHTQvKio+NcL5Qx8xQ68F2yKc7TkNWQVHwbJzQrywlKcIZJYIrp7I4sVT2xdp5RbmhhHbFEXwMNYuKZnO9axZKqqZDVDTXjlHK1p10SsGSoRgluu+MEmFi7dI7gaXB0FTbBn56uezJpSkuNGSPM0oBZSJBENQsZZtRCoe63HRm8wNyUPMqqXbiS8cv490fezzQ79rhzBQMIrtdNG39iZQbMK79MBEOuq5jfqPZOLQXHaSoG88K+NDP34zTKxX8zIePtpksWNI72x5MXtPFLnbYlYZiMT+5BItiXbbmnYZszbPJnOBaKFUailUId8OgMEokWLebRTixBp/K+2+8RQmKogIFohOJ42hawM/eugevvGoijpcXGmTf9uM8WbfFh4RBnNI7TdOxWiGFUvt7k7YLpcGCquko1KTA9o3dcOPuYQDA547NW102P/rohULdyqIgIPIvrxbhDdmQBXmlfvvFKMlqdK53BFdMZlGoyRalGyVERfVt+etEwiGh6/p8Nuc6Il0hcg/AvWNttwN1SsFSPIuhFIcrzAwPP9gMe/CzK0bhY5feURSFFMe0dNcurdfw43/1EH7zs8/09fXZ0VAGlFEKEADZNHPYLpSCoC5pvo0cgGacxGLAgPJvvLCErz2/5Cs6QlRUvOmvH8Jj59etr61VJWRNhzcgWJPkcrGBkTTfwmonOMa3PMoOEj5NpF72vcMum7/30Dg+/PM34+xKBT/zoUdaiiViwlC1BSqTteRih9BLwIVRasiW9H3IFiQ6mU1gycXllrjm9cJQinNlwvoF8lnsnzDWXJJj54b5DeNsEnWzMwgElvG9pm5YkTAcPvAjh/GWI7vjeGmhQRqifmaUqmJUjFJ80rtCXYasGvdgd0Zp28xhIFCqy9D0aDOUCEbSPPaNp/HZJ+esr3ktlMoNGaWG0i69S/ktlLwNmhNM5RMo1uXYs2qinlECgCumjE5YHPI7UQ5vPkEOrl46q07plCF/06y/S9KlY0RkU0C79I5naTz0/vvxEzftDPC6+18onVutgqGplnRzwNg4iD24pGh47yeeRKmh4HSH0Lq4oes6JEXzPAMI+JeJBIGkqMEYpQGVN24V1OVgDRUyFN8ppb4X5tbrvn9/vSrhiQsb+O7JFetrGzUJI7bwZI6hfUtvFosNy0GVQODCMUrEAZbsh6QxkeDoNnb9nkPj+PDbbsbZ1Sr+3wdesL5u3zOJwxs5gC6XxY6H0XJDsWaUcgkOpbpsSeTsc6sTuQSWy402RYPdNa8bDEZJjkUR4QV1WUWCozEzZFyLxEzKDXMbdcxssuyOwGCU/F1bRJHTzQF0EGAVSn5mlOSoZpTik97Zm9luDRTSTN5mlAYE67VWqUHUeNnuYatyBrx3at103oCRc8LQlGcts1umTjcQDXjc8rs4UpcJW3IijkJJ0UJ3N0jB6qWz2jA3LQKBM4aqSZGQcvmbprtI7wCDLaBp/0OlAmPIb/q5gZ9drWD3SKqtY5kWWOuQ87+fmsdTlwq4afcQVsqibzerKOAn7yHo4HEQBG1EsAwNgaW3GaWAqEtKIEZpx1ACFGUcQIOAMCJ+CiVyHdolVusOYyOe8S+9W7BlKBEkWCbUnGOzUEqYr8v4jDvt23cfHMfdB8bwxIWmC6q9UCLyO3tDwI1VkhQNoqI1pXdJFprefD32yIjJnABZ1duc6yoNBVmht7R/53ASdVn1HYgbFaqiIdkazwpgaKrrGWC+UMfOTTZyICBNRD8geVVxnfuiQoojIev+pHdhw2aBZqGkxCC9s8fmSGpne/Bt17sBQcGiYOO5YW6eNeR3+8xZC6+HufkNd1cZijJsRAt1jzNKtlkXLyBORXEXSlIM0ruRNI/xrBA5o6Rp0aREE9bBS2fVOfcimF0zsmB2Cpy1nivAYa0TCBPWzzmlsyut1uAESY6xho7Pm6zTO+7ca/1/WPgtBskGPWiMUlAzB8BoxmzbgwdD3Zb14wcCy2Aql8ClDf+MEsm0AeDr98lhxF4grFclyxocCD6j5JxdSXB0KDMHZ6YguZe6MQLX7szj9ErFKvrtgb5kH7YrJ9wKJfK7lvTOnCUjP5u3S+9MFs05p1QWvTFKByYM45pTy/EYEvWCETvBgKEpTGaFjhJ8WdVwuVjfdCMHAoGlIQYwc6Co+PKTogIx4fLDKEUtvYtDKt6LUZK2pXeDhXWzsxDHjBIA3DI7AooCXn3NFADvZg5zZGNwWYyGkt7dcYwDt/dLgnQC455TkiN2vSMwDB2itQgnB9uwKdGCD0bJMHNold5JSlN6l3LRvLfMKEWYaM33MSiVYKMmtdjpEqT45ozSUknERFaw5pi6DR97wUOnV3HbH34D37FJkXqBFL2eZpSIKUcfHATDSFtTArMdOBsQdVkLPMu4czgZiFGa36iD1PfdZm2cIHIlZ6FkbxryjL8ZpYasYqMmt0nGDde7EIxSsQGOoTBmrglkTxvpYsJ03c48dN0IfAVaGSVSANnldm6W2KSgajJKxvNdWq+BomBJ8oBmRp2zULLbi3cDKZTOLG+OjNjupjqVT3ScUbqwVoOmA3tG2xtZmwGe9T//VqjLyCU4MAEUFv0EmRn1kx1Yj0h6R1EUWJqCokW/7xPHu4ms0H1GKcJzjBPbhZIPWC4/MbjeAcC+8Qy+/L678Y47ZgF4D3Kc36iDpSlXO+d8ivNn5uCHUSLSu4BDxV4R1JWrFw7vyOHkYiV0ZocdZBEOLb0jjFKP16aoGhRNb3k+4uxDbJszQnfpXZSdmH6aEBDUJBUpl/eYTbBWk2C53MBkLoFZc8M+3yP7oxuOnl3DOz/6GJZKIj703bOef88Po2Q5NPVjRikEA5rm2W3pXUA0JBXJgJv7ruEU5gLMKF0yiyuGpnBx3XuhRQ4j61UJ5YYxGxOWUWpmKDkZJSb0jNJ0PmlJh70wSiTg9fhcAYBRKJHfq4rt0js32SKxa8+6MEr5JNciZSaM0rLD0KHicUZpKpdARmBxarMKJZut9HQ+2VFVctpkvA5N+jcGigNCAMORjZqM4dRgs0lA0wCqLnl/fzVJaTkLhIExoxi99G6lLCLFMxhO8a7zZds5SgMGMqMUR44SwVXTOasT5VV6t1CoY3oo4drxGEr6LZS8XxIJjsFwiuvqeBMF4jBzAIDb9o5CUjUcs2nTwyKqm9YKnO1x8LCyr1oYJWNGiWzwbvafdjOHKDpKzeduzXGKG7quW+niTswMJ7FgXptLpQYmcwLSAouJrGBZigfBHz3wAsazAt5+xywePL3a1S7YDj+MEtCc94obohz8/kpvS+8CI6j0DgB2jqRwudTwfX0QRuj6nXlfhZb9eS6s1VCTVIiK1rIX+nW9I0oE54xSkDkSO4xCqfmY5NrupgSZyCYwnU/g2fkiAMO4aYf5GCSUllznSY7BBZfPrskoGft3LmmsSZfWay3W4EAzesHOKOm67tn1jqIo7J/I4PQmFUp2W+npfAILxbqrFPnkkvH6iDveZoMPkPNXqEkDb+QAGDOjPEN7lt6pmo6GHMx50/35qdikdxNZoaNRlLQ9ozRY2KhK4Fk6sgurE0gGjFfpnZGh5K4BHvKRt2C43vl7b1NduklRQNN0KJoei7XozbPDoCngETO3KgpEFX7mdZi/YTm+tM8oOaUgdhg28Oa/I7ye+80okbwoN0ZpZiiFQk1GuSFjqSRaXdzZsXSoGaXFYgO37h3FL967DzQFfOrxi95eqw9GCeifg6AR6BzsGkjx29K7oAgje9k5nISud7dldsPceg08Q+OW2RHMbdQt6+tesHdyL63XLCttu/SOY2hf9sCLJeO1t88ohWWUGi37IVlLe7EC18zkcdwslIr1pousU3p3aCrrKlusiEZD0jmjVJVU5B0H7QTHYCjFWfNigLGWyaruiVECgAPjmc1jlBzSu4asuTZkTy1XsGskGUlWTxQQAuUoSVuCUQKae78XdIsPCQKeoWOS3jUwnhU6NlC27cEHDBtmhpLXnKGgoCjKGJL2YeZAbDqdmMoncLngrfNIcpT8IO4sJdKhjKNbkE1wuHYmj0fOrvf+YY+wGKWQxQdNU+CZ3ja5rowSZ9qDm9ePG7VO05TlhpeI8LPl+8woWYYVLp83GSA+s1JFsS5bhdLe0XRg6Z2u61irSBjN8JjOJ3HfFRP4l8fnPNmi+mWUgriIBYHoczbRDj/r1DZaUZf8SZ3t2GVZhPsrlC5t1LBzOIndoylIqtZyUO8G+wHlgq1QapPe+WCUiKV0lGYOiqphsdRomXuyCqUeSpDrZvI4u1I14jbqcluhRNaaq6aymFuvQ9Xarb2B9hklwN0IwJmlZEn3PEqhDk5msFIWfeVhRYW61CzySX6jm0X4qaUyDk4MhuwOaM7v+sFGVR54xzsCP821bjPMQcAyFGQlHumdUSgxruvLtvRuwFCoyS2hcXEiI7CoeOjUSoqx2XXKKbhiMgtF0z1JjRqKP+kdYGxycTJKljlCTDfBbftG8dSlgq+Qtm5oyNG9XoGle84ouTNKTMuMUqeOEVkgI3W9M19HvxglS17ostiTQolIK+2M0mrFmLXwi1JDgaRqlnnEW47sxnJZxDdfWO75u+Rv5fXzJjbvcUMKYZaS4tntHCUfWKuI+J0vPgdJ0dCQgztOkWvbi3PdelWyZm8urdexcySF3WbmmFfZqOiQ3rkxSrw5o+DVDXKx2EA+ybWxDQLb28yhIioWG/b0pQIeeHYRgDH4rWp6S6E0nkkgzTM9A7Sv3WnMKT1+YQOSqlmPQaR3pAN/5VTWKDKdjnWOQilrY4ac0jvACA5etj0GUQBkE97OGAfGDUOHzZDf2Rml6SEyq9xatCuqhrMrVRw0jScGAcbe+OKU3gHm+/PYZKh3aTIGQZAcNS8o1mUMpfg2tuzcahX3/8m3ret/W3o3IPCqH44CaYGxqPxuWCw2oOvomFNg5QUt9bYRDSK9m84lsFaVIjVEsCNu/elt+4w5pScvRjOnFJX0DvB2UHafUWpK71ia6vhaMjEUSk1b6/4cnskhvdOMEgA8cZEUSkZxs3fMOCSeX/U/DL9aMTrAxFHrvivGMZkT8MlHe8vvRJ9FtMEoxf85hrMHZzYlk2qr4sHTq/iH75/H85dLoWaUpvPGTOqch0Lpf3ztBN78Nw9DVFRcXK9h13CyWSh5nFMiB5TxrICL69WOjBLg3dL+skuGEmCsR70Oe6/78+/hHR95DBfXanjbPzyK3/r8swDaM5QAw9Do2d95Ne7YP9b1Ma81DR0ePLUKwHDZYmjKxigpYGhjNggwCsZPP34Jp8y9dbksgqKAUTOEl2Noq5hwa7BO5loZpUqjs1TaDQcnSaHUf4vwqmNGCWh3v724XoOkajg4IEYOgH8zB8lsOG4Z6R3nXXpHJNNRSu/kGHKUqqKKNM+Y82XNv93p5QrOrlTx+acWQFMAG6Mr4Xah5ANVMTqHkF4wJC29L/i5grHRdWKU9o9nwNIUTiz2tsH263oHNGUTTveeqEAKpThmlADbnNK5aOR3TRo4/OJjSFA8Mkqcc0bJkN6lBbajVDTFM+AYKlLb06atdb+kd4RRav+8xzOGrtmNUQKAcwHkd2tmwCMplFiGxptv3oXvnFzpyawS6Z3XeyxILk0QhAl0TglsS77MNrqD3K+rZTFUocQyNHYMJTxJ7x47t4GGrOHo2XUU6zJ2jaSwYygJmvJuk08aMocmM7jYYUbJbzTASrmBiZxboWQcZp3SNjsuFxv4zskVvPbPvotCTcZaxWCSFiyDiPZMwV4YzQiYGUpahVI+ySFtm8GrSSpSHIM9I8b68Z2TK/iNzxzHRx8+D8Ao0iaziZa9iswpuUrvcgJWzNcNAGXHjFMv7BxOgWdpnFrqP6Nkl95NZI2i/bJDekeMHAaJUXIetnuBZGcOxWjgFSWImsQL6nIc0rto9ytN01GXVaR4tm2+jJy1jEYfE+tIzHah5ANew+CiQFpgLcq/GzqFzRLwLI29Y2mc8BCsKgZhlMwNKS7nO0LlxmEPDhgyh9GMgBWPWv1eiNLT34v7kxuDRej3itmJ6YQ0z/qeSesFK/+pT4Gz3RgliqIwM5y0Op2kUCIHnSCGDoRRIl1jAHj11VPQdOCx892Lbb+MUpDBY7/QdR2SokEIeH9lBBayqvfVDn4rg0hzDZcwBM5RAoCdQ6mejFKxLuOkyTh88ekFAMDukRQ4hsbVO/L4q2+fxm985umekhly7R6cyGJ+o46FYh0cQ7XM05DQSa8WwVVJdZ3H6SXfVTXjets1kkRVUnFk7wg03ZghJlI2wh77xXU785b6Ip/kkE1wlqSOFAfEYfYjD50DAKtAmN+otzUsifOdW6E0kU1A1XSsVY01xS+jxNAUdg0nMV+I13XWCUkxIimIZIuhKUy4hM4SpuvAABVKfhmlgjn/5SadHET42TO6BdIHQRzSO7vhhFM2aT8bxZmhBGwXSr5QFRVk+uTekk14G5Imi+T0UHtnjuCKqWyL9E5RtbYLWtV0SKoWaEYJiC9LqR/Wj17nwbzA72G4GxJcbz2129wLod97MaApgQltOuFEvwNnmxbo7u+DNBASHI2c2eRI8gym84lQhdKYLeD20GQWPEvjGdMxqxMGkVEih9qg1wH53LcNHbyB3K8kLDaMg+pIhu8ZJv7kxQ0rYPaB54w5HmIE8ZF33IKfPrIbn358Dt850T04mRwuX3nVJDQd+OSjlzDsMDbifc4ndjKzIHtQJzadfP3nbtuDJ3/rVXjb7bMAjKHvlbIInqVdCxMvIHNKgGHGkBaYFjMHg4WnMTOUtBW9DfO/9bbwXMIouc24kNdICjFnDpMXjGUEi+XuF8hsi92x0S109uRSBTNDyb6pcLzAL6NUMguloNdTv+FlrpmAMKVRuThzMUjv7MWcwLXuh/aCMK5GOsF2oeQDVVHtH6PkMchxfqNueMx3YQaumMzi0nrdmiX4b//7WfzMhx5p+RnR5yGOYKqDPjkqiH0olOybYVhEK71jero/uZlHkK5StUeYXFpgkeSj/Vz7naPUqyu20zwUTuYSLYe62dF0IOndakUCRaEtP+aq6Zw1MN8Jg8gokes16EZDrq/tLCVvqFuFksEEhTmkZHi253zYExc2wNAU7jk0bh3Ed40Yh/nRjIBfeeUhAOjJSoiyCooC7jwwitdfN426rLblCfqNBmjIquv608yQcz/wkc8wyTEYTvNWJtFqRcSymbkSVIZD5pQAU3pnywmrSSqSZqOUzHjtHUvjctGwWb9caLTMRgFN5zu3gzZZs0jh0S3OoRPGMgJWq/HI3juhRiRbtqbxzuEUTi9XWuzmTy1XrDmqQYFfM4cgxetmwo8BEJHeRRc4G0x61y2iwJLWd5He3bF/NNZsU2C7UPIMTTPC4PrVHUkLrKccpflCO93vBDF0OLlURqkh43NPzrdp0xtWxou/SyIjsMgm2Nic76SYpXeAUZRGNZAuuUjhgsJLd8itwLUHznbbdN911168/zVXhX6ddvTd9U7qvtgTd7BJxyzE7FgqMKM0kuLb5rqum8nj2flS10V/EBmlsIwtkTxuZyl5A1lnyWxRmLDntAdr9icubOCq6Szu3D8KwLCeth/axzI8eJbuXSiZhh8UReG/ve4w0jzTwqoCTemdV2lTpxmtJqPk/jiksCD30Zgpg10pi1guNzCRDSa7A1oLpVyCRUZgm9I7WbGKm5v2DOPKqSzedNMMCjUZcxt1SKrWJoEnLLabmUPKuneMx7cKJR+H8tEM33dGya059YorJ7BcFvG4OQ+qajrOrFRwaICMHABjT9V0Q1XjBSXTGTW3hRglr4G6cUjv/OYofffkCq77na9as2BO2F8j31YoGf/+n2+5AR95x5GAr9obtgslj6iZF1/GZWg8DmQTRierl9Vqt7BZgiuncgCAk4tlfPn4ZYiK1lYY+LUutmPahXaPCnKfpHdRDaRHOaOU8OJ614FRUjUdpYbSdRG8afcwXnfddOjXaUczR6k/B+d6T0apQ6E0msZGTUaxh3TJidWy2HZABAzJTkVUurJUvl3vOuRGRImwLo3kkOq0St6GOxoORimM42QmwaIqqR2Lc0XV8NSlAm7eM4Ibdg0BAHaNpFrYFoqiMDOUtGZdO4EMTAOGiuAj7zyC97/2ypafEXwwSrqudy6UzOfpJb0jRaadUVoqiZjIdpah98JQirfYolySa8kJq4pNS+xffdUhfPl9d1tNyscvGPOJO/LOGSVTeufGKJlnCXK2KDcU8CztS40wmhZQrMt9nRF0k9696vAkkhyDzz81D8B0vFO0gZpPAvzn/JW2GqPko7lWE9v/jmHAMTQkj/OJBBfWa6iISkdTGXvWk8AyUDXdKnLJfjqaFtqy2KLGdqHkEc1By/50FtICC01vygzcQOj+XozSzuEkhlIcPvLQefzzUcPGuCapLa5CYQqlqXwyfkYpxkIp5dFh0AuiTIkOyiiRz2q9KvXNzt753P2bUSKFUg9GydFlJs53foNnVysixrLtNP915mzDM3Od55Qaigre7Mp7gZ/uYFCEZZT2jhuf49mV/jtvbUWQ+3nDLNBDSe8cB20nXlgsoyapuHH3EK7dmTeG/0fa94qZoSTmejJKass1csvsCK6xsS+AP3twUdE6mllY0rsO74t0mclnlxEMWc5KWcRyqYGJgEYOBNfuzCNtziLZWbu61FrY0TRlmRkRJqXNzIG43rkwSoSNJQfWiih7DpslIKYyGx068nHAzUAnLbB41eFJfOmZy5AUzbJMHyTHO8BfMQ80Z5RyHrOtNht+XO+6hbUHQRDpHfk7dGq0tcwoOYpcUVEjd+3thO1CySMIA5PuE6NEpETd5HcrFRGSqnXMUCKgaQp//pYbcW61imfmi5Y0wT5XULcKJf+XxFROiN/MIUbpXZRZMFGmRHthlDrNKAHG5tnvQVq/G1FY1CQFCY7uuFjuMrvDzgPM3h6F0v/1uWfwsYfPt319rSq5MkoHxjNIcDSOdymURFnzJW3lfTo0eYGianjWZjrRDHQOtq6NZwRkBRZnA8gYX4pwNr7CSu+AznsEMRe5YdcQUjyL99x3AD/5sl1tPzczlLTyhzpBlHtnbRFbbC/OVw25tdixw23OcaUs4if++iEsFhstM0qAwYqNZwXMbdRRaiihpHcA8Mv3HcAf/Pi1AIjRjzmjJLdL70mG0BPnjULJaeZwzUwO+8bSGHYxc7CMUKSmmYPfGWjC6BKTmX6AdPmd1+4bbtiBQk3Gg6dXcMoMAR2kDCWgaTjitZgoNxTwDB1b4H3USPjIUarJBoPJRnS2CiK9cyuUyg0Zv/qpp7BcbrgWSpJVKGmRNKS9IJJPiKKo11AUdYKiqNMURb3f5fsCRVGfMr9/lKKoWdv3ftP8+gmKol7t9TH7jWZqdp9c78gm2OUAT5yTejFKAHDPoXH8w9tvwT2HxvFzt+0B0OpUZR24A3QXUjxrXdBRI+4cJcC7cYYXROt6F3BGyfy3rrvnC8UJp7RhpSzGGohoDz50w0Q2gX981xH85M2tB8TdIylQlJHu7YSq6fjXJ+bw6ccvtX1vtSxiNN1+EGMZGoenc3i6i6GDqKi+7i+e8efQ5AVfe34Jr/9fD+KSGTRKHj8oo0RRFPaNp3F2ZbtQ8gLn/RyOUeq+RxyfKyKXYC0p2a++6hBeeXiy7edmhpNYKYtd1xovocR+HC+dxY4dgguj9Mx8AY9f2MBzC8VmU892UB/LCPjBZSMrMIz0DgCums7hDTfMAGgWSrqut2QHERDJz8nlMjICa80kEbzmmml889df7rp/tZk5NPwH2o+aTZuo55T+7fgCjvz+110P3Z1mW+4+OI6hFIfPP7WAU0tl7Mgn+q5o6IVmEe7tvFJqyMgmOmcRDhpINIgX1GxS0ijAMrTnaACCZqHULPQfPLWKzz45j0fPrbeaOXCtRa6oqH0rYEM/C0VRDIC/BPBaAIcB/DRFUYcdP/YuABu6rh8A8KcA/rv5u4cBvAXA1QBeA+CvKIpiPD5mX0EO0m55LXHAcpPqIgkjA7gzQylPj3nHgTF87J1HLNmRvRNJJD5BcnW8MB9B0Q/pXVowCr1ug/heQcI7o1hYBZbpWSjVJBUsTbVsxPbFo1929gQsTYGmjAWwIat464cfwS/907HYns/LYn/3wfG2DTvBMdiRT7oaOiwU6hAVDT+4XG6ZXatLKqqS6iq9A4xmxBMXNnByyb0wbMj+7PcFjo48j2rF7DxfNAslSTVd70LcX3vH0q4F5zba4TQoCMUoOcwALqxV8Zkn5vDUJaNYf3a+iGt35nuuRYQF6eZc6qV760d26zbnQkDMJpbLzcMTKQQqooKGy0F9PCvgvDnnEFZ6ZweRwDdkzQqctUNgGYxleOg6sGMo4WvddzpGlnuY77hh1HT7WovY+e7Z+RKWy6KrpL5TocSzNH742ml89bklHJ8rDhybBDRnh70qHsoNZcsYOQAkGsS79C7K8yzHUL6VJGT/sTNKT5rrV6mu2GSeTDPMngTNemC5o0IUz3IEwGld18/qui4B+CSANzh+5g0APmr++zMAXkEZK8obAHxS13VR1/VzAE6bj+flMfuKpvSuPwdPsmCStG6M3cnFAAAgAElEQVQ3zPtglNwe296JbDpy+b8kyABhL+OJIIjSRa4TMo4NKwyi7HJ4WfSKdbnNUcl+oOm39I6iKPAsjQvrNXzwKydwcqmCcsOfYYIfVCUl8GI/O5bCOZch0tPmvI2q6Xj6UlOm5pahZMfbbp9FimfwV9867fp949rwfjAWmOjvK3LPE6lVWDMHANg3nsF8oW4dfrfRGW3SuxCMUrOZpuDrzy/h3g9+G7/+L0/jP37ySYiKihcWS7h2Zqjn4xAzoG7yO4MN9Sa98yIXrXeZid03lsZImscjZ9esr61XjUKpJqmubJT9ngzLKNlBpHBlUUZddm/KkDmlXqZKThgugrYZpYaCrM9ZmLgYpTVzrbN3+gnqHaR3APBjN8ygLqs4u1oduPkkALbDtvcZpa1i5AA0A3VVD03fuqxEZuQAGJ+t38BZcr6zj24cM+f9Sg25xXDCCrO3S+8izoHshChOdDMA7BqVOfNrrj+j67oCoAhgtMvvenlMAABFUb9AUdTjFEU9vrLSPTQvDCp9dj/JeGCUzq9WMZzifHehyOJfcZHeBTFzcF7AUaJfjBKASOSDUepmE+ZgZreDcqEut3W87Ifefs3U2XHNjjy++PQC/u7Bc2Bpyjcd7wc1SQ0sL5wdTbsySmeWm8YExy5uWP9uFkrujNJwmsdbb92NLzy9gAsus0/+GSXTaj1CVomwD6RTHEVO2T7T0GGbVeoNUVZbroEwhVLWto6fXTWu2XfdtRcX1mp44NlFyKreYnfdCcTwpJvznRfpnZ/5xG4zSjRN4fb9o3j4zJq19q2bZgVVUXEtlMZtc0lRMkrEMGOtIkHXYeUo2UHmlJzzSb1AURTSNtl6RVR8ny9yCRYcQ2E16kLJLEzdZo+bjFL7a715zzB2mJ/HoGUoAWiTb/VCuSFvGSMHwF88RzVi6R0XolBaNgtySdGs2cpyQ2651sh7I9LCLSW9A+DGNTtPRp1+xu/X27+o63+r6/rNuq7fPD4+3vWFhkGvvJaoQQ64lS6M0tNzhTbnIS/ICK2SDSCc613CcQFHiX6YOTQ/6wgYpQjpYC8FaLEmt1nP2ju/m5GK/ulfvB3/9K5b8b5XHMSbbtoZKITOK8LIB/aNZ1Csy1gutx4GzqwYDYh942k82VIoGYeHTowSALz77n2gKAr/emy+7Xt+GSU/Mx9eQRo+C2ahFAVju2/MOBCRw/o2OqMuq1YIMhCRmYOooFCTwdIU3n7HLADgL75psJrEjbEbjDBmdHW+i156Z/xMp/d/x/5RXC42LDnduk16Z+Uo2aV3ZvOCpSmMuBgnBAVZW1ZMGaDbwZIUSH4LJfJ4RN5bCSC9oygKo2nBYoCiAmkKLXcplDoVuT9yww4Ag2fkAKBNvtULpYb/4nUz4WcGqy5FWygFyf0jTcAlcw9+YbFknXcM6Z0CgTXMmpzvzUvzJipE8SxzAOyT0jsBLHT6GYqiWAB5AOtdftfLY/YVZcsevE+MktUtdL/gq6KCk0tl3Lirt7Si7bGJrK/hxigFkN5x/hYfPyAdCi5ORolvLxyDwotExSu8FKDFutyW+r6Z0jvA2CzvOjiGX33VIQyluViygC6sVaHrOqpicPnA4WkjX+wHl1tnis6sVLB/PIObdg/j2MWC1dUmOupuhdJELoGdw0lXu2y/jJLfzA8vIOvJYjE66R1xENw2dOiNhtwaShrmcycNnqqooGBKcHeNpHBgIoNTyxXkk5zFFnUDz9KYzCa6M0py7+6tH9e7bmYOAHDH/jEAwENnVgG0Su/c2CjCKI1lBNAR2gWPmDNAZKbPba0hjJJf6R1ACiUVuq6j3JB9u94BZuhsNWrpnckoucwo1c1roZPT6Lvu2ov33n8A1wVo4sYN/zNKW4xR8qHuqcndjZD8gnMxc/jUYxfx//zb8x1/h7zOQk1GQ1Yt2V2KZwzpna2Ya3O9k7eW691jAA5SFLWXoigehjnDFxw/8wUAbzP//RMAvqkbp48vAHiL6Yq3F8BBAI96fMy+oioqYG1VbdxwY33seGa+CE0HbtgdvFByY5SCSEEEn5abftAfRqm3w6BXRCm9I4teo0sBWqhLGHJ0UFukd302c3CCZwzNdJRzNpfWa3j5H38b33xh2WSUAhZKO4xC6bmFVkvvs7ZCab0q4dxqFbKq4aMPnceukWRbeK0Te0bTrgF6vmeUYrBaJ/f8ZQejxDPBr9kkz2BHPrEtvfOAhqxiKpcAQ1NIckwo05fmrKmKYq3ZMLnvCkNZce1MbyMHgpnh7hbhkmlS0w1+cpR6xVHMjqYwnU/goTPGnBIpBCqm9M5pYEOaF1HK7gDjXgZgOepFzygZYeeiokFW9UCN2NFMtIySruuW6cuSzVDj2fki3veJJ/H1Hyx1ZSImsgn82g9dEZntdJRws57vhlJ9qzFK3tU9NbHdxTEMSJyFfa//2vPL+PdnLnf8HfvetlwS8eSlAiZzAvaNp1FuKGahxFqPDzhc7yJqSvdC6GcxZ45+GcBXAPwAwKd1XX+OoqjfpSjqR80f+zsAoxRFnQbwqwDeb/7ucwA+DeB5AA8AeI+u62qnxwz7WsOgIhoZB/2yiUxyDGiqc0bG06YzyPU7/RdKboVBw8Vm2ivIZtfLoS0Imvbg8X3uXubBvCJKOrhXQj1gdGLaGKUW6V3/Z5Ts4Bkaug5Pw6VecbnYgK4Dp5crqEkKUgFZM9Jxf26hZH2tUJOwWpGwfyKNO/aPgqEp/Pk3TuGjD53HqeUKPvD6q3sG3M2OpnDeZLzsGARGiUiInYVS2A1n33hmO3TWA+qycTgZTfOhDylkjzAYpWbD5L4rJgAYwalesWMoabmouiFq6R1xruu031CUMaf0iFkoWYySaByenA09wiiFzVByYizDI80zeL5LofTKqybxgdcfxsv2DPt+/BTPoCqqlrojyKF8LMNHOqNUEZWmbbONUfri0wv44vEFNCQVdx2Mb8whTvgplGRVQ11Wt5TrXcKHuidMk9EN5LO1s0rFuoRGl8/avlYslRt48mIBN+4aRi7BoVSXjf3dYpRIQ77/0rtISmVd178M4MuOr33A9u8GgJ/s8Lu/D+D3vTzmZqIiBnfXCgKKopC2hd058dSlAnaNJC3XGz/gWRo8S7fI+tyCS70iTkZJVKOz2+4Eu4QlLLxIVLwi0WPwVNV0lBtKV+ndZudYcLbFMyqWvGAOdi8U6qEX+6t35PADW6F0xpSP7R/PYHYsjffdfxB/+vWT+NIzl3HfFeN45VUTPR9zz6jRDduoyZZ0BwjCKHkfzPUKciArmpsQ2XTCMrb7xtP43LF56Lq+ZTJHNgOirCHBMRjNCCjVw7lB2veIQk3GlMl03rJ3BD972278+I2u/keuGO/BSnjp3vIBXO+6KRgOT+fw2WPzKNQkq1CqiCqSvNoynwTYGaXoHO8A4zPeM5rGC6Y8N8m1r6dJnsE779ob6PFTAotiXUaxbrw/pzrAC8YyAtaqYmT3HpHdMTRlzY4ABqs3lUvgod98Rejn2Cz4WVPDFK+bBT9nsVqPDEK/IM1sSW2yz0RS1wmSqpl5kRqeXyjh4noNP3vbbhy7UMDZ1QrSAms1Qp2yQi8sd1QYPG50QFENMGgZFhmhcxDqU5cKuGGX/w6W/bHtRhHkgB9kofUb4uYHkqLFKrsDYpDeRWRZST7XTgsNOWi124NvrpmDHX4sg72iYL7vuY16CzUfBIen8zi3VrXuM8KK7B83DArec99+vGzPMCiKwv/9I1d7uj/2jhnD+ucdzndBGaWopXfkLSwWG9ExSmNplEXFkuxsox2qpkNSNSQ5I3snyDyoE2SPKNRk65DNMTR+78eu9TVMn02wqEpqR+bXS/eWCxI426XJscsMyj29XLHW5qpp5uAssNICi7sPjuGO/aM9n9svZsdS1uuNcvgdMPJhaqLRVAHQZszjBaNp3sp5Injy4gY2As4tESOHgxMZLBYbTefBqtTS+NmK4H2cVUisxZaaUfLx/mouAcph4GY+VKgbhVIn6b2kaJa5zb8/a0j0btw9jGyCNaV3ipVdZr03y/Vua80ovSRApHf9RDbBWodCO5ZKDVwuNnBDACMHAmODtTNKaiDZHdBkPpxhilFAVuPvGjTtwaOaUeoPo1Q0rw0no8QP1IyScSr3Yxtaash44NnFjt8vmoeKM2ZRE+bwcvWOHHS9OYNwbrUKjqGsIXiWofGxdx7BA//xbiuouRfIXIPTetxoRvhwvYuhAVEVFeu9XbYVSmGbEXvNwvLctqFDRzRsczlvvXU33nFnMBbCjiajJLU1TPzAshrvIPX2cihhaAoMTXkzcyDSuy6PuWfUOECRAF3AWKPrcnuhBAD/+K5b8frrdvR8br8g9zMQvZQ5aZo5kKJmOACj5MxSKjVkvPlvHsYff/VEoNdEZHyHd+QgKhpKdcV8fHHLF0p+5j7J+95ajBJprnZ/f5KiQdH0SKV3TfWI8dy6rqNYk6Hp6BgRIikaJrICeJbGo+fWwdIUrp3JI5ck0jvVuucstkzdmvbgLwlURLXv3fnZUffEe5LzctV0cPvNtMC2ud4F7XBudUaJdCw6OQz6QdSBs0BnRqnQg1GiqWAuhlEiCCvy8aMX8Uv/9ITV2XSiYMpUiBNV0BklALh6xjB0IDMI84U6pvPJlkHktMBi37j3TJCdw0nQFCxrY4KGovlibuIwcyiLCg6Y7+VysQFR0UBTCD14vY84322yocNyqYGf/fBRXFpvN9PYbDRsLMprrpnGz962J/RjpgUWhZqMqqQGYiMISNe85BIOres6JI8NIJ7pbhE8t1GDompomAqGbg51u8xO85NmocQztGnmoEXaCe+F2VG7nXu0Z4C0aebQaS33glHTGn21aqyX3zu5ClnV8eDp1UCviay7xBWUZCmtVSWMbvlCybs0zWKUttCMUjMnqvtZhjQqoryenYxSXVYtJUknQyoi05vKJaDpRnGe4BjkEhyqkopSQ7Zeo9U4lLemPfhLApWGjGyfC6VDk1mcX622bTxENzwVQo+ddcj6GkpwRsnSjsaUoxQ3o0TTFNI8E9GMUrSBs0Dn7hCZ1ek0o5QW+mc+0gm9LIOrooIvHW91xTm5aMwDdJKOFExGiaiEwnTFpnIJDKc4PDdvFEoLhTp2DIWbcxBYBjuGki2hs5pGDptBGKVo7itip35gwiiUFot1SGo01+vMUBICS2+6ocM/Hb2IB0+v4ui59U19HW6wnN4ilItkBMYyYYiCUSq7MEqiD3lmtyyVFxZLuPeD38a/Hb9smVp0Q1pgMZbh8dRFo1CaGU4a9uAu0rs4YWeUUhE/b0pgUJVUay0P8jfcN5YGRQH/8vgcAOBbJ5YBABfWaoEaBoSZIoUSiUUwpHfRmmX0Gzzr/axCmgZbkVHq9f6IqU/UOUpAq+U3QadmL2mET5pulSTuhnzmyyXR2t+dRhyiHN2YQy9sF0oeURXVvjuIHZzMQNH0NlZpyUwxDjO4mhaYlpmc9aoUeAMnB61uNtZBIalarI53BOku82B+IEZY2PVysGlK71q7fBxDgaI2X3ZnvJbuhdLnn1rAez5+rOWAfdr8t5vs1O3rYWaUKIrCocms9ZwLhUYgm18n9o6lWxgl0lnzw/D5tbLthYasQdOBkbSAkTSPhWIDoqxGcr3SNIW9Y+lAWUofP3oRb/jL72O51ICoqHj4zFogO3lF1fCpxy4CAC53cXDbLFiGORGyvGmexWUzEysfImg1azJKbnOaog95JsfQkDrIbP72O2ehajrmC3XXOSM37B5JWYXgrpGUZQ/eX0apWShF/bwpjoWkaFirSGBpKtAc9J7RNH7h7n34xKMX8c0XlvDtEyu4yixySA6VH6xWRAylOGt2ZLHUQENWUZNUi73aqmBoCixNQVJ7n1VKZtNga84odd8zyDxbpIWSY68v1u0z8O6vhzTCSeTGjbuNuXvC4olKkz22vzdd17eld4MIIzW7vzfMwQlDWndyqTUQk1TZYcwlMgnOKgy+9cIyvndqFS+/IpjlZyJWRkkH34eBvUwXh0E/iFR614NR6jSjRFFG3tdmW4MD9gFv98PT3EbN/K9xGNJ1HadNaam9I2VHsSaDtUl2wr7PvWNpXFirQlE1LJYagYIjndgzmmphlEhHLVCOUkRGGOT6zggMpvMJw8whwhnAvWNp39I7VdPxv755Ck9fKuDn//5RvOmvH8JPf+gRHLu44fv5v/HCstVEWnAJytxshMmq64RMgrX0/8ORMErt9xxp1Hjp3godGKWFQh1feNrIjN+oSh3njJzYPdKUve0aTqIqGgPe/WSUJrICEhwNmgoXEOwGsnbNF+oYSvGBFQD/6VWHcMVkFu/9+JNYrYh49917MZ4V8ODpNd+PtVYVMZrmrUyq5VLDyrHa6tI7wGA+PDFK9S1o5uBTehel651TZu+JUVJbC6WbSKFkY/FIMUdRlPG3U1Qomg5Nj/5+7ITtQskDdF1HVVKQ6fPBc994GjQFnHIUSkvlRs/Qy17ICAzKooK1ioj//JmnceVUFv/pVYcCPVasgbN9MHMATAlEZK530TJKnRYZYmrgLJQA42+y2dbgxuvoftgneT4k7HKh2LC6XUSO4kShLlnyMSD8Yr9nNI3VioSzq1Womh4JozQ7mkahJlvdcHJv+GOUzEJZioaptQqlBIvpfMKaUYpqs9k3nsbF9Zov445vn1jG5WIDb79jFmdWKji5aBTJK2X/7nmffPQipnIJXDWds1iWQULTzCFK6V3z2h9KBj/EZrpJ73xER5DQSSf+/sFz0GFIvjdMy2AvnwMplBiawo6hJDTdaBBF+Rn2Ak1T2DOSRoqPXspM1q6FQj2UdDLBMfgfP3U9JFUDRQH3HhrHnftH8dDpVWg+M+xWKxLGMgISHIOhFIfFUgPrphxvq5s5AGYx72GNIvdCv028wiDhmVGKT3onWYxSc//u1Owls48/fO003n7HLHaNGHtv1lac2vd30oix5MDbrneDg5qkQtf7b7Wc4BjMjqZxcqlV979SEq2AvaAgtrJffX4JqxUJH/yJ64PPKPWwsQ4DSVEh9CHhO80b9rhh0Bx6jsgevIfrXaEuI80zroWkwNKRdouCopf0zl4gAbDYJKCVurejUJNxaDJrBb+GXeyJnff3zeHnKAqlO/aPgWdpvOEvvo+HTq82D8k+rg0ic4nKcps0AtI8i6l8ApeL9UilovvGMlA13TLZ8IJPPHoRYxkB//V1V+GL770Ln/rF2wA0Haf84LmFEu4+OIadw0lcLgweo+TFEtsv7HtSNDNK7fccOfh4KZQ4hoLsWK+KdRmfePQifvT6Hdg1kkKhJnmWz+02ZW/DKc56jetVCUm+v0eXPaOpWOR+ZO2aL9RDMYIAcPWOPH73DdfgnXfuxWhGwJ0HxrBWlXDC0WjthdWKaOVSTeUM5nnNNIrY6tI7wDhce51Ryghsz4DxQYJ1Zujx/uKQ3ll7vRuj1M3MgaHxsj3D+O0fbcZv5JLtjBJgrEGiolmGDlHKmLthu1DyAHsntt84OJnByeXoGaW0wKImqTi1VEGCo3H1jlzgx4p6lsIOSdHAsfEvVN0yq7yi2eWISnrXw/WuJruySYCxgGx2hhLQDKFzHp4InIySnT3tJr0bzfCYNJsFYWexiO33902ZykxIMwfAcO/5wi/fiXySxXs+fsx6L34W9hTPIp/ksBiRjKwpvWMxnU+iUJNRqsuRFfb7xk3nO49zSpeLdXzzhWW8+ead4BgaV07lLHdBN/e1btB1HYW6EfC7I5+wrqdBAumqRmvm0Lz28yEO2k3Xu26MUu/X7cYoPbdQRFVS8cYbZzCc5lCoy75mlACDySD3uaZHK1/0gnfdtRe/FlBx0Q3kELhcFgOFzTrx00d247defxgAcOeBMQDNBhAAHD27hht+96v4m++cgdKhebVWkayCaHbUkNOuWYzS1jZzADqznk6UG0qLBGwrwGvTuhaj9I7Yd9tnibuaObicl+xyx3QLo2QUuVGftXphu1DyAPsBo984OJHFhbWapTnVdR1LpQYmImCUAOCZ+QL2jmW62rT2AsvQYGkqFntwWdVjtwcHojFziKtQEjtJ7+pyxwHuew+NxxK+6BdcF+mdpulWEUAOtmdWKhhJ8xhJ85YNuB2yqqEsKhhK8hbzkwopid0zYhzwj541CqXpfHhGCQCunMrhD954LTZqMj5+1DAZ8HtInjaZnyhQabRK7wDDGSsyRolkKa16c7772vNL0HTgJ2/eZX0tK7CgKPcDezc0ZA2SoiGf4rBjKImyqLiyI5sJe45SVCCOUAxNhXJlFVgaHEN1cL3z3r11swcnEuHxrIChFI+NmoS6rPmS3o2k+ZZZxH4XSrfuG8VbjuyO/HFJM0vXg4XNdsOOoST2jaVbCqXvnVpFoSbjD//9Bbz/s8+0/Y6kaCjWZYtR2j+RxoW1muW0++JglGhPZ5VSXW6RgG0FsDQFmtok6Z3DHrx1Rqm7mYMT9kIp2cYoqdvSu0GEdcDYjEJp0pCzEOe7sqigIWsRzCiRQqlodYLDQPA4IOkX/bAHB0hwY7hCz8/QsxcQU4bOgbMS8kn3a/L3fuxavPOu8IGWYeGW1k2wVpWsAqrJKFVwYCKDoSTnyiiVbHkjpFAKyygleQZTuYRRgKW4SJm4I3tHcP2uIfzrMcO6169UgMwSRQFiCZsWDOkdYEh+opK25pMcEhxtBVb2wkbV+FvuGm4WpjRNIcOzvoscUlQPp3hMDzUDdQcJ9RhmlMi1mk9yoeZnKIpCNsGhIrqZOfiR3rV36+0ZQeS+bniU3k1kBQgsjdG00HJfJvroehcn7J/BcAzzP3ceGMPRc+vW+vvCYhkHJjJ49dWTOHqu3ehho9Y6i3Rgwjh/HLtQAMeEK8YHBV7MHFbKIlYrYosEbCvAODMwPQvBWFzvHIGzrTNK7a9H03Qomm5J9uywq7fsDRKeSO/IWWubUYofuq53nIOww9L2b8IiQYbWiZxl2cw0II40QUEuxIasYb+PMM1OSHBMbPbg/XG9C2/m4Gfo2SsSHNO2yHz68Ut44NnLKNTkUAPc/UBz8WwfKCZMyb6xNBaKDWiajlPLZqGU4lzvTfuha3Y0hQRHR9KhnzXnlHZExCYRUBSFX7h7HxRzoNrvIXkqn4xNegcYrnNR6rxzCc5iEHqhJikQWLot7NZIZfd3L5KieijJYYdZBA6a/E6MoVAiczth5pPsj9U1R8mr9M7RFCF/m+EUj+EUj0JNQlVUkPRw3dE0hXfdtRevu266RSbUb0YpLtibPFH8DZ2488AYapKKp8zQ3pNLZVwxlcXsaBpLJbHNhr/kcFI9MG447z52fh0j6eCufIOEXmYOn3rsIm75/a/j2MUCRreg1FDgOjdXCWKR3rkwSt0MqcjfwK0RbmfIk5xNescxhplDDFEL3fCSLpT+6N9fwJ1/9M2e1Xd5E6V3JFSWFEjLJEMpG35GiWD/gDNK/chRSvEs6rIK1adDkB1x6GYTHN1GW//td8/iA59/Dhs1KZbNNUp0M3NYMAfuX7ZnGJKi4Zn5Iop1GYcmMhhK8a6MUjOYkcd/uGcfPvNLd0Syee8155SiMHJw4tVXT1puPn6vjR35BNaqUiRGKXZmnEjvAG/5OF6RT3Ke54uMyIX2NTWbYH3PKJFrJZ/iBp5RisPMIQrZVsdCSfbevRVYuu1eL9QkCCxtuahpusEmey12fuM1V+KHr51uuVai7IRvJuzvI46m1+37RkFTxpxSVVRwcb2GKyezmMwlICkaNhxrLJG8kgKcqE2KdflFMZ8E9DZzePD0GsazAv70p67HB37kcB9fWTTwcharSwooKloZsJs9OFE+NVwKt175bOQatDNKAtMqveOZbeldrDh2cQN/+72zqIgK1qvdpSLk+5thjTmc4sHQlOV8RbTCkyEZpWxLoRSeURI4JjZ78H7Qq2QTJtrdIGjSwdHdvG40ek1UsFwWsVqROpo5DApIkevWwSMd/5tnjeyETz52CQBw+/4xQ6LjMqNkZw5yCQ7XzOQjeZ17THetKIwcnGAZGu++ex8A4372AyKRWyqFP/RXRWNzTPEMEhxjuWxFyigl3ZnATq/Hbb4sl+B8S++IzGMoaZh80NTgMUpNM4cIZ5RIoRSBEUBGcJc8+pbeuTBKpKFDrn9V033L5+xFRT/tweOE/T2Fdb1zQz7F4dqZPL57asXKYzw0le24rpC/P5nNSQusxdC+GDKUAGAsK+DEUrnjue+pSxu4ZXYYb7xxZyyNs7jhRXpXlVSkOCZShtDZFC3Um4WS25y11GNdIaGzLa53nEN6t80oxQdRUfEbnzlu/f9aD039annzrDFpmsJYhrdyRUig4kQErncEpJseBgJLx2QPrvXNzAEAqiHmlKwDRYQ3rxujZA/GDeN01Q90m1G6XKxDYGlcvcModr749AKmcgkcmswgn3KfUbIKpYjf9+xofIwSAPzcbXvwwK/cjV22AE0vIBK5KNiRiqgibcuCmTIfe7MYpaqkus6X5ZJscOldigPLGAGGCwNmEd6QVbA01SY1DINMpIwSF430rm1GSbIKpOG0bUjbZ7FjZ5ReNNK7Fnv3eM4XP3T1FJ68WMBXnlsCAFw5lbUOsIuOQokwSna3t/2m/P/FYOQAAO+7/wBqkoLf+9Lzbd9bq4i4tF7H9TuHNuGVRYOEB+md0aSKViFlud6Zz12sSZZywa/0DmgaOjhzlERZi2XMoRtekoXS3EYddUnF//ny/QCaA4ydsFoRkUuwfXPYcGI8K1iF0nJJRJoPHyZKfn86n4hk9iouRqnuMZgwLAi9WwkxpxTXjJK9O2SEH6sWUzPojJJzwNOOhWID0/kEZszipCIquPvgGCiKwlCSR7mhtFnYWjNKEctUrprOgqaAQ5PZSB+XgKIoXDnl34J/2mS4onC+qzqkbmQTi9EIt8MAACAASURBVNIsJe+TUXKX3nkvtgjss2tAu1vg5WK9bR6j36jL3iyx/cAyc4hxRkny0QDiGLotCmDDFmNgLwb8fhZ29jGOTKPNgMDSIIazccmo33TTTtAU8PffP4cUz2DXcKrJKBW7M0pAU3HyYgibBYCDk1n84j378dlj83j03HrL947PFQEA1+/auoWSwSh1P4stl0WMZ6KVUvIWo2SsswXTPZGm3F3vyLrSaf8h0rvWHCVm2/WuX9g/nsE3f/1evPHGnQDQU3q3WpEwFtKOOwzGM0KL9C6s4x3QLJSicLwDvFtu+oGoqJAUzbph4gT5PEIVSjFI70bTfEuAp6hoUDUdP3r9DASWxr6x8LLJONFtRulyoY7pfBJDKc46NN1zaBxA89DgtIku1iRQFCK/JvaMpvG9/3I/Xn7FeKSPGxakmImGUVJa9N7ksaO8XnMJ1rOZQ1VSXbuauQ4HdjfUzaHkQk0Gz9DWdTQ9lLQ+s4fPrOH2P/wm/uwbpzw9ZlxoyFpkjpgETUYp/CE216FA9eMw5cYoFV2kd4D/YkdgGatB9GJhlCiKsjrmfmW5XjGVT+DlV0xAUjQcnMyCpinrkOxklMqOGSWgaSj1YpHeAcC77zGk0E9e3Gj5+lOXCqAp4NqIJN2bAS/qnqVSwyqWo4J9RklUVNQkFcMpztWQivwc0HnOiEjv2u3Bt13v+gaBZawOyUaPQmnFllS9GbAzSislEeMRFG3E9S6qg7ZxM0TLKBEZXD9MNIjEaX4jeOe+l+Y2CO46OI4zK1XMbRjFEnHmu25nHsd/+4dw+wBkJXUD5+gy2XG52MD0UAIURWHHUAIUBdxlhiSSg1XBwfYW6kZ3OkzuVyfMDCUHztUpytBZp3lCXIxSWVSgeTBFMRgllxmlpDGj1IsBWiw2cP3vfBUPnV41rPJTTYvs2dEU5jZqKDVkfP0HhuTof379FD7zxFyAdxUNDEvsaLfcfJLDf/3hq/DGG2dCP1Y2waIiKm2fuy/pHdMu+ynUJauQs8/hBFEKEAbtxTKjBDQ75nEa87zZzCq70mTMeZbGWIZ3nVFiaKqli99klF4cZg5A80zhPLM8PVfAocnsQIS1B4UX17ulUiP0nLsTDE2BoSlIqmqpCvIpvqMjshdGiaWpFml40x582/WubzCyJzwwSjHQlH4wnhWwWpGgajoWS9EwShxD4z+/+gq85ciu3j/sAd3yfoKiGZAZv7yM2EN7Dct0A3n/UTrJ3GsyLN85uQKgNf9gs6SgfkA6wKKiYa0i4ve/9DwkRYOialgqNSw77iuncrh174iVJUKkOgWHjMuwRB9suWHUiCpLqSoqLfkUZEYpysI+l+Sg602n0F6vx82eNptgoekG49QNZ1YqkFQNx+eLbdfF/VdOQFZ1fOuFZXz35Apu3TuCl+0Zxh9/5YT/NxURGrLqO3DYC959zz7sHvU3++aGbIKF7vK5E0mxl4Kad7je6bqOjZqMIXM2KZfgLKlZEFaIzLS9WKR3gFH8GTEH8b2n+6+cwD2HxvGaa6asr03mEm0NmHJDQTbBtjSMbtg1hNddO201sV4MYMwDeF1ulbU/famwpeeTgN5mDpKiYbUiRXKOdIJjKMiqbqkKhpIcEmz7nDUASKrxGjutK6+9Zhrvvmdfy7VIzIKaTpzb0rvYwdAUhlM81nvMKK1UomFxgmI8I1hF0txGDbMRmC8AwHvuO2AN0odFHNK7shl+2A9GKcWzmMolcG611vuHOyAO3ez+8TR2Difx7RNGoVTZRKv6IKAoY0OSVQ0Pnl7Fh753Ds/MF7FcFqHpzRmcP3nz9fj7t99i/R6ZZSALbk1ScPTsGpZKDeRjkqgMKqYc8zZBURGVFvOEHTEwSkQuUfKYT+d2HZMh3l6PQQ55l9ZrLc5qAHDjrmFMZAV89KHzOLVcwSuumsCRvSNYq7Znx/QLjT7NWwYFmUtxOt+JijETyXhgcXmH611D1iApmsUo0TRlNUECFUomA/likd4BxnuJS3ZHwLM0PvbOI7jvygnra1O5BBZNcygCUii1vD6ewV++9aZIivFBgsC1StSWSiI2ajKumfE/SzpI6GUPTsY44iiUyP1fsOVxdZLe9bIHv33/KP7La65s+dpEVoCkaNZ72Jbe9QnDKc5KiHdDQ1ZRbigY20THl3EzM+nx8+vQ9Ghyj6JGguueTeAVDVnF3z94DqKiWoxSrg8zSoDh/heOUYpeN0tRFO49NI6HTq9CUjRLehe1Y02c4BgKsqJZ8yQLhbp18CcucwmOaWEXhixGyWhifPLRS/ipv30ER8+tvwQZpWhCZ53Su6k4CiXzsN3L0IGYkqRdpHfkwN7L0IHMV1zaqJuSzOYaTdMUXn31FI5dNII27zk0jlyCg6zqLV3kOFGsyfjA55+1IgfiMHOIEuSA7JwPE304j/IsDU2HZcJC7l97EUuKgiCsEFkjBvlz9Iu0wMTmeNcNk/mElc9IUG7IyAovjfXVaZRElEWbOWYRBXqpe8heMhVHoWQaSZAGZz7JQegwltFLeucGQljMmSMS24VSnzCS5rtK79YG4OYhF8fDZ9YANIcrBwlRMUqfeWIOv/tvz+Po2fUme9KvQmk8jXOr1cC/33S9i3YTv/fQOKqSisfPr1uyGLfZjkEFZ8pxyAH1crFuWTcT6Z0TzRkl2fyvcR/+Hy/fb2USvVQwnU9gtSKFvr+c0rsdQ0nsHUvj0ER0Tn+ELehV5BBTEjfpXS7pfmB3gmz4c+s1FF3Cl4nMaDwr4IrJbPO1+bQeD4rvnV7Bxx6+gKNnDWctw8xhcLdcUkS7MUpeTSicM4nk/rXPJpG/UxB2jbzGF5P07tVXT+FHrp/u+/NO5Ywwa/u6UnJhlF6sSHKM1bwDYJur2dqFYi/pHZlLi4dRoiCrGqpmcygtMKZduf8cJTeQs/Cl9RqYiKMWuuGlcUd0wXCKx4W1znIrkqE0EIXS2TVQVHQGDFGiV9q1V3z2mDFsvVGTQBQy/ZKZ7RtLY6MmY6MqWbMyfhDXgOGNu41A1lPLFetacDtgDio4xnDCIoWSPd9mukPAazZhzA+Sgxbpxjup+JcCSH7JRlXGVD74AdFwvWteNwmOwbd+/eVhX14LSJHTSzZX7SIhtUvvREXFQqHhmvVGGKW5jToYmmpjGo/sHcF4VsArrpwARVHWayvW5cgdn9xAMu/OrVZxHwy2fGITJdy90GTyWgtJSfEe+m13vkryjBW9YWf7LEYpQKGU4hlQVP86yf3Af9ikxg9hFJZLopXvVqrL2Dn84pLYdYIzo7Bok4ttZfTKUWoWStGvRTxrSO/q1iw1iwTbwfWuR46SGyZMddXcRr2va8CLZ7UJiNFM9xmlVVMLuan24OZzX1irYWYoOZDdNC9OK71wbrVqSWVKddkaCO8Xo0RCR8+tBWOVSNck6oBc0oEt1uWuB8xBhaFb1q3Fc75gMEoZgbUOxU4wNIVcopnJ05C1SE0ythKILW8v05lukFUNsqojHfPaQQ4ZvaR3xNEy5fJ6SEe71JDx4e+dw2v/7LuuGy3Z8EkR7mSUOIbGl957F37r9YdbXpvfjKagILKm8+Z6MugzSrku0ju/hZJoDmoXXQKiScc+yD6WEVgkOWbg3Cm3IibMg7Ld+a7cUPomdd9sJDmmRYZbrJOifmsXSkKPMYjFUgMcQ8WSi0UKparNdCrB0a5yZ6nHjJIbyDW7XBa3C6V+YjjFY6MqdRzwtQqlTZxRSvOM1X0bRNkdACRYBpJqyGmC4nPH5ixHpEJNtmaU+qWZ3mvOfp1b8V4oXVqvYc28RlYrIpIcE7l1NcfQyAgsCrVmobSV7EuJExYplC4XjRml6R5d/aEUZ0nuBn2+I06QDnyYQokUGnEf1L3K24g0w5VRShJTAQXfP72Khqy5vvfFYqvFrZvJx0SuGahtzU95zHkKC3IAJXLeQb+GCaNUcRZKsuZZTsybLpf20EmgNSMoDKO0czjZc93YhjcQVnWxpVCSXzLSO8FhMlC0Qqu3tlmQwNJoKGrHM+1yScRENhFLs4FjyF5vrCFJnukYHRNkRilrOkT6/b2weMkXSiNpHoqmt8kN/vRrJ/GvT8xhtbL5M0oURVms0oHxwSyUiNxMCsgqaZqOfz02jzsPjCHNMyjUZVREI9OhX0zCruEUGJryNaf0i//4BH7pn56Aomp44Nkl3HMoHgvVfJJDoS61dGq2CjhTt2yX3hkZSu7zSQRDSQ4bNcIoDXY3Pk4Q6d1aVezxk51BNqqoA0+dSPMsaMoLo9S54CcHtfWqhCdNhnmt0looyarhfHTL7Ij1tV4mH/1mlOzSO2DwWdGmmYPbjJJ/6R0AS3pnZ5RIJztIofTL9x/E595zp+/f20Y7iPSOXKe6rqMiKlaj4sWOpKNQKtSM80bcrHvcEFgauu6eXQgYDaa4pMckcLomqVYGUsfA2QDSO/tZuJ/xKIO7avcJpLvlDJ39xKMX8cGvnMBSqYFsgt30Qxq5OPYPKKNEaNCgA+cvLJYxX6jjDTfMYCjFW4ySM9MhTvAsjV3DSV+F0kKxjsfOb+D/+84ZrFbESIIf3ZBPciiajBJLU1tKo8+ZlqGkUFqvSji3WrXsqTshLbCWY9hLuVDqtEb5QUOO3pHRDTRNIZfkehYjpOB3c70TWAYCS+PhM2vWNeMsElfKInQdeNmeYetrvQI7vcoCowJhlOYLdTRkFfUBv4ZTPAOGptqkd8W67Pl184zxc6RQKtZkCGxrRtAbb5zB7/zo1YGG5nmW7ijX3YY/5JMcWJqyFBFVSYWm4yXDKLnNKBnZmltb1kkKiE5nsTjCZgk4M3C6JqlI8oZE1vk5EwRhlIDmnNK29K6PIN0t55xSqSFjsdTAl59Z3NSwWQLyGgZWemduhG43hBc8dcnoHB+ZHTFDxSSUO+SsxIm9Y2mc9VgoyapmmQ38yddOIptg8fIrJnr8VjAMpThrRinFby2NvmXmYHMYKjcUTHdwvCNIcowVsDvo3fg4MZTiPQVjd0MzDDn+g7p9tqwTeklIc0kOj1/YsP7fySgRudDukZS16Q8lu0tmyAGwn4XSaJqHrgNf/8ESJEWLLAMvDlAUhYzAthS5NUnBM/NF3LjLWwgnZ0nvTHtwR74VYLgtvu2O2Whe9DYCg6IoDNtcfwmTmH2JFKIJjkFDaZXevRiiJwj722lm3CiU4mGUBFNmX5OamX2G0Zf/HKVOIIY4/XQQfWmePGwghZK9WysqqnXgX62IA+GrP/DSu5CM0lOXNjCc4rBrJImhJGcxSv0vlDI4v1r1FEpJrhlyGPrha6ZjO4gOpTgU6jKqkrqljBwA24ySY7Hc0cHxjiDJN+1b67I6kCYm/YDXYOxusGaU+tCFyyd7F0rE+j/dwb0xm2Ch/v/t3XmUY1d9J/DvT7tKVaq9q/fNtPfd7bbBgE28kZDgENaEZIwnhEkIw5BhFkjCMpCTkGVCwkmYE2AIhkkInBACgZyAMZjFBHDb2AYMeG334nZ37Yv25c4f796nJ5VUpaWenp70/ZzTp7tUUunWbenp/d7vd3+3rOy1obVB4hmzF8hoDHt0l67NMkohvdavG+3B13JFpPIlXHPQKg388DefAgDceL47F1K2irkgY3zvqQUUSgrXPae5kmK7mUOxso+S25upUvsmExF7CxSTSRyUjFK99uD9UHYYDTUOlFaz1jmEG3soAZUNZ9P5kr08oDYgNdpp5gA4AiWW3nWPCZTmHR/E5oPCnJBOjXh/oH/xxdvxK9fsbattdTdU0r3tZZQeOrGMy/aMQUTsoGAt1/09HfZNDiFTKNk7P2/EvGbe+KLn4PztI/i15+5zbVyj8YjdzMFPm80C1oGwULK63u1yrEvauckapaGIM6NUQqyLB8ZeMz4U7jCjpEvvupFRioc2bQ+e3iyjpK9qX3/uNoSDUnV8BioZpe3JmN3auJlSrmQs1JWMkim7u+bAJADgoRNLuGzPGLa5dIKyVcaGIva6QAD41mNziIQCOHJgYoNHVZhAyWSUFtMF33cR62cTg55Rqmnm0A+vVftcbINOoW5llEwzh3S+hKGoCZSsz//aRl/5UhnhoLTc/KqyRokZpa4Zr5NRMlccX331HgC9sVPzdc+Zwh++7BKvh9GQKYuqt2hvM2u5Ih49u4rLdXmHuaq55kHpnQnM0rnNfw9TDnTJrlH821teiIt3jbo2LmtO8uv2wvED08whWyhh/9QQTNXgZt2rhiKVNUqZQgmxAc0oAcBkIrqu/KwVJkPeKxmljdYoAZXOd0cOjOvfvfrCxbPLWUSCAUwkIrhoZxKTiQiGm9hbrJn1U1vBnJAcmhm2L8bdfEFvZ5MAqyHGsiNz+a3H53B433gLa5Sqmzks1ym9o97hDJTMec+gZJRqu7EtZ/rjtWoqL1J1zmFmV63/62mXtrsx7cHT+SKGwtbrqLIso3o8+WK5ra1UuEbJA4lIEJFgoKqsxXzIP//QFH7jBQfw85fu9Gp4vtEoo3T/0wt2i+dGfnByGUoBl+lAaTQewXK6gNVsEcNdvrplv6mbKCE0C8zd2I+g1lg8jEJJYXY1h+EGJ5e9KuxIx4/Gw/Z6u03XKEUqH2S5QnmwM0qJsN1BrB0mo9StNUq1XURrremmJI0+KM3J2uH9E1Unc8azK1nMjEYhInjd8/bjq//thqauTCabCOK2wlndSWwmGcP+SSvjddOFM64/b6dMNh+wGmb85NlVPP9Q8508a7verWYLbL7QwyYTEfsihLmAMCj7KMXCgaotTZb6JPs52WDdPQBkCu5uL1IJlCql8ubiXN1AqY1gZzrJ0ruuE7E23lpYc2aUKjs0/95LLmy67GCQ2QsIHVdoiqUyfvnD38X773p0w8eaRg6X7a5klPKlMs7qjoPdFLXf1JuXEFZax3chUNJXuk4tZTDUxJXzXmJahpquXzvH4hgfCm+65igetvbmKurHxiODe7iaSEQ73Eepe80cmskopXVmtFFTkt1jcewai+PgVAKTwxHM1QZKy1m7zj4UDDR9gjMaD29aFrgVnCUul+0Zw3kzIzhvZsT15+2U2VcQAL79xBwA4PlNrk8CHIGSLr3LFss93elv0E0koljJFpEvlu01SoMS2Jr29LliCeWywkq2TwIlfSGyNgsPwC5ld2s/N6txk0I6X7KrBSoXn6vPqfLFMsJtZJTMhVbfNHMQkQkRuUtEHtN/jze43+36Po+JyO36tiER+aKI/EREfiQi73Pc/3UiMisiD+o/r+9knJsZr7liaa6s9MObpltidVpSLqTyyBfL+Objcxs+9qETS9g3OWRnZsy8p/IljHS5zKxRmriehVQOoYB05YNlVHf0WvWgwUWnIrpuOas33Lxs9ygu2b15Fy2zGDRdKA38GqXJhLV2pNzmhs7dag8OWFmbfLG84XtoLbdxU5LfuflcfP5N10FEMJmIYKGmPXi7nZu6FyjlkIgEMRwN4fd+7gJ8Tv8uvW40bmUDS2WF7zy5gGQshIt2Nl9SXNuaOFso+Worg0EzoS/yLabzjmYOg3HeYz7rM/kSVnNFKNUf53z2vnt1SrUzLu/DGA0FkC+WkMmXEN+s9K7UXkZpW9J/a5TeBuBupdQhAHfrr6uIyASAdwG4BsARAO9yBFR/ppQ6H8AVAK4TkZ91PPRTSqnL9Z+PdDjODU2PRKsW7y9nGCi1Khpen4kxc/rkbArPLmfrPg4AfnpmFRfuSNpfO1t0djsoaGWt1fxaHuOJSMuLEdvhrJ3202azgF7gWVR2J5x3v/Qi3HnH1Zs+zmScMvnSQHe9A6yLOSV91bMdXW0PbjZ23SAgSeeLG76OY+GgfWV0omZ9llIKz65k2+rc1Ezr8q1wZrUSyIWCAd9kVcxxZjlTwKmlDPZPJRBs4fgWq/kcyDGj1NNMmdb8Wh6r2QJCXdzg3Wv2a7VYxnK6f875RqIhRIIBzNXZoNzufurSe9JUj6TyRUdGqUHpXZuB0mQiioD4q/TuNgB36n/fCeAX69znVgB3KaUWlFKLAO4C8GKlVFop9TUAUErlATwAYHeH42nLtpGoXVMOwH7TDEoKeivUaw8+u1qZ03sbZJWKpTJOLKRxwLG/iLN71XDXS++a3w9qbi1vf9C4zRko+S2jFA6JXXoXD1t7QDVzdd2cSC+lC1CqOyf5vWqyTnfOVlQ+ILuQUdLv2Y2CulaakkwOR5DOl+zfYTlTQLZQbmt3+dF4GKl8CcVSe905m3XWxb1K3GRaeS+l8zi7krVb8TYrFqpcPS7o9R/MKPUuex/JlJVR6uYG715zZpT66eK4iGByOFI3o2SX3rl00dFq3KSq1ihFw/XPqdpt5hAMCH712n24/tzpzgfcpE6PYDNKqdMAoP+u19ZnF4ATjq9P6ttsIjIG4BdgZaWMl4vIwyLyjyKyp9EAROQNInJURI7Ozs629UtsG4libi1nl7WsZAuIh4NtRbuDKmbX+zoySjpQCgUE9z5RP1A6uZhBsayqNmJ0bhzZ/YzSxrtaOy2kurfHlvMA7reud5FgEGtZq7Shlc51JnVvymIHOVByntC0w3xIdeMqnFlDl843fg+lcsWGHe9q1QaJdmvwNgKlZNwEce7upXRmJWdvhOsn5iLVUqaA2dUcpkdam2PnZpfdzGJSeyrvrRxWs4WBKbsDqkvCTKA01id7ftVrgAPA3svQrTVKkWAQpbJCvliudL1r0K48Xyy3fRHlPbdd3NXmOJuOUkS+IiI/rPPntiafo97lCbvQXkRCAD4J4ANKqSf1zf8CYL9S6lIAX0Ela7X+Byn1IaXUYaXU4enp9iLMbSNRFMvK7iplbTzmr5NRr5kX/HKmgM9+/yTKZWU3O3jhudP49uPzdTdxPTafAgDsn3QESo7sSbebOcTqNKVoZD6Vt+uB3eYMHn1XeqczSkBrB2hzRcq8L906uPtB54FS99Yo2WvLNgiU0vlSw81ma9UuTjZlvO2U3o02URbYqbVcEc8sZez9nfzElD3PruYwn8p3lFGyX3MDUsrlR+a95cwoDYq4I1BayljH1X7IKAHW/2u9Zg6ZfAmRUKClctpWhEOVn7uu9K64NV3vvLDpu0IpdVOj74nIGRHZoZQ6LSI7AJytc7eTAG5wfL0bwD2Orz8E4DGl1F84nnPe8f0PA/jjzcbZCXPV7OxqDpPD0b7ZeKybzJXqj3zzScyt5bFjNI7ZVWtB88+cvw1f/clZnFjIYO9k9cnDsTkdKE1Vbh+tWqPUw+3B1/JdaQ0OWAcb03rTb6V3zvR6K0GeuW8lo+SPg6obOg2UcvpDqRvr6ZxryxppZY+02k3BO9k00Rxb3FyndN9TCyiWFa49OOnac7jFlN49fnYNQGXhdLMCuuV7tuDIKA1wE5ZeNxYPIyDWcWV2LdcX+wg1K+YoCeun0jsAmEpE8IR+DztlCiVXL7Q6P+vt9uCNSu9KZd98pnc6ys8DuF3/+3YAn6tzny8BuEVExnUTh1v0bRCRPwAwCuAtzgfooMt4KYAfdzjODZkPg7O6VGwlU+ybN0y3mCvVJot0bC6F2bUcpkei9vqjZ5Yz6x53bD6NRCRot3wErBPkcNA6ofOuPfjGgVK2UMJarti10jsRsa/2DvksUHK2AG2lDMdc8TPBATNKnWWUurVWpNmM0lCTpXdTNV2cnl2u7FHUKrvRhIubzn77iTlEggFcta9uE9ieZk6UHzuzCqCyuWMrouEAM0o+EQgIxociOLWUwY9Pr+DSJrqR9ot43dK7/jjvmxyOYD6VW1fFY3Wjc+9z1PkZYyoGtnrDWS90Osr3AbhZRB4DcLP+GiJyWEQ+AgBKqQUA7wVwn/7zHqXUgojsBvB7AC4E8EBNG/A365bhDwF4M4DXdTjODZnygrP6SuVyhpvktSrg2DwyIMDTC2nMrmYxPRK1gwlncwfj2HwK+6cSVQtIRcRuh93tZg6Nrn7UMies3WrmAFQO4n7bcNaZXm/lIL0+o+Sv33srxcJBDEWCHWSUSl2bP1Obns5X1gEppao+KFtp5lAJEq3jx5nVLCYTkbbKNrqRUfr2E/O4ct+YL1+vI7EwRIBHz+iMUould4BVXZArlu3y5W52p6LWTSQi+MajsyiUFA77MLhvl8lmZAolLKcLiIT8051yM5PDUWQL5XUXq9IFdwOlcN2MUv29Kfuq9G4jukTuxjq3HwXwesfXHwXw0Zr7nET99UtQSr0dwNs7GVsrpkdqMkrZAs7f3vubA/aaiUQERw5M4AenlnF8Po25tTwObRu253euTs3ssblU3X06xobCmFvLdX0fpXDQqt/drJmDubo92aWMElBZp+S3DWfrHTybYX5PBkqWRgt0m5EtdK/MwS69cwRGX/3JWbz5k9/Hv//ujdZGwsVy02uUhqMhREIB+z13diVnH1NaZS6AuRUoLabyeOT0Cv7rTee68vPdFgwIRuNhPD7bXukdYJ0Y5Qolu3yZGaXeNpGI4DFdpuXHLGi7aps59FMV0aSjAsF5QSqbd3ebjUi9jFKoQUapVEbEJxdReASDdUI2HA3ZGQ+rmUP/vGm65TNvfB7+5BWXYt/kEI7Np3TXpCjG4mEEA7IuUCqUyjixmKlan2SYMrNuZ5QAIBYKbJpRMnsUdGuNElDpSOW/NUqV6yGt1EebK1+mmYNf6pndsndiCI+dXW3rsbli9zbsrVd698TsGlL5EuZWc0jnrNubzSiZTWfNGqWzq1lsa7P1dqWZgztd777z5DyUAp73HP+tTzLG9IbBImirtDgWDiJbLNkZJa5R6m2mIdG5M8N90/WtGbWB0lgfnfOZ/9Pac66MyxmlquqR2jVK9Zo5DEjpXd/YNhLF7GoOpbLCarbIQKkNu8biiIWD2DcxhKfmUljOFDA9HEUgYJ3o1JbenVrMoFRWVR3vjLEha5GpF+tSYuHgpmuUzNXtqS51vQMqwaPf2oO3vUapOhxlYAAAIABJREFUpvRukDecBYCr90/gkWdW2lpfky2Uu3Zl37xnnYGSyeCk8yWs6ZK8VkpIp0eidhOHsyu5tkrCACvYDgfFtYzSV39yFolI0NdrPczJ8sRQpOq92ywro1RmRsknzMW+q/ZNeDyS7nKWhC2l+y2jZDqFVlcgpF3OKIXrNG6qrPuuvvic81HpnT9G2QXTI1GcXc1iTe+v0U9vmm7bO5mwT5Km9AnN9EjUbvRgPKVbgzs3mzWS8TCGo95sfmcFShtnlMyV/W5mlMwapYTPAoaq0rsWAqVIKIBQQLBoSu8G/Mr0NQcmUFbA/ccWW35sttC9jFIgIIiFA8g41iiZDE4qV0Q6Z/27lRLSXWNxnFrK6G0H2g+UrPWPYVeaOSym8vj8Q8/gpZfvbCvA6BXmONNueWM0xIySn0zok+qr9w9O2R1QnVGaT+W6ttVHN5jfZT5VfXE628WMkim9M58H6/dR6l6DoU75Y5RdsC0Zw9nVnH2lMTlA+wlstf2OFuCmm93UcHRdGti0r9xXJ6P0qsN78BaP6vyjocCG7cE//9Az+NA3nsStF810dYO+6ZEoggHxpByxE/XS8c2KR4J2ydWgZ5Su2DuOUEDw3acWWn5sttC9Zg6AFQQ1zCjlTEap+dfx7vE4Ti1mMJ/Ko1hWbQdKgHURxo2M0qeOnkCuWMbtz9u/5T+7m0zmut3yxljYtAdnRskPdo3FEBArYz1IwkHrQlymUMLZ1fbXPfYik1GqvTidKbibUYo2WI8cDwer1qwCZo2SP44N/jrjcpEpveu3fvpe2OcMlBwZpUfPVK+veOjkMnaMxuoeoK49OOnZPiTRcHDd1Q9jMZXHWz/9IK7eN4G/fM0VXR3Xa47sxeV7xn3dzMF0RGvWUCSIVZ3lHfQr0/FIEJfuHsX3nprf/M41csUyxoe696EUDwer9lEyGZxUvmi/HlpZr7ZrLI5csYyfPLsCoP2TeMBq6LDVG84WS2V84t+fxrUHJ3D+9uSW/uxuM6V3bZc3hoJYShfs8uVBb8LS637xil24ZNeYLzdI7lQ8HMRKtoCldKGtVvi9Kh4JIhEJ1i29c3MfpbAzoxStCZTyXKPke9MjUaTzJXuvH65Rat/u8SGYijkTBJmMkrOv/wNPL+LKvb2X7o+FA/ZmibXOrGZRKCnccd3+rp8AJGNhHDngv6t+Ecdu3bFIa4ccZ5lAq4/tR9ccnMTDJ5erWm83o/sZpWD9jFKuhJQeeytr7XaPWydxDzy9BACYaaMbmzEa3/pA6aGTyzi1lMGvXLNvS3+uF0zpXbtzHAvr9uBF0x6c79teFg0FceFOfwf37YqGgzixYJ3zdZKl7kWTw1F7SwUjm3f3c8AZ+DgvbMYi1RmlYqmMsoJvMkr+GGUXmDeJ2ZGcGaX2xcJB7NBXfE2t7NRwBIWSsk+Yzq5kcWopgyv29t6i51iocTOHlO7Y5bdNX70Uduyv1eoVpLjOnkkbj+1HRw5MoFhWePD4UkuP62YzB0AHSo73kAlMUvkiUu2U3k3EAQAPHLfWZ3Vy9bde6d3773oUPzi53PbPXNKdGff1wVV5u/SuzTmOhqo3nGVGiXpVLBzA8YU0gPZa4fcya9PZOqV3XVijFA8HEQhULpDGaxpk5Uvlqvv3On+MsgvMhwIDpa2xbzKB0XjY3mywdi8lc8JzZQ/u22Bq7OsxV/L91lDBSybAiYeDLTfnMGUC7Ty2Hx3aNgwAOLGYbulxuWK5qyes8UiwqpnDsm7mkM6X7EBpqIWud7vGrEDp+/q40cl6gtF4CCvZytiyhRL+8u7H8IUfPNP2z7TXXfls/WA944nOSu+iuhlOZcNZnmZQb4qHgzipj6X9VHoHWFU8T86mUNRBSb5YRrGs3C2905/1iZpje+0aJb8dG/wxyi7YN2mVi33x4dMAWHrXqRsv2IYbz99mf22aOsyuWlc4Hji+hEgwgIt6MOW/UXtwk1Ea9MYCrTB1y/E21lYN1ezFMOgaLdLdTK7Q3Q5Dtc0c7DVKuSJS+vZWMkojsbDuVldEMhbq6PWQjFkZJVMGbLJLa9n291Yy6+i6vUG2G0xQWq/JTjOs0mVrw9lgQHzdAZD6WywcRKFkHQf6rfTu5VfuxqmlDP7hvhMAKhuAu/lZGrU/62sCpZpS7EpZrj8+13kE0/ZMDOHDv3YY52wbxs7RGDMGHXr9Cw7iz199uf21aRM+azJKTy/i4l3JnnyjmA0T66lklPx/QtQtdkapjTVG5qDuxX5avSgeCWKoziLdzWSL3V2jZGWUrPdQtlBCXn8wpnJW6Z20sUeaOYHvpJEDYFULlMrK/uBeSutAKdd+oNRPGaXD+yfw1bde3/a6lWgoiJzOKPnlijENJnMMEunuVh/dcOtFMzhyYALvv+tRrGQL9vHYzWZQdkap5jliNc0c8j5bv+iPUXbJTRfO4F/f/Hzc+7afYZnPFjMZpbnVHPLFMh4+tdyTjRwAU2Nfv/TOXA1vpWxo0IUdpXetsjetY4th2+RwZN0i3Y2UygqFkupq18ChcOUKorNxQipfQipXQiLS+h5pu8d1oNThlV9TVm0ySWZ9UaqTQClb9GyDbDccnB5u+7GxcAD5UhnpLjcQIWqV+VyZTEQR6rPMp4jgHS+5EPOpPD593wk7o9TOBctmRRpllGqqdPy2dYA/RtlFIsIgyQWj8TBCAcHcWg6PnF5BvljuyfVJgO7a1KD0LsOMUsucCzxb5VyjRJbJRHTdIt2NePGhZHW9s94rzsYJad3MobaGvRmm812ngVKyJlBa1Bml1Q5K79ZyRc82yO41JjhazhR8c8WYBpN5rfZb2Z1xye5RjA2FcWw+ZWd0utHMofb8aN0aJZ+V3vFsj7oiEBBMDkcwu5rDA0/rRg69mlEKB5Bt0B7cXqPEE/emhYPWyWM767riet8lXpmumExE8Mxytun7m+xorIsnrfFIyP5gNOuTAOv9IyJtXWjYpTNKM1tQegdUMl3LGSvo7KT0bjVbbGnNVT8zr7OVTIHvW+pp5nO83zreOe0YjeP0UhaZgnV8a2etcLMafdY7S7EBx8U7n1xI8ccoqS9Mj1h7KT1wfBE7R2PYPtqbXWZioSDyxTLKZbXue+l8EUOR6taXtLHIFpTeMTCtaLX0zos2zUMRa5F0oVS2Mzcmy5TOFVvaQ8kwpXeddLwDrGYOwPqMUieBUipX7Iv1SVshyowS+URMZ9n7NaMEADtHY3hmOYtM3rpg5mpGqcFm4jHdCdPwW9c7Htmpa7aNxPCdJ+cREMH15017PZyGzAllrlhed2UklS+5uhiyH9lrlNrJKNld7/xxQO0GayPBPJRSTZV6mUCp26V3gNUOfEW3Bt8xGrMySpC2Su8OTlld2PZ0uFeRnVHSpXZ2M4ctKL2jynt1OVPA2FB/LZCn/mJnlPqsNbjTjrEYjj69aGf43WwPLiKIBAPrzpHi4SDypTKKpTJCwUCl9M4nF0B59kFd85abDuFF529DQIBbLpzxejgNmQ/6ei3C022urxhkpj14OxkN80HGEp6KyYS1efNKkyf25kOpq80c9AdlJl+yMzc7RuPWGqV8sa3Su0MzI/jsG5+Hmy/o7NjRqJnDaield7kihmPcUgKovM6YUaJeFxuA0rudY3EsZwqY1x2H3f4s3ZaMYmdNtZBpIGGWNPit9I6XwKhrLt09hr/+lSu9HsamzALDXJ11Sswota5ROr4Z3Edpvclh6yr9/FquqY2xvSq9A6xSVbMWaPtoDD89swoAbZXeAcAVW7Cu0ZTIrdiBkvV3vlhGrlhqaoFxtqaj21q2gN26ffmgM/PCNUrU68zr03Tl7Uc7R63j0pNzKQDu7wH5L296/rquwOaCZyZfwnA05Gjm4I9AyR+jJOqiDTNK+SL32GqRvcCznYwS1yitYzadbbbznakN72bpXdxZepctIB4OYiweRjpXxFqu5GlWNhgQjMRClYxSpjKPplnLRk4spHHJu7+EB44v2rex9K7CnPyUlX9OhGgwDUJGaYfO7jxxdg2AtXWDm8YTkXUXm8w8m3Mqe42STz7XeRQjqmG/qetsOpvKlTDEE6KWiAhuOG8aV7XRDt5k77hGqcJsjNjsprOVMofuZ5QyBav0bjQexlA0hHShhLVcwfP2+slYeF1GCWhundKTcykUSgqP6eyYeRybOVicJz/MKFEvi9vNHPp3jdLOse5mlOqJOz4PAJbeEfleJaO0vvQunS/aV2ioeR+740hbjzOZJGaUKqaGTUYph4dOLGEiEdmwwYHdHtzDZg7JeAiJSBBKWeNpt/Ruq4zGw3bb8qW0FcgtZwpYzRU2eSTsWv85HaiWygopXVJC1a8zv5wI0WB68cU7kCuW7Y6a/WgmGYMIcHwhDRFv3pPO0jugsqwh4pPjgz9GSdRFZjFyvdK7VK7kyRWZQWV3veOc20xG6exKDrf/7ffwu5/9wYb3N1fvunl13+x/lckXqzJKhtcNUZLxkKM9eN4+UWomo2QyeXM6YErpjXUZKFliVRklnmJQ79o+GsN/uv6cvt4oOhIKYHo4ilJZIR4OevK7rs8ocY0Ska9Fw40DpXSbHbuoPXYzB5/s4N0NkVAAI7EQvv7oLJbSBfz7E/P2SX89dnvwLn4oDdWsUUrGwlVr+3oio5QpIlsoVV1RbmYvpTm9h5UJmExwxdI7i/N11s1yTyKqb4cuv/OqMsPOKNlrlKy/TaOnXuePURJ1kfmgb9j1ju3Bu8YEpcziVZsajuLBE0sAgGJZ4Z6fnm14X7s9uCdd7xxrlBwXGLy+2GBK7cz6pD3jVuliM4GSCZDmdcCUyjGj5MSMElFvMe26vfocNc+bdZTeRUMB32TyeBQjqlHbocUolMrIF8uen+QNkj0TcbztZ8/v6X23vDCpy+8u2JHE1HAUX37kTMP7etEe3C61yJewkikgGQ9Xldt5nVFKxqw1Sot6DyWTUVptqvROr1Fard5/iRkli/N1xowSkfd2jPZYRkkHSn7BIztRDXMVNFfTzCGdd39na6omIvjN68/xehg9x6xTeuG5U1jJFPD5B59puAeQ3cyhq6V31kfLWq6I1VwRydqMksdZ2dF4GOl8yV5nZJphNJVRSlVnlEzp3QgzSgCqS++YUSLy3s4xjzNK6wKlkm9agwPMKBGt06g9eFov2vb6ajjRpO5894LnTOOWC7cjlS/h20/M171vtlBCMCAIdbEePBgQREIBPH52DUoB0yPR6oyS1+3B9Ua9T8+nAViLugPSWjOHhVQepbKygytmlCzhYADBgFVSw4wSkfd2erxGKeaoMACsi9B+yij5Z6REXdKo9I4ZJeoV50wnMD4UxuH943juOZNIRIL48o/ql9/liuWuZpOMoUgQ33h0FgBwzYGJquDI64sNozpQOr5gBUrjQxEMR0ObZpSUUphdy2EoEkRZWR3z7GYOvIBiM683ZpSIvLfD6zVKtRvOlhgoEfma+ZCv3UcpnbPe5F5fDSd63fP2457//iLEwkHEwkHccN423PXIGZTLat19s4WSJxt/DoWDWM0VMTUcwaFtw1XBkdeld+bE4St6bdf4UAQjsfCma5TWckXki2UcmhkBYGWXzBqlkWjYxRH7i3m9MaNE5D2TUfLqIm84GEAoII6ud2VfHRsYKBHVCOk3da6m9M7sl8Kud+S1UDBgZ0UA4KYLt2FuLYdHTq+su2/WozIHc/Xy2oOTEJGqD2mvM0pHDkzguudM4sm5FCKhAGLhgM4obbzhrCm7O29mWH+dszNKXgd/vSTKjBJRz5gejiIcFE8umBnxcBCZvHXx2Vqj5J9jg39GStRF0VBgfUbJrFFiRol6zL7JBABgdjW37nueZZT0++S550wCsN5TZu2K1+8hEcF7b7sYkWAAY/EwRATDsc1L70wDh/O2JwEAs2s5rOUKiIUDXV0D1uuYUSLqHYGA4Ocu2YEj+yc8G0MsEmTXO6J+EgsH161RSpnSO145ph5jskv1Np49s5LFtmS020OyM0rPPWgFSiarVCiV7YDJSwenh/Ge2y7CM8tZANYaoyXdLryROTujVCm9W8sVMcyyuyqmo5WfrhoT9bO/fM0Vnj5/3HFOlSuWMRb3zzGTgRJRHVagVD+jNMSMEvUYEyitZNcHSicXM3j+oaluDwkj0RC2J2M4MJWwb0tEQiiW12/k7JXXHNlr/3s4FsKJxfSG9zeldwenEwgFBHNrOazlShhhx7sqpuSOGSUiAkzpnVmjVEJ0pPsX79rFoztRHdFwYF17cJNRYtc76jXJmM4opasDpXyxjDOrWezSi3m76a23nId0vli1+/pQNIhSuTezDMOR0Kbtwc1ms1PDUUwkIlZGKVtgx7saXKNERE7O0rt8sTw4+yiJyISI3CUij+m/xxvc73Z9n8dE5HbH7feIyE9F5EH9Z5u+PSoinxKRx0XkuyKyv5NxErUqFgoit649ODNK1JsioQDi4eC6jNLp5QyUAnaNdz9QunBnEodrauITkVDPvn+aW6OURzIWQiQUwORwFPOpnC69683fyStco0RETvFwwLdrlDod6dsA3K2UOgTgbv11FRGZAPAuANcAOALgXTUB1WuVUpfrP2f1bb8OYFEp9RwA7wfwxx2Ok6glsXAAuWJ1iVAqX0I4aG2kSdRrRuPhdWuUTi5mAAC7PQiU6pkajmBqOOL1MOoajoaQzpdQqtNi3Zhdy2FKl4xMDUcwu5bHarbIzWZrxHSAxIwSEQG1a5RKAxUo3QbgTv3vOwH8Yp373ArgLqXUglJqEcBdAF7cws/9RwA3irN+g8hliWgIKzVlOOlcsWevhhMl46F1gdIpEyiNDXkxpHX+6JcuxZ+84lKvh1GXWWdktgGoZ34th6mECZSiODaXwqnFDDNKNbhGiYic4hHnGqWyry44dzrSGaXUaQDQf2+rc59dAE44vj6pbzP+VpfdvcMRDNmPUUoVASwDmKw3ABF5g4gcFZGjs7Oznf02RNreiSE8PZ+qui2VLyHB9UnUo0bjYaxkqk/yTy6mERBgu95g1WvbR2PYMdob2a1aJtjZaJ3S/FoekzojtndiCMuZAiaGI3jpZTu7Mka/iDKjREQOsXBte3D/nEttehlMRL4CYHudb/1ek89RLxNkahteq5Q6JSIjAD4D4NcAfHyTx1TfqNSHAHwIAA4fPty4ZoKoBQemElhKF7CYymM8YZ0YpfNFDPHKMfWo0XgYzyxlq247uZTBTDLmq6t3XjHlcyvZAnaifjA3n8rjGh0o/dYN5+C2y3fiwFQCLHioxowSETmZrnflskK+5K81Spue9Smlbmr0PRE5IyI7lFKnRWQHgLN17nYSwA2Or3cDuEf/7FP671UR+XtYa5g+rh+zB8BJEQkBGAWw0MwvRLQVTEvjp+ZTdqCUyjGjRL0rGQvjx5nVqttOLmZ6Zn1SrzMt1lcbZJSKpTIW03lM6tK7WDiIg9PDXRufn8QiQQQDgnCQASQR6UCpUEK+ZK399tMea52O9PMATBe72wF8rs59vgTgFhEZ100cbgHwJREJicgUAIhIGMDPA/hhnZ/7CgBfVUoxW0Rds98ESrOV8rt0nmuUqHcl4+F1Xe9OLWY8aQ3uR41arBuL6QKUQs82o+glrzq8B3/0skuYaSMiAHqNUqFkN3TwU7a507O+9wH4tIj8OoDjAF4JACJyGMBvKqVer5RaEJH3ArhPP+Y9+rYErIApDCAI4CsAPqzv838BfEJEHoeVSXpNh+Mkasme8SEEA4Jjep3S6eUMHjqxjFdfvcfjkRHVNxoPYzVbRKmsEAwIiqUynl3JYvd4bzRy6HUbbdoLAPMpaw+lyWH/bJTolXOmh3EOs21EpMXCQShVydj3VendRpRS8wBurHP7UQCvd3z9UQAfrblPCsBVDX5uFjroIvJCJBTA7vE4npyzAqUPfu0JlJXCG1540OOREdWXtEvHChgbiuDZlSxKZeXJHkp+ZOavtnOgMb+WBwBMJphRIiJqRVzvrbakM/Z+CpT8M1KiLjswlcCxuRSeWcrgU/edwCsP78GeCV6dp95kZ0R057te20Op15n24LWdA425NWaUiIjaMaTXdy9lrAtO0bB/Su8YKBE1sH8ygafmUvirrz0OBYU3/cxzvB4SUUOjNRmR7x9fAgAc2jbi2Zj8JBwMIBEJNswozemM0jQDJSKilsQjzCgR9Z2D0wmk8yX8w/eO41WH93BRPPW0pM6ImBP9u398BhftTPbMHkp+UK8hhjG/lkMoIEjG2dCFiKgV40NWyfLpZavSgYESUR/YP2l1vgsFAvjtFzGbRL1tdKjSjGB+LYf7jy/ipgtmPB6Vv1ib9jZeozQ5HGEnNyKiFs0krQt2T8+nAfir6x0DJaIGztlmdW169dV7sJPZJOpxztK7r/10FkqBgVKLkrFw42YOqZy9hxIRETVvuw6Uji/oQMlH+yixhoCogV1jcXzsjqtx9f4Jr4dCtCl7H6BMAQ8eX8JMMoqLdyU9HpW/JOMhnFrK1v3enM4oERFRa5LxEGLhQCVQYukdUX+44bxtSER5PYF631AkiFBAMLuawzcem8WNF8ywTKxFyY1K71I5TLGRAxFRy0QEM8kYTi2aNUosvSMioi4SEYzGw/jyI88inS/hZpbdtSwZ22SNEvdQIiJqy0wyhmJZAWBGiYiIPJCMh3FiIYN4OIjnnjPp9XB8ZzQexmquiJL+MDfS+SLS+RL3UCIiapNZpwT4a42Sf0ZKREQbSuqGDi84NIWYjzb06xVm/lZrWoTP6z2UprhGiYioLTPJyoWmaNA/n08MlIiI+oTpfHfThSy7a4fZi2olU6y6fW4tBwBco0RE1KYZZpSIiMhLyVgIIsDPnL/N66H4krPFupPJKLHrHRFRe5ybn0eC/gk/2M6LiKhP/MJlO7FvcoiZjzaZ0ruV2tK7lJVR4holIqL2mIxSJBhAIOCfjqwMlIiI+sStF23HrRdt93oYvmUySrWd72ZXdaDErndERG0xzRz81PEOYOkdERERgEpGqbb07kfPrGDPRJwNMoiI2rRNN3Pw0/okgIESERERAEdGyVF6p5TC/U8v4qq9414Ni4jI96KhIMaHwr7abBZg6R0REREAIBEJIiDVGaVTSxmcXc3hqn0MlIiIOjGTjCFfLHs9jJYwo0RERARARJCMh6vag9//9CIA4EoGSkREHdk9PoThmL9yNP4aLRERkYtG4+Gq0rsHnl5EIhLEeTMjHo6KiMj/3vnzFyJTKHk9jJYwUCIiItKSsXBV6d39xxdx2Z4xhHy07wcRUS/aOznk9RBaxiM/ERGRNhoP2+3B0/kifnx6leuTiIgGFAMlIiIiLRkP2Rmlp+ZSKJUVLtiR9HhURETkBQZKREREWjIWxkrWauYwv5YHAEyPRL0cEhEReYSBEhERkeYsvZtbywEApoYZKBERDSIGSkRERFoyHkauWEa2ULIzSpPDEY9HRUREXmCgREREpE3r7NHsag5zazlEQgGMRNkglohoEDFQIiIi0raPxgAAz65kMbeWx1QiAhHxeFREROQFBkpERETaDh0onV7OYm4thyk2ciAiGlgMlIiIiDQ7o7ScwXwqh8kE1ycREQ0qBkpERETaSCyMRCRoZZRW8+x4R0Q0wBgoEREROWwfjeH0UtbKKDFQIiIaWAyUiIiIHHaMxvHo2VUUSgpTbA1ORDSwGCgRERE5bB+N4am5FABuNktENMg6CpREZEJE7hKRx/Tf4w3ud7u+z2Micru+bUREHnT8mRORv9Dfe52IzDq+9/pOxklERNSsHaMxKGX9m5vNEhENrk4zSm8DcLdS6hCAu/XXVURkAsC7AFwD4AiAd4nIuFJqVSl1ufkD4GkA/+R46Kcc3/9Ih+MkIiJqiul8BzCjREQ0yDoNlG4DcKf+950AfrHOfW4FcJdSakEptQjgLgAvdt5BRA4B2Abgmx2Oh4iIqCM7HIESM0pERIOr00BpRil1GgD039vq3GcXgBOOr0/q25x+GVYGSTlue7mIPCwi/ygiexoNQETeICJHReTo7Oxse78FERGRNpO0AiURYGKIgRIR0aDaNFASka+IyA/r/LmtyeeQOrepmq9fA+CTjq//BcB+pdSlAL6CStZq/Q9S6kNKqcNKqcPT09NNDomIiKi+HaNxAMD4UAShIHseERENqtBmd1BK3dToeyJyRkR2KKVOi8gOAGfr3O0kgBscX+8GcI/jZ1wGIKSUut/xnPOO+38YwB9vNk4iIqKtMD4URiQUYGtwIqIB1+mlss8DuF3/+3YAn6tzny8BuEVExnVXvFv0bcYvozqbBB10GS8F8OMOx0lERNQUEcGO0RgmE2zkQEQ0yDbNKG3ifQA+LSK/DuA4gFcCgIgcBvCbSqnXK6UWROS9AO7Tj3mPUmrB8TNeBeDnan7um0XkpQCKABYAvK7DcRIRETXtt64/B6PxsNfDICIiD0l1/wR/O3z4sDp69KjXwyAiIiIioh4lIvcrpQ5vdj+uUiUiIiIiIqrBQImIiIiIiKgGAyUiIiIiIqIaDJSIiIiIiIhqMFAiIiIiIiKqwUCJiIiIiIioBgMlIiIiIiKiGgyUiIiIiIiIajBQIiIiIiIiqsFAiYiIiIiIqAYDJSIiIiIiohoMlIiIiIiIiGowUCIiIiIiIqrBQImIiIiIiKiGKKW8HsOWEZFZAE97PY4+MwVgzutB9CnOrTs4r+7gvLqD8+oOzqt7OLfu4Ly6o9G87lNKTW/24L4KlGjrichRpdRhr8fRjzi37uC8uoPz6g7Oqzs4r+7h3LqD8+qOTueVpXdEREREREQ1GCgRERERERHVYKBEm/mQ1wPoY5xbd3Be3cF5dQfn1R2cV/dwbt3BeXVHR/PKNUpEREREREQ1mFEiIiIiIiKqwUCJiIiIiMhlIiJej4Faw0CJAAAiwtfCFuMB0T0iEvR6DP1IREb13zwmgW+ZAAAMEElEQVQebCER2a7/5jFhC4nIRSIS83oc/UZErhORc7weR5+Kez2AfmTOCdw4xvLDcICJyBEReTMAKKXKXo+nX4jINSLyYQD/U0Q23cyMmicih0XkEwDeyQ/yrSEiARFJisgXAHwA4PFgq4jIFSJyN4D3AoDiouAtISKXisi3APwBgEmvx9MvRORKEfkygK8CGPV6PP1ERK4Vkc8A+GsRuYUX+7aGiDxXn2/9jogk3TjGMlAaUCLyFgCfBfD7IvKz+ja+cTsgIkER+SNYHVbuBXAlgHeJyIy3I/M/fTL/VwD+BsDdAHYAeLeIDHk7Mv/TQdEqgDCAXSLyaoBZpU6I5f0APg7gTqXUb3g9pj7z+wD+USn1MqXUKYDZuk6ISFhE/gbWZ9cHAHwJwA36ezwOdEhEbgDwQQD/BOCnAH4VwLiXY+oHIvJCAH8FK7DfCeDtInLrVj8P3wCD63EAPw/gtwC8HQCUUiV+2HQkAOA4gFcqpT4G4C0ArgVT7R3TJ/NfBXCjnts/AaAAFL0cVx85H8AcgL8A8FoRGVFKlXk8aI++qjkM4PtKqY8DgIicw5POzugLJucAWFNK/YW+7WYRGQPgWunNAIgC+DqAFyilvgDgMwAuEJEQs8tb4hIA9yml/g7AJ2BdlFrzdkh94SoA9yqlPgkraz8D4DWm1Hmr8KA9IHTa91zHTV8E8LD+e82U4EF/2FBzaua1DOCTSqlHRSSqlHoGwEkAU96N0L9qX7NKqX9SSi2JyM0AjsLKKv2hiFzg2SB9yDmvjpPKxwHkATyl/9wuIntZKta8OsfYtwK4RkTeISL3AvhTAB8Tkau8GaE/OedVn7SfBfACEXmJiPwzgP8GKwvy3/V9+JptQs3rNaWU+nulVEZ/HQJQUkoVGdy3rs6x4JsAXiki7wTwAKzPrg+KyCs9GaBP1ZnXRwGMisgOpdQirOAzCuC2rXxevgH6nIiMicgXAdwF4FUikjDfUkqVlFJZAP8bwK+LyJRSilfom1BnXof1fC4BgFIqJyIjAA4AeMbLsfpNo9es46R+EcCvKKVuBpCGdVLP8sZN1JtXx0nlYQArSqkfAfgRgHcB+D+6JIefExto9HpVSq0A+GsAL4eVtf9lAKcBvJxrFze3wbyuAvhbWFeQP6qUuhXARwBcKyLXejZgn2h0HNDloua9/nUALxORcWaUmlfvvAAAlFIPAngxgP0A3qiUugFWef6LeaFvc43mFVagtALgTr3+aw+A7wMY0Y/bkuwyPwD7XwJWvfF/1v9+IbBusfY9AL6j7wMROdLdIfpS7by+oM59rgHwI6XUMyIyLCKHujlAH2v0mlX676NKqX/V9/1XAFfACphoY3XnVTsOYEREPgXgfwC4H8CjSqkCT5Q21XBelVIfAPAipdQ3lFI5AP8MKyjl63VzG71evwDrpNOs8zgK4AyAXBfH51cNj6+63DYA4Ji+z/VeDdKnGp4XKKW+B2Aa1twCVin5CIBUd4foS41es4/Bytz/EfSaRQA/hF5ft1XZZQZKfUhE/oOIXK87gJyCtUDz0wCysEpBdur7CWCtTYLVPeh/isgygCtZ571eC/Ma0g8ZA3BCRO4AcB+Ay70Ytx80O7d1XAXrKj0zoXW0MK/jsD7En4UVeP4WgPN4tbO+Vl6vuiTEuApWOW6pqwP2iSbmdRcAKKUehlVq9yYRmYK1OP5iAPMeDb2ntXJOoC+MmJbrWXO7F+P2gxbmNgrg2wB+Wz/0RlgdG7MeDLvnbTKvR8y8KqXySqmv6XVKgHWM/bctHQvLefuDPpBtB/D3sNbKPAEr8v4vSqk5fZ/rALwK1qLC/6dvCwA4CKuUIQ/gLUqpH3T/N+hN7c6rvv0TAF4L4E4A79cf7qR18JpNwsrW/SGsE/u3KqUe7f5v0JtanNejSqlP6NumHN8fBhBRSi148Cv0pA5er1EAzwXwZ7CCer5eHdp9verb/yusz69DAH5HKfVIl4ffszp4vQZ1Y6dPAHhCKfVuL8bfyzo4xl4Eq6x5O4ACgDcppX7c/d+gN3V4vvV8AH8JqynRf1JKHduqcTGj1Af0gU3BSuOeUkrdCOCNABZgReEAAKXUvbDSvueLyKiIDOmrRysA3qmUupFBUkWb85p01M9+EcCrlFJ3MEiq1sFrNqbXfigAf6CU+gWedFa0Ma/n6XlNKKXmxGpxH1BKrTFIqujg9RrXJXd58PW6Tgev1xF9+5/DCpBuZZBU0eE5gcl2/kcGSeu1+Zod08eCHwG4HcDr9PkWgyStg9esWXf/JIB36GPBsS0dGzNK/qVLvN4Dq1PdvwJIAniFUup2/X2B1UjgNUqpr+vbhmGV2T0PwD4AVymlTnow/J7V4bxeB2AvgMuVUqc9GH5P26K5vUJZHQVJ26JjAee1Bl+v7uDr1R2cV/ds0bHgSl1GRpofzmOZUfIpEbke1oLrcVitfd8LK5X7ItHNGHR0/h4A73Y89CWwovSHAFzCIKnaFszrg7DmlUFSjS2cW36IO2zhsYDz6sDXqzv4enUH59U9W3gsYJDk4Jfz2NDmd6EeVQbwZ47a1ytgtaJ+J4D/A+Aqvf7os7BedPt1OjIL4Cal1De8GXbP47y6h3PrDs6rOziv7uC8uoPz6h7OrTt8Ma/MKPnX/QA+LSJmg9h7AexVSn0MQFBE/rOy1h/thrVx3DEAUEp9jm/aDXFe3cO5dQfn1R2cV3dwXt3BeXUP59YdvphXBko+pZRKK6VyqrLw8mYAs/rfdwC4QES+AOCTsHaCZovPJnBe3cO5dQfn1R2cV3dwXt3BeXUP59YdfplXlt75nI7EFYAZAJ/XN68C+F1Y+0o8Zepida0nNYHz6h7OrTs4r+7gvLqD8+oOzqt7OLfu6PV5ZUbJ/8oAwrB6x1+qo+93ACgrpb6luHiwXZxX93Bu3cF5dQfn1R2cV3dwXt3DuXVHT88r24P3ARG5FtaOz98G8LdKqf/r8ZD6AufVPZxbd3Be3cF5dQfn1R2cV/dwbt3Ry/PKQKkPiMhuAL8G4M+VtbkhbQHOq3s4t+7gvLqD8+oOzqs7OK/u4dy6o5fnlYESERERERFRDa5RIiIiIiIiqsFAiYiIiIiIqAYDJSIiIiIiohoMlIiIiIiIiGowUCIiIiIiIqrBQImIiIiIiKgGAyUiIuo6ERkTkTd2+DNeJyJ/tQVjOSYiU5vc53c7fR4iIvIXBkpEROSFMQDrAiURCXowlmYwUCIiGjAMlIiIyAvvA3COiDwoIveJyNdE5O8B/AAAROSfReR+EfmRiLzBPEhE7hCRR0Xk6wCuc9w+LSKf0T/rPhG5bt0zVu47KSJfFpHvi8jfABDH99Y9r4i8D0Bcj/Xv9G2/KiLf07f9TQ8HeERE1CZRSnk9BiIiGjAish/AF5RSF4vIDQC+COBipdRT+vsTSqkFEYkDuA/A9QAiAL4L4CoAywC+BuD7Sqk36SDrg0qpb4nIXgBfUkpd0OC5PwBgTin1HhF5CYAvAJhWSs3Ve16l1LyIrCmlhvXjLwDwJwB+SSlVEJEPAviOUurjbswVERF5I+T1AIiIiAB8zwRJ2ptF5GX633sAHAKwHcA9SqlZABCRTwE4V9/nJgAXitjJoaSIjCilVus81wsB/BIAKKW+KCKLmzzvfM3jb4QVrN2nny8O4GwrvywREfU+BkpERNQLUuYfOsN0E4DnKqXSInIPgJj+dqMyiIC+f6bJ51v3czZ53qq7ArhTKfX2Jp+LiIh8iGuUiIjIC6sARhp8bxTAog5Wzgdwrb79uwBu0GuMwgBe6XjMlwG8yXwhIpdv8NzfAPBafb+fBTC+yfMCQEE/JwDcDeAVIrJN/4wJEdm38a9LRER+w0CJiIi6Tik1D+BeEfkhgD+t+fa/AQiJyMMA3gvgO/oxpwG8G8C/A/gKgAccj3kzgMMi8rCIPALgNzd4+v8F4IUi8gCAWwAc3+h5tQ8BeFhE/k4p9QiA3wfwZX3fuwDsaOX3JyKi3sdmDkRERERERDWYUSIiIiIiIqrBZg5ERNSXROQOAP+l5uZ7lVK/7cV4iIjIX1h6R0REREREVIOld0RERERERDUYKBEREREREdVgoERERERERFSDgRIREREREVGN/w/rGn62I8dePQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1008x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ic_series = total_data.groupby('trade_date').apply(lambda x: np.corrcoef(x['neutralized_factors'], x['dx'])[0, 1])\n",
"ic_series.rolling(window=7).mean().plot(figsize=(14, 7))"
]
},
{
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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