diff --git a/examples/hset_optimization.ipynb b/examples/hset_optimization.ipynb index 4dc1f28..2bf3a31 100644 --- a/examples/hset_optimization.ipynb +++ b/examples/hset_optimization.ipynb @@ -15,12 +15,12 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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cfF0xVOr8cRO29fAKCZO3/y7i/xZ/3n9a8zGDEW7yNikVBNG8EN6aKVeN8EcC0rC4//77sXfvXnzxxRey6y1YsACxsbGOv9TUVB9JSHiLpMdCp/sou9/QEL6mzzZ200v/9/VzQcpo4Cdv6xAK5aYvyH/3FGg+ZjBSz8uxIKWCIJoTQkOC7ArCHwk4w+KBBx7A999/j/Xr1yMlxTVWnMu8efNQXl7u+MvPz/eRlIS3SCm3uoVCCZK3WRauDa5wKKn8Cb1DoT76I1f286o6q/aDBiHc74aUCoJoXgjvzRRSSvgjAWNYMAyD+++/HytXrsS6devQuXNnt9uEh4cjJiaG90cEBpKGhU7aFDuexcz3TSz7Xf9wKF8idfp4ydsGPK1aRYX5fMxAhOulIMOCIJoXLh4L8loSfkjAVIXKzMzE559/jv/+97+Ijo7G6dONMdmxsbGIjIw0WDpCa6SUJt36WDRFmJh9nfTgY6SMBpvO5WbdERMRMLciQ+F+NZS8rT9ZWVnIysqCzaZPY06CUAOVmyUCgYDxWCxbtgzl5eUYPXo02rVr5/hbsWKF0aIROiBZbla3sq+N+xU4LDC4Y2sAvk+y1gslydt6ldaVg56PyuB+NXTO9CczMxM5OTnYsWOH0aIQhOv9myYXCD8kYKYJqfpB88Ln5WZZw0JgWXRJbKnTiMYgdV65xoQvmxNe1rMNfjt4ln7fCtE7yZ4gCP/Fxa4wRgyCkCVgPBZE80KqepFeuhQ7nDAUakV2PnacKBXIELi3cyWdt7VWWOXK13ZvG920jqZDBi3cMxnAlyFBEB4gvDfT5ALhj5BhEQQwDIO7lu/AHR9tD2ill4uvk7e/2XlK8rPn/3cAJk7B2UCOa1XS0Vxzw0Jif53ioxATEarLmMEK9zwFy2+dIAhlUCQUEQiQYREElNU0YN3Bs9h4+BzOVdYZLY4m+DoUimX9wbNu1wlkJVgqf8KmY7lZqTHDQyyOnJZANtbc0WCzY+5Xe7Byl7TxqhSuMRHEp4wgCBGEt9Jgvm8SgQsZFkEAV9E1BUmWsZKZdT2ICLW4XceIcqxaIWUT2XQsNys1ptlscoSeBbKx5o6vsvOxclcB5n71l9f74lWFCuDrkCAI9QjLy1K5WcIfIcMiCODqF8KqRoGKVJiH3rfRxyb0cFlmgolXFcpbHdjIEBbJqlCCpOCSKu08X1KGCsMwjmT5YDYsSqrqNdsXr0GeZnslCCIQEN5Kg/i2SQQwAVMVipCGCUKPhbQyqv1Y3Jnf9q3c90TxVgnWYubaU5T0sXj4yz0oKLuA/5t5EUZ0S/B6TKnzVW+zB3Uo1MHTFXjt50MoKLug2T4ZgQFIEETzwaVBHt0DCD+EPBZBAPfWEhxmBdBg810fiwZOSaIQi+sZFNpq3vZ5WLW7wKvtvUE6Kd75mlWEl204qs2YEhWf6q32oA6FeuGHHPx28CwOnq7UbJ88Ayz4ThlBEDKQx4IIBMiwCALsQZjQWW/zXf1RK8eICTWL/yS4tgWjsWi78s5ru0MPEIvVNWlkpkoZDWEWs9NjEYQui6KyWh32Gny/dYIglCIsN2uQGAQhAxkWQQCvG2+QTGE0SBgWesxscw0LMY+F3jJct3SLpvsTInVN5BRW4N5Ps3HkTKWoV0GrqDopD8+dIzoHdY6FHlGJXEUiGM8ZQRDSuHgsaHqB8EPIsAgC+N14DRREQ6QMC611qfILDXjhxxzH+xCJ7HfusN6GQvkaKXFvencr1hw4gxkf7xB9PAmbBXoKe30Kd3f7RR04oVCaDOVXaHX+uPD7WGi+e4Ig/BjqY0EEAmRYBAHc2eZgmcGot0oYFhof32trDjqa44WYTZLJ70wAzxTbJJTRqjorgMacCrFj0qrCGHt9chXt3u1jYDKZHGMEi6eNix6GRSBfh0Zz7bXXonXr1rjhhhuMFoUgPEL4mw/G+yYR+JBhEQTwZtCD5D4jnbyt7TiHOIm1UmFQe0+V40KDzfE+0O7l3IpPkrKLLNeqwhj7MLRw9sd6pEzB7LHQofZzMOZT+YoHH3wQn3zyidFiEITHUIM8IhAgwyII0LNrshEwDCOZvK21Ur/jhDNxWipxGwA+3XbS8TrQGuTx7U7l1bY081iIhEKxeS3srH6gnVMl6N1ThmYr1TFmzBhER0cbLQZBeIyLx4KmFwg/hAyLIIDhzWIG9o3mnQ3HcMkr63CypFr0cy2VKeG+WI/Fwpv6u6x7vtrZ5MxXISiVtQ2a7EdJTojYGpp5LJpsRAtH02YNR0vTHSgYw3oox0I5GzduxKRJk9C+fXuYTCZ89913LussXboUnTt3RkREBDIyMrBp0ybfC0oQfkQw3QOI4IEMiyBAKoY+EHnlp4MoLK/FH0dLRD/X8viE4VYhTVrudYNSsPzOIbzPIkMtusggxZajxej73C944Ycc9yu7QYk3QEyx10otZvdtFgmFYpcF+nUrhpJQKLWGMj/HQq1E/kt1dTX69++Pt99+W/TzFStW4OGHH8aTTz6J3bt3Y+TIkZg4cSLy8vIc62RkZKBPnz4uf4WFhb46DILQFeF9OpjuAUTwQJ23AwyGYfBLzhn0bh+DlNZRAIDVe4scnwfbzK/ZxL95aumREVaeCuUogiGCsKiIUOd7b8J2lPZr+PfPBwEAH27OxdNXp3s8HiDwaDW9vOndrY5lYSFmUcVeqxl3m8OwcC7r1qYxJIX1imw+Wgyrze4w7gKdo2cr8Vd+mew6n249gcW/HsH/zboIvdrFKNov77cQRL/1iRMnYuLEiZKfL1y4EDNnzsSsWbMAAIsXL8aaNWuwbNkyLFiwAACwc+dOzeSpq6tDXV2d431FRYVm+yYIT3F9fATPPYAIHoLjKd6MWL3vNO79dCdG/Hs9AGDnyVK8tc7ZITmIdA0AQFQY3/bVcoZGaFhwldpQQSJ3OMdj4Y3xprTxn/C4vUFoCNU22LA9t9TxvktiS1ElVSblRBXsvs1mE358cARuHpKK129sDDfjGhvvbjyuzYB+wLiFG92u8/R/D6Ckuh6Pf7tX8X6DsbS0O+rr67Fz506MHz+et3z8+PHYskWfHjALFixAbGys4y81NVWXcQhCDcL7tFj/IYIwGjIsAoytx4t57w+drjJIEt8QwVHoAW0NJ6GSHxPpVOZDQ/g/jXDO+63HxcO0lFDLqS4lR1SYxf1KCrELwmeEhlGDza5rjgV7mi0mE3q3j8Ur1/dD29gIxzKWVbsLNBkv0FB1STOSb4KW4uJi2Gw2JCUl8ZYnJSXh9OnTivczYcIE3HjjjVi9ejVSUlKwY8cOyXXnzZuH8vJyx19+fr7H8hOEVlCDPCIQoFCoAMMkiHwXRo4EWyhUuEDB1zL8Q5hj0T+lleN1mODEcmf9n1y1H7dd1NGjMYur6tyvBCAqXLufJn+Wm4HV7mpYiIVoad8gz3V/3GXCc064EqzJ20oQXj8Mw6gyftesWaN43fDwcISHhytenyB8g7CPhUFiEIQM9CQPMITPUaHyF2w3GmFIkpaHZxV4LMI4RkyYwKDZcsxzLwWXs5XKDIsWGnosuEaRzc7AJjCoTpbUoPyC1WU7rZK32fHF7AZuKJTQS0S4wv3mmksoVEJCAiwWi4t34uzZsy5eDK3JyspCeno6hgwZ4n5lgtAZ4W++udwDiMCCnuQBhlDZEzZ1C7b7jDCZV1uPhXSAaqhOs+elnLK1cghDwLyBO8tts7t6LABg0a+HXZbZGAavrTmI/QXlXo3PDi/mAeEuCyePhVv4DfKC7dcuTlhYGDIyMrB27Vre8rVr12L48OG6jp2ZmYmcnBzZsCmC8BXCx19zuQcQgQWFQgUYQte/UFkLtlCoELPw+LTbd71VemdCT4lWyBkzesG9JGx2RnFVqx+bqo1lrT+GE69c5fH4zqpQIoYFx5YQeokIV4K13GxVVRWOHnUWocjNzcWePXsQFxeHDh06YO7cuZg2bRoGDx6MYcOG4b333kNeXh5mz55toNQE4VtcGuQF0T2ACB7IsAhwLOZgD4USeCw03LdQyefmr7hTct/67QgevKyb6jGV2hV6lRK1MYzPjRtHHwvRUCjl5zxYUWPC8ksHB8+PPTs7G2PGjHG8nzt3LgBg+vTpWL58OaZOnYqSkhLMnz8fRUVF6NOnD1avXo2OHT3LdVJKVlYWsrKyYLMpK7pAEHri4rEIonsAETyQYaExtQ02hFrMLgq/VggnfS0us8DBdaMRHp6WHhk5BdtdIvHCtYc9MiyU9rHQ8lvkzXLbGWw+Wiy9sg6wxyzmseDK1hySt9UmHLtsz9uX9/L4C6NHj3arJM2ZMwdz5szxkUSNZGZmIjMzExUVFYiNjfXp2AQhxKXcbBDdA4jgIfif5D6kus6Kvs+twZVvbtJtDKFyJjRggu1GU1UnSCrWsfM299TqlWNhU6gNaqk08nIsGAbzVu7TbueKxm/872oEAzX1zpng5uCx8Pb3yTVMKb6aIJoXwl883QEIf0S1x6Kurg7bt2/HiRMnUFNTg8TERAwcOBCdO3fWQ76AYufJ82iwMTh0plK3MYSqWbCHQlXW8g0LPT0W3DOpm2Gh2GOh3XHyKgkZYHk6y826flZT7/x+g+zSFcXOMLB4UW+L15OEmmMRRLPCNceiOdw1iUBDsWGxZcsWLFmyBN999x3q6+vRqlUrREZGorS0FHV1dUhLS8M999yD2bNnIzo6Wk+Z/Y7yCw2IiQjhKaPehjxIIdyl8H2wzWK2bxWJc5wSrT/tP63ZubXKaGZ6JW+LGUbCXh1CvA6fEXgsfI3dUW7W9RgucBoGNliDX1P21jBmJF4T+kA5FoQ/4ZpjYYwcBCGHomnZKVOm4IYbbkBycjLWrFmDyspKlJSU4NSpU6ipqcGRI0fw1FNP4bfffkP37t1dygIGMztOlKL/87/g0a/3IizEqTgJuzprBVfBtNkZlxtLsM1iPjKuG24anIKR3RIcy84p7AXhDuFXxNXd9TAKG8d0fRJER4S6LNOy+g93ewOKUjnGF8ux4Brjev1m/AlvFQGukRhsFeD8ESo3S/gTLh4Lml4g/BBFhsX48eNx4sQJvP766xg1ahSioqJ4n6elpWH69On4+eef8euvv+oiqL/y9rrGEonf7jrFU5LqdJp95epmDTa7i6IabDeahJbhePWG/hjaKc6xTCul/5n/7pf93J0nwRPEDAt3CqL37m5uHwvfK+9y5WavHZjseG1EKV5fY2cYnDpf4/GxMuSyIIhmi/AnH2wTiURwoEhzyszMRFhYmKId9u7dG5dffrlXQgUq3FCPugadDAtOfHaDze4ymx1sk5hi4TNaOROKymtlP++brH0VGDEjQszY0LLDsrCPBZeJfdoCACI1bMgnRK7cbESoBW/ePIC3ni9QmuuiNduOl2DEv9dj6rtbPdreTh4Lgmi2CCeZgm0ikQgOgr8Miw/h/uZrG7SPyd2eW4p3NhxzvLfaGNcbTZDdZ9gGedzcAL0SkIWekBGc8CutEJuodnc83j485IyU6IjGNCs9cy8cORYSFiHryfCVsv/Iij0Y/spvqKxt8Ml4XD7/Mx8AsCuvzKPtyWHhW7KyspCeno4hQ4YYLQpBuIY+002A8EM0MyymT5+OsWPHarW7gIGvtDnf1VntOHW+hlf1xltufX8b732DXcRjEcDqhlVE62Y9Flyl06qXYSF4f9/oLpqPwb1GXr2hHwDx4+E+QLzV+XnlZgVj+UKpZ3ctFcLGfse+ekiu2l2AMxV1+OXAGd8MyMFbLwN3+2CbRPBHKMeC8CeCPUKBCA40MyySk5N174Lq73B/9H8XVWDEv9fjklfWabZ/oQLaYGNEys9pNpzP+ec3e12WhTTFz3CP3Vcz2+EhFtw8JFXTfbKy3zK0Ay7p2ugREXoLKmob8MX2PMd77xN+XcdnYXV9Pc8pu2+pppHsYl+Xwo0K0y/8SwpRw0JFbB8/qT+Af+wEQajG9TdP9wDC/9Cs8/bLL7+s1a4CCq5KwFXOft5/GgBwvka/cAurze5yowlkZWPl7gKXZRaL64y6bkqwiH5n1riDulPJdoYGCRXq9zce5733OhRKRhnVq/oVf3w2eVv8c4fXxAfXbp3VGaLYIlyz258koRYTrxGjt9cuN/QxcH/pBEF4AoVCEYEA5VhoCPehr2WFm3qrHbP+4+qKF/VYaDaqf8DmWFg5ypleoVBiaGxXOA0Lk8mRzCxUqF2bAno3JgNpxVbr4xNDrioUwAmF8sH3yj23vvBYfD17OO+996FQztfUHIsgmheuOZV0DyD8D9VTdnfddZfs5x999JHHwgQ6/H4B2v3gV+0+hV//PuuyvMFmdyk3Z/R9Jmv9Uaw5cBqfzbpItD+DWpw5Fs4D9WVFH6mEYwA4U1GLpJgIVftzKNlmkyPMi2EalWrWO6L1w0PosRjZLQGbjhRj2sUdNauwJYdcHwvucl98rVUcw0LPYw8xm2C1M0iKCcdTV/XCiz/+DUALj4X4a0IfqEEe4U+4lJulewDhh6j2WJw/f573d/bsWaxbtw4rV65EWVmZDiL6N9zftV4JxtV14g81q41x8YwYPYPx2ppD2HuqHP+3Lc/9ygoQqwqll2FhEomFkgsV4uZBKIVbIYlrtNhkQly8PVruJWG1Mw5jrX9qK0llX0vkOm8DznAzXxiM3E7fev5U2O/TYjZh1sg0Ryd3b+vOU7lZ30LJ24Q/EewRCkRwoNpjsWrVKpdldrsdc+bMQVpamiZCBSpcpd6qYecaqXCV9zcdx/d/FfJl0GxU76jXqEGgWFUovRTQYV3iJcfXgvILDXi3KX/CYjbx+jrY7AzYVhJCfZHx8lQKQ6HY8+eLMCjA+TCUsmEcuSY+UJS5145edgzDMI7vkD22RgPVNXRR9b45ryN07D1CEIT/4fJsoMkFwg/RJMfCbDbjkUcewaJFi7TYXcDCVVS4OQHeIpVALDQqAP8Jj9BqItxRFcqmj9HG8sldQ3Fp90SX5XKGhZiHQ45Xfvqbt1/uvnllRCGcldIuLt9udyq9ZpPJNx4LVsl2VxXKBxcvP5RIn/G4xgt7zOwxepugzsp8x7COuGVoB6/2RRBEYBFMVSCJ4EWz5O1jx47BatWuZ0OgwKsKpVO4jprKPf4SHrFw7WFN9iPmsdDiGIWJwqNEjApA2zj8/NILjtcWM1+p5x6f1pU/uAq0jWF4HgRfeC3sDg+J8aFQvEaLOg3HHcPsMCy0SVB3dDH3RXIMQRB+TSD3rSKCF9WhUHPnzuW9ZxgGRUVF+PHHHzF9+nTNBAtE7LxQKA09Fip0CF/YFVuPlSC+ZRi6J0XrPpajKhQ3f0UDb5DSmWO55G3uR0fPVuKDTbnIHNMVqXFRbvdrNpkcxwYIDAvBul4nb3Ne2+185VTrcrpiuFOGfdkgj99gTp8BuQ419vrRqqQuu7k/2BX5+fk4ceIEampqkJiYiN69eyM8PNxosQgiaHEpL6+9854gvEa1YbF7927ee7PZjMTERLzxxhtuK0Z5y8aNG/Haa69h586dKCoqwqpVq3DNNdfoOqY7uD9z/XIs+FpEeIgZdRI5DHrPYOSX1uCWpg7gJ165SnbdC/U2RHpR0tNkcs749kuJdYR+aTGzrXQfSmeGr1u6BRW1VuzOK8OaR0aJrsP9boShUHIeCy2Ttxs9Fk4ZfKGgOsvNin+uRyjU9txSHD9XhZs54UJbjhbzwgf1+qXUcwoqhIU0OoWdjQhd11fzFTi6mKsMw9OKkydP4p133sEXX3yB/Px83j0vLCwMI0eOxD333IPrr78eZnPgVzOnqlCEP+H6bCCPBeF/qDYs1q9fr4cciqiurkb//v1x55134vrrrzdMDim4SgN3Vp1hGK8akQkVsohQi7RhofN95mRJjeJ1i6vqFM3eS8Gd0b9jWCdnyU4NDlKxYSGbY+GkoqmM6aEzlYr226jUNyr2DCM8JsGslEZx+UDjcds5ydtCBbVbm5ZYNHUArl6y2asxubjPsdA+FOqmd7cCALoltURGxzgAwK0f/CmQS58fC7dwQYiGoVBfZ+fjnQ3HADgNFl/y0EMP4eOPP8b48eMxf/58DB06FMnJyYiMjERpaSn279+PTZs24emnn8bzzz+Pjz/+GEOGDPG5nFqSmZmJzMxMVFRUIDY21mhxiGaO8PZB5WYJf0T/1rMaMnHiREycONFoMSSxCxQ47usQi+eGhdAoiQg1o/yC+Lp6GxZchcZqsyPEop+Cw1VEw0LM6JMcg/0FFZqEmSk1TuQihU6oMLJc99u4Y4vJBCvD8FzaLqJ5m2MheM+eP5PJ5HJ8V/Rpiz7J2ipQ7nIs2O/51PkLml9Tp85fQEZH8c/0+q2wJaDDQsyO3y57nrmdv9Xy2Dd7Ha9jI73vEaOWsLAwHDt2DImJrvlIbdq0wdixYzF27Fg8++yzWL16NU6ePBnwhgVB+BMu4ZtkWBB+iGZP8CeeeEL3UCi11NXVoaKigvenJ/xQKO3yLYQKmVyZSb1do1zDotZNSVk1M8Ji8e4hglAKS9N7mxY5Fgr3IZdj8e2uU1i565RH47O6syM5nRf7z1/X++Rt/ntW8RWrCqVHgI0jx8KNxwIAnli1T9Ox5ap66e2xCOMYSOdrGgB4bowKfx+tonxvWLz22muiRoUYV155JW644QadJSKI5gWFQhGBgGaGRUFBAU6cOKHV7jRhwYIFiI2NdfylpqZqPgavKhRHz+aGQ3irwLiEQoVIGxZ6u0a54UkX6uVnX9Uc9tvrjrosEyqFYs3yPEWxx4Ijw9X92rl8zoamuKPOakMN53w5PBbsMckYOt4+PIRKKRumZxapCuVNyJ4Qm53Bp9tO4u+iCsd4YnANi6+yPTPUuPBDkaRvcXr9VFjDLdQLL6UQ4e+6lQEeC4IgjEX4LKBQKMIf0cyw+M9//oN169ZptTtNmDdvHsrLyx1/+fn5mo/Bq7jDUeAKypyxSlp7LMJDZZQlnWOhuCFetQ1uDAsV+31DpDyt0LCwaBiLrzTWnXvuxWa/lSZ3X/rq79idV+ayL/aYVu4+hTqrDQ02O1Zk869Tb79S4aE22J0eC6EhoWUy91fZ+Xj6u/0OY8FdKJRWcLtrh8jsW6/fSj0nFEorhJMT0RH+aVj4o+eaIIIF4b2cGuQR/khA5VioJTw83KflD6U8E96G7gj1MflQKH3hzvRfcGdYaOypYfNUGsRK66iEa+zdNDhFcj1uuL/ZZMJdl3TGR3/kOpYpneE/XVEr2G9T7H3T/8W/HkG91Y5BHVq7bOt9t2YJj4XZNRRKy/4If+WXKdq31mk6XINX7szpVaqR9ZiEanhgwmtAS2+IlhQUFOgygUMQhHOSyWxqNDLIY0H4Ix4ZFtXV1diwYQPy8vJQX1/P++zBBx/URLBARNKw8FIxdE3eljEsdJ7BsOvksRDHtcwuANQ1eK8Rcr0e86f0kVyPqwybTSZcnp7EMyw81R2FoVAA8OO+IvRo69obxOuvVLC91ZFj4Wq0aqmuCuWWch5oGX4F8EP05IxQ/UKhGvccpqFhITyXehZN8Ib//Oc/RotAEEELq2NYzCbYbZRhQfgnHvWxuPLKK1FTU4Pq6mrExcWhuLgYUVFRaNOmja6GRVVVFY4edcbi5+bmYs+ePYiLi0OHDh1ktvQNUjOg3obuCBWycJkQC709o/xQKP4BC8OLtDZyWIPKm8o6LOwNukWYRdZQ44dCuX4Xns7wO0KhODust9pFm/9pHQpV78ixcK0KpWXDPOFjTyrkSS5B3hO4njQ5w0L35G2FoVBKDj9QPBbBBvWxIPwJ9pna+NxhKBSK8EtUGxaPPPIIJk2ahGXLlqFVq1bYtm0bQkNDcfvtt+Ohhx7SQ0YH2dnZGDNmjOM92wV8+vTpWL58ua5jK0HKgNCyPj8gr7DobljIdC4Wema0loU1AIQGjSewoVDu4vu5H4t1qlYy2y5282eVaa5SXW+1izZW9Dp5WxgK1TSGyaS9t4CL8LKXGkvPHIsVO/IxZUCy6Hp6l5vVNhSK/17rc6aW+fPny37+zDPP+EgSfaE+FoQ/wd4G2N8/2RWEP6LasNizZw/effddWCwWWCwW1NXVIS0tDa+++iqmT5+O6667Tg85AQCjR4/2Owud+3ivl5gd9dawEG4u57HQaxbWsX/OIQoNCeFxeiuJa25J43G7C8FSgmPmx42CxlXgzGbXfsdK9Duxr98s4bFo0MFjIdzeyvNY8A/g4OnGBn9je7bBuoNnNR1XSs/W2rap5YRCbTlWIrleICdva2m0eMKqVat47xsaGpCbm4uQkBB06dIlaAwLgvAn2KgAdkKKgqEIf0S1YREaGuqYeUxKSkJeXh569eqF2NhY5OXlaS6gv/HPb/6C1c5g4U0DAPAVSymF19uqUFwFqGfbaLSKDJNe16uR3MNLjBUM5mJYeCmMUN8MbyqzW6tBKJQzCc6Nx4LzBVuaOmVz2Z1XhlGvrpfdh5ixx+qF3GqodTa7I//B3fZqEG5dz+tjwf/sQEE5AGBy//beGxaCkY2oCiWH3uVm5SpSqYURXBZa7tsTdu/e7bKsoqICM2bMwLXXXmuARAQR/LD3LPa5pFcBCoLwBtXTXgMHDkR2djYAYMyYMXjmmWfw2Wef4eGHH0bfvn01F9CfKK9pwFfZp7ByVwGKq+oAOJu2AUCdRMM47z0Wzu0fGNtNNr5ab4fOrE+yHa+FCq9LKJTGqhtbZleL5G32K3GnnvGTt8XXySuVb3om9p2w++X2WWgMhRLxWLiR0R3C70kuebvsQmMjNy1yLVyTt32TY1Hjpr8Ki17ePZvCMDs1+JvHQoyYmBjMnz8fTz/9tNGiEERQYndMiDX+J38F4Y+ofjq9/PLLaNeusVHYCy+8gPj4eNx33304e/Ys3nvvPc0F9CekQp1YpDwW3hoWXJ0iJjLEUXZVfF3f3WqExyVM3lY6m5IvoZi7hEI1eSwKyi7goS9348/j0mEu7qiqs4qOIYSr9HqqbMspsMJdah0KdfxcFZ75736BPE1ji5SbndTUBFCLGXHhcUudB82rQin1WOj0U+FWbtF6nyxG51hIUVZWhvLycqPFIIighBHcW/wtNJwgAA9CoQYPHux4nZiYiNWrV2sqkD/DTaxlH/TcB75UJ2otcywu6ZKAnSfPS67ry9uM21AohdI89/0B0eXCjAY2efun/acBAP/dU4gTr1ylaAwh1y/bAgAorqqXXY+r81pMJo+UUblthAqiWCiUNw+PW97fhjMVdaKfiTXIe3hcd8dn3iIU+5OtJ0VL+2qtI3MN/LgWYU2yuJ5D/TwWjf/VnMOaeit+2FuEy3q2QXxL1947wluI3OSCL3jrrbd47xmGQVFRET799FNcccUVBklFEMGNMISX7ArCHwnqBnlaww3BYZVoXvlVidh/rUKhxvRIhNlskg2D8OWNxs4wWLj2MHIKK/DutAyPcywqm7wHQoR6mRElNoXJ256cXjEFllXohcqn2KXizVcqZVQ0ju2q1LcIb7wlCD0WDMOo9iwI5U5LaCG6HjsmAMREeH9L4hr4bWMiAEicV51+Kza7+hyL+f/LwZc78pHeLgarHxrp8rnQMAo1GxsKtWjRIt57s9mMxMRETJ8+HfPmzTNIKoIIbtjJOva5pHexFoLwBEVP8SuuuALPPPMMhg8fLrteZWUlli5dipYtWyIzM1MTAf0Jbg4FW1mH77GQyLHwNvmWV7taXmHx5Y3GzgBv/XYEALDx8Dn0bOfa3E0JShuJGZGwKmyQ58npFTUsmv4LPRZiXh69vlOxqlCs8SaUq8HGICxE3fkXyv301emi60WEWvDO7YMw+/92adL4jRsKxcog5rHQq6KKw2Oh4nr9YW8RACCnqEL0c3/zWOTm5ho6PkE0R5w5FmxVKILwPxQZFjfeeCNuuukmREdHY/LkyRg8eDDat2+PiIgInD9/Hjk5Odi8eTNWr16Nq6++Gq+99prechsCtzEbW/mF29Cspl585t3mZekGR6Ixa1jIKF++NCy4HoqqOqvHHgspJUm41Ii4cq5y6OnwYrPlrD4vNJb0aJAnhUnEY8FeY8JzXWu1qS+fKpA7Mdo1xIela5uWALTp+XJBpHKZ2F71qqjCTiQoTUo3wX24WyAkbxMEoS/sbYByLAh/RpFhMXPmTEybNg3ffPMNVqxYgffffx9lZWUAGhWR9PR0TJgwATt37kSPHj30lNdQuB4LRygUwzUsJMrNiiiLarA7PBaN76PCpDtFiyX/6gX3ptZgs7soakqNnBCJsA5h6I3FgPAPrnJoMZs8upGLbcPmjwhntRvEGuTp9JVGhloks9eFhkVdgx2IULd/pZ23AecMnLAAgCdw+1iI5UI55dMHuwdVodwddqAkby9duhTFxcXUx4IgdEBYGILsCsIfURzQHBYWhltvvRW33norAKC8vBwXLlxAfHw8QkNDdRPQn+DmWLAKPFcRkkze9vLXX86WAG1SvtiEVDHqJUre6gFXGWqwuXaNVnrUSnUkY0KhnK/rrXYPcyykPxPOaosZoXp5oSLDLJLnnm1GyOJJU0KhjST3/bEPSm9/K4BUKJSIfDqXm1UTCuUuLEsoqtF9LKT49ttvkZubGzSGRVZWFrKysmCzed87hyC0gsrNEv6Mx1PAsbGxaNu2bbMxKgB+KBSrRHMVoWrJUCjvfv6v/nwIALD9RCkAIF7WsPDdA5CrmNXbGBdFTensvtKcYKNDoTYcPqddjoXJdf+AeFUovYgMtUhWLoqJ4P+u6zy4rjzxWGgRCsX1HDpCocR2K7Jse24pjp+r8mp8x6yihperUH6tS/RqxW+//Ybjx48bLYZmZGZmIicnBzt27DBaFIJw8YZS8jbhj1BVKBVwvQFsIzOux0KvPhYspdWNpVFlPRY+VEy5NzWrzQ7h0Mo9FsqUJCMSVrmyNdjsHiX8yt38hTPPDSLXil4Pj4hQi6SyHxvJNyxqPWhK6JJwLBPKpuWDslbMY6EgKT63uBo3vbsVADwuYwwAn247CUClx0JFKJTQm0Q0Py7U27Dz5HlsPV6MrcdKcKCwAgNSW+G+0V1wafdEvzU8Ce9g7wJUbpbwZ8iwUAFX6WNDVridkqWUeq0MCxa2n4MYL68+iOFdEtAnOVbTMcXgKjuioVAKD1vKsBB6PIzwWHBHtNoZj3zPYudBqiqUeB8L9WMqITzELBlSExOpgcdCILdFxjB0hEJpnLzN7k48FIr//thZp6eisrYB0RHqvbH5pTU4WdLY8JH9rwR3R839re186nLVculFTk4O8vLyUF/P7wczefJkgyQKTmobbNiVdx7bjpVg6/ES7Mkvc8mn+zO3FH/mliK9XQzuG90FV/Zt57e5OHrz494ixESGYGS3RKNF0RRhjgV5LAh/hAwLFXCVPkcoFNewkMhvsGpsWHBn7od2isOIbgk4XVGLz//MAwDM+k82tj1xmaZjisG1IxpsjEtMveJEZ4lnn/C0Ka2yoyVcY6nBw/wV2VAoBTkW3lw9FrNJUlk3mUy8CmNLbhnoeC00Xj3xWAgll8sLcCRvM571zODClVU+eZu/jFv1qu9zv+DukZ3x5FXiJXKlKK5y9g1Rle/k1mPR+L9VVCiv74dRHD9+HNdeey327dsHk8lZ1ID93ignwTvqrDbsySvD1uMl2Ha8BLvyylyup3axERiWFo+Lu8QjvV0MvttdgM+35yGnqAIPfLEbr/9yCPeO6oLrM5IRHiI9GRVsbD1WgszPdyHEbML6R0cjNS4KAPC/vwqxv6AcD1zWDS0Fv6F6q1191TsDcK0KZaAwBCGB8U+oAMIq4rHg5RlIKBJaVLrhwm2ONahjazx4WTe8+EOOYxkbMqU3NoHHQph4q/SopRRO4f6MmH3jzgr2SY71SOGVTd5WEAq16+R5DEhtpXpcoLGCWGWteO4PwD/3QzvH8T77v5kX4fYP/wQAVDQVEFCDi2GoIHmb3c6bqDeuISVbblawUKhYvL8pV7Vhwd2nUu+LyWRyO/Mo7GVjNA899BA6d+6MX3/9FWlpadi+fTtKSkrwj3/8A6+//rrR4gUc9VY79p4qw7bjjR6JnSfPuxjzbaLDMaxLPIalxWNYl3h0iIvi3Y/6JMcic0xX/GfrCSzfcgInS2rwxKp9WPzrYcwa2Rm3XtTRRaHWA6vNjuPF1ThQWI4DBRU4UFiBw2cq0SoqFL3axSC9fUzj/3YxaBMd7nJPrbM2hnltPlKMP44W42RpDW4e0gGPju/uts+N3c7g5dV/N8phZ7D41yN446b+OHq2Eg+v2AObncGOE6VYftdQRx7ZvlPluOOjP9E5oQXeuT0DbWKUlb/be6oMf50qx+0XdfBZ6Jm/3QcIQgyP7jJlZWX45ptvcOzYMTz22GOIi4vDrl27kJSUhOTkZK1l9Bu4s8nsTDa3s7GvPBahHAWIvb9wlSI9O1THtwhDSZPhwvVIfJ19ysXtrHQ2pUdb8cZ6QoPMiBwLrsfi5ev6olWk+vAYccNSvPO2WCjU/B9ycNeIzqrHBYAWYSGyhgVXoRc+q0Z0S8D1g1Lw7a5TOHSmEhP7tlM1ttBjJVsVijO4zc54ZURyR2VlYMR+mgL5tJix5B6zlmEKzsZYmu3SK7Zu3Yp169YhMTERZrMZZrMZI0aMwIIFC/Dggw9i9+7dRovo11htduwtKG80JI6VIPvEeV4IHwAktAzDxU1GxMVp8UhLaOFWgW3dIgwPj+uOe0al4Yvt+fhg03EUldfi5dUH8fa6o5g+vBNmDO+E+JbSPWU8oabeig835eK3g2dx8HSFqIezpLoex85VO5pBAkB0eAjCQswwmUywmBvvh+dr6l22f2fDMewrKMOSWwbxcgwbbHZeT5f/7S3EvoJyRISaUdtgx6rdp3Df6C544Ye/HYb+rrwy3Pb+n3j/jsGIDLVgzuc7cb6mAefzynDt0i1YfucQdEuSb/ZaVWfFjI93oLS6Hm1jInB5epJH500t7B2FQqEIf0a1YbF3716MGzcOsbGxOHHiBO6++27ExcVh1apVOHnyJD755BM95PQLuI3urDYGJ4qrHaVgAekeElr/+MUUNK5SVF1vw75T5eibon2eBdeLwFVYC8ouuDQI9LZ5j6vHwveuau53mtD0MJ7cvz2+/6tQ8T7kToNL8rbGfUiiwsVDIO4dleYyvlioWUrrSADAuco6l8/cITwS2apQnK/W298LX7lv/H+s2LXSkx6hdtx9Kj0Oq819GWO7INTIaGw2G1q2bGxqmJCQgMLCQvTo0QMdO3bEoUOHDJbO/7DZGRwoLMfWphyJHbmlqBaUJ28dFeowJIalxaNrm5Yef99RYSGYOaIzpl3cEd/tKcA7G47h+LlqLFl3FO9vOo6bh3TA3aPSkNwq0qvjYhgG3/9ViFd+Ooii8lrO+Bakt4tB7/Yx6N0+Fj3bRaOkuh5/F1Xg76JK/F1UgePnqlBZZwVEbi1tosMxomsCLumaAAbAM//djz+OlmDSks147cZ+OFlSg5/2n8aWo8VIjYvCU1f1wiVdExwVFB8Y2w178suwNucMZv/fThw9W4VQiwlv3TwQT363H/sKyjHq1fXoEB+F/NILSGkdiVCLGbnF1Zjz2S788sgo2XP/4aZcR2TArzlncHl6Eo6cqcTRs1W4ok9b2W3rrXaYTfKNbqVwVpyjUCjCf1FtWMydOxczZszAq6++iuhop1U/ceJER4+LYIUXCmVnsObAad7nUsnb3jbIE8KdoWFvX8LZ1me/34+Vcy7RdFwAsHGO5cUf/+Z9JvTYKD1qqZujMJTEiNr9Wnx3cjkWLsnbGreDjpRI9GcrFvE7i7ueX0csrwdje1IVCvA+gZsRUe6vW7pFZD3+OFr00OB+10qPo85qV9x52188Fn369MHevXuRlpaGiy66CK+++irCwsLw3nvvIS0tzWjxdGPeyr0Ij2rp+oHM13e+ph7ZJ843KtEcYiNDcVHnuEZDoks8ureJVlVJTAlhIWbcNDgV1w9Kwdqc01j6+zHsPVWO5VtO4P+2ncTkAe1x36Vd3M7Qi7H3VBme/18Odp48D6BxEuLBsd2Q0ak1Ose3ED2WMT3aOF7XNthw6vwF2JnGUuU2OwOGaTRKOgu8M32TY3HPp9k4WVKDW9//k7fP3OJqzPxPNjontEBB2QW0jYnAXZd0xsnSavz69xkcbSrKcOclnTGxbzt0S4rGEyv3YfuJUhw9W4UwixnLbstA+1YRGPXqehw5W4Wtx0pQXW/DW78dwYLr+qJXuxh8vj0PGR1ao11sBN7f5CypvO7QWdTUW3HbB3/ibGUdnr46HftOleGWoR2wel8R2rWKROeEFqi40IApA5JxTdYfKL/QgN/+calsIRYxHJ5LM/ueLAvC/1BtWOzYsQPvvvuuy/Lk5GScPn1aZIvggatkCl2wcmhdFUosfCVMIIvGQzqQC+sSGhZKb3pSSpUwhMiYHAt1ir7YRJXYeegU3wKAWB8L3zwo2BkvrjEhZlg4GjFp0HFcSR8LwHsF3y7isRBfj//eWw+bcGylu6tT0HiR3Ze/xFY/9dRTqK6uBgC8+OKLuPrqqzFy5EjEx8djxYoVBkunH//7qwjm8CiPto0OD8HQJkPi4rR49GoX47N7msVswhV92mFC77b442gJlm04ij+OlmDlrgKs3FWA9rER6JMci77JseiT0vg/QSJc6mxlLV77+RC+2XUKDNM4eZE5pgtmjUxTpShHhFrQtY2IkSZCj7bR+D5zBB75ag/WHTyLPskxmNinHUb3SMT3fxXio825yC1uvB7nju+OyDALeraNwdX92uN/fxUivkUY7h/bFQDQtU1LfDV7GLYdL8GKHfm4ok9bh3f/2kHJ+L9teVi24RgOFFagtLoer/x0EFf0aYunv9uPhJbhuDw9CVV1VvRsG41T5y/gXGUd5q3ch7NNXt0XmvIdv9vj6tXOLa5GTlEFAODg6UrVuXMuyduqtiYI36DasIiIiEBFRYXL8kOHDiExMbhKuwkRKtVKcxm0mAmVwtTksxDO5muhJIkhdywuHhuFIkgpf8KxjPBYtItVlsgnh/D4br+4gyOvRHgJae2xkDJqHR4LE3eZ63rsrKEWYinpvN04lnYeC7nfgfATtcMeP1eF9q0iecoUdzilv/u6BpviPhb+YlhMmDDB8TotLQ05OTkoLS1F69at/SZcSw/mXt4NkS3EZ/elDjs8xIKBHVohvV2MR+EvWmIymTCiWwJGdEvAnvwyLPv9KH7JOYPC8loUltfil5wzjnXbcY2N5Bj0bBuD7/8qxNvrjqKqyfty3cBk/POKnmirwX3SHbFRofhw+mBU1Fp5fXZ6t4/F1MGpWPTrEUSGmnH9oBTHZ09e2QtWmx23DO3g0vTz4rRGA4/L7Rd3xP9ty8OmI8WOZZuPFjuMgeKqOnyxvbH64r+u6ImvsvPx0/7T+K+IESHG0t+POV4fPVuFAamtYLMz2HjkHIalxTvuJUfOVGLNgdO4Z1QXXjSCMHmbHBaEP6LasJgyZQrmz5+Pr776CkDjjSovLw+PP/44rr/+es0F9Ce4ibV2hlHssdA6eVsMi488FnLelzqBx0L4Xgopz4ZwKK3DBJRweXoS5l7eHf09rMoEuCq3V/ZxJkEL80Y0tiskrz3WY2Fx67HwPEmQu43JJP/9CZO3vYG7tZzcLqFQKsbdePgc7vhoOzI6tsa39w0XHU/p/moFvxOrzY79hRXo096piLK78medPS4uzv1KAc5dI9IQExNjtBiaMCC1Fd6dNhiVtQ04UFiB/QXl2Nf0l1tcjaLyWhSV12Itx9hg6Z/aCs9OSsegDq19KrPJZHJp3gkAaYkteeWyWdrGRmDZ7RmK99+zbQyGdorD9hOlTe+jcfB0JUqr69EizOLIixncsTVG90gEAwY/HzgNhgG6J7XEVX3bY9GvhxWNxYZoZa0/ioVrD2Ny//Z4q+kYrnhzE2x2BjY7kBoXiT+OlmDBdX1dkrf1mkAkCG9QbVi8/vrruPLKK9GmTRtcuHABl156KU6fPo1hw4bhpZde0kNGv4GrpNntUGxYqJ2B3XmyFEvWHcXTV6ejS6K8q5hVNISzwXrEXjJNcbBSCEOh7ly+Q1EHY66oL0zpjaf/ewCASFUoIxrkmUx48LJuvGVcMR4e1w2Lfz0iuw/hKePO6AovIa2/N6nvix3XpDAUyhNdn+85kF+Xa3R46+ETS94WQ3iu1Zz7b3edAgDsPHkeF+ptiAg1N5WN5exPaY6FoBrQ8//LwafbTmLG8E54bnJvnmxGeixmz56NJ598EqmpqW7XXbFiBaxWK2677TYfSEZ4Q3REqMvsfVWdFTmFFdhXUO4wOI6dq0Jiy3D864qeuHZgsiETPb7g3kvTsP1EKa4bmIy7RnTG1Us2AwDuH9sNeaXVWLmrAE9c1QsmkwljeyZh51OXo7rOiqSYCIRaTJhxSSdMWrIZeaXyDTLf2XAM/VJisXBtoyHy/V+FuHtkGroltXTct7cdL8GiX0sAAEM7t3bcUxweC13OAEF4h2rDIiYmBps3b8a6deuwa9cu2O12DBo0COPGjdNDPr+CG6ZiZxjF5SnVeiyuX7YVAFBYthO/PHKp7Lrsrd3VsFA1pCLczcCqagjGgVUE7xjWEdOGdcJnf+bh4OlKjOvFL+HnL11kucqdsPGUmITCRmzc4xAek9aGhVRoldJQKKfLncEvB05jd34ZHhvfQ5FSofZQ2GZ+3nptxJK33a0HqPMWccsO93rmZ0wZ0B4LruvrUBIAFaFQgt/Np9tOAgCWbznhMCycDeiUy6g1iYmJ6NOnD4YPH47Jkydj8ODBaN++PSIiInD+/Hnk5ORg8+bN+PLLL5GcnIz33nvPOGEF5OfnY9q0aTh79ixCQkLw9NNP48YbbzRaLL+lZVM+CLe3TW2DDWEWc9AaFCyX9UrCH4+PRduYCFjMJswY3glHzlZi2rCOaBFmwfOT+/Ce/XEtwnglcGMjQ9GjbbSkYXF5epLDCzTns128zya9vRkd4pw5PJV1zqqTZyrqHE8SbzzJBKE3HnfLGTt2LMaOHaulLH4P10BgGOWhDp7GjB8/V817z73hOGi6wQh7PGjhIv015wz+s/UEXruhP9rGRrhVlA6fqfRoHGeN/sZj+GTmUPzvryLcwImVBeSrCvkS/iy/+/WFCitPmRdoirvyyly2HyaIA1aDTSIZ3JG87aYqlMnhsWBwz6c7AQD9kmMV9bRQ+9CzmEywgfHeYwH+71QK4c9SjbytosJ47/+7pxAJLcPxV36ZY5nSvH8lEw/C34gRvPDCC3jggQfw4Ycf4p133sH+/ft5n0dHR2PcuHH44IMPMH78eIOkFCckJASLFy/GgAEDcPbsWQwaNAhXXnklWrRoYbRoAYPaCkaBDLcML2vcs4SFuP8N9kiKdgkhiwqzwM4weGBsV5fPbshIwTc7G72gXINkf4Ezn7XBZkdNUygWm99ptzNgGCao85qIwEORYfHWW28p3uGDDz7osTD+yr9/PohNR86htMrZ0drOMLDaZDZCo1LGMJ7nWLDbsTO5S28bJLmuUOnWYiZj1ifZABpriL93x2C3M9Bf7sj3aBxWEWTvjW2iIzBTpCGc/3gsuK/dyyT8LvihUO639yahWzLHQsxjIZtj4VzGrVcvB/ewJ/dv73Z9sxmAzfvkbaW9JN767QhmDO+EyDCL23WFREe43jr3nSrnvdcyT5c9J0brD23atMG8efMwb948lJWV4eTJk7hw4QISEhLQpUsXv1Vw2rVrh3btGo3hNm3aIC4uDqWlpWRYELrAFueIaxGGe0algWGAGwenoLbBhuRWkZgxvBNOnb+AigsNGNixFeZc2tVhWEix8fA5/NV0j+mf2go/7T+Nilorrli8Cf+9/5JmZfgR/o0iw2LRokW89+fOnUNNTQ1atWoFoLETd1RUFNq0aROUhkV+aQ1v5gBoVF7cKSLXDEjGqt0FvMZ6nhAeYkZNvU00aU0qFEpLDynbaVsvt6sjMVU0kMiJETkWYnAVcCV6lPC0yYVCiVHvRQlaKcOCPQZ33hczx2PBoriMMMdzoOS7Y70o1fVW3PtpNi5Pb4sbMlLcbCUyrkJZLzTY8M6GY3jk8u6obbC59GVRPa4g5G3pbcqTRt3hDx4LIa1atXI8A7xl48aNeO2117Bz504UFRVh1apVuOaaa3jrLF26FK+99hqKiorQu3dvLF68GCNHjlQ9VnZ2Nux2u6JcEYLwhEt7JGJopziM7pmI2Zd2cflc6AUBgMt6tsFvB8863j9zdTrmN5WuBeAwKsJDzLi0eyJe+ekgAODQmUrsOFGKkd2CuyonETgomlPLzc11/L300ksYMGAA/v77b5SWlqK0tBR///03Bg0ahBdeeEFveQ1BbCbAzjBuZ5IjQhtPr8pWCDzqrDZHyBVXp+gY3xgWdUWftgBcK+7U1Ns0qxix8+R53PzeVjRY9TEsnDX65dfzG48F51cjVPTEZmyFyi33MJR0e7Z6cQFJbev0WHCNJBGPhaP6iPqxudsomclmx/p48wmsOXAGj379l/pBIcyxkF/3yNnG8L2s9UcdVVo8hTvuoA6tkNHRWTFnXK82Iluo2TebtOnVbvyW6upq9O/fH2+//bbo5ytWrMDDDz+MJ598Ert378bIkSMxceJE5OXlOdbJyMhAnz59XP4KC52lQEtKSnDHHXf4Vf4HEXzERITiq9nDMGd0V8XbLLl1IK9U7uge4obCS9f2dWl8mltcjbU5ZzDj4+0orhJpZU4QPkR1jsXTTz+Nb775Bj169HAs69GjBxYtWoQbbrghKKuAiHUvZhgGDW5mktmqUd54LJb9fsyhmHIV6zUPj8K5yjqkiuVdACgou4C7lu/Ax3cO9XhsLtuOl2LLsWL3K3qAQ2lyozX5i2GhOsfCxbBQ57Fw16SvorYBmZ/twpQByS4z/O76WMQJcgWEOPpYeND4jbuNkrAg9lyUVHv3YOSKV2+14/KFGyTXbd10/AdPq8sPEjsHNt7x8r/Xpbdl4O11R/DWuqOqxnnz1yN4aFw3v/RYaMnEiRMxceJEyc8XLlyImTNnYtasWQCAxYsXY82aNVi2bBkWLFgAANi5c6fsGHV1dbj22msxb948DB8+3O26dXXO61CsdxNBaElUWAg6Jzif5x3iojChdxLWHHDmY1zVrx1uyEhBXgk/MfzzpoInAPDJ1pOYe3l3AI3P1tzianSIizK8hwrRfFB9pRUVFaGhocFluc1mw5kzrvWugwHW88DFzrifSWaVC2+SUXeePO9QKriz2xGhFkmjgmX9oXP41zd7UVNv9Xh8Li4N8DSCVUDdqUz+EwrFea1AJpd+HFzDRJFhIX/9LPv9GDYdKRad4WdDoboktkCneOf1wl5LHeKj8MKU3o766ULEQqGEIT9ScNdSYkBZRPI5PEHoqTsi44loFdUYXqi2d4ZYiNVuTuK90EMTFmLG3PE9oJZFvx4GwzDO30iQGhZy1NfXY+fOnS4J4ePHj8eWLVsU7YNhGMyYMQNjx47FtGnT3K6/YMECxMbGOv4obIrwBVc2FcXomxyLEIsZr93YH6/e0A8r5wzHQ5d1w7NXpwMAosL5k53ciZEDBY0hU/mlNbhi8SaMfWMDL6SKIPRGtWFx2WWX4e6770Z2drbjAZ6dnY177703aEvOioVCPfv9AWw9XiK7HasoZa0/hpve3YraBjfZ3iI0Nslxr1RI2S4rsvPxDqfbpzfolWPB7tad0uQvHgu58CHRcrOC88bLsVCgKLrzWJTV1Et+xl47n826GFMGJHNkcK4zbVgnyeRqseRtpZeBp6FQ3l5namyEqLBGp63aAgvu1tbyUmU4+Vz+8BNgGMaRtO0LiouLYbPZkJTELz+dlJSE06dPK9rHH3/8gRUrVuC7777DgAEDMGDAAOzbt09y/Xnz5qG8vNzxl5/vWWEKglBDWmJLbHhsNL6452IAjSFVNw1OxaAOrfHI5d3RJqaxw3lCy3AkxYSL7uO3g2fx5fY8jHx1PQ41VWpU65ElCG9QHQr10UcfYfr06Rg6dChCQxtn+6xWKyZMmIAPPvhAcwH9AalqC78fOie7nYVTAnZ7bin+91chbhysbubLypmt9lSxPlWmjQKgdVdox34V5lj4S7lZs+pQKOH2ztdahEJJ6eEMw/Aqi7WOcib/Kw2pYcVT2nROOD6LEgOKXcdb+1WpRwVwnn8x76PcV+O24Z+GngU7w3DykIy3LBiGQbdu3XDgwAF069bN/QYaITRO1ZTZHDFiBOwqbmDh4eEIDxdX3AhCTzrGK6tU9uODI/HZtjxMGdAeo1//nffZ4yv5RnNpdT3e/PUIcourkN4+BveMck0oJwitUG1YJCYmYvXq1Th8+DAOHjwIhmHQq1cvdO/eXQ/5/AJPy7gJlSl3IS2A6+w2N/zI6NlK/apCKSulabEYr1QBfDnlFL2K2gaU1zR4XW7W3XUj9rXsLyjHR5tzHe9DzCZERzgNC6VGKisrr4eLQsWda4AoGc6ikcdCzeav/HQQNjvDM+BZ5BpgujsH2hoW/uWxMJvN6NatG0pKSnxiWCQkJMBisbh4J86ePevixdCarKwsZGVlwWZT720mCD1JaBmOh8Yp+/0dPVuFRb82Nu/8bk8hBneKw6AOrd1sRRCe4fEUcPfu3TF58mRMmTIlqI0KQDzHQgnCnAAlSkFtA39WjTtb7XHHU43sAb27fLpTxrTKsVhzQFn4hBTcsrhiIjEMg8e/3Yt+z/2Cka+ux6nzfI+R2nKzbj0WIl/w1Us2Y+XuAuc4FhNCOYqyUsOC/U643jnFoVAcuZRcu6xMXnssVG7/2ppDKBDx6nEnBhiGwROr9uGDTccVjeHOrmgZrnxOx84wzpLMfuCxAIBXX30Vjz32mEuTPD0ICwtDRkYG1q5dy1u+du1at0nY3pKZmYmcnBzs2LFD13EIwhvYhn4vTOmNGE6PnYcuEzc8dp0873hdU2/FXct34IvteaLrEoRaVHss7rrrLtnPP/roI4+F8VfCQzz0WAhCd5ToBMJEa65SqSScRAytzAGdcrcVJ6ZqMQu8K+887v1UvnqMO7g6spjMfxdV8poF7so7z/tcbYM9d4aFEkLMJt71ozYUyhO4yreiUCi22IGX2duelFkWMyy4xtCRs1X4/M/GB+8tQzu4HUPq/L558wDkFFbgVNkF/Li3SJFs/pZjAQC33347ampq0L9/f4SFhSEyMpL3eWlpqar9VVVV4ehRZ8Ws3Nxc7NmzB3FxcejQoQPmzp2LadOmYfDgwRg2bBjee+895OXlYfbs2ZocD0EEMivnDMdf+WW4PD0JbWMjcfcn2bCYTZg6JBVv/nbEZf13NhzDrJFpABorSq07eBbrDp5FersY9E9t5WPpiWBDtWFx/jxfSWpoaMD+/ftRVlaGsWPHaiaYP+Hpw1yoELprAAc0Nu3i74Mz6+upYaGRp0H3UCg362nhsThY5H0SG1fhFPtO2N4ILMLZabU5GkpC6NxhMZtUe0oA8eNT2hmbFwqlYDyxClSe4IldEh5iRp2V/3uV+p72F5S7NbKlDnfKgGRMGZCMB77YrVi2xhwL1rDwD8ti8eLFmu4vOzsbY8aMcbyfO3cuAGD69OlYvnw5pk6dipKSEsyfPx9FRUXo06cPVq9ejY4dO2oqhxAKhSICgaSYCIzv3djTalyvNlg8dQBS4yLRtinZW0hxVT3m/y8Hz0xKx3lO8Y8pWX/gxCtX+URmInhRbVisWrXKZZndbsecOXOQlpamiVD+hqdJ0y7lWRXs5kI9/wFWb+WGQklvJ9VMB9DOY6GVgeK638b/7pQms9kEk8m7UBktSnnzcyxcPyuu4ldpEuboKFGyk2LCEWox49T5C7DZGdjtjOR2Ss5HqNnMM8yUKqhiqyk9/dzrRcl4jlAohfuXHNfNHn54YASuXrKZt0zMmOHKz/0pnyypcVtCWssKZtxQKH8xLKZPn67p/kaPHu32/jJnzhzMmTNH03HdkZmZiczMTFRUVCA2NtanYxOEJ5hMJlwz0FkBMK5FGEqrXSsHfvRHLk6WVOPwWaoYRWiLJmV2zGYzHnnkESxatEiL3fkdah/mk/u3x88Pj3RJCFWyF+GsKXdouXCSiFALfp17qRoxVeNtfwF3+1VymoVei//9VYhZ/9mBilrX3ipiaBGjbnYTUlRVyw9nE87w82L3Jcb4aMYQrH5opON9g0xFG+4+KiXOg9ls4iW/e+Wx8MCyUzIcO5a3Bqy7zfskx2L2pfyqKGJeIe7Xxj3mU+dr3MroPqxPXkahHEoLHPiSY8eO4amnnsItt9yCs2fPAgB+/vlnHDhwwGDJCIJg+Xr2MNw/RrwD+G8HzyK/lB8GevycdN8fglCCZvU7jx07BqtVm0Zs/oZaw+LmIano2TYGVrt0aIUUQn2F+97d9lJJ5lo5GvTrY6E8flyoED/wxW78+vdZZK1X1tFYi3Aqfo6F6+dVdXzlXmgUcLeXOqVmkwlhHPeK0nCoxb+6xtOycI89RGGFLbFrTqyCkhj8ztvKPRbeGrBKtper+MTCzfXgvm7g9JaRwt3hqrkKGT/0WGzYsAF9+/bFn3/+iZUrV6KqqlEZ2bt3L5599lmDpSMIgqVLYks8OkF5c86xb2zA2+uOeJ3rRjRfVIdCsbGvLAzDoKioCD/++KPm7nF/QW34jFiJzsbl7rcVKu/cnAt3ITRSSebaJW/rGwqlxJvQ2MvCdfa+pEq6SRwXLUJU3Hos6vgGtovniuexED+nFrMJoVzDwmoHJMrqcy+Z3OJqSbm5npJQhT1BxE6X0mRyXoM8Betrlbyt5IoPVXAdcMOduMeixMB2ZwCo8ZzZGY7x7R+tXPD444/jxRdfxNy5cxEdHe1YPmbMGLz55psGSqYtlGNBBAshZhOsdgYvXdsHYRYzHvtmr+S6r/9yGK//chjp7WJwpqIWr9/UH2N6tPGhtEQgo9qw2L2bn3RoNpuRmJiIN954w23FqEDFnRIw7eKO+HTbScd7VmexuSiU7scSKi1sbKSSbaVmYQMmedsDjwWLzpVwefRu74y1FiqQJphQVcdXQoTN17jHIO2xaFzPbGpULOVDoZw7CZXxRFg88FiIXftKvCfHz1XhyFmnS11R520fhUIBCnuicPYjNDI8rQrFosa8bcyx8K/k7X379uHzzz93WZ6YmIiSkhIDJNIHyrEggoU1j4zC9txSTB2cCrPZhEn926Pn0z/LbpNTVAEAuPPjHXhkXHfFfTOI5o1qw2L9+vV6yOHXuCuV2aNtNF6+ti+eWNXY7ZL1LLh4LBSoE1KTtX2T3T/UwqUMC7dbKkMvzyi7WzUJvq77UCacFhWWJvROwms39EOf5FicLOF7CEwm15yKBsF7JU4TVhEPsZhRb7XLy835SK47OdeYkDNAuHjqsbh80UbeezVGI/dIbXZGtZdJiQGsxGPDNSa4XhS73f3V5vZ4VeVYMI6u9/7Sx6JVq1YoKipC586dect3796N5ORkia0IgjCKLokt0SWxpeN9RKgFn999EW59/09c0bstfnbT32nRr4cxa2RntFDRg4donqh2rI8dOxZlZWUuyysqKoK23Kw7xSbEbOJ5CxweC5lZZimkZkLZBjhyhGlR8kgGvUKh1NTo99ZjoUVPCJPJhBsHp6JXuxgXY8hsMrmcJ6HnyszzWIgLzu6X/U4brDJycxP8Rc7PgKa65Ny+KnIGiJgcXD7ddhLVdfL5VMJzoMSoZg14rmHwwBe7JNeXKnur5FJQ4rGx87wUnNcAPuR0NRfDvcdCuYHgj30sbr31VvzrX//C6dOnYTKZYLfb8ccff+DRRx/FHXfcYbR4BEEoYHiXBJx45Sq8My1D0fr7C8rxdXY+zlXW6SwZEcio1kR///131Ne7xrPX1tZi06ZNmgglx9KlS9G5c2dEREQgIyPDJ2O6myQMsZh5hoVUjoUSxVxqFUV9AKTW0cgeUJq0qxZHjoUCZUsq+Vpp+IwWhgUXoYJqNsGlFKlr8rb7UChWyVbS24HrUYuNDHX5/F9X9GyU1ZPkbYk7xKK1hxVt79iPkqpQTWNxT9fqfeKzaBW1DRj2ym949Ou/XD5jDQ6pYgaAsiR+bsgTz2OhKMdC/nM1jofGPhbsfv3DsnjppZfQoUMHJCcno6qqCunp6Rg1ahSGDx+Op556ymjxNCMrKwvp6ekYMmSI0aIQhOFkfr4Lj32zF0Ne+hVZ649q/jwlggPFhsXevXuxd29jsk9OTo7j/d69e7F79258+OGHurvAV6xYgYcffhhPPvkkdu/ejZEjR2LixInIy9O3Fb07j0WohV/Bh334u8xciygpQqSUFqVdt/+beYnLMqVhQu7Q6ybCKm9e5VgoHKtebubfA4Td1c1mk4uRIzTIlIVCOfcHKM9viWsR5rKMHY+rlIYq9G5Jhd7syS9TtL1zP+7XqW7KTWHjeuVYvbcIZyrq8M3OUy6fsWcqOsLVyGIJUXj87Gnn/mSVfBVue7KosA/80WMRGhqKzz77DIcPH8ZXX32F//u//8PBgwfx6aefwmIRLyIRiGRmZiInJwc7duwwWhSC8BlrHxklupzbo+m1NYdw1Vv6T+wSgYfiYLkBAwbAZDLBZDKJhjxFRkZiyZIlmgonZOHChZg5cyZmzZoFoLH765o1a7Bs2TIsWLBAt3HdKQkhguZj7KvbLuqIn/Y7Z1xtdgb/2XICr/58EJ/OugiDOrR22ZekYaFQoxBL4NYqsflthSVd1aKmlKbUTLPSKC2XpoVeIpRHLBRKruywlNisQWFxGKnSMnA9JMKxAOe1w/VSKC27K/WdKPGgcVGSG7CvoFzyswv1Njyxah+u6NMWE3q3Fb3Oq+usuPWDP1HZ1EckOiJE0mUv93vq3T4GBwobjRs7w8AME+93qcTIc3e8Yt65UItJop+Gs9ysv+RYHDlyBN26dUOXLl3QpUsX9xsQBBEwdEuKxvGXr0S9zS6b4H34TBVKq+vROirUb+5NhPEo9ljk5ubi2LFjYBgG27dvR25uruOvoKAAFRUVulaFqq+vx86dOzF+/Hje8vHjx2PLli2i29TV1aGiooL35wluDQsLv/kYu/6IbgmI58wg2+wMnv3+AKrrbXjwi90u+wEgqWkqDYEQS8r1ZcUkT1BTFUpqpllxKJRV25MhVFAbQ6EEY7p4LJRVhQKciiRPsRUYLtz3YuFqDiOFI6tSj4WU/q3Ug6YVS38/ilW7C3DvpzsB8LuZs4bclzvy8RfHkxItkmTIhoXJJa93im/heM2eWq6xqMxjIf+52OmT+k780WPRo0cPJCcn49Zbb8W7776LQ4cOGS0SQRAaYjabEBFqQVpiC9n1Br2wFm/91jjpuHDtYdz58XYKkWrmKPZYdOzYEQBg9yAhWQuKi4ths9mQlJTEW56UlITTp8XjsBcsWIDnn3/e67GVJG/zPBac1du3ikRJU8lYrnJScUG8Q7LUzLvSvGylSbn+hJqqUJI5FgrH0jzHQsRj4RoKJVNuVqqPhYk1Bhrfs9fO09/tx9qcM/j54ZFoFdVotHKvGTGPDHteQzwyLMTPt9xvQizczFs75MgZfjdYbv5Edb0VMRGhLudZrHrJfaMbZ9flfidcbwyr0Kv1WLjvY+G6LCzEjJp6134JjTkW/lVutqioCOvWrcOGDRuwaNEi3HfffUhKSsKll16K0aNHY/bs2UaLSBCECmIiQlBRa0VCS37DpO/vH4EGqx0DX1grue2iXw+jsrYBHzQVtdh05BzG9kySXJ8IbhRpF99//z0aGhocr+X+9EbobmMYRtIFN2/ePJSXlzv+8vPzPRrT3SxhiMXMU7S4D3+p7r0VteJVdbwNhRJbT6scC71Q03lbKun415wzWL2vyO32WhsWwpAgk2golHSOhZSOyl7Tzt4Ojcs/3XYSpytq8fl2Z14RLxRKxGNhEewLUNPHQt1yAKi1uirH3ijEDMOgUtDNnLs/tkKV8NpvKVMWUS4UzCLy/fANC7ciK2hkJxYKJb6RnVEXLugLkpKScMstt+Cdd97BwYMHcfjwYUyYMAHffvstMjMzjRZPMyh5m2gufHnPMIzrlYT/mzWUt7xleAhatwjD4xN7ym7/AadS3lc7TuHil3/DfpnwViJ4UeSxuOaaa3D69Gm0adMG11xzjeR6JpNJtw6lCQkJsFgsLt6Js2fPungxWMLDwxEeLtGuWAXu4sl7JEUjr7SGs77zMynDQgopw0KpQiGmMOrVf4JlaKc4dE5ogRXZnhluDieY4s7brtRZ7Zjz2S7seeZyx0y+GHrnWFjtdpfvWWjMKIlFdSRvszkWguvCzgvNkc+xEDtlyjtvq/dYiBk33qjDVjuDigt8Q5z7O6mstaJdrOt30TJCxrCQ8dhwvx92HO5XqCTszt13LHb6pMpFcxvk+YldgaqqKmzevBm///47NmzYgD179qBXr1544IEHcOmllxotnmZQgzyiuZDePgYfTB8s+fnsS7tgfHoSiqvqcdO7W2X3xfbEeOjL3fjtH6O1FJMIABRpF3a7HW3atHG8lvrTy6gAgLCwMGRkZGDtWr47bu3atRg+fLhu4wLulfq2sRG8UCWex4LbZEuBQiJZftTLZFs96Zfi3QPXoTQpWNdd0nGlhCeIRWuPhfB7qamzuXyHcmV6pT5h9+oowSoMr5IwWMWSfx2N5zgfKS43K5W8LXOdCUOSAO8U4gabHXVWYTdz58HklTQa9RaBYs7NwxAidx1xP/E0FMrd4UqFQonBcJK3/cVj0bp1a0yfPh1WqxVPPfUUTp8+jV27dmHhwoWYMmWK0eIRBKEDaYktMbRzHK4dqKwCaEl1PZb/kYurl2xCSRX1vmguBFRA/ty5c/HBBx/go48+wt9//41HHnkEeXl5usfzyiWqsvoJt+woV2fxtcdCbC29k7e93T3rRZDqHM7FnULsTunTutys0INSb7OL9LFofN8vJRZ7nrmc99mkfu1E98vuwdE0TiZhm6vHixlOjnAqzjel3FAVXx4ZJq20CzuNA+oawrnsTyThnvtbOtHU/VxoLMg1jJS7jngeCzv7n5+87TY80s0KYudD6vq3M+rCBX3BVVddBZvNhk8//RSffPIJPv/8c/z9999Gi0UQhA94fGJPtIl2Hw1SVtOA5/6Xg/0FFchaf8wHkhH+gKJQqLfeekvxDh988EGPhXHH1KlTUVJSgvnz56OoqAh9+vTB6tWrHYnleiEXNcKqG/zkbedrbmiKNw3ylCqCYiEYeldouHlIKj7YlOt+RQkuNCWsyimrLO6S08Vm7NV8rhax70V4vtkZ/LYxES5hWt2SovHTQyMx8U1+PXBHQ7Sm/Uv1RGlc101VqKZrom1sBIBGhVtpl3apkJ5wixlnK2sRYja79M6oEenKLdeszh31NjtPEa+z2ngeG9YwFU4AyFV+kvs9cT9yeiy4y9yHF7rrkyF2WsMlPCzcUCh/8Vh89913ABr7G23YsAG//fYbnnvuOZhMJowePRpffvmlsQISBKEbSTER+PcN/XDnx8r7u9TUy0cTEMGDIsNi0aJFinZmMpl0NSwAYM6cOZgzZ46uYwhR8jCXSt7mhrx747HwZoZ5y7FiRdt6SrekaK+2r23yIkSEKDAs3Hgsyi+4doXnoneORaMM/ERjVtmXuo7aNSn8XNiwGHabqe9tQ+YYZ78AXigU55ppsNldcgDYayc8xIIDz0+A2WRS3IdCuFpCy3AUV9WhorYBQ1/6DQBw/OUrHftbc+C0oyQsl4l9xT0zSrDa7TxF/J3fj6NTQpTjPXu4wt+InHIvVxXLJGJY2FSGQrm7TsU+jZDyWNidhoy/1Yrv168fbDYbGhoaUFdXh59//hkrV640WiyCIPSGcxu8ZkB7fLenUHZ19tYlV3CHCA4UGRa5uZ7PRgcDcko9q2OE8AwL5+c2iSRb6f05kzS5qysOhRJZT03ydoPNjmW/H8OhM5WK1ldq8MhRq6HH4u5PdmLX05dLft6geedt1+O/ICgZ2tBkXUqJLlTyh3aOQ2xkY9do7iw815Vs43gm+DkWdpfQN+7uxUqwysG97gaktsI1A9rjuf/lIL/0gnNMux3h5sbvTsyo+OmhkS4lDNXQYOU/iP7MLUFK60jHezZMSXh+Q2WuTblQJe75u++zXfjq3mGC0DP3Pyh3HiGx36nU9c/3WLgd2icsWrQIv//+OzZt2oTKykoMGDAAl156Ke69916MGiXetTcQycrKQlZWlq75gwQRiHSMd07uvHhtXxw+U4WcIuleYV9sz8f56gb8fOA05k/pjTuGdfKBlIQRqNMyBDiVYD952umEkoc5Vznkhm1wZ5bfWue+czW7eqjZzJtdV9rHwlvF45/f7MWq3QVe7ePNmwfgoS/3KA5/YcuTKlnfXex6aXU98ktr8HdRBS5PT3K5NvVO3hYbg/VYSP1OhCE80y52hvZJ/bT4oVCcseyMy4y6N+Ez3OO7d1Qaypq8MVKFCNha6FxS46JE1xUyomsCNh919a41hkLx4Sr3ziZ2/HXkPBZyBir3yLbnlmJ/QTnvnCopwuBJP5lIiVAohuGExvnJvfazzz7D6NGjcffdd2PUqFGIiYkxWiRdoKpQBCFOWmJLfHnPxWgbE4GW4SFY/dBIVNQ2oN9zv0huw1aLeua/B8iwCGI8Cnz+8MMP0adPH0RERCAiIgJ9+vTBBx98oLVsfoPwYX5F77Yu60g1yLOpbCjIKjDCUAqlnY69NfK8NSoAoHtTaFTL8FBF67Mz/HJVfFiUVDMa+ep63PPpTqw54No4UescCzFDRzgGm2OhtHTryG4Jkp+xSM2gN9jsLsn03niVLLzr2uQwXIXJzCwxka7fuZTCLCRzTFfR5Q02u4uBJRYKJvytyYU7Ka2KBTRWNuEVYVBwDbnbv9i1IHX92xlG0itjFNnZ2Xj99ddx9dVXB61RQRCEPBenxaNTgrMzd0xEKGaO6Kxo2+f/d8AlbJgIDlQ/pp5++mk89NBDmDRpEr7++mt8/fXXmDRpEh555BE89dRTeshoOFzlKtRiwjvTMpDQMkxyHa73orvK/AOx0CrhPuXw9YSm2HCs0lRcVaeoxFxtg3LDQmnHaADYdrzUZZnWORZKPBZslSSpr5CrZN55SSdegreUMWLlzdjzy81q6bEQhviJ9dXgDtcqytWw8LYCldXG8K5rk4lvRDAOw4K/nVzyttJQKLFlSjwWcmMD4r9TKY+dnVNu1p+8w2VlZXjjjTcwa9Ys3H333Vi4cCHKy8uNFosgCAN5+up0nHjlKrfrffzHCfR//hfH858IHlQbFsuWLcP777+PBQsWYPLkyZg8eTIWLFiA9957D++8844eMhoOr2Nx05ShMNQhRKLc7OKbB6gai1UKhQq0Uo+Fr0MlxAwerghKSsw5krcVGBZqZt/Fkmy1DoUSC3lhx+jcNJNTXtM4K6PEYyE8B0XltaLbSPVVsIrlWHgxyy0sSsC+51afsjMMGIbBVzvyvbr+pIxnYVUoE0yihpXQYyF3rciFSQk71Zsg6EejIMfCXSiUaPK2pMcCfpdjkZ2djS5dumDRokUoLS1FcXExFi1ahC5dumDXrl1Gi0cQRIAwftFG3StXEr5Ftcphs9kweLBrd8aMjAxYrcFZToyr8LAznUL9SaoqVLvYSMWuQcA5M2oVKC+eVvHRGzGDhyuDWCdoIayiJpdsy+JuJphbYUlMAVSiFKrBItPpnJWV9ZIcOi2eEC932JI5FjIN8oSGhVKjVAy+J875nmvMMABW7zuNf367F3tP8WesrxnQXvFYUlIKHzrFVXUSORb8A5cNhVL5Q+HuW/jbFMMTj0W4RFU0pslwA/wnx+KRRx7B5MmTceLECaxcuRKrVq1Cbm4urr76ajz88MNGi0cQhMHcdUlndE5ogenD5NsB5JXWoNuTP2HBT3+jtFq+qiMRGKg2LG6//XYsW7bMZfl7772H2267TROh/A2uDsLGTgsf73Kzo2pUAVZhuyBwDyruYyEympJqVJ4irqCJG1lSsEqbkjAPdzPBYgonFyWlQtUgp6AKOylLVcyQO24pY8sqcZwNNrvLMWqZY8HKyvWk2BkG+wtdQ2AsZhMW3zxQ8VhS50EYCnXwdCXPSGPzD4QKv1xlJqku1wBEOz5yf0PCZoViuOtjcX1GCgAguZWzulWYxcSrduUYj9M3w18Mi+zsbPzrX/9CSIiz/kdISAj++c9/Ijs720DJCILwB56ZlI71j47GvCt7KVr/3Q3HMeiFtTpLRfgCj6pCffjhh/jll19w8cUXAwC2bduG/Px83HHHHZg7d65jvYULF2ojpcFwZ3zZDttCJYirgLnEuKsK32n8n9gyHAVlzpKeypO3FQ+lCeyMPXdc7uG6U2q5SpoSBdjdKmcrnTkdYgqgylx6t8h1C5eagZbDxdsgMfNtl8ixEKsK5U1cPj/EzyR6HTJ28e9FradEavUGkapQP+wtcrx2NrHjH7dcArVsjoXIMikPEUuYxYx+KbHIPnne7f4BoGfbGOx4chwYMI5+IFLGCLfcrJ/YFYiJiUFeXh569uzJW56fn4/oaO/62hAEETxEhFrw2z8uxZLfjmDygPa4azlNPAQ7qg2L/fv3Y9CgQQCAY8ca4+cTExORmJiI/fv3O9bzpyRDb+Eei5TCwFWKhcqhJx6L7kkteYaF8lAosdAk5RKEhZhRr6LXg5jyaOIZYvJjc2PXlSiiaq4rsSRbrT0WcvIo7W7NRRjfL3VOuIWJhFWhhHqvkhl2KbgOIrNJvOwxA0b8GlN5C5C6TuttdpfzzD1P7OEJPRZd27SUHCtUxiAU8/DZJc43y81DUzH38u4YML9xxk3JdZoYHY6yGqfr32I2iRoO3ORtf/FYTJ06FTNnzsTrr7+O4cOHw2QyYfPmzXjsscdwyy23GC2eZlAfC4Lwni6JLRV7r/cXlKNPMpV2DmRUGxbr16/XQw6/hqscs6+Fz3eu/uyivKrQBaRiqZVWxxTTO9SolVFhFlWGhZjBw13kThHiKmlal9IUMyJ0jApzIVxhHw8ejOxbB9xEZWEoFHej4V3iRSs1KUUYeibVgPHbnadclqtVgeVyLOQuI0fytqAMbJfElnj1+n7457d7XbaRM/rEzrm7PhYmNJZaZKlQWEaR+/sxm0wSoYzc+4Ki3erO66+/DpPJhDvuuMORWxcaGor77rsPr7zyisHSaQf1sSAI33L1ks3ImT8Be/LKsPV4CbYcK8H/zbxIUQNdwj/wqkFec4E7a8y+FCrMXEVFWMtfzSyjVFlJ5SU7xRQ/5dp0ZKgFZVBeW1rMg8NVjtxN2nvSXVwpYoettcdCDrkwKSmUSsfLJeEmFgvKzX468yKvvIdCT5yYB8XOMCgUqV6l9vuULK1rY1zUbe41xh6/UOE3m0wYl54EfOu6TzVliwH3oVAmk4lnJCitz849n1LeUH7nbf+wLMLCwvDmm29iwYIFOHbsGBiGQdeuXREVpawZIkEQzZMbMlLwjchEFJd+z/3C80B/szMf06ihXsCg2rCora3FkiVLsH79epw9exZ2QdB6MJYaNPHCQcQ9FiEWM1bOGY4Gq503cwmom7ld9vuxpnH4y72pCsXOeCpRMJU2M3OOJxYKJf85F14olMbTsWJGhLDqxBd3X6zpmFzCPMixUAq3UBL3OEuq63HkbJXjvbenlKvsMhD/jqRsNbU6sNT69SLhXdx1papCmUzSeRZy15q4Qep8LW5Y8N9HKZxd4/4+zJKhUNITDr6mpqYGjz32GL777js0NDRg3LhxeOutt5CQkOB+Y4Igmj0LruuLo2ersCe/THIdYVhrZV1wVhwNVlQbFnfddRfWrl2LG264AUOHDjX8QecLuLOKcoraoA6tRZcrnWU8V1mHvNIaAK4lNpXG60t9H3ZGWTiVbLUcEcQUNDWGRR2n+pXWs7FCBXDzkWKUNBkWYSFmvHZDPwzrEu/1OO1jI0Rn7D3KsVDoUeGGQgln6m9+b6vjtbe/T2FRAjEDV0pm1aFQMsnbLgnpnNfOPhaucqgtKwu4D4USKzfLelDevnUgftp/GrdfLF9ikYUbaWYxiZ8zvsdC0W5149lnn8Xy5ctx2223ISIiAl988QXuu+8+fP3118YKRhBEQBBqMWPlfcOR9sRqxduoCc8mjEe1YfHjjz9i9erVuOSSS/SQxy/hzSo2vVajBCtdldsV2sY0drB84YccAOpDN4TYGQYWGVXv8JlKrNpdoLpRjVhfD+65ceeFePq/zoR/vT0WS9Ydcbz+bNZFGNIpTpNxfnxwJHKKKnDbB3/ylnuSY6E0UoubTiBMznbObqse3gV+KJS4YSGVG67WqBHLLwCAkqp6XkM+4b6lPBZmk7gHQC12huGdY2EjPu6yq/u1x9X9lPfu4FWck/iN2zi9SYwOhVq5ciU+/PBD3HzzzQAay49fcsklsNlssFgoBpogCPeYzSZ8OnMo/vHVX+jRNhqbjhTLrr/41yO4flAK4lqEISrM0iwmtAMZ1ZpPcnJysysnyJ1VZK9nNZe10nW5SgbDMLhhUIrzMy+VbneN4cYv2ohlvx/DsXPVqvbrzmPhTu7V+047Xms9GyvU/7hnQMuxWrcIwyVdXUNBPKsKpYyNh89hc9PNWOqr1UIJ5V6Tdrt0joUYakeXSt5fuPawSw8Q7r4ZCY+FyQSEelARQOiBsTOM287btQ2ezajxjHCJ7+tCg81vPBb5+fkYOXKk4/3QoUMREhKCwsJCA6UiCCLQGNktEdufHKe4gfDIV9ej97Nr8Oz3B3SWjPAW1U/dN954A//6179w8uRJPeTxSywiHgs1WpNS65qrA9nsDO+9JyEdXPTKWXYXc69Gt/V2FuLZSem892LVe7QaSwl6eiwA4PYPGz0kUkajFkqoWZBjIeaxkPRyqc2xUPWjcr5kj58botQyPAQhZn5CNbcruxCL4Di52OzCviGu2wsbWiqFK5+UHVpTb+X0sTDWsrDZbAgLC+MtCwkJcVSGIgiCUIPaCbBPtjYf3TNQUR0KNXjwYNTW1iItLQ1RUVEIDeUnKpeWlmomnL/AvfClqkLJoXRVrlJptTOiZW49RU7J9oboCNdLiFdC1oeK0Mhuibz3cvkKvpDLowZ5qooDNyLpMdD4GO0MI3odSs3Wq68KpWZd11Ao9jyM7JaA12/s73L8PzwwQnJ/YRYzLtjFjQObneEZE1aRUKhaDw0LLhazGf1SWuFESQ1veXWdzW/6WDAMgxkzZiA8PNyxrLa2FrNnz0aLFi0cy1auXGmEeARBBBjce1rO/An4ad9p/OPrv2S36fT4jzj4whWIUFlshvANqg2LW265BQUFBXj55ZeRlJRk+AyaLxDWmgfUhkIpW5urINrt/KZjcl2E1e5bC968eQCWrj+Gf1/fz+UzrmEhDO+ot9rxxfY8jOyWgLRE6QZmnhAqOEcuM/m80raaDi2KR+VmPfiaxJKJAfWhSO5gGEb0vEnN1mtVFcrduqwByZ6HwR3jkBTj9E5sf+IyXGiwIb5lOKQICzE7j0PYYFAQCpVfegFCajVILrSYgflTeqP8QgM2HD7nWF5Tb/WbPhbTp093WXb77bcbIAlBEMFAfEunBzQqLATXDkx2a1gAwHVLtyD/fA2uH5SCZ65OV1w5k9Af1YbFli1bsHXrVvTv318Pefwe1pBSowRJXe/CErC8kpaM0GPhXfI2o3FRhSkDkjFlQLLoZ1wlTPhjX/b7MSz69TBCLSYceelKTWUSzqbbXOwK5wJVYTcayeMJSmaopUOhtPZYiO/zQr2EYaFy/2omKUSrQjV94cKQojYx4iFQKa0jcep8o5HALY4g9BpdqLc5ykBLUStxDtRgNpnQKioMT1/dCxsWcg0LmzN52+CH58cff2zo+ARBBBe92sVg3sSeaNsUqmo2m7DjyXGw2u14ctV+rDt4VnQ7Nu9u+ZYTGNIpDlf1a+czmQl5VGurPXv2xIULrjN2zQX2ua5GMZXSl4QKIS+O287wK8Z4qSRqGQrlThRuLLtQD1p38AwAoEGo9WuAsEu0MBTK09wPTyk47/3vRImcUjkOWuugDCNuLNVaxZVqtYaNKi8gZ9/spcRe40qN8F/nXup4Hcbxdgl/Kp/96T6mV+ocqIG9foUGVnUdN8fC62EIFWRlZSE9PR1DhgwxWhSCCFruvbQLb6IyMToc7WIj8dEMZb+7ovLmq5P6I6oNi1deeQX/+Mc/8Pvvv6OkpAQVFRW8v2BHqkGeHFIzsUJlnxF4LMwa5lhoGQolrjA6l0WFhWBYWnzTuPy1yhR2JPYEF4+FYHB+VSj9NbT+qa147z+bdZHbbYTGkBKDUspjoXVeTesWoaLnTVgKlkXtKVbznXDPk7CPhdJiXNz4XG7/FuFpOy3So0SINjkWjf+F56GBk+NhdI5FcyMzMxM5OTnYsWOH0aIQBCGBHhOVhOeoNiyuuOIKbN26FZdddhnatGmD1q1bo3Xr1mjVqhVat26th4x+hSf6vZQuIMwB5Sr/wkloT3IsHhjb1SFvbnE1nvpuH/JLa+Q3UoCSc5AU0xjPLlSUy2r0MyyElbPkSux6GVmmiHG92uB6Tsng9HYxbrcRSqxEkZRS7D0tgSpkyS0D8eDYrhiWFi8qj1hfh0ZUeixUrH6ecx0Jy816EjbYKcGZeCw0CMWaHwrR4lwnRjf+ZoSnwW73nwZ5BEEQvuTGjBS369Rb7Th6ttKlpxNhDKpzLNavX6+HHAED633o1S4GB09XKttGQsFqrC7jnDXlzjCzylJSTDjOVNQpUkrFMJtMsDMMbnynsRvzX/nl+J9MdRyl+1S6jtBTUlPvLEvpyU1Aruyu0PiSE9MXM78WswmX9WqDb3edahxTgVYonC1XIqZYlSItmdTf2fBNzHMmlTyuVgl2953cmJGCr3eeclnOGhTsfzWlmb+852J8svUEnp3UmDS98fA53DGsE8ou1OPdDccV78cbj8WbNw/AieIaDOrQODEjPA82u/80yCMIgvAlD4ztJnrf57Lo18NY9OthAMCmf45BalyUL0QjJFBtWFx66aWSn+3Zs8cbWQICVmd5dlI6oiNCeDPS7rYR4tLAjaNVRoY1Ghwb/zkGVhuDFuGqvyowTJMyy1H8hI3GPEFJWJbJYVgIlsMEdl6+wQOF+N5Lu+Cn/adRUOYaU+maYwHBe27ytv5YzHyTUu68DerQCrvyynDjYP715E6RtAtKoeqNWJiRlGdI66pQ917aRfQBs+bAGTz85W6HHGoSnC9Oi8fFTWF7STER6J7U2PwzWuXvzRvDQlgEQXgebByPRXOowkcQBMHSIT4KGx4bjdYtwrDktyN4f1Ou7Ppf7sjDYxN6+kg6QgyvA0LKy8uxdOlSDBo0CBkZGVrI5NewD/ZWUWGYP6WPS9iE+Dbiy4Ux8Fz9rEVYo2ITHmLxyKhgEepYYn0n1O/TvXLDKqAuuR2cTaVCeORIjA7H5n+NkRhTXi7uaL5Q0MwmE++7lxPvq3uHYfsTl6FfSiv+Ptz8QqW8BXohdt6kvseOcS1El6vZN5fwEDNG90gU/ey7PYWOc+FtM0lP8OY3KsTFsGC4ORaaDUMQBBEQdIxvgZiIUMwZ3dXtul9sz/eBRIQcHhsW69atw+2334527dphyZIluPLKK5Gdna2lbH6JRzkWsqFQTrhKeFSYNo1fhMm/MRGhEmsqR0z/axPN7xHgCIWSUXwlOza7HV/8fLpTKLk2ji8UNKEBJmeQhVjMomVR3SVv6x0GJURMHjGPRXR4CBZOVVeS2t13EhZilj2H7O/H2wpqAFT3WHlv2mCvx2QRHuOp8xfwv78KRT8jCIJoLrRuEeZ2ndLqek1ySQnPUWVYnDp1Ci+++CLS0tJwyy23oHXr1mhoaMC3336LF198EQMHDtRLTr/Bkwe74uRtzvuEaOlmXmoQyquFwSJ2OPdemoYpA9rjndsHNa4jGQrlpEhBUqwahCEwcnP5eiho707je+waPSjeVfZyN4vva4+FWHUxMRneu2MwUlqri3N1V8I51GKWNT6sjuRt77/biX3aqlq/b0qs12OyCL/ynSfPO16Tx4IgCEKeka+ux0ebG0OmquqsbtYmtEaxYXHllVciPT0dOTk5WLJkCQoLC7FkyRI9ZfNLvO2AzcU1FMr5/h+Xd9dkDG/1ZzFDREyVjQoLwZs3D8QVfRqb1LAKkFAR5crz6s8HvRPOC/SY+A0TdNo2myAIhVI/qDtF0pNwMm8QMyzEqkJ5otwLN3n7Vv5EhcVskjW0WDm0MCxMJhOuGdDe/Yo6IHedUI4FQRCEe+b/kINOj/+IPs+uwdqcM0aL06xQbFj88ssvmDVrFp5//nlcddVVsFi0CdUJNLSc6RaGCbFKW/vYCMS39N5jwYBxUbLU9rP43wMjMKq7IK5dwS7YccWTtxspra5XJQuXB8a6j7UUoncfC+4eTSZXJdATfdednGwolK/0zS6JLdE+lh+y9e2uApf1lPaS4CE4hk7x/ByNMItZ1qdh09BjARjX5VpuVAqFIgiiOfPwuG6O11cr7LZ99yfZvIqUhL4ofvxv2rQJlZWVGDx4MC666CK8/fbbOHfunJ6y+SVaKS2AawiJI0FTwzGEiojanmkhZhNmjejM34eKcYV9LLji1NR7XkmnY7y6xOAmYUTl0AruuWbj/PnGhgez+G6uBdZjEeqLxhxoPIbnJvfmLduTX+aynmfeGflywZFhFtlrz5Nys3JokavhCXLXCYVCEQTRnEnkhIm/fesghCmcxUp/Zg0+/zNPL7EIDoq1kWHDhuH9999HUVER7r33Xnz55ZdITk6G3W7H2rVrUVmprKdDoOOJ0iLlJRAmvTqbYGloWHjpsTCbTBjVPRGPT1RXvo09BLkmdd4YFuEhCi7dpqEZhsFT3+3DX6fKHR/p4rHghj01nXdvQ1fcbe1QpjUM0XOHsqpgHuSTyIyTqCDnyJNys3JoOYmgBrlhyWNBEERzRqhTPDMpXfG2T6zah3qrbwueNEdUT3NGRUXhrrvuwubNm7Fv3z784x//wCuvvII2bdpg8uTJesjoV3jyYJfSrYVKPuMwLFQPIYlw1lVtRD6rsAqrPrnD2SCPv5wrzQUvav8rMSyYpqM9WVKD/9vGn6nQQ0Hj7pP9Dr0dxZ2cbGUto5RgKTzLsZD3WLhDa4+FYaFQsjkWPhSEIAjCz8jo2Jr3Xm1Bmu5P/eQSSUFoi1fxEz169MCrr76KU6dO4YsvvtBKJr/Gk5lhqWtYmHjrrFWvjfbAMK4JxWp/T2K5Ekp+lKxOJrcuN+Zx0z/HqJIrPFT5zUTsdOqhoHF36QiF8nIcdwo6G04X6lFSg2fUKZjx8awCFv8993egZG9sMQTNPBYGafHksdCeyspKDBkyBAMGDEDfvn3x/vvvGy0SQRAe0Lt9LFbNGY4/n7gMAHBZzyTV+xj56nqs2EFhUXqhiTZisVhwzTXX4Pvvv9did36NxYNYdqnwI+FyNplbS90hVGAIickip/yz3ay56yjKsXAYJMIcC6c8tQ2NCmrXNi2RGqeuNKnQY7H6wZGS64p5jHQxLLgeC42U2+szkmU/d4T/+FDhVNJl2hOlXEmyu9xeWUNdsxwLhfvRunqUXNldH6XSBB1RUVHYsGED9uzZgz///BMLFixASUmJ0WIRBOEBAzu0RlJT36fYqFDsfW48JvVvr7ia5qnzF/Cvb/dhf0G5+5UJ1WjXLraZ4Ekou5TiLowVtOmQYxEWwp/ZFxNle26p5PasciX0fLhDSSgUiyeKYEtOp+NxvdogvX2M5LpieR6651g0vemeFO3VPq8ZkIxO8S1w4ztbRftFOCsheTWMKpR4LDwxrIRfidr8lENnGvO8tPI0uLtGnrqqF4Z1iff6OxZikvkuyWPhGRaLBVFRjZMXtbW1sNlsFA5BEEFCTEQoltwyEABwRZ+2+GbnKby78bjb7a5eshmfzboIl3RN0FvEZgXNf6nEE4+F1POrorZBdD1tDQu+vGIei9MV0o3qWKV/Yh9lZd1YWL3SRakXOTS1RgvA78Apdb7YQxVTIPTOsWANstS4KPzv/hGqQ71YTCYTBnZojegI8TkALbtNK0Uvj4Vcp3Ilu2O/Zq3yTdwZaxazCb3bx2oehiYnfbD2sdi4cSMmTZqE9u3bw2Qy4bvvvnNZZ+nSpejcuTMiIiKQkZGBTZs2qRqjrKwM/fv3R0pKCv75z38iIYGUCYIINrolRWPelb2waGp/Resv/f2ozhI1P8iwUIknOoRU8va0D7ejrKaes562MeIAEG5xn2MR30I6MVvMY6Fkok+y3KzIup4oZq2jQh2va93MoIuGQqke0T1SzfD6psSqDvUSImUIlVQ1Xj++TDQWhteJoUVVKLE9KJlj1qpClrtzqpf3QG6/fpajrxnV1dXo378/3n77bdHPV6xYgYcffhhPPvkkdu/ejZEjR2LixInIy3PGSWdkZKBPnz4uf4WFhQCAVq1a4a+//kJubi4+//xznDlDTbMIIli5dmAKLhX24BLhj6Ml6PT4jzhQSGFRWkGGhUo88ljIqENbjznjfJ3J26qHkBgXCA0RVIViGNRZbdhfUO5Q+uXk4yqIbCz5faO7uB2bVY6E3cXF8CQUKpKTvF1xoUFmTXEvjT4eC/HXWiA1Uz3zPzsA+LYq1A0ZqW7X8cTQkfVYqDAFtfpu3Xld9Drl8oZFcFoWEydOxIsvvojrrrtO9POFCxdi5syZmDVrFnr16oXFixcjNTUVy5Ytc6yzc+dO7N+/3+WvfXt+DkxSUhL69euHjRs3SspTV1eHiooK3h9BEIHFf+4aihOvXIX5U3q7Xfeqtzb7QKLmARkWCrl+UAoAYNbIzqq3ldOtIzgKsh59LITNY+wM8OAXu3H1ks34cke+W/m4ytVrN/bH/+4fgfvHuO96zeZAVNbyu12KKciehEJx98MNt5rCSaRlAJRU1fGMN8f2ulz5rqFQWiHl1GEP3ZehUJEKyvt5lrwt/T4hujH0TcleQzTKcBb7Du+9NM3xWq+wJLndBqvHQo76+nrs3LkT48eP5y0fP348tmzZomgfZ86ccRgHFRUV2LhxI3r06CG5/oIFCxAbG+v4S011b0wTBOGfjFCYQ7G/oFy29xahDDIsFPL6jf3w9/wr0CWxpept5ZIEw0PNLutpqTy4lJsFgzUHGkMAPtl6EoB80zzuzHOoxYy+KbGKZqPjmnIgSqvreccvpjR5W8WH63G5Y1hH3mcZL/6K+T/kuGyjv8dC2/27CxdTklDtS7TQ7c1mEz65ayiGdorDWzcP9OnYgOt3eMvQVHSMayH5uVbI7TZYcyzkKC4uhs1mQ1ISv6xkUlISTp8+rWgfp06dwqhRo9C/f3+MGDEC999/P/r16ye5/rx581BeXu74y8/P9+oYCIIwjrTElsi6dZDb9a5eshldnljtA4mCm4CpCvXSSy/hxx9/xJ49exAWFoaysjKfjm8ymRTN1IohZ/9ydfqmXmdeKw+DO7ZG9snzuH5QMt78jZ+YxDXGU1pHupXPU1jDYtORYgx+8VesnDMcHeNbiK7rbfKrJ8Vd9Jj55X5vBWUXNN23O6+OvxkWnngshAamCcCo7okYpSBOlr8ffTwWDMPP39DLeyBbbrYZGhYswvsiwzCK75UZGRnYs2eP4rHCw8MRHq6uKShBEP7LVf3a4ap+V6Gw7AKGv7JOdt0DheXo3T7WR5IFHwHjsaivr8eNN96I++67z2hRVCPnEeC2l7dr5LFYce8w7H76cnRtE+2SaHuuss7xOjayMQFaj7KLrTjJ1SXV9bj0td9htdnFk7c9CIXiwhffxFkufVxqYvaVomeYijCkzRX/ct96EgoWYjFjOsfj5KkSrVWRJuExRIZZeAaTfsnbnn0WrCQkJMBisbh4J86ePevixdCarKwspKenY8iQIbqOQxCEb2jfKtLtOle9tRkfbs71gTTBScAYFs8//zweeeQR9O3b12hRVMP1Enx5z8X4LvMSx/t6m9OwYBVhb+PzLWaToxyrsJGcGHqUcxfzQqzaXSC6rvehUOrRp/O2flqfO4+Fzc5gxvBOuo2vFk+vYW4/Ek8vC08KLIghNBxaRYbxjksv50FzTN6WIywsDBkZGVi7di1v+dq1azF8+HBdx87MzEROTg527Nih6zgEQfgXL/yQQ71uPCRgDItAhnttXpwWjwGprXBxWhyARo8F60VgDRAt46iVKCJ6/HbExj1XVSd6bN4mHnvy49e7Qd60iztKr+gB7jwWVhuD1lFhsuv4Ek8NC+714envQLvO2/z3sZEhvPwiY3IsdBnScKqqqrBnzx5HuFJubi727NnjKCc7d+5cfPDBB/joo4/w999/45FHHkFeXh5mz55toNQEQQQiH80YjA5xUZL9oVg6z1uNnSelGwgT4gRMjoUn1NXVoa7OGfpjVMlAMcWXndF/45dDOFFSg+cmpSOuZWNMr5a6g5ySxYolF6rlKWKKZYOVET02bw0prvjcXckdlT45Fs7XLd3csNTiLg/Famf8Sun0OIyJF2rk4dgafbnCYxjSOQ4nS2o442gyjAtyv4dg9VhkZ2djzJgxjvdz584FAEyfPh3Lly/H1KlTUVJSgvnz56OoqAh9+vTB6tWr0bGjtga8kKysLGRlZcFmc98UkiCIwGBszySM7ZmEBT/9jXc3yHfovn7ZVuQuuLJZFs7wFEM9Fs899xxMJpPsX3Z2tsf795eSgWIKLhuidKJJUXnufzl445dDAIA/c7WzkJWEhejh7BPT7eptNtGxtFTyubvKLa6WXk/nzttaGy7uQqGsdrtLRSw9WTx1gOznnnssuK+N9VhwSyVf1a8derePFXzHvn/QBKthMXr0aDAM4/K3fPlyxzpz5szBiRMnUFdXh507d2LUqFG6y0WhUAQRvMwe1QVJMe6LNPzj679gtflXgRR/xlCPxf3334+bb75Zdp1OnTp5vP958+Y5Zr6ARo+FEcaFXaQustgMNHc2VCuUJLLqEUcoNmvcYGNEvSPe5pRINfgrq+E3zouJCEFFk7Kot8dCawXQnWHRYGPQyoehUNcMTMY1A5PR/cmfeHlCLJ6Gt/HPoWeyaXXuS6vrHa8Hd2wNAIIcCyMMC58PSRAEEZS0bhGGP/41FlOy/sCBQumIlpW7CmC1MWgVFYryCw1YeNMAnzalDTQMNSwSEhKQkKCscYkn+EvJQDG1V0xRTEtogePF1WgTrZ3Mch4LVi/i6vqT+rdHqNmElbsL0DE+yvNxRZSueqtd1MjSMhRKjvatIvHMyDS0CLPo7rHQev/uq0IZg5hRAXgejsRNgBc7h0pOq1YeC27XeKuNcdm3Ec8VcscTBEFoR4jFjB8eGIHO8+T7V3z/V6Hj9cQ+bXFFn3Z6ixawBEyORV5eHkpLS5GXlwebzeZI8uvatStatlTftM6XiCm+Yh6LLm1a4nhxNR4e112zseX0UVYuVrxBHVphyS0DUVNvxUVpcRjTs40X44oYFjY7xJpaeqszK80RMZlMuCEjxbvB5PbPea1nKJTFbAra7qDuPBZKZom0yrHgloJmDShfJG/LQZNkvoVyLAgi+FE7YcMNkyVcCRjD4plnnsF//vMfx/uBAwcCANavX4/Ro0cbJJUyRMN/RC5kdjZfy8lpJTkWrHwhTQNHhYVg6pAOXo0rptzVW+2i50JLBU0+8VWzYdyOrX3nbef+LCYTxLNVggtxj4X786qVx+JCvVOZZD0WWiSXe4NWRhOhjMzMTGRmZqKiogKxsdQwiyCClY7xUYrD0R/7Zi9aRYXh8nR9++gEKv4ZXyHC8uXLRZP7/N2oAMRzGMQUBDb0QkulVImSxYqnpc4iZjg12Oyinhpvj5d7duX2pHdMpBb5AVIIPRbBismN4q4kd0Or83OhgWNY2FmPhfNzyrEgCIIIDr6/f4TbXEYud3/ieWGhYCdgDItARmxuWcwrwYa3hFi00x6UKFmsF0HLBm9ijpIL9TbR/BGvDQuFk/d6K4L65lhYHK+D2bDgInZdKDl0rc7Po+N7OF43OHIsnBe2EaFQlGNBEAShPbGRoXh+cm9V28xdsUc0b7S5Q4aFD1AaCsUaFloqLGqULC11FrFjqKqzSlSF8m4spVWtdA+F4o2lcShUiLEhOL6Ce2hip1BJaJ+3DRdZuF3A2VKD3GvVkFAoMix8SlZWFtLT0zFkyBCjRSEIQmemDk7F/828SPH6K3cXYNpHf+ooUWBChoUP6BjXwmWZaCiUI8dCQ8NCRedtTQ0akX1V1lol+lgEh7KkZx+LcI5GG+KnFaK0gNfHQsSDxj30luHiKWJ65CFYRYx+I65brfJHCGVQHwuCaD6YzSaM6KauUukfR0uw91SZPgIFKMGrofgRdwzviLtHdsbns5yWsGjyNuOaIOotqkKhtPRYiIxbVWcVDVvyutwsb18y6+nssdSzjwU3NyWYQ6G4xoTYYXLP608PjfSFSAAa84MAfiiUEfawlmGSBEEQhPdMfvsPnJBpyNvcCJiqUIFMeIgFT16Vzlsmphzq4bFQooiwCreW8dtix1BZ24AWIrPMnk7A35iRgq93nsJDl3VzLJPLE9GjESAXftdobffNS94OEg+PGO6MM165Vx8aWC0jQprGdC4zwsAjjwVBEIS+fDRjMP44WoKqWit6totG54QWmPGxvNdy9Ou/4/dHR6NTgmuESnODDAuD8FUolNzMOdux2pm8rR1iym9xVT2Kq+pdlns6u//v6/vhoXHdkNLa2cgvvqV092m9c6z0DJPxpCrUnZd00lQGX+A2x8LH5V4X3tQf3+0pxJzRXRvH5wwaFWaR2kw3QhTkmBAEQRCeM7ZnEsb25JeS/fa+Ybh+2VbZ7Ua//jtuGdoBC67rq6d4fg89pQxCNHmbLTerpcdCSbnZpv/ahkKpWNfDgc1mE8+oABq7a980WLwJHqNz7weu0qm10ss9R0qa44WHmPHM1elu1/NnxDxoZjceDa25blAKPrlrKGIjQwHwf7eRob6flwnmMDh/hJK3CYIAgIyOcYrW+2J7nu7REf4OGRYGIe6xaPyvZaiLEiOF0aF/hpp9aa0gTu6fLLrcbhddrBlcpU/rsqCVtQ2O19X17rt+dopvEZClSd2JbHTna6M9FmJ9YAj9oORtgiDU8va6o0aLYCj0lDIIMeOhpklh1DKOWk2DPL1DoSTX1fgqlDpksVK3WsI9Zq1nLCprncaE2HfaJzmG915v7wxLUoxrXxLvkL9ujO58zTUsIg0wLMhjQRAE4d+8sfYw5q7Y02wTusmwMAgx/YBtJ69lKJScIsI2dnGGQvnWU8Ki9cy61P70Niy4x6z1SGyDNkD8+P5z51Dee195Yr+ZPVzT/bm7FCwGeyysnDA0IwyLUKoKRRAEYQhqHjkrdxdg9Ou/49ecM/oJ5KeQYWEQcoq3pn0sZPaVU1QBQJ9ys2rQunOl1HHonbzN9SRordjfMyrN8Vr4lWZ0bI34llp7DpSR0jpS0/25uwSNDoWqtzrj6SJDyWNBEARBSDPrk2wUV9Xh060nUH6hwf0GQQAZFgYhpyBoqTDJhUIdPlOF2gYbp0GeZsOq4kxlrab7kzp/uodCcU6g1mO1jY1wvBZ6LMTCzhKjfWNo+MrbxMK9Rk0G3L2SOYaUEfkOlGNBEARhDMKn01f3DlO03eAXf8XT/z2Af37zl/ZC+SFUbtYg5HIQtMyxcGekVNQ2OPIB5HpA6InWngSp06d3eJCvZpOFo3ArcC2/cwg+3JwbsOXu3J3BHm2duSRGFN6IiQjF5n+NQXiI770VAHksfE1WVhaysrJgs9mMFoUgCD8iKSYcQzsrqxTFsuZA8wiLIsPCIHwVCuXOsKius+lSblYNWiuI0qFQvkve1nMs4XfKVXJH92iD0T3a6Da23ri7Bif1a4fiyjoM7NDKsGZxwhLHvoQa5PmWzMxMZGZmoqKiArGxsUaLQxCEgZhMJofC8v39IwAAvdrF4O+msHIl/F1UgV7tYtyvGMCQX90g5HIwNS376uYb/mzbSU4olFFKi7ZKeGqcuOKn9wy3WcccCy7CrynBoPwKPeA2AhTDZDLhrhGdMbBDa7QID8Hzk3v7SDL/IBBLCBMEQQQDw7vEAwDax0YgKaYxPFntXM/ENzfhsz9Pai2aX0GGhUHIeSW09Fi4U0Q+2JzrnF0PEo9Fm+gI/PnEZS7L9fZYcNFzJOHXlBAt3W080BjeJQGjeyTiXk6yuhzTh3fSVyCCIAiCALB46gA8PK4bvprtzK148Zo+qqM9nly139FeIBghw8IgjAqFGpYW77KO0R4LJZ2k1dJGJHnZl2EkehoxQmOxdVTwGBYWswnL7xyKeVf2MloUgiAIgnAQ3zIcD4/rzguHHdihNQ6/OBFzL++ual+jXv0dDTadu/YaBBkWBiGXvK1puVnBOMLQqKv6tnOWm9VsVHXoYViIeWq07A/iDj2dI8LvkCoFEQRBEIQxhFrMuH9MV9wyNFXxNsVVdej9zBodpTIO0kgMQk7JbaFh4y3uMH2SY1wqPzXY7LhQ31jxxKjw7Qa9G0w0oaYbuLdo3Xmbi/A7pJ5pzYMoAxryEQRBEO4xm01IV5mUXR+kHguqCmUQckpuTGSoZuNwZ+77tI9FQdkF3ue/5JzBL02dIbUOhTKbpEvJRoSaUdvQ+KOy2X3z4/JlqU5dPRaCw6ASpM2D7KfGGS0CQRAEIcElXRNUb9Ngswdd1EFwHU0AIaUMhoeYEaFhR19eQzE3hoPW6qlUZ+JBHVrxjJgGm488Fr40LHTc97Au/DwZX4Z4EcYRFUbzQL4mKysL6enpGDJkiNGiEATh56QltlS9Tbcnf8KC1X/j1ve3oVAw8RuokGFhEFLKYKyG3grhOBazvFdC61KWkRKhG2aTiSeHr0I8Aj15e+NjY7Dgur6YOaIzb7kvQ7wI39IxPgr3jkrDN7OVdXgltCUzMxM5OTnYsWOH0aIQBBEA/DfzElw3MBlf3nOx4m3e3XgcW46VYMKijTpK5jtoCswgpJTBlhHafiVcXdpsMiFaZv9a66dSnheziZ8l8PjEntoOLEGgJ293iI9Ch/gOOFlSzVtOHovg47qByVi5uwCPTeiBq/u1N1ocgiAIQgH9U1th4dQByC2udr+ygMq64ChBSx4Lg5AKqQvTONaO64Uwm0xo29TURXRdTUeWbnZmMvGNmHaxkRqPLE7wJm/7l2Hhrskd4Z7Xb+yPrfPGklFBEAQRgIR7+Bzs9PiPKCoP7JAo0gAMQiokydOLUck4ZpMJQzvHqZbJU+RCj4zoIOxTj4WO+xaeOn9L3o7R2OvWHDGbTT4zuAmCIAhtad8qEveMSsODl3XD27cOVLXtsAXrdJLKN5AGYBBSyqDWs738UCjg8vQkvHBNHxw5U4lPtvLbymut61uEDReaYBjXyka+4JIu6is2eIqeVaGE35O/hUJFR2ibJ6SGyf1php8gCIIwnic4jV7v/3y3qm03HTmHNtER6J7U0pCJWG8gj4VBSCmDWpcd43kszCaYTCZMu7gjBndy9VxoffFKHYqdYXza5btLYgu8cE0fzB6d5rMxfdl5299CoW4arLxJkNYsvKm/YWMTBEEQhBhqi9RM+3A7JizeiK93ntJJIv0gj4VBSCmD2nssTKKvxcb3lcfCxjA+bcbXKb4Fpl3c0XcDAhgiE3LmLXZBcxB/KYE9pFNr3De6C0Z1SzRMhhB/ORkEQRAE0cSWx8fi2LlqlFbX48vtefjt4FlF2/3zm724uHM8LjTYAsZ7QYaFQUiFQmnuseDsThgWJUTry1Uqx8JuZ3z64/DlWJv/NQZHzlRhdHf9lOs6K7+hoC+9P3LERIRibM8ko8UgCIIgCL+iVVQYMjqGAQDWKTQqWEa9th4A8ObNAzBlQLLmsmkNTe8ZhJQyqKfHgmvMiIViaa2gSnllbAyjuREjhy9TEFJaR2FMzza6GjP1AsPCX5K3fdPmkCAIgiAClyeu9KzE/ud/5mksiT6QYWEQUrqg1uVmpTpv+yYUyrnDf1/f1/HaZvftLLufTOhrRqeEKN57f0ne1rPELkEQBEEEA9ERochdcKXq7f7MLdVBGu0hw8IgJKtC6drHQn58zT0WnDGmDungeM0wjE9n2f0lVEgrosJCsOy2QY73/pK83T+1ldEiEISmZGVlIT09HUOGDDFaFIIggghPoxqqA6CJHhkWBiE1y6z17LNUwrYvZrmljAebnUF8yzDdx2cJNsMCAGKjnCVdjQ6F+uWRUZg3sSdmX9rFUDkIQmsyMzORk5ODHTt2GC0KQRBBippnZ+9n1yBr/VEdpfEeMiwMQmqWWRg/7y28hG2zuPfCucw3DfJsDIM20eGajiVHENoVvO7bRhtO3ZOice+lXRARqq6cHkEQBEE0d/omx+LA8xMUr//amkM4dLpSR4m8gwwLg5BukKefx4Krf/oix0LKK8IwTgt9XK822g4qQiCUZ1ML77v0kxwLgiAIgiDUwYBBi3B1RVonLN7ot2FRZFgYhGRVKM1zLJyv3YVC+arcrM3OYHCnOGydNxbv3J6h8aiu9GwbrfsYvsYskTvTHBnZrbGj+nWD/L8MH0EQBEFwCQ/xzNvf+9k1GkuiDdTHwiCkZpnbxkbqNo5U6VkWrSf2h3eJx0/7T7ssZ7tSt9P4WIX8N/MSrDt4FrNGdtZ1HCMwSYS4NUeybhuEDYfO4TIfeL8IgiAIQgseGdcde0+VYUyPxr5Xj03ogdfWHDJYKu8hw8IguI6JN28egF9yzqCuwYYZwztpOo5Zwkshpotq3Zzv1os6IjIsBEM6teYtF3aO1ov+qa2CtlKR2U1YW3MiJiIUk/q3N1oMgiAIglDMQ+O68d5njumK4V3ice3SLYr38eIPOXjq6nStRfMKMiwMgqvwJ0aHI+vWQTJrew5vZpv32lUZ1dqwsJhNuCEjxWW5j+yKoCaE01KdciwIgiAIIvAZkNoKsy/tgnc2HFO0/gebc3GipAaPT+yJluEhaBsbobOE7qEcC4PgKoNaK/Rc+LH48qFQWnf9lsJq17byVXMkroWzXK/RVaEIgiAIgvAek8mExyf2RNsY5QbCr3+fwbiFG3Dxgt/8olEtGRYGwVUGpZKctR7H5MZjoXXiuBRal9RtjnD7gNRabQZKQhAEQRCEltwytIP7lUQ4dq5aY0nUExCGxYkTJzBz5kx07twZkZGR6NKlC5599lnU19cbLZrH+M5j4X58pxy+mfm2UiyU10SFOaMY/WGGgiAIgiAIbcgc0wWfzbpI9XbjFm7A8XNVOkiknIDIsTh48CDsdjveffdddO3aFfv378fdd9+N6upqvP7660aL5xG+MiykejiIhT2F+ioUykaKsBY8P7k3Dp+pxKAOrd2vTBAEQRBEQBBiMeOSrgkebTv2jQ3Y9fTlvJBpXxIQhsUVV1yBK664wvE+LS0Nhw4dwrJlywLWsOCFQunoKeA6JrijtAhz/ep9FQrVQDkWmjBd4wpiBEEQBEH4D/ufn4A+HvSrGPTCWiy9bRCu7NtOB6nkCYhQKDHKy8sRFxcnu05dXR0qKip4f/4C12PhqxwLLlHhrg1ZfJW8TZE7BEEYQU1NDTp27IhHH33UaFEIgiDc0jI8BNlPjcOVfduq3nbOZ7t0kMg9AWlYHDt2DEuWLMHs2bNl11uwYAFiY2Mdf6mpqT6S0D0WiWpNmo8jYbREhYoYFj7yWBAEQRjBSy+9hIsuUh+3TBAEYRQJLcOx9LYMHH5xIq5S6YGoqbfqJJU0hmqSzz33HEwmk+xfdnY2b5vCwkJcccUVuPHGGzFr1izZ/c+bNw/l5eWOv/z8fD0PRxWcNgS6dk7m2iwtwp3hTyEiRoSeuR4EQRBGcuTIERw8eBBXXnml0aIQBEGoJizEjKzbBmHDY6MVb5P+zBqU1zToJ5QIhmqS999/P/7++2/Zvz59+jjWLywsxJgxYzBs2DC89957bvcfHh6OmJgY3p+/wI0G0rO/GbeR2shuibLr+ip5myAIgsvGjRsxadIktG/fHiaTCd99953LOkuXLkXnzp0RERGBjIwMbNq0SdUYjz76KBYsWKCRxARBEMbQMb4FPrlrqOL1+8//BSNfXYfaBt+Upjc0eTshIQEJCcqy3gsKCjBmzBhkZGTg448/htkc2EpwJCcUqXWUfpn7FrMJvzwyCjY7g8TocNl1fVVuliAIgkt1dTX69++PO++8E9dff73L5ytWrMDDDz+MpUuX4pJLLsG7776LiRMnIicnBx06NNZ7z8jIQF1dncu2v/zyC3bs2IHu3buje/fu2LJli+7HQxAEoSejuifikq7x+ONoiaL180sv4JWfDuK5yb11lixAqkIVFhZi9OjR6NChA15//XWcO3fO8VnbtuoTWvyBUIsZm/45BgwDRIjkO2hJ96RoReuF6GysDenUGjtOnEf/lFhdxyEIIrCYOHEiJk6cKPn5woULMXPmTEf46+LFi7FmzRosW7bM4YXYuXOn5Pbbtm3Dl19+ia+//hpVVVVoaGhATEwMnnnmGdH16+rqeEaKPxX+IAiCAIDPZl2MTo//qHj95VtO4Ikre+leqCcgDItffvkFR48exdGjR5GSksL7LJCbg6XGRRktAg+9UyyW3Z6Br7NP4fqMZH0HIggiaKivr8fOnTvx+OOP85aPHz9esfdhwYIFDgNk+fLl2L9/v6RRwa7//PPPey40QRCEH9L9qZ9w4pWrdB0jIOKJZsyYAYZhRP8I7bDo7LFIaBmO+0Z3QZvoCF3HIQgieCguLobNZkNSUhJveVJSEk6fPq3LmP5c+IMgCMIbNh8p1nX/AWFYEPrw8YwhvPcWHcveEgRBeINJcH9iGMZlmRJmzJjhtrGqPxf+IAiCYOnZ1hnq/uoN/RRtc/uHf+olDgAyLJo1Y3q2wcPjujneB3g+PEEQQUhCQgIsFouLd+Ls2bMuXgytycrKQnp6OoYMGeJ+ZYIgCB/zIWeC+KbB/tGrjVTJZg63OZ9UMz2CIAijCAsLQ0ZGBtauXctbvnbtWgwfPlzXsTMzM5GTk4MdO3boOg5BEIQnJLeKxMvX9sVbtww0WhQHAZG8TegH15YIIcOCIAgDqKqqwtGjRx3vc3NzsWfPHsTFxaFDhw6YO3cupk2bhsGDBzv6GOXl5WH27NkGSk0QBGE8t17UwWgReJBh0czhxiibKceCIAgDyM7OxpgxYxzv586dCwCYPn06li9fjqlTp6KkpATz589HUVER+vTpg9WrV6Njx45GiUwQBOF3pCW2wPFz1YbKQIZFM4dCoQiCMJrRo0e7rfI3Z84czJkzx0cSNZKVlYWsrCzYbL7pWEsQBOENqx8ciZ5P/2yoDJRj0czh2hJkWBAEQTihHAuCIAKJiFALjrw0Ea9e3w/PXJ1uiAxkWDRzuMYEGRYEQRAEQRCBS6jFjJuGpOKuEZ1FP39gbFddxyfDopnDzbGgPhYEQRBOqNwsQRCBzJgeiS7L9Nb0yLBo5nAvMDN5LAiCIBxQKBRBEIHMh9NdJ0XqbfL5bN5ChgXhgMrNEgRBEARBBAdiE8ZhIfqq/mRYNHO4eRXksSAIgiAIgggenhYkcbeKDNV1PDIsmjmhFuclQDkWBEEQTijHgiCIQOeuSzr5dDwyLJo5IRaqCkUQBCEG5VgQBBHomEwmRIQ61X19MyzIsGj2hJJhQRAEQRAEEbQMSG3ls7HIsGjmhJgpFIogCIIgCCJYeevmgT4biwyLZg43x4KStwmCIAiCIIKLNjERmDKgvU/GIsOimcMNhSIIgiCcUPI2QRCEOsiwaOaEWOgSIAiCEIOStwmCINRBWmUzp0NclNEiEARBEARBEEFAiNECEMbSOaEFlt42CPEtwowWhSAIgiAIgtCBy9OTkNI6Ev1TYnUdhwwLAlf2bWe0CARBEARBEIROXN2vPa7up38CN4VCEQRBEARBEAThNWRYEARBEARBEAThNWRYEARBEIQIVG6WIAhCHWRYEARBEIQIVG6WIAhCHWRYEARBEARBEAThNWRYEARBEARBEAThNWRYEARBEARBEAThNWRYEARBEARBEAThNWRYEARBEARBEAThNWRYEARBEIQIVG6WIAhCHWRYEARBEIQIVG6WIAhCHSFGC+BLGIYBAFRUVBgsCUEQhO9h733svZBQBj07CIJozqh5djQrw6KyshIAkJqaarAkBEEQxlFZWYnY2FijxQgY6NlBEASh7NlhYprR1JXdbkdhYSGio6NhMpkUb1dRUYHU1FTk5+cjJiZGRwmNp7kca3M5TqD5HGtzOU7A82NlGAaVlZVo3749zGaKhFWKp88OdwwZMsTjMCul27pbT+5zqc/ElguXcd/76rdJ51Nb6HxqSyCfz+3btyt+djQrj4XZbEZKSorH28fExAS9wsLSXI61uRwn0HyOtbkcJ+DZsZKnQj3ePjuksFgsHl+rSrd1t57c51KfiS0XLhNbR+/fJp1PbaHzqS2BfD5jY2MVPztoyoogCIIgDCAzM1P3bd2tJ/e51Gdiy4XLvDk2T6HzqS10PrUlmM6nHM0qFMpTKioqEBsbi/Ly8qCfCW0ux9pcjhNoPsfaXI4TaF7HSgQ+dL1qC51PbaHzqS3ksVBAeHg4nn32WYSHhxstiu40l2NtLscJNJ9jbS7HCTSvYyUCH7petYXOp7bQ+dQW8lgQBEEQBEEQBOE15LEgCIIgCIIgCMJryLAgCIIgCIIgCMJryLAgCIIgCIIgCMJryLAgCIIgCIIgCMJryLBoYunSpejcuTMiIiKQkZGBTZs2ya6/YcMGZGRkICIiAmlpaXjnnXd8JKn3qDnWlStX4vLLL0diYiJiYmIwbNgwrFmzxofSeo7a75Tljz/+QEhICAYMGKCvgBqi9ljr6urw5JNPomPHjggPD0eXLl3w0Ucf+Uhaz1F7nJ999hn69++PqKgotGvXDnfeeSdKSkp8JK1nbNy4EZMmTUL79u1hMpnw3Xffud0mkO9HRPPmhx9+QI8ePdCtWzd88MEHRosT8Fx77bVo3bo1brjhBqNFCXjy8/MxevRopKeno1+/fvj666+NFikwYAjmyy+/ZEJDQ5n333+fycnJYR566CGmRYsWzMmTJ0XXP378OBMVFcU89NBDTE5ODvP+++8zoaGhzDfffONjydWj9lgfeugh5t///jezfft25vDhw8y8efOY0NBQZteuXT6WXB1qj5OlrKyMSUtLY8aPH8/079/fN8J6iSfHOnnyZOaiiy5i1q5dy+Tm5jJ//vkn88cff/hQavWoPc5NmzYxZrOZefPNN5njx48zmzZtYnr37s1cc801PpZcHatXr2aefPJJ5ttvv2UAMKtWrZJdP5DvR0TzpqGhgenWrRtz6tQppqKigunatStTUlJitFgBzbp165jvv/+euf76640WJeApLCxkdu/ezTAMw5w5c4ZJTk5mqqqqjBUqACDDgmGYoUOHMrNnz+Yt69mzJ/P444+Lrv/Pf/6T6dmzJ2/Zvffey1x88cW6yagVao9VjPT0dOb555/XWjRN8fQ4p06dyjz11FPMs88+GzCGhdpj/emnn5jY2NiAe4CrPc7XXnuNSUtL4y176623mJSUFN1k1BolhkUg34+I5s0ff/zBM/QffPBB5vPPPzdQouBg/fr1ZFjoQN++fZm8vDyjxfB7mn0oVH19PXbu3Inx48fzlo8fPx5btmwR3Wbr1q0u60+YMAHZ2dloaGjQTVZv8eRYhdjtdlRWViIuLk4PETXB0+P8+OOPcezYMTz77LN6i6gZnhzr999/j8GDB+PVV19FcnIyunfvjkcffRQXLlzwhcge4clxDh8+HKdOncLq1avBMAzOnDmDb775BldddZUvRPYZgXo/IgIfJWF7cuGLhYWFSE5OdrxPSUlBQUGBL0T3S7w9nwQfLc9ndnY27HY7UlNTdZY68Gn2hkVxcTFsNhuSkpJ4y5OSknD69GnRbU6fPi26vtVqRXFxsW6yeosnxyrkjTfeQHV1NW666SY9RNQET47zyJEjePzxx/HZZ58hJCTEF2JqgifHevz4cWzevBn79+/HqlWrsHjxYnzzzTfIzMz0hcge4clxDh8+HJ999hmmTp2KsLAwtG3bFq1atcKSJUt8IbLPCNT7ERH4VFdXo3///nj77bdFP1+xYgUefvhhPPnkk9i9ezdGjhyJiRMnIi8vDwDAiPTnNZlMusrsz3h7Pgk+Wp3PkpIS3HHHHXjvvfd8IXbA0+wNCxbhzYxhGNkbnNj6Ysv9EbXHyvLFF1/gueeew4oVK9CmTRu9xNMMpcdps9lw66234vnnn0f37t19JZ6mqPlO7XY7TCYTPvvsMwwdOhRXXnklFi5ciOXLl/u11wJQd5w5OTl48MEH8cwzz2Dnzp34+eefkZubi9mzZ/tCVJ8SyPcjInCZOHEiXnzxRVx33XWiny9cuBAzZ87ErFmz0KtXLyxevBipqalYtmwZACA5OZnnoTh16hTatWvnE9n9EW/PJ8FHi/NZV1eHa6+9FvPmzcPw4cN9JXpA0+wNi4SEBFgsFpdZz7Nnz7rMArK0bdtWdP2QkBDEx8frJqu3eHKsLCtWrMDMmTPx1VdfYdy4cXqK6TVqj7OyshLZ2dm4//77ERISgpCQEMyfPx9//fUXQkJCsG7dOl+JrhpPvtN27dohOTkZsbGxjmW9evUCwzA4deqUrvJ6iifHuWDBAlxyySV47LHH0K9fP0yYMAFLly7FRx99hKKiIl+I7RMC9X5EBDdKwheHDh2K/fv3o6CgAJWVlVi9ejUmTJhghLh+jxahzIQTJeeTYRjMmDEDY8eOxbRp04wQMyBp9oZFWFgYMjIysHbtWt7ytWvXSlqnw4YNc1n/l19+weDBgxEaGqqbrN7iybECjZ6KGTNm4PPPPw+I+HS1xxkTE4N9+/Zhz549jr/Zs2ejR48e2LNnDy666CJfia4aT77TSy65BIWFhaiqqnIsO3z4MMxmM1JSUnSV11M8Oc6amhqYzfxbnMViASAeghGoBOr9iAhulIQvhoSE4I033sCYMWMwcOBAPPbYY2QMS6A0HHTChAm48cYbsXr1aqSkpGDHjh2+FjUgUHI+//jjD6xYsQLfffcdBgwYgAEDBmDfvn1GiBtYGJMz7l+wZSw//PBDJicnh3n44YeZFi1aMCdOnGAYhmEef/xxZtq0aY712fKOjzzyCJOTk8N8+OGHAVPeUe2xfv7550xISAiTlZXFFBUVOf7KysqMOgRFqD1OIYFUFUrtsVZWVjIpKSnMDTfcwBw4cIDZsGED061bN2bWrFlGHYIi1B7nxx9/zISEhDBLly5ljh07xmzevJkZPHgwM3ToUKMOQRGVlZXM7t27md27dzMAmIULFzK7d+92lNUNpvsRETxAUMGsoKCAAcBs2bKFt96LL77I9OjRw8fSBR50PrWFzqfvCJwsVR2ZOnUqSkpKMH/+fBQVFaFPnz5YvXo1OnbsCAAoKiriJfN07twZq1evxiOPPIKsrCy0b98eb731Fq6//nqjDkExao/13XffhdVqRWZmJi+5d/r06Vi+fLmvxVeM2uMMZNQea8uWLbF27Vo88MADGDx4MOLj43HTTTfhxRdfNOoQFKH2OGfMmIHKykq8/fbb+Mc//oFWrVph7Nix+Pe//23UISgiOzsbY8aMcbyfO3cuAOdvLpjuR0Tw4k3oLeEKnU9tofOpHyaGCaKYAIIgCIIgfI7JZMKqVatwzTXXOJZddNFFyMjIwNKlSx3L0tPTMWXKFCxYsMAAKQMHOp/aQufTd5DHgiAIgiAI1VRVVeHo0aOO97m5udizZw/i4uLQoUMHzJ07F9OmTcPgwYMxbNgwvPfee8jLywvKymxaQOdTW+h8GoTRsVgEQRAEQQQe69evZwC4/E2fPt2xTlZWFtOxY0cmLCyMGTRoELNhwwbjBPZz6HxqC51PY6BQKIIgCIIgCIIgvKbZl5slCIIgCIIgCMJ7yLAgCIIgCIIgCMJryLAgCIIgCIIgCMJryLAgCIIgCIIgCMJryLAgCIIgCIIgCMJryLAgCDc899xzGDBggGHjP/3007jnnnsUrfvoo4/iwQcf1FkigiAIgiAIV6jcLNGsMZlMsp9Pnz4db7/9Nurq6hAfH+8jqZycOXMG3bp1w969e9GpUye36589exZdunTB3r170blzZ/0FJAiCIAiCaIIMC6JZc/r0acfrFStW4JlnnsGhQ4ccyyIjIxEbG2uEaACAl19+GRs2bMCaNWsUb3P99deja9eu+Pe//62jZARBEARBEHwoFIpo1rRt29bxFxsbC5PJ5LJMGAo1Y8YMXHPNNXj55ZeRlJSEVq1a4fnnn4fVasVjjz2GuLg4pKSk4KOPPuKNVVBQgKlTp6J169aIj4/HlClTcOLECVn5vvzyS0yePJm37JtvvkHfvn0RGRmJ+Ph4jBs3DtXV1Y7PJ0+ejP9v7+5jmrreAI5/S0U2qUwBgYIMMuuAsUbApYtxYpmMqThdGmVBAtZWF6JLXJYx4pIZNGZ/gEwjZmxuUtkbjmXTP1gkEkYtkgjBl8SqCy9jvmR1c5FlhlcF94c/7o9KURDdEJ9PchPu6bnnnN4EwnOf+9xbVlY25nMjhBBCCDEaElgIcR9++uknfvvtNxwOBx999BF5eXksW7aM6dOnU19fT3Z2NtnZ2Vy6dAmAzs5OkpKS0Gg0OBwOjh07hkajYfHixfT29nqco729HafTyQsvvKC0uVwu0tPTsVgsnD9/HrvdjslkYnDi0WAwcOnSJS5cuPBwT4IQQogJpbe3F51OR11d3QMdt6Kigvj4ePr7+x/ouGL8kcBCiPvg7+/P7t27iYqKwmKxEBUVRWdnJ++//z6zZ89m8+bNTJ48WfnjfODAAby8vPj888/R6/XExMRgs9m4ePEidrvd4xwXLlzg1q1bhIaGKm0ul4ubN29iMpmIjIxEr9ezYcMGNBqN0icsLAzgntkQIYSYyMxmMyqVasjW0tLyXy9t3Nq7dy8RERHMnz9faVOpVBw6dGhI34Hs/UgsW7YMlUrFN99884BWKsYrCSyEuA+xsbF4ef3/1yc4OBi9Xq/sq9VqAgIC+OOPPwA4ceIELS0tTJ06FY1Gg0ajwd/fn+7ublpbWz3O0dXVBcATTzyhtM2ZM4dFixah1+tZtWoVn332Ge3t7W7HPfnkk8DtLIkQQjzOFi9ejMvlcts8PdhiuMzx46aoqIh169Y9lLHXrl1LUVHRQxlbjB8SWAhxH7y9vd32VSqVx7aBtG9/fz9z587l9OnTbltTUxOrV6/2OEdgYCCAW+CgVqupqqri8OHDPPfccxQVFREVFUVbW5vS59q1awDMmDFj7F9UCCEeYT4+Pm51cyEhIajVaoxGI2+99RbvvPMOgYGBvPLKKwCcO3eOpUuXotFoCA4OJjMzkz///FMZr6Ojg6ysLDQaDVqtlsLCQoxGI2+//bbSx9MV/mnTprF//35l/141dwPZgB07dqDVagkICGDjxo3cuHFD6dPT08N7771HeHg4Pj4+zJ49m3379nHr1i10Oh07duxwW4PT6cTLy2vYi1knT56kpaWF1NTUUZ7l2xlyT9kho9Go9Fm+fDkNDQ388ssvox5fPDoksBDiX5CQkEBzczNBQUHodDq3bbinTs2aNQs/Pz/OnTvn1q5SqZg/fz5bt27l1KlTTJ48mYMHDyqfO51OvL29iY2NfajfSQghHmWlpaVMmjSJuro6Pv30U1wuFwsXLiQuLo7GxkYqKyv5/fffSUtLU47JycmhpqaGgwcPcuTIEex2OydOnBjVvCOtuaupqaG1tZWamhpKS0vZv3+/W3CSlZXFgQMH2L17N+fPn+eTTz5Bo9GgUqmwWCzYbDa3eUtKSliwYAGzZs3yuC6Hw8Gzzz6Ln5/fqL4PQHh4uFtW6NSpUwQEBJCYmKj0iYiIICgoiNra2lGPLx4dk/7rBQjxOMjIyKCgoIAVK1awbds2Zs6cycWLF/nhhx/Iyclh5syZQ47x8vIiOTmZY8eOKfex1tfXU11dTUpKCkFBQdTX13P16lViYmKU42pra1mwYIFyS5QQQjyuKioq3GrQlixZwnfffQeATqcjPz9f+WzLli0kJCTw4YcfKm0lJSWEh4fT1NREaGgo+/bt44svvlAyHKWlpR7/ft/N4Jq7gXcp2Ww2pk2bht1uJyUlBYDp06ezZ88e1Go10dHRpKamUl1dzfr162lqaqK8vJyqqiqSk5MBeOaZZ5Q51q5dy5YtW2hoaMBgMHDjxg2++uorCgoKhl3Xr7/+6lbTN1h6ejpqtdqtraenR8luqNVqQkJCAOju7ub1119n3rx55OXluR0TFhYm9X8TnAQWQvwLpkyZgsPhIDc3F5PJxPXr1wkLC2PRokV3vTr05ptvYrVayc/Px8vLCz8/PxwOB7t27eLvv/8mIiKCwsJClixZohxTVlbG1q1b/42vJYQQ41pSUhLFxcXKvq+vr/Lz4Cfuwe1auJqaGrdAZEBraytdXV309vYyb948pd3f35+oqKhRrWlwzd1gd9bcxcbGuv0zr9VqOXPmDACnT59GrVazcOFCj3NotVpSU1MpKSnBYDBQUVFBd3c3q1atGnZdXV1dbjV9g+3cuVMJYAbk5ubS19c3pK/VauX69etUVVW51SLC7RpAqf+b2CSwEOJ/zGYzZrN5SHteXp7bVZfBqegBnp7sdOdVmZCQEEpLS0e1ppSUFMLCwvj2229JT08nJiaGysrKYfv/+OOPqNVqVq5cOap5hBBiIvL19UWn0w372WD9/f289tprHl8uqtVqaW5uHtGcKpWKO989PLg2YqDm7uuvvx5y7ODauLvV7Y0kI71u3ToyMzPZuXMnNpuNN954gylTpgzbPzAwUAlc7hQSEjLkPE6dOpW//vrLrW379u1UVlbS0NAwJHCC2zWAUv83sUmNhRDjmEqlYu/evdy8eXNE/Ts6OrDZbEyaJNcMhBBiNBISEjh79iyRkZFDauEGAhRvb2+OHz+uHNPe3k5TU5PbODNmzMDlcin7zc3Nblfp76fm7k56vZ7+/n6OHj06bJ+lS5fi6+tLcXExhw8fxmKx3HXM+Ph4fv755yFB0Uh9//33bNu2jfLyco91HAMZmfj4+PsaXzwaJLAQYpybM2cOmZmZI+qblpbGiy+++JBXJIQQE8/GjRu5du0a6enpytOLjhw5gsVioa+vD41Gg9VqJScnh+rqapxOJ2azecjtPi+//DJ79uzh5MmTNDY2kp2d7ZZ9yMjIIDAwkBUrVlBbW0tbWxtHjx5l06ZNXL58eURrjYyMZM2aNVgsFg4dOkRbWxt2u53y8nKlj1qtxmw2s3nzZnQ6ndstXJ4kJSXR0dHB2bNnR3HWbnM6nWRlZZGbm0tsbCxXrlzhypUrylMKAY4fP46Pj8891yEebRJYCCGEEOKxFxoaSl1dHX19fbz66qs8//zzbNq0iaeeekoJHgoKCkhMTGT58uUkJyfz0ksvMXfuXLdxCgsLCQ8PJzExkdWrV/Puu++63YI0UHP39NNPYzKZiImJwWKx0NXVNaonMhUXF7Ny5Uo2bNhAdHQ069evp6Ojw62P1Wqlt7f3ntkKgICAAEwmk8dbtO6lsbGRzs5Otm/fjlarVTaTyaT0KSsrIyMj4663Y4lHn+rW/ea8hBBCCCEec0ajkbi4OHbt2vVfL2WIuro6jEYjly9fJjg4+J79z5w5Q3Jyssfi8rG4evUq0dHRNDY2enxBoZg4JGMhhBBCCDGB9PT00NLSwgcffEBaWtqIggq4XbuRn5//wB8J29bWxscffyxBxWNAKjyFEEIIISaQsrIyrFYrcXFxfPnll6M6ds2aNQ98PQaDAYPB8MDHFeOP3AolhBBCCCGEGDO5FUoIIYQQQggxZhJYCCGEEEIIIcZMAgshhBBCCCHEmElgIYQQQgghhBgzCSyEEEIIIYQQYyaBhRBCCCGEEGLMJLAQQgghhBBCjJkEFkIIIYQQQogxk8BCCCGEEEIIMWb/AMfvV1TTaiHiAAAAAElFTkSuQmCC", + "image/png": 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ZY+EIhSKPBUEQ3kMeCyIQIK0xwBF7sGiavK2g3KyJsiw0J9h/MIzNsRD8GOs6Gv/aXdW3Pd9jEeTXlSAI46CqUIQ/QoZFgKN3VSjKsSD0wNCqUDJj6wH3O3lFejuex4IgCMJTXDwWQe7ZJgITMiwCHDGlTMsZYCWhUKQ2ac+2I+dRUFzlazF0w6g+FtsOF+P4+WreMt2Ttxt3HxludTEqqIoLQRCe4pJjQY8Twg8hwyLAEc+x0A7yWPiO6R8Gb8KoER6LY8WVmLL0d9ex9RnOCfudNIt8MUgPIAjCU1xzLOiJQvgfAWNYzJs3D4MGDUJkZCTi4+NxzTXXYN++fb4Wy+eIPVi0fNgo6WNB6MOBsxW+FkE37AbkWOw/I37+dE/etrOGhetnpAcQBOEpRle4IwhPCBitcePGjcjKysLvv/+O9evXo6GhAWPHjkVlZaWvRfMp4n0stNs/12MhVtrWAbfqDT3pCPdw7xK9FH2p+1XPW7Sm3obrlmwFIOWxoO8HQRCe4VrhzjdyEIQcVl8LoJQffviB9/6DDz5AfHw8du7ciREjRvhIKt+jd7lZbh+LepsdFrPFZR2ToOoNhUYR7jCiKpSUYaGnx+L7XadQXtMAADArqKhGEAShFJdmnzRRQfghAeOxEFJaWgoAiImJ8bEkvkU0eVvDvgDc5O3aBvEdc9UnvcNMiOCAe9+WVTfgbHmN5mPYJO5FPW9R7q4pFIogCC0hjwURCASkYcEwDGbPno1LLrkE6enpkuvV1tairKyM9xdsiOZYaLh/bu52vc29xULPOe0IZs8P97Z99tu/MPiln3Chsk7TMRok7lc9lfvwkKZHanGF6/HQ9yOwyM7ORlpaGgYNGuRrUQjCdeKOZioIPyQgDYv7778fu3btwmeffSa73rx58xAdHe38S05ONkhC47CLTFno5TVQYliQx0I7gtiuEL1P/j6lreFfVWcTXa5n+EC4tSlUsEHkuxlC4VEBRVZWFvLz87FjR/BWaCMCB5fkbZ9IQRDyBJxh8cADD+Dbb7/Fhg0bkJSUJLvunDlzUFpa6vw7fvy4QVIah97J29xd1UmFQpm4ydvajd3cCebGamKetlCrto+jmnpxw0LP8IHwENccJABo0bg8o3PzDt0kCMJzhBMyNJFH+CMBY1gwDIP7778fX3/9NX7++Wd06dLF7TZhYWGIiori/QUb4p23tXvYKOk3QDkW+hC8ZoX4TFu9Tdt7R7oqlH73qEXCI/HYuFQAwX1NCYLQGYqEIgKAgKkKlZWVhU8//RTffPMNIiMjcfr0aQBAdHQ0WrRo4WPpfIfYg0XLZw3XUJBS1LgT65RMph1B7LAQDeGT8jB4ilgoEqDvPSpltLDXkgxvgiA8hUKhiEAgYDwWS5YsQWlpKUaOHIn27ds7/1asWOFr0XyKmKKipfLC3ZOSmV5SnDxHeH5NQTy/LXaXSOVEeIqY8QLo67GQMlrYnhb07SAIwlMoFIoIBALGY0GN18TRO8eCqwlJhkJx+1hoWOq2ueFyfoPXrhC9l6rqGjQdQ8pjIVWGVgukEsPZ7wg9xwiC8BSXxwc9Tgg/JGA8FoQ4+nss3Dcy486s0wyK5wjPXRDbFaIKdrXGoVBS96KWfV5cxxRfzl5L+noQBOEp5LEgAgEyLAIcvWdAuUqYVI4FeDkWgf+g+ybvJG5YshVny7Rv2iaH8NQFc46F2G3SoHHytnSOhZ6hUFIei8ZQqMD/ehAE4SOojQURCJBhEeCIdt7WyWMhuVtG9GXA8tDnecg5dgEvfv+3oeO6eiyC17LQ29MGSOdYSBrIGkDJ2wRB6IWLYeEbMQhCFjIsAhwxJUnTPha8HAv3M8DBpDiVVNcbOl5z8VjY7Ax2HL3gslzre8cXORZSYVaUvE0QhLcIc7iC6feWCB7IsAhwahpc49L1apAn9RDjLg6m55zRibbNJcdiyS8H8ePfZ1yWa+1I8EUfC+k8JP3HJggiuBE+0uhxQvgjZFgEODUiJTo1DYVS4I1QYnwEIkYfivDcmYPUZbFsyxHR5VrfO1KGhc0HydtmyrEgCMJLaGKCCATIsPCA0up61DX4R11VsUo6mlabVVBulm98aDi4jzHaSGou5Wal7yNtx5EMhfJBjgUox8LnXHvttWjTpg1uuOEGX4tCEB4hfHrQ84TwR8iwUMn5yjr0e34dLn11g69FAQBU17saOFrOavC8EQo6GUutE4gY/tAW5lgYO7phGJVUTQ3yCC4PPvggPvroI1+LQRAeI3x2kV1B+CNkWKhk+5FiAMCpUmNLkUpRLRIKpW3ythJvhILKUQGI0TaSS45FkIZCKSkCoAU+Sd52k2MRRHZ3wDFq1ChERkb6WgyC8Bjh44U8FoQ/QoaFSvzte1wjEgqlpfLC3ZfUTK+SylGBiM+Tt3W2KzYfOIc3fjpguJdJajitxZC6F3UNhZJYbm580lKMtDibNm3CxIkT0aFDB5hMJqxevdplncWLF6NLly4IDw9HRkYGNm/ebLygBOFDXJK3fSMGQchi9bUAgYa/fZHFcyz0CYWSmukN1uRt4z0W/Pd6+yumLtsOAOga1wpX9m2v82hNSN5HBnks/iosw8jUeE3HYuEew8qZQ52vLY2WhZ5GTSBTWVmJfv364R//+Aeuv/56l89XrFiBWbNmYfHixbj44ovxzjvvYPz48cjPz0fHjh0BABkZGaitrXXZdt26dejQoYPux0AQeiP8bQ+in1siiCDDIoA5W16DncfE+gFoN4aSUCglCd6BiNFGklCxNioUquB8lSHjsEgVPjAqx+LVtfuQNaqbpmM5x2y8hsO7x2JQ5xjncqvZcS2ljJ3mzvjx4zF+/HjJzxcuXIjp06djxowZAIBFixZh7dq1WLJkCebNmwcA2LlzpyGyEoSvEPbJIQ8o4Y9QKJRK/Ol7PPiln8Q/0ElIZbHxfnSCvMTHuduGJW8baUCV10g3HdRa526Q6lanI+yQQqPQ0mhYkMdCPXV1ddi5cyfGjh3LWz527Fhs3bpVlzFra2tRVlbG+yMIX0MeCyIQIMNCJVqGGemFtjkW3MRsJaFQ2o3ta3ydY2E2B1/ytlyZZq3Pty+UePYaCi8deSw8p6ioCDabDQkJCbzlCQkJOH36tOL9jBs3DpMnT8aaNWuQlJSEHTt2SK47b948REdHO/+Sk5M9lp8gtIKSt4lAgAwLL/DXoj2rck9q1meD+9ySaiympIleIOLrHIvwEGO+nkYmb9fK3JdGNcjTE/YQhM0NmzwW/tH/JhAReoEYhlEVLrh27VqcO3cOVVVVOHHiBAYNGiS57pw5c1BaWur8O378uMdyE4RWCB+RwfNrSwQTZFioxF/0ZrnZ3bzjJVi66ZBG4zS9VqL4BZPeZLRiKlTww60WY8Y18DDFqpixaN0R2xfeAWmPheNR22DzkwdIABEbGwuLxeLinTh79qyLF0MrwsLCEBUVhY8//hgXXXQRLrvsMl3GIQg1UCgUEQiQYaES7vfYlw4LdzrTz3vPajIOw+tR4T7HIrg8FkYnb/Pfh4cYY1gYGd5npMdCzojRi6bvpbjHgkKh1BMaGoqMjAysX7+et3z9+vUYNmyYrmNnZWUhPz9fNmyKIIzCpdxsEP3eEsEDVYVSCfeLbDKZfDZl4G42XSupeF21FVSFCqbnnNHHIlSsWxhkWPiLx0LrH8niyjpN96cEKY9FiIWSt+WoqKjAwYMHne+PHDmCvLw8xMTEoGPHjpg9ezamTp2KzMxMDB06FEuXLkVBQQFmzpzpQ6kJwlhcOm/7SA6CkIMMCy+wmE0+UxTcjauZWApCoYK2QZ7Bj23haCFWg3xiBl6zmno5j4W2Y13wgWHBHoJUjoUvKlUFAjk5ORg1apTz/ezZswEA06ZNw/LlyzFlyhQUFxdj7ty5OHXqFNLT07FmzRp06tTJVyIThOGQx4IIBMiw8IIQswnGqy4O3CooGj1wuMq1lDFDDfK0Gs838bNGHWdVXQNufvd3GTm0E8RuZ1BSLV3aVi/YH3qzIMiUzbGwUY6FKCNHjnSrJN1333247777DJLIQXZ2NrKzs2GzGR9WRxCu8L8j5AAl/BHKsVAJ97evss53PzZGhUIpCXNS0kQvEPF1gzyjxjdqnFW5Jw2To85mlzXMtCpuIIRNwJfqY0E5FoEF5VgQ/oSLx8I3YhCELKo9FrW1tdi+fTuOHj2KqqoqxMXFYcCAAejSpYse8vkd/tLHwp2CopWOpiQxm7/YP86PJ7zyw15ewrSRZVgB1x8No4Y3ahy34XsaRgm5+368vGYv7h7RVbsBG2GHFYZCWSnHgiAIL6E+FkQgoNiw2Lp1K958802sXr0adXV1aN26NVq0aIHz58+jtrYWKSkpuPvuuzFz5kxERkbqKbNP8ZfvsXuPhVahUE1IJm+DcbuOv3O6tAaLf+HPYhvtkXINhTLmZPqLsazlj2SD1rVrFSKVvE0ei8CEQqEIf8LlN4EeJ4QfoigU6uqrr8YNN9yAxMRErF27FuXl5SguLsaJEydQVVWFAwcO4KmnnsJPP/2EHj16uJQFbA4YnURllMeCl5gtlWOhYB1/R6xaUXmNsTH6rrNR+o3FvU5G3bruUtG1PF5fKfBSDfKsZvJYBCIUCkX4E66hUPQ8IfwPRR6LsWPHYuXKlQgNDRX9PCUlBSkpKZg2bRr++usvFBYWaiqkPyGlhNXbGIQaVcUH7pNANTMsOK8lQ6F462gzrtGIiS1XwUgPhOdXTze3jRviZtRFc9MlWVuPhWNfRldue/2nAwBcD5WqQhEE4S1CQ4IeJ4Q/osiwyMrKUrzD3r17o3fv3h4L5O9IqSj1NjtCrcblwrtTULRL3nYf5sRVCAO1/J0/yG2kx4KrbPv+yB1oalg0fj+sBhoWB89WoKK2QfQzZ1WoQLW8CYLwOa6RUPQ8IfwPKjerEikFtK7BjpZhxsnhTgnTSlEW9qi49/92orrehg/uGOSsfMNfR5NhDccfxDYyx8IX3dKNDIViFfgQixn/mtAL58prMapnHK5f8pt2gwgoOF/pMj4L5VgQBOEtLoYFPU4IP0SzKfZp06Zh9OjRWu3Ob5HzWOiF3c6gtIof788qKFazCbufG6vb2NwZkaq6Bvxvz2n8su8cTlyo5qzDkTUAn3Q/7z2D5/+bL/qZkTkjwqH0nN3m7tvkVuU3Bi3vnXpOKNS0YZ3x6LhUhFr4ncy1NtyKypu62gifB2yOBcOQ1yKQyM7ORlpaGgYNGuRrUQhCJFzWR4IQhAyaGRaJiYnNugtqnY6Gxe3vb0e/ueuw73S5cxkbQx7bKgyR4SEu22hWbpZzWHaeZ4Lzxgez31py5/IcbNp/TvSz2gb9ruufx0tw49u/4ee9ZwC4Krp6KqDc62o2AWfKarD3dJlu4wFuUyw0NeKaPBZNgwqb1m06UKTZeAA/b6VekANl5pSJCsTvSHOFkrcJf8L1yUHPEsL/0MywePnll/HBBx9otTv/ReJ7XKejArrloEMB+nxHgXMZqzixIRarsy7mbaNHuVklnbeDTWeqqhOPmdeCm9/9HduPnseSxjK3wtOrpxeMqwSbzSYMefknXLFoM46fr9JtTHdo67FwnDsLR6EXVmo6U1YDhmE081xw5ReWu+WWnyXDgiAIT3BtouojQQhCBuq8rRIphV04Q6nL2JwhnKFQjTOy/ZNb445hnUXX9W7Mph3xEn4lSswGWzJZtUgZWq2oauyTsePoBQCuPxp6xuPzQ6Ga+PNEiW5jugu50iPHwspxUwgNixCLCXd/vBNjX9ukycQA95wKrx13bLIrCILwBNccC3qYEP6H6uTtO++8U/bz999/32NhAgGp77GeHoumsRnU1Nvwnx/2IjLMcem4M7JcvUmPx42UosvLsVBxGqrqGnDwbAX6JEY7E8H9jWoDm+QJT2+DjsYqr5IXZ7meJXbdXWItfySFhjcAWATTKFazGevzHWFoOcfOY1jXWK/G5BoWFkGHPK5hQR4LgiA8QThxR08Swh9RbVhcuHCB976+vh579uxBSUlJs07e1jPHgsXOAB//dgwf/HrUuczKNSygvfIiFd4hFf6kZtzrl/yGv0+V4Y2bB2BSvw7eiKkb246cR3JMBMJDLO5X9hLhudM1FIqjBHM9TrUNvuswrGVOSYNIKJTQeOV+d7SoB8+VP1RgxZh4oVDej0UYA3XeJvwJ4XOKniWEP6LasFi1apXLMrvdjvvuuw8pKSmaCOXPSDfIM8KwYHCypJq3zMIL9dB+TO7x8kOhxGe81Tzo/j7lSBb++o8TfmtYPLV6D1bnnsSX9w7TfSyhYWFUVSjDPBZuPtel3Czn+2ERGBZco0OLxnU8w0LQ04Y8FoFJVlYWsrKyUFZWhujoaF+LQzRzhE8OCoUi/BFNcizMZjMefvhhvPbaa1rszq+RyiEwJBQKrgoLd2KUpzdplWPBeS0ZCuVlgzx/n3XJOXbB/Upa0Hge2EpGehirtQ02XLf4V/z7f3ubhmX4nxvJ2lkjcEk3RwiSpsnbguIGgFiORdOXx1sjrqquAfM459TVsGh6zVC3XIIgPMC115GPBCEIGTRrkHfo0CE0NOhXQcdfkCqJaYTHgmEYXvlMQOix0H5WVDJ5m7dO02tP9DOadXHAnrtQixn1Npsuydv/230afxSUACjhjNs0jtE5FqntIjE5MwlbDhZp+iNpa/RAcL8vwvG5Roe3hsUnvxfw3ofJeCxsdL8TBOEB1HmbCARUGxazZ8/mvWcYBqdOncL333+PadOmaSaYvyKlfxhjWPCr3AD8OHHokLzNr0TFybHgfLAq96TzNYV5KMdkEs9PCbWaUVln0yV5WywXiHvNjLiPhbC5D1sOFuGz7QW4eXBHr/fJnjtu/wi5hGrvPRZ8T8/0S/hhofwci+D4jhw/fhxHjx5FVVUV4uLi0Lt3b4SFhflaLIIIWoSTcEHyKCGCDNWGRW5uLu+92WxGXFwcFixY4LZiVDAgpRTo2UiNO7ZrKJR4qIdm5WY5r7mKLlf/zD/V1FjNE6WpuT4crWYTr0wx17AAgHotMooVwJXBF7W5uPr+nK93a2JYsOeSm1chDIXiFSbw0rDgVp+6ISMJ3eJb8T43mUxOQzKQDYtjx47h7bffxmeffYbjx4/zFJ3Q0FAMHz4cd999N66//nqYhR0JCYLwCuGTI5CfJUTwotqw2LBhgx5yBAxSM5tG9bEQhkLxq0Jx1tWqQZ6E8sWeB2EjME+ec83p4cgwDM6U1aJddDisZkfIU9Nnjv9s7D/DOELvzHpk5XOwcQwYX1T9FSZVawF7Ls08w4K/Dq8ylpf3INfAjwwXf6yaTSbYGCZgDemHHnoIH3zwAcaOHYu5c+di8ODBSExMRIsWLXD+/Hns2bMHmzdvxtNPP43nn38eH3zwAQYNGuRrsb2CqkIR/oRrHwvfyEEQcmiWY9FcKK8RzyMxpiqUayiUZB8LHTwWYorYh78dE8hIHgs5Fqzbj7c2HMSCyf0cs9z1TZ+xxiC3VGm93Y4ws76lbrkGo7smdt4gtW89epg4D4mza6GBxj1ub8POuAa+VcIQNJsAGwLXkA4NDcWhQ4cQFxfn8ll8fDxGjx6N0aNH49lnn8WaNWtw7NixgDcsqCoU4U+4JG/7SA6CkEMzw+Jf//oXTp8+HfQN8oSdia1mExrsjGEN8kKs0jkWeoRCSYWLsMt/P1wskFH9GM0pAe2tDQcBAE98vQutwvhfP9ZxwA13a7AxCNPZ/NezrC0Pgb59z6WOPARdyiQ33lPcfQtDobieGm/PAe97KHFADgOK8fsqaFK8+uqritedMGGCjpIQRPOEys0SgYBmQbAnT57E0aNHtdqd3yJM0mwdEQrA+xhtJTAAQmWqQnE/OVlSrYmxw+9j4V4RI4+FMuptjMtMvTDHAtC3+7ZzDK7HQs9QKM6h3DKkI+aM7wXAVeHXAvaQuF4S4Y8w18noTaWm0qp6LFi/3/lezmMBSFeWIwiCkIOSt4lAQDPD4sMPP8TPP/+s1e78FuEXOzzELLpcD+wMw6u9DwhyLAQK2tOr93g0zt7TZcjecBD1Nju/KhQv0Vh8W488FvRwBNB0TkMEoVB6I8yT0Qspo1NYrUkL2O8jN3JQaAxzq5x5MzHw4vf5kiGSXFgDKpjv93/961/NoogHQfgC4bMjUMMqieCGynaoRKh/sPXqjfiCM4zr7K5Fpk7/ipzjHozB4IpFm/Hq2n346e8zvM/Eciy0eNBxQ6EYhsF/ftiLb/JOymwRHAjVaVYZtphMToPRCI8Fv6O6fuNwvzvcY9fDS8IeB9dj0bZVGJJjWjjfc4/b5oVxtaewjPdealdsknowKwPNxXNNEL6AciyIQMCj6O3Kykps3LgRBQUFqKur43324IMPaiKYvyKc9UxtF4lD5yrxf78X4O4RXXUd284wLvkIcuU0PYEb6nWmrFY6x0IyFEr9mNxn5dZDxVjyyyEAwNX9E9XvLIDhJhxbGnN3GozwWHAVbB2VXimFWo9QKPZ7wt21xWzChkdG4volW/HniVJBzpDnYwmb4Ul5L1lZgtmw+PDDD30tAkEELVQViggEPOpjMWHCBFRVVaGyshIxMTEoKipCREQE4uPjdTUsNm3ahFdffRU7d+7EqVOnsGrVKlxzzTW6jScGV2noGBOBugbH+4LzVaiptyE8RL8KPgxcHyRS5WY9hTtD3iLEIsixEFNA+QJ55rFooriyTnI9X9Jgs2PGRznon9was8b08GgfQoWTX8WLcVYWC7WYEWIxo7bBbrjHQi+ld/eJUmw+cM75nptHokuORaM9JgwPtFrMsDaGmtk1yi0RGhZS+UdsUjelWBAE4QkuHguyLAg/RLVh8fDDD2PixIlYsmQJWrdujd9//x0hISG47bbb8NBDD+kho5PKykr069cP//jHP3D99dfrOpYUXKWgTctQ3he7uk5nw0KkBr5FQTUaNXBj+s1mE89Dwi2pKzWR7smDLhBmcH/8+yx+2XcOv+w757FhsfVQsWBJ0/WyM01dsUMsJmfDNc09FiKnmmu86HUpbnh7K6+JZGR4iPO1Hn3U2MMQ+0qwyxo0CgELE3znpbw+TTkW/n+/u2Pu3Lmynz/zzDMGSaIv1MeC8CdcqkL5RAqCkEe1YZGXl4d33nkHFosFFosFtbW1SElJwSuvvIJp06bhuuuu00NOAMD48eMxfvx43favBO5spMXE77hbXW9DGx3HtttdlXCrRdvZ3gZBJ2gpj4WUMeDJbKxU7L0/UVPvvWJx6FwF731RRa3ztZ3jsQixmJ39SoxovMjzROk0nS7sTB/FaSKnT1WoxlAokc9YL4ZWnhqhx0IqkdtZFSoItIFVq1bx3tfX1+PIkSOwWq3o2rVr0BgW1MeC8Csanx0Wswk2e+A22ySCG9WGRUhIiPOHOSEhAQUFBejVqxeio6NRUFCguYD+BlcBsZhNvC92VZ37yjBq2X+m3PnaNcNC4LHQQEHjeiUYhl9zXywWX5MqFR4+HbceKsJ7m49g7tW9kdQmwqN9KEWLXhuhFumpeZudQX2j8h1qNTs7rBsRCsX1UhnlPYrU2bBgL5fYvtklWnkshF7KM2U1ouuxz81jxZVIbRfp+YB+QG5ursuysrIy3HHHHbj22mt9IBFBBD/s89liMsEGJiC8/UTzQ7VhMWDAAOTk5KBHjx4YNWoUnnnmGRQVFeHjjz9Gnz599JDRY2pra1Fb2zQrXFZWJrO2MrjfY6HSIuxxoQVjX9vkfG1n4OL75Hbi1kI/c01oFZ/Nlgrn8KxBXhNqjuGWd7cBAMpr6rFy5jD1A6tAi4gkYalgLgzT5J0ItZidBqMRydu8mXsdptPF7pXBXdo6X+vRIM/psRANhWI9FtoYVEKPRU8Jo+FcueNZdPfHO3H031d6PJ6/EhUVhblz5+Kqq67C1KlTfS0OQQQdzvoejc81sisIf0R1dPPLL7+M9u3bAwBeeOEFtG3bFvfeey/Onj2LpUuXai6gN8ybNw/R0dHOv+TkZK/3aRN4LLjoYVhwYRhXBciiefI2X9niDsf1ZrAvhc81bxvkmTw4ihMXqlVvo5a1f532eh+hVumvm51hODkWZqcRYkTjRSX9SbxBuM+YlqHoEtvS+V6L3CAhTT/ArvtmbXGtqkIJO6g/eFl3z3cW4JSUlKC0tNTXYhBEUOL0WDgLQZBlQfgfqj0WmZmZztdxcXFYs2aNpgJpyZw5czB79mzn+7KyMq+NC2EoFBc9QqH46B8KJVS2uOMpicX35DnHPafCSkliiqEQI5Tvdfln3K/kBreGRWMoVIjVhOLG/Itf9p3FoM4xXo8th95VoYT77BrXkvfe6BwLp8fCps1xc/NFBneJ4SWmBytvvPEG7z3DMDh16hQ+/vhjXHHFFT6SiiCCG/YxZdEjfJQgNMKjPhaBQlhYGMLCwjTdpzAUiquOsKVn9UIsWYv7fNEkFIqrbNn5MZxioVDCMBfvPRbcfTkS5N1hVOdob5HLsbDbwUveLmtMAM7ecAiPjeupq1wNOudYCI3QOkHeiB6hUOxhyBktDQpC+5Rg5VzXsup6j/cTSLz22mu892azGXFxcZg2bRrmzJnjI6kIIrhhn1Osl5ccFoQ/osiwuOKKK/DMM89g2DD5OPby8nIsXrwYrVq1QlZWliYCcqmoqMDBgwed748cOYK8vDzExMSgY8eOmo8nBldJim4RgmpetSD9v+VCxY8bOqRkdt8dwkRe7nBKGql51CBPYrnNzrh4hcQwwmOhBXLHwq0KJWeA6AG/8aH2+xfes3WCClG6NMhTkGPBlcubW4h7eM3FsDhy5IivRSCIZgf7qKFQKMKfUWRYTJ48GTfeeCMiIyMxadIkZGZmokOHDggPD8eFCxeQn5+PLVu2YM2aNbjqqqvw6quv6iJsTk4ORo0a5XzPhjlNmzYNy5cv12VMIdwvclxkGI4VVznfG/EdFw7B81hosH9hvD13JreBl2MhZVh44rEQD4XijnG0qBIxrUIRJRJmYkTlJC2Qk9JhWDjWkEvy1oMKTnlUPTpvu3gsGvi5SPp03pbet1gfi9oGz/OjuPd8TUNgeM8Iggg8hJ7YwPjlI5obigyL6dOnY+rUqfjyyy+xYsUKvPvuuygpKQHgmCVPS0vDuHHjsHPnTqSmpuom7MiRI33eXIo7fEpcS55hoffEuclkcrFeuJPgWoSUNAjKzXJHa1AQi+/J9eFv0nQQrJJ7+FwFRi/YiFCrGftfdO1jolfvBa2ROzdLfjnES942Em63c11yLAS6dotQfnlWYYM8pbk18mM2HodsVaimY83ecAiJrSNwyxD1nk+pPCR38umRtO5rFi9ejKKioqDpY0EQ/kRT8jb/PUH4E4o1mNDQUNxyyy345ptvcP78eVy4cAGFhYWoqanB7t27MX/+fF2NCn+BVRx6JLTCjZn8RHAteh3w9ify0HDxWGgeCsU3HqQa5LGz665VodSPyT1vYh4LtmO1MISmSebAmCWW+w14b8sRZx8LLZseCu+hc5ymfOLraza0E6EX5IkrevHeC70KWtiJZxtLu4r2sWA9FgJP179W7fZoLO45VlquN1DuWbV89dVXhnmPCaK54ZI7RnYF4Yd4PDUaHR2Ndu3aISQk+CugcGFnCF6b0t9lZllrpUxsf0LFxaSxx4Jb299mF4RCKagK5Yn3QOq8scfqLlQmUCZt3M0usQq4VaOZ7Jp6G8Yt2oRHvvgTAFBdZ8Ora/fJy6CD90e4z0u6x/LeCw/XW6/kyZJqLP7lEAD5zttazfbxChwo3GeghO+p5aeffsLhw4d9LYZmZGdnIy0tDYMGDfK1KIQbNu4/h3V/nfZ5VIOesM8aCoUi/JmgrgqlB6yO1JSIq03JSvGx+PsThiYBAsVJk87bAo8F5zOugsiGTAkPudaDGHPJ5G2ZBNxAxJ3OrqSSkRp+2XcW+89UYP+ZCiy4sZ9kR2guRpSbFaK1x2LLgXOcfYuN5/ivVfNB7uEpPX9ihkVJVR3uXL4D1w5MwtSLOmkiG+EdWVlZyMrKQllZGaKjo30tjih1DXbkHDuP2gY7wixmhIWYEWqxNP43I9RqRpjV8T/U6limhXfbn/gx/wxmfJQDALgxMwkvXJOOMKvFzVaBCyVvE/4MGRYqcZkx0PF7LbZr13Kz3D4W3o/JVXgYl6pQTYpYvcSMqydJsNyHI3e2yeb0WKjepWKMnN1yNxZ7vCYT8PgVqXjlh31ITRDv4qwEYRVeJT9Cnv5Q1dvseHnN3xjRPQ6jesYL5Gja582DXfvIuBoW2l0TMQWKDR/UyjvD3Y1SW6VOpETy4l8O4Y+CEvxRUBIwhkV+fj4KCgpQV1fHWz5p0iQfSdR8+KuwFF/uPIFv8gpxvrLO/QYcWGMjzGpGqzArrkhvj9su6oikNhEey/P3qTJU1dkwsGNrQw2Xo0WVePiLPOf7L3JO4NC5Siy5bSDiI8MNk8MImvQPx3uyKwh/hAwLlQi/2Fy0/pKLKVgu5WZ5VaG0aJDHLTcrCPPgaFA//n0GY3snuBg/NfUezALz8ji4rxsVbU3qXUkM7cE1K6upF61O5Q53eiy3q2rPOIdBIddUz/14jOC9gm08nMT/cOtRfPCr4++ilBgM7x6HrFHdAPDvm5ev7eOyrdZVofh5R66fOztvaxSOxPXrKQ6FEjnR+jfY1I7Dhw/j2muvxe7du2EymTjlfdnmg55X2SKkOV9Zh2/yTmJlzgnknypzLo9tFYaEqDDUNdhRZ7Ojtt7xv67BjtoGm8tEUF2D47NyAEUVdXh74yEs3XQIY3olYNqwzhjWta0i44BhGGw7ch5v/XwQWw4WAQDSE6Nw/6juGJuWoHuBgqq6Bsz8v50or2nAwI6tcd/Ibnj4izzsPHYBw/+zAZf2iMMV6e0wPr29S9GIQMTp1Wb7WFAwFOGHkGGhErm4f63dkkp2506JUgv3B8hml64KtfVQMS75zwaM6BHH2762Xr1CwR1DzJDRc/LLk2s27rVN+G3OZaq3c+ex4IZCWRq139MKwpck96dgiRBP7+G/CpuUnN8Pn8fvh887DQt2nxGhFnEPgmCRph4LEaPUqfxqNI5UgQM5xIwaPcru6sVDDz2ELl264Mcff0RKSgq2b9+O4uJiPPLII5g/f76vxQsq6m12bNx3Dl/uPIGf9p5xPqNDLWaMSYvH5IxkDO8ey2vUKMRuZxwGR0OTscEaIUfOVeL/th3DrweLsS7/DNbln0HXuJaYNqwzrhuYhFZhrmoCwzDYuP8c3vr5IHKOXQDgmBAJtZix52QZZv7fTqQmROL+0d0woU97t/2IGIbBoXMVWPvXGZRU1eHBy7q77WDPMAzmfL0be0+XI7ZVGJbcloGEqHB8k3Uxsj7Nxd+nypzH88ZPB7Dgxv7I6NTG3enWDIZhsGDdfiREh2vmgXSGYrN5YsFZA4IIcDwyLEpKSvDll1/i0KFDeOyxxxATE4M//vgDCQkJSExM1FpGv8LOUf6E6J287ZgZ5C/Tu9wsVxcVOz6hslzjQSgUr6qOyGs93eqeXLJTpZ4p+0o9FmZTUwL3ufJa7DtdjtR26kOiXLuiu99mXf4ZXLbgF/z3gUsQEar88VAsE4rBKtsWiesoVDq0/B6J51hoGwrlSThdvUgoVCAZFr/99ht+/vlnxMXFwWw2w2w245JLLsG8efPw4IMPIjc319ciBjz7z5RjZc5xrMotRBGnmlufxGjckJGESf06oE3LUEX7MptNCDdbEB7iOmvfs10Uxvdpj4Nny/HRb8fw1U5HKNEz3/yFV37Yh+sHJmLq0M7oFt8KdjuDdflnkL3hIHafLAXgMHBuHJSEe0Z0RcswK97fcgQfbj2KfWfK8cBnuVj0437cP7obBnWOcRn7TFkt1uefwbq/TuNwUaVzec6xC/jwzsGynuHlW4/im7xCWMwmZN8yAAlRjrCnlLhWWPPgJcg/VYa1f53BFzuO42hxFSa/vdXh0bi8ByxmE6rrbFixowCXdI9Ft/im5+vZ8hrMX7sP1w9MwpCUtorOrxiHzlXgrQ0HYTYB1w5IFDXQ1MJO9SlpHEsQvkL1nb5r1y6MGTMG0dHROHr0KO666y7ExMRg1apVOHbsGD766CM95PQb5KoyaO6xEFF75UKhhMNHqHT97jx2AU983VRy086od7XWehAKxYtRNzjHwsjkN3fnkmtIcZXM1Xkn8c8reqofTzCc0mM9dK4S3+QV4ubByns6XJAxLJzfGYkLqW+Ohciyxv+edmx/8bt8tG0VhntHdgXgWbK52NiBZFjYbDa0atUKABAbG4vCwkKkpqaiU6dO2LdPvvIYIU1JVR3++2chVu48gV0nSp3LY1uF4pr+ibghMwk920XpMna3+EjMvTodj41Lxdd/nMSHvx3F4XOV+PC3Y/jwt2O4uFtbnCuvxf4zFQCAFiEW3DKkI+4ekeJU6gHg0XGpuGt4Cj7YegTvbzmCQ+cq8fCKP92OH2oxY2jXtsg7XoLcghJMfW8bPrpzCKIjXI2LHUfP46Xv/wYA/GtCLxcDwGQyoXeHaPTuEI3pl3TB89/+ha9zT+KtDQdRcL4KL12bjnv/7w9sOViEuMgw/PTIpYgKD3F4Qb7ajZ/2nsUfBSVY//AI3sTW97tO4Zu8k3j1hn6icnEpOO/ocWVngLyCEpdqeJ4gLPBByduEP6LasJg9ezbuuOMOvPLKK4iMbLLyx48fj1tuuUVT4fyRJiXJ9TOtv+JiCotwEfehJ1x/XO92qsZ74NM/BOMzqpUmTzwWfGMCnNfSYWda4elz2ZMmbu49Fo7/ZpOJ18tCaW8Elm/yTiI8xOJiyKg5VrXnRSx5lG0C51pJjY9LuVl1Q8si13lb7XkFgANnyvHeliMAwDEslO3nnhEpeGeToxSrmMfC4L6IXpGeno5du3YhJSUFQ4YMwSuvvILQ0FAsXboUKSkpvhYvoLDZGWw64Ah1Wv/XGWdiv9Vswuie8ZicmYyRqXGGNc6MDA/BtGGdcfvQTvj1YDGWbz2Kn/aewa8HHf2EIsOsmDasM/5xcWe0bRUmuo/oiBDMGtMD0y/pgo9+O4aPfzuGkmrXZ0R4iAWXdIvF2N7tMCo1DpHhIfirsBS3vbcNf54oxa3LfsfHdw7heWbOltXgvk/+QIOdwcR+HXDnxZ1ljye6RQgWTumPET3i8NiXf+LbPwuxcf85lFbXA3B4hRes3Yfnr07H//acxk97zwIADp6twB8FJejQOhxF5XWIaRWKR1f+iep6G4b/eRJTh8qPe/x8tfN1zrHzGhkWfI8F2RWEP6LasNixYwfeeecdl+WJiYk4ffq0JkL5M2xMo6iyq3kolFAxZETCo5peC2PGva14ZGfU78OT5G2pcp1i5Wa16MosNbYaahvsomEF8mO5y7Fo8tCYeQajciELS6rx0Od5AIAFk/sJ9q94N6oprnRtvFfTYENEqNWtgSi8noyGccOiyduNCz3xWFTUuiZYKz2vcyb0wte5J3GuvFY0NjqQOnE/9dRTqKx0hK68+OKLuOqqqzB8+HC0bdsWK1as8LF0gcHBsxX4cucJrMo9gTNlTd+fnu0iMTkzGdf07yCpuBuByWTCJd1jcUn3WBw/X4VVuScREWrB5MxkRLdQVrwiMjwEWaO6OfOtlNC7QzQ+u/si3PruNuw5WYZb3tuGe0d2RUJkGOIiw/DPr3bhXHktUhMi8Z/r+yj+PbhmQCKiI0Iw8+OdKK2uR0SoBVmjuuHVtfvw0e/H0DoiFJ9sKwAARIVbUVbTgOwNB/FHwQWUVNWjXVQ4qhtzCNkwMCHHiivx2fbjuHtECk5cqHIu33nsAg6eLUdJVT0yRULClELJ20QgoNqwCA8PR1lZmcvyffv2IS4uTmSL4EIYCiX2mXZjuS4TPki4yaneGhIRghhQYR8LJYjNxKqBO4vclLxt4i3TtDO1hw/mytoG1YaFu/uD57EwS3ui5Dh+vunHjGtoMgyj6v4U+62ubbDhhe/yMbpnPEb3TOB9JmZQnimrxZOrctA93hEyIzXh6pJj4e2PJbdSmmiyeKNh4cG9KnYO1XzvwhqrfIlVhQqkUKhx48Y5X6ekpCA/Px/nz59HmzZtgq5HgpaU1dTjuz9PYeXO48gtKHEubxMRgqv7J+KGjCSkJ0b7TkAJkmMi8OBl3Q0br2e7KHx+90W4+d1t+PtUGR78jJ+zExlmxdtTM1TlgQHAqNR4fDJjCD7YehT/GNYZmZ1jcOBMOVbnFeL1nw4AALrGtcRzk3pj6rLt+LnRewHwC2mwYWrVdTb8d1chRqXGIy4yDM9++xd+2XcOm/afQ8eYptK9uQUluGnpNhRV1GJEjzhMzkjClX3aq55MaEre5r8nCH9CtWFx9dVXY+7cufjiiy8AOH6kCwoK8MQTT+D666/XXEB/QxgKxVUqNP+OK0je5nksBE8ZtfL0ah+Fg2crnO/tdlcPiYuIjPx7JfCTt5uWs7oX99HbYGegZd8jqQdzZLgV5TXS5T89udbuzo2d46HhKttqkoxZ9z7AN9LsjOsMvdVskpy1F/u5+3DrUfzf7wX4v98LcPTfV/I+C7GYXEpazl+7D1sPFWProWJZmYW/rXr/WLLfGU88FlxbhPWeqdmLXGOrAHJYiBIT4/lMbDBjszPYeqgIX+48gR/2nHY2EbWYTRjZIw6TM5Mwqmd8UDd084TuCZFYOXMoFjfmRZwtr8Xp0hrYGQaLbuqPLrEtPdpvZucYntfgySvTcOJCNawWR+jZDRnJaBMRgi6xLXGkqBJR4Va8cE06Pvm9AAM7tcHbGw/hwNkKVNQ24P5P/8Av+87hyj7tkX3rQPzaWHI3/1QZz4tbUdvg9HZu2u8wPP77ZyHemZqhyhBnJ12M6KNFEJ6i2rCYP38+JkyYgPj4eFRXV+PSSy/F6dOnMXToULz00kt6yOg3MJycAyOqQimZHTXLGRYq5Uls3YL33pNynJ54bSSTt0W8Q9qX9BXfnztl3tvjlPvcYjbxDAs1M+IlHMOCe/1GvLIBI1P5HsWWYVaeIeKOkxeqJT+zmF0Ni8JS/vrccA8uwrKSWl5jsV05O2970MfCJjDWLCa+vO5CRNjrKja2VNUsf2HmzJl48sknkZzs2uRQyIoVK9DQ0IBbb73VAMmM47b3tiGkhatCK/cdLSyp4c12d49vhcmZSbhmQGLQNXDTmi6xLfEqJ6ST/Q3WsipSXGQYvrx3mMvyhy/vgf/8by9eujYdI1PjcXX/RDAMgy93nkBRRS2mLtvm9Dqtzz+D0up6tG0Z5rzW7POufXQ4r5JgZqc2+KPgAtbln0GXOWtw65COuGdEVyS2aeH2uJz6h3M9siwI/0O1YREVFYUtW7bg559/xh9//AG73Y6BAwdizJgxesjnV3B/O4ypCiUvA8APhRKOr1Yal/KkCmZ0Xcb0xGMBrrLGDYVyzOzJGU/eIrU7d+N4cpxuQ6E4uQj8vBPlY1RycgC4x3CypNoZP8zSSsawUJtCZDWbAfDDe06VKCvLK/wxLamqR6swq+pQMxZhYJUQ9rsrFrZ3trxGVtlz7RLPv1af3XWRrGys8SBmtPt7CFFcXBzS09MxbNgwTJo0CZmZmejQoQPCw8Nx4cIF5OfnY8uWLfj888+RmJiIpUuX+lpkzck7XgJzmLou14AjZp8NdeqbFO3319pfMZlM0DASVpZJ/TpgUr8OLuP3SYzChn3nnEZFTMtQZ+NCsb5Dk/p3wDsbHUUb7ry4C56ZmIZZn+didV4hAOCTbQX4ZFsBHrysOyb1a496G4Ne7R2VvxiGQXFlHWIiQh3GBJu87awKpcuhE4RXeFxYefTo0Rg9erSWsvg9XKVCbHZR6++4UBH9ee9ZXtwmwFcAhQ8ZtTkXwvGUeCyEM6+eGFfsJvU2Oz75vUn5ZfU+uXAvr5HYXde4VrzOtkI8O075bdjOtSbBLHiNB00HAffnSm05YrljFptpU9Pcr0WIxZkYOWbhRsRFhmHHk95PVoiJbJIxLAa/9BP2vXiFZFiK0GPB/T/78h5I6yBfCpQ9T2LXxt9r07/wwgt44IEHsGzZMrz99tvYs2cP7/PIyEiMGTMG7733HsaOHesjKcU5fvw4pk6dirNnz8JqteLpp5/G5MmTVe9n0U390bKVeE8ZqavXItSCQZ1jPDaUCf8iPTEaG/adA+AwPlLbReLVtfvw1s8HAQAtQy0IsZpRUuWYtLm0e5zTsOiX7Mifubp/otOwYHnz5wP44NcjqKqz4cN/DMYl3WOxcucJPP7lLgBA57YRaBftmPRoqgpFlgXhfygyLN544w3FO3zwwQc9Fsbf4SraJrFEVM3DdFyXLd96lPdemNjM217leEJdR4kSXytQzjzzWDhY/qujqZLr+J7lG7jj0LkKXgIlADx1ZS8ktm6BTQfOuTEslI2xcb+jjOQLV/dWfG7MJn7uw8qdJ3DNgERc3E1duUJ356qlTMMmsY7VcvJbvVSKNz42EoNf/sn5/ly5eNiUWsQNC8d/YegWS1l1A+IiJQwLkQaO7I+7kjMQyIYFAMTHx2POnDmYM2cOSkpKcOzYMVRXVyM2NhZdu3b125l4q9WKRYsWoX///jh79iwGDhyICRMmoGVLdXH6Y3olICpKnz4SRGDQh5Nc/8T4nrDZGby6dh/ONj6zOrZtiQWT+2HK0t8wplcC+ndsjVCLGXU2O/ontwYADO8ei2sHJKLeZkdhSTX+KCgBw8CZ13fbsm0IDzEjLrKpKtjR4iocLXYU5zCbyWNB+C+KDIvXXnuN9/7cuXOoqqpC69atATg6cUdERCA+Pj6oDQvu7LyYIqX9ZLr7HXKlcAldUimPcEZaSQx6XYPAsPDAb8MqZlsPFUnI45p3oQWXLdjosiytfRSGdYvF5oNFIltwZFN4sae9vx2AI+yoj8JqL2aTySWRd87Xu7Hp8VFut+Vu5s6waB8djrzjikQCIH87easUx0eFyyaTq2HJL4ecr+WSpMUqM7mDe93ZXQtLQMphlUne5nkfG3uA+DOtW7d2/gb4O+3bt0f79u0BOIyjmJgYnD9/XrVhQRCX9UrAvSO7IrNTG3RozEvs2S4Se087JsU6xrRAWoco7HhyDMKsZphMJmTfOhBl1fXo1NZxv1ktZrw2pb9zn3d/lIN1+WcAOJ4DDOOotMfthcGFfTSUVtdj14kS9E1qrc/BEoQHKOq4c+TIEeffSy+9hP79++Pvv//G+fPncf78efz9998YOHAgXnjhBb3l9SlsVQeL2YQWjW5trn6gtVtSye5kQ6FUKvnC8ZQo8XWChnie6IVNoVCCUCw7w/ucu0wv2L270+nUhkIVllQr3sZsAtI78I0QTww2d9dPtoGiWI6FylAotWhVbvVwUaXztZjE7DhsB2GlNNjsvPuPvSbcal7uMMskb3OPX0sDOhDYtGkTJk6ciA4dOsBkMmH16tUu6yxevBhdunRBeHg4MjIysHnzZo/GysnJgd1uV5SEThBCLGYT/nlFT1zWq6nk9qWcwhjJbRzhyuEhFqcH7/K0BFyfkSS5z4cv7+F8/e/r+iAhqslTYTWb8PZtGXwZOM+KmR/vdNnfoXMVyN5w0GXijyCMQHUrz6effhpvvvkmUlNTnctSU1Px2muv4amnntJUOH+jvMYRMxkZbhV1+dsZYM/JUkxfvgN7T0uH0ShFiW4hp4yo1U2Eiq+SWfk6QSiUR7kHjf+FMe+sEmc30rBo3L1YKBAXtWLYGUax4WkymWA2mzCb82PjUbK4jJAjesTJzoiLfSIngxZ6sPArpYWhLu6xUG/A/H64GD2e+h+WNXbdduzb8b8pYM87jwX3ctQ2M4WgsrIS/fr1w1tvvSX6+YoVKzBr1iw8+eSTyM3NxfDhwzF+/HgUFDTlZGVkZCA9Pd3lr7CwKZa9uLgYt99+e1AmlhO+Y1RqvPN1UpsWMmuK06t9FD69awgeubwHbshI5nkzeidGu+RWcp/dhaU1Ls/KyxZsxKtr9+HdzYddxmqw2Sk3g9AV1cnbp06dQn29ayUZm82GM2fOaCKUv1Ja7fBYRIY3nbZnJqY5Q2oYANct2Yq6Bjv+PFGKnKe8Sz5VoqQLwye4eGtYKAlLaSlsUOSRx8KxkbRhwYlrN0jf8tZjceBMOZ799i/ne4ZRfmrY2X9+yVll23IN3jqZUDYT5HMCxAxnWcNCg9IFwiE1aYao0e/nI1/8CTsDbDty3rmMvQeamma6349c12+uwXP/p39g+T8GeyNyQDF+/HiMHz9e8vOFCxdi+vTpmDFjBgBg0aJFWLt2LZYsWYJ58+YBAHbudJ255VJbW4trr70Wc+bMwbBhruVFCcJTMjq1cb5u0zLUo30M6xqLYV0deXS9OR7rWwYnIz6K34Fd+Kx56+eDeOCy7miw2Z2RFYCjihmXC5V1uOrNLUhs3QIr7rnIb3OiiMBGtcfisssuw1133YWcnBynQpiTk4N77rkn6EvOOj0WYU216rvGtXKWpGMYxul6LKrwPvlUiU7Ei6n3chaC1XVaNlYLUuMduHVIx8Z9qJeBHUaobLHHw13qSVy8GlgF2d0D192Mz10f5fAawzFgFOdlsD8anjzzuXK90dhJVgyTSX7mXtRjIXNHajEBJpRHi3wLTzwWSo0kYQqQkuvFGkpi3y2uXL80Vp3xRxiGcSZtG0FdXR127tzpUmlq7Nix2Lp1q6J9MAyDO+64A6NHj8bUqVPdrl9bW4uysjLeH0FIEWIxY/7kfpickYQJfdp7vb/oFiG4f1Q3XD8wCdcNTEJMBN9YET4+Fqzfj85PfI8eT/0Pty3b5lwufM58kXMcJ0uqsf3oedWhoAShFNWGxfvvv4/ExEQMHjwY4eHhCAsLw5AhQ9C+fXu89957esjoN7AVG7geC4Bb+k3b8ZQoolwF2LWPhdocC8f6IVbHbaFEsWMNqaTGuFLPcixYj4V4KBa/M7cxoVDCayzE3XEWnK/ivf/1YLFiRZlVMD1pmKb0/Jug3nCR27cWV0UojhaGhXiOhQcbia3m4rFwf0LZdQK1KhTgOO7u3bvjxIkThoxXVFQEm82GhIQE3vKEhAScPn1a0T5+/fVXrFixAqtXr0b//v3Rv39/7N69W3L9efPmITo62vlH+RiEO27ISMKrk/shxKJarRLl0XGpWHCjY3/CsNWWoRbceXEXl20c4dhNRvDBs3zjgfu79PvhYhCEHqgOhYqLi8OaNWuwf/9+7N27FwzDoFevXujRo4f7jQOcskaPRZSgu25TD0zj4xY1DYVqdAaENj4YlSR+sb0HwhqNEY+qQjX+F4ZCNYiEQom0HtCFf1zcBeEhFry6dp/o526b3Yl8zI3Pl4O9pp4omsoTxOUzAlgZquoasD7/DEamxhuQY8GXyOZBZ2whop23FXa3dYewj4US2BwLMcMiUOKezWYzunfvjuLiYnTv3t2wcYX3B8MwikM5LrnkEthVeDvnzJmD2bNnO9+XlZWRcUH4lFljumPRjw4v9J7CMvw4+1L0bB/p7HMhRsH5KhRX1KJtqzAwDIPCkiYv456TpbrLTDRPPG6Q16NHj2ZhTHCR8liwGtqJC9qGBijKseB13uZ/plZNYccLbTQSxBqICTlV6miCxjZ/UvrbzVOi2FAoiURw7j71Tt7u2d7R/CqmZSiyRnXDwvX7Rcf0JCKLPVfuYGe1taqSJIbJpMxj8dTqPfj6j5O4KCXGWVpRHO+vCzc2GNAm7E1MKneH/c6mQ3h2Ym/3+xaE6im5XnJ9LAKpJv0rr7yCxx57DEuWLEF6erquY8XGxsJisbh4J86ePevixdCKsLAwhIWFuV+RIAxi1pgeaNsyFM98+xdmjXEY9DdmJuNcea3kBBgA3LZsOypq62GzMSjk/Aat3HkC943qhi6xVHKZ0BbVhsWdd94p+/n777/vsTD+DptjERXO91iwCsVHvx3TdDy15WY7Cx4Q6pO3Hf/VGBYsTo+FwkG5SpRdIhTKWW5WZJkebHpsFOIjw3nLwqxmVNW5dr7WMySrybBoWqb8vCpbzzHTK5Nj0fjR13+cBAD8fvg8rh2QKLm+HqdDrxwLd7PcH/x6VJFh0eSxYPNy3MvjNCxE5NI7zE9LbrvtNlRVVaFfv34IDQ1FixZ8o/P8+fMSW6onNDQUGRkZWL9+Pa699lrn8vXr1+Pqq6/WbBwxsrOzkZ2dDZvN9RlAEEYzdWhnXDcwidfcNGtUN9jtDBas389b97Ke8fhp71n8LdPoddT8X/Dj7BHoFi/eTZ4gPEG1YXHhwgXe+/r6euzZswclJSUYPXq0ZoL5G+cr61BazRoW/NMmpk9IRVswDIMDZyvQqW0Ewqzi3X1ZlCga3HFuHpSM4opaFJyvalQIPcuxcIZCqQhFYZNSleqCv+w72zRu438lVaFeWbsX703LdHvu1JLYugU6to1wWS5lWBihA/KqQincRk2OhVxE0MMr/sQ1/fmGhJxxo8fp0MKwEBNMq1QG5/lg2P1657EIJBYtWqTp/ioqKnDw4EHn+yNHjiAvLw8xMTHo2LEjZs+ejalTpyIzMxNDhw7F0qVLUVBQgJkzZ2oqh5CsrCxkZWWhrKwM0dHR7jcgCJ3hGhUsV/dPdDEsxqQl4Ke9Z13WFbJw/X5c3T8RPdtF4nxlHd7bcgSPjU11magkCKWoNixWrVrlssxut+O+++5DSkqKJkL5G1sPFuGW95oqLbQQlFgV0yek4uO/23UKD3yWi0Gd22DlTPmSh8qqQjWNY7WYMWtMD3y+vQBf/3HS43KzrMdCTXMdNmFNaY7Fbk58J6tkCQ0LVh6uQrv5QBFe/WEfnroqTbFsSggPEU+4cxgwruWV9ZxddiYDe1BuVul6ZpPJ7cw9t9EcIH8/6pEfoEWOhVZ9LMRg96ym3KzF7LjPxEOhAsfYmDZtmqb7y8nJwahRTZ3l2fyGadOmYfny5ZgyZQqKi4sxd+5cnDp1Cunp6VizZg06deqkqRwEEYh0bBuB7f+6DEeLq3DjO78BAFLbSXshfpg1HKtzC/H2xkNYs/s01uzmhxlu2n8Ou58bp6vMRPCiSfkCs9mMhx9+GK+99poWu/M72IQpFmHRBzFFRUpp+2SbI1xqx9ELop9zUaSsiQzDDq0+x8Lxn/VYqAmFamr85Xh/4kIVHv/yT+w/Uy66fkpcK+drNmdF2I2YnbEWnobvdp1SLJcUwkR3NkdEiJTBoacSyO7Zs6pQSkOh3OcaCO8/vatCCanXIMdCzOuhVepKk+GrfMdsW45Az7EAgEOHDuGpp57CzTffjLNnHTOjP/zwA/766y83W7oycuRIMI1NJLl/y5cvd65z33334ejRo6itrcXOnTsxYsQIrQ5FkuzsbKSlpWHQoEG6j0UQ3hAfFY7BXWIwf3I/fHHPULSPbgrrjQq3YiSnO3hqQiRuyJAObWXzSQnCE7SpiwbHj0xDQ3DejEJlTWhIiHosJJQMNbOlajtvO+UBW/5WnaYi9FgIk6nlYEOh2DHv/mgnvsg5gWuyfxVdnysb+1LYxfu19Qcw/vXNzhA0lspa7+8zocLZQsKwkAq50koJnHlpV5F9szPg3FAoZQMqveYOj4X8Oi7FAORCoXRQirUIFyqtcvU2KakkpKTUszDHwluPRQA5LLBx40b06dMH27Ztw9dff42KCkdZy127duHZZ5/1sXTakZWVhfz8fOzYscPXohCEIm7ISMLgLjG8fMHbLuqE6wYmAQA6tY2AyWRCxxj5UKdAqVJH+B+qQ6G4JfgAx8136tQpfP/995q7x/0FYaKlq2LiqlFIhUKpmS1VoleJ7s5DjwV7mE3J2ypyLMxs8rbjfX5jwphYfgIg6Kbd+Fqo7BdV1KKootYl+UyLGWehsdgiVNyACLGKD6bVQze2lWuXVnbf7sqiiqFYF1dQFUp4iPLlZrX/EVLjMZOiuNK1UaWS01pvtyPM3HRPiJ2rpj4Wjeu49QE1eTvFPCmBFAr1xBNP4MUXX8Ts2bMRGdkUcjFq1Ci8/vrrPpSMIAiAr4NEhofgqj7t0SrMgj6JrQE4fuc/mTEEt3LCvLnc/v52ZN860KVYDUG4Q7XHIjc3l/e3a5ejhvKCBQs0T+jzF4Szl0LFRExR0UL5VTJLLTaOp0M7PRaN2k+tihyLpuRtZcqRTaSErNIZak8Ubtfx+WNJeSbYGWYhYrP5G/ae5dUJl2JIlxjZz9kIIE/6LKnKsXBzpwjvP+F7u72pm7gWKvG0ofx4eS08FmIhbkoMACVGddO5Vu+xEPOIBNIM4e7du3kVmlji4uJQXEyNtwjCH3josu7o2S4StwzuCLPZhNE9ExAX2VRGOSFKuqTy5gNF6PvcOqzMOR5QzybC96j2WGzYsEEPOfwaF4+F4HM1ydtqQqGUhJjL7c/b5G01M8Zs8radAVbmHHc/FkexUqs/apF8K7ymYRK5FFaJ6yg0oH78+yzu+igHAHD031fKjt0jIRLbjjjKcYqF5YiGQik8R4pzLOCdx6KuwY6eT/8PfRKjsTrrYk0si1aCamueVoXqEB2OwtIaWM0mzJ/cz+Vz7iVNiW3pkqQOKAsDtAs9FooMi8b9B3goVOvWrXHq1Cl06cLv/pubm4vEROnY7UCDys0SgczDl/fAw5dL9xsTqzAl5LEvd8FmZ5D9y0FMvagT7h7hGr5LEFxUz4mOHj0aJSUlLsvLysqCttysUMEXzpiLzYBqofx67LFoXKhWT2HDljwxLFhDqrS6Ho/JdAJl4Sr2amdDtCgXKqw4FCrhHpAyEIUK/G+HlM/SCnfZSvBwZ3VOT+4hpefS0SDPjcdCxrC4dvGvsDPAnydKUWeza+KxEOYleeqxYDdbnXUxerWPcvmc+/2NbSU+Y6fGY8GecyW5G2zIoJgByD3cDtHhLp/7E7fccgv++c9/4vTp0zCZTLDb7fj111/x6KOP4vbbb/e1eJpBORZEMBMR6mpYPH5FqsuyJ77ejePnq/Hymr24UFmHH/PPIO94iQESEoGIasPil19+QV1dncvympoabN68WROh/A2hEiBUIMR0T28MC4ZhUNtg83gGkx1ZjcK+52QpNh8oAtDU7E4qP0KMEImQISm451TtYSpR4Nwh9FiEWMT3KeWxEJ5aNWFLXPlNANq05MewstfNkz4WKlIs3AYECe97rqH7VyE/70ULV7nQYPd0l2IeHy7cxawRLURJ128Xj4UC2ViZ3OVYdI1v5fK5P/HSSy+hY8eOSExMREVFBdLS0jBixAgMGzYMTz31lK/FIwhCAS0FuYWtwqy4e3gKfn7kUsltPttRgBkf5UgWZiEIxaFQbC4FAOTn5+P06aa6xzabDT/88ENQucC5CGdOhbqmmKIrpWgqUYqnLtuO7UfOY9kdmW7XFS9163YzF5ZuOux8LTV7L4fUzL4U3FAotQqkFh4LYYx7iJceCzV5H8JrJpypZ0TW0zoUymwyub1mwn1JORAYRpscC5fz4KFl4fT4SH0HOSaAlGFR36C8KhT7fFDyHXDmIomFQrnd2n8ICQnBJ598grlz5yI3Nxd2ux0DBgxA9+7dfS0aQRAKsVrM6Nw2AkeLqxDbKhSf330RrBYzrxy8kFd+2GeghEQgotiw6N+/P0yNTbXEQp5atGiBN998U1Ph/AV35WbFkEoQVaJ+bjno8Byszz/jfhy5PhYqNJXENi2cr6WUbDmsEjP+Uth4ORbqVCqxc/vupsMYkhKDPonRiow3V4+FWsNCsB5nzFW5J2TH5p4rk8nVKGG9JPyxlZ0jNVWhwiSUahbhrLqUos8w2uQHCM+DJ5FQZ8trUFThqAQl9T3lDiPlqVLSQ6PBbsfdH+U4v69SRgp/bGmPhVgJZn/lwIED6N69O7p27YquXYM35ppyLIhgZ+XMYaiptyE5JoK3vFWYFRVuSrvXNdgVPfeI5oViw+LIkSNgGAYpKSnYvn074uKamq2EhoYiPj4eFot4ZZ1AR6gDCHXNkwoqAbGo8SYo648n08dCxRxodIumcBxPqi5JhQxJwQ1hV6tDmU2uSu5La/4GAAzs2Bpf33ex230Im/FJPRyVJm9zjYCHV/wpO7ZZEAolVIBH94xv3KfsbhTJBQA3D+6Iz7YXuMgg1RSQ5brFW3nvpe5HO8OoutekEBpxnuzz5e//dr6WuiW551vKcBTeH2Lf2x/zz2Adx/hXYpCz95O7ztv+Xno2NTUV7du3x6WXXopLL70UI0eORGqqa2x2oJOVlYWsrCyUlZUhOjra1+IQhOZwq0Rx+fzuizD57d9QXS9tVO89XYa+Sa11kowIVBSrLp06dULnzp1ht9uRmZmJTp06Of/at28ftEYFAMy9ujfvvXBGfNth5Ym7atRvJYqVXKlbNboJV4H2JARFrZeDFwqicjiTySQ5m/1HQYmy8RXmWEgpnsJzpCYUTHiqhCFA1sYVuPeZ4kRmkdXEjq1tq1C3hoWCXQNoNCw00INdQ6HU7+MCpyGelOeKu1iqnLCSwgUVtfwfXCUhhGYZw4J7vH5uV+DUqVOYP38+oqKi8Nprr6FXr15o3749brrpJrz99tu+Fo8gCC9JT4xG/txxsutMeutXvPBdPl76Pl+TvkNEcKDIY/Htt99i/PjxCAkJwbfffiu77qRJkzQRzJ/oKHARunbedlVgpIwCNYnHihrkyexOjXKiNkdCiFovh82L2dmTJdV45Is8Vdu4jK8wx8Iq1cdC8AyV6rQuBleZNZlMkueOu0+lifRi51LsGLJGdUN5jboO5lI/HHaNciyEp9AT5Zp7H0snb3PXEd+PklK3QuNSiXHNXlNhKB7A/75r4QHSk4SEBNx88824+eabAQAHDx7Eiy++iE8++QQrV67EzJkzfSwhQRDeYjKZMDSlLX6TmTxdtuUIAEfUw02DOyImIlSTXlNE4KLIsLjmmmtw+vRpxMfH45prrpFcz2QyBWUsqlBhcE3edt3mTFktth0uxpCUtvx1VYyrTLESS95WHwpl93K2VI1i7RivaRAbw+D4+SpV26/OK5Tet51x+2Bz9VgYl7wtPFdSm3LHVtqsUEwfFua/fHTnYESFh7iE+8hhMgG7T5aKfsZolL0tPNeehAMJw8zE1xFfn4sSD5FSrxcX9loIyx0DgZVjUVFRgS1btuCXX37Bxo0bkZeXh169euGBBx7ApZdKV5QhCCKwaKew9PX8dfsxf91+TOjTDrdd1AlDurT1esKSCEwUxa/Y7XbEx8c7X0v9BaNRAbgqZi4eC4ntpiz93WVWU53+7WEoFLu1CuWEV6VJ8JlYXWuXMVU+P4RVoYa/skHdDmRQkngr1BvV9rG4++Od2HqoyO164vtsem0yadNMkUXsmgv33zLMEQIVLtEUUEqWEk6YERc746pkd4ltqXjfLEJDxxPdWonRYOZ5LJSFuokhvIesSkKhGsdbkXMcb288JNif9HfQ32jTpg2mTZuGhoYGPPXUUzh9+jT++OMPLFy4EFdffbWvxdOM7OxspKWlYdCgQb4WhSB8whPje2J8ejt8OmMIeiS4L4O9Zvdp3PLuNnz021H9hSP8EkrnV0BMRCjvvVAXkQtvKq0WKmPKlcXPtrvvYC02tiflZm0ys6WdYlrixswkN3KoHE/HcEwlzc28zbEAgFve3da0nooTwPVumCB9/yiZARciNssfIjgGtilSuFV5joXc8TmSt5uIDLeKJr33S5JPfq1t4E9MeO2xkEzeFn/NH5v/XqxIglA8JTkW3PPy7//tld6fn1sWV155JWw2Gz7++GN89NFH+PTTT/H333+73zDAoAZ5RHMnISocS27LwLBusaoq9T3/33zM/W8+zpTVeNzslAhMFIVCvfHGG4p3+OCDD3osjL9itZjx7MQ0PP/ffACuiqCc+nf8fDVacwwTDXq7KR5bzVdZTokzm4BXbuiHL3Kky6iqnV0XizHXiroGO8ApdNFgs7vMJgudGiEqq0IJUXP4wn1K2Q/9kluje3wrHDhbAQCorrOhRai8MSA20y5MUG7RmLStqveGGYCEQ9KRvN007uPjUvGpiFH87u3yfVlcjE1vcyykjk+Bx8KjUCir+/Mpd865Q/p7VajVq1cDcPQ32rhxI3766Sc899xzMJlMGDlyJD7//HPfCkgQhOaoLezy/q9H8P6vRzC4Swy+uGeoTlIR/oYiw+K1115TtDOTyRSUhgXAVwaV5FiwfL6jAKntejvLmUqtarMzHsUjiuUWO2dXJZ4BJVV1+PVgMcakxSOscdZarGGXc38SB3hZz3j8tPds45jqkBvPW7hJxl/tPIEnvt6FpbdnYlRqfNP4ggdkmMTsvR4xojxlVqZRXYjFjHUPj0D6s2tRWWfDyZJqdHPTkVlJjgXXiJqSmYwVOe49Y2FWC2rqxd1M3BSLt2/LwLjeCVi5k2+Eju4Zj/go+VhdYbdrT5Rr7qmVLjfLeS3hZFDyA+pJ8racoRpIoVAsffv2hc1mQ319PWpra/HDDz/g66+/9rVYBEHoQGanGBw6V6l6u+1HzuNYcSU6tVUfIksEHopCoY4cOaLo7/Dhw+53FqCYZGY55UKhPtlWgIXr93PWdV1n94lS9H1uLd7brP78ifaxcNoV4urJbcu2IevTPzB/raOD5r7T5fjqj5POz10bAoqP3bFtBGcdP/NYNPLIyj9Rb2Nw53J+KINw+MhwcRtbqcdCjatXaEjcP1q6W7HJZEJSG8d5LlTQL0XsmgvH44ZYtWkZKlxdlAgZTwm3Qd7ATq1hMpmw64R4orccwhA2vapCKcmxUHI5hauoKTfrdt9+7rF47bXXcPXVVyMmJgaDBw/GZ599htTUVKxatQpFRUXud0AQRMDxryt74f5R3bD+4RHOZcumZWJUapzMVg7+88Ne7D1dxstNJIITr3IsGEEIhBEsXrwYXbp0QXh4ODIyMrB582ZDxuUrI/zP3KkKX+5smhEWMwRuW7YNlXU2vPi9dIzy6iyJpm8eJG/vOVkGAPimsbLSuEWbcKSoaRYiShAjL6V8cRUptYaFnh4LYaw+4HouhMZTZJi4YSHV54DFZmdw8Gy5ovKkLFZBjsWlPeLw6YwhuLhbW3x17zCX9aNaOGSrdNMFFZDwWAgNC165W2Uyt5DpeXGypKmilzcd5xts3nss1OdYKKv6JUZhSQ3vfXPyWHzyySfo3r07PvroIxQXF2PHjh2YP38+rrrqKkRFRflaPIIgdCC6RQgeHZeK7gmReHRsD4zpFY8RPeLwwT8Gu912+5HzuGLRZtzy7jYcbAzvJYITjwyLZcuWIT09HeHh4QgPD0d6ejree+89rWVzYcWKFZg1axaefPJJ5ObmYvjw4Rg/fjwKCgrcb+wlXH1A6KFwpwRwlU6hHnPgTLlIgrcrwl4azv2JLZOPhHIi9fldI1J44TNSujUvxEZtVSgdDdIxCzfxvBZKxm8l5bFwk0D9z692YczCTaq8TWazCSNT4xBiMWFCn/YAgGHdYvHJjIuQ0amNqwyNF6Deg94Kju2lQ6GUXja5ZnrXL/mtaX/u0xokEfbJ8OQOMSkwGrjGj5Ser8Sj9uPfZ3jv3d0rgFgTQPF+Ln7usEBOTk6zMCSoKhRBiHP/6O54b9ogxc1xiyrqnK+vetOYCWHCN6g2LJ5++mk89NBDmDhxIlauXImVK1di4sSJePjhh/HUU0/pIaOThQsXYvr06ZgxYwZ69eqFRYsWITk5GUuWLNF1XEA+fMLd7LtNxrDYesh91+7pl3SRrMojrjw5lrnzJol9fufFXRAZHiKY1RYfm9t4TW0qgt5NOvcUyofiCC9ZZHiI6HruPDFfNuYSXJAoxSqGxWTCB3cMwp7nxyFGQSgSawjUK+hlIVpuVvDgl/JGvTaln+R+3SWNs7B765/cWuITaepcQqG881hIN8jjvhZfx5OxlYTNCcPSbHZxY8LfQ6EAoKSkBAsWLMCMGTNw1113YeHChSgtVR8C589QVSiCUMagzo5JsQcvkw7tZampt2PdX6f1FonwEaoNiyVLluDdd9/FvHnzMGnSJEyaNAnz5s3D0qVL8fbbb+shIwCgrq4OO3fuxNixY3nLx44di61bt4puU1tbi7KyMt6fp8glhbqb3eQZFgIFKzmmhduxW7cIkfQaiOlFij0Woj0PHP95HovGHf7f9CE8xSjU6kUolM6Kk7vdCxW3lhKKs9IcCzWYzSaYTCbJhHEhoY3XQpjcLIaScrPcGSbuZbu4WyyGdIkR3a9cjgUXVlGfP7kvb7mSSS1hKJS3t4h08nbTB5INED0wfJXkT7gYFjyPRdNyfzcrcnJy0LVrV7z22ms4f/48ioqK8Nprr6Fr1674448/fC0eQRAG88mMi7D58VF4eEx3Rb+bd3+8E2U1jgk5sfBlInBRbVjYbDZkZrqWjczIyEBDg/sYcE8pKiqCzWZDQkICb3lCQgJOnxa3fOfNm4fo6GjnX3JyssfjyyVvu+tgzIu/F3zflChPZrNJUViHcAi3yrXEWAC/2Rf7jLikeyw+u+si53JeroBqj4XeqpMbb43gvXSTOo3E4aDWWGE9Q8IZfTHETqvw2CyCHA8Ws8kkGfIUJlGOVwi7vwRBBSgl1bVmDE/hvff2FpHyRnCNdOk+FvzBldzfSnqZuHQX5xgwgdR5++GHH8akSZNw9OhRfP3111i1ahWOHDmCq666CrNmzfK1eARBGEyo1YzkmAiYTCbckCHf94ql73PrMH/tPvR+Zi32nAwub2dzRrVhcdttt4mGHi1duhS33nqrJkLJ4ZLfwDCSCsScOXNQWlrq/Dt+3H1ZTSn4ORb8z9yFifA9FnyUKBAmk7RHoLLO1Zhjz4e7XZ+vrMOCdft4y9hxQiTCZbiz5p053ZX9qSqUEoTha5IVhHSwLNSWsFUTCiXmsVAS+w84zoEnTfm4sKdRGHcrVzmNJbVdJO+9VFUz2fE5ryXbWED83ubiiUdNyXWV81jwQqH83GeRk5ODf/7zn7Bam3KTrFYrHn/8ceTk5PhQMoIgfM21AxIVr/vWhoNosDOY8WGOogIlhP+jqI+FkGXLlmHdunW46CLH7PXvv/+O48eP4/bbb8fs2bOd6y1cuFAbKQHExsbCYrG4eCfOnj3r4sVgCQsLQ1hYmOhnapGL3X7v9kxcnf2r5LY2O4M/j5egX3JrFwVLiQJjNpkkZ0zPltW4LFOjGr7580Hee3bWtY4TlsIdm2skjU1LwGPjUtEvqbVqj4XeMeTudi+cDZcyINQaTEpQu88QFaFQYvqo1U1lKxYTpCsbKb1crNIu3I+azuRqx+SNryB/QrjOF/cMxY3v/MZbxxNviZLrKpdjEUjJ21FRUSgoKEDPnj15y48fP47IyEiJrQiCaA4MSWmL1VkX40xZDc6W1+Lp1XvcbnO6rAbjX9+MTY+PMkBCQk9Ueyz27NmDgQMHIi4uDocOHcKhQ4cQFxeHgQMHYs+ePcjNzUVubi7y8vI0FTQ0NBQZGRlYv349b/n69esxbJhriU6tkas2088lUdUV1vBw8VgoGNtskg7F6JskM7Ynya+Nis+IHk11qbnHy09ENyFrVDdc0j1WssyoFJ7EsGuJ0LBR0kztocu6y5ZdVYpqjwVbFUpRKJT7qlBSmE0mlw7lLIrvpMah5MKvlOJRgzwFFZ/4ORbA4C4xyJ87TnZsJdIrOUahR4hvWDQt93fDYsqUKZg+fTpWrFiB48eP48SJE/j8888xY8YM3Hzzzb4WjyAIH9M/uTXG9W6HqRd14i2fnJGEMb3iRbcpOF8lupwILFR7LDZs2KCHHIqYPXs2pk6diszMTAwdOhRLly5FQUEBZs6cqfvYSurju8MRtuW6TO49O7ZQcX/k8h64uHusqFGjNHlbDHZmuUdC06wjd+SLUtoiPjIM3RP4HaDV6o1yoR5v3DwAsz7P9SrG3t2mLh4LydntpuU9EiLx0rXpmP3Fn54LBk9CoRzrC8uxiqEkx4ILb3WTtBGi1MPkTblZIUUVdbKhju5Q0yAvItSK1VkX45rGCQBPcoCUXFah94hXFQri3gt/ZP78+TCZTLj99tuduXUhISG499578e9//9vH0hEE4U88fkUqXvnBEXY977o+qK63oc9z60TX3Xu6DJ1iWmLZlsO4PK2dS4gs4f94FArlK6ZMmYLi4mLMnTsXp06dQnp6OtasWYNOnTq539hLtDAsquttPCX9QmUdXlnLz3EQ0ydMJpOL0hIXGYaBHduIjuM0LDzqXOz434rTMI4bJhQeYsGvT4x2UUDVV4WS/mxSvw6Y89UuVNZ5XinCfSgUfwXp5G3+7LYWoVFqw4KcfSwUGBbeqKNmk+uMutr9ahk49sJ3+dh3ugyv3CBdBtdlfJlcKPF1mt70T26N4d1jsflAkez907tDFP4qdK0wp8QAEua7/LDnFKYO7QzA/70UXEJDQ/H6669j3rx5OHToEBiGQbdu3RARId5vJ1DJzs5GdnY2bDaqWkMQnpLKmai0WsyIlCkTeMWiph4X89ftx9F/X6mrbIT2qA6FqqmpwauvvooJEyYgMzMTAwcO5P3pzX333YejR4+itrYWO3fuxIgRI9xvpAFKuvW6o7S6nqd8DHhhPQ6fq+StIzZTaRZJ3paTgfVueJIAyhoRkZyGcUKdO8RidlGi1OdYyH/u6Sy1UpRW/eE+/yxms8dGJX+f6nbClvX1NBRKris4d3WzyYRbh4gb6Uon8KWum6ed1r/IOeHRdnLwv8v8z1j55TwGnoR1sQhzT57+5i/n60DIsaiqqkJWVhYSExMRHx+PGTNmoH379ujbt2/QGRUA9bEgCC0QVgkEHDmaRHCi2mNx5513Yv369bjhhhswePBg3RVAf0Gu3KxSSqvr3c7oilVLEk3eltuRNx6LxoFahjbdGkqusclkgtVsklViubgzery9q9w3B+S/VxI2o5nHQm0olEV5KJTYcSvZDnAYV/2SW8NscjUklIZCSXeyVrS518RzfsBCJJLWufez0HvEyi93G3tjWMjluwRCVahnn30Wy5cvx6233orw8HB89tlnuPfee7Fy5Upfi0YQhJ+SnhiNedf1QXKbpsmHf1/fFwfObsWRokqZLYlARLVh8f3332PNmjW4+OKL9ZDHb5FrkCdGl9iWLl+Y2nq7W41ZLKnZkbwt8BDI7IP9zBPDglWcw0LUN7+zqDEs3K3mpf7uPsdCEAqlIMfCbJLuJ6IGpeVfneurCIUSu3/SE6MVjcMeW7uocBSWulYbUwI3F+jLmUNxw9u/NcrluaL8xY7juHGQsh40bL+NCX3aSVb64i4VrsOeAzl5PalwxSJVdQsIDI/F119/jWXLluGmm24C4Cg/fvHFF8Nms8Fi8b6wAUEQwcnNgzvy3se0DMXrN/XHpLekK2oCwKFzFega1wo19TYs23IEl6cl8HJACf9DdShUYmJisywnyM+xcK9YxLYKdVnGQLyhHRcxj4XYeLKhUAr7WIjhbJBn5hoWyrZV0/jN3Qy49x4L+c+FeqPU6eQeksXsmuviCUrLv7I4y80qmPYXm+kOD7FIzrKLrS92vykuN8vZNLNzUxdvbxoiPv7VLsXrsvdVVHiI5Dpy+VJOw8IlVI7rufLCYyFjVHKH9Nfk7ePHj2P48OHO94MHD4bVakVhYaEPpSIIIhDpm9QaPz1yqew6U975HV//cQI9n/4Br67dh7GvbTJIOsJTVBsWCxYswD//+U8cO3ZMD3n8Frm4bPH1XVeyi1SFEiKmgIntS24/TR4LD5p8NW7MTeJVOkuvppmcW4eFl54Bd6EkcoojF7MgbEaLhnlqPRZOQ1HB5RTT35WKLHedvQ3NMaohIjuM3P1jlbm3lYRCqb1+vG1ljEqex8LjEfTFZrMhNJQ/aWK1Wp2VoQiCINTQNa4Vr7y9kKKKWq8rMRLGojoUKjMzEzU1NUhJSUFERARCQvgzg+fPn9dMOH9CrkEeACy8sR/v5hdTPhjG/ay+uGHhup6sYeGF7svOxnJnZZXuT53HQv5zpWO2CLGgul59xRZPcgbMZm1CoaRi/6UwOZVdBR4LkXUsJpMijwF7rGKH6InHgos3oVBqsDsNC+l1uOFIrjkWjvdyhpA394BcZ3PekH5qWTAMgzvuuIPXeLSmpgYzZ85Ey5Ytncu+/vprX4hHEEQA8uZNA/BFznG8tOZvX4tCaIBqw+Lmm2/GyZMn8fLLLyMhIaEZJW83vRZTLK4bmISf957Fd7tOAXBUEBLCMIzbGW/FHguZYCG1zeq4sA3SuMqX8hwL5QqzOyVZbMzJGUlYuZNfJahlmIRhoTIUSlIOzvXyJhSKm9iudsabPRdKRGaPizueUi8L+132yrCQuPcM81g0niW5I7bKGM3sLSxneKoxoF22VZpj4fEI+jJt2jSXZbfddpsPJCEIIliIjgjBXSNSMP2SLpiy9DfsOHrB1yIRXqDasNi6dSt+++039OunvLZ8MKCkjwV3ll9M+WDgPvFTzLAQ20SJru+JLsfKLRcu4m5bJXiSu/3ouFQXwyLMKp4w6k6RVRrDLvRUeTpbHR8Z5kyIlpu1FpfB8V+Nx8LMKe0kG+LEKzfL/nddX6lhIDWUNzkWamDFlDtmq4zRrCh526tys9Lb8jtv+6dp8cEHH/haBIIgghSz2YQv7hmKLnPWuF130/5zWLblCF6+rg8SW7cwQDpCKapzLHr27Inq6mo9ZPFr3IVCAXxlWEz5sNsZt0qJeB8LsRwLueRtx39P4uJZTwXXSFCqR6lSuDwIhRI7D1KVktzpsYo9FoLkbU8ddHGRTaEjajw7AKcviYocC57csrkTnHFYj4XYfhWeMKmRjEpGZhVy+VAo6Xu7KXlbenuvDAvZa+//HguCIAg9MZlMuNxNj4vOT3yP29/fjo37z+EJFcU9CGNQbVj8+9//xiOPPIJffvkFxcXFKCsr4/0FK1xdQrqjr3uPhTtEQ6FErpKcasN+VlmrPveAVZq4SaZKw93UhPi4UzTFK2Hx32/712U4W14rvn87g+e+/Uv0M0D5jLCw54GnHovwkCbPitpQGjU5Fuw6vOtnBp66shcA4NGxPRSMJ2IUe3C+AODGzCQAwAOjuyva3ltYKeVDoTg5Fi7lZh3/5Y5XbVUv3rYKPRb+WhWKIAhCb56b1FvxutuOnPdbD29zRXUo1BVXXAEAuOyyy3jLGYaByWSCzaZemQ0IBDPXoqu4WcfOMG6/AEpzLGQV3MaPTpZUY8O+sxiVGi87Jhd2NtcqM6srhZr6/mKnYUKfds5a12J7Ep5TsW6eLDY7g+Vbj0p+7kkolMWL5G22ezYg38tATgY1z06hx2LG8BRM7NcB8RzPiRR3XtyZ1xEaUN7gTnh2/nN9Xzw5IQ3REdLlXz2lpt6Gc+W1SGrTAiaTCQ02O978+aBDDpnrxPVYCNdj81EuVNWhus6GFqEOg1CYxO8pgd7HormRnZ2N7Ozs4P1dIwg/RE1oU12DHV3mrMHeF67gTeARvkO1YbFhwwY95PB7uAplC4mbl5u4Kjorzbj3WijtYyFvVzR9+MRXu7DtX2PcjNoEOxvL72OhNHlbTY6F63E+MLo7erWPAiCVV6KdR0SskZwYXD3Qm+RtrkKpPnnb8V+Nx4ILO56YIVbf4HoibruoE/4oKMGq3JPOZco9PML3Jl2MCgC49b1t2HnsApZOzcDY3u3wTV5TLwW5W0VJjkX2hkP4v98L8OezYwEArWT6YqghzCptWPA6b5Nh4RdkZWUhKysLZWVliI5W1miSIAjvufPiLnj/1yN4dmIa/nFxF9z23jZsOVgkuf4bPx3A41f0NFBCQgrVhsWll0o3M8nLy/NGFr+G+0MfESphWPA8Fq4KhJ1xrzAoLjcrsw+uHNV1rjNtFrN0+VGLiMdCqT6vyrAQGZ5X4lbkCM0moFf7KPx9yn3InVvDwiOPhef9NbinRn25WRU5FiIGk9x4YhW1TCYTeneI4hkWSpOvjawSt/OYo3LID3+dxtje7XCuoiksTq4ymlz+EPd9aXU9bI15UZFhTY/KqlrPezbInR8KfyIIgnDw1JW9MG1YJ3SMiQAAfHTnYKT8Szqpe/Evh8iw8BM8DxZupLS0FIsXL8bAgQORkZGhhUx+SW1DkwLWMsy9PSaeY8G4VR6UN8iTSd7mvK6pd9U0W7eQnn1llVCuMqo00bngfJWyFSX26S6PxWI2oXt8K4/3z0V5XwauYWH2ovM2Zz8eeiyUJOOz9xdXbrnQnVoRj4UYfxX6Nn/qHx9sl/SasIu5oXhy14lXStklx4L/vqLRiOCuV1nnXTO4dQ+PEF3O91iQkUEQRPPFbDahU9uWzt8yJSGoT63ejcKS5ldcyN/w2LD4+eefcdttt6F9+/Z48803MWHCBOTk5Ggpm1/BVdDlwhlYxJRHu5JQKE0a5DV9WCdSNUlOBquIx0LpbHWViHdEGvmQL7HDM5tMLmFo/5SYoXAns3KPRdNrq9nzzttcQ1N98nZjpSIFNoBadbRGormgv/Wn2bDvnOT9xSrhSps6ynbeFlyb8pp63hiA2vvclR4JkaLLGaoKRRAEIUmPBPmJxf/7vQC3vrfNIGkIKVSFQp04cQLLly/H+++/j8rKStx4442or6/HV199hbS0NL1k9Au4CpiU0sVdKuqxYBi3M+WVImEWojkWMvtwlxuspPkXV0nzNkTDbndtDCi2S36vEPG8kvTEKKzg2K9SHgz3oVCyH4vKFGLx3GPBVWY9Td72tPO2HFKGhT/S4OaiWWWSsrlwvXHCsEbh9WU9FtzTKvYd1QKu4Sh3rYsqalFR04DOsS0l1yEIggg2/vvAJVidexJXpLfH0Hk/iU7yHCmqxOnSGrSLli7uQuiLYg1nwoQJSEtLQ35+Pt58800UFhbizTff1FM2v0JtTwix8KXvd53CZ9sLZLd75hvXEqlqq0K5K4cp77Fw7bztbXOzmgbXL794v46m11J9LG4e3BGzL++Br+4dCgAIC+Em4srv3934YvA8FhaTxzP53POptg9CU7nZpmV/nyrDbe9tQ24Bv0Op2kslFioHyBuuvkKqZwl7yEqaWAJ8A6SVIKxR+L06ft7hVrdr6LGQQmlVqMwXf8TI+b/gbFmNLnIQBEH4I2FWC6YM6ojoFiHY8s/RkutdNO8nzPgwx+lxJoxFsWGxbt06zJgxA88//zyuvPJKWCzNq6zX+PT26J/cGlmjukquw9UFxDwWwq7RYuw7U+6yTG0olDcNvMT2IVS+1CLWT0NMb3KnGFpMJlgtZjx4WXdkdIoBwO+8beUZQ67bMzzFTZkGzlXUQ8xmj8vNehMz33QpmvYxdZmjQsa1i7d6NY5YqBygLGH/1yekH+x6IGlYsDkWbpL/WbiGRWQ4/94WepPYBHGucV0h4rFgq5l5AyPxWop8BUUMCIIggpGYlqGyn//49xn0eW4dCoqV534S2qDYsNi8eTPKy8uRmZmJIUOG4K233sK5c+f0lM2vCA+xYHXWxXhsnLKqA1aV4S5yiCdvS68vVI6EM5tyuidXgXr9pv6Ye3VvJDdWZfCUqroGF4VXNBTKjWIodszcfJcQbviWyNQ9N1FZ6cw+93xYLZ6Xm61X2ghCBNZLYrM39UEpqqgTXZcVV6n989zE3ohuEeJsoOccU8G2ia1bYMOjI5UNpAF1Eonm7JnlGhZyHkZuKFQHQb104XeHDRXj3q9Cj8WYXgn4/K6LJMdTCqPQY6FmHYIgiObMiFc3YHXuSRxXUVyG8A7F2u/QoUPx7rvv4tSpU7jnnnvw+eefIzExEXa7HevXr0d5uetMe3NDKsci0ssZf9GeDjKqn9BjMWXp77z3crPa3M+u7p+I24d2ViakDAXnqzDopZ8w739/O5epDYX64+nLRcOQuKFQXGNObP/cfALlHguhYeGZZSHlGVACO+KGfedw3ZKtokYTi1qPRVqHKOQ+fTlmDE/hj6nwOLvEtsTAjq1VjekpUh4LFu53ziZjyJnNJrx3eybevHmAS2+PEEHRhYbGxAduf5nObfmG9mPjUlX36lgwuZ/LMv5ldX8dvQ1RJAiCCGSURmfMWpGH4a80zx5svkD1tHpERATuvPNObNmyBbt378YjjzyCf//734iPj8ekSZP0kDEg4c6+C8MtVO9LRMmTnZEVKEdHiioF20rjjbLyxHhxb87UZdtRVFGLdzYelt2eFwol+EzK7RnKMSa4xy3WaJDrNfDEYxFiNiv2BLiO7blhwT0vuQUlvH4NQpweCzX7F3k4qzlOtcnonlLX0HQt9pwsdb4WqwrlLtF7TFoCJvbr4LJceNjsZWMNzDCrGUtvz+StE6qgSpyQ4T1iHeNxBuQahUruT3fHSBAEEczcNCjZ1yIQInilEaSmpuKVV17BiRMn8Nlnn2klU1DAKy/qpeIlaljI6BTuxpPbtmc7z2PFE6LCFK+rpirU+3dkuq7cSBin/CxXwRXbP1e5V5q8zdXdzGaTrKeopUTjROHYahHm4ssp8mqLDEihxjAxqjIt9xze8cF252ux5G1Pz7fw7NXU27Bh31lU1DjyKrJvGYiucfxKZEJDXgmsrAzTZFBw7zUlnidqqEcQRHPm6avSsOTWgXj52j4YmtLW7fo7j53HN3kn3a5HeId3U+mNWCwWXHPNNbjmmmu02F1QwJ09Vdu3QIiY4iY3WeluPCmFZMeTY1SHdHBREyYkpgDzQqE4y0f3TJDcDzfHgh9j70oDz2Oh0LAQnGi57ZJjIjD9ki547MtdLp95k2MhPK9ySqeSXheBCtdY4OWYiJwOTz1vwuu7KvckrwO5mOvdE48N95oyjOM7zsuxkNiO79Ugw4IgiOZLeIgF4/u0BwDcMqQj/iosxZVvbJFc//olvwEAUmJboU9StCEyNkeMiWFohnAVB2+rNIkbFu57UUghpnSFWs2Ii1TucRBDTSlWMQWYe86u7Ot4WKS4qdXPNSzcdS7m5jlIJQILEYZUyYWfmEwmyWudKtEUzRPkdGbNlE0V11LOi6Ml3+06hanLtrkWIwA749907J6GCbnbjD0tY9OajF1Pvt/cLuE2UY+F+Hbc5ZRjoZzy8nIMGjQI/fv3R58+ffDuu+/6WiSCIDQmTWF1vlve+x1Vdfr0IyI08lgQrnD1Mm8NC9WhUCJ9LGobbM7SrOJhSB6L58TitceiafsHRndHz3ZRuCglRnY/3HKzXEVL7Bgb7B4YFio8FmaTtNfmsStSEWY14+r+iYrG5e9XucdCK/yxj8XyrUcBAC+t+Zu3nD0dPMPCw1Aod4YZ+11+4Zp0rMs/A4BfZUopJs4m7Ji8ztsSctjIY+ERERER2LhxIyIiIlBVVYX09HRcd911aNvWffgEQRCBgclkwn/vvwQT35L2WgBAeU0D0p5ZiyPzJnjcm4qQhjwWBuBtcquYsirrsRCJ+S6vabLOxRKbPa12xN+H8nXFxOcqW6FWM67s2x5tW8l7Ubjx7fwGY64DcEOhajmK5zNXSXeNF55nuYpMJpN4IjQARIWH4Kmr0jxyvwqvjRKPxd0jHP1Wrmx0E6tFze1g9HP5fKVrqd3zlXX455e7ne899Vi409XZaxHXKgz9klsjo1MbRLVQPz8jDIUC+F48KTG496MXaTvNDovFgogIRzWvmpoa2Gw2Qwx0giCMJSJMeY+1tGfW6ihJ84UMCw3hKlhmDT0WYlVn5AwLsfEqOIaFeKlXDQwLBcfJziSLia/G48HCnW3gGRYi64qFQt03sivuvKSL5P6FHgs5hdVsMnl0DO4Q7lLu2rPi9U9ujT+fGYu3bhng2Zh+6bNwIJxhYhjgyVW7ede3wcOcFjnDEWj6npjNJqy6dxi+nDnUoxkvsS7xSjpvc5e7kzWQ2LRpEyZOnIgOHTrAZDJh9erVLussXrwYXbp0QXh4ODIyMrB582ZVY5SUlKBfv35ISkrC448/jtjYWI2kJwjCX1DT0Le63oYy6s6tOWRYaAj3R5+rqHubvN1KxAKXm2wT85Cw3YIZhhH3FhgUClXTqNC7C4XyBK6eJaZzcZVN1rBwVypUaKQlChqqcTEB0KPyqvD2kYutZ5VTswmIjgjx2M3rz95hoUOOAYO84yW8ZXrlWHCvhdls8vj8cu91sespNZv+zDd7mrYLohn3yspK9OvXD2+99Zbo5ytWrMCsWbPw5JNPIjc3F8OHD8f48eNRUFDgXCcjIwPp6ekuf4WFhQCA1q1b488//8SRI0fw6aef4syZM4YcG0EQxpEQFY5/TeiJBy/rrmj9vs+tw5YDRahtsLlfmVAE5VgYgLcei4hQ18vkLtZfan0pxUkbj4X7dWrqbWgVZtXFuGkfHe4MkxEPhWqa0a5VaFhcPzAJn24rwMjUeACOyk8Lb+yH2V/86bKuycRvoDc+vR3+t+e0+gMR2S8XWX2y8TMl3iPZMVWsa7R+65pzApRV82edGjwsj+WuXK+332UWM8/Txv6X72NhtzP4IueE830wJW+PHz8e48ePl/x84cKFmD59OmbMmAEAWLRoEdauXYslS5Zg3rx5AICdO3cqGishIQF9+/bFpk2bMHnyZO+FJwjCr7h7RFcUVdTijZ8OKFr/tmXbAADX9O+AudekIyrc8+qYBBkWhuBtjkVLEdeenDInNovKzuBKKSNaKExcZalvUjR2nSh1WYcN3xCTwlPj5sM7B2P/6XKcKavBX4VlkuvV2ez4blch1uw+5Wy2xk3+FqNlmBU/zBrBWzaiR5zoukLxn7yyFyJCrbiybzsFRyGNa46Fe4+FkQ4Ho5OIxe7vyjr+bJOnSvf0S7rg020FsJhNqKpzncHSKtGP+3UT62Mhdk7PlvMbIzaX5O26ujrs3LkTTzzxBG/52LFjsXXrVkX7OHPmDFq0aIGoqCiUlZVh06ZNuPfeeyXXr62tRW1t0/kuK5N+rhAE4X94ok+szitEdIsQPH91ug4SNR8oFEpDuPcxVwHxdvZYrPGa2kZorEIvpYxoMRHL/SJ/e/8loh3HxWZnWTw1bi7tEYe7RqTw+1hIhELd/2ku1uw+jR//doRBeNI1WeqBZTaZeHH+bVuGYcGN/WT7cChBOBr33AnPmbPztpcKsJrNtVRv5ZoMsgjtdLHxPc2xSGoTgd3PjcN/ru8rMbY2hgV3P+w1c9ejorpeG+Mp0CgqKoLNZkNCAv97lJCQgNOnlXkET5w4gREjRqBfv3645JJLcP/996NvX/FrDADz5s1DdHS08y85mTr8EkQgIXxUf3XvMNlCLSwf/nYMxRW12LD3rOLqkQQf8lgYgLe6iFgnbbUVYRrcGBZazMQqUbqcpTV1KHl7df9EvLPpMG8cLmLhMWEeeJOkxDQBqK1vGiM8RBu7XRhitmb3qabPRPINxJarRU3ytpbVdX5+dCS2HCjCIytdQ81YxEKhhHgaCgU4jE2pvCiN7Are981mZ8AwDA6dq3QuE7MZhDHAzcWwYHENCWQUP7cyMjKQl5eneKw5c+Zg9uzZzvdlZWVkXBBEABHdIgRDU9qiut6GN28egOSYCAxIbo253+W73TbjxR8BADdmJuGJ8b0Q0zJUb3GDCvJYaIiUfuVN/sLdI1JEl7sLg/hx9qX89e2u4RZctFCYuse34i8QixN31ux3xVvjJq1DFIZ3d1R6EUverROZxdbTY6FV2IxwP/PX7Xe+dvFY2OVlVD6o8lW1jMhJiAp3NkeUwtUD6CqAN53OxcdoXK5hVjs7BMMwWLblCO8zMaNBOHs23sNSwoFGbGwsLBaLi3fi7NmzLl4MrQgLC0NUVBTvjyCIwMFkMuHTu4Zg1X3DkBzjKDVtNpswpIt8bywuX+ScwMAX1nvcF6m5QoaFAXijivxrQi/R5e5mibsJlHx3ORZaKEzxUeH4YdZw/PrEaMl1GJGwDy1JiAoHIH6cYg8HTwwLk8QmJhNQW699ZQm5ayPVPM9Au0LTUCjAvedLSfUxb2fzpT0WWhoWjn3ZGWD+un0unwvLydYKDAu5CmXBRGhoKDIyMrB+/Xre8vXr12PYsGG6jp2dnY20tDQMGjRI13EIgtAek8m1ct/rN6kvwS4MQyXkIcNCQ6R0Dj1KfqrVy23OECT9DAsA6NkuqknhkalOxYqhJKZeDeyQYoplvYhhEeaJYSG13OSq/GmB3JVxzb9w/Pf2erq7Z0M5IWRaG4nuZHcJ/xIZXuxaq0HKuPGgybYkrFfEzjCisbzCcrLBHO9bUVGBvLw8Z7jSkSNHkJeX5ywnO3v2bLz33nt4//338ffff+Phhx9GQUEBZs6cqatcWVlZyM/Px44dO3QdhyAIY2gXHa56m9V5hTpIEryQYaETXGXLUx1PTsFSOyFrs7nxWBh0J7zQGN/I5gJ44jGQgz1npdWuTW/EwmO0DoViw3gGdmyter9qxxODPa96eSzSE6Pw1JW9sH52U6UsrUP9hTr9mF78cBdhmNJPe8+67MNbj4WUYaFlA0R2CJudET2HwmMI5jrrOTk5GDBgAAYMcMwmzp49GwMGDMAzzzwDAJgyZQoWLVqEuXPnon///ti0aRPWrFmDTp06+VJsgiACkBszk1St//TqPaghr4ViKHnbADzNX5DbblxvdbHF7Oynnn0slPDj3w4lkM0F0KrKDgt7GMu3HnX5TDQUyoPkbalzZTI5qgr9+exYVd0/3Y8n/ZnQs6CVx0KKiFArZgzn5/1oHQolPKZLU+OcVbwAZccW4aUnTOq+1CpvBmg6DimHjzCPKpg9FiNHjnTr+brvvvtw3333GSSRg+zsbGRnZ8NmI6WCIIKFuVen83oCKaGytgFhVrOmvwHBCnksDECsws7mx0e53U5KgbqsZzzatgpzu32biKYmLza35WaN+7L8vPeMUxnVely53WnlsZAagz2W6BYh2hpMcoaF4L1WORZqRNErX4YlUmCkKTm18yf382pMKc+Elte1KcdC/PwJJwH0CLMj5KFQKIIIPsJDLDgybwJeujYdc8b3VLRNxos/YsIbW3SWLDggw8IAxMKMwkPcz6hKzbqGK5yN/emRkbxwC0Cu3KyiXWrCnctznMqo1h4LOS28XqQEqZaGhV7IGl8S+QbeGmxSpoLYfvWwKxbfOtD5Wuj9cTfezYOT0T0h0qvxJXMsNLz27L6kvpOuoVBkWBAEQWiByWTCrUM64Z5Luyre5u9TZbhQWaejVMEBGRYGIOaxUKJQL7vDu0okMS1DMayro/yqzU1VKF+htcdC7rSKNU3zJHlbLsdCD5Tut7S6HsWNDz1vFWApL4SYKHp0gE6Ja+l8Lew87+4e1uI6SLm7Na0KZZb3WJRV1/PC94I5FIogCCIQGPDCenyRc1x3T30gQ4aFAYjpIu5i8F+/qT8Gdmwjvj8VY7PKC6uMSX0XjP6OsP0etE4alw+FEqsKpT4WXy7HQg/kjASuLCt2FHCl8WpMqdtB7Bj1uHdiIpoaEgkbDdYbYFhIV4XSp9ysGMNf2YAxCzc63/vbpEBzgMrNEkTw897tmZic4UjoFobeivH4l7uw+UCR3mIFLJS8rSFS3YrFZj9DrWb8OPtSnuLARauZUavAsJBSTnRRWmR2yboTtayyA8h3jNYsx0JiuV4eC9lIKM5nIZxEdK/1XxVJ/nqou/FR4Xj/jkxEhofwjgsAbG66amuh+0vtQ4+qUHIen6PFVbDbGZjNJjIsfEBWVhaysrJQVlaG6OhoX4tDEIQOjElLwJi0BLx4bTosJhPOV9Vh8Es/yW6zPv8MRvSIM0jCwII8FhrCcFSszm2bQjmklJRu8a2w5sHhuLJPe3RuG8H7TC5UqjUnKdsd7H6aqkJJJYoaq7RcqHKUg9VyBhiQV8K1qgol2a9E9Z6Ujqdsz1wvmLeVKxgV5oJeLuHRPRMwqHOMi/Hnrqv2Jg1mkqTD3bzetcsYbuwkfPjbUQDksSAIgtCTMKsFVosZ8ZHue118/Psx/HqwKKjLgHsKGRYawlV4LusVj6eu7IXP7rpIVuFM6xCF7FsHoocg2VRMsVk0pT+GdW2L2ZenKpaJnWFtcJO87avEUK09FnJeA7FQqBYelCWVUtr1C4WS3jH3E65h4W2DOCkdVuzY9bZJXT0W8gNW13n/oJes/KVDKFR1fYPses//19H7RdgwjyAIgvAdt763DU+v3uNrMfwOCoXSEK5CYzKZnPX+V+Ycd7ttiGBWVkx/uWZAIq4ZkKhKJoulUXmpa8Dp0hpJhbGkyjeVDowscyuMzbeYTYqqcylHr+RtZetxjaSKWnll1R1SOqyYKHp7u0Is/FHdGU3zruvj9ZiSfSy83nMT7BCPfPGnovXJY2E81MeCIJonrSNCUFLl2mhXyBc5JxBmteBIUSXmXt0bKXGtDJDOvyGPhYZUS3VmVKCNCENytCrDynoEXl6zFxfN+wkHz1aIrucuvEQvjAyF+nRbAe/9qNTAiI+UyxuR8p707hDl1ZhSoVBil0vvO0f43XCnYKe2867ULCBt8Gqp3LPX7mhxlaL1ybAwHupjQRDNkwdGd1e87se/H8OWg0W475M/dJQocAgYw+Kll17CsGHDEBERgdatW/taHFGkDAsls/LCWVmtFG6rYD8/5p+RWNM3eJDiIIucEu46ttYeBn0UP7nb53xlHYoranmj92of5VG1Ky6SHgvRUCh9FV6r4CZpcKNgC8vTeoLUrRHVQnl+kzvU3n/ujpsgCILQhjsv7oz1D4/Aw2N6KN5m7+lyKkOLADIs6urqMHnyZNx7772+FkWSGgnDQon6IIwj1yr3QGigeFIFSU80rwqlYndWrWvd6oQ7BfSfX+0C0KTgC41UT5AsN6tiXa0QHo9YEj4Xd6WclSA2GTChTztNQ+fU2rV2MiwIgiAMwWQyoXtCJB4a0x1H5k1wlqN1x4WqeuQdL2nWSd0Bk2Px/PPPAwCWL1/uW0FkkEoaVeaxEOZY6OOx8DfDQutQKDW709pjcfhcpab7Y3EnZ86xCwCavAx6Zq0EQvK2FtdV7PvXPrqF1/t1N4Yc5LEgCIIwHjVVFge+sB4AcEXvdnh7aoZeIvk1/qVlakxtbS3Kysp4f3rSJ1G8zrmSe1Ko8Gs1mS5U3IVKmq/ROnlbzQNAaHSp4Yt7hrosO1ykj2Hh7hyxHZmdhoUW51RF5229Xb/Ce/bPE6WS666c6XpdPEHsnGv93VF7mbhJ8m1bhsqsSWgFNcgjCMITfvjrtK9F8Bn+pWVqzLx58xAdHe38S05O1nW8ZyamIWtUV/w4ewRvuRJFTxjuoVWIkFB5tmoQJqMl2jfIUzG2F4bF4C4xSGyt7Qy2FO7kZEsFs4qnFqdUstysinW1Qs116hQT4X4lBYgZ9qEGfHdmXNJF8rOGxgILE/q0w6bHR+kuC0HJ2wRBEGrxqWHx3HPPwWQyyf7l5OR4vP85c+agtLTU+Xf8uPuyr97QOiIUj43riW7x/Ko0ShQ9lxwLjcJ0hDOvRpZ3VYLmaQ4qDs/bc6F98rfEOG7kZEODWP1eC6mkvBBjeiW4rqt7loUy3r09E/FR7hsbKUHs3tA6jLBKJHTy7ktTJNdnDceU2FaaJKgTBEEQyvDkV+619fs1lyMQ8Omv0/3334+bbrpJdp3OnTt7vP+wsDCEhYV5vL1WhChQQIWGhSbhLHBVfut91AhPCm+rFwlRYyzUedlEziC7QrHxxdoCWhiPYg/RyRlJuEEkgc0fimD8MGs4erbzrsQuFyNCocSqyIXIXOyGxhbdRhm0BEEQhOe8/tMBjEyNw5/HS3Bpajw6xURonlfqj/jUsIiNjUVsbKwvRTCEMAWVZPTqYyFMdPVWmdaau0ek4MSFKkzs10GT/ak5a1JVvJQifECE6ZQYr7R6FaNhKBTXWJg2tBPyjpfgxWvTRR+KcZFhOHGh2vtBvSAmQtucA7FTrrVhYRPpHWORCLdiGAbsV5cMC4IgiMDg2sVbHS/+m4/bh3bC3KvTfSuQAQRMjkVBQQHy8vJQUFAAm82GvLw85OXloaJCvOGbP6FE4dQrx0IY0lJb71+GReuIEPz0yEjMUlErWg41p02yoaFCuLPaF6XE4Jv7L/Zqf5LjKPVYNP5X08vD3b4A4Pmr0/HN/ZdIepcWTemPYV3b4uPpg70e12M01rWNCIWyibh6pDwW9TYGNvJYEARB+JyHLnM0z3tsXKqq7T767Zge4vgdAROo+8wzz+DDDz90vh8wYAAAYMOGDRg5cqSPpFKGIsNCp6pQQtWl3s88FlorSWqUaqnywErhGn8vX9sHKXGtvNqfknHkaKoK5f2Yaio9dWrbEp/edZH3g3qBlv0lAKlQKG3vVbHysS1CxY+jut5GHgsfkJ2djezsbNhszbcmPUEQwJRByfhy5wn0T26NWWO6Y8qgZHRo3QKvrt2naj8nS6oNK/ziKwLGY7F8+XIwDOPy5+9GBeCaRxAX6Zr3IQyF0ivJutbPDAutj1ONzlXjZb4JV3Q9y/hyFcn+ya3RPV7cgNGyKlSgMGd8T8y7rg+iwrXriA2IG3NaeIK4CBv9pSY4ij6sznL1fNXU25weC2/KJBPqoKpQBEEAwKDOMfj1idFYOXMoTCYTOnhoHFz87581lsz/CBjDIpAJC2k6zQM7tsZndw1xWUeoYGs1KymceK7zs+RtzQ0oFfur1TAUSk/DgpvXkNGpjeR6WoZC2f0hI5vD9w9ego4ipWTvHpGCmwd31Hw8k9jl1PhWFTos2NCoFiLel5p6G2waJucTBEEQ6khs3cLlt/6pK3sBAJ65Kk3xfooqajWVy98gw8IAuKFQb9w8wKUcLdBU8YVFK+VBWAq01u8MC233x90dOwMshdc5Fpxvj9ZhMly4s+cMI132jg1f0iKMzs/sCvTuEI0Nj47kuZAtZpNm1dOE+EJ5ZwstiNmoD3yWi5KqOgD+14uGIAiiuTJjeAr2vXgF7pTpQSQk88UfsXH/OR2l8i1kWBgANxRKSmGpE1SI0UrhFiqI/lZuVvvO202vYyNDseu5sVhy60DRdb3NseBiNSgUigEjmv9QWFLdlGOhcfK2v2Axm/D53Rfx3us2lmgolL6whoWYsbTrRCk2HygCQB4LgiAIf4LV8b574BLcMayzom2mvb8d+06X6yiV7yDDwgC4HgsppUAYb61ZKJTgvVi52YSoMLxyQ19NxlOL1soh9/yaYEJUeIhkNZ8HGys7eApX+RTmyGgJz7CQ8FgsWLff6Z3SutysP8ENC9Mz18AXujsbfubOcKAcC4IgCP8jPTEaz03qrXj9T7cdwzd5J3WUyDcETFWoQCaC0yVXSicQVmvSLBRKQY7Ftn+N0WQsT9A8xUJk32K9Fz6/+yIM6RLj1VhchV/P8BQlVaEa7HZNjQF/6aYthKtU6+mxEPv+6RV2xcImoLu73s2hwRJBEESw8+Fvx/Dhb8dgNpk06+XlD5DHwgCS2nCqB0joBOmJ0bz3eilNtQ3+VTZR83KzJu5rxxsxRS0ltqXXiqLFoNlzriJpZxhJA0LTztv+aVfwjk3Xcy6yaz3V+d4dorDopv6OcdwMpFWPG4IgCML3PPBZrq9F0BQyLAyAa1iEWcTr1A/rGotnJzZVFdAujlrQeTvocyya9scqh3rNPvPCrgxS9swmEyprG1yWm9A8ys1yjQk9cw3EDN5ObV2rUmnF9w8OR4/GYgPuPBKUvG0c2dnZSEtLw6BBg3wtCkEQAUJa+yjV21TVuf6uBypkWBhAmNWCT2cMwbu3ZyI6Qrre/rje7ZyvNWuQJ5h5Plpcpc2OlYytYB09k7fZl6KzzxoM64tGZWEhZlSIGBar8wpR1ZiMroVUdpHmbf4AV+nW04DiGoqpCZH4z/V9kNnZu9A5pbi7rSh52ziojwVBEGpZOXMoXr+pP16b0k/xNmnPrMXsFXk4WVKto2TGQDkWBjGsW6zbdbj6glbhDv4a0sKifblZkRltkTG0UM58YlhYLU4DQsj3u08B0CgUyus96IMvEpczO7fBlEHa98pgiW7Bn2xw992n5G2CIAj/pWWYFVf3TwQAnC2rxbz/7VW03de5J3G4qFK0SWogQR4LP0W7qlD+qiI60DfHQno9LYb1jWEh/ZVlpQnmqlC+OOd60zeJn1/lLqyOkrcJgiACg7tHpOCWIconpvKOl+D4eeMiS/SADAs/gqvMaRWz768KIovWuQkmmXf8T7wft2Wo8Q4/ubK2TWV1tfBY+OeNwzcsjFGw9ToTH945GJf1jMf8yXx3uTu7gTwWBEEQgYHJZMLL1/bBwhuVh0UNf2UD9p8J3B4XZFj4EVwFJhhmZsNDxBPVuejpsZDbtUmDO/+fV/REx5gI3KpiNsJbwkJkDItGo0OLU+qvBmkwVUS6tEcclt0xCAlR4bzl7r4T5LEgCIIILK4bmITDL0/AmzcPULT+2Nc24UCAGhdkWPgR3IRZzTpva7Mbj7jzks4AgM5tIyTDc7TWkfiVmqTX02LYjm0jsPGxkXjp2j4a7E0Zch6LTQfOAdAmFCoi1L1R6AuMSt7mYrSR5c6LRx4LgiCIwMNsVtev4vLXNuFoUaWOEukDGRZ+ihahOgAwa0x3tJapRKUnM0d0xSs39MWHdw6WVIj1rHAjt2+txjWqzOzF3drCajbxKocJqbc1lpvV4N6ZOrQThqa05ZVAbq6IlffVE3d2QzB5bQiCIAhpRs7/BT/sOe1rMVRBhoUfEcWpDqNVrfqkNhH446nLMT5dWiHVC7PZhBszk9GpbUvDDAuTUo9FgOlmH985BHueH4c2LUPx8fTBuChFuvSpFqWKI0Kt+Ozui/CPi7t4vzOdOFdea8g4pdX1hozD4u47EQxhkgRBEIQyZv7fTtj8tAS8GGRY+BHRLULw8fTB+OyuixAiE/KiFrPZ5HNFOlSimpHmORbc1wZ4LIzCbDY5c1aGd4/DB3cMllxXK28X4cBow8Ldd4IMC4IgiObFnK93oaZevNS8v0GGhZ8xvHschnZtq/l+jQrZkULKUNI+x6LptdyuA8yucEHWKxHgx+aO+MgwQ8dLbN3C0PHc3ZtkWBAEQQQuD17WHb1Uduf+IucErlu8VSeJtIUMi2aCr2foxTwWJpMO5WZ5oVD6lpv1JVYZy8LX11pvIsONKfO76r5huH5gkuF5JhQK5T9kZ2cjLS0NgwYN8rUoBEEECbMv74H/PTQcUy/qpGq7/FNl2Lj/nE5SaQcZFs0EoS4yplc8RqXGYeXMoYaMHyKSM6KHAqy03Gyg62aypXSNE8MnJLaJMGScAR3bYMGN/RAvKAerN+6Ss4PdcPQnsrKykJ+fjx07dvhaFIIggox20ep/W6a9vx1f7jwBxl9rwoMMi2aDUBXp3LYlPvjHYAzqLJ0ErCUjU+Ndlumh3Cttn+br0DBvkfXGBPahueWla9KRnhiFRVP6+1oUXXB3/bQq7EAQBEH4B9MvUV4o5dGVf2JV7kmU1xib/6cU41sHEz5BOMtptK376NhUJLdpARsDvPBdvqhMWsBVuNn9d4+PdF1P85F9R1xkGK9CUrDPaCfHROC7B4b7WgzdcGf0UrlZgiCIwIf7KH/6qjTEtAzFq2v3Kdp29hd/AgD+b/oQXNI9Vg/xPIY8Fs0EX8/Qtwi14I6Lu6BTTFMYi96hUKz1EBcZhp8euRTb/3UZ/nFxZzx0Wfeg6l58uyBOM3iOjBCDciwIgiCCj6xR3dBOZejtbcu26SSN55Bh0UzwF12EqxTpoSBxk7K5hkvXuFaIjwrHsxN74+HLe2g+ri9xMZL85FoT+kCGBUEQRHDy2d0Xqd6m8xPfY3XuSR2k8QwyLJoJ/hI9wVWC9ZCJu08/OWTdSevAL1sX7KFQzR0yLAiCIAKfuFaupdO7xLbECg+Mi1kr8jSQSBsox6KZ4C/KJjc+XA8FibtLfzlmvdjyz1E4X1mHqPAQ3vLgPmqCDAuCIIjA59oBicg9XoKLUvi9y4akaN/LzEjIY9FM8HWOBYveir+F09/BTw5ZN5LaRKBvUmsXRTPYj7u5I9VskiAIgggcrBYzXr62Dyb16+Dy2T0jUlTv73+7T6G2wffduekXqpngL5Oc3FAofQyLptfNRcEWGhbB7qlpzrQKs6Jty1Bfi0EQBEHoyJwJvbB21ghV29z7yR+Y/PZvOkmkHDIsmglCXdNXvVUsPMNC+/1zlWp/8dLojZU8Fs2G+MiwZnNfEwRBNGcYDxoD7DpRqoMk6iDDopnww57TvhYBAF/xFyrEWsA1XJqL+uUac99cjrz5EWqlRzZBEERzwG73bLsHP8tFdZ3vQqLoV6qZUFRRx3vvq0lPrg5s0aGDsFXnUCt/xDUUykeCELpD+RUEQRDNg4hQi0fbfftnIXo984PG0iiHfqWaKf4QCnW6tEbz/fNDoTTfvV9CydvBxx3DOosuJ4+Fd1RVVaFTp0549NFHfS0KQRCELJ1jW6JzW0dT4dE94zE5I0nd9j7qb0HlZpsJ7aLCcbpMe0VeLVzFv96mvXVDoVD8JoFEYPLsxDQ8dFl33PreNuSfKnMuDyWPhVe89NJLGDJkiK/FIAiCUMQvj43CseJKJLWJgMVswv2juyG2VRh6P7tW0fazVuShrsGOGwcl6yxpE/Qr1Ux4dXJfX4sAQP8a/Nz9R7cIkVkzeCCPRfBhMpnQpmWoy7Ulj4XnHDhwAHv37sWECRN8LQpBEIRiOrVt6fwt6NS2JVqGqfMJPP7VLlTUNughmij0K9VMaN3CP0pUGmlYxEa6drUMRqxm/te4ueSWNAfMzcSw2LRpEyZOnIgOHTrAZDJh9erVLussXrwYXbp0QXh4ODIyMrB582ZVYzz66KOYN2+eRhITBEH4jiv7tle1/qs/7NVJEleC81eKcMHsJ1da78RibmfvuFbNw7CgZO3gRVjfICxIDYvKykr069cPb731lujnK1aswKxZs/Dkk08iNzcXw4cPx/jx41FQUOBcJyMjA+np6S5/hYWF+Oabb9CjRw/06NHDqEMiCILQja5xrVSt/+Fvx/Did/k6ScOHciyaCcJZbV+h92w612MRGd48QqGEfQ1Kq+t9JAmhNUIPX7De0+PHj8f48eMlP1+4cCGmT5+OGTNmAAAWLVqEtWvXYsmSJU4vxM6dOyW3//333/H5559j5cqVqKioQH19PaKiovDMM89oeyAEQRAGkBClfuL0vS1HYDIBT16ZpoNETfiHtknojlBBuX1oJ7+QQ8/9B2vYiDtW+aAKBKEProZF85sLqqurw86dOzF27Fje8rFjx2Lr1q2K9jFv3jwcP34cR48exfz583HXXXfJGhW1tbUoKyvj/REEQfgLN2Ym48ZMdVWiAODdzUeQc/S8DhI10Tw1r2YIV0FJT4xC59iWPpFDb48FNyY9RIc+GQRhJELDomVo8zMsioqKYLPZkJCQwFuekJCA06f1afw5b948REdHO/+Sk42rqEIQBOGOEIsZr9zQD4denoC9L1yBF69JV7zts9/+paNkFArVbOA2jovwoXIiTEbVGit5LIggQmiId4tXF1cbTAhD/hiGcVmmhDvuuMPtOnPmzMHs2bOd78vKysi4IAjC77CYTbCYLejQOlzxNn8V6uuBJcOimWDmdaT2nRwWvT0WnP0315r/zaXMbnOAez8/eFl3TOjTzofS+IbY2FhYLBYX78TZs2ddvBhaERYWhrCw5lH8gSCIwGd49zj07hClu9GghOapeTVDrM2kdBDlWAAf/GOQr0UgNIJ7P8++vIdHM/SBTmhoKDIyMrB+/Xre8vXr12PYsGG6jp2dnY20tDQMGkTfKYIg/JcQixn/vf8SX4sBgDwWzQaugvL7YX0Td+SwMdp32+Zi5eVYND/DYkyveAzs2MbXYhAaoXexA3+hoqICBw8edL4/cuQI8vLyEBMTg44dO2L27NmYOnUqMjMzMXToUCxduhQFBQWYOXOmrnJlZWUhKysLZWVliI6O1nUsgiAIb/CXeScyLJoJeocgKUXv8CRzMzcsdLbbCIPxl++t3uTk5GDUqFHO92x+w7Rp07B8+XJMmTIFxcXFmDt3Lk6dOoX09HSsWbMGnTr5prodQRCEv2EymTBnfE9s3H8OWw8V+0wOMiyaCRY/qZAUp3M3bIajWTfXUCgieOjUNsLXIhjCyJEjed9dMe677z7cd999BknkIDs7G9nZ2bDZbIaOSxAE4Qn3XNoV91zaFQBw4kIVLvnPBsNlCAjN6+jRo5g+fTq6dOmCFi1aoGvXrnj22WdRV1fna9ECBn+a+dTTa2GzGzOOv0IOi+Digcu6Y0pmMj66c7CvRWmWZGVlIT8/Hzt27PC1KARBEKpIaiM+MTWgY2tdxw0Ij8XevXtht9vxzjvvoFu3btizZw/uuusuVFZWYv78+b4WLyDwp1jt2FahKCyt0WXfNnvz9ljYKRYqqGgVZsV/bujrazEIgiCIACQltiUOF1Xyll3Vt4OuYwaE5nXFFVfggw8+wNixY5GSkoJJkybh0Ucfxddff+1r0QIGrmHh63Kk700bhH5J0fi/6UM033dMy1Dna38ypgiCIAiCIIzk83suclmmt2YUEB4LMUpLSxETE+NrMQIGbijUGzcP8KEkQFqHKHyjU1m0dtHhyL5lICLDA/bW9gpyWBCEdlCOBUEQgUx8pPLGeVoRkNrXoUOH8Oabb2LBggWy69XW1qK2ttb5vqzM941DfAW3WlJYkIcIXdm3va9F8BlkVxCEdlC5WYIgAp1Qixl1NjtMJmMmH32qYT733HMwmUyyfzk5ObxtCgsLccUVV2Dy5MmYMWOG7P7nzZuH6Oho519ycrKehxMwtI823oIljMFdZR2CIAiCIJoPm/85Ch/cMUj33AoWn3os7r//ftx0002y63Tu3Nn5urCwEKNGjXI2SHLHnDlznPXQAYfHojkbFx/eORgXKuvQqW1LX4tCEARBEARB6ExCVDgSosKxKvckAP0jG3xqWMTGxiI2NlbRuidPnsSoUaOQkZGBDz74AGaze2dLWFgYwsL07ZsQSFzaI87XIhA6Qw4LgtAOyrEgCIJQR0AE2xcWFmLkyJFITk7G/Pnzce7cOZw+fRqnT5/2tWgE4VcwlGVBEJpBfSwIgggWjGpnFhDJ2+vWrcPBgwdx8OBBJCUl8T6jmHKCaIK+DgRBEARB+IqA8FjccccdYBhG9I8giKaZiItS2vpWEIIgCIIgmi0B4bEgCEKeXx4diU0HinBjZpL7lQmCIAiCaFZcnpaApDYt0C9J39LZZFgQRBDQqW1LTKVqXwShKZS8TRBEsHBV3w6GlJwNiFAogiAIgjAaSt4mCIJQBxkWBEEQBEEQBEF4DRkWBEEQBEEQBEF4DRkWBEEQBEEQBEF4DRkWBEEQBEEQBEF4DRkWBEEQBCFCdnY20tLSMGjQIF+LQhAEERCQYUEQBEEQIlBVKIIgCHWQYUEQBEEQBEEQhNeQYUEQBEEQBEEQhNeQYUEQBEEQBEEQhNeQYUEQBEEQBEEQhNdYfS2AkTAMAwAoKyvzsSQEQRDGwz772GchoQz67SAIojmj5rejWRkW5eXlAIDk5GQfS0IQBOE7ysvLER0d7WsxAgb67SAIglD222FimtHUld1uR2FhISIjI2EymRRvV1ZWhuTkZBw/fhxRUVE6Suh7msuxNpfjBJrPsTaX4wQ8P1aGYVBeXo4OHTrAbKZIWKV4+tvhjkGDBnlcylbptu7Wk/tc6jOx5cJl3PdGfTfpfGoLnU9tCeTzuX37dsW/Hc3KY2E2m5GUlOTx9lFRUUGvsLA0l2NtLscJNJ9jbS7HCXh2rOSpUI+3vx1SWCwWj+9Vpdu6W0/uc6nPxJYLl4mto/d3k86nttD51JZAPp/R0dGKfztoyoogCIIgfEBWVpbu27pbT+5zqc/ElguXeXNsnkLnU1vofGpLMJ1POZpVKJSnlJWVITo6GqWlpUE/E9pcjrW5HCfQfI61uRwn0LyOlQh86H7VFjqf2kLnU1vIY6GAsLAwPPvsswgLC/O1KLrTXI61uRwn0HyOtbkcJ9C8jpUIfOh+1RY6n9pC51NbyGNBEARBEARBEITXkMeCIAiCIAiCIAivIcOCIAiCIAiCIAivIcOCIAiCIAiCIAivIcOCIAiCIAiCIAivIcOikcWLF6NLly4IDw9HRkYGNm/eLLv+xo0bkZGRgfDwcKSkpODtt982SFLvUXOsX3/9NS6//HLExcUhKioKQ4cOxdq1aw2U1nPUXlOWX3/9FVarFf3799dXQA1Re6y1tbV48skn0alTJ4SFhaFr1654//33DZLWc9Qe5yeffIJ+/fohIiIC7du3xz/+8Q8UFxcbJK1nbNq0CRMnTkSHDh1gMpmwevVqt9sE8vOIaN589913SE1NRffu3fHee+/5WpyA59prr0WbNm1www03+FqUgOf48eMYOXIk0tLS0LdvX6xcudLXIgUGDMF8/vnnTEhICPPuu+8y+fn5zEMPPcS0bNmSOXbsmOj6hw8fZiIiIpiHHnqIyc/PZ959910mJCSE+fLLLw2WXD1qj/Whhx5i/vOf/zDbt29n9u/fz8yZM4cJCQlh/vjjD4MlV4fa42QpKSlhUlJSmLFjxzL9+vUzRlgv8eRYJ02axAwZMoRZv349c+TIEWbbtm3Mr7/+aqDU6lF7nJs3b2bMZjPz+uuvM4cPH2Y2b97M9O7dm7nmmmsMllwda9asYZ588knmq6++YgAwq1atkl0/kJ9HRPOmvr6e6d69O3PixAmmrKyM6datG1NcXOxrsQKan3/+mfn222+Z66+/3teiBDyFhYVMbm4uwzAMc+bMGSYxMZGpqKjwrVABABkWDMMMHjyYmTlzJm9Zz549mSeeeEJ0/ccff5zp2bMnb9k999zDXHTRRbrJqBVqj1WMtLQ05vnnn9daNE3x9DinTJnCPPXUU8yzzz4bMIaF2mP93//+x0RHRwfcD7ja43z11VeZlJQU3rI33niDSUpK0k1GrVFiWATy84ho3vz66688Q//BBx9kPv30Ux9KFBxs2LCBDAsd6NOnD1NQUOBrMfyeZh8KVVdXh507d2Ls2LG85WPHjsXWrVtFt/ntt99c1h83bhxycnJQX1+vm6ze4smxCrHb7SgvL0dMTIweImqCp8f5wQcf4NChQ3j22Wf1FlEzPDnWb7/9FpmZmXjllVeQmJiIHj164NFHH0V1dbURInuEJ8c5bNgwnDhxAmvWrAHDMDhz5gy+/PJLXHnllUaIbBiB+jwiAh8lYXty4YuFhYVITEx0vk9KSsLJkyeNEN0v8fZ8Eny0PJ85OTmw2+1ITk7WWerAp9kbFkVFRbDZbEhISOAtT0hIwOnTp0W3OX36tOj6DQ0NKCoq0k1Wb/HkWIUsWLAAlZWVuPHGG/UQURM8Oc4DBw7giSeewCeffAKr1WqEmJrgybEePnwYW7ZswZ49e7Bq1SosWrQIX375JbKysowQ2SM8Oc5hw4bhk08+wZQpUxAaGop27dqhdevWePPNN40Q2TAC9XlEBD6VlZXo168f3nrrLdHPV6xYgVmzZuHJJ59Ebm4uhg8fjvHjx6OgoAAAwIj05zWZTLrK7M94ez4JPlqdz+LiYtx+++1YunSpEWIHPM3esGARPswYhpF9wImtL7bcH1F7rCyfffYZnnvuOaxYsQLx8fF6iacZSo/TZrPhlltuwfPPP48ePXoYJZ6mqLmmdrsdJpMJn3zyCQYPHowJEyZg4cKFWL58uV97LQB1x5mfn48HH3wQzzzzDHbu3IkffvgBR44cwcyZM40Q1VAC+XlEBC7jx4/Hiy++iOuuu07084ULF2L69OmYMWMGevXqhUWLFiE5ORlLliwBACQmJvI8FCdOnED79u0Nkd0f8fZ8Eny0OJ+1tbW49tprMWfOHAwbNswo0QOaZm9YxMbGwmKxuMx6nj171mUWkKVdu3ai61utVrRt21Y3Wb3Fk2NlWbFiBaZPn44vvvgCY8aM0VNMr1F7nOXl5cjJycH9998Pq9UKq9WKuXPn4s8//4TVasXPP/9slOiq8eSatm/fHomJiYiOjnYu69WrFxiGwYkTJ3SV11M8Oc558+bh4osvxmOPPYa+ffti3LhxWLx4Md5//32cOnXKCLENIVCfR0RwoyR8cfDgwdizZw9OnjyJ8vJyrFmzBuPGjfOFuH6PFqHMRBNKzifDMLjjjjswevRoTJ061RdiBiTN3rAIDQ1FRkYG1q9fz1u+fv16Set06NChLuuvW7cOmZmZCAkJ0U1Wb/HkWAGHp+KOO+7Ap59+GhDx6WqPMyoqCrt370ZeXp7zb+bMmUhNTUVeXh6GDBlilOiq8eSaXnzxxSgsLERFRYVz2f79+2E2m5GUlKSrvJ7iyXFWVVXBbOY/4iwWCwDxEIxAJVCfR0RwoyR80Wq1YsGCBRg1ahQGDBiAxx57jIxhCZSGg44bNw6TJ0/GmjVrkJSUhB07dhgtakCg5Hz++uuvWLFiBVavXo3+/fujf//+2L17ty/EDSx8kzPuX7BlLJctW8bk5+czs2bNYlq2bMkcPXqUYRiGeeKJJ5ipU6c612fLOz788MNMfn4+s2zZsoAp76j2WD/99FPGarUy2dnZzKlTp5x/JSUlvjoERag9TiGBVBVK7bGWl5czSUlJzA033MD89ddfzMaNG5nu3bszM2bM8NUhKELtcX7wwQeM1WplFi9ezBw6dIjZsmULk5mZyQwePNhXh6CI8vJyJjc3l8nNzWUAMAsXLmRyc3OdZXWD6XlEBA8QVDA7efIkA4DZunUrb70XX3yRSU1NNVi6wIPOp7bQ+TSOwMlS1ZEpU6aguLgYc+fOxalTp5Ceno41a9agU6dOAIBTp07xknm6dOmCNWvW4OGHH0Z2djY6dOiAN954A9dff72vDkExao/1nXfeQUNDA7KysnjJvdOmTcPy5cuNFl8xao8zkFF7rK1atcL69evxwAMPIDMzE23btsWNN96IF1980VeHoAi1x3nHHXegvLwcb731Fh555BG0bt0ao0ePxn/+8x9fHYIicnJyMGrUKOf72bNnA2j6zgXT84gIXrwJvSVcofOpLXQ+9cPEMEEUE0AQBEEQhOGYTCasWrUK11xzjXPZkCFDkJGRgcWLFzuXpaWl4eqrr8a8efN8IGXgQOdTW+h8Ggd5LAiCIAiCUE1FRQUOHjzofH/kyBHk5eUhJiYGHTt2xOzZszF16lRkZmZi6NChWLp0KQoKCoKyMpsW0PnUFjqfPsLXsVgEQRAEQQQeGzZsYAC4/E2bNs25TnZ2NtOpUycmNDSUGThwILNx40bfCezn0PnUFjqfvoFCoQiCIAiCIAiC8JpmX26WIAiCIAiCIAjvIcOCIAiCIAiCIAivIcOCIAiCIAiC+P/27jwmivONA/h3WJEiK9cisByFlqVA6UbAhsZYEeqWqlgwW8UgAdZFDdGmNo2U2EQCxpAUpBohpbUVpBdID/2DRiqhXJIIwSOK2nIUrxbURpoaTjl+f1jmx8gi4IoifD/JJMw777WTQHjmfZ9ZIqMxsCAiIiIiIqMxsCAiIiIiIqMxsCAaR0pKCvz8/J7a+Lt27cKWLVsmVHfHjh147733pnhGRERERKPxdbM0qwmC8NDrcXFxyM7ORm9vLxQKxROa1f/dvHkTnp6eOH/+PNzd3cetf+vWLXh4eOD8+fN44YUXpn6CRERERP9hYEGzWnt7u/jzkSNHkJycjN9//10sMzc3h5WV1dOYGgAgLS0NlZWV+OWXXybc5p133oFKpcLHH388hTMjIiIikuJWKJrVHB0dxcPKygqCIIwqe3ArlE6nw5o1a5CWlgYHBwdYW1sjNTUV/f39SExMhK2tLVxcXJCbmysZ688//8T69ethY2MDhUKBiIgIXLly5aHzKywsRHh4uKTshx9+gFqthrm5ORQKBTQaDTo7O8Xr4eHhKCgoMPreEBEREU0GAwuiR/Drr7/ir7/+QlVVFT755BOkpKRg9erVsLGxQW1tLRISEpCQkIDr168DALq6uhASEgK5XI6qqiqcPHkScrkcK1asQF9fn8ExOjo60NDQgFdffVUsa2trQ1RUFPR6PS5fvoyKigpotVqMXHgMDAzE9evXcfXq1am9CURENKP09fVBpVKhpqbmsfZbXFwMf39/DA4OPtZ+afphYEH0CGxtbXHgwAF4eXlBr9fDy8sLXV1d+Oijj+Dp6YmdO3di7ty54h/nwsJCmJiY4Msvv4RarYaPjw/y8vJw7do1VFRUGBzj6tWrGBoagpOTk1jW1taG/v5+aLVauLu7Q61WY+vWrZDL5WIdZ2dnABh3NYSIaCbT6XQQBGHU0dzc/LSnNm0dPHgQbm5uWLJkiVgmCAKOHTs2qu7w6v1ErF69GoIg4LvvvntMM6XpioEF0SPw9fWFicn/f30cHBygVqvFc5lMBoVCgVu3bgEATp8+jebmZsyfPx9yuRxyuRy2trbo6elBS0uLwTG6u7sBAM8995xYtnDhQixfvhxqtRrr1q3DF198gY6ODkk7c3NzAPdXSYiIZrMVK1agra1Nchh6scVYK8ezTVZWFjZt2jQlfW/cuBFZWVlT0jdNHwwsiB6Bqamp5FwQBINlw8u+g4ODWLRoEc6dOyc5GhsbsWHDBoNj2NnZAYAkcJDJZCgtLcXx48fx8ssvIysrC15eXmhtbRXr3LlzBwCwYMEC4z8oEdEzzMzMTJI35+joCJlMhuDgYLz77rv44IMPYGdnhzfffBMAcOnSJaxatQpyuRwODg6IiYnB33//LfbX2dmJ2NhYyOVyKJVKZGZmIjg4GO+//75Yx9ATfmtraxw+fFg8Hy/nbng1YO/evVAqlVAoFNi2bRvu3bsn1unt7cWHH34IV1dXmJmZwdPTE4cOHcLQ0BBUKhX27t0rmUNDQwNMTEzGfJh15swZNDc3IywsbJJ3+f4KuaHVoeDgYLFOeHg46urq8Mcff0y6f3p2MLAgegICAgLQ1NQEe3t7qFQqyTHWW6c8PDxgaWmJS5cuScoFQcCSJUuQmpqKs2fPYu7cuTh69Kh4vaGhAaampvD19Z3Sz0RE9CzLz8/HnDlzUFNTg88//xxtbW1YtmwZ/Pz8UF9fj5KSEty8eRORkZFim8TERJSXl+Po0aM4ceIEKioqcPr06UmNO9Gcu/LycrS0tKC8vBz5+fk4fPiwJDiJjY1FYWEhDhw4gMuXL+Ozzz6DXC6HIAjQ6/XIy8uTjJubm4ulS5fCw8PD4Lyqqqrw0ksvwdLSclKfBwBcXV0lq0Jnz56FQqFAUFCQWMfNzQ329vaorq6edP/07JjztCdANBtER0cjIyMDERER2L17N1xcXHDt2jX89NNPSExMhIuLy6g2JiYm0Gg0OHnypLiPtba2FmVlZQgNDYW9vT1qa2tx+/Zt+Pj4iO2qq6uxdOlScUsUEdFsVVxcLMlBW7lyJb7//nsAgEqlQnp6ungtOTkZAQEBSEtLE8tyc3Ph6uqKxsZGODk54dChQ/jqq6/EFY78/HyDf78fZmTO3fB3KeXl5cHa2hoVFRUIDQ0FANjY2CA7OxsymQze3t4ICwtDWVkZNm/ejMbGRhQVFaG0tBQajQYA8OKLL4pjbNy4EcnJyairq0NgYCDu3buHb775BhkZGWPO68qVK5KcvpGioqIgk8kkZb29veLqhkwmg6OjIwCgp6cHa9asweLFi5GSkiJp4+zszPy/GY6BBdETMG/ePFRVVSEpKQlarRZ3796Fs7Mzli9f/tCnQ1u2bEF8fDzS09NhYmICS0tLVFVVYf/+/fj333/h5uaGzMxMrFy5UmxTUFCA1NTUJ/GxiIimtZCQEOTk5IjnFhYW4s8j37gH3M+FKy8vlwQiw1paWtDd3Y2+vj4sXrxYLLe1tYWXl9ek5jQy526kB3PufH19Jf/MK5VKXLhwAQBw7tw5yGQyLFu2zOAYSqUSYWFhyM3NRWBgIIqLi9HT04N169aNOa/u7m5JTt9I+/btEwOYYUlJSRgYGBhVNz4+Hnfv3kVpaakkFxG4nwPI/L+ZjYEF0X90Oh10Ot2o8pSUFMlTl5FL0cMMvdnpwacyjo6OyM/Pn9ScQkND4ezsjCNHjiAqKgo+Pj4oKSkZs/7PP/8MmUyGtWvXTmocIqKZyMLCAiqVasxrIw0ODuLtt982+OWiSqUSTU1NExpTEAQ8+N3DI3MjhnPuvv3221FtR+bGPSxvbyIr0ps2bUJMTAz27duHvLw8rF+/HvPmzRuzvp2dnRi4PMjR0XHUfZw/fz7++ecfSdmePXtQUlKCurq6UYETcD8HkPl/MxtzLIimMUEQcPDgQfT390+ofmdnJ/Ly8jBnDp8ZEBFNRkBAAC5evAh3d/dRuXDDAYqpqSlOnToltuno6EBjY6OknwULFqCtrU08b2pqkjylf5Scuwep1WoMDg6isrJyzDqrVq2ChYUFcnJycPz4cej1+of26e/vj99++21UUDRRP/74I3bv3o2ioiKDeRzDKzL+/v6P1D89GxhYEE1zCxcuRExMzITqRkZG4rXXXpviGRERzTzbtm3DnTt3EBUVJb696MSJE9Dr9RgYGIBcLkd8fDwSExNRVlaGhoYG6HS6Udt93njjDWRnZ+PMmTOor69HQkKCZPUhOjoadnZ2iIiIQHV1NVpbW1FZWYnt27fjxo0bE5qru7s74uLioNfrcezYMbS2tqKiogJFRUViHZlMBp1Oh507d0KlUkm2cBkSEhKCzs5OXLx4cRJ37b6GhgbExsYiKSkJvr6+aG9vR3t7u/iWQgA4deoUzMzMxp0HPdsYWBAREdGs5+TkhJqaGgwMDOCtt97CK6+8gu3bt8PKykoMHjIyMhAUFITw8HBoNBq8/vrrWLRokaSfzMxMuLq6IigoCBs2bMCOHTskW5CGc+6ef/55aLVa+Pj4QK/Xo7u7e1JvZMrJycHatWuxdetWeHt7Y/Pmzejs7JTUiY+PR19f37irFQCgUCig1WoNbtEaT319Pbq6urBnzx4olUrx0Gq1Yp2CggJER0c/dDsWPfuEoUdd8yIiIiKa5YKDg+Hn54f9+/c/7amMUlNTg+DgYNy4cQMODg7j1r9w4QI0Go3B5HJj3L59G97e3qivrzf4BYU0c3DFgoiIiGgG6e3tRXNzM3bt2oXIyMgJBRXA/dyN9PT0x/5K2NbWVnz66acMKmYBZngSERERzSAFBQWIj4+Hn58fvv7660m1jYuLe+zzCQwMRGBg4GPvl6YfboUiIiIiIiKjcSsUEREREREZjYEFEREREREZjYEFEREREREZjYEFEREREREZjYEFEREREREZjYEFEREREREZjYEFEREREREZjYEFEREREREZjYEFEREREREZ7X8uUGGi7MOABwAAAABJRU5ErkJggg==", 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" ] @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -115,13 +115,13 @@ " \n", " \n", " 0\n", - " 2.948517e-08\n", - " 65.762152\n", - " 0.002888\n", - " 1.521829\n", + " 5.224133e-15\n", + " 62.112356\n", + " 0.020776\n", + " 1.499275\n", " knee\n", - " 15.491124\n", - " 0.010274\n", + " 14.580652\n", + " 0.010915\n", " 0\n", " \n", " \n", @@ -130,19 +130,19 @@ ], "text/plain": [ " Offset Knee Exponent_1 Exponent_2 fit_type \\\n", - "0 2.948517e-08 65.762152 0.002888 1.521829 knee \n", + "0 5.224133e-15 62.112356 0.020776 1.499275 knee \n", "\n", " Knee Frequency (Hz) tau ch_name \n", - "0 15.491124 0.010274 0 " + "0 14.580652 0.010915 0 " ] }, - "execution_count": 87, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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ws2nTJtatW+ex7T//+Q+hoaF06NABgKuvvpodO3YQGRlJp06dStzKW3Dy8ssv57fffnMHpQIfffQRQUFBXHbZZYBrqOh07TybgiGwt99++5zbd7rCoX/88QdQGHIK/Prrrxw6dMh93+FwMHPmTOLi4qhTpw7gei83btxIXFxcqe9lwTkHDx5MVlbWWcsM+Pv7c+rUqXN6XQ0aNODw4cMebc3JyeGnn346p/OIVBXqcRK5BKWmpvK///2PQYMGce2115Z6zMSJE/noo4+YMGGC++qq2NhYhg4dynPPPUdMTAyffPIJc+bM4aWXXiIoKAiAhx56iC+//JLevXvzt7/9jTZt2uB0OtmzZw8///wzjzzyCF27dj3nNj/77LPuOT/PPPMMERERzJgxg++//56XX36Z8PBw9/N/8MEHDBkyhBdeeMF9Vd3mzZvP+hy9evXijjvu4IUXXuDQoUNcffXV+Pv7s2bNGoKCgrj//vtP+9iWLVty+eWXM3jwYOLi4sjKymL58uW89tprREdHM2rUKI/jo6Ki6N+/P08//bT7qrrNmzd7lCQYP348c+bMoXv37jzwwAM0a9aMrKwskpKSmD17NlOnTqVOnTrceuutTJs2jTFjxrBlyxb69euH0+lk+fLltGjRgltuuQWA1q1bM2/ePL799ltiYmIIDQ2lWbNmZ3xPhg0bxjPPPMMtt9zCY489RlZWFm+++SYOh+Os76dIleTt2ekiUvEKrmiaNWvWaY+ZOnWqCZhffvmlaZquq+qGDBlifvHFF2bLli1NPz8/s0GDBubrr79e4rEZGRnmU089ZTZr1sz08/Mzw8PDzdatW5t/+9vfPK4kA8yxY8eW+vwUu6rONE1zw4YN5jXXXGOGh4ebfn5+Ztu2bc1p06aVeGxiYqJ5xRVXmAEBAWZERIQ5atQo83//+99Zr6ozTdN0OBzmxIkTzVatWrnb3q1bN/Pbb7897Xtlmqb573//27z++uvNRo0amUFBQaafn58ZFxdnjhkzxkxOTi7x2saOHWtOmTLFjIuLM319fc3mzZubM2bMKHHeI0eOmA888IDZsGFD09fX14yIiDA7duxoPvnkkx5Xr506dcp85plnzCZNmph+fn5mZGSk2b9/f3PJkiXuY9auXWv26NHDDAoKMgGzT58+pmkWXlVX/ErIArNnzzbbtWtnBgYGmo0aNTInT5582qvqiv/33LVrlwmYr7zyisf2uXPnmoD5+eefn/F9FbnYqHK4iACuIZtWrVrx3XffebspFz3DMBg7diyTJ0/2dlNEpIJpjpOIiIhIGSk4iYiIiJSRhupEREREykg9TiIiIiJlpOAkIiIiUkYKTiIiIiJlpOAkIiIiUkaqHH4GTqeT/fv3ExoaWub1tkREROTiYpomJ06cKNNi2gpOZ7B//37q1q3r7WaIiIjIBZCcnOxeS/J0FJzOIDQ0FHC9kWFhYV5ujYiIiFSG9PR06tat6/7ePxMFpzMoGJ4LCwtTcBIREbnElWVajiaHi4iIiJSRgpOIiIhIGSk4iYiIiJSRgpOIiIhIGSk4iYiIiJSRgpOIiIhIGSk4iYiIiJSRgpOIiIhIGSk4iYiIiJSRgpOIiIhIGSk4iYiIiJSRgpOIiIhIGSk4iYiIiJSRgpOIiIhIGSk4iYiIiJSRgpOIiIhIGSk4iYiIiJSRgpOIiFja1kMnOJmT5+1miAAKTiIiYmEb96UxcOICHv18nbebIgIoOImIiIXtPXbK46eItyk4lSIhIYH4+Hg6d+7s7aaIiFRpDqfp8VPE2xScSjF27FgSExNZsWKFt5siIlKl5TmdgIKTWIeCk4iIWFZBYMpTcBKLUHASERHLytNQnViMgpOIiFiW5jiJ1Sg4iYiIZanHSaxGwUlERCzL4XBNDi+YJC7ibQpOIiJiWepxEqtRcBIREcvSVXViNQpOIiJiWepxEqtRcBIREcvSVXViNQpOIiJiWXkaqhOLUXASERHLcmjJFbEYBScREbGsonOcTFPhSbxPwUlERCzL4SgMS+p0EitQcBIREcsqOrdJRTDFChScRETEsorObdI8J7ECBScREbEszx4nBSfxPgUnERGxLEeR4TmngpNYgIKTiIhYlnqcxGoUnERExLI0x0msRsFJREQsK8+hHiexFgUnERGxrDzNcRKLUXASERHLcmiOk1iMgpOIiFhWnsccJxXAFO9TcBIREctSj5NYjYKTiIhYlsfkcIeCk3ifgpOIiFhW0R4np6ngJN6n4CQiIpZV9Ko6DdWJFSg4iYiIZakApliNgpOIiFiWx5IrmuMkFqDgJCIilqUeJ7EaBScREbEsjzpOmhwuFqDgJCIiluVQAUyxGAUnERGxLI+r6jTHSSxAwUlERCzL4dAcJ7EWBScREbEszXESq1FwEhERy9JVdWI1l3xw+u6772jWrBlNmjThvffe83ZzRETkHKiOk1iNj7cbUJny8vJ4+OGHmTt3LmFhYXTo0IHrr7+eiIgIbzdNRETKQD1OYjWXdI/T77//TsuWLalduzahoaFcddVV/PTTT95uloiIlJHWqhOrsXRwWrBgAddccw2xsbEYhsGsWbNKHDNlyhQaNmxIQEAAHTt2ZOHChe59+/fvp3bt2u77derUYd++fRei6SIiUgEcmhwuFmPp4JSZmUnbtm2ZPHlyqftnzpzJQw89xJNPPsmaNWvo1asXgwcPZs+ePQCYpfxPZhhGpbZZREQqjsdVdQ4VwBTvs/Qcp8GDBzN48ODT7n/99dcZNWoUo0ePBmDSpEn89NNPvP3220yYMIHatWt79DDt3buXrl27nvZ82dnZZGdnu++np6dXwKsQEZHycDpNiv79q6E6sQJL9zidSU5ODqtWrWLgwIEe2wcOHMiSJUsA6NKlCxs3bmTfvn2cOHGC2bNnM2jQoNOec8KECYSHh7tvdevWrdTXICIip1c8KGlyuFjBRRucUlJScDgcREdHe2yPjo7m4MGDAPj4+PDaa6/Rr18/2rdvz2OPPUZkZORpzzlu3DjS0tLct+Tk5Ep9DSIicnp5xdam0xwnsQJLD9WVRfE5S6ZpemwbOnQoQ4cOLdO5/P398ff3r9D2iYhI+ZTocVIdJ7GAi7bHKSoqCrvd7u5dKnD48OESvVAiInLxKR6UNMdJrOCiDU5+fn507NiROXPmeGyfM2cO3bt391KrRESkomiOk1iRpYfqMjIy2L59u/v+rl27WLt2LREREdSrV4+HH36YO+64g06dOtGtWzfeeecd9uzZw5gxY7zYahERqQjFg5J6nMQKLB2cVq5cSb9+/dz3H374YQCGDx/O9OnTGTZsGKmpqYwfP54DBw7QqlUrZs+eTf369b3VZBERqSDFJ4c7NTlcLMDSwalv376lFrEs6t577+Xee++t0OdNSEggISEBh8NRoecVEZGyK9HjpMnhYgEX7RynyjR27FgSExNZsWKFt5siIlJllZzjpMrh4n0KTiIiYkma4yRWpOAkIiKWVHxoTnOcxAoUnERExJI0x0msSMFJREQsqcSSKxqqEwtQcBIREUvSHCexIgWnUiQkJBAfH0/nzp293RQRkSpLlcPFihScSqFyBCIi3lc8KCk4iRUoOImIiCUV73HSUJ1YgYKTiIhYUvGClyqAKVag4CQiIpZUvPyAepzEChScRETEkjTHSaxIwUlERCxJV9WJFSk4iYiIJanHSaxIwUlERCxJV9WJFSk4lUIFMEVEvK/gKjofm5F/X8FJvE/BqRQqgCki4n0FPUx+Pq6vKgUnsQIFJxERsaSCcgT+Ck5iIQpOIiJiSQU9Tv4+9vz7KoAp3qfgJCIillQwx8nfVz1OYh0KTiIiYknuOU52m8d9EW9ScBIREUtyFMxxyu9xcio4iQUoOImIiCWVnOOk4CTep+AkIiKW5HDqqjqxHgUnERGxpLxiwUk9TmIFCk6lUOVwERHvc19Vlz9UpzlOYgUKTqVQ5XAREe9z9zj5qsdJrEPBSURELElznMSKFJxERMSSVDlcrEjBSURELKmgjlPBIr9OE0xTvU7iXQpOIiJiScWvqgMN14n3KTiJiIglFb+qDjRBXLxPwUlERCzJvVadepzEQhScRETEkpxmyeCkHifxNgUnERGxpIJ54L52w71NRTDF2xScRETEkgp6nGyGgZGfndTjJN6m4FQKLbkiIuJ9BT1ONsPAx+ZKTprjJN6m4FQKLbkiIuJ9BRnJMFzhCVQEU7xPwUlERCzKlZwMcA/Vqf6leJuCk4iIWFLRoToD48wHi1wgCk4iImJJBZPDMcCmHiexCAUnERGxpIKM5LqqzpWcnEpO4mUKTiIiYknOwg4n90CdYpN4m4KTiIhYkllQx8lWdHK4opN4l4KTiIhYUuEUp6JDdV5skAgKTiIiYlFmQTkCo7DHSYN14m0KTiIiYkkFtS4Nw3AXwNRInXibgpOIiFiSWbQAZv42DdWJtyk4iYiIJTmLFsAsmByuoTrxMgUnERGxpiJr1RkaqhOLUHASERFLKuhdshlFh+qUnMS7FJxKkZCQQHx8PJ07d/Z2U0REqqzC+UyGFvkVy1BwKsXYsWNJTExkxYoV3m6KiEiV5S6AaeC+qk7E2xScRETEktxLrhiGhurEMhScRETEkgoX+dXkcLEOBScREbGkgqG6opXD1eMk3qbgJCIilmQWHapz13ES8S4FJxERsaSC3iVX5XAN1Yk1KDiJiIglFe1xsrnLESg5iXcpOImIiCU5i5QjcE8O92aDRFBwEhERizNUAFMsRMFJREQsyXQv8qslV8Q6FJxERMSS3CFJdZzEQhScRETEkgoLYBaZHK5ZTuJlCk4iImJJKkcgVqTgJCIi1lQwx8mmyeFiHQpOIiJiSR49Tu5yBEpO4l0KTiIiYkkFEckwjCJX1XmrNSIuCk4iImJJzlIW+VXlcPE2BadSJCQkEB8fT+fOnb3dFBGRKqtINQJsqhwuFqHgVIqxY8eSmJjIihUrvN0UEZEqq7AApqEeJ7EMBScREbEks+hQnXub99ojAgpOIiJiUUULYKpyuFiFgpOIiFhS0XXpCobqtFadeJuCk4iIWJLHHKeCbV5rjYiLgpOIiFhSQc0mwyhyVZ2Sk3iZgpOIiFiUKyXpqjqxEgUnERGxpKI9Tu5Ffr3YHhFQcBIREYsq6F2yeVQO92KDRFBwEhERiypcl87QVXViGQpOIiJiSZ4FMDVUJ9ag4CQiIpZUtByBzVawTdFJvEvBSURELKkgIhkU6XFSbhIvU3ASERFLKpwcXqQcgQbrxMsUnERExJI8yhHkJyen04sNEkHBSURELKqgd8k1Obxgm4h3KTiJiIglFfY4GdhUOVwsQsFJRESsyX1VXeFQnXKTeJuCk4iIWFJBsUvDfU2dJoeL9yk4iYiIJRVEJPU4iZUoOImIiCW5l1cpsladU8FJvEzBSURELKkwN2moTqxDwUlERCyn6NVzNsNVBNO13VstEnFRcBIREcspGpCMopXDlZzEyxScRETEcorGI1uROU6KTeJtCk6lSEhIID4+ns6dO3u7KSIiVZKzSM+SgaGr6sQyFJxKMXbsWBITE1mxYoW3myIiUiV5DNXZCpdccSo5iZcpOImIiOV49jipjpNYh4KTiIhYmq3oWnXebYqIgpOIiFiPR4+TUThUp6vqxNsUnERExHI85jhpcrhYiIKTiIhYTokeJ/dQnZKTeJeCk4iIWE7ReOQaqnMlJ61VJ96m4CQiIpZTdEjO5lE53DvtESmg4CQiIpZjFitHYNNQnViEgpOIiFhOiR4nNDlcrEHBSURELOe0k8OVnMTLFJxERMRyPCeHF5Yj0ORw8TYFJxERsZyCHqeCniZNDherUHASERHryQ9ItvzE5K4crsnh4mUKTiIiYjkFQ3IFgcmmoTqxCAUnERGxnIKepeJDdRqrE29TcBIREctx9ziVGKoT8S4FJxERsZyCsgMFganwqjpFJ/EuBScREbEcs/jkcF1VJxah4CQiIpZjuofqXD8LApRyk3ibgpOIiFhOweTw4uUINFQn3qbgJCIillO8HIGh2eFiEQpOIiJiOWaxyuEaqhOrUHASERHLKV6OoKDryakKmOJlCk4iImJBBXOcXPcM1OMk1qDgJCIillO8x8mmcgRiEQpOIiJiOeZpJofrqjrxNgUnERGxHKd7cnhBOQLjTIeLXDAKTiIiYjklC2AWbFePk3iXgpOIiFiOWWxyOO616rzUIJF8Ck4iImI5hXOcPCuHm7quTrzMp7wPTE5OJikpiZMnT1KjRg1atmyJv79/RbZNRESqqMJFfgt+Gh7bRbzlnILT7t27mTp1Kp9++inJyckeY81+fn706tWLv/zlL9xwww3YbOrMEhGR8ikxOdx9VZ23WiTiUuZ08+CDD9K6dWu2bdvG+PHj2bRpE2lpaeTk5HDw4EFmz55Nz549efrpp2nTpg0rVqyozHaLiMglrCAfFSscjkpgireVucfJz8+PHTt2UKNGjRL7atasSf/+/enfvz/PPvsss2fPZvfu3XTu3LlCGysiIlWDs/hadfljdk6nt1ok4lLm4PTKK6+U+aRXXXVVuRojIiICRec4edZv0uRw8TZNRBIREcspmENbvHK4JoeLt1VocPrHP/7ByJEjK/KUFeK6666jevXq3Hjjjd5uioiIlEHhHKeCtepUx0msoUKD0759+0hKSqrIU1aIBx54gI8++sjbzRARkTJyOj3nOKmOk1hFues4lebDDz+syNNVmH79+jFv3jxvN0NERMrI3eNU8NMotkPES7w+x2nBggVcc801xMbGYhgGs2bNKnHMlClTaNiwIQEBAXTs2JGFCxde+IaKiMgFU3xyeOFQnZKTeFe5epzGjx9/xv3PPPNMmc+VmZlJ27Ztueuuu7jhhhtK7J85cyYPPfQQU6ZMoUePHvz73/9m8ODBJCYmUq9ePQA6duxIdnZ2icf+/PPPxMbGlrktIiJiDWaxcgTu7V5oi0hR5QpOX3/9tcf93Nxcdu3ahY+PD3FxcecUnAYPHszgwYNPu//1119n1KhRjB49GoBJkybx008/8fbbbzNhwgQAVq1aVY5XISIiVlUQkGzuyuFackWsoVzBac2aNSW2paenM2LECK677rrzblSBnJwcVq1axd///neP7QMHDmTJkiUV9jwFsrOzPXqu0tPTK/w5RETk7IoPydmM0reLXGgVNscpLCyM8ePH8/TTT1fUKUlJScHhcBAdHe2xPTo6moMHD5b5PIMGDeKmm25i9uzZ1KlT57TLwUyYMIHw8HD3rW7duufVfhERKZ/ic5w0N1ysokKvqjt+/DhpaWkVeUqgsIu2gGmaJbadyU8//VSm48aNG8fDDz/svp+enq7wJCLiBadbckXJSbytXMHpzTff9LhvmiYHDhzg448/5sorr6yQhgFERUVht9tL9C4dPny4RC9URfD398ff37/CzysiIufmdIv8aqhOvK1cwWnixIke9202GzVq1GD48OGMGzeuQhoGroWFO3bsyJw5czzmTs2ZM4drr722wp5HRESspeCqOvdadZocLhZRruC0a9euCmtARkYG27dv9zj32rVriYiIoF69ejz88MPccccddOrUiW7duvHOO++wZ88exowZU2FtEBERaykISAU9TYUjdUpO4l0VOsepPFauXEm/fv3c9wvmGA0fPpzp06czbNgwUlNTGT9+PAcOHKBVq1bMnj2b+vXre6vJIiJSyQrWpDPck8O1Vp1YQ4UGpylTppCSknJOdZz69u3r7pI9nXvvvZd77733fJtXZgkJCSQkJOBwOC7Yc4qISKHiBTALfmqoTrytQpdc+fLLL5k+fXpFntIrxo4dS2Ji4mnLFoiISOUqXgDTZhTfI+IdFdrj9Ouvv1bk6UREpIpy9zjl39dQnViF1xf5FRERKa54AUzcQ3VKTuJd59XjlJiYyJ49e8jJyfHYPnTo0PNqlIiIVG3unqWCApgF5Qi80xwRt3IFp507d3LdddexYcMGDMMoMonP9cHWpGoRETkfBWUHbCUKYHqnPSIFyjVU9+CDD9KwYUMOHTpEUFAQmzZtYsGCBXTq1Il58+ZVcBNFRKSqcZcjyI9MhobqxCLK1eO0dOlSfvvtN2rUqIHNZsNms9GzZ08mTJjAAw88wJo1ayq6nSIiUoUUL0dgO4f1SUUqU7l6nBwOByEhIYBrPbn9+/cDUL9+fbZs2VJxrfOShIQE4uPj6dy5s7ebIiJSJRWfHF6Qm7RWnXhbuXqcWrVqxfr162nUqBFdu3bl5Zdfxs/Pj3feeYdGjRpVdBsvuLFjxzJ27FjS09MJDw/3dnNERKqcgjlOxTualJvE28oVnJ566ikyMzMBeOGFF7j66qvp1asXkZGRzJw5s0IbKCIiVY/T6fppuAtgFtRxUnIS7ypXcBo0aJD790aNGpGYmMjRo0epXr26+0MuIiJSXsWqEWjJFbGMCqscHhERUVGnEhGRKq5gcnhhOQLVcRJrKPPk8DFjxpCcnFymY2fOnMmMGTPK3SgREanaCnqWjGJr1akcgXhbmXucatSoQatWrejevTtDhw6lU6dOxMbGEhAQwLFjx0hMTGTRokV89tln1K5dm3feeacy2y0iIpewEgUwNVQnFlHm4PTPf/6T+++/n/fff5+pU6eyceNGj/2hoaEMGDCA9957j4EDB1Z4Q0VEpOoorBBuePxUbhJvO6c5TjVr1mTcuHGMGzeO48ePs3v3bk6dOkVUVBRxcXGXzMTwhIQEEhIStHSMiIiXFNZx8vypq+rE28o9ObxatWpUq1atAptiHarjJCLiXc5ilcML/jBXbhJvK1flcBERkcpUWI4gv3J4se0i3qLgJCIiluMuR5D/LVXwU1fVibcpOImIiOW4yxG4e5w0VCfWcM7ByTRN96RwERGRylB8jlPBWJ2pwTrxsnIFpyZNmrB3797KaI+IiEgpBTDz16pzeqtFIi7nHJxsNhtNmjQhNTW1MtojIiLi7lcqXHLFc7uIt5RrjtPLL7/MY489VqIIpoiISEUomAReEJhs7nIEik7iXeWq4/TnP/+ZkydP0rZtW/z8/AgMDPTYf/To0QppnIiIVE2FBTDzJ4dryRWxiHIFp0mTJlVwM6xFlcNFRLzLWXhZXdEfmhwuXleu4DR8+PCKboelqHK4iIh3Fc5xKuhxUjkCsYZy13HasWMHTz31FLfeeiuHDx8G4Mcff2TTpk0V1jgREamanMXmOBlaq04solzBaf78+bRu3Zrly5fz1VdfkZGRAcD69et59tlnK7SBIiJS9RSWI8j/WbDdK60RKVSu4PT3v/+dF154gTlz5uDn5+fe3q9fP5YuXVphjRMRkarJveRKQR0nm7sCpohXlSs4bdiwgeuuu67E9ho1aqi+k4iInLfT9ThpqE68rVzBqVq1ahw4cKDE9jVr1lC7du3zbpSIiFRtBfHIKF6OwDvNEXErV3C67bbbeOKJJzh48CCGYeB0Olm8eDGPPvood955Z0W3UUREqpiSk8MNj+0i3lKu4PSvf/2LevXqUbt2bTIyMoiPj6d37950796dp556qqLbKCIiVUyJApjFtot4S7nqOPn6+jJjxgzGjx/PmjVrcDqdtG/fniZNmlR0+0REpApyL7lSMMdJdZzEIsoVnLZt20aTJk2Ii4sjLi6uotskIiJVXPECmO6L6pScxMvKFZyaNWtGTEwMffr0oU+fPvTt25dmzZpVdNtERKSKKj6XycgfrFNsEm8r1xynAwcO8OqrrxIWFsbEiRNp0aIFMTEx3HLLLUydOrWi23jBJSQkEB8fT+fOnb3dFBGRKkmL/IpVlSs4RUdHc+uttzJ16lQ2b97M1q1bGTRoEF9++SVjx46t6DZecGPHjiUxMZEVK1Z4uykiIlWSs3gdJy25IhZRrqG6jIwMFi1axLx585g/fz5r166lRYsW3H///fTp06ei2ygiIlWMSbFyBBqqE4soV3CqXr06ERER3HHHHTz11FP07NmT8PDwim6biIhUUe6hOpuG6sRayhWchgwZwqJFi/j4449JTk5mz5499O3blxYtWlR0+0REpAoyixXAtLnLESg5iXeVa47TrFmzSElJYc6cOfTs2ZNff/2Vvn37UqtWLW655ZaKbqOIiFQxhWvVackVsZZy9TgVaNOmDQ6Hg9zcXLKzs/nxxx/56quvKqptIiJSRZWYHJ6/XT1O4m3l6nGaOHEi1157LREREXTp0oVPP/2UZs2a8fXXX5OSklLRbRQRkSqmYHK4rVjlcKdyk3hZuXqcZsyYQd++fbn77rvp3bs3YWFhFd0uERGpwtxDdRSfHK7kJN5VruC0cuXKim6HiIiIW0FAshUfqvNOc0Tcyj3H6fjx47z//vv88ccfGIZBixYtGDVqlMoSiIjIeXMPybnXqtMiv2IN5ZrjtHLlSuLi4pg4cSJHjx4lJSWFiRMnEhcXx+rVqyu6jSIiUsWUKICpoTqxiHL1OP3tb39j6NChvPvuu/j4uE6Rl5fH6NGjeeihh1iwYEGFNlJERKoWZ7G16tw9Tt5qkEi+cs9xKhqaAHx8fHj88cfp1KlThTVORESqJrNYOYICWqtOvK1cQ3VhYWHs2bOnxPbk5GRCQ0PPu1HelpCQQHx8PJ07d/Z2U0REqqQSk8O15IpYRLmC07Bhwxg1ahQzZ84kOTmZvXv38tlnnzF69GhuvfXWim7jBTd27FgSExNZsWKFt5siIlIlFa8crqE6sYpyDdW9+uqrGIbBnXfeSV5eHgC+vr7cc889vPjiixXaQBERqXrck8NL9DgpOol3lSs4+fn58cYbbzBhwgR27NiBaZo0btyYoKCgim6fiIhUQc7iBTBROQKxhnMaqjt58iRjx46ldu3a1KxZk9GjRxMTE0ObNm0UmkREpMKY7qvqPH8qN4m3nVNwevbZZ5k+fTpDhgzhlltuYc6cOdxzzz2V1TYREamiCobk3FfV5f/UVXXibec0VPfVV1/x/vvvc8sttwDw5z//mR49euBwOLDb7ZXSQBERqXoK4lHBpHAN1YlVnFOPU3JyMr169XLf79KlCz4+Puzfv7/CGyYiIlVX8Z4lW5F6TpogLt50TsHJ4XDg5+fnsc3Hx8d9ZZ2IiEhFKF6OwChSCVO5SbzpnIbqTNNkxIgR+Pv7u7dlZWUxZswYgoOD3du++uqrimuhiIhUOc7iBTCL7FNuEm86p+A0fPjwEtv+/Oc/V1hjREREoDAcFQQmW5EeJ6dpYsco8RiRC+GcgtO0adMqqx0iIiJu7iVXSuly0lCdeFO5llwRERGpTO45Tvn3iy72a2qwTrxIwUlERCzndGvVFd0n4g0KTiIiYjnOYgUwPSaHKziJFyk4iYiI5ZQogKmhOrEIBScREbEc95Ir+fc9r6rzQoNE8ik4iYiI5RQu8luy7IAqh4s3KTiJiIjlOItdVuc5VCfiPQpOpUhISCA+Pp7OnTt7uykiIlXSmQpgms4L3hwRNwWnUowdO5bExERWrFjh7aaIiFRJzmJDdZ5LrqjPSbxHwUlERCzHLF6OQHWcxCIUnERExHKKTw63Felycio5iRcpOImIiOUUDMeV2uPkjQaJ5FNwEhERyym+5Irrd899It6g4CQiIpbjLFYAs+jvquMk3qTgJCIillNaAcyC3ifFJvEmBScREbGcwqG6wm02DdWJBSg4iYiI5RRMDi96NZ2RP1inq+rEmxScRETEcgoX8vVIToCG6sS7FJxERMRyihfAhKJDdYpO4j0KTiIiYjnFl1yBwqE65SbxJgUnERGxnOKL/ILqOIk1KDiJiIjlFAzH2Yp8SxX0PmlyuHiTgpOIiFiOuxwBRYfq8vdd+OaIuCk4iYiI5RRfq851J3+fepzEixScRETEcpxO18+ia9UVDtV5o0UiLgpOIiJiOQXZyKMAplF8r8iFp+AkIiKW467jVNocJ+Um8SIFJxERsZzS16rTUJ14n4KTiIhYjrOUyuHuOk4aqhMvUnASERHLKSyAWfKyOg3ViTcpOImIiOUU9DjZSlmrTgUwxZsUnERExHrcc5yKTA7XkitiAQpOIiJiOaX1OHkO24l4h4JTKRISEoiPj6dz587eboqISJXknuOkoTqxGAWnUowdO5bExERWrFjh7aaIiFRJZqlDdZocLt6n4CQiIpbjLkdQyj7lJvEmBScREbGcgl4lW9G16vK/sTRUJ96k4CQiIpZjllYAU3WcxAJ8vN0AubRk5TpYmXSMRdtTSDyQzmWNIrizWwNC/PVRE5GyK60Aphb5FSvQt5mcF6fTJPFAOgu3pbB4eworko6Sned071+w9QjvLNjJ3b0acWe3+oQG+HqxtSJysShtyRWtVSdWoOAk5yz56EkWbU9h0bYUluxI4djJXI/90WH+9Gxcg6bRIcxckczOlExe+WkL7y7cyeieDRnevYEClIicUWmL/BrF9ol4g4KTnNXxkzks2ZHqDkt7jp702B/i78NljSLp2TiSnk2iiKsR4r5seHSvRny7bj9v/raNnUcyefXnrby7cBejejZkRI8GhClASTkcTMvCYZrUrhbo7aZIJXGWMjm8sHK4kpN4j4KTlJCV62D17mMs3O4aftuwL83jLzwfm0H7etXo0TiKXk2iaFOnGr720q8zsNsM/tS+Nte0jeW79ft589dt7DiSyetztvLewp2M6tmIET0aEB6oACVlczQzh8FvLCDPYfLrI32oGRbg7SZJpShlcriG6sQCFJzEPU9p8fYUFuXPU8rKdXoc0zQ6hB6No+jZOIqujSLPebK33WZwbbvaXN0mlu83HODNX7ex/XAGE3/ZynuLdjKyR0NG9myoACVnNXX+Dvfw8DsLdvLU1fFnPN40TdYkHyc+JowAX/uFaKJUgFJ7nPJ/mpocLl6k4FRF7T12kkXbXEFpyY5UjmbmeOyvGepPz8ZR9GwSRY/GUURX0F/1dpvB0LaxDGkdw+z8ALXtcAZv/LqNDxbv4q4eDRnVoyHhQQpQUtKh9Cw+XJLkvv/J8t2M6RtHVIj/aR8zdf5OXvpxMy1jw/jP6Mv02bpImKUUwLSpcrhYgIJTFZF2MpelO1Pc85SSUj3nKQX72bmsUaR7+K1xzRCPpQ4qmt1mcE1+gPph40He+HUrWw9l8Oav25i2aBd39WjAyJ4NqRbkV2ltuFhl5TrYtD+djfvS2JWSSYPIIFrVDqdFTBjBF6jsw6kcB8t2pjJ/6xFSMrJ54srm1I0IqvTnfeu3bWTnOelYvzq5Difr96bx3sJd/H1w81KPT83IJmHudgA27U/njg+W8/GormXu2ZyxfDf/Wb6Hf1zVgh6NoyrsdcjZFa5VV9ocpwvfHpECCk6XqOw8B6t3H2fR9iMs2p7Khr3HPeYF2G0G7epWc/cqtat7+nlKlclmMxjSJobBrWrx46aDvPnrNjYfPMGbv23ng8VJjOjegNG9qm6Ays5zsPnACdbvS2PD3uOs35vGtsMZOEqZ5GEY0CgqmJax4bSqHUar2HBaxoaXr4fFkQuHEyEoCsJrY5om2w5nMH/LERZsO8LyXUfJKVJ2YumOVN65syMd60ecz8s9oz2pJ/ns92QAHhvUjIysPEZ/tJKPlibx196NqB5c8jPy1m/bycjOo3HNEI5m5rB+bxp3fvA7H4/qctYLE1YmHeXpWRtxmnDXtBVMHNaOIW1iKuW1Ffftuv0cPpHNyB4NKvUPGCtzOkvOcSqgoTrxJgWnS4TTabL54AkWb09h4fYUft+VWmKeUuOaIa6g1DiKro0iLFUSwGYzuKp1DFe2rMXPiQeZ9IsrQE2eu53pS5IY3r0+o3uW/uV4qcjJc7L10Ak27Etj/d40Nuw7zpaDJ8h1lPySiArxp02dcBpGBZOUksnG/WkcSs9mx5FMdhzJ5Jt1+93H1o0IpGWMK0y1rB1OTHgAdsPAMAxshitE2wC/tB0EJC/Af88C/JIXY8vJAOC4b01WOJqwODuOVc6m/GHWIw8falcLpHfTKNYlp5F4IJ1b31nOSze25rr2dSrl/Zn061bynCa9mkRxWaNITNMkPiaMxAPpfLB4F48MbOZx/O7UTGYs3w3A80NbUj3Ij9veW8a65OOM+OB3PhrV9bRz9dJO5fLgZ2txmhAV4kdKRg73fbqaoydbccdl9Svl9RVt90Mz1+JwmnSqX522datV6vNZVcGn3mPJFU0OFwtQcLqI7T9+qsg8pRRSMjznKUWF+OeXCKhBj8aRxIRb/9Jtm83gylYxDIyvxc+Jh3jj1238cSCdhLk7mL44iTu7N+DuXo2IuJABKjsDju2C1B1wdCcc3QFHd8HxPeAbBCE1ISQ6/2fR36Ndt6BIsJU+Kflwehb/XrCTlbuP8ceBdI9enALVg3xpXacabWqH07pOOG3qhFMrLKBET8SRE9ls2p/mHsbbuD+N5KOn3LcfNx30OD6SNHrYNtLTtpGe9g1EG0c99qebQQSRRbXcw1zBYa7wXQxAri2A3FrtCWzUHaNeV071bMJL3x5i/fZkZn2+BntiKFc3DcGWnQbZ6ZB9wnVCux/4+Lt+Fv3dLwQaX+56z05j26ETzFqzD4BH8wOSYRg8cHljxnyymumLkxjds5FH79orP20h12HSu2kN9zDbJ6O6ctu7y1i95zh3Tfud6Xd1KTG8aZomT369gX3HT1EvIohv7+/Jyz9uZsbyPTw9ayNHM3J44PLGldYTNHX+DneP4rwtR6pucCqo41Rkm8oRiBUoOF1E0k7lsmxnKovyq3TvTMn02B/kZ6drw4j8eUquApQXaze/K0DVYmB8NHP+OMQbv2wj8UA6b8/bwYdLkrizWwPu7tWQyDNMCj4n2Rn5oaggGO2E1Pz7GQfP/NiULWfeb9gguEZhmAquiTO4BitSfPliSy57c0PwN210MhyEB0BcpD+NIvxpWN2PetV8iQgwMJz7wJkH6bmwMdc1lObMc90MGxh2atjs9LXZ6etnhzg7NLZzKg/2n8hhX1oOe4/nkHw8i9jsnXQ119OU3Z5vgenLSrMZi52tWOBoxSazAfFRvtwcm0LvgB3Uy9yAfd8KfLOO47t/KexfCkAg8BxAwX+Kbfm3c2DafDCaD4GOd0HDPoWrueZ7fc5WnCYMahntESQGxteiWXQoWw6dYNqSXTw0oCkA65KP8936AxgG/P3KwvlPrWqH88nortz+3nJWJB3juimLeWxQcwa0qOn+f+WLVXv5bv0BfGwGb9zSjvBAX174UyuiQvx549dtTPxlKwAPDmhybi+yDPYfP8UXq/a678/berhSnudiUOpadQXByQvtESmg4GRhOXlOVu855hp+25bC+mLzlGwGtK1bjV6NXVe+ta9XHT8fC63bfOoYOB2u3habT+HNsJf4Yjwdm81gUEtXgPrlj8NM+mUrm/anM3X+Dj5amsQd3erzl16Nyhagsk+4eoqKB6OjOyDj0JkfGxgBkXEQ0Qgi8n9WbwB5pyDjcP7tUMmfmUfAdOZvOwRscL0uoCvQ1QCKd56l5t8qQCAQl38rVa3W0KgvNOqHf71u9PALogfwOK4vrhLB2+mE1G2QvBz2LHf9PJYE/iHgH8ZxZyBbjhukm0HYA8PoGt+Q4NAI1zdeXjY4cnDmZXP42An2px4nJe0E0c4jtGUnJP7PdaveEDoOh3Z/hpAabNibxg8bD2IYlBiOs9kM7uvfmPs/XcMHi1yFVUP8fXjxh80AXNeuNvGxYR6PaVOnGh+P6sqIab+z9VAGd3+0krZ1wnlkYDPqRgTx7DebAPjbFU1pX6864Ord+tsVTQkL9OWf3yW6quD3aljhk/HfWbCTXIfpDoNrk49zLDPnkh6iPp3SyhEUXlWn6CTeo+BkIaZpsuXQCffw2/KdRzmV6/A4plGNYPc8pcviIq1TeTs7Aw6shX2rYO9K2Lca0vee4QGGZ5gqHq7c910/DZudK2w+DAjy4XgdJ8nHc0jLNnEssbN+mZ3YiFAa1AjD39fX8xzOPNcXe+oOyDx85tcQFOkZjCLjIKKh6/fA6uV7Xxx5cDIVMg6RkbqPH5atZ2fSTmpwnBifdNpH5BJtS8cwnWDPb7vdF2y+pdz3KWW7jyuYOR2u11rwu+k4zbY8CIuFRv1cPTshNU7/X6i03kqbDWo0c9063FlidzXAnnSUv3+8itT0HGpu8ue94Z1oFRvOyt3H+GbdPn7YcJDUIuUvDAOasofbfX7lZt8lBBzbBb88B7/9C5pdyaFkg3/5ZBIXGUDTpd8X9rT5BkJYHYaE1WZh9aOsPB7MfxZtpmndaJbuTMXPbuPhgU1LfW3t6lZj3qN9eWfBTqYtTmJd/qTxID87J3McXNYogjF9SsbNkT0a8PHSJJJST/L9+gPc3Lnu2T4BZXbkRDaf/r4HgKevjmf8d5vYeiiDhdtTGNo21uNYh9Pkn98lUiPUn7H9GldYG6yktAngWnJFrEDBycsOpJ1yD70t2p5KSka2x/6oED965Pco9WwcRawVlphw5MGRzbBvpSso7VvtugLLLDk/5/RMcOa6bufAAKrn3yg6behY/u1sgiKLBaNGhbfAaufUljKx++AMrskXW3J48YdDHM1sBbTihg51GHpV8zPWH7pYdWoQwayxPRj14Qq2Hsrg5n8vpXqQHwfSstzHRAb7cVXrGK5pG0vDqGAmzP6DZ9bUY0LurdwavIr7wxZR/dg6+ONbBoDrX6o0YG3J57MBL4NrqHAR7LLVZ7DtT9TpdjN1qpdSIsGRCyunUW1ZAo8HhHPPkFG8dbgt038/wMkcB9WCfJk0rD12W8ngaBgGwzrX46UfN/PZij2lBqflO1OJrRZ4zuUZ3lu0k+w8J23rVqNH40j6NqvJ1kMZzNtyuERw+n7DAabn17Pq26wGLWPDAdcfX7kO06PnOSfPyaH0rDK152BaFsM/+J0B8TV5bFDpJR4uFHePk63kWJ2Ck3iTgpOXfLw0ielLkthxxHOeUqCvnS4NI+iVX3iyWXSo5z8cF5ppQtre/ICU35O0fy3kZpY8Nqw21O4AtTtB7Y4Q2w58gz17P5x5xX4/zTbTefZjnA5MRy5b9h/n1z/2c+BYJj44CLCbdKobxmUNwwjx94Vq9Ss3HJ3BHwfSeXrWRlbudqW6ptEh/PPaVnRtFHlB23Gh1Y0I4st7uvPAp2uYu+UIB9KyCA3w4cqWtbimbSzd4yLxKVL+4vVh7bixYx2enLWRD1J68EFmD+5omE7ztEWkpGfSsnYEA1rGevYmZmdAWjKk7cVM28eplCSCyKKhczdv+71BXvJc2Pasa+K5Ybg+y9vmwM9PQspW93OHHniAfwTX4P6eI/jcGEjnls2oFX76gq83dKzNaz9vYfWe42w9dIKmkf5wfDcc282WzetZtXwNvwbV5/G/PYFPYKjHY1dsTmL7oXRu7tXaI5gdy8zhk6WuOWf393NNPO/btAbvLNjJgq1HcDpN978DTqfJlPzaVOAa3nvjlvYAPPvNJj77PZlZY3u4hyjf+HUrCXN3MO2uzvRr5pqA//Gy3fxxIJ1/XtvKox3vLdzJlkMnSMnI9npwopTJ4QVNdSo5iRcpOHnJiew8dhzJxGa45lwU1FNqX68a/j5eXBYiKw32rykcbtu3svT5P36hULu9KyAVBKWw09W4sbmGlSqBATRvD82uMpm39Qhv/LKNtcnHYQf477Zxa5d69IuuSdvq4VQLvHDzRDKy85g0ZyvTliThcJoE+dl5aEAT7urR0Cv1srwhNMCX94Z35qvVewkP9KVPsxpn/Gx3bxzFDw/24u15O3h73g4+3hUGXIWfj40Ft/WDM4QZA/h+xR5e/HIRd/rM4R7/H/E7tB5m3AD1ukGXv8Caj2HHb64HBEVC33GueW+/vwsn9hO67BVG2t+AHY3BP9R18wuB4CiIuxzi+oFvIDVDA7i8RU02JW4k9ctHIW226+pBoBnQzAfIgdzXpkH7W6H1TXBoI3mJ39Ju1wI6mE62Jt1Ji1sngF8wAO8s3ElmjoMWMWFc3sIVbjo1iCDIz05KRg6JB9JpVdvVq/Tr5sNsPniCAF8bWblOvlt/gEcHNmN36kk+yg9fc7ccdgenRdtSAJi/5Qj9mtXE4TT51/eJZOU6ubpNDN3jXFccnsjK5bMVrjpZqZk5pJ3M9WqV9YKhutKXXBHxHgUnL7mmTSyNokLo1ijSe/84OXLh0Mb8eUmrXD9TtlLinyXDDtEtoU6nwqAU1eS0l9h7g2EY9GtWk75NazB/6xHe+HUba/YcZ/qSJPeQRoPIINrUqUbbutVoV9dVHLKi1y4zTZPZGw4y/rtNHEp3DbsOblWLp6+Ot8Yw6wVmtxnc1Kns84ACfO387YqmDG0Xy1Nfb2TpzlTG9G50xh6gAn/qUIfPVzdkbt5o/nr7i7D8TVco2rPUdQPXHLHLxkCvRwt7H7vf75qUvmyK6/+Bw4klT77iPVfvaZMrIK4//8yZTaTfT9gP5/+/4hvMMf9YVqaFccisRi/bBurnHYYV77puFPnH1oAWuz7EmTAP29A3SInuzvTFuzBw8vAVTd1zy/x8bHSPi+KXPw4xb8thWtUOxzRNJuf3Nt3VoyEb96WxcFsKCXO3s2xn4RUF2w+7anCZpunu1U7c7wp3u1Iy3DXeNu5LcwenmSuSycjOc59jR0oGHeqVc25fBSgYqittkV91OIk3KTh5Sd2IoAuyRIWbabomSe9bVTiB++B6yMsqeWy1eq5wVBCUarUBvwvY1vNgGAZ9m9WkT9MaLNyWwper97Iu+ThJqSfdt4LikHabQbPoUNrWrUbbOuG0rVuNJjVDPIaQzsWulEye+d9GFub/hV8/Mojnh7akb7PT1yeS0sXVCOE/d3flQFoWMWUITQC+dhv//Wu3wg2D/gXdxsKCV2Dtp9BkAFwx3jVkW5TdF1rf6Lod3gwnDrh6onIyXD9Tt8Pm7yF9HyTOgsRZ1AQwYIGjNb49xxLf63ouf20BR3NzuL9/YwbM20ZXNpLQbC3hexfgrNmCqQeb8/nJ9jTxOcSztvepnbYbPv4TUcAfdsAO5q+N4dhwaHc7BEcypF4u1bbOJ2/tWujzOIt3prEu+TgBvjZG9WzI1oMnWLgtxd1TZDNcgWProRNgmhxMO+UOQ4kH0nE6TTblByiA9XvTAMhzOJm2OAkAH5tBntNk15FMrwan0soRFAzV6ao68SYFp0vVyaOFQ20FYelkKde4B4R7DrfV7njGK60uFoZh0LtpDXo3db2W4yddy22sSz7Our1prE0+TkpGNokH0kk8kM6nv7seF+hrp1XtMNrm90y1rVONuhGBZ6yHlZXrYMq8HUydt4MchxM/Hxv39Injnr5xFd6jVZUYhnH+vXRhsXD1RBjyeulrdxRXs7nrVtzgl2H/avjjO0haCDWa8ZE5hGeWmXTbHUkbx06OZubQuGYID17ehN2pJ/lmncE/gwbz6pOf8b81e3l55jqiQvy56fprGPhRM57wnckdPr+4rqgseM2p22HO0/DbPyG0Ftcd38N1vkA6/PHCl7zivBcb0fyz8Q6i/vsmkXZf7onqxrsp8eThw2ODmvPqj5voeGQW5ut3E+IbRQvjNv4w65ORncfeY6fcPU/g6nEC+OWPw+w7foqIYD/6N6/JF6v2sjMl4/ze+/Pk7nGi6FBdfo+TNxokkk/B6VKQmwUHNxSZwL3KVZ+oOLufq25P0aAUGVe2L5SLXLUgP48gZZomB9KyWL/3OGuTXYFqw740MrLzWJF0jBVJhZfoVQ/ypW3darSp4xria1OnmvtquHlbDvPsN5vYnb9ocu+mNXh+aEsaRgVf+Bcpp3e+n3HDKPzDIl//Yyd5dvlclu5MZeVuV9X1J69qgY/dxogeDfhm3X6+WbufJ65szr/nu/5/vKtHA66Ij6Zbi/o888cIJjpvxebIok3danxwZweMbT/DivddpT2O7wHDzhZ7E6Jzk2nBDv7LExz0j6L+LldRVgN4gvmM8K/G4eBmtEypywD/ZTQx9sIJCOUA//N7irfyrmOK41p3ZfkCSaknSTuVy8+JrvNd3742MflhdeeRUi4AyWeaJjNXJNOqdrh77tXpTJ2/g0m/bOWLMd3PemzR8xfwuDZGi/yKBSg4XWycTlfBxr0rC4PSwY2lX9YfEec5L6lWK9cyF+LuzYitFsiVrVyT2p1Ok50pGe4gtX7vcRIPpHPsZC7zthxh3pYj7sfXrhZIrfAAVuVfLVcrLIBnrolncKtaF221djk3daoH0buJa05drsOkZ+Mo+jZzBfMO9VxrzK1LPs5DM9ew+eAJgvzs/Lmra527p4bEM3/rEY45/AF/7h7UBSM0ylUbq8OdcGAdZKZA3S7UtwWxO2k7tgV/Jyz5N+pz0NVT3HWMqyErpxGdeZjok8th43KaGHDUDCGl3X3kJS0mPm0hj/h+QXvbdjYkT2T7/hTutf+PaNtxXsm9iQ1705if/9nu36Im2fnL/pwpOH2zbj9//2oDkcF+LHi83xkLgX6+MpmsXCc/bjxYIjhl5TpK7ZUtGowMjwKYrp+6qk68ScHJ6jIOFykquco1XJCVVvK4oMgi85I6QGwHCKq8leovRTabQeOaoTSuGcqNHV0L1WbnOfjjwIn8nqnjrN+bxo4jGew7fop9x09htxmM7NGABwc0Pe2CsXLpurVLXeZvPYJhwJNDWnh8yY/s0YAHP1vL4u2uIfJhneu6LwRpEBXMyJ4N+ff8nXRrFEn3/LX03GLaun8NAJo1aQaNv4JNX7uucm13OwTkV0Tv9Sjsmg8nDkJ2Ol+sPcj43a0ZU70DCw73odaRb3nJ733629fScNVdXJt3iga+ritluxh/MGNxED1OLeYG/6V0OXEP++teDcCu1EwcTrNEPSvTNHlngasHLTUzhw+XJnFv39KLcB7LzHFPTt98MN1j35aDJ7hm8iKGd6vPk0PiPZ+jyO+eHU4aqhPv07/0VpJzsmT17bQ9JY/zCYCYdq6epDr5wwfV6leJIbcLzd/HTru61WhXtxp35s87Ts/KZWN+gOraKJKm0aFnPolcsga0iOavvRvRICqYFjGeS7sMbhXDv0L/4PCJbOw2g1E9G3rsf3RgM5pFh7qHj8/KMKDV9SW3+/i5rvbLd/DUNtJ3b2X7oQy2HznJMmdP+nXuRvffx9LQkQQ2SDEiCPI1aJGzh/G7bsfmlx9FZt1Nnd6PM9AXBrOYzO8WEDbgMY8/wpbuTPUY7ntnwU7uuKw+oaWsYrB6T+GQ9x8HTnjsW5F0lJw8p/tiiqKcHkN1ReY4aXK4WICCk7c4HXBkS+GcpL35l0GbjmIHGq7lLWrn9yTV6QQ14yutLpKcXViAL90bR5XsJZAqx8duY9xVLUrd5+dj464eDXnpx81c2za2RBVzX7uN6zvUqfA2NckP8it3H3OvRHBZr4Fct+ifPOvzETvMGHbHj+WG+CDCv7qNJrZ9pJqhnIy5jLoH52Bb8DLvFIyerV6MM/EzTg18ieAONwPw3sJdANzapR6/70plx5FMpi9O4v7LSy5GXDCUDbDv+CnSTuUSHuj6t+tgfiX5g+klr+w1T9PlZFM5ArEABSdv+f4RWDWt5PaQWoXDbbU7QWz7wi55Ebmo/LV3I5rHhHJZwwtXKb5JzRAA9hx1XbAQEx5AdFgAPhH1uTv1EQCeqluLJk3r0j1nPJ1tW1jmbMH8266CbZ/B94+QSSCf53RjcMh2orN24v/NGNJqX8bu3DB+23wYw4C/9G5Ep/rVeeTzdXy/4cBZgxO4hue6NHT1XhUEpuMnczmV4yDQr3Cuk/M0k8PdPU4arBMvUnDylpi2roJ6se0Lh9tqd3JdPq0hN5FLgs1muJc5uVDqRQTh52MjJ3+Sd+P8IBUfG0ZS/tWf8bFhhAf5EhUZybzUdrSMDSM6LAA6joDm1zB1/l7eWrCXfx538Lnf83SwbWfZF68zxbwRgD+1q03DqGDCAlxfIZsPupZpWZd8nHlbjvD01fEYBqzbexxwFZ9NSj3JHwfS3cHpUJGepgNpp2hUI6TU11PaxRbqcRJvqhprP1hRu9tgXDLc9b2rKF/8tRBeW6FJRM6Lj91GoyLlMOLyA0l8kTlYBb+3r1sNgP7Ni4S74EjqR7t6yBzYmcFVALQ7/DWb9qYS6u/DuKtcta4ifXP4c+QWwshgwdYjPPbFej5etpvfNh8icX86WblOwgN9uaq168rVohPEiy76fDDNc7iuaDCylTJU51RwEi9Sj5O3qCyAiFSSptGhbD7omoxd0OPUMr8UQN2IQKoFudZtfHRQMxrXDOGuHp4T1xvVKAxelw0ZwYk5nxCdd5SBtpV0GTiSmkY6fDEWNn/HC3lZjPWP4P9++hsBmeHEYLDjSCapmTkAtK1bzb1u3sJtKTz59Qbu7NaAQ2lFe5w8g1N6VmF5laJX9WlyuFiBgpOIyCWmYJ4TFAanPk1q8PAVTT2WUalTPYj7+pecm9S6djgDWtQkJjyQG7s0IiftLljyGk8FfU20EQP/fgtOuJYuctgDiHEc5a3spyEA8kwbH+6awM6oHvSxraN1RD+a13IFp73HTjFj+R52p57kRJF18YpPEJ+35TAAbeqEeywM7Z4cfl7vjsj5UXASEbnENClSIqMgONlsBg+UMoG7NL52G+8N7+y+73/ZaFj1LrHZyfDzONfGqKbwp6mcCo/jp5fv4DrbQkzAx3Byc/ILbD/ckvZ+y0jf+hnBPb7i+/CXOZFjMvrU/R4LEoNrjlNRcxJddaauaBHtsb2g78k0TTbtT8Pfx0bjmioHIheW5jiJiFxiWsaGYRiuivaRwX7nf8KwWPjLPOjzhOtClra3wt2/QZ2OhIRWY0bM34nP/oAuxsesczYi1DxB+6xlroee3I397a60zF7LZeY63vJ9C9OZ53H6A8ddPU6maZKake2u7TQgvlhwyk9OJ7LyuOHtJdw4dSm5DiciF5KCk4jIJaZuRBAf3tWFaXd1rrglgCLjoN8/XIHpuqngX9jTc32HOmThz9+ubMN9ufeTaoaSZgbxdO4ITJ8AcOZBSDT4BNLPvo4Hfb4EIMDmAEz3HKe7P1pFxxd+ITvPSZ3qgTSv5dmbVPBadqVkkpXr5PjJXHalnH5pGJHKcMkHp+TkZPr27Ut8fDxt2rTh888/93aTREQqXe+mNUpUM68st3etx/rnBvLny+qTHVKPftmv0y17Mt/6D4FhM6DNMBgxG66dDMDd9tn8ybaItX6j+ZfPBxxMz+JA2il++eOQ+5w3dqxTIvQV3Nt3vHBo748Dnku5iFS2S36Ok4+PD5MmTaJdu3YcPnyYDh06cNVVVxEcrNXrRUQqgmEYhAUUrsP3+wlXxfIWNUIwmnSHJgNcB0bGcXDOG9RKX88kvykA3O7zK7NO9uD79XEAtKtbjSm3dyAmPKCU53H9TM4v7gmupVyubVdJL0ykFJd8j1NMTAzt2rUDoGbNmkRERHD06FHvNkpE5BLlWUOq2B+ohkFKlyfcdx2G62/38b7TWLx4Hnfaf+KJsJ+JDfMrdYix4Kq6vcfO3OOUletwLzcjUtG8HpwWLFjANddcQ2xsLIZhMGvWrBLHTJkyhYYNGxIQEEDHjh1ZuHBhuZ5r5cqVOJ1O6tate56tFhGR0jQopfhmUXU7DOILR292OGNYNWAm6UYILWzJTMv6G+N9P6Tbjkmw8ctSz12QpbLzCieEFy2qCa4J5iOm/U73Cb959EyJVBSvB6fMzEzatm3L5MmTS90/c+ZMHnroIZ588knWrFlDr169GDx4MHv27HEf07FjR1q1alXitn//fvcxqamp3HnnnbzzzjuV/ppERKqqhmcJTuFBvrwX+RgDcl+jVvPubL38fRaZbcgzbaSTPxl8wauQsg2OJ3s81qBkL9Sh9GyO5hfbBPh911GW7TxKjsNZouyBSEXw+hynwYMHM3jw4NPuf/311xk1ahSjR48GYNKkSfz000+8/fbbTJgwAYBVq1ad8Tmys7O57rrrGDduHN27dz/jcdnZhd276emadCgici48glPN0tefm35XFw6mZ1EvMoh6Pa9kd4tePD13G0NbhNPtmz6QsgUmd4LA6vDAWsg9BYHVaZ8xn2G+X/KhYyC/OjviazfIdZhMW7yLRwY2A+Ddhbvcz3NEw3VSCbwenM4kJyeHVatW8fe//91j+8CBA1myZEmZzmGaJiNGjKB///7ccccdZzx2woQJPP/88+Vur4hIVVc/Mogaof742AzqVg8s9Zha4QHUKjL5u35kMBNubOe6c3gMzH/J9fupY/Dd3+CPbyCwOiMzU7HZnfS2b+DV3JuIvOpJnv82kbd+286i7Sk8eHkTfttceGVe8lHPwpqlyc5zMHfzYUL8fenZJKrcr1uqDksHp5SUFBwOB9HRnkXQoqOjOXjwYJnOsXjxYmbOnEmbNm3c86c+/vhjWrduXeLYcePG8fDDD7vvp6enaz6UiMg58Pex88vf+mDYXAsOn7Pej0PNeNi3Cpa8CZu+cm3PPIINWOtsRDvbTu7x+YagvKb0jpnPnw8MY80e+MdXGzwWAN577MxznD5ZtpuJc7aSmpmDn93GumcHEuhnP+NjRCwdnAoUv7rCNM0yF3Xr2bMnTmfZKsv6+/vj76/Fd0VEzkd4kG/5H2z3gZZ/gga9YNnb4MwF/3Do+wQOp5Prv23Aj35P0NS2D+b+izjg56j9/OtYf9pnbmelvSmfO/oCsO/YKU7m5BHkV/KrLvnoSZ6atdF9P8fh5OjJHGr7ld5LJlLA65PDzyQqKgq73V6id+nw4cMleqFEROQSEhwJrW5w/d7nceg2FnuP+/m/69vykWNg4XGGjdCMnbzo+x7DfObxfz7v0zXKNVl8Z0om8c/8xP/W7nMfnpXr4MpJC+j18lwAOjeoTlSIa1matJO5F+a1yUXN0sHJz8+Pjh07MmfOHI/tc+bMOeMkbxERuQQMec1VcbzbWPemW7rU47a7H8dZrSHUbAl/XYjZcSRLTdf0C1/DwceZf+VV36mE4hqqe7pIz9LGfWlsPnjCfX9Qy1qEB7p6yNKzFJzk7Lw+VJeRkcH27dvd93ft2sXatWuJiIigXr16PPzww9xxxx106tSJbt268c4777Bnzx7GjBnjxVaLiEil8w+BBj1KbI5vEAsPrAbTCXYfjGsm8sKuhTQ6+CNv+U3Gz8zmRvsCbrQvYK0zjqnOmzDNgRiG4RGaAK6Ij+b7DQcASDul4CRn5/XgtHLlSvr16+e+XzA5e/jw4UyfPp1hw4aRmprK+PHjOXDgAK1atWL27NnUr1/fW00WERFvs9koOmjSIDKYH/d34Q9nPVrYCuv8tbPtYJL5GikbOlHj0EJq7cikBh04QjXu6RtH/chgd49T0eD07br91KkeSKva4fy86RBdG0UQFaI5sGKB4NS3b19M0zzjMffeey/33nvvBWoRJCQkkJCQgMPhuGDPKSIi5Vc/MohcfPhTznhm3tOLwMUvU2/rhySZ0bQwduP39a1g5jIAiPePYM1V3zOka3MA9zp76fnB6X9r9/HgZ2vxs9v4++DmjP8ukea1Qvnxod7eenliIZae4+QtY8eOJTExkRUrVni7KSIiUgb1I4MAyMaPOpGhNLvtZQKf2c/XbaaSbgZhMwt7k2KNo/Ta8i9wuv44ds9xyg9Or8/ZCriutCsYxis+xCdVl4KTiIhc9OpHuiqWB/jaiAx2XSWHzU7fdk15J28IACm+MdyY/Qx5po2wnd/BrHuAIsEpK4+DaVnsTi2s/xTsXzgwk52nUQhRcBIRkUtAu7rV6FS/On/uWt+jzl/3uCjqDx3HC7m3c3vGg6w0m/Nm9XFg84H1M+HgRmI5TG2OkHYql10pmR7nPZmd5/595xHPfaeT53CSouVeLlkKTiIictEL8LXzxT3deerq+BL7buzSiGW1bmWLWQ+AJv3+DM1dvVB8Ppxblg7lB/9x+JzYy76UYx6P3VkkSG09VLbhulEfrqTTC7+U+Xi5uCg4iYjIJc0wDO7u1QiAmqH+DGpZC9rnr12auh0bTsKMk7yy93aumjOAp30+ZrBtOQBHM3Pc53nsi/UkHz3zMi4A87ceAeA/y/ec5Ui5GCk4iYjIJW9o21heuqE1H4zojJ+PDeL6Q7MhUK87ya3vdx8XlHeMUT4/kOD7Jh2MrYRykgfsXxFn7CMnz8kXq/aW+TmnL0nirV+3VcbLES/yejkCK1I5AhGRS4thGAzrXK9wg80Ot/4HgLS9x1i1dhVNjH3Utx0hhJPYDJMEvzfxJY8oI50bg/6g99En2Xf81Bmfp/gE8tfmbOWatrE0iAqu8Nck3mGYZyuiVIWlp6cTHh5OWloaYWFh3m6OiIhUguSjJ91r1/mRSxBZfOP/DPWMQx7HbXA24C85j5AbEsPsB3pRMyygxLkOpWfR9f9+9dg2pk8cfx/cvPJegJy3c/m+11CdiIhUaWH55QgAcvDlOKFMqPkyvzjas9YZ597X2pbEo74zScnI4ZNlu0s9V9E5UQX2n6WXSi4uCk4iIlKlhQX4cE3bWJrXCiU0wIfmtUIJqtGQ0bmP8aecf/JIrWnkhdYB4Ab7Itb5j6bujk/578pkNu1P8zhXacGptG1y8dIcJxERqdIMw+CtW9sDkJXrwMdm8ML3f7j3B0Q3wRy6gbXPd6KdbQfhxkluOjSRO7/yI8+2gozB99O1R3+SUjI9yhcUSFVwuqQoOImIiOQL8LUDrl6oAvUigvC12xib8wB97eu43+drahnH+MjvJQC2zDvIvpa/0ffVeaWe82imimFeSjRUJyIiUkxIseAEsI8azHAMYHLenzyObZabSObnY+li/EFpjmbmnHUxe7l4KDiJiIgUExpQOGG8bn5wmnZXZ4a0jsFoPoRTph/pZhCnTNe6eE33fcl//f/J274TaWtsp3HNEF67qS0AuQ6Tm/+9lJkr9ihAXQIUnERERIqxF1nvrl6kKzj1a1aThNs70C6+BYNzJnB59qu8WPMV5jg6uo8dbF/BB36vMLpHfW7oWIfA/KG/FUnHeOLLDXT9v185fCLrwr4YqVAKTqVISEggPj6ezp07e7spIiLiBWmnct2/hxXpfQLo1TSKPcQQFBnL2Dtu4a95j/Bwzhj3/kjjBN0Pfgy7l3K//3fUoHD9u8Mnsvlk6W6OnNC8p4uVCmCegQpgiohUTQfSTtH75bn0bBzFtLu6lNi/7/gpAnxsRIb4M2P5bsZ/vZo3fBO40r6ixLFfOXrycO69JbZPG9GZtFO5bD54gieubIZhGCzensLBtCxu6FinUl6XlO5cvu91VZ2IiEgxMeGBrHr6CoL9Sv+arF0t0P174xohZOPHmNy/4Z+bw+d+z9PGtsu9/3r7Ir529KS+cYifHJ04QnUA3vh1G2uTjwPQo3EkLWLCuP091+LCTaJDaFOnWuW8ODkvCk4iIiKlKD5EdzqNa4a4f8/Gj5tynmXL423h5FFOvn8NQeZJPvZ7EYD7fb7mrpzHaWzsZ35yG8D12INpWazLD1EAv/xxWMHJojTHSURE5DxEhvjTpUGE+/4t3ZpARCOo04lptZ9jhzPGvS/aOM5s/3/wpt9kfvF/jABcc53ynCbr9xZWIV+yPYXZGw5w90crPeZbifepx0lEROQ8zfzrZThNOHYyh4ggP/f23dUuY+D2l7nGthQnNt70m+zeV8NII97YzWqzKUczc0hKLaw6fvRkDvfOWA3A6z9v4flrW124FyNnpB4nERGR82QYBnabQVSIPzZbYSmDQF87DuzMcvbkG2d3Zjs8J5p3sW0GTA6nZ7E79aR7e0ZWnvv3dXs918MT71JwEhERqSQBfnaP+0/k/oWpedeQEdsdgL/7fsYi/wexbfme7Dyn+7iM7MLglJKh0gVWouAkIiJSSYJ8C2fEDG0bywmCeDHvVnw73ObeXsdI4bHM1xhl/54NAaPpYdvAyRyHe39qhhYJthIFJxERkUoS6Ff4NRsfG8blzWsyrFNd/OOHsMbZmCl5Q9nobECQkc3TvjMI5SRP+XzicY5TuQ7SThZOEE/JyGbhtiNavsVLNDm8FAkJCSQkJOBwOM5+sIiIyGkULLlS8Pv7IwpXpLguZzwAvxnt+MJ/vHt7C1syo+yz+cQxgGxcE833HD1J66BwAO58/3cSD6Qz9c8dubJVrQvxMqQI9TiVYuzYsSQmJrJiRckKsCIiImUVUCQ4Bfh6fuV+dW93+jWrwUqzOVPyhrLFaOje97TvJ/zZ/ov7/p6jhRPHEw+kAzDmk1VMW7yLVbuPVlbzpRQKTiIiIpUkqEjl8aIhCqBDvepMu6sLn4zqyufVRnFi+G/Q82H3/s62LcSSQgTpJB9zBaeik8YBnv82kRveXsrOIxnsPJJRia9ECig4iYiIVJKic5z8fUr/yu3ZJIq5j/alU4MIGPAso+0vAHClfQXzgh7nK79nWZuUAsA9n6wq9RwDXp9P/9fm80vioQp+BVKcgpOIiEglKdrL5F+sx+l0FmbWIct0Lffi58yige0Q2Vvm8MWqvSzcllLqY5z588Q/XJp0Xu2Vs1NwEhERqSRFJ4cH+JQtOGXjx7uOIR7bpvm9QsysmxlgW0Wcse+0j3U4daVdZdNVdSIiIpXEc45T2fsq3si7npzQ+jwyoBF8+yAAPeyb6GHfBEC3rLc4QGSJxyk4VT71OImIiFQSjx6nMg7VTb+rMx0a1uT6UU9AxxHkNuhb4pj7fb6ijnGkxHZnfm2n2RsO8OWqveVrtJyRgpOIiEglCSgyObyswalvs5r896/daBgVDIDPnV/RM3sSzbOmMd/RBoDbfObyk9/jBJDNn2yLqEUq4OpxynM4uXfGah75fB2H07NKnN/hNLlr2u88+fWG8315VZKCk4iISCUp2uNknOG4MzFsdvaaNcnCn7cdQ93bg41sNgfcxSS/KTzn+xHgmiSemV1YvPn4qdwS51ubfJy5W44wY/keDe2Vg4KTiIhIJSkanEICyj+tuFqQ6yq7Nc7Gpe6/0r4CX/JomrOJzOzCsHQqp+QKGJlFakFlZOWV2C9npuAkIiJSSXzsNt69sxNv3dqeqBD/cp9n1r09ANcVdwvsl5XYn2va+bfv67yc9hi2xC/d29NO5bJxXxqXvzaPnzYdZHdqpkcvVFopPVJyZoapVQJLKLpW3datW0lLSyMsLMzbzRIRkSos+ehJpszbwd1da7IuMZHrFv/ptMf+I3cUXzh68/z1HRj3ledcJn8fG9l5TgC+u78nrWq71sCbk3iIEH8fusWVvFrvUpeenk54eHiZvu8VnM7gXN5IERGRC8nx+Sjsm7447f738gbzQt4dZzzHjNFd6dE4isPpWXT5v18B2Pl/V2GzlXdG1sXpXL7vNVQnIiJyEbIPeQVH3ydZ6ogvdf9onx941/dV7JSc51SgYKju2MnCIbtjJ3MqtqGXGAUnERGRi1FQBPa+j/No7l/ZZ0YyLW8Q3zu6cNis5j7kCvtqBtpWnvYU6fnBKSu3MFylZCg4nYkqh4uIiFzE9lGDHtlveWxrbezkW/+nAPi7z6fMy2kLwCkCPI5bujOVIW1iPK60O3Iim2a1Qiu51Rcv9TiJiIhcxJ65Op6uDSO4pXNd97YNZiOuy34egPq2w/wRMJKV/vfwjM9HRHPUfdz/1u6n9XM/M2LaCve2IxmeRTNX7T7G+G8TychW6QJQj5OIiMhFbWTPhozs2ZBch5PPViS7t7fu0gfWFR4XbGQz0udHWtqSuDPn72Tj596X43C6f08tNlR3w9tLALDb4Mkhpc+nqkrU4yQiInIJ8LXbiAopDEPVQoL5ptt/SxzX1baZRP+7GGT7vdTzFK08XtTmgycqpqEXOQUnERGRS0Swf+FAUlyNYK6+YiC7rvykxHF2w2RkrV2lniMzJ49ch5PNB9MpWrHIqepFgIKTiIjIJSPYrzA4NYoKwWYzaHjZNXT3+5Ibsp/1ODbu5Bqusy3EwOmxPSM7j8e/WM+Vkxby8bLd7u3KTS4KTiIiIpeIoov2NqwR7P7d19fOKrMZb+Rdx2anaxJ5VNYeJvq9zT32bz3OkZmdx9dr9gHw1m/b3dvV4+Si4CQiInKJOHSi8Iq4kCLDdscyXRO+J+bdxLCcpz0e87jvTN7yfZPhrVxr6R0vUgzTWSSIKTe5KDiJiIhcIoqGnqL++adW7t/TCOEfuaM89l9jX8bz22/geZ9p/L618Mq83CJX2yk4uSg4iYiIXOKGto3l10f68PGoLjSIDOKqEf/g26YTShw33GcOD/sUrn+XmVN4hZ2JkhMoOJUqISGB+Ph4Onfu7O2miIiIlNnbt3cgItiPj0d18dhuGAZxNULo1aQG8x7rR88mUWyLupzOWQn86mjvcez19oWASSgnudX4mTrGYQDynCWD0y+Jh/hk2W5y8pwl9l2qDNNU59vpnMtqySIiIlZgmiaGYZz1uNd/3sKb+ZO/2xg7+Cp+AT475gCw1hlHO9sOAGY7unBv7kMAtKtbjYTbO1C7WiBpp3Jp+/zPALSvV42v7+1RCa/mwjiX73v1OImIiFxCyhKaAPo2r+n+fb0Zh88dX7A9sDWAOzQBtDAKSxKsTT7Os//bSFaug3lbDru3r9lz/DxbffFQcBIREamCOtSrzhXx0R7bfqo1psRxDW2H6G1bx8M+/yWWFA6lZ/OPrzfw4GdrL1BLrUVr1YmIiFRRb97Snkm/bmVgfC0ADoa34ztHV662L+eYGUJ1IwOAj/xeAqCHbRM37HueDfvSSpyrrEOEFzsFJxERkSoq0M/OuMEt3PftNoP7ch/kvlyw42BHwB0ex3e0bcOfHI8FggvsTMlk0/50hrSOwW67dAOUgpOIiIgAkFOkbtN7d10GSffB0skex3SybWGLsx4phHtsv/y1+QBkZOVxW9d6ld9YL9EcJxEREQEgt0hZgX7NasKgf5HXoI/HMTP8JvA//6fwJ6fUc/zj6w00+Pv3XDt5Edl5jlKPuZgpOImIiAjg2eNUwLziBV7JvdljW20jlS0BI3jA/tVpz7Vubxrztxyp8DZ6m4KTiIiIAJRayNIntjUJjj+VWKYF4GHfL6hrHDrt+ZbsSK3Q9lmBgpOIiIgAEBMeWGJbwZVy/3FcToOs//DP3Ns99t9vn8VTPh8TzdESj52+JAmH0+RSqrWt4CQiIiIAPDigCX9qF8uHI7uc9phfnR04ZRZeVXezz3xG+/zA8oD7Sj2+zytzGfuf1RXeVm9RcBIREREAwgN9mXRLe/o0reGx/bFBzdy/J5kx9M9+jS8cvUs8fqT9By63rfLYtvfYKWZvOFg5DfYCBScRERE5o8tb1PS4f4BIXsu9qcRxz/h+zPt+r9HF+KPEvjV7jnHlpAXM23KYp2Zt4OdNF2eY0iK/Z6BFfkVERFxVwf9v9h+8u3CXe9vPf+tN01lXw4G1pT7mn7m3875jiPt+aIAPJ7LyPI5JenFI8Yd5xbl83ys4nYGCk4iISKFch5OsXAcBvnZ87TbIOAK75jPl24XcmzO9xPENsmYAp68innBbB4a0iam8BpfRuXzfa6hOREREysTXbiM0wNcVmgBCakDrG/nMdjVOs2RAijP2n/F8//o+sTKaWakUnEREROS85Jk2+uS8zn4zwmP7r/6PMdi2nBH2H0tMGgfw97VfqCZWGK1VV4qEhAQSEhJwOC69UvEiIiIVzWGa7Dej6Z7tWtfuQfuX/M33SwDe9nvDfVzDrE8wi/TZXIyzhdTjVIqxY8eSmJjIihUrvN0UERERyyu+Ussvzo6lHveW72TCyHDfrxHqf9GFJwUnEREROS/OYuFnk9mAN/P+VOK4q+3LSPB9k6ttSwGTFUnH6PyvX0lKybwwDa0ACk4iIiJyXooHJ4DX827mf47uJbb3sm9kst9b9LWtBSAlI5sHZ6494/lzHU62HDxhid4pBScRERE5Lw5n6YHmsdy/8ueccTyW+5cS+66y/e7+/Ww9Tg/NXMugSQv4z+97zq+hFUDBSURERM7LKze2KXV7Dr5k1+vN544+/DXnIY99fe3r8MVVEDPtVC6r9xxz71uyPYV+r85jyY4UAL5ffwCAKXN3VELrz42Ck4iIiJyXK1vFsPH5QVxdSjHLyxpFAkaJCeM1jeNsC7iTyb6uq+6un7LEve+295azKyWT295d7vGYnOKz0L1AwUlERETOW4i/Dzd3qgtAi5jC6tt2m6swpgM712c/x3Jnc4/HXW1fTlLAbfzH9wUOHU0743Pk5Ck4iYiIyCWid9Ma/PRQb768p5t7m4+tsKL4arMpw3KeKfWx3e2JTJj46hkngFshOKkApoiIiFSYZrVCPe7bbWXvo2llbqPhuNke2x4ucsWdhupERETkkuZjM3j95rb0b17TvW1Y9tOscjYpcexonx/40u9ZbrAtcG/7as0+9++nu3rvQlJwEhERkUrTtm41ru9Qh6l/LpwcvtxswQ05z3N99nP85mjncXxH2zZe85tKDY5f2IaWkYKTiIiIVLhfH+nDe3d2oktD18K/vnajxDGrzaY8kXs3GWZAiX2P+3xGGNarKK7gJCIiIhUurkYIA+Kj3fcNo2RwAjhCdTpmT+W67Oc9tt/ks4D1AXdTk2OlPs5bFJxERETkgqoR6u9xPxs/1ppx/CevP6dMP499vweMpb9t9YVs3hkpOImIiMgF5e9TMn6Y2PhH3mhaZE8vse8Dv1cZaFtxAVp2dgpOIiIickH52Qvjx8s3tOHmTnU89t+Z80SJx9zv83Wlt6ssVMdJRERELigTmDG6K6dyHAyIj+bmznUZ3CqGu6a7epUWONvSNOtDtgYMdz+mtS0JA9VxEhERkSomJ89Jj8ZRHpPH+zWvyXt3dio8Bl9uyvasMv60zydnrCx+ISg4iYiIyAWVkZ1X6vYB8dEMLBKmtpqeQ3i3hm8CBScRERGpSk5k5Z523/FThfvSCOZk7R5sddYGwJ6XgZF5pNLbdyYKTiIiInJBnWnllMuLLM3yyBXNCBr9PQNzXmZA9sssunYJhEaf/sEXgCaHi4iIyAVxW9d6/Gf5HoZ3q3/aY+7q0ZDosAC6x0VSM6ygorjBdrMOeab3+3sUnEREROSCeO6algxtG0uHetVPe4yfj40/ta/tsa15rVA2HzxB10aRld3EszJMb09Pt7D09HTCw8NJS0sjLCzM280RERGpkhxOk+w8B0F+ldPfcy7f997v8xIRERE5A7vNqLTQdK4UnEqRkJBAfHw8nTt39nZTRERExEI0VHcGGqoTERG59GmoTkRERKQSKDiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIiEgZKTiJiIiIlJGPtxtgZaZpApCenu7lloiIiEhlKfieL/jePxMFpzM4ceIEAHXr1vVyS0RERKSynThxgvDw8DMeY5hliVdVlNPpZP/+/YSGhmIYhreb46Fz586sWLHikm1DRZ37fM5TnseW9TEVcVx6ejp169YlOTmZsLCwc2rnxcTbn/XKfn5vf9Yr83Ne1mPPdkxV+Kx7+3Ne2W3w9uf8bI81TZMTJ04QGxuLzXbmWUzqcToDm81GnTp1vN2MUtntdq//A1KZbaioc5/Pecrz2LI+piKPCwsL8/pnoTJ5+7Ne2c/v7c96ZX7Oy3psWc93KX/Wvf05r+w2ePtzXpbHnq2nqYAmh1+kxo4d6+0mVGobKurc53Oe8jy2rI+p6OMuZd5+Dyr7+b39Wa/Mz3lZj/X2f2MrsMJ7oH/Ty0ZDdSIXqfT0dMLDw0lLS/P6X6oilUmfdbES9TiJXKT8/f159tln8ff393ZTRCqVPutiJepxEhERESkj9TiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIiEgZKTiJXKK+++47mjVrRpMmTXjvvfe83RyRSnHddddRvXp1brzxRm83RaoIXVUncgnKy8sjPj6euXPnEhYWRocOHVi+fDkRERHebppIhZo7dy4ZGRl8+OGHfPHFF95ujlQB6nESuQT9/vvvtGzZktq1axMaGspVV13FTz/95O1miVS4fv36ERoa6u1mSBWi4CRiQQsWLOCaa64hNjYWwzCYNWtWiWOmTJlCw4YNCQgIoGPHjixcuNC9b//+/dSuXdt9v06dOuzbt+9CNF2kzM73cy7iDQpOIhaUmZlJ27ZtmTx5cqn7Z86cyUMPPcSTTz7JmjVr6NWrF4MHD2bPnj2Aa6Xv4gzDqNQ2i5yr8/2ci3iDgpOIBQ0ePJgXXniB66+/vtT9r7/+OqNGjWL06NG0aNGCSZMmUbduXd5++20Aateu7dHDtHfvXmJiYi5I20XK6nw/5yLeoOAkcpHJyclh1apVDBw40GP7wIEDWbJkCQBdunRh48aN7Nu3jxMnTjB79mwGDRrkjeaKlEtZPuci3uDj7QaIyLlJSUnB4XAQHR3tsT06OpqDBw8C4OPjw2uvvUa/fv1wOp08/vjjREZGeqO5IuVSls85wKBBg1i9ejWZmZnUqVOHr7/+ms6dO1/o5koVouAkcpEqPmfJNE2PbUOHDmXo0KEXulkiFepsn3NdLSoXmobqRC4yUVFR2O12j7+6AQ4fPlzir3ORi5U+52JVCk4iFxk/Pz86duzInDlzPLbPmTOH7t27e6lVIhVLn3OxKg3ViVhQRkYG27dvd9/ftWsXa9euJSIignr16vHwww9zxx130KlTJ7p168Y777zDnj17GDNmjBdbLXJu9DmXi5GWXBGxoHnz5tGvX78S24cPH8706dMBV2HAl19+mQMHDtCqVSsmTpxI7969L3BLRcpPn3O5GCk4iYiIiJSR5jiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIiEgZKTiJiIiIlJGCk4iIl+Tk5NC4cWMWL15coef97rvvaN++PU6ns0LPKyIKTiJSQUaMGIFhGCVuRRdxFU/vvPMO9evXp0ePHu5thmEwa9asEseOGDGCP/3pT2U679VXX41hGPznP/+poJaKSAEFJxGpMFdeeSUHDhzwuDVs2LDEcTk5OV5onfW89dZbjB49ulLOfdddd/HWW29VyrlFqjIFJxGpMP7+/tSqVcvjZrfb6du3L/fddx8PP/wwUVFRXHHFFQAkJiZy1VVXERISQnR0NHfccQcpKSnu82VmZnLnnXcSEhJCTEwMr732Gn379uWhhx5yH1NaD021atWYPn26+/6+ffsYNmwY1atXJzIykmuvvZakpCT3/oLenFdffZWYmBgiIyMZO3Ysubm57mOys7N5/PHHqVu3Lv7+/jRp0oT3338f0zRp3Lgxr776qkcbNm7ciM1mY8eOHaW+V6tXr2b79u0MGTLkHN9lSEpKKrV3r2/fvu5jhg4dyu+//87OnTvP+fwicnoKTiJyQXz44Yf4+PiwePFi/v3vf3PgwAH69OlDu3btWLlyJT/++COHDh3i5ptvdj/mscceY+7cuXz99df8/PPPzJs3j1WrVp3T8548eZJ+/foREhLCggULWLRoESEhIVx55ZUePV9z585lx44dzJ07lw8//JDp06d7hK8777yTzz77jDfffJM//viDqVOnEhISgmEYjBw5kmnTpnk87wcffECvXr2Ii4srtV0LFiygadOmhIWFndPrAahbt65Hr96aNWuIjIykd+/e7mPq169PzZo1Wbhw4TmfX0TOwBQRqQDDhw837Xa7GRwc7L7deOONpmmaZp8+fcx27dp5HP/000+bAwcO9NiWnJxsAuaWLVvMEydOmH5+fuZnn33m3p+ammoGBgaaDz74oHsbYH799dce5wkPDzenTZtmmqZpvv/++2azZs1Mp9Pp3p+dnW0GBgaaP/30k7vt9evXN/Py8tzH3HTTTeawYcNM0zTNLVu2mIA5Z86cUl/7/v37Tbvdbi5fvtw0TdPMyckxa9SoYU6fPv2079eDDz5o9u/fv8R2wAwICPB4H4ODg00fHx/z2muvLXH8qVOnzK5du5pXX3216XA4PPa1b9/efO65507bBhE5dz7ejW0icinp168fb7/9tvt+cHCw+/dOnTp5HLtq1Srmzp1LSEhIifPs2LGDU6dOkZOTQ7du3dzbIyIiaNas2Tm1adWqVWzfvp3Q0FCP7VlZWR7DaC1btsRut7vvx8TEsGHDBgDWrl2L3W6nT58+pT5HTEwMQ4YM4YMPPqBLly589913ZGVlcdNNN522XadOnSIgIKDUfRMnTmTAgAEe25544gkcDkeJY0eNGsWJEyeYM2cONpvnIEJgYCAnT548bRtE5NwpOIlIhQkODqZx48an3VeU0+nkmmuu4aWXXipxbExMDNu2bSvTcxqGgWmaHtuKzk1yOp107NiRGTNmlHhsjRo13L/7+vqWOG/B5fyBgYFnbcfo0aO54447mDhxItOmTWPYsGEEBQWd9vioqCh3MCuuVq1aJd7H0NBQjh8/7rHthRde4Mcff+T3338vEQwBjh496vEaReT8KTiJiFd06NCBL7/8kgYNGuDjU/KfosaNG+Pr68uyZcuoV68eAMeOHWPr1q0ePT81atTgwIED7vvbtm3z6GXp0KEDM2fOpGbNmuWaTwTQunVrnE4n8+fPL9ETVOCqq64iODiYt99+mx9++IEFCxac8Zzt27fn7bffxjRNDMM45zZ9+eWXjB8/nh9++KHUeVQFPWrt27c/53OLyOlpcriIeMXYsWM5evQot956q/vqr59//pmRI0ficDgICQlh1KhRPPbYY/z6669s3LiRESNGlBiO6t+/P5MnT2b16tWsXLmSMWPGePQe3X777URFRXHttdeycOFCdu3axfz583nwwQfZu3dvmdraoEEDhg8fzsiRI5k1axa7du1i3rx5/Pe//3UfY7fbGTFiBOPGjaNx48YeQ4yl6devH5mZmWzatOkc3jWXjRs3cuedd/LEE0/QsmVLDh48yMGDBzl69Kj7mGXLluHv73/WdojIuVFwEhGviI2NZfHixTgcDgYNGkSrVq148MEHCQ8Pd4ejV155hd69ezN06FAGDBhAz5496dixo8d5XnvtNerWrUvv3r257bbbePTRRz2GyIKCgliwYAH16tXj+uuvp0WLFowcOZJTp06dUw/U22+/zY033si9995L8+bNufvuu8nMzPQ4ZtSoUeTk5DBy5Mizni8yMpLrr7++1CHEs1m5ciUnT57khRdeICYmxn27/vrr3cd8+umn3H777WccLhSRc2eYxScHiIhYWN++fWnXrh2TJk3ydlNKWLx4MX379mXv3r1ER0ef9fgNGzYwYMCAUievn48jR47QvHlzVq5cWWoBUhEpP/U4iYicp+zsbLZv387TTz/NzTffXKbQBK65Uy+//LJHMc6KsGvXLqZMmaLQJFIJNDlcROQ8ffrpp4waNYp27drx8ccfn9Njhw8fXuHt6dKlC126dKnw84qIhupEREREykxDdSIiIiJlpOAkIiIiUkYKTiIiIiJlpOAkIiIiUkYKTiIiIiJlpOAkIiIiUkYKTiIiIiJlpOAkIiIiUkYKTiIiIiJl9P8VxrJITFPNAAAAAABJRU5ErkJggg==", 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dd9/B3d0dnTp1AgDcc889OH/+PHx9fdGlSxerr9ouODlo0CBs2bLFHJRMvvnmG7i4uKBHjx4AjENF16rzRkxDYEuWLKlxfddaOPTkyZMAKkOOyT///IPLly+bn+v1eqxZswZNmjRBaGgoAONnefz4cTRp0sTmZ2m65vDhw1FSUnLDZQa0Wi2Ki4tr9HM1atQIGRkZFrWWlZVh48aNNboOUX3BHieiO1BWVhZ++eUXDB06FPfee6/NcxYsWIBvvvkG8+fPN99dFRwcjFGjRmHOnDkICgrCt99+i02bNuF///sfXFxcAAAzZszA2rVr0a9fP7zwwgto164dDAYDkpKS8Pfff+PFF19E9+7da1zzW2+9ZZ7zM3v2bPj4+GDVqlX4448/8N5778HT09P8/l999RVGjBiBd955x3xX3alTp274Hn379sXEiRPxzjvv4PLly7jnnnug1Wpx6NAhuLi44Nlnn73ma1u3bo1BgwZh+PDhaNKkCUpKSvDvv//iww8/RGBgIKZOnWpxvp+fHwYOHIhZs2aZ76o7deqUxZIE8+bNw6ZNm9CrVy8899xzaNGiBUpKSpCYmIgNGzZg6dKlCA0NxYQJE7B8+XJMnz4dp0+fRlRUFAwGA/7991+0atUK48ePBwC0bdsWW7duxW+//YagoCC4u7ujRYsW1/1Mxo0bh9mzZ2P8+PF4+eWXUVJSgk8++QR6vf6GnydRvST17HQicjzTHU3r16+/5jlLly4VAYhr164VRdF4V92IESPEn376SWzdurWo0WjERo0aiR999JHVawsKCsQ333xTbNGihajRaERPT0+xbdu24gsvvGBxJxkAMTo62ub7o9pddaIoiseOHRNHjhwpenp6ihqNRmzfvr24fPlyq9fGx8eLd911l+jk5CT6+PiIU6dOFX/55Zcb3lUniqKo1+vFBQsWiG3atDHX3rNnT/G333675mcliqL42WefiWPGjBEbN24suri4iBqNRmzSpIk4ffp0MTk52epni46OFhcvXiw2adJEVKvVYsuWLcVVq1ZZXffKlSvic889J0ZERIhqtVr08fERO3fuLL7xxhsWd68VFxeLs2fPFps1ayZqNBrR19dXHDhwoLh7927zOYcPHxZ79+4turi4iADE/v37i6JYeVdd9TshTTZs2CB26NBBdHZ2Fhs3biwuWrTomnfVVf/zTEhIEAGI77//vkV7bGysCED88ccfr/u5Et1uuHI4EQEwDtm0adMGv//+u9Sl3PYEQUB0dDQWLVokdSlE5GCc40RERERkJwYnIiIiIjtxqI6IiIjITuxxIiIiIrITgxMRERGRnRiciIiIiOzE4ERERERkJ64cfh0GgwFpaWlwd3e3e78tIiIiur2Iooj8/Hy7NtNmcLqOtLQ0hIWFSV0GERER3QLJycnmvSSvhcHpOtzd3QEYP0gPDw+JqyEiIqK6kJeXh7CwMPPf+9fD4HQdpuE5Dw8PBiciIqI7nD3Tcjg5nIiIiMhODE5EREREdmJwIiIiIrITgxMRERGRnRiciIiIiOzE4ERERERkJwYnIiIiIjsxOBERERHZicGJiIiIyE4MTkRERER2YnAiIiIishODExEREZGdGJyIiIiI7MTgRERERGQnBiciIiIiOzE4EREREdmJwYmIiIjITgxOREQka2cu56OoTCd1GUQAGJxsiomJQWRkJLp27Sp1KURE9drx1FwMWbAdL/14ROpSiAAwONkUHR2N+Ph4xMXFSV0KEVG9lnK12OI7kdQYnIiISLYMoggA0OlFiSshMmJwIiIi2dIZjIFJb2BwInlgcCIiItnSGwwAAF3FdyKpMTgREZFsmYbo2ONEcsHgREREsmUKTDoGJ5IJBiciIpItznEiuWFwIiIi2WKPE8kNgxMREckWe5xIbhiciIhItsx31el5Vx3JA4MTERHJFnucSG4YnIiISLb0es5xInlhcCIiItnSi+xxInlhcCIiItmqeledKDI8kfQYnIiISLaqDtGx04nkgMGJiIhkq+oQHferIzlgcCIiItky7VUHcJ4TyQODExERyZa+Si8T76wjOWBwIiIi2aoalvR6BieSHoMTERHJluUcJwYnkh6DExERyZZFjxODE8kAgxMREckW76ojuWFwIiIi2WKPE8kNgxMREcmWgXOcSGYYnIiISLaqDs+xx4nkgMGJiIhky2KOE5cjIBlgcCIiItniHCeSGwYnIiKSLd5VR3LD4ERERLLFvepIbhiciIhItrhyOMkNgxMREckW76ojuWFwIiIi2WKPE8kNgxMREcmW5V11nBxO0mNwIiIi2eI6TiQ3DE5ERCRbXMeJ5IbBiYiIZIt71ZHcMDgREZFssceJ5OaOD06///47WrRogWbNmuHLL7+UuhwiIqoB3lVHcqOSuoC6pNPpMHPmTMTGxsLDwwOdOnXCmDFj4OPjI3VpRERkB8t1nHhXHUnvju5x2rdvH1q3bo2QkBC4u7vj7rvvxsaNG6Uui4iI7MQeJ5IbWQen7du3Y+TIkQgODoYgCFi/fr3VOYsXL0ZERAScnJzQuXNn7Nixw3wsLS0NISEh5uehoaFITU29FaUTEZEDcI4TyY2sg1NhYSHat2+PRYsW2Ty+Zs0azJgxA2+88QYOHTqEvn37Yvjw4UhKSgIAiKL1/8kEQajTmomIyHH0eq7jRPIi6zlOw4cPx/Dhw695/KOPPsLUqVMxbdo0AMDChQuxceNGLFmyBPPnz0dISIhFD1NKSgq6d+9+zeuVlpaitLTU/DwvL88BPwUREdUWe5xIbmTd43Q9ZWVlOHDgAIYMGWLRPmTIEOzevRsA0K1bNxw/fhypqanIz8/Hhg0bMHTo0Gtec/78+fD09DR/hYWF1enPQERE18c5TiQ3t21wyszMhF6vR2BgoEV7YGAg0tPTAQAqlQoffvghoqKi0LFjR7z88svw9fW95jVff/115Obmmr+Sk5Pr9GcgIqLr4111JDeyHqqzR/U5S6IoWrSNGjUKo0aNsutaWq0WWq3WofUREVHtiKKIqp1M7HEiObhte5z8/PygVCrNvUsmGRkZVr1QRER0+6k+p4lznEgObtvgpNFo0LlzZ2zatMmifdOmTejVq5dEVRERkaNU72FijxPJgayH6goKCnDu3Dnz84SEBBw+fBg+Pj4IDw/HzJkzMXHiRHTp0gU9e/bE559/jqSkJEyfPl3CqomIyBHY40RyJOvgtH//fkRFRZmfz5w5EwAwadIkrFixAuPGjUNWVhbmzZuHS5cuoU2bNtiwYQMaNmwoVclEROQgVj1OXMeJZEDWwWnAgAE2F7Gs6umnn8bTTz/t0PeNiYlBTEwM9Hq9Q69LRET2s+5x4l11JL3bdo5TXYqOjkZ8fDzi4uKkLoWIqN7SVQtKnONEcsDgREREssQ5TiRHDE5ERCRL1ec0sceJ5IDBiYiIZIk9TiRHDE5ERCRLXMeJ5IjBiYiIZIl31ZEcMTjZEBMTg8jISHTt2lXqUoiI6q3qwYnrOJEcMDjZwOUIiIikxzlOJEcMTkREJEtcx4nkiMGJiIhkiT1OJEcMTkREJEvWd9VxcjhJj8GJiIhkiT1OJEcMTkREJEtcx4nkiMGJiIhkqfq6TexxIjlgcCIiIlmy2quO6ziRDDA42cAFMImIpMc5TiRHDE42cAFMIiLpmeY0KQTTc95VR9JjcCIiIlkyiMbgpFUpAbDHieSBwYmIiGTJNKdJqzb+VcW76kgOGJyIiEiWTD1MWpXC4jmRlBiciIhIlnQGy6E69jiRHDA4ERGRLJnWcWKPE8kJgxMREcmSucfJNMdJz7vqSHoMTkREJEumHiaNkj1OJB8MTkREJEuc40RyxOBkA1cOJyKSnr7aUB17nEgOGJxs4MrhRETSM6/jpKpcx0kUGZ5IWgxOREQkS5V31SnNbex0IqkxOBERkSzpRcseJ4D71ZH0GJyIiEiWqi9HAHCeE0mPwYmIiGRJr7e8qw7gnXUkPQYnIiKSJZ3BeqjOFKaIpMLgREREsmQallMrFRAEYxt7nEhqDE5ERCRLppCkUghQKYzJiXOcSGoMTkREJEum5QiUSgGKii4n3lVHUmNwIiIiWara42QaquP6lyQ1BicbuOUKEZH0TMNySoUCAgSJqyEyYnCygVuuEBFJz9TjpBQABXucSCYYnIiISJZM+9IpFAKEirE6A5MTSYzBiYiIZMmUkQShcqCOsYmkxuBERESyZOpdEoAqk8MZnUhaDE5ERCRLlT1OqDJUJ2FBRGBwIiIimTKFJIVQuRwBB+tIagxOREQkU5VDdaYFMDlSR1JjcCIiIlkSq/Y4VbRxqI6kxuBERESyZF56QKgyOZxDdSQxBiciIpIlU0QyznHiUB3JA4MTERHJkqGyw6nKUB2TE0mLwYmIiGTJtGaTUHWojrmJJMbgREREsqYQBPNddURSY3AiIiJZMlTtcarWRiQVBicbYmJiEBkZia5du0pdChFRvWWxVx0nh5NMMDjZEB0djfj4eMTFxUldChFRvWVzrzrpyiECwOBEREQyZblXnfExh+pIagxOREQkSxbrOIFDdSQPDE5ERCRLolh1rzpzq1TlEAFgcCIiIpmyNTmce9WR1BiciIhIlmwtR8ChOpIagxMREcmSKSNZ3FXH5EQSY3AiIiJZMmUkBYfqSEYYnIiISJZEW0N1nBxOEmNwIiIiWaq6HIGCK2CSTDA4ERGRLJkXu7RYAFO6eogABiciIpKpKrmpso1dTiQxBiciIpKlqpPDFdzkl2SCwYmIiGTJYh0n7lVHMsHgREREsmZcjsD4mLGJpMbgREREsmSw2KuOyYnkgcGJiIhkSayydLhpgjiH6khqDE42xMTEIDIyEl27dpW6FCKieqvqOk7g5HCSCQYnG6KjoxEfH4+4uDipSyEiqrcsh+qMbcxNJDUGJyIikifTcgQKgUN1JBsMTkREJEtVe5wEDtWRTDA4ERGRLJnnhguVQ3UcrCOpMTgREZEsmbdcEQSYBuu4Vx1JjcGJiIhkqepQnWmSE4fqSGoMTkREJEuWe9VVtHGojiTG4ERERLIkVt2rjkN1JBMMTkREJEuVC4dX2auOY3UkMQYnIiKSJUOVHifzXnVEEmNwIiIiWaq8q8684woXwCTJMTgREZEsWexVZ2pjbiKJMTgREZEsiTaG6hicSGoMTkREJEtVlyPgUB3JBYMTERHJksVedRVtjE0kNQYnIiKSJcu96gTLRiKJMDgREZEsWexVx6E6kgkGJyIikiWLveoq/pexiaTG4ERERPJka686JieSGIMTERHJUtWVwzlUR3LB4ERERLJksVcdh+pIJhiciIhIlqpuuaJQVGskkgiDExERyZLFUF1Fj5OBuYkkxuBERESyZLFXnXlyOJMTSYvBiYiIZMnmXnVSFkQEBiebYmJiEBkZia5du0pdChFRvWWe42QeqONQHUmPwcmG6OhoxMfHIy4uTupSiIjqrcqhusrlCDhUR1JjcCIiIlkyVHY5mXuciKTG4ERERLIkWqwcbrqrjj1OJC0GJyIikp2qQ3KC+X+4jBNJj8GJiIhkp2pAEgSuHE7yweBERESyUzUgKQSYN/nlUB1JjcGJiIhkx2AxVCdUuatOooKIKjA4ERGR7FgM1SlQZSUnImkxOBERkewYqk0ON23ya+AKmCQxBiciIpI1QRAATg4nmWBwIiIi2ak6VGe5crg09RCZMDgREZHsVJ8czrvqSC4YnIiISHaqxiNBANdxItlgcCIiItmx6HGqMlTHsTqSGoMTERHJjsVyBKi6V51EBRFVYHAiIiL5qTY5vLKZyYmkxeBERESyYzlUx5XDST4YnIiISHas96rjUB3JA4MTERHJjlWPU8VjDtWR1BiciIhIdqoPyVXeVXfLSyGywOBERESyI1YkJ9PEcNNQHXMTSY3BiYiIZMcUkARTV5Np5XBOciKJMTgREZHsmIbqFObcxB4nkgcGJyIikh3T5HBTYFJwOQKSCQYnIiKSncqhOsvv3OSXpMbgREREsmOayyRUG6ojkhqDExERyZb1UB17nEhaDE5ERCQ71SeHgyuHk0wwOBERkeyYJ4dXBCauHE5yweBERESyU31yuHkBTOYmkhiDExERyU7lcgRGlXfVSVMPkQmDExERyY6pZ6n6UB2XwCSpMTgREZEMVdurTsGhOpIHVW1fmJycjMTERBQVFcHf3x+tW7eGVqt1ZG1ERFRPGar1OFW2MzmRtGoUnC5evIilS5fi+++/R3JyssV6GhqNBn379sUTTzyB+++/HwoFO7OIiKh2rPaq45YrJBN2p5vnn38ebdu2xdmzZzFv3jycOHECubm5KCsrQ3p6OjZs2IA+ffpg1qxZaNeuHeLi4uqybiIiuoNV9iyZFsDkJr8kD3b3OGk0Gpw/fx7+/v5WxwICAjBw4EAMHDgQb731FjZs2ICLFy+ia9euDi2WiIjqh8rJ4RXfK9o5VEdSs7vH6f3337cZmmy5++67MXbs2FoX5WijR4+Gt7e3rGoiIqJrE6tNDhcqV8AkklS9mIj03HPP4ZtvvpG6DCIispO5x4lDdSQzDg1O//d//4cpU6Y48pIOERUVBXd3d6nLICIiO1ntVVeBQ3UkNYcGp9TUVCQmJtboNdu3b8fIkSMRHBwMQRCwfv16q3MWL16MiIgIODk5oXPnztixY4djCiYiIlmy2quOW66QTNR6HSdbvv766xq/prCwEO3bt8djjz2G+++/3+r4mjVrMGPGDCxevBi9e/fGZ599huHDhyM+Ph7h4eEAgM6dO6O0tNTqtX///TeCg4Nr/oMQEZGkqucjU88TcxNJzaHBqTaGDx+O4cOHX/P4Rx99hKlTp2LatGkAgIULF2Ljxo1YsmQJ5s+fDwA4cOCAQ2opLS21CGB5eXkOuS4REdWMaZ1A05KAvKuO5KJWwWnevHnXPT579uxaFVNdWVkZDhw4gNdee82ifciQIdi9e7dD3qOq+fPnY+7cuQ6/LhER1Yyh2uRw8wrizE0ksVoFp3Xr1lk8Ly8vR0JCAlQqFZo0aeKw4JSZmQm9Xo/AwECL9sDAQKSnp9t9naFDh+LgwYMoLCxEaGgo1q1bZ3ONqddffx0zZ840P8/Ly0NYWFjtfwAiIqqlanvVmXMTkxNJq1bB6dChQ1ZteXl5mDx5MkaPHn3TRVVXfa8iURSt2q5n48aNdp2n1Wq53x4RkQxY7VVX8d1gkKggogoOu6vOw8MD8+bNw6xZsxx1Sfj5+UGpVFr1LmVkZFj1QhER0Z2jch0ny+/scSKpOXQ5gpycHOTm5jrsehqNBp07d8amTZss2jdt2oRevXo57H2IiEheRPNyBMbnCi5HQDJRq6G6Tz75xOK5KIq4dOkSVq5ciWHDhtXoWgUFBTh37pz5eUJCAg4fPgwfHx+Eh4dj5syZmDhxIrp06YKePXvi888/R1JSEqZPn16b0omI6DZQfajOFKAMDE4ksVoFpwULFlg8VygU8Pf3x6RJk/D666/X6Fr79+9HVFSU+blpcvakSZOwYsUKjBs3DllZWZg3bx4uXbqENm3aYMOGDWjYsGFtSiciotuA1V51VY4QSalWwSkhIcFhBQwYMMDcJXstTz/9NJ5++mmHveeNxMTEICYmBnq9/pa9JxERVbrmXnXMTSSxerHJb01FR0cjPj4ecXFxUpdCRFQvmYNTtdnhXACTpObQ4LR48eIbLo5JRER0I6ahOvMcJ3M7kbQcGpzWrl2LFStWOPKSRERUDxmqLUfAoTqSC4fuVffPP/848nJERFRPWe1Vx6E6kgnOcSIiItmpPjm8BptFENWpm+pxio+PR1JSEsrKyizaR40adVNFERFR/VY5x8n4nEN1JBe1Ck4XLlzA6NGjcezYMQiCUGWFV+Mv9u1+Gz+XIyAikpZpT7rq+5JyqI6kVquhuueffx4RERG4fPkyXFxccOLECWzfvh1dunTB1q1bHVzircflCIiIpGWKR+bVCNjjRDJRqx6nPXv2YMuWLfD394dCoYBCoUCfPn0wf/58PPfcczh06JCj6yQionrEPDncPFRX0c4FCUhitepx0uv1cHNzAwD4+fkhLS0NANCwYUOcPn3acdUREVG9ZLVXXUXfE/eqI6nVqsepTZs2OHr0KBo3bozu3bvjvffeg0ajweeff47GjRs7ukYiIqp3qu1VxxUwSSZqFZzefPNNFBYWAgDeeecd3HPPPejbty98fX2xZs0ahxZIRET1j8Fqrzrjcw7VkdRqFZyGDh1qfty4cWPEx8cjOzsb3t7eVndAEBER1ZRYfXY4h+pIJhy2criPj4+jLkVERPWceI2hOpG31ZHE7J4cPn36dCQnJ9t17po1a7Bq1apaF0VERPWb9VBdxXIEUhVEVMHuHid/f3+0adMGvXr1wqhRo9ClSxcEBwfDyckJV69eRXx8PHbu3InVq1cjJCQEn3/+eV3WXae4ACYRkbSs9qqraOdQHUnN7uD09ttv49lnn8WyZcuwdOlSHD9+3OK4u7s7Bg8ejC+//BJDhgxxeKG3UnR0NKKjo5GXlwdPT0+pyyEiqneuuVcdh+pIYjWa4xQQEIDXX38dr7/+OnJycnDx4kUUFxfDz88PTZo04cRwIiJyiGvuVSdVQUQVaj053MvLC15eXg4shYiIyEistgCmaayOe9WR1Gq1cjgREVFdqpwcbvmduYmkxuBERESyY71XHTf5JXlgcCIiItmpPlQncKiOZKLGwUkURfOkcCIiorpgnhxe8VwAbz4ieahVcGrWrBlSUlLqoh4iIiKrHifzXnXscCKJ1Tg4KRQKNGvWDFlZWXVRDxERUeXk8GqzwzlUR1Kr1Ryn9957Dy+//LLVIph3ipiYGERGRqJr165Sl0JEVC9Z7VUHruNE8lCrdZweeeQRFBUVoX379tBoNHB2drY4np2d7ZDipMKVw4mIpGW9V53xOTf5JanVKjgtXLjQwWUQERFVIVquHC5wOQKSiVoFp0mTJjm6DiIiIjNTPlJUW46AuYmkVut1nM6fP48333wTEyZMQEZGBgDgr7/+wokTJxxWHBER1U+GakuHc6iO5KJWwWnbtm1o27Yt/v33X/z8888oKCgAABw9ehRvvfWWQwskIqL6p3qPkylBGZibSGK1Ck6vvfYa3nnnHWzatAkajcbcHhUVhT179jisOCIiqp+s9qozD9UxOZG0ahWcjh07htGjR1u1+/v7c30nIiK6aWK1yeHcq47kolbBycvLC5cuXbJqP3ToEEJCQm66KCIiIqDK5PCK5wxOJLVaBaeHHnoIr776KtLT0yEIAgwGA3bt2oWXXnoJjz76qKNrJCKiesa0QrjVUB2TE0msVsHpP//5D8LDwxESEoKCggJERkaiX79+6NWrF958801H10hERPWM9V51XDmc5KFW6zip1WqsWrUK8+bNw6FDh2AwGNCxY0c0a9bM0fVJIiYmBjExMdDr9VKXQkRUL1ntVWduZ3QiadUqOJ09exbNmjVDkyZN0KRJE0fXJDluuUJEJC3T3XPWQ3XS1ENkUqvg1KJFCwQFBaF///7o378/BgwYgBYtWji6NiIiqqdMAUnBoTqSmVrNcbp06RI++OADeHh4YMGCBWjVqhWCgoIwfvx4LF261NE1EhFRPVN9OQJODie5qFVwCgwMxIQJE7B06VKcOnUKZ86cwdChQ7F27VpER0c7ukYiIqpnqk8OF8B1nEgeajVUV1BQgJ07d2Lr1q3Ytm0bDh8+jFatWuHZZ59F//79HV0jERHVM9Unhyu4yS/JRK2Ck7e3N3x8fDBx4kS8+eab6NOnDydRExGRw1xrcjjvqiOp1So4jRgxAjt37sTKlSuRnJyMpKQkDBgwAK1atXJ0fUREVA8Zqk0OB4fqSCZqNcdp/fr1yMzMxKZNm9CnTx/8888/GDBgABo0aIDx48c7ukYiIqpvrPaqMzUzOZG0atXjZNKuXTvo9XqUl5ejtLQUf/31F37++WdH1UZERPWUKR6Z96rjJr8kE7XqcVqwYAHuvfde+Pj4oFu3bvj+++/RokULrFu3DpmZmY6ukYiI6pnqc5nMm/ze+lKILNSqx2nVqlUYMGAAHn/8cfTr1w8eHh6OrouIiOqxay6AyS4nklitgtP+/fsdXQcREZFZ9eUIKu+qk6YeIpNaz3HKycnBsmXLcPLkSQiCgFatWmHq1KlcloCIiG5a9eUIqrcTSaVWc5z279+PJk2aYMGCBcjOzkZmZiYWLFiAJk2a4ODBg46ukYiI6hvTUF3F7XSm7xypI6nVqsfphRdewKhRo/DFF19ApTJeQqfTYdq0aZgxYwa2b9/u0CJvtZiYGMTExECv10tdChFRvWSaHG65ihODE0mv1j1Or776qjk0AYBKpcIrr7xyR8x/io6ORnx8POLi4qQuhYioXrLaq8685QqTE0mrVsHJw8MDSUlJVu3Jyclwd3e/6aKIiKh+s96rjkN1JA+1Ck7jxo3D1KlTsWbNGiQnJyMlJQWrV6/GtGnTMGHCBEfXSERE9YzVXnUV37lXHUmtVnOcPvjgAwiCgEcffRQ6nQ4AoFar8dRTT+Hdd991aIFERFT/VF/HCeahOiJp1So4aTQafPzxx5g/fz7Onz8PURTRtGlTuLi4OLo+IiKqh0Srveo4VEfyUKOhuqKiIkRHRyMkJAQBAQGYNm0agoKC0K5dO4YmIiJyGFM+Mk8Or3qM6YkkVKPg9NZbb2HFihUYMWIExo8fj02bNuGpp56qq9qIiKieslqOQKiMTsxNJKUaDdX9/PPPWLZsGcaPHw8AeOSRR9C7d2/o9Xoolco6KZCIiOof0equuirHbn05RGY16nFKTk5G3759zc+7desGlUqFtLQ0hxdGRET1lykcKcxDdZXJiXfWkZRqFJz0ej00Go1Fm0qlMt9ZR0RE5AhitaG6qpOcmJtISjUaqhNFEZMnT4ZWqzW3lZSUYPr06XB1dTW3/fzzz46rkIiI6h2x+l51FkN1TE4knRoFp0mTJlm1PfLIIw4rhoiICLAejuPkcJKLGgWn5cuX11UdREREZtUnhws2jhFJoVZbrhAREdWl6pPDFVV7nDhURxJicCIiItmxXsep6rFbXw+RCYMTERHJT/W96qoe4lgdSYjBiYiIZMdwjb3qAC6ASdJicLIhJiYGkZGR6Nq1q9SlEBHVS9XDUdWOJ9FwS0shssDgZEN0dDTi4+MRFxcndSlERPWSWG2ozuKuOvY5kYQYnIiISHauO1TH3EQSYnAiIiLZsdqrzuKuOiYnkg6DExERyY5YrcdJ4ORwkgkGJyIikh3zyuFV2kzZiR1OJCUGJyIikp3KLVcqo5NgPsbkRNJhcCIiItmpPjnc+Nj4hLGJpMTgREREslN9crjxccUxJieSEIMTERHJjlhtrzrjY+Mz3lVHUmJwIiIi2amc41Sl0dTjdMurIarE4ERERLJjCkeCzaE6RieSDoMTERHJjuE6Q3XMTSQlBiciIpKd6nvVAVzHieSBwYmIiGTH1nIECvNyBExOJB0GJyIiki2FjQUwDcxNJCEGJyIikh1bPU7g5HCSAQYnIiKSHVvZSMGVw0kGGJyIiEh2rj85nNGJpMPgREREsmNzr7qK78xNJCUGJyIikh3be9VxqI6kx+BERESyY3Ovuoon3KuOpMTgREREsmNzrzquHE4ywOBERESyc/296m59PUQmDE5ERCQ7Nveq41AdyQCDExERyY7N5QgsYhSRNBicbIiJiUFkZCS6du0qdSlERPWSaHOvOtMxCQoiqsDgZEN0dDTi4+MRFxcndSlERPVS5RynyjbTfCcO1ZGUGJyIiEh2Ku+qsx6eY2wiKTE4EZEspeYU4+3f43Hg4lWpSyEJ2Jocrqj4G4tbrpCUGJyISHbyS8ox6at9WLYzAQ9+tgcfbz4Lnd4gdVl0C11vcriBuYkkpJK6ALrzlOkMiD2dgdhTGQAAF40KblolXLQquGpVcNUoK76r4KqteFylXa1knq/PDAYRL6w5gnMZBXBSK1BSbsCCzWew89wVLBzfESFezlKXSLeAzb3qzI+ZnEg6DE7kEKIo4mBSDtYdSsHvRy8hp6i81tfSKBVw1SorApcKLlql8btF4KoSwLSW7S4apfl1Hk5qOKmVDvxJqa4t3HwGm09ehkalwOoneiIhswCz1p9AXOJVDFu4HfPHtMU97YKlLpNukapLEJj3qmNuIgkxONFNScoqwrpDqVh3KAWJWUXm9gB3LUa2D4a3ixqFZXoUlupQWFrxvUyHwlIdisr0KKjyvUxnHIop0xtQVmTA1ZsIXyZKhYCoFv4Y1zUcUS38oZJZb1a53oDDyTkI83ZBA08nqcuR3J/HLuGTLecAAPNHt0WHMC90CPNC53AfPLf6EA4n5+CZ7w5h2+krmDOqNVy1/E/YnapyqK6yzfSQQ3UkJf5Xh2ost6gcvx9Lw7qDqdhfZeKui0aJYa0bYHSnEPRq4gelomaL1ZXrDSgq1ZuDVWXgMoUtvUV7UZkOBaV6FJXqzAHM4twyHfQGEZtPZmDzyQwEuGvxQJdQjOsSjnBfF0d/LDVSXKbHmrgkfLEjAak5xdAoFXikR0NERzWBr5tW0tqkcvJSHl788QgAYFqfCNzfOdR8LNzXBT9O74lP/jmLRbHn8OOBFOw8l4mJPRtiXJewevuZ3cnMSw5YLB1u/MbJ4SQlBieyi2ne0rqDqdhyKgNlFRN1FQLQu6kfxnQKwZDIBjfVA6BWKuDpooCni9ohNYuiiPNXCvHD/mSsPZCCjPxSxMSeR0zsefRu6ovxXcMxpHUgtKpbN5SXU1SGb/ZcxIrdicguLAMAOKuVKC7X46tdCVgTl4RpfRtjWt8IuDs55nO4HWQXluHxb/ajqEyPvs388NrwllbnqJUKvDikBXo39cPMNYeRlluC9/46jYWbzuKedkF4tFcjdAjzuvXFU50wRSOFYGOoToJ6iEwEkdH9mvLy8uDp6Ync3Fx4eHhIXc4tJ4oiDiXnYN3BVPx+NM1i6KxlA3eM6RSCezuEINBD/kNMZToDNp+8jNVxydhx9op5GMDbRY0xnUIxvmsYmgW619n7X8otxrIdCfhuXxKKyvQAgHAfFzzRrzHGdg5FXGI23vvrNI6l5prrio5qikd6NHTMHC2DHriaCGTEA0otENoFcPG5+es6QLnegEeX7cOeC1kI93HBr8/0hpeL5rqvKSnX47cjafhmz0XzZwYA7UI9MblXI4xsH8ybDG5zAz/cigtXCrHmiR7o3tgXAHDXR9twNqMA3z3eHb2a+ElcId1JavL3PYPTddTX4GSat7T+cCoSMgvN7QHuWtzXMQSjO4agVZBMPg+DHigvBnSlgK4YKC8xfteVGtv1ZYBSA6i0gFINKLW4VGjA7/HZWHf0ClLy9CiFGmVQoVNDX4zrGoZ72gXBReOYzthzGfn4bNsFrD+cinK98f9qrYI88NSAJri7TQOLOVeiKOLP4+n44O/TuHDF+LkHezphxuDmGNMpxP75WYVZQMYJ4HKVr4yTxs+lKp8mQFg3Y4gK7Qq9fyQu5ZcjKasIF7OLkJZTjAEtAtC5obdDPotrmfPrCazYnQhXjRLronujeQ0CrCiKOJycg5V7LuL3o5fMPaGh3s54sn8TPNA5tN7fHLA/MRsr917EGyNaIcBd/v/IMRn4wVZcyCzED0/2RLcIY8gfsmAbzlwuwHfTuqNXUwYnchwGJwepT8HpWvOWnNVKDGvTAGNqOm/J1MNRmg/oSoxf1UONrsRG6Cmp0m7rdSWW5xpufgK5SbmoRBlUKIcaCrUWTk7OUGudICi1gEpj7Kkxf9dWCWRVvlc8TsvXY2dCPo5eLkEZVCgT1WgY6IXBbcLRJtwfgkprEeYgVIYincGATfGX8c2ei7hSUAoACPd2xmO9I9CnmZ/lRqe6YuDKaeDy8YqQFA8UpNv+AVVOMPi1gK4kH5qcC1aHi0QtjoqNccjQtOKrGfLVPvhmSnfzX1yO9vPBFMz8wTiv6bOJnTG0dYNaXyuroBSr45KxfFcCMguMw6D+7lo83jcCD3dvWG8nkk/7ej82n7yMmXc1x3ODmkldjt2iPtiKhMxC/DS9J7o0Mv7+DVu4HafS87FqWnf0ZnAiB6rJ3/f1878kBMA4fLX1dAZ+vsa8pdEdQzC0tR3zlgx6IPMMkHYYuHTY+D39GFBeeP3XOZpCDaidAZUToHYyfldqAH05oC8FdGWW3/VlFi9XC3qooQdQCugKgAIYv2ohGMCDAB6sOk3pKoAdN36tCsDwii+Y5jwXAdhU8WUP70YwBLTGFZemOCOGYV9RELZeccPJpCLoDCK8kI8OivPoqDiHjsJZdFCch4dQhB7CSfRQnKwsWXRD6opA5DRuCa/gZoB3I8C7ofG7Z5gx+NXSxaxCzFp/HADw/KBmNxWaAMDXTYvoqKaY2icCa+KS8dm280jLLcF/N5zC4q3nMfueSIzpFHrda6RcLUKAuxM0KvuH+Up1eqgUihrfDHGrpFw13u16ODlH2kJqyNY6TtWPEUmBwameuel5S3qdMSSZAtKlwxUhqcj6XJUz4OxdGWJUThXBRms8Zne7U5UwVHGeVbsToKjhkIwoGsOTrtT83VBeiiMXL2PTsWTsO5cOhb4MGkEHV6UOPcPd0bexBxp7qyDoy8yv0ZeX4nx6Fo4mXkF+YSE00EEr6NDYR43mvmq4KQ22g1uV970eA4CScgNKyvXmSbFqpQIuGiVUKjXg2xT6gEhcdmqCE7pQ7M4PwIH0cpw6nm8Ow0bGIOuqUSLYNwTOvs1Q5OuCFB9XKH2c0FhIQ2DeMShS9wPJcRAz4uEtFMAbBUDCeSChWmGCAvAIBTxDjfOlnL2Mf95OFd+dvSvb1C6VPXJKDcoFFV7+/iBKysrQrZGfQ3tCnNRKTOrVCBO6hWP9oVQs2XYeCZmFmPnDEVy4UoiZdzWHolrIKdcb8J8/TmLF7kT0b+6PFY91tblHWnXJ2UW4L2YXmgW64fvHe9j1mlst9apxiPZwcg5EUZRljbbY2qtO4DpOJAMMTvXE9eYt3dshGKM7hiIyuFr3pF4HZJ627kmqPlcGANSuQFA7IKgDENzB+N2vWc3DzK0kCBVhrfJWdgWAjn6N0bFzT1wtLMP6w6lYvS8ZOy/nY+N5AOeBxn6uxrlQ7YMReyoDn+++gKRsY3B00SgxoVs4pvaJQLCDVrhWAHABUFRQipjYc1i1NwllpQagCOjT1A8FRTrE78kzr4MFZJpf6+msRtsQT7QN9US7EE+0CfFEqLfzNf7yDADQAeg00fjxlBWi6PJ5LPzxb+iyEtFcm4VR4WVwKUwxDsPqSoDcJONXDakB/AAATgDSAcwTYPteKQFw9QPcGwDuQZbfBSVQlGX8KswEijKN37XuQGhXaMK648HW3XB/5/74aNNpxMSex6LYc0jMKsQHD7Q3z326kl+K6FUHsS8xGwCw7cwVxJ7OwMCWgdf9GURRxKxfjiOrsAxZF7Kx+3yW7IaPcovLkV+qA2C8czE5u1jypTjsZXOvOtNyBLe+HCIzznG6jtt9jlNuUTn+OHYJ6w6lIC7Ret7S6I4h6N20Yt6SXgdcOVWtJ+m47ZCkcQMatKsMSMEdAN+m8g5JN8HUS7dmXzJ+O5pmviuuKm8XNR7rHYFHeza84R1hNyvlahEWbj6Lnw+mWCwE6O6kqhKSvNA2xBNhPtcKSfbLLSrHuM/34FR6PkK8nPHD9J4I8XQCCjKMASovBSjOAYqvGr9Kcqo8r/iuKzYOmepKHTovzS5+zYGwbjioi8D8Q2oc14WiZXgDfD6xC5KvFuGpbw/gcl4p3LQqdGnkja2nr6BFoDs2PN/3usNvG45dwtOrDpqfD2wZgK8md7W7rCPJOXhhzWFERzW1WLPKkeLT8nD3J5Xjwx+P74B7O4TUyXs5Wu93tyA1pxjro3ubl5m459MdOJ6ah+WPdUVUiwBpC6Q7Cuc41WOmeUvrDqXin5PXmLfU0heueeeAtL+APw8bg9Ll48YehOo07tY9Sb5NK7cprwcEQUCncG90CvfGrJGR+O1IGlbvS8KRlFyEeDnj8b4ReLBrmMPuxLuRUG8XfPBAezzZrzE2n8xAqLcz2oZ4oqGvS50Mw3i6qLFyaneM+2wPLmQW4pEv/8WaJ3sgwD0QcA8E0N3ua+WVlGP4gu3IyC3A/R388e6olsZAZWJRvwAYdEDhFaDgMpB/CchPr/xu0Bt7o1x8jV+mx4VXgKR/geR/gayzxqHlzDPoBOBHFaBXCUhID8LBBY1xpjwQ/Q0+UPiE4OlR/eAZGIF+n+Tg9OV8rD2Ygge7hNn8OfJLyjH3txMAgNEdQ7D+sHGe4LmMAjQNcLvh56A3iHjt52O4kFmIT7acxZhOIXXyZ5eaY/kPn8PJObdNcDKxXDmcXU4kPQanO8D15i21DnTGlOYlGOx1CZ5X/wEOHAY2nLhOSGpv2ZPk06RehaQbcdOqMKFbOCZ0C0d2YRk8nFSSbePSLNC9TteeqsrfXYtvp3XHA0v3ICGzEI8u24fVT/Soce/a7PXHkZpbgnAfD7xxX1fAnkU+PYJqXnCnR43fC7OAlH1A8j4g/SiQfgzKgstoqkhDU0MahioBKGGcfL/a+JJ/3Fri07Lu+HJjOUa2C4azpkpPak4ykPwvNh5IRquCInTy8sW7/RqjuNgbf526iuW7EvCf0W3NpydlFeGz7edxf+dQdAqvXNbhx/3JOHkpDwBwMasIx1Pz0DbUs+Y/5w2kVkwM1ygVKKvY3ud2UTlUV3UBTON3kcmJJMTgdBtLzjbtE2ect6SCDi2EFIx1TcYwn3RE4gKcs08BcTYmH2s9jCEpqD0Q3NEYlHwaMyTVgI9r3Q7JyU2wlzO+e9wYnk6l52PSV/vw7bTudq9wvv5QKtYfToNSIWDBuA63ZmV0V1+gxXDjl0n+ZeRfPIhdO2MRocxEc5d8CHlpQG4KUJIDv4JTmKs+hdKyVUj+YgCa9hgJpB0CErYD2cZlHMYCGKsBUALgM2CR2g0/qzrjz4N9cHVwU3i7OyO3qByTl+/DhcxCrDuUipVTu6NzQ2/kl5Tjg79PAwA8nFTIK9Hh96NpNxWcyvUGqBSCVa+VqcepX3M/bD6ZgRNpeSjV6W/pavm1VTk5vEpjxRODwfp8oluFwek2Y5q39NvBBOQlHUNbRQKmCQlop01AK0UyVGI5oAdwpcqLtJ7G4TZzT1JHwDuCIYlqrKGvK1ZN644HP9uDIym5mPr1fnz9WDfLXhkbkrOLzEsPPDewWZ0vqnld7oFwbzMcw9oMtz5WmAkcX4ucXV/BK+8Uml7ZDPy22XxYFBQ4q2yKzFIVwlzKEeZcChRlQ1VWgAdV2/AgtqHw06UwhLRBUloe5hTpoFMrkWLwx8blG+Fz913YnGRA06KTGOlZivtaueGNf5X4/YgTXhveslbDdSfScnHvol14sn9jvDzUcqsaU3Dq0dgXBy5exdWicpy8lH9bbE1jazkC00P2N5GUGJxuA2WlJTgQtxMXjuyCMv0I2ggXcL+QDK1WZ3miCMDJs6InqUNlUGJIIgdqFuiOlVO7Y8Lne7EvIRvTvonDQ90aommAGxr5uVj1Zuj0Bryw5jDyS3Xo3NAb0VFNJKrcDq5+QPcn4dH1CUQv+AZdrv6BgV6XoQ7thD8KmuGzi4HILHaCu5MK/zzTH3B3MnZ/JO3BhdgV8E7cAO+yLCBhG9oCxmHAqjZ8hccBPK4BUArgMPC7Fkgr8cGVNfcgoM9kILRz5fklucBf/2e8c/G+JcalH6r552QGdAYR3+y5iOcGNbP4/E1LEYR6u6B9mBe2nr6Cw0lXzcHpeGouvt6diOcGNUOYj7zutjOFI5tDdbyniSTE4CQ3ulLg8gmIaYeRdXYfSpMPIqD4HHpCj56AxX+IDVpPKII7WM5J8o6wvWIckQO1CfHE8se6YuKyfdh1Lgu7zmUBAJQKAeE+Lmji74amAcavU5fysP/iVbhpVVg4roNkc8JqQqEQMG7k3Xj0Kz/MzUTVFR7QLMANs+6JrNy+RKEAGvVG6MSeGPDuRjQpOgxv5EMhiJjWuxHaBDqh9Mo5HD64FwElF+EpFKJY7Y3gkDAIKieUXtiNYGQDp74xfrW5Hxg813g34o+TzMODWDECmPyHVXg6czkfAJBfosP2M5m4K7JyGQVTj1OotzM6hhnvGKw6z2nRlnP460Q64i/l4eene8lqCM+Ujar+m8/UI2dgbiIJMThJqSIkmZcASDsEMeMkBEM5BABVV4TJhRuyPFrBI6Ir/Jp3A4I6QOHdiCGJJNOlkQ9WP9EDK/dexLmMApzPKEB+qQ4JmYVIyCzE5pOXLc5/+77WsuvVuJ5+zf3Rr7k/tp+5AnetCiM7BOPBLmFoH+ppc0hNo1Lg4d7N8P5G4wScV4e1RJsBxt41LYAW/crw6Ff7kJxdhB8e7wmhYmL/rmNJWPn9N3jQ6V8MM+yAcHwtcGoDABHQlcDgEQoolFBcTbQZns5erlze/vejacbglHYI+q3v4fESAe9iAkK8nNEh3AuA5QriJy4ZN0g+kZaHj/4+g9fvbuW4D/AmiTYmh1c+YnIi6TA4SeWft4FdH1utaSPAuM3FMUMETgmNoQ7tiMgu/dG5XXt4yuhfg0QA0D7MC+0rhn1EUURGfinOZRSYv85fKUBiZiGGtG6A+26z2+ABYPHDnXAkOQedwr1vOI8LAB7p0RA7zl5Bu1AvTO/f2OKYl4sGv0T3RnG53mLpit6tQvC8pitiizrit/tfRssj/4U6ZQ8AYJeiM6IznoC/Vo8/PP8HzdVE4IuBQIeHgXYPotwjHMg8jb6KTLigBJp4A/Rrl0J5bDWUAJ5UAe7Kcng5j0CHUC8AQGJWEa4WlkGhEJCcXblcwWfbL2D3+SxczCpE98a++M/oNpJuCmyKRlWXI1Bw5XCSAQYnieicfKAylKNA4YFDukY4amiEY4bGOC5GoFHjlhjdKRQPt7FjnzgimRAEAYEeTgj0cJLdCtq15aZV1ehn8XRWY/UTPa95XBAEq/W+tColhrZugJ8OpOD5bQak5jyH3obe8EARfjH0gggFckqBKeJb+Mb7HSiuXgB2fgTs/AhqABur35x4zPgtO6gfvNJ24CHhb2DDS/BUqvGPy584VR6Is8fcYQhoDQAI8XJGv+b++H5fEo6lGnugNsVfxqGkq/h4fEfJ/ixt7lUnmI7d+nqITPi3skTmJrbGlpKPkQo/AAJaNnDH6I4hmNMhBA08pftXHhHdeve0C8JPB1JwoWI7pIyQARjQJQwPB3nA20WD8Z/vwc4rwH97LMObgxKAYz8BZzcBhnLki87IUgVC6eyBpFw9tJ4B6DJ+Fjam+eNo0kLMVy8D9i8DADQB0ER5EfhrJC76R2GoogMUDYZgzqhItAv1hKezGl4uasz7LR6n0vMx/dsD2Pv6IEn+AWdzrzrTMQ7VkYQYnCTSp0NL/JWow+PX2ieOiOqNPk39MKFbGApL9ZjYsyG6NPS2CAzvj22Px1bE4cu9l9C7ZV9ETbgfKM3H4n9O4b3tlzGubTge6dEQDy/aCadcBQ74t0fqifP4Xj8IvRp5YGTxr0DDntiub4PcQ+sxQvkvGl6JxWeaWJQkfwHt3pcxocfTgMq4Ntn66N4Y/vEOJGQW4pfDaRjfNQwxsefg46bBw90b3pLPxPZedRyqI+kxOElkUMsADHpt4G1xhxER1S2VUoH5Y9pd83hUywBM7tUIK3Yn4uWfjmDby1Fw1brjaJYCgIDmDdzRJsQDDX1dcDGrCGsPppjvqEtu9ggwYA4AwCslB4/uC8dyZToe0m5Hr5LtCNZnA5vfAg5/BzTqA6i0cGpxNx7uHo53/jiJb/dehEoh4MNNZwAAXRv5oPmtWLHeVo+TeaiOyYmkw7+1JaJSKhiaiMhurw1viXAfF2QWlOHv+HQAwJkM41IEzQPdIAgCpvSOAAC8v/E0jlfMVwrxcjZfo2UDD2hVChwsaYCXch9E79JPkH3Xx4CLH5B52jikt3cx8PU9eKToWzirgPhLeZj963HzNZZuPY/conK8/OMRrDuUUmc/r63J4byJmOSAf3MTEd0GnNRKjOlkvDPxl8NpKCnXI7FiTlSLih6gR3o0RNsQT+SX6HA2w7hMQah3ZXDSqBRoE1K5tYu7kwbevSYBz+4Hhr0L9H/VuI4UAKc9H+Inr0VQQ4eSckNFABORenQLFny2BH8fOIU31h1HfknlncEZ+SXYcz7LIQtU2t6rjkN1JD0GJyKi28So9sEAgB1nMxGXmA2DaLyTz99dC8C4AOl/R7e16KUJ8bJcO6vqdiuRwR7GoTBnb6DHU0DU/wFjvwLGfAGonNG6YDc+VC+BUjDgq8HABs/3sEY9F3NyZ+GI0xOYYfgG6w+lAjAuRzF1xX5M+GIvlm67cN2fIy2nGKv3JWHx1nM4l1Fg8xybe9VV4FAdSYnBiYjoNtHY3w3tQj2hN4hYUDHnyDRMZ9I21BOP9mwEAFArBQRUhCoTi+AUdI2Nhds9CIz/FlCoMEq5B6fcnkKL30cjsvQISkQ1EsUGAIAnVH/g352bIYoi9l+8al7O4H9/ncIvh1MhiiIOJV3FD3HJ0FesISCKIiYu+xev/XwM7/11GtO+jkNBqQ7f7Em0CFE296pjjxPJACeHExHdRka1D8bRlFwcTMoBAJsTtV8c0hwJmYVoFeQBhcKyy6Z6j9M1NR0MjP4MWDsN6vJ8QO0CtBqJHUGPwy2gMYIPvgbNiR/wYN4KHD7ZF/Hbf4YvGsLg4oerReV4fvVhzPstHlmFZcbrCcCDXcIQfykP568UQqtSwFmjRGJWETq9vQllOgP6NffHN1O6AaiyV51QdagOFseIpMDgRER0GxnVPhj/2XDS3OtiKzi5O6nxdUUAqS7U2xlhPs5IvVqMThXbsFxT27GAVzhQVgCE9wLUTrjLdMznDejif0Y/5TGU/tAHHVGGB7UaFEROQoxiPFYfulIZmgAcSsrBg13CsPGEcSue/s390be5P2atP44ynXGbmu1nrlS+t2mvuqo9ThXfOVRHUuJQHRHRbSTAwwm9mvian9d0aQBBELB8cjesmtYDjf3dbvyCsG5Ak4GAutrCvN6NUNx2IgBAizJcET3gLJTB//gXmFPwNg5N9sCujv9gfcstGKHYi9NpVwEAf58w3hE4tHUDjO8ahqYBlTVoVQrzxHJbk8PNvU/MTSQh9jgREd1m7m0fgl3nsgAY5zjVVNMAN4vAUlvud89DuZsnNmQFYenlSHzaOR1Nt88ALmyF84WtCAEQAiBGA7ydkYcLVzohJz0RaoUPBgeXQr12Mtb2H4WT3lEY//lelOoMyCkqh7er5hp71Rm/c+VwkhKDExHRbWZY2wb4ZMtZBHo4wddNe+MX1BUnD6iHzMW9AO41tTVsCKx6ACgvBCLvg1heBOH0BkwRfsPBta7Y6xSDBHVTeP6gA64mwjNhO3o8sx8znf/AXyWtkZ5XAm9XTeVwnMUULeOTV9ceQ1GZHo9VrFtFdCvd8cEpOTkZEydOREZGBlQqFWbNmoUHHnhA6rKIiGrNw0mNLS8OgFopwxUhw7sDzx823vrm6guhvARX/9sSIchCSHoMACCi/BxwteL84qvA5wPwnJiMu9ThSM81/ve5MjdZrxwOAOsPpzE4kSTu+DlOKpUKCxcuRHx8PDZv3owXXngBhYWFUpdFRHRTNCqFxR1nsuLiA7hWzMNSO+HfBuPMh7Yb2qG01f1AWA+g38vGxtxkAEArRRK2bNmAdYteQTAyAdgeqgOA1KtFdfojEF3LHd/jFBQUhKCgIABAQEAAfHx8kJ2dDVdXV4krIyKqH3IjJyI9bQ0EiPgp7A30GzfMeEBXChxcCRSko0ThAidDEV6+/Bo81MUYqdyD+8rettyrrkrvU2ZBGUrK9XBSK+2uI6+kHA8s2YN2oZ54/4H2Dvv5qH6RvMdp+/btGDlyJIKDgyEIAtavX291zuLFixEREQEnJyd07twZO3bsqNV77d+/HwaDAWFhYTdZNRER2atpeAgGl76PQaUfoF+nNpUHVFrg4R+BUYuwo+krAAAPwbg5cVtFIp5T/QxN4hZgx0fApaPQGQwW1025WlyjOtYdTMXpy/n48UAKSnX6m/uhqN6SPDgVFhaiffv2WLRokc3ja9aswYwZM/DGG2/g0KFD6Nu3L4YPH46kpCTzOZ07d0abNm2svtLS0sznZGVl4dFHH8Xnn39e5z8TERFVahXkDqWzJwQnDwxpHWh5MKgd0GkiCiKGoVRUAwDiDQ0BAM+r1sHtx3HAP3OBVQ/gUsYVi5em5tgOTltOXcb8DSeh01sGrRNpuebH5zNqNmWjqEyHzfGXUV7tmlT/CKIjdmN0EEEQsG7dOtx3333mtu7du6NTp05YsmSJua1Vq1a47777MH/+fLuuW1pairvuuguPP/44Jk6ceN3zSktLzc/z8vIQFhaG3NxceHhcZ4VdIiK6rgtXCiAIAiL8bE+T2HH2Cv5Y8S7aCRfwtu4RzFatRFfFaUT4OUNZmgcUXsHnuhH4r+5hi9f5uWnw27N9EORZuZlxo9f+AAC8fW9rTKzYfuZUeh7u+WQndBVbv3z0YHuM6RRqV+16g4gJX+zFvoRszL4nElP6cFL6nSYvLw+enp52/X0veY/T9ZSVleHAgQMYMmSIRfuQIUOwe/duu64hiiImT56MgQMHXjc0AcD8+fPh6elp/uKQHhGRYzT2d7tmaAKAIE8nrNYPxP/ppqEYTnhd9zgGl32Aoif+Be5dDMC4N95vmv9DJ8G4T58vchFQeAYbjqWbr1O1L2DPBeNaVweTrmLYwh3m0AQAp9Pz7a7954Mp2JeQDQBYV7GpMdVfsg5OmZmZ0Ov1CAy07NoNDAxEenr6NV5ladeuXVizZg3Wr1+PDh06oEOHDjh27JjNc19//XXk5uaav5KTk2/6ZyAiohtrUKXHSKuq/KtJEASg+RCgzwvQCWq0VSTiR+08fKL+FLHaF7FB+38QDq00n59bXG5+nJRtvPMuPi3P6v1O1iA4VQ1Zp9PzUVzG+VH12W1xV131W25FUbT7Ntw+ffrAYLBvTFqr1UKrlXAxOSKiespNq4KbVoWCUh1Gtg/GTwdSAFRZgmDwHCh7PoOiX16Ey5n1GKXcY37tI5kf42p8H7z6dybKNJ7wRAGChSwcT22IP49dQlrFXKjRHUPwSI9w3L9kD06k5qJcb4BaeeP+g5wqYaxMb0BcYjb6Nfd33A9PtxVZByc/Pz8olUqr3qWMjAyrXigiIrq9DW3dAHsvZGFa34gqwanKcgSufnCZsALn4jZi86/fIlX0RS/FCQxXxkH44QF8Dh0yRC+Ua5UIQjYeKn8DT62qvH6otzNaB3vCz02DzIIyfPdvEib1anTDunKKyiyeH0vNZXCqx2Q9VKfRaNC5c2ds2rTJon3Tpk3o1auXRFUREVFd+PDB9tjxShRaNvDA2/e1wbx7W1uv0yQI8GszEO/qJmClfgj+aDoXW/XtoYYOABAg5CBEyIJCEBGj/hhDFfughTH4+Lpq4KRWYsbg5gCAj/85i5LyGw+75RQZe5zah3kBAE5esh76o/pD8h6ngoICnDt3zvw8ISEBhw8fho+PD8LDwzFz5kxMnDgRXbp0Qc+ePfH5558jKSkJ06dPl7BqIiKqC4qKsbmJPRpe8xwvFw1WP9EDWpUCPq4a3L3gJQwp240kMQAvqn5EhCIdQUI2fIV8fKZZiF361phS/rJ5X7/xXcOwOPYc0nJL8Hf8ZYxqH3zdmkxDdT0b++JIcg6DUz0neY/T/v370bFjR3Ts2BEAMHPmTHTs2BGzZ88GAIwbNw4LFy7EvHnz0KFDB2zfvh0bNmxAw4bX/j8VERHd2Xo09kXHcG809HXF+mejkNNsDOJVkXio/E30LF2EHQ2fhUGhAQD0Vp7Aes1stLz8O1BaAJVSgbFdjHdN/xB345uATD1OPZsYt5FJyCy0q6eK7kySB6cBAwZAFEWrrxUrVpjPefrpp5GYmIjS0lIcOHAA/fr1q9OaYmJiEBkZia5du9bp+xAR0c1rFuiO5Y91wzMDm5rbUlo/gdRnLuLB0lnIFt3QSpGEZrtfBr4aBujK8EBn4xpOO89loqBUd81ri6KI3GLjUF+zADf4umpgEIEzl+2/K4/uLJIHJzmKjo5GfHw84uLipC6FiIjs1CzAzfy4gacTAj2csE9shUGlHyBGNwqioAQuHwM+6Yiw89+hlUs+PFCAxMxCnL9SgHMZBebXX8kvxSf/nMWWUxko1xvXf/J20aBlkDsAznOqzySf40REROQITasEpwB3LTQV60FdhQfe143HUw/eC+HnqUBeCvDHi/gTwFWtG37cocL8I05w06qw85WBKNXp0WP+PzCIxmUSAECjUsBJrUCrBh7YdS4Ls385AS8XDYa2biDFj0oSYo8TERHdEcJ9XMyPQ72NjzVV1mlStL0fuH8Z0PMZQGvcVsNbKMCEk9G4R9iN/JJytJ/3N7r91xiaAJiH8byc1RAEAS2DjK8r1Rnw5MoDOJh09Vb8aCQjDE5ERHRHUCkViH1pAP6a0ReezsYNgzVVViGHIABtxwJD/wO8cgHLe/yFPfpIuAvF+FSzCD9p5sILtucuebkYr9eqYqjOZPJX+/Dljgso03Hz3/qCwYmIiO4YEX6uaNmgcpNWi+BUlVKNgOBGmFj+Gj7WjUahqEUXxRl8p/kvvJEHAQZoULliuJez8Q69qsOBCgHIK9HhnT9O4tGv/sX3+5LMNziV6xmk7lSc40RERHesu1oFYs3+ZAR5Olkda+TnAh1UWKB7AIXN7sXjF55HpOIiDjlNh0EUoBBE/K7vgWfKnzX2OOnKoC1Ix3fTuqOgVIeolgF45Mt/8W9CNvZeMH419HXBn8fSsf5QKv56oR9CvJwt3tPebV5IvvinR0REd6w37mmFl4Y0x+onelgdi/BzNT8eM3QQxpe9icuiFwBAIRgnOd2j3IvRip2I8HcFfn0WWNgWvTTnMaR1A6iVCkyutmXLyj0XsXLvReSX6vDJ5rMWx17/+Rg6vb0JiZmFjv0h6ZZij5MNMTExiImJgV7PBc6IiG5nHk5qPDOwmc1jLhoVVj/RAwZRRMsGHnhz0n24UNQNgcfnAG4B2JKkw8CctXhX/QXSU1OBlF+NLzzyPRDeHYBxDamq/k3INj/OyC+BKIqY+vV+5BSV4WBSDgBg1i/HsXJqd4f/rHRrMDjZEB0djejoaOTl5cHT01PqcoiIqI70aOxrfhzVMgBAANBpPQBg569HoItLxBDlATQ0hSYAKK4MR418K+/kA4DCKotpXikoRU5RObacyrA458BF3ol3O+NQHRERkQ2ioMIz5c/hzfLHoG82rPJA/C/A/q8AUYSq2nyl0ip312XklSI1p9jqukVlem7ZchtjcCIiIrJBo1SgDGp8q78LyofXADNPVR78/QVgrhcQ+1/8+kxvvDKshdXrrxSUWqxGXlVGXmkdVU11jcGJiIjIhql9ItA62APz7m1tbHC3sUr4tv+hnXshnurfBEqFYHFIFIEZaw7bvHZ6XomDq6VbhXOciIiIbAjwcMIfz/WtbBAEYOh/geM/A1lngZJcY/vaaRAiR+E1zV7sLWsCdxRjgPIw3iyfggK42Lz2ZQan2xaDExERkb16Rhu/RBG4uAtYORpI2g0k7cbjAB7XVJ56WfTGfN3DNi/D4HT74lAdERFRTQkC0KgP8PReoOU9gHcECmG52OU47V5oUWbz5ak5xUi5WgSDaVM8um0IoijyT62aqus4nTlzBrm5ufDw8LjxC4mIqN66/5NNWJs91qItu/2T+NlvOlKuFmPF7kSoFAJ0VcLSiHZBiHmo060ulaoxLT9kz9/3DE7XUZMPkoiI6rcHP9sD94ub8KpqNfa79MNDJd8DChUQvQ9lbiE4lFoIJ7US98bssnhdmxAPfD6xC7xdNNh/MRvdI3yvvcce1QkGJwdhcCIiIns9tnwfYk9fAQB0a+SDH9w+AM5trjzBOwK4bwm2FDfGL4fTEJeQjbRc41ynno19EertjB8PpCA6qgleHtoSAJCcXYSl285jWt/GFlvEkGPV5O97RloiIiIHcNFW3m/lrFECPZ62POFqArB2GgY29cbH4zvi6yndzCuPH03JwY8HUgAAMbHnzS95cuUBrPo3CROX/Vv3PwDZhcGJiIjIAVzUSvNjV60SiOhvfVJeCvCOPxD/K5oFuuPP5/sBAArLbK8kHn8pDwCQcrUYa+KSHF801RiDExERkQO4Vu1xUqsApQoY9SnQqK9x1fFRn1ae/MNEYM0jcF47Ee1csm1czdqra485umSqBQYnIiIiB3DRVOtxAoBOjwKTfwc8goAODwPdnqx8wcnfgNN/4Bn1L1bX0ukNVm22zP3tBB5cugfldp5PN4/BiYiIyAFcq89xqk6hBO5+D3joB4vm7rr9EGAZfC7l2rdA5vJdidiXmI1tFZPSqe4xOBERETmAQqjcq87PVXvtE8N7Wjz11F9FgtMj+ET9qXnBzDOX85FfUm710mvdCM8ep1uHW64QERE5QLCXk/nx2M6h1z7RyQMY+xVQlA1oXIH1TwEARin3AAC+1w/E39/GYrbLIKuXRn93EK8Oa4mGvq4Wq45zAfJbh8HJhqorhxMREdljaOsGeHloCwyJDIS3q+b6J7e5v/JxeTHwx0wAxvBkClAo/wJDhP/hjBhmPnXDsXQ08HDG7JGRKKvSyySCyelW4VCdDdHR0YiPj0dcXJzUpRAR0W3CSa1EdFRTNAt0r9kLu04FXjoL+LdCkdrH4tA89Qqr07MLSwEAJeWV/7jnUta3DoMTERGR1NwCgOi9iB25GxEl3+KAoRkAoIfiJNxRZHFqXokOAFCqq+xx4hynW4fBiYiISCaiWvpjWJtg3F82F+cNQQCAY07T0F04aT4nr9g4aby0vDIslZQzON0qDE5EREQy4aJRYckjndEtwgef6Eab29do38ZfmleR6PQQnkr7P1y8dAWLt54zHy8u55zcW4XBiYiISGbctSr8YuiD6WUzzG0tFckAgEHKQ1i1aBZWxyWbjy3ddt7uRTPp5jA4ERERyYybk/Gm978M3bC1w0cwOHlbHJ+q+tNi7tOV/FK8t/H0La2xvmJwIiIikhl3p8rVgtRt7oXilQsojppnbgsUcnBA+yT6Ko6a25btTLilNdZXDE5EREQyo1VVbtnS2N8VUCig6fMMxpTOweSyV1AuKqER9FipeRf3KXYCAPQGEcM/3oG2czZi9/lMnLyUh1GLdiL2VIZUP8YdiQtgEhERyczVojLz4wYexhXJlUolDorNARHoWboI+52MK44v1CxGM10KgoUszL30KPLhjm1nrmDV3iQUlOrw2Io4JL47QpKf407EHiciIiKZyS6sDE5ClT3w3hoZCQDIhCfuK60cuotW/YrRyl2YptoAX+Tis23nUVCqu3UF1yMMTkRERDLz7MCmAIBJPRtatE/q2cj8+LDYFO+VP4gCsXKPvGdUv+CA01NYVGXDYAD49UgajqbkoFxvwI6zV7D7fGbd/gB3MEG81lbL9VjVverOnDmD3NxceHh4SF0WERHVIzlFZfB0Vlv0OAFAo9f+sHiuhB6+yMNf2lfhIxSY27/R3YXZuseuef1Tbw+Dk1p5zeP1SV5eHjw9Pe36+549TjZwrzoiIpKal4vGKjTZoocS3dpFYrHuXov2R1Wb8KAyFj7Is/m6K/nGPe9OpeehuIwLaNqLwYmIiOg2NqZjCMJ9XPClfgQmlL1hcew99Rf4j3oZQoUMAJYDTBn5JYg9nYFhC3fgyW8P3MKKb28MTkRERLeRgS0DAADfTeuO76Z1x3/HtEXvpn4AgD2G1ni+7GmkiT7m84cr47BTOwPvqz6zuM6l3BI8ttw4srL9zBWk5hSDs3dujHOcrqMmY55ERES3QpnOgMt5JQjzcbFoX70vCeV6A2b9cgLOKMFJpylWr+1f+hEuig0AAC0buONUer7F8bdGRuKx3hF1V7xMcY4TERHRHUqjUliFJgAY3y0cg1oFAgCK4YSv+/xjdc4H6qXoJpwEAKvQBABzf4tHYakOGXklDq76zsHgREREdIfwdFabHw/sFAlx+PvIbTcVYseJAICuijP4Qfs2pio3XPMavf+3BX3fi8XVwjLkFpVj5d6LyC0qr/PabxdcOZyIiOgO4apVYcnDnSAIgrFXqvsT8ASAq4lIT0mAmBGPICEb01W/4qihMU6K4SiAZe9VTkVISrlajHf/Oold57JwJDkHHzzQ/tb/QDLEHiciIqI7yPC2QRjWpoFlo3cjHOr3JfqWLkSiIRD+Qh5+1M7DKs1/4e2itnmdojIddp3LAgD8dCCFSxZUYHAiIiKqB1y0Kuigwmu6x81t7RUX8IqwEq+pvod3tfWeqm77AgCfbjl7S+qUOwYnIiKiesBVY1wlfK8h0mKfuwn6XzFd9Rt+1MyDBwrN7U+tOmjx+v2JV29NoTLH4ERERFQPuGorpzUPvutubPIYY3G8qSINb6m/gRuKbL6+VMehOoDBiYiIqF5w1VQGpwEtAnDXjC+BJ7fjXdXT+EffEQBwv3IHlqoX2Hx9qc5g1ZZXUv/utmNwIiIiqgdctJUb+rpqVYBCCQS1x2+quzC7fLL5WB/lCZzRTkRTIcXi9aIIi5XFd5y9gvZz/8bHm+vX3CcGJxtiYmIQGRmJrl27Sl0KERGRQ7hoKoOTSlG5efD0/o2RCn+UiZXHNYIem7WvwL3KsN3py/l4bEWc+fl//jgJUQQWbD5Tx5XLC4OTDdHR0YiPj0dcXNyNTyYiIroNOKuVGNgyAN0ifBDi5Wxuf7h7Q/wS3RuPaqyH6CYqN6GHIh4KGIfptp6+gnf/PIX8knJ4u2huWe1ywr3qroN71RERUX3R771YGK5exH2KnRih3ItWimTzsd36SDxT/hyyYfvvwif7N8brw1vdqlIdjnvVERERUY2liP5YpB+N+8retmjvpYzHYs3H13zdZ9su1HVpssHgREREROjSyBsA0DTADc1D/BFd9pzF8R6Kk/CC9cbAJpfzSurFkgUcqrsODtUREVF9UVKux88HUxEZ7IF3fo/H/ovGBS8HKg7iK80H5vNi9e3xvm4c4sVGNq/z3bTu6NXU71aU7DAcqiMiIqIacVIr8VD3cHQI87JoL28yBBj/vfl5lPIINmj/D4DtfpfJy+/sG6sYnIiIiMiCvspg1JeTugAt70a26GZxTqiQafO1ZXoDbA1mnbmcj18Op9o8djthcCIiIiILBkNluNGqjOs73V82FzqxMjbs1D6PfZE/2Xx90zf+tApIQxZsx/OrDyP2dEYdVHzrMDgRERGRBQ9ntVVbghiEFqVfQy9WLp4ZcOFnrNfMgj9yLM7VG0QcS821ee3jqXkOrfVWY3AiIiIiC5N7NQIA+LhWLnL5cPdw6KFEr9JPMbd8IkpdggAAHRTnEef0ND5Rf2oRoPQGEVkFpVbXFqxabi8MTkRERGRhUKtArJzaDT9N72lue+e+Nlj6SGdchg+W64cj+f5fLV4zSrkHs9Qrzc9X7E5E53c244vtlms8Cbd5cmJwIiIiIit9m/mjsX/lhHBBEBDk6WR+7uIbBszJxfiyN81to5R78LByM5oIqfjlcBoA4D8bTuK3I2m3rvA6xuBEREREdjFUmfDtWTEPaq8hEvPLJ5jb/6P+Cv9oX0bV5Qqe/f6Q+bEgCEjPLcHXuxNRUKqr+6IdTCV1AURERHR7qHqfnIvGeLfdvjcGIb+kP/DVRqA423y8k3AWB8XmNq8z/vM9SMwqQkJmIeaMal2XJTsce5yIiIjILu1DvdC/uT8m92oEoWKyUoC7E5r4uwFB7S3O/Vk7x+Y1BAFIzCoCAGy9DZcmYI8TERER2UWpEPD1lG62D476BFg+AshNMjdt1LyCI4Ym+FD3AC7DBwBQdXknTxdN9avIHnuciIiI6OZ5hQMvHAP6v2puaqFIwYOqbXhZ/YO5rUxnMD/WKG+/W+wYnGyIiYlBZGQkunbtKnUpREREt5e+L2Ft289wRazcLHescjv8kAtnlODjf86a28t0BqRcLcJXOxOQW1QuRbU1Joi3+6YxdagmuyUTERGR0ff7kvD6z8fQVTiFH7XzLI71K12AJDEQANCygTtOpeebj215sT8a+rpCqRCw5dRl5BaXY3TH0DqvtyZ/37PHiYiIiBzKVWucQh0ntkScwfLOuu8175gfG6r13Qz8cBte+ekoAGDKiv14Yc0RJFVMJJcLBiciIiJyqHAfF/Pj2MApFpsDhwhZeFi5Gc2EFOgN1oNeaw+mWGwQfCm3uG6LrSHeVUdEREQO1SHMCx+P74Am/m5Izy1Bz288ECJkYr12NgDjIpkA0OjKdzZfX66vDE6lVSaTywF7nIiIiMjh7u0QgjYhntCqFbgCLxwWm2Ktvo/FOYMVB2y+du+FLPNjBiciIiKqN5zUSvPj3fo2Fse+1HwIJfQIwFU4odTc/uhX+8yPS3X6ui+yBhiciIiIqM4oFZVrNTUdNAnf66Isji9RL8Q+p2iccnoMAbhq9fpd5zLrvMaaYHAiIiKiOlN1wcsno1phrvAk+pYuMLcNUVYO132r+a/V67/fl1y3BdYQgxMRERHVmS4NvdG/uT+m928ChULAE30bI1kMRNeSGFwV3SzOba5ItXmNknL5DNcxOBEREVGdUSkV+HpKN7w2vCUAYFq/xmgb4okr8Mbg0vexP+RRi/N9kWt1jezCsltSqz0YnIiIiOiW8XBS47dn+2Bo60BkwRPlA+egvONk8/EDTk/hjHYiXletAmBcluDP4+mS1GoLt1y5Dm65QkREVDdEUURGfikCPZwAANtn9UE/5TGLcyaUvYE9htYAgM4NvfH94z2gUTm+z4dbrhAREZGsCYJgDk0AMKn8VTxU9n8W57QVLpgfH7h4FeevFNyy+q6FwYmIiIgkJ0KB3YY2WK/vZW77P/X3iNNOh3/FMgVFZTqpyjNjcCIiIiLJNQsw3mHnNCYGpw2h5nZ/IQ9xTtF4TfU9Vm07BqlnGHGvOiIiIpLcuujeOJdRgPahnmi85l0kOD1icXy66jf8cfYyBGGTRBUasceJiIiIJOemVaFDmBcEQYAIhdUaTwDQV3FcgsosMTgRERGR7Iwpm4v/lD+EvYZW5rYM0Uu6giowOBEREZHsJIhB+EJ/D14oexqHDE0BAH6C9eKYtxqDExEREcnWJfhiStlLAAAvoRDQSbuKOCeHExERkSyFejsj5WoxrsIdvUs+RhY8cEqlkbQm9jgRERGRrLx9Xxv0a+6PJ/s3qWgRkAp/lEAraV0AgxMRERHJzMQeDfHNlG7QKAWpS7HC4ERERESylFVoOZ+pQ5iXNIVUwTlOREREJEtZBZXB6afpPdEy6Pob8N4K7HGyISYmBpGRkejatavUpRAREdVbj/RoCAAY0TYIXRr5wE0rfX+PIEq96YuM5eXlwdPTE7m5ufDwkD7lEhER1Tf5JeVw06ogCHU336kmf99LH92IiIiIrsHdSS11CRY4VEdERERkJwYnIiIiIjsxOBERERHZicGJiIiIyE4MTkRERER2YnAiIiIishODExEREZGdGJyIiIiI7MTgRERERGQnBiciIiIiOzE4EREREdmJwYmIiIjITgxORERERHZicCIiIiKyE4MTERERkZ0YnIiIiIjsxOBEREREZCcGJyIiIiI7qaQuQM5EUQQA5OXlSVwJERER1RXT3/Omv/evh8HpOvLz8wEAYWFhEldCREREdS0/Px+enp7XPUcQ7YlX9ZTBYEBaWhrc3d0hCILU5Vjo2rUr4uLi7tgaHHXtm7lObV5r72sccV5eXh7CwsKQnJwMDw+PGtV5O5H6d72u31/q3/W6/D2399wbnVMfftel/j2v6xqk/j2/0WtFUUR+fj6Cg4OhUFx/FhN7nK5DoVAgNDRU6jJsUiqVkv8HpC5rcNS1b+Y6tXmtva9x5HkeHh6S/y7UJal/1+v6/aX+Xa/L33N7z7X3enfy77rUv+d1XYPUv+f2vPZGPU0mnBx+m4qOjpa6hDqtwVHXvpnr1Oa19r7G0efdyaT+DOr6/aX+Xa/L33N7z5X6z1gO5PAZ8L/p9uFQHdFtKi8vD56ensjNzZX8X6pEdYm/6yQn7HEiuk1ptVq89dZb0Gq1UpdCVKf4u05ywh4nIiIiIjuxx4mIiIjITgxORERERHZicCIiIiKyE4MTERERkZ0YnIjuUL///jtatGiBZs2a4csvv5S6HKI6MXr0aHh7e2Ps2LFSl0L1BO+qI7oD6XQ6REZGIjY2Fh4eHujUqRP+/fdf+Pj4SF0akUPFxsaioKAAX3/9NX766Sepy6F6gD1ORHegffv2oXXr1ggJCYG7uzvuvvtubNy4UeqyiBwuKioK7u7uUpdB9QiDE5EMbd++HSNHjkRwcDAEQcD69eutzlm8eDEiIiLg5OSEzp07Y8eOHeZjaWlpCAkJMT8PDQ1FamrqrSidyG43+3tOJAUGJyIZKiwsRPv27bFo0SKbx9esWYMZM2bgjTfewKFDh9C3b18MHz4cSUlJAIw7fVcnCEKd1kxUUzf7e04kBQYnIhkaPnw43nnnHYwZM8bm8Y8++ghTp07FtGnT0KpVKyxcuBBhYWFYsmQJACAkJMSihyklJQVBQUG3pHYie93s7zmRFBiciG4zZWVlOHDgAIYMGWLRPmTIEOzevRsA0K1bNxw/fhypqanIz8/Hhg0bMHToUCnKJaoVe37PiaSgkroAIqqZzMxM6PV6BAYGWrQHBgYiPT0dAKBSqfDhhx8iKioKBoMBr7zyCnx9faUol6hW7Pk9B4ChQ4fi4MGDKCwsRGhoKNatW4euXbve6nKpHmFwIrpNVZ+zJIqiRduoUaMwatSoW10WkUPd6Pecd4vSrcahOqLbjJ+fH5RKpcW/ugEgIyPD6l/nRLcr/p6TXDE4Ed1mNBoNOnfujE2bNlm0b9q0Cb169ZKoKiLH4u85yRWH6ohkqKCgAOfOnTM/T0hIwOHDh+Hj44Pw8HDMnDkTEydORJcuXdCzZ098/vnnSEpKwvTp0yWsmqhm+HtOtyNuuUIkQ1u3bkVUVJRV+6RJk7BixQoAxoUB33vvPVy6dAlt2rTBggUL0K9fv1tcKVHt8fecbkcMTkRERER24hwnIiIiIjsxOBERERHZicGJiIiIyE4MTkRERER2YnAiIiIishODExEREZGdGJyIiIiI7MTgRERERGQnBiciIiIiOzE4ERFJpKysDE2bNsWuXbscet3ff/8dHTt2hMFgcOh1iYjBiYgcZPLkyRAEweqr6iauZOnzzz9Hw4YN0bt3b3ObIAhYv3691bmTJ0/GfffdZ9d177nnHgiCgO+++85BlRKRCYMTETnMsGHDcOnSJYuviIgIq/PKysokqE5+Pv30U0ybNq1Orv3YY4/h008/rZNrE9VnDE5E5DBarRYNGjSw+FIqlRgwYACeeeYZzJw5E35+frjrrrsAAPHx8bj77rvh5uaGwMBATJw4EZmZmebrFRYW4tFHH4WbmxuCgoLw4YcfYsCAAZgxY4b5HFs9NF5eXlixYoX5eWpqKsaNGwdvb2/4+vri3nvvRWJiovm4qTfngw8+QFBQEHx9fREdHY3y8nLzOaWlpXjllVcQFhYGrVaLZs2aYdmyZRBFEU2bNsUHH3xgUcPx48ehUChw/vx5m5/VwYMHce7cOYwYMaKGnzKQmJhos3dvwIAB5nNGjRqFffv24cKFCzW+PhFdG4MTEd0SX3/9NVQqFXbt2oXPPvsMly5dQv/+/dGhQwfs378ff/31Fy5fvowHH3zQ/JqXX34ZsbGxWLduHf7++29s3boVBw4cqNH7FhUVISoqCm5ubti+fTt27twJNzc3DBs2zKLnKzY2FufPn0dsbCy+/vprrFixwiJ8Pfroo1i9ejU++eQTnDx5EkuXLoWbmxsEQcCUKVOwfPlyi/f96quv0LdvXzRp0sRmXdu3b0fz5s3h4eFRo58HAMLCwix69Q4dOgRfX1/069fPfE7Dhg0REBCAHTt21Pj6RHQdIhGRA0yaNElUKpWiq6ur+Wvs2LGiKIpi//79xQ4dOlicP2vWLHHIkCEWbcnJySIA8fTp02J+fr6o0WjE1atXm49nZWWJzs7O4vPPP29uAyCuW7fO4jqenp7i8uXLRVEUxWXLloktWrQQDQaD+Xhpaano7Owsbty40Vx7w4YNRZ1OZz7ngQceEMeNGyeKoiiePn1aBCBu2rTJ5s+elpYmKpVK8d9//xVFURTLyspEf39/ccWKFdf8vJ5//nlx4MCBVu0ARCcnJ4vP0dXVVVSpVOK9995rdX5xcbHYvXt38Z577hH1er3FsY4dO4pz5sy5Zg1EVHMqaWMbEd1JoqKisGTJEvNzV1dX8+MuXbpYnHvgwAHExsbCzc3N6jrnz59HcXExysrK0LNnT3O7j48PWrRoUaOaDhw4gHPnzsHd3d2ivaSkxGIYrXXr1lAqlebnQUFBOHbsGADg8OHDUCqV6N+/v833CAoKwogRI/DVV1+hW7du+P3331FSUoIHHnjgmnUVFxfDycnJ5rEFCxZg8ODBFm2vvvoq9Hq91blTp05Ffn4+Nm3aBIXCchDB2dkZRUVF16yBiGqOwYmIHMbV1RVNmza95rGqDAYDRo4cif/9739W5wYFBeHs2bN2vacgCBBF0aKt6twkg8GAzp07Y9WqVVav9ff3Nz9Wq9VW1zXdzu/s7HzDOqZNm4aJEydiwYIFWL58OcaNGwcXF5drnu/n52cOZtU1aNDA6nN0d3dHTk6ORds777yDv/76C/v27bMKhgCQnZ1t8TMS0c1jcCIiSXTq1Alr165Fo0aNoFJZ/6eoadOmUKvV2Lt3L8LDwwEAV69exZkzZyx6fvz9/XHp0iXz87Nnz1r0snTq1Alr1qxBQEBAreYTAUDbtm1hMBiwbds2q54gk7vvvhuurq5YsmQJ/vzzT2zfvv261+zYsSOWLFkCURQhCEKNa1q7di3mzZuHP//80+Y8KlOPWseOHWt8bSK6Nk4OJyJJREdHIzs7GxMmTDDf/fX3339jypQp0Ov1cHNzw9SpU/Hyyy/jn3/+wfHjxzF58mSr4aiBAwdi0aJFOHjwIPbv34/p06db9B49/PDD8PPzw7333osdO3YgISEB27Ztw/PPP4+UlBS7am3UqBEmTZqEKVOmYP369UhISMDWrVvxww8/mM9RKpWYPHkyXn/9dTRt2tRiiNGWqKgoFBYW4sSJEzX41IyOHz+ORx99FK+++ipat26N9PR0pKenIzs723zO3r17odVqb1gHEdUMgxMRSSI4OBi7du2CXq/H0KFD0aZNGzz//PPw9PQ0h6P3338f/fr1w6hRozB48GD06dMHnTt3trjOhx9+iLCwMPTr1w8PPfQQXnrpJYshMhcXF2zfvh3h4eEYM2YMWrVqhSlTpqC4uLhGPVBLlizB2LFj8fTTT6Nly5Z4/PHHUVhYaHHO1KlTUVZWhilTptzwer6+vhgzZozNIcQb2b9/P4qKivDOO+8gKCjI/DVmzBjzOd9//z0efvjh6w4XElHNCWL1yQFERDI2YMAAdOjQAQsXLpS6FCu7du3CgAEDkJKSgsDAwBuef+zYMQwePNjm5PWbceXKFbRs2RL79++3uQApEdUee5yIiG5SaWkpzp07h1mzZuHBBx+0KzQBxrlT7733nsVinI6QkJCAxYsXMzQR1QFODiciuknff/89pk6dig4dOmDlypU1eu2kSZMcXk+3bt3QrVs3h1+XiDhUR0RERGQ3DtURERER2YnBiYiIiMhODE5EREREdmJwIiIiIrITgxMRERGRnRiciIiIiOzE4ERERERkJwYnIiIiIjsxOBERERHZ6f8B241Q4S0nD7cAAAAASUVORK5CYII=", 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" ] @@ -174,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -211,12 +211,12 @@ " \n", " \n", " 0\n", - " 0.000134\n", - " 0.997941\n", - " 0.997913\n", - " -28.061145\n", - " -40.746782\n", - " -42.876275\n", + " 0.000167\n", + " 0.997508\n", + " 0.997474\n", + " -26.800441\n", + " -39.486078\n", + " -41.615571\n", " knee\n", " 0\n", " \n", @@ -226,13 +226,13 @@ ], "text/plain": [ " mse R2 R2_adj. BIC BIC_adj. AIC fit_type \\\n", - "0 0.000134 0.997941 0.997913 -28.061145 -40.746782 -42.876275 knee \n", + "0 0.000167 0.997508 0.997474 -26.800441 -39.486078 -41.615571 knee \n", "\n", " ch_name \n", "0 0 " ] }, - "execution_count": 88, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -252,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -289,13 +289,13 @@ " \n", " \n", " 0\n", - " 1.959508e-11\n", - " 68.70612\n", - " 0.22519\n", - " 1.32678\n", + " 7.136579e-14\n", + " 64.059023\n", + " 0.258964\n", + " 1.294575\n", " knee\n", - " 10.806099\n", - " 0.014728\n", + " 9.925044\n", + " 0.016036\n", " 0\n", " \n", " \n", @@ -303,20 +303,20 @@ "" ], "text/plain": [ - " Offset Knee Exponent_1 Exponent_2 fit_type \\\n", - "0 1.959508e-11 68.70612 0.22519 1.32678 knee \n", + " Offset Knee Exponent_1 Exponent_2 fit_type \\\n", + "0 7.136579e-14 64.059023 0.258964 1.294575 knee \n", "\n", " Knee Frequency (Hz) tau ch_name \n", - "0 10.806099 0.014728 0 " + "0 9.925044 0.016036 0 " ] }, - "execution_count": 89, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -358,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -387,30 +387,30 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/6x/k2wvgw51691cj5qd77pzcrfw0000gn/T/ipykernel_27312/150655870.py:12: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + "/var/folders/6x/k2wvgw51691cj5qd77pzcrfw0000gn/T/ipykernel_51047/150655870.py:12: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend()\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 91, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -445,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -512,7 +512,7 @@ "ax.set_xlabel('Frequency (Hz)')\n", "ax.set_title('Original + \\n Aperiodic Spectrum')\n", "plt.legend()\n", - "f.tight_layout()\n" + "f.tight_layout()" ] }, { diff --git a/examples/irasa_mne.ipynb b/examples/irasa_mne.ipynb index 3058911..7dac069 100644 --- a/examples/irasa_mne.ipynb +++ b/examples/irasa_mne.ipynb @@ -203,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ diff --git a/pyrasa/utils/irasa_spectrum.py b/pyrasa/utils/irasa_spectrum.py index 96081a9..e7e0aeb 100644 --- a/pyrasa/utils/irasa_spectrum.py +++ b/pyrasa/utils/irasa_spectrum.py @@ -189,19 +189,24 @@ def get_aperiodic_error(self, peak_kwargs: None | dict = None) -> np.ndarray: if peak_kwargs is None: peak_kwargs = {} + + aperiodic_errors = [] # get absolute periodic spectrum - aperiodic_error = np.abs(self.periodic[0, :]) + for ix in range(self.periodic.shape[0]): + aperiodic_error = np.abs(self.periodic[ix, :]) + + # zero-out peaks + peaks = self.get_peaks(**peak_kwargs) + freqs = self.freqs - # zero-out peaks - peaks = self.get_peaks(**peak_kwargs) - freqs = self.freqs + for _, peak in peaks.iterrows(): + cur_upper = peak['cf'] + peak['bw'] + cur_lower = peak['cf'] - peak['bw'] - for _, peak in peaks.iterrows(): - cur_upper = peak['cf'] + peak['bw'] - cur_lower = peak['cf'] - peak['bw'] + freq_mask = np.logical_and(freqs < cur_upper, freqs > cur_lower) - freq_mask = np.logical_and(freqs < cur_upper, freqs > cur_lower) + aperiodic_error[freq_mask] = 0 - aperiodic_error[freq_mask] = 0 + aperiodic_errors.append(aperiodic_error) - return aperiodic_error + return np.array(aperiodic_errors)