Notes from Probability AUA Course - Movsisyan's Notebase

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| | S | Sample space of the experiment | | E mutually exclusive to F | $E \cap F = Null$ | | E are mutually exclusive | $P\left(\bigcup_{i=1}^{\infty} E_i\right) = \sum_{i=1}^{\infty} P(E_i)$ | | [[Permutations]] | $n!$ | | [[Combinations]] | $ \binom{n}{r} = \frac{n!}{(n-r)! \, r!} $ | | [[Pascal's rule]] | $\binom{n}{r} = \binom{n-1}{r-1} + \binom{n-1}{r}$ when $1 \leq r \leq n$ | | [[Conditional probability]] (F occurred) | $P(E\|F) = \frac{P(E \cap F)}{P(F)}$ | | E not mutually exclusive ([[Inclusion-Exclusion Principle]]) | $P(E_1 \cup E_2 \dots \cup E_n) = \sum_{i=1}^{n} P(E_i) - \sum_{i_1 < i_2} P(E_{i_1} \cap E_{i_2}) + \dots$ $+ (-1)^{r+1} \sum_{i_1 < i_2 < \dots < i_r} P(E_{i_1} \cap E_{i_2} \cap \dots \cap E_{i_r})$ $+ \dots + (-1)^{n+1} P(E_1 \cap E_2 \cap \dots \cap E_n)$ | | Multiplication Rule | $P(E_1 \cap E_2 \cdots \cap E_n) = P(E_1)P(E_2\|E_1)P(E_3\|E_1, E_2) \cdots P(E_n\|E_1, E_2, \cdots E_{n-1})$ | | Independant | $P(E \cap F) = P(E)P(F)$ | | [[Binomial distribution]] (n, p) | $\text{PMF} = \binom{n}{i} p^i (1 - p)^{n-i}$ $E(x) = np \quad \text{Var}(x) = np(1 - p)$ | | [[Poisson distribution]] (λ) - (n of events in continuous interval) | 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) | | [[Geometric distribution]] (until success) | ![](data:image/png;base64,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) | | [[Hypergeometric distribution]](k success out in n draws without replacement) | ![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAgUAAAJ4CAYAAAD1IJASAAAQAElEQVR4Aez9f3ScyXXfCd/SH5b8hwkwG0vOORkCeo8lxY4J0ifWSH8I3czxkGO/S4BKRI7/EIHJMcnJJkNQuwNQb2IClE1gvCciOZsBOfFmSCoigDlnNRwpA4A+zpCjDbt7smv98GsCfI9f64czAJXdWFJiAvSxfvicaLY+BVSz+umnu58GuhvdjTvD21V169av71Ooe+vHU8+73rH/TX1h9p0f/fivlWqEgeKpfUn/nrQPaB/QPtCKfeBdov8pAoqAIqAIKAKKQBsjkLxpahQkx0olFQFFQBFQBBSBtkZAjYImfLwrKyuSy2Ylm804d3l52dUSN2f5EH7HrMFPdr2chYWFfG5hHUJ+XqCChzw9+fQ+z5xtg+dVyEajFQFFQBFQBEogUA+2GgX1QLUGed5duCsH9u+XB9ZA8NmhVI8d+03547t/7Fk1c4eHn5MnD+wXyiDT1dVVmZ2dlUuTkwQ3RNQ/m8kWpKX+5NvZ2VnA14AioAgoAorA1iOgRsHWPwOZun5dLl16pHxRmJ0dnbJr1y7p7++Xrq4uYWY9PTUl3/zWt+XUqU853pHDn5C7d+9W1YIHDx7I8ePHCtL09qYEeuedd2R+bs7FUSb1OH/houzZs8fxqvnp6up24kcHBlx6jI2J8XH56te+LhcuXhTyHz93zrXdCeqPIqAIKAKKgIhsLQhqFGwt/k6pT01PydDQqYKaZOySfm8q5XgYA4t2aR9l6hjrPy9fuSpPHTksKPp1VlkHuSNWfnR0rEAua8tKpdNy8uSQXL58KR+HIu/u7s6Hq/FkMxln1JAeg+bypUvOGMDQ8PmMnT0r0zPTksnc8Sx1FQFFQBFQBLYQgSKjYMfBeSlFYT1DmZDv/XHxIS/q9+m2k4uS/rUnD8jVq9eKmo1SZYY+MjwsExPjMjA4WCSzc+dOQcH/xm88VRQXxxgZGZZ0Ki0o6jA+l81J2hoFlIECz1ojgXhWDnA3QnesoseowaD5yOMfjq0/+V5xhs2R/LYFPCVFQBFQBNoNgVZpT5FRUK7iKPJy8RpXHQLMnv/7gweLlPTS0pLcv3/fHTJEUXOosNRsmvilt9+uONsmz5vz8zJ0qnBFghqzIsAMHmOB5f6pqSm3goFRQrwnjIRS5GW8m8tmXRt67NYD2yBskfi40KXMPrtFspmzC2F+6lcEFAFFQBHYOAIljYKHN/skpHJFRI2FaDiaNszX+6My7R5GEb/00uWibQPajUJFkd547YtuPx5FjQFBXJSMMdLX1y+VlOppu0pwsK9PUP7RPMLwwMCAzExPCzN8thR8HPXlTEApYoXBy2LEYNTcuPGaqz+GyIzdJvDxUbfP1h8sMDiicRpWBBQBRaB5EWi/mpU0Ctqvqc3VornZWUEJRmfj1JLzBKFCHrRbB/N2lo+yJT5K/Yf65ebNmyXPFlAO6fv7D0WTutcew7LS6X3S09MjuVy2YAUDY4IzAKUobAdbH+RBGgocGBh02wMYGoSj1G9XCjA65tYPOUbjNawIKAKKgCLQGAQ2bRQw04+raik+sqwkhARvuxGKn6V1Y0y+6SjGrN3Pz9mld2OMeCOgo6PTyTDb9zzHWP9JpdLOl7XpnCfyk7V5wuLcAK4nlPDpkRFZXFxwStvzOfTI2wg+XI1LWRwe7Ny5070xQVpeb2SbgEOM4YoCcZAxRjh/gDFBWEkRUAQUga1EYDuXXdIoCJU2fkCqpOiR8bL4lUojkLMKvGd3T6zAlatXhWX8MPKNW7fk2ZMnQ1aBn+2GUkrV3xXQ0dFRkKazs0POX7ggqfW3HHwk5xROfepTPli1e+bMGRkdHS1I99nz54WyCphBgPov3lsMOOpVBBQBRUARaDQCJY2CaEXKGQRR2Uph8gqpkny7xbOcz567X1737SOcsrN+T11dXS6Kpfl0ep+kLXmei1j/McZIV3e3LNgZ/zqryGEmbsyjVQkEfDm4lA3PU1fXWtk+nNQlr7StJy71Jh15RXnwQ+ru6hYMJbAJ+epXBBQBRaA2CGguSRAoaRSESht/ucx8vF8l8OFyaTSu9ggYU6j0fQnZXOGtgp6vriKgCCgCioAiECJQ0igIhdRfHwSYQdcqZ51h1wpJzUcRUARaCQGta20RUKOgtnhWlVvcocGqMgiEjYlfJQhE1KsIKAKKgCKgCJRFoGZGgd8y8G7ZUjUyEQKc1Oc2w80aDx07drjXHxu1mkB9/V0HiRqqQoqAIqAIFCCgga1CoMgoQKlDlSqEDBTKxYVDHn4oTLNd/dE3AeJwWF1dES4LqiSLsodKvc2wZ89e+c79+3FF1I03O/t6/pXKJIXwOubu3bvFGF3xSIKXyigCioAiUA8EioyCehSieRYiYIwR7ijgfoDCmMLQjh0dEl4CVBj7KGSMkbdyOenq7nrEDHxdXV1VKegg6Ya8vrzeVG/i9LyOSLrECVRQEVAEWg4BrXDzI6BGwRY9o1Rvyl3uwwy/VBW4VRDjgXiW5CH8UeK7BvD6Y24shO9vLMyuX2IErxR5GWbuuWy24FKjUmmifNIuLi5KOr3PpSefqEwYBoPlpSUpVf9QVv2KgCKgCCgC9UNAjYL6YVs2Zz4CxF0FUClBLiNCUc7OzrpvERw5/IlYUeS4/IdbA+ME4LPiwBmFuHjPu3RpUrjo6MCB/TI9PSXv2P8f//Cv+OjEbiaTcTcUUh75DA8/565TLpUBxs59u73hjZdScspXBBSBZkRA69ROCKhRsEVPc+/evU5xztq991JVyNqZOgq/u7tbUulU7MeTSMu1wnxfAH8pOnlySF6ZmSkV7fidHZ3O5WAiVx339OxxXzp0TPuD8s7a1YY4wgCwIu4fdd7Z2em2LMgHw4a8XGTMD99EOBjztcgYUWUpAoqAIqAI1BEBNQrqCG6lrLkKmK8fsnwelb179674A4YoTW4I5PrhqFwmc0dYeh8dG4tGFYQHn37afTAJ+YKIIED+fJPh6MCg42bsjL+vr8/5+WFbgLrG0crKA0Qcse2BDCsPGAvUrdMaCS4y8vPgwQPhC4kXLr4QidGgIqAIbCUCWvb2RECNgi187uy59/X1C8ozWg1m48ywL1y86JbyUa58wCgqNzExIecvXEx0ap9vKvABpGgeYThnVyfS6bRjzc/PCfXDKIHBtcXUuRQhg+HAeYIbr31R0qm0zM/Nua0DVhmIjxJG0dGjA8JqSDROw4qAIqAIKAKNRUCNgsbiXVQanyKen593hw7DSJQzShgeKwa8nri6skIwT5OTL8qAVaiHDh3K88p50ul9wjYCrznGyWXt1kBPT4/4WT2K3BgjuHHycTzeqOA7C8Tt6NghS8tL7pxC3JsFrIYQj+GDvJIioAjUGwHNXxEoj4AaBeXxqXssCvjGjdfc5UJhYaNjZ4XDiPBuv/llHGF533nWf1DybAusBxM5yB8MtgTCRD09e4QZvuddvXpNurq7hOV/z6vkkgfpkDt16lMyODgoJ4eGCBaRMUauXftcEV8ZioAioAgoAluDgBoFW4N7QakYBnv37i3gsUoAH2ZXV5dwpkAi/yETYSUKRsvyiSiPsnwYf1y5Pj7OjeZBenhxshutf1xeylMEtjMC2nZFoFYIqFFQKyQ1H0VAEVAEFAFFoMURUKOgxR+gVl8RUATaFQFtlyLQeATUKGg85lqiIqAIKAKKgCLQlAioUdCgx/Lii/9Sfue3f1upCgx4u6JBj0eLUQQahoAWpAg0MwJqFDTo6fzwhz+UH/zgB0pVYPCjH/2oQU9Hi1EEFAFFQBEAATUKQKEB9M/+2T+Xf/HZzypVgcGnP/3/acCT0SIUgVogoHkoAu2BgBoF7fEctRWKgCKgCCgCisCmEVCjYNMQagaKgCLQrghouxSB7YaAGgXb7YmvtzeTuVP0TQKuM+aqYwj/uqg6ioAioAgoAtsEATUKtsmDDpuJws9lc3Jg/34ZGX4uH7W8vGTDwzI3Oyd82CgfoR5FoK0Q0MYoAopAKQTUKCiFTBvx+fDQ1PXr+RZxfXFvqlfOnBkVPsa0vLws/MeVxBAfKOIKYj6cRFrilBQBRUARUATaHwE1Ctr8GS8tLckzJ47nP67km8tKAR8q6unpkUuTk55d8GGmZ0+elKeOHBbyyAuoRxFoUgS0WoqAIrB5BNQo2DyGTZ0DSv38hQuyc+fOgnqyPQDv5MkhmZmZdnELCwvCCoEL2B/iR0fH5JlnTtiQ/lMEFAFFQBFodwTUKGjjJ8yWQUdnp6TT+4pa+c477zgen1LGPz01JZnMHUml047vf/hc89Lbbwt5eZ66ikDjENCSFAFFoJEIqFHQSLQbXNbExLgMHB0oKjWbzUh63748n9WCy5cvyfLSsnR3d+f5eIwxwjbDSy9dJqikCCgCioAi0MYIqFHQpg+XA4L3798vOktAc7OZrKRSKbyOWC1g68AFYn76+w8J8Xq2IAYcZW0IAU2kCCgCzYmAGgXN+Vw2XSu2Anbt2lV0loBVgvn5Obm3uJgvg7cRjg4MFJwnyEdaD/EdHR2SzWRsSP8pAoqAIqAItCsCahS06ZO9efOmdHV3F7SOw4UwOHj4jqydKSAMjY2dlf5Dh/AWkTFGevbskWwuWxSnDEXgEQLqUwQUgVZHQI2CVn+CZerfs7unILazs9NuG6TzFEZ2dXUJ8SEv9HfalQJ/n0HIV78ioAgoAopA+yCgRkH7PMt8S3ibIJfNllXyeeGEnp6ePU6SvJ1Hf7YNAtpQRUAR2D4IqFGwfZ71pluKoWGM2XQ+moEioAgoAopAcyKgRkFzPpemrNVjjz1WcONhU1ZSK5UQARVTBBQBRaAYATUKijFRTgwCHFLsfv/7xRhdKYiBR1mKgCKgCLQFAmoUtMVjLGyEMUZ6UylZWl4qjNhEaPHeo1cYN5GNJq0zApq9IqAIKAKbQUCNgs2g18RpeZuglm8LrK6sSPRthiZuvlZNEVAEFAFFYAMIqFGwAdBaIUmqNyX/v3v3Sp4BwGBgS4C2cFMhhD+OeONgcXFRot9FiJNVXj0Q0DwVAUVAEWgMAmoUNAbnhpeCAkfpo8yjhWMQ8AGkxz/8K3Lp0qS7qfD0yLDMzc1FRV04m127ybC/v9+F9UcRUAQUAUWgPRFQo6A9n6vwYaODBw/Gft2Q7xjwkaP79+9LKpUWvn3Q1dUtC3fvxqIxNzsnnzx6VA8ZxqKzcaamVAQUAUWg2RBQo6DZnkgN6zM6dlZmZqblwYMHBbky419cXJCenh7Zs2ftUiJWA/piVgJIy7cSLly4WJCHBhQBRUARUATaDwE1CtrvmeZbtHfvXjl6dEAuX7qU53lP5k7GrRIQ5jwBWw3d3Xa1YGEBVp6en5hwn07euXNnnqeecghonCKgCCgCrYuAGgWt++wS1fziCy8IM322DMIEfNyIcwfwOHeAf3p6quBqZL60+GDlgZw69SnElBQBRUARUATaHAE1Ctr8AdO8W7ffFFYD8HsaHBgUthEIZIVvxAAAEABJREFU47KNwPkCXmWEB62uPpRr1z6Hd9uTAqAIKAKKwHZAQI2CbfCU+frhoUOHClo6MDhYEB4aOpU/X+AjMBa8X11FQBFQBBSB9kdAjYL2f8bawpIIaIQioAgoAopAiIAaBSEa6lcEFAFFQBFQBLYxAnmj4NXX/0CUaoMB/UmxrA2WG8FR0yj22ge0D2gf2FgfyBsFT33810WpNhhgFCiWtcFScVQctQ9oH9A+0Lg+kDcKUGRKikDzIqA1UwQUAUVAEag3AmoU1Bthzb8hCHD5ErcyQnzbwRfK/QzwoJDv49VVBBQBRUAReISAGgWPsFDfFiBQyyJXVlblwP79cuLE8YJsL01OyvLScgFPA4qAIqAIKALFCKhRUIzJtuLs3/+E1HsGPTI8HPthpnJA882Fw5/4h7KyslJOLB/HXQzvvPOOfPb8effVR98mLmXiY0/cyxBezJRPWAcPmN69e7cOOWuWioAioAjUFwE1CuqLb1PnfuzYb8ro6KgkUZYo2Vw269rDkrz3O0bRTyHj/IULcvnyJalGUT55YL/wQSeUfWFupUPZTMZdydybSgmrA14SY8H7k7q0l3YiT72z2QzeRPTqqzfkqSOHi26RTJRYhRQBRUAR2EIEyhoFOw7OS0jReoZxoT8qRziMj/qJV2osAlPXr8vD1VVJp/clKhglOzn5ohw/fkwW7t6Vuwt35cjhTyRKa4wRDAMUZZIE4+fOye6eHuGDTknkvYwxxnkHjg64r0OyyoAy57sOLiLhDwbB9NSUnLBtZZWD8JQNX7o0mSgHPh515syoRLcxEiVWIUVAEVAEthCBWKPAK+1oveBHeXFh5KC4OOVtPQIszT///IQMnTqVqDLMmPsP9cuKNSL6+w/J4NNP29WFbiGcKAMrhPHR1d0tGBY2WPIfdXvppcty9uxnSsrERZCuo6PDRVG/HTt2yPzcnGTuZCRlVw5chP3xhkLWzvzjyIoI7T05NOS2Vdh24Iro7i7b3gfJtjLIgzosLy1JJnOHoJIioAgoAi2BQKxR4Gv+8GafePK8OGXvZbzrZeNcLxO6cXLKqx8CfA0RBZpKpRMVwr48srlsVvr6+lyaubnZvN8xEvwwg3/p8uWyks9PTEhvb68k2dIIM8rauqX3PWrPwMCgTEyMy6o1ZJi5e1nCbCeUIoyG/v5+t/RPHWg7aWlvz549eBORMcbi01+wjZEooQopAoqAIrCFCBQZBV7po7TDevmwd8O4qN/L+Lyi8RreWgTm5+et4k2tVyKZk7Uza/bqjVlbop+3s/B+u2rAMnuyHERYxmcp/q7dfohLg6KenX1dKCcuvhwvZ40CDBcv42f65Ol5uCh6Vi1KUWdnJ2KSte31RgB1hlgxqKa9rK7cvHlTWMVwmTbZz3/5/vflzp1/X0D/6T/9pyarpVZHEWh/BH784x8X/B3yd/knf/InW9LwIqOgXC28si8nUykOQyGkSvIaX1sEUJI5FGj60aw6SQnZTFbS6ysLzKZZaSCfru6uJMmdTHd3t+zatcspXMeI/KB4v/Od70g1ZwmoC4cY5+fnZGZ6Op8jqwNHBwacIZJnVuGhbRg9JFleXhIMBM4UYNjAS0LeSGEVI4l8o2Uyth88deSIXVGZyNMf/uEfNroaWp4isO0R+MuHD/N/gxN2tfTZf/pP5XftFu9WAFOVUbAVFdQyN4ZAqVRZOwMmrrNzbf8dfxJib53ZN7KdnZ1y47UvOkXpFR/8JNRlDYOcVUZxsuzlw9+9uwcnMfX09MjLV664w4lhogsXLkq6SuPHp+fNh367jUCYNo6NjUm/XRnp6kpuBJEW4+ne4iLepqRf+MVflDff/HKeDh8+3DT1zNq+CoXGXtNUrs4V4SwKbfeUs38zGMC+2Ow6NjnLhzy/Wpc8s+t5zdnVv2rTq3xtEPibP/uz+b9B/h7/h3/yT+QnP/lJbTKvMpeGGwWsNoRUZX1VfJMIsFJAFul0srcOkIVQhhgD+CH22iH81RArBaUOKC4uLLismOU7T4If6oTSpj3R+hAHJcimSCSaF2WAQZFgBQZvUdy9+8cVpFo/mn6FcvnI4x+uWWPmZufkiDVSKh1OrVmBQUa0h22uAwf2u4OnQVTdvcvLy0Lbjx875i7jGh8fl0wm487H+MLhcVEXrxV//vrnBeXu46pxOWPDmzXkxSu91aSthSw4Y4wkfZOpFmVqHuURqMooYNm/fHYaW18ENp97LptzmfDH6DwN/uEUP6fyy5VfLq7B1d1UccYYMcbIql0a3FRGTZyYZ8VlTRgDKHBWe+DVosq8xspKS29vdedfwrKpT7UKk9dQac9TRw67i7BWV5O/dRKWvVE/xufFF16QXV1rq1LcezFqV6rgk6dvz8svX5Fvfuvbcu3a52Sjxi95njw5RLYbOsvjEtqfrF1tsE7if/QR329OHD8mTBTgJc5ABeuGQJFRwCye0qIGgA97F5lS5GV8XqXklL91CBhjtqzw+/fvO2VZqgLGbF3dStVJ+fEIGGPk9u035atf+7rbToqX2hiXGTN9pZpzHNGS5mZn7Uz/bpRdNnzh4kXXnoGBwbJy9YxEQbLtxNZYuHKGkXPEGitXrlx1rwbXog5eoaeCV3erzXfcrmZQ56TpjDFy69ZthzPndZKmU7n6I1BkFIRFotw9eX6covcy3vWy6iZDYCukqvkDrnX9mP2VK79cXK3rovk1LwJzc7Ouchs9F+ISt+gPyn91dbXgLSEuHOOw640brwmHdmvVtFw2K1Hjo1Z5l8vHGDX+y+GzVXGxRgGKH4pWKo4XlSGMHIRfqbkQ6OjsKFkhBiLe7c9WuRQYzdAvb0b5hIljZmBM9QMC9aNuUM4OZOQHZW19oVzAg1+JsjZdPdvrjRvvVqqPxhciwB43yoqlcfrN8HPPCUvOs3b2XyhZOmRM9f2sdG6Ni8msX3rFKgltP26X2On/V69eE/CoVU3om7wd47doKAOcH//wr7i7OmpVTjPlg3FFPzo9MiJgy3YRZzPgcb6hmeq6FXWJNQp8RVDsIXm+d8O40O/jQ9fHh7z29jdn6/wBOv74ozVksFlbbl078BeNrxRGyfKHxn4sg02c/OK90ifxu9b3UOPSeR7LlJcmJ+Ud+7/nEeZgVsjzceXcjo7Oqj/UFObn2/t3PvTBkF3gX11ZEf8qZ0FEGweM2bwipv/kcjk3U2bgHh5+zt3AyZI6r6AmhY98kso2k9xbtu3Uh78Jtgt4A+Ott9bOA8GvFTEOsCKB8XH37l3398A9IYuLizI9NVWrYhLlY8zm+02lgpaWliSbywpvE7HqcmD/E3J0YMCdy0j1puSZE8elVftMpbYnjS9rFCTNROVaB4Gurm5X2dWYw1MMQAzAftbgBGN+Juz+YQxbOqySPTM66q4HjouHh5LsKfHKISsIyGTtDB43Shg0HFLs6+uXVCrtrHzqMjp2VtgHhhdNUy7MmxBuz9rmVU6uVBztZQAFszgZY4wwuIJrXHy78moxqHKeYNUun2OojowMy8WLL7hzKLzNMTY2VhI6yg7JC4Y8/J6fxE0qj1wlSloes3fa/vzEuHDQ8ODBg4IC9ysISfJJIuP/1vgOCkYABxzf9a53CTeXclV3XB5xbUSuFJ+4SuTTJpXz8qXcUvmwJcWrxUtvLzmRK3blJbwXpdTfshPeJj9qFFT5oFtdnL1IlCGXEUXb4gdi/kj448hVuRyP0ua8QDRfH+YPGCXJTX+eF7qUS/rlpeWQnfdTP6fE02lneGAQcHcC5eaFqvC4mej64SryZtCtIrlQbrn7Hph5kR+zMFyl5AiwdYA038GgX+DHuOJQYynjj9faWAIOiSu9Wb0KefjHz50jy5pRXNmUEyWWqisVSj/EIOK6b+4D4aCh/07J9PSjC7oq5ZMk3uPM6ssv//IvuyT9/f3uHhLwdozgh7+TaJsI8zoxr2/iD6mWy/GUHVdGWJ73Y+AE1c57T536lNC+rF0teOyxx9xZCh+5uLjg3sAwpv4rFr7MZnTVKGjGp1LnOjHT5o8iWkzmzh07A0+5Gcn09JQcPvwJyZaYtUfTRsPGFP9h+QGi1KBOHn12QIqrG3HUD4Pm/v1l2f/Er0pXd9em9lfJj6V96sUgwueaKadWBHbUF0OsVnlul3zoA5wn+MOvfFUwrtiiWbFbMeXajwLl4peQBgYG3Rc6Qx7+sbNny2VVdVxc2ZQTpQsXL1bMm36D0FFbd1wond4n9CW2EWp5bTaG8bPPnpR//fIV97EylC7llaKurq6CS3Z8+1jlw2DzYe+igEvlVS2fsuPK8GWFLpetlcsfYwhj3Zi1cYq+NT8/71ZIyqXbDnFqFLinvL1+mHXkstmiO/kz1gAwxrhZ+NDQKYF6evY4IyFr4zwtW6Xs/bhY8FEEWRWI8ubn5+TMmVG3DByN8+EBu783X+JmNeqH3MrKqjDYX750iWARoUSoVxyFdc3Z2cKKVTQMNgwibH2QGTJxaT0PmSTEAD46WnqpO0ke7SLDXi5YJ2kPfccN2nZbB4NqcHDQbRUtLNx1h9/YC06ST6vK5OzfJnVPra9i4Yd8XyrV75Gh7+MmIZ4JKxIoR1Zj+vsPuXsZSMthzoX1y8QItxPRblYcmRD4dnGWCj8Y0PasHe8Ib0dSo2AbPnUG2k8ePSrRwSVnB6MdHR3CoMuAwIUp7GsySJejJBDyh4iyPzm0dlFKqTRpOyNi1nH9858vEqF+DIz9djWB/U6Ud9we6+rqijssFFdnr5iYbbGVQSET4+eEbYshawgRhuLSeh7xlYh6UQbGRiXZdo/n2TPT5wBqkrbyXBm0Oa+BPLjjYqCyotPT00OwbWnezlhpI9sGYSP7Dx1yQbZUfD92jPUfTtV/9COPC28qrLPKOhheCKTtdhwuOFMu/hm7UoixjL8RxN3/xqzN2utdnm83xpAva95OWGg7YyNt77GTIR+33dy2Ngqa8WEy4MX9QTe6rnwXgC0C6kPZuKurq8IrT1jQKHCW1eEzi0BZe+JWQu/HTTJ4nB4ZlvPnL0h0oKPsKHExy/PPT7jZoY+jHiiK9L59jkWZR+2qQtSwIZI6lSLOASCTtQYQSoflXG5TYz8RhUMceZdKDx+ZSsRHTa5eu1Z2VaRSHuXiUQAT4+NSicrlUau497z7p4RX2MgPTFmChpddn21hWH6st9c9TwwE5MoR20MYaV5Z7dmz1+39/sZvPCWsUiV9BuXKKBfHvvQHP/DzwhYG7eFZvu+9PysYeuXSbTaOMsCNfDBY8TNrJYyR/qEPfsDteXPYEj/PnjhPe/budVsM7O97XjmXMmgfzwc5jA7+zrjJsd+uGng+cbUmDBDa5/sNkxFwh0dcrcsL82Mcod3d3d159lG7VcO4zNmQM3Z1r55tp1Bwpjz8zUZqFDTgidABULAcMmK2tGCXQRtQbNkiUM7sg/pZBdazX67c0bFDlpaX3FIiCrJsRkHkgl1ufGVmxjuGyl0AABAASURBVHGYzdBuAigwlAKze8KViD/WCxdfEK4/RZZ8uU8Af84qc1z+oPjjnrezKg5JEYaflO4tLgrGD/KddnWEMlbsCgPhpESa+bl5Jz4zPe22XQiMnzsnA0cHJJ1eM2Dg1ZpYTeno7BBw4Vn1pnollU5ZpdHraMH2MeJqXW5cfj/68V+7m+m4oY49Xwheyi7/I88Ay37vUYsJyh5eOSLdd7/3fSEdcrjcmEj+GK3w6knUn+uDcT1Rn3o+T9pDGeAWEp/rJg5jlnhfnz//7veElTziPCHzjW9+y73G6XnlXAxi8vMypKeML7x6Q+q9wmWMEdrpnyvPlrrAM6a+KwbgRlm+3bjgDHaMiUyC4NWaFuz4iJF34sRxwahbXFyodRE1ya8FjYKatLuhmSxbBbtw964b5KpVXvWsKIMAs3LqlLJLiChiyuOELvu4/PEQroYe2/WY3Lp9W3bv3p1PxgzmU5/6H/PhJJ5+u0XwWbuyQN2QP2q3O964dUt2de0i6Gh0dNSV1WOXk1Ecjpnwh0Hv5PpWBq8lgcVQsH2QMBs52HfQ1SGsFzOupAZQ0nKicgxcfkbV19cvaWuAoExxoZevXLXGwca/GRAtL0nYmPKDOSsAGKNJ8qqVDM+BlYZa5dcs+RgTj/Xy8vKmq2hMfN7lMmbl0Zjq05GnMaZuK2rkn5SMMUlFNyTHCg7k/243lEkDEqlR0ACQGaw57cxsrgHFVVUEs3IUaldXl0A+MXWG78Ohe3JdmYY8/CjWdKCcfH7wia+W3v/+9ztDivTkC1Ev8qFu+D3Bq4aoG3mQBpd88FdDvl6khciT9PBx601+1SQVOZBGubQJt1mIVTKWaBtdH55Js2FRTwyYhXKQuJ5lxOXdqD4fV3ar8JiIoAe6dnU1dZWbxihoapS0cgUIbKdBtqDhTRRgtsG5CFZJwtk3+7JU0xgjg3afFH8zEIqKJdpmqEs714HtFQz9dm5jM7ctyZmZZq4/dVOjABSUFIEWQ4D9SQ6G9vY+2iLgLANXtfqmMDPx/q12mbFvdR22Q/mK89Y9Zc5n8ZZNvQ+k1ruFdTYK6l19zV8RaD8EstlM/tBiqdYhQxx3LbA6wMl13thIpR8ZCcSzx4wBgV9JEVAE6ocAq3YcpO3q6k5UCKt9iQQbLKRGQYMBp7gknYFLSLA4kxB5lqL/+B//o/zOb/+2UhNh8Pu///uxj4tDlcw2iBwfP+deN8QfR7ls1rHfuHVbOEnNqXFuvOPchYuwP9w3MTc36z5sw6tfGAiWrf8UAUWgDghwQJu/w1bfvtmQUVAHPDXLCAIM4HyfIAlFkhYE/9t/+2/yV3/1V0pNhMFf//VfFzwjH+DeiJvz85JKpYW3P8q9Uhh3niA87EX/4Q6H/v5D7mNRvMI4MvycL0pdRUARUARiEVCjIBaW+jK5NKRSCRzK4qRqEiqX1wc+8AH57PnzSk2EwT/4B/8g9pENDAwKM38i+SgUM3/8UWIVKXqeABnescaFWMZkORM/xIVTK6ureJUUAUVAESiJwLsexaivUQisrujg3CisW6kc3uqA+KofS/+hkg/bkc1mXDCVTjs37od8SO8PnrGN4C9ripNXniKgCGwOAf4ueSWUbcDN5ZQ8NeeFKBM3earykmoUlMenJrG8pkKHuTl/0+WXeysn3HAI3zH0RxFYRwAlfv7CBXejHDc1rrOdw5YAVzG/dPmyC7+Vywn9qtIghIHB1bgbuYzKFaQ/ioAiUBGBS5OT7vyO/7hSNAErfPy9Mv4TNzMz4/5++bsmvBGan5tzZU6Mn0uevIKkGgUVAKpF9P37y5K5k5EdO3a4rwT2fqxXuOEQfi3yb+c83B9RNltwGh8lmLM8qJYW8lbjyOAAUQ/OAmAAcC0qYYirqDEkjx4dcP2I/kS/Iq4UYXyyFXHt2ucKMCwlr3xFQBHYGALcCHt0YKDk39m9xUWnBxj/z5wZlV2P7XLh5eWljRVoU3GR3OjomNRya1CNAgtsvf9xcCzubAD8epfd6vlz0PLw4U/Igf1P5JuyvLws56xlPDn5Ysk/wLxwC3l48wCiypwJwA2Jewfi+hFbBaGc93uDiTvu4V2anMSpmjDCWG2YGB93K1xVZ1CjBEne2qmmqKzdhoF4w4dZXDQtcSHR76IytQzzvMAYqndZcfUGXygurt482s5z8ATuIQb44XkiXO86VZs/q3zcE8Kh3ri0pf5+N6MH+Nt/9uRJ6erqiityQzw1CjYEmyaqBwIPHjyQ8XOFy2B0eGbGDAIMCJTLKXv2x7nfv7+/X/jgEkRcKxM3EDKw5LJZOX16RPr6+oQDpxtpE3g9eWC/8MU7vjwHbSQf0iwuLgirDbwNsbT0NqyGESsl3MPAVwu5GAaFiZFSiwpk7Ord1NSUPHnggHz0I48LqzBhvsSPDA/LkcOH3YyuVuWGZYR+7sXPWEMFnOtdVlgu/nH7d3fA9pefe997hY+2sUoFv1HEyun09LQ8aZ8FZ2rAfnn50QyaVbID+/fL8WPHZPb1WQnjGlXHJOXMz89JKuba8SRpNyrDW0a8rbTR9NF0ahREEdHwliCAQXDkyGG3lx5WgFfv+g/1yyePHpVwpsug6a/35aM30zPTwiwjTNtqfjeTGDvrlNOAXYbkoOBG28BKwxdefVXeuHUrT1w1vJH8Uqm09PX3uaT4nWcDP2xlVJOM2fvM9JTwBT2+WsgHslCYJ44fqyabkrKsuvDhroMHDzqZqCJ08T098uqNG4IfY9QJJviptq1kyfPv2d0jPLtqyiJtSFlrWIThSn4MAoxRcObrix+z25scXpu0K3GV0tYqnr9hZtnkd/LkkMM77GsYS5y1oR9cfOEFq3hLH7Ilj60gcO/vP5To8/CJ61dBcNmumvImUohVhSQVo9UoqAiRCjQCgZGRYem3s/7oxR/MELiQZ2jolMzPz9sZwrKrTnSZ8/z5C3ZWfEQwFpxAi/4wOKMcNvtHzrIiuIVE3huFZW52btPKii2I6HMrVx+UdC63dpgSOVZNWD2hH2AwwNsscViTL4WiiF966bJE63f//v2qFRB50NaN1C2Xy0pvb+9Gkro0lM0s2wUS/CA/NXVduA3TGOO+VojSJSkHWonH3whC8VNO+FYNqzdPPPGrgqHAGEB8sxJ/s/ztNrJ+/E377cFalatGQa2Q1Hw2jAAz/Fw2K9wIFs3EGONYfCqY9+4v2X1x5MOBAwHiD9rlduIJK9UWAZRVyi6LGrP2PMi9EQojauT19OyhaGv8PXDuZn6oPwe0dv6Nv+GUDmVNT03ls2T1qmPHDqco88w6eiifO0yifbuORbq2GWMsnitCe31ZvfZZMws15tHz9nH1cnN2DOBuDhQdZfB3zorFjRuvCX/f8BpF9I2wLMJQyNuEv6mTqlHQ1I9ne1RuYmLC7p/3FzWWQbKzszPPZ7YwY7cJOHyIgspHrHv67dJd3GxvPVqdDSKAskBZoSjIgn3+I4c/4faemcnBqwcxY/3Pf/5dSaf35bNfvr+2UtTZuTPP26iHw20s15Pez/BmXpkh6ChrlZRvs2PU+SeTybgSUna7Bs+43ec/duw3hSuqCdeLWJL/0298s2DZm/MNrJ40ShHSj1iVAW9jjLz44r+U33jqKXeFt98mrFf7o/lyPolzFRCGEc+B/v6hD35AOO8QlW+3sBoF7fZEW6w9KBxmCJwbiFadQTkVfOCHfUcGqfn5uYIBzKdjeZn4jezn+jzULUaAg4ZwUVYMmKsrK8LgjaGwvPzoMBgytaZQIWAkcg30x+zyei1mjlm7955avwCKbSvOrWStYvZbE/hDg6TWbYvmR3koYs4TDD/3nPTZ7TSwBmf6dVS+luEQZ1ZL2Kc+MzrqVhJqWU6pvGg7cbQdQ4itC553JnMHdsOI8Yjx5atf+7pgNGIMMO689sUvyfkLF4VtIQyY2Aq1CVONgjZ5kK3aDBQ/dUfh4HpiwObyntXVh57lXPYVe3sLvwToItZ/eB3IDzDrLHU2iQArM2TBM8FlkEQp8072nj17YRURSixKCEV5hOEnIQ4Ysrz82mtfTCJeUSaXzUrKLpN7QX+Cm35HvRYWFwQl5eNLuciG5OVCnvf7uDiXLRr6L7NRjzFGy/kLF0oqZ5+vd32+Phy6Pq6ciyLmzRcMpLjtvDBtmHc5f5imlN+fJ8Cg52/8ytWrTpS3Q5wn4U+5eoRxpbK7d29RBgafdpcKIcN+vd/OwECD58P425HUKGjHp9pCbWJg7unpKaoxiojTyLyqFEYODA4KA2bIC/2keeutXMhS/yYRyObWvsjI7O3hXz50+88pu8R99eo16ezsLMqdGRavEUaJJekDB/ZLlJ+1M/aiTCKMcbuUzqB+6/absWVGxBMFV1ZXC1acWBXA6JiZnnYHWjs7OkoqY18AM8doewjTVtwooXR92tBlhsqKAOkWrWK6t7joolHMKEkXiPyUKnt6eqoIY+pRquww2wP7n5DfOnNGuOwq5Ef9rCaQZxJaXl6OJi8I81xz2ayAvT8/4J/FKzMzrr8VJCgT4BXcJHUat/0pLhv6db9doeGwJqs2vb2pvBiGC3U0pnHnLPKFN9CjRkEDwdaiihFgNtbR2Vk0+HIlr6cwFVZ6pdkbSomBJkyn/o0hAI4M2P/is58VFDLbB089daRsZjyfN9/8skSJWfBtq9SjfAbichlS5tLykrCEixHC8v5ml3BZlvbnCcKyuR2O8DPPnBBm6fjLEQo72h7aSFujfMLUPy6/bHbN8Hrj1m05Y5Xy8ePH3FJ1nKznlSp7YGCwCPtyZcv6f5TJuR0MEVjXP/95nFjCOCfPJMTfbGwm60yMBn+eINzG8M+imsPDvMabpE68YrpefKyTtYZwyq4iGfPIAGDrqq+v+OxTbAYtzFSjoIUfXrtUHcXTLm1pt3Zk12fxzNwY3FN2hWDp7bULjMbtbAsDrJ5txiBghhbOXNdm8o/OMqDgk8yCw3q6laj18wQhn318ZohsQdHWMK6efsqjXLZlwJoZ6cqDFVckM1/nqeMP+/issqHsfTEc2vX+erq0nfy5kAzXk38WHC6u+RjhC4lxKSuXzcrHeh+9GsrhWs5ZgA/9bbKBdzjEVLGuLDUK6gqvZl4JAfbpuru7K4kljmeGhjCzD1ylzSGA8iQHlBUu1NXdjSPMplgVcIE6/LAiwIydWSTbDhA37rHn37P+aiID9JMHDgi3NyatAvmiaB7a7YNoGmaq3KCJgq5n26Llcp4gZWemUT51RVlH+bUMo+B+/+ZN4QKwJ588IAfsFg83YO6w2ye1LCcuLxQwB/uI27N3L06eeBYYovwt88zzEXX2ZAND2BfFtg6GGn8HazcIPu2j2s5Vo6DtHmlrNYitg5UHD2pWaYwMMmMwwVXaHAKLiwvuHX6fCzMlMOZU9oULFz27Li4rAszWUBw/+clPBPql3bvdmw8oDArloCM3EibdTuDaYg7S7erqkqnpKeG2SYgDAAAQAElEQVTaZPIJ6dSnPiUswRvzaOk4jK+HH8U3MPhI0bB0jrJ8fmJcNnoTZdJ6crgPXEOcwX1viUOkSfOtJAf2GCAPVlbcrJwLzHg+Ph3bGYwPvOlCHelzPq6EWxM2Zzt6enoEA8Bn6M8xUYfRsbM1O9fi828mV42CZnoa27Quqw8L3zAIYcBq9xQuVcPL2SW+kEc6BldcpdogwB4tJ7B9bsyeeV0LPn7Pr4dLuXH7w+zZ+/I6OzvdWYO4WbaXCV3yJL0nzq2E8fgxKJHD3yj67ve+72709OWhhDzOtNHz6+HGYQyv3hiAPc+BsiD8YZkcZIXniT5Xj/ZH8+SsBtiHfPoE9zlQh3r3+7DcrfCrUbAVqGuZeQS4MS4fiPGwfH1g/365NDkpLOEhguLnIzXXp667U+LwlJofAQZ5Y2o/+2aVoBFL3UkRNsYIbU0qX0s5Y0zZt3NqWVbD8tKCGoqAGgUNhVsLiyLA8u+9xcWiO+e93MmhIec9MzomA4OD7vWk6akpdxKegZfXh5zA+g833vGRG2Nqr3zWi2gr5///J38i3C3v6bXXXqtb+5ht1SNzrsI9e/Yz9ch6w3nWq61JKrSVZSepn8oUI/Bfvv/9gr/D//X3fk/e9a6tUc9bU2oxJsrZpgik0imn6EudHs/aLQIOfbG/xwoBh3wwFEot4bGa0N9/aJuiWV2z06mU+wLg6OioeProRz9aXSZNIM277aoIm+BBVFcFlQ4Q+JkdO/J/g/wtvvSv/pX81pnRQKJxXjUKGoe1lhSDQCqVdl/fQ/nHREvmzh1JWeXFQSPuIme1oNQeK4YFh4QwNOLyUl4hAn/zZ39W9u37+wX0t//23y4UaoFQqf7QAlXXKioCDoF3v/vdBX+H/F3+4i/+ootr9I8aBY1GXMsrQMAYIwf7+mRubraA7wO8qsXNc5yM3mGtabYOfFzUnZudlccee0zSwQd0ojIaVgQUgToioFm3PALvavkWaANaHoGxsbPCbWFc9Ro2xs/8x8bGhI8d8WoWV7iGMt6P0cC7zFevXfMsdRUBRUARUASqRECNgioBU/HaI9Dd3e3ehef98TB3thQ4T5CyWwzweXccQyFutYB32nmnWVcJQEpJEagpAprZNkJAjYJt9LCbuan+LvLs+m1iuDPTU4LB4O8i4JpRwty85nm0iRUGXk/kwBlhJUVAEVAEFIGNIaBGwcZw01R1QIBXDJfeXnI5cz/B7t090tfXH9xPsORO5HI6l7cMnKD9yeVy8tprXxQ9cGbB0H+KQFIEVE4RiEFAjYIYUJS1dQhwkxulj46NCasHuLxxAI9tBM4W4Hoe/P7+fjUIAEJJEVAEFIFNIqBGwSYB1OSKgCKgCDQRAloVRWBTCKhRsCn4NLEioAgoAoqAItA+CKhR0D7PUluiCCgC7YqAtksRaBACahQ0CGgtRhFQBBQBRUARaHYE1Cho9ifUQvXjAqFK1ELN0aoqAvVGQPNXBJoOATUKmu6RtGaFLl2alJ9+z7srEvcPtGYLtdaKgCKgCLQ/AmoUNNkzfs+7f6rJapSsOkNDp+RHP/5rJ9zT0+P8hH/4ox8L9MatWy6ump9aYlHLvKppQzPJ7jg4n69O6M8za+gpl3+5uBpWYeuyapKSN4sz6aGtaM5WlbsVbW22MtUoaLYn0sL1yWTuuNpz4ZDz2B9jjBhjJJ3eJ72plPT2piw32T+MimSSxVJqBBRjEnIe3uwLg+pvMQSSKM3NPGPyJz3UCGgoLyynUeWGZap/DQE1CtZw0N8aIMAthGST3pfGcRReRwzDGIOjpAi0GgJaX0VgWyCgRkGdH3PcjDUJDxlP0Sp6vnfDeHiEcSH8EP6Q4NWasrmsyzJcDRgZGXY8fi5cuIiTmKhvKEw4pDAu9CNDGBfC74mwJ8/zrud71/NLucxuPCGDH9cT4ZA8Hxe+d/FDhEOCF1I0jrCPxw/5sHfhxRHxno8/jnw8bjQeXkhhfMgv549LAy8ujeeHLn4oKg8vpDAePmFcCD+E35MP43rycd71fO96vnc9Hxeed/FDhCH8ngiH5Pne9XGE8eNC3u/dKA8+BD8keHGEDHxcyPtxQ/Jx8Lwf1xP8kDzfuz6OMH5cyPtxPcEPyfNx4XsXP0RYaWMIqFGwMdw2nAqFw7I4bqlMiEPGE2Evi9/zvQvPx+MS9nHRsOcjQ1ytiLcOctms7NmzR3LWOMB/emREOjs68kUQlw9U6aG+vu7ehReXDfHwcSH8EPKEPRGGD+H3fO/CIy6OGHhY4vREOJQj7OO8C6+cTBiP36fzLrxS6eET72W9C4+4cuRlvYssflyIPAiHBI84CH+pOOLjaCNpfD7l0kbjqBc8nxaXMHxILCMMwyNs2fl/hOGHBM8L4A/j8MPz8biE4XsiDPkwLmFkIfzwQoJHHDzvej9h4glDhEMK44iH4IUy3k8cflwIfxIiP+Q9Efbp8Hu+d+ERT9i73k/YE3LwQ4Ln43EJl4tHRikZAmoUJMNpw1IomHLKhYyJRw4/FPoJV0ubTV9techn179uuMMaAZk7GZmdnZWpqevuHAHx9aBq21mtfDV1ZkCqRh7ZjaQhnado+mjYy1Xj+sG1mjRR2ST1KCUDnzqEeRKG73mh3/OqcSulrxRfTVleNi7POJ6X34hbbX7VyleqU7X5VStfrvxa5lWunO0Qp0ZBCz5ljIiQkjQhlMefJE01Mv48AV8w5ENGFy5elKNHB4SPF1WTTylZFDr1hkrJbJZP3iFtNj+UWUjV5hemxZ80PbKekqapJOfz824l+a2M33FwXnw9cWtRF/IJqRZ5VsojLA9/JXmNVwRqgYAaBbVAMWEeKByUG+K4hPFXS6SNUqU8ovKEK6WpJt6fJwiNgJ07d8revXuryaasLHWGwA0qK7yBSPKO0gayySdh9hKlfGQCTzQt4UrJUB7IeaokH8b7tCHP+31+oevjau1SBnUhX1zC+JMS8lFKmraUXDQ/wqVka8WnjCjVKm/NRxEohYAaBaWQUb6srKzIyPCwzM3NOZoYHxe/TRDC488T8MqhMY/eLuCzx6Ecft5GmJx8UbjsiHyXl5dhV0VecdfDMKiqIk0mvBEF2mRNKF8djVUEFIG6I6BGQd0hFneRDwoMZRYWRziOH8ok8ZNHErlQJkmay5cuycDgoJw4fky6uroEJX/k8OEwG+f3hkI69ehVRBcR+cEg4G2EU6c+ZfPrzucbEYsNJqlvbMJNMKspE4VcqagkMuXyqDZ9NfLIMistV34Yh3wYDv3l4kK5jfqrzb8e8tXmudG2hulqXeZm8ttMWt+mWuTh81K3dgioUVA7LBuSkzckUFie4JUrnHgv61145dIQh0GwuLAgqVRK/JsDq6ur4mf3KPkDB/bLMydOIC7T01Oyf/8TMnX9ugtHf05Y42Lg6IBjs7pAvi6Q4If6+rp7F165pF6unIyPIy8v7114Pj7qokAZ1DwRDmUI+zjvwgtlyvmR9em8C6+aNJXkfV7kjx83JHgQ+YR8/PCIg/DD80QYfkKKFSMP8sONCsAjzhNhL4Pf870Lz8fHucR7WVzCoRxh+CHB8zL4wzj88Hz8RlzSk09I8MK8fFzIK+UnrZf3LrxS8lE+sj4dLuGoTLkw8qQLCV6YxseFPPzI+TjvwiNOqfYIqFFQe0xjcyylYKL8aJjMojzCISHjCb73hy78kMK4Un5WBzLZTP4NAlYEOjo6BL7Y/3A5WPjylSvCNca4hPsPHbKxhf/YilhcXJS+/n4Xkc08ytcxYn6ob8gmHFIYF/VH5QjHyYQ8ZEIK4+L8DEyeKsUjF8pEw8RFeYRDQsYTfO8PXfie4OPHhcr5iYsSaTyVi0MmjPdh3DhCNsqP40VlwjDynkI+fs/3LjxP8Lw/dOF7Cvne7+O86/ne9Xzvej4uPNyQkvCQCSma3sfBx48bUpRHOKRQNupHLo4HHyLOu1E/YSiM92F4nuB58jxceN7FDxEOCZ4n+N7v3Tiej1O3PAJqFJTHZ9vHorz9YcGpqSk5Mzqax6Szs9OuIqQlnd4n6YDg54XWPZ7H4UMMhJs3513a9eiWc5ixtFylG1nhFipLn2ULPSytat0RUKOg7hC3bgFsE7BdgDHAIcNUb0o4D7DRFo2OjrmDi5xVwDDwxsZG89vKdMxEUCYhwdvKOrVL2R7TRuFJOb5M78JrFzy1HYpANQioUVANWttMllUC9v2vXr3mDhkOPv30phDgoCL3F/Ts2WNXCZJ/GGlThdYxMYojpDoW1SxZN6QeHtO4woiL42+WR74hbTY/Ta8ItCoCahS06pOrc71ZJZifn5POnTvdq4m1Ko7DiTPTUy5fyqhVvpqPIqAIKAKKwOYRUKNg8xi2bQ7PnjwpAwNrbwvUspEnh4ZcvhxarGW+mtcGEdBkioAioAisI6BGwToQ6hQiwJsFHB5MpdLiDwkWSmwsxKuN5AnVMt+N1UZTKQKKgCKgCIQIqFEQoqF+RaB9ENCWKAKKgCJQNQJqFFQNmSZQBBQBRUARUATaE4G8UfDq638gSrXBgK6iWNYGS8UxgqP+neo4pX1A+0Ad+0DeKHjq478uSrXBAKNAsawNloqj4qh9QPuA9oHG9YG8UYAiU1IEFIEtQUALVQQUAUWgKRBQo6ApHkP5SszNzQk3CnoaP3dOpqem8ol4939iYjwvE8blhdSjCCgCioAioAhUQECNggoANUP0rl27BELxT01dF24EhHzdeLWPLxMSx9cHwzgvo+4WIKBFKgKKgCLQYgioUdACD4xvBHR1d7ma9vX1y6FDh4T3/R3D/ky++KIMDj4t3/jmt2Ts7NmCOBut/xQBRUARUAQUgUQIqFGQCKatF2KLgFqk0mkcRw8ePJAjhz8h/Yf63bcJjDGOrz91RUAzVwQUAUWgbREoMgr8V8Jw41oN31NcvPLqg0Aum3UZp1JrHxK6e/euPPXUETl/4aKk0/tcnP4oAoqAIqAIKAKbQaDIKNhMZpq2PghwTiBrjYKenh7ZuXOncH7gox95XC5Yg6C7u7s+hW63XLW9ioAioAgoAlLWKGBFIMQoGg7j1F8/BNg6WF1dld3WKDhx4rjMzc26wuZm11wX0B9FQBFQBBQBRWCTCJQ1CqrNG6PBU1xaH+fdUCbkeT9uKLNd/dlsxjU9Z1cLnn32pFy5ek34wuBLL10WVhFcpP7EIaA8RUARUAQUgSoQKGkUPLzZF5tNKX5UgVcKk3lUJo4XJ4PcdqJsZs0o+MpXviq8icAWwsG+PllZWSm4r2A7YaJtVQQUAUVAEag9AiWNAl+UV8re9fzQ9XEYDJ6I93z8nu9deKUoiUyptO3GZyUgl8vJ7t27Zeff+Bv55o2NnXX+mVdmnLutfrSxioAioAgoAnVBoKJRUE2pGAGeSqWrFI9BUCrtduT78wSpVLqg+Rww/Fhvr7CKwJsIBZEaUAQUAUVAEVAENoBAWaPAK2gUOXn7MP6NUK3y0BMDOgAAEABJREFU2UjZrZgGZc+5Aeq+82/sLDg/wNbB+9//fqLkd5+fEIwHF2jdH625IqAIKAKKwBYjUNYoqLZuGA1R8nmoQeCRSOZOT03J6dMj8vbbbwsrAnfu3JGnjhzOJ7586ZIsLS25uAcrKzI8/JwsLy/n49WjCCgCioAioAhUi8C7qk0QJ48hAB/FHyX4Ifn4kKf+YgQGBgfl9u035c03v5ynG699MS84OjaWj/dyXV1rVyHnhZrBo3VQBBQBRUARaBkEKhoFXuF7t1TL4uJDXugnDx/GSCCspAgoAoqAIqAIKAJbi0CRUYCyhsJqxYWjPOThhQQvpGicDyMT+glDcTz4SluOgFZAEVAEFAFFoA0RKDIK2rCNTdEkXi0MK0IYCnnqVwQUAUVAEVAEthIBNQoagP7x48fcIcEDB/YLbxQQHhkelp9733tlcvLFBtQgYREqpggoAoqAIrCtEVCjoM6Pf3Z2VviQ0dCpU+5OgcuXL8nVq9fk4gsvyMmTQ/K7zz9f5xpo9oqAIqAIKAKKQDIE1ChIhtOGpR6ursqhQx+XzJ2My4MvGzqP/eGugR07dljfo38//OEP5f/4D/9h0/THf/zHPlN1FQFFQBFQBBSBRAioUZAIpo0L8Wohrwpmc1npTaWks7PTZcZ5Ar52CM8x1n+++93vyj/9p/9k0zR+7tx6juooAoqAIqAIKALJEFCjIBlOm5bKZbOS6k3l8+EGwu985zvS338oz8PT3d0tdxcWK1MFmS/9239LdkqKgCKgCCgCikBiBNQoSAzVxgUzmTsucSr9yCjgxsKOjg5rFPS7w4ZexgnqjyKgCCgCioAisAUIqFHQANCzmaxgAIQfNVq8tyi7e3pkdXVVWEVIp/dREyVFQBFQBBQBRWDLEFCjoAHQLy4uyMDAoBhj8qUNDZ0SDiGOjAzL6NjZPF89ioAioAgoAorAViGgRkEDkL/x2hflwsWLBSX19/fLV7/2dfd64p49ewriooHh554T7jjwtLS0VCDCnQc+DndifLwgXgOKgCKgCCgCikASBNQoSILSFstwp8EXvvCqu+cgm8nI+Pi5ghphcHDnwcqDB/Lyy1fsysNYQbwGFAFFQBFQBBSBJAioUZAEpXiZhnKz2aycOTMqjz32mPz+zZvywBoAYQUwCI4ODAhvL4R89SsCioAioAgoAkkRUKMgKVJbLMcKAW8vcDMilx5NT08V1Ih7EMKDjAWRGlAEFAFFQBFQBBIgoEZBFKQmDedyWUHpDwwMujcZXrp8OV9TLkJauHtXKp1NyCdQjyKgCCgCioAiEIOAGgUxoDQbi62Cjs5O9/bCzp075WBfnywvLwvfVaCu9+/fF25NNObR2w3wlRQBRUARUAQUgWoQ2C5GQTWYNJ1sNmtXCYLbEMfWX2F86aW11YLMnTuSSqebrt5aIUVAEVAEFIHWQkCNghZ4Xv48ga8qhwn5ZgJ8Xk/MZDPSH7ku2cuqqwgoAoqAIqAIJEWgtY2CpK1scTl/niBsxsDRARe8NDkpGAZsHziG/igCioAioAgoAhtEQI2CDQLXqGS8aeDPE4RlDj79tOzatUteeWVGWDkwRs8ThPioXxFQBBQBRaB6BJrRKKi+FW2cInqeIGwqbyJgNKRTep4gxEX9ioAioAgoAhtDQI2CjeFW91TZbEaOHz8mz5w4LjMz0xJ3dfHJoSFXDz1k6GDQH0VAEVAEFIFNItA4o2CTFd1uybu6umVgYEC+8Oqr8vKVK9Kb6i2CgNcTv/LVr7ntg6JIZSgCioAioAgoAlUioEZBlYA1SpyDg+n0PkkHFFe2XlgUh4ryFAFFQBFQBDaCwGaNgo2UqWkUAUVAEVAEFAFFoAkRyBsFr77+B6JUGwx4zoplbbBUHBVH7QPaB7QPNK4P5I2Cpz7+65In9W8KC4wCxVL7k/YB7QPaB7QPtFofyBsFKDIlRUARUAQUAUVAEdgeCMS1Uo2COFSUpwgoAoqAIqAIbEME1ChokYe+sLAg3F3QItUVLlWam5tLVN1qZBNluEVCSdu7RdVrumJb8blX84ynp6aaDvNqK5TNZtzfcrXpVH4rEdhc2WoUbA6/qlP/6Z/+qdy58++L6Ac/+EHJvDAIRkaGpadnT0mZZovo7OyU2dnXLc2WrRqK4ciRw7ZtPUVytDuXzUomc8dR1g5Qy8vLeTn88DwRzkdugaejY4ccO/abZUv+zne+U/Ts6Q9/8V//a9l0zRz5/e9/T+7evVt1FXnuXNVddcItTPDOO+9UfMZU7/jxY4Is/pDoo/RX+jQuRD/3Mvw95Gyfz9q+DoVxXqaR7u7dPcJzevDgQVXFvv322/Ktb32rqjQq3BwIqFHQ4Odw4cJ5+bUnnywilEWpqpywA8z58xcERVtKZiv4DHp8jOmpI4ed0o7W4eLFF+T5ifGyCoO28XEnvt8QTc/AOTn5ojx54ICcOH5cMncysry8lBebm5uVA/v3y5HDh2XyxRcL4vJCNfTQXgbty5cv2TI/UZQzd0p0d3XL+LlzRXGewe2Ucc////g//08v0nLu//6//3t57rn/qap6jwwPS6o3JXv37q0qXb2F/TOesP027jkeOnTIVWHq+nXnxv0Qt2KVKN8nicYvLb0tc7Nzrk/Tb/Ev2lVAL7e4uCCHD3/C9evx8XEJ47xMrV3azArIRx7/cJEhwwVpo6Oj8tRTR6oq9t987nPC30lViVS4LAKNiiwyCnYcnBdPcZXwcbhx8dXwyAOqJk07yH7mt39bfvijHxfQhz70odimMcD07NlT18Fz2c6+q52RUC8GEQwCBpS4ynfa1YKTJ4dkYvxcXLRk7AoA5cYNniQ4depT0tfXj1e40nns7FlJBd95WHmwIuT/p9/4prz2xS8VxLlEZX6YhZWJLoqinh/9yON2sH5CUGgrq6tFMjCoJ4NhqZnVP//nv1Xw3OkHzaYYaUc9CUMSg47nWc9yqn3GrHb4ZzxhFXKpuo2NnZXTp0ck7hljNH7606fl4gv/S2xyDEf6CJG9vb1y4eJFGRgcJOjoge3TqVRK6NO3b79ZEOcEyvyU+jsslQRjYP/+J+RDH/yANbqPCX08TpY6w+dvHlepvREoMgrau7nN0zpjjBjziOJqxh/tuFWoXjHGydSCt+RmL7NVZYUi/+rXvi7nL1womw65XC4nKIKo4KXJSRkdHYuyC8LZXNaF+/vXZmgEGIyP29UTjCUGVWYz8JPSGq7jScWdHDdH/uFXvipcK+0YJX6oS19/v1y+dKmEhBQ8d2OMbLf/GtGnN/KMMc6SPOPu7m7hGU9PTxU9uqmp64Ky50bSosh1RjaTcb7oN0tYmWBl4MZrXxTKcEJV/Fy6NFk00y+X3BgjGB7f/Na3hb+lcrKDA4My88pMORGN2xACzZeorFEQncVHw83XnPaqETMdthX6rZJp5ZYxSE5PFQ6gKPabN29WHIwYQNl39oMssxk+EsUKgV/KbRQ2xiRT4CyL37w536hqtVQ5KOub8/PSf2htBajZKm9Msmfc09Mj87Yd0frD67Uz/Sg/DNOHCafWV71YXeAsCoq53qsnlLsROtjXJ/wtxhn3G8lP0zQvAmWNgmqrjdHgqVTaSvGk8zK4hLcrZTNZYYAxpnCgYlBh2e+DH/h5t+Q3Ozsrw889J49/+FfclxWrxcuYwvyrTV9Jfs+eveJn/F6WvVP8zMBx44gB6P79+3kMWL7EILhy9Zowq4tLk4RnTH3bywyQZ4Thk6Q+20kGXFbt1otXiL7tKysr7pwGfZjnzFI+fZp+fuDAftfPvWwS15g6P2Or0HPZbMHMHIMHXrk+jUw2m5GOjg5BjnayDTdotxAabeQmwdHLsAKGcY5h4HnqlkaglWNKGgUPb/bFtqsUP6rAo2EyC3mhnzhPUX407OW2g7u0vCT8IUbbOn7ud+TGjdekyy5joiRX7YB68YUX5I1bt2VmeloYVKNpyoUZqMrFJ4kzpvQgzAwoFxlAMXh2795dNms/AKXtAMxMisNfKBUUSNmEFSJr0d5yRXR1dblob/i4gP44BDi/4jyRn6mp63b//Gnpt9tE7MlPT03ZffkX3PI2z4ul8UiSskHSlBVIEGlM6T6NQieLrFXwuBB9E7enzFtC9N179+65LQbayN8vmPi0pN9KMqZ0mxlvqOtW1k/Lrj8CJY0CX7RXyt71/NAN40KjIeSH/lAmLh/iPREfpiW8XYhZMqfZo+3t3LnTvYnA/uNuu4zJvn1UplyYATMkLxvy8Ht+ErecfGdnR2wWtMOY0oNQZn3AxRhgJuXPH7AnHZthCSZ1C8mLhTzv93GVXOQryWh8MQL02R7bZ6MxOWs09tttsoWFu7Jjxw5nEHgZsOY0vw/HuciE5GVCnvf7uEou8pVkwvjV1RUX7OzsdG7cT9a2Ez6GwYqVx5An/NLlywWrDvDKEXWLEvJRHmH4SamSPBOVpHm1n9z2aFFFo6AaGFDkyHsXf5R8nHej8YQxAjwRVipE4KpdPl9YWJBVuww7MDCQj5xfvyyI5es8M+Lh5DxLsiGdHhkRDk2FPPxHDhe/dhfJLlHQmDXFb8yamyQRgxOKgpUSDvel0/vsTHLQrZz8/s2bwowrST6cyKYtUUI5RXmEazETMmatnblsLkkVt51MR2enO2wZNpzDdYRRmgMD4Wn8B/JWLifl+nTcM2bLoRHPmDpHyZi15x/lE56bWzvQ+/KVK8LbNSzLf/LoUaHf0Q5kKhGy9NUo0d4nnzwgUX7SfCuV29XVJUxUKslpfGsjUNYo8IobBU0zfRi/0tYiwOt81CDcm83msk5plju5zGn9N9/8soTEGwQMxCEPvx+oKWczhIInvXfxVyIGPgYgzlQwcCJvjBHqiUEwN7s2uMIvR8w+aUtInLhmSyPkeT8DX7n8ksT5dmLQJJHfTjIdnR3y0BqzHqOw7eyvY+jybDx/ft3Q7bfbCp4XdfvtCoN/ft69ZbfSyMeHQ7fLKrdoHtWG4+rv8ygVBz+bybi/0fDvFuOAtDPThYdx4cUR9Q/b4/20l3b7sHfBJy6fann8TXbYVZxq0zW7vNavEIGyRkGhaOWQNx68G5fCx3k3TgbjI0pxcu3O4xR7qX3pnF2GRGEaszYrYcBhAPXvQLMi0Cz4LC8tu6oYs1ZXAuWUA/EMnricJ8D1NHTqlPM+//xEVcutLlGDf7q6184WNLjYpi6OvXhWueIqmV3fLkoFp/fn5+eE7QYMXQ4exqVrFl5XV7erCsrTeSI/GLm8TUR7jHn0twAm8Obn52Nf3Y1ks6VBDg1vaQW08LojUBOjAAXuaxoq+5Af+kMZnw7XyxAfJeK3GzEjeLCyUtRsDICsNQowGnwkAyqzrFQqLZOTL7qB1MfV0zXm0eBWqhwGSQyYMJ6BsJRycO2zqx7Ip/ftw8kT+7XkRZ61WhbNZ16Fx5jS7fbt8kqiimzbXtRjwmpPtLEYgjxbvzJEPIqyr6/fKcvVhyTGYZ4AABAASURBVKuwGkZxdfSF8/eGn783XIi/V94qWF5+dOsmfMj1abtKgD/ap+H5C4w4P0O42Yj6Ly8tCW1strrF10e5G0WgolHgFbV3SxUUjY+GSRfyQj9xnuL4cTwv384u+6jsp/IHGbaTGQcGQP/6lavEYcGzXP3SS5dl2c7Mqz18SB7V0Pi5c+4VyPHxcffK4MTExFrY8qP5sK0RGjDE+8HUK1B4EJcS/fR73u3eoiDMbWvh2QZeWYOP8pgYX6sD4XoTSuB97/1ZYa+asinP793iD4m9XZ4Fs9uQr35xSgVs4lbAFhcXJbrUfXRgQHJv5eT0yLBcuHCxrhBGn/HivcX8/ny0YPots3tjHhmHxhj3VgHbIKE8bxnQp0+cOO7YnOGhL7mA/Zmwf0PI0K+Wl5eFOPK3UXX/9553/5RrIwVRPv2b8sECnifqxbjDmOR56rYnAkVGAQoYCpsbF47ykIfniXAchfGhP5T1fO+GcdvJj1JhAI3OiLHWf/Tjv3bvOXs8mEFzM9nLL18pOLnt42vtcskKNxqyP++JMPywLGZb9+xgzw1wId8YIwz40cGHQ5S0DeIKYNzwbANlhOURDvOtlx8j5rvf+757Rc6X791ombw1MRAclovGb+ewMcadC+HO/ygO9N+hobXtIR9Hf2CfnD5AH/f8erjVPONcNuv6b7Qe/f2HhLiQzyoA/Tgk+pKXGR0bE/qx70/EsZLm4+vpUifKBWNciPLBIiyXVRyMIMakkN9ov5ZXfwSKjIL6F6klVIMAr+HNrZ9YTpLOmEczlyTyyLDKUK+VhdnXX5ePfexjEnfZEG2rdB0w9StFxlTfVvIyxtRt1smFS9zYd3JoiKJagpgFNrKiKMn5+bm6FmlMfZ8x23eDg08XtYG2seJBPyiKrDODlRRjNv43Ua56fM/jTIUrycul17jWQUCNgiZ/VihrZtrRJclaVruzs9Mt69YyT/JilYDtjIslPg7DrIP9Ys5AIN9IqtdM7NLkpJwZHZVwX7yR7UpaFkqLFSiWtNmySZquFnI8d1ZSxmO2mmqRv8+jXs94ZPg5KfXVUmOMnLfbHGx3+Ho0yq1Xe7kxlddI63fjYqMQ0nKSIKBGQRKUtliGC06enxiP/SrbFletbPEnjh+TIbsczHZHKcGLL7zgllvrafSUKrvWfAZPDsP5V8xqnX+t8uOMCobAwt27AtUq32ryYZuJi3Du2jpUk26rZaeuXxcu3cJYL1UXlCf788iWkmkVPsYjqwTcoNoqddZ6bg4BNQo2h19DUjPr5L7/hw8fNqS8WhTCKsHo2Fl34VCl/GibMRtb9qyUdyPjmQGzB97IMjdSljHG3VOBYmYGuJE8apHm2rXPFV1iVIt865lH9/u7JckzxjDcs3dvPavSkLyNMe5KdVYTqy1Q5VsTATUKWuS58UdZbsbdbM2gvkmXM6uRbbZ2hvVJ2t4wzXb3txpm0QN45Z5fq7Utri2MOfx9xsUprz0RUKOgPZ+rtkoRUAQUgTogoFm2OwJqFLT7E9b2KQKKgCKgCCgCCRFQoyAhUI0S43Wm6akpUWovDDhjUYs+xMG8TOaOVCLkalFeLfL4r//lv2h/bvK/6Y2MN3/yJ39Si+6heTQZAmoUNNkD+cY3viGvv/5vldoMg7/8y7+sSU/jtsRsJiuVaH79Q0I1KXSTmXBVt/bp9vub/rM/+7NN9gxN3owIqFHQZE/lyJEj8sUv/VulNsPgscceq0lP41U43hpIQjUpsAaZ/PzP/7z25y3pz/UdR/r6+mrQOzSLZkNAjYJmeyJaH0WgSRCYnHxRsutfLmySKmk1FAFFoM4IqFFQZ4A1e0WgGRHgTEIum5X7y8uO8GcDAwD/p0+flqfsylUz1n8710nbrgjUEwE1CuqJ7jbNmxvztmnTW6bZuWxO7ty5I0ePDjjCzzkF3wDex//s+fOyu6fHs9rapc9CpRpJHFQqXvmKQLsgoEZBuzzJBrSDa1v5XDCfVuWTq4TDYjnBTByfiSU+/ORxKFdLP3V46shhOX78mDvhXsu82zkvvswXPZcAL2wzt/KF4Xb0Ly0tuU8H84lu+m20z/IJ4w9+4OeFOIhPd9fnA1KP0GUVh/5Mv750aVJq9ebKoxLUpwiURkCNgtLYaEwEAQ653bp1O//xpOefn5Bw9sQX4r76ta/Lrl275M+/+z258doXIzmUDm5koH3iiV+VldUVOTk0JD12RrsVH/cp3aLWj0Fh8ixbvyWlW9Dd3S23b78pfKuAPjQ/Py+026fgVsJvfuvbrn995atfE/o3t/z5+HIuyhwqJxONw8idmpqSgYEB+aRdxZkYH5ePPP5hqTafaL4aVgSSIqBGQVKkVM4hwMyJJeVPHj0qKPJssA+NwNLS28KXD6u9GpXBMJoX+ZUiZlPfuX9f0ul9wlI3s9pnnz0pM9PTQl6l0ik/OQJ86e/s2c8kT9Cikhi2GAInT6597vrS5GRsSzAQYiNKMBcW7kqpvOKSUI9nnjkh6VRa0rZf82GlV2/ccH9nIyPDcUmUpwjUHAE1CmoOaXtniOJm0BoaOuUaevnSJef6n5zdq+4/1O+DdXMXFhbcYDkxfi5fhi+XuDxTPRtGgJWepLPiDRfSBAkxblkxYKWLlZFXXpkpWAHDAO3tTdW9ptSDQk6fHsFxhMGLJ5fN4igpAnVHQI2CukPcXgVkMxlJpdOyd+9et+QaXW7N2JUDP5DVs+WDg0/LmTOjcuHiC/liVlcfOn9nZ6dz9UcRSIIAfRpD1xhjl+0H3VI952N8Wg5g0ud9WKQ+vu7ubnn55Svy8pWr+QKMMc7f0dHhXP1RBOqNgBoF9Ua4zfJnNuNnjwN2z5PmsWSPy/InrjFrAxn+ehGKn4Nyvi6UMzc3iyPM+JxHfxSBBAg4Q9YauoieHBrCkZdeuuxcfrK5rKRS9V8poCzO7bBtgB/yW2FsyRFWUgTqjYAaBfVGuI3y5z79nj17xJg1pc8AxnLr5cuX3HJrllWCBiyzxkHKlgHGCTMtZlxxMspTBKIIYMhyngDjkridO3cK52XoT2wbEL+6siLwiW8kcbiQw7xHBwYEA7iRZWtZ2xcBNQq277OvuuUofZZZw4QDA4+WW9eWWcvPqBjoeGuAVxtDmpmZltMjI+71sJA/fu7RmYGw3NBPnry+hUGAoRLGqV8RKIcAK18YkcasGbrIDg4O4ghvAdDnk5wnGBkeLuq7XP5Evw77M376qiugwg+HCz/W2ytXr16rIKnRikDtEFCjoHZYtn1O7L1G91b9Uj3LrWvLrOmyOLDszytgvNoYEpfocFlOyMNfaYaEQfDkgf3ufIE3CFjRKFsJjdxGCJRvKn06auhy8p/XE1+ZmXGGQbTPx+V4/sIFob+G9C8++1l3MVTIw/+FV2/EZVHAO3bsN1342rXPOVf7tINBfxqAgBoFDQC5XYq4f/++MKsK20PYL7fCN+bRjItwHBlj3BaEMY9c5Ix5FDZmzQ+/HJ04fkz+9ctXxBsEzOxuzs+XS6JxikAeAc4TpPfty4e9x7+eiGGQ5DyBMWv91ZhCl/yMKeQZY2CXJM4RdHd1F6wQhG8klEyoEYpADRBQo6AGIG6HLFC2ft812l6/3Jpq8HkCP5uan5uTifHxNZqYkB0dO6JV1HCbIVCL5rDK9FYuJ3H9mhUwTvyzYtDI8wQYBKy6GWPW+rPt12yr1aK9mocikAQBNQqSoLSNZThwtbYPekR4/RA/g2kIiV9uTaXLnycI02zWz/WvzOKoE4exJiasUWCJ5eBqL5nZbF00feshwHXG3BTImQLcOWtYhq0wxgirBb0NNHSpC5cX8Tfn+zMufb3RBneIhfq3FwJqFGyv5111a1Gw7IP+5z//rvzwRz+WK1euCucCohlx/SvGQZRfr3B//yF549atWNqzZ2+9itV864pA4zLnYqY//cY3XZ/+d2/cin3lkPMsF194dA9GvWvHykSpPu23x+pdB81fEVCjQPtARQSMMfkzAN3d3RXlNyKQ3peWnp49iZOy5IsREkdxRkvijFVw2yBgzFq/ZnugHn2mu/v9Qr9OCih1iOvP8OjvSfNROUVgMwioUbAZ9DRtzRBIpdKxKxA1K0Az2jIEtmvBKHL69XZtv7a7NRFQo6A1n5vWWhFoKgS+c/++cKdESF/5wz9sqjpqZeqDwJ//+X8uevZv/Ye3xK7D1KdAzbWuCKhRUFd4izPnutLej/UWRyhn2yJw7Nhx+dCHPtRi7X9U3b/7d/+uDA4+/Yihvm2HADc/hrQvvU+e/LUntx0O7dBgNQoa/BS51/xjvWoUNBj2pi7uxDPPyAc+8IGmrmO5yv3SL/2Su4aXg3khfeSjHy2XTOPaBIGf+7m/JWc/85ki+vVf/3+3SQu3VzPUKNhez1tbqwiURUAjFQFFYHsjoEbB9n7+2npFQBFQBBQBRSCPQN4oePX1PxCl2mAAuoplbbBUHGuBo+ah/Uj7gPaBZH0gbxQ89fFfF6XaYIBRoFjWBkvFUXHUPqB9QPtA4/pA3ihAkSkpAopA6yCgNVUEFAFFoNYIqFFQa0Q1P0VAEVAEFAFFoEURUKOgRR9cLas9PTVVy+yaLi8+dhP9iFPTVTJfIfUoAoqAIrB1CKhRsHXYN0XJx48fkx0dHUV14YttmcwdyWYzjqJKlS+5+ThcwkWZ1IER1sn7w7pRD+qTy2bz9d61a5ccOXK4DrXRLBUBRUARaC8E1Chor+dZVWv4dju3kHGhUjTh0tLbks1k5cD+/Y7mZmcLRBYXFmR8fNzFXZqcFMIFAnUKUCdf7uVLlyRzJyOrq6v50vjMLHUeHn5OZl+fdXF79+6V/v5+OXHieF6u0R4tTxFQBBSBVkCgwCj47979uwLFVRw+FBeXhEdaKImsyhQiMGGVb5TCJf+snc1PTIyLl2G5vDCH4hCz609/+rScPfuZ4kjL4ctsA4OD0ptK2ZDISy9ddq7/IW50dFSeffak8Blawj6uni435jHzp4wzo2PuJj0+PEOYNrHC8fLLV+SrX/u68NlbH3fy5JA1IO7I0tISolXRcbuacuDAftm//wk5PTJSlHZkeDiPPc9gI2UUZaoMRUARUAS2AIECo2ALytciEyDQZ2e5KEIUf8YaAKl0SlLpdD5lV1e3U0oLC3dld0+P7NlT+RPEU1PXpbe3V7zSzGcWeLKZjPT19cknjx6VBbsywHJ9EO1WEsJ6hHH18rOykbNbA3x7Pmzn3bt35YRV3leuXJW4b88bY+xqwSG7unGu6qoNYhx9rNethrAS8Ujpr2XV198nPJcFi39vqlc6OzvXIvRXEVAEFIEWQ6DAKPivP/4tV/3ojN6HfbwTqvKHtFCVyVTcIoDy6+jstD5xSprPsXpl/uDBA2Eme+v2bTdjZyvAx7kEJX5YTfCrACVEnKKjrKGhU05kaqrwQGI2l5XU+kqCE2jADysB9+/fdwaNMcaVyDYIyvrK1WvS3d2lU+TlAAAQAElEQVTteHE/KO/fv3lTMCzi4kvxUqm0sArBqggyGGe4nlhV6dixQ85fuCjp9D41Cjww6ioCikDLIVBgFCStPUZCSGE6z4dXyk8c5OO9C89TyPN+XB8fuvA9hXzv93G4ntdqLrN26oyCwoWYHT/11BG5ceM1q5zTkvQ/lOJbuVzZFQVkOCeAQcKefI9dgXhlZia//E786sqK7Ny5M2mxNZHzOPT3H3L5HTv2mzI/PyfXrn2uojIGO5T7gl31cIlL/ETZtHXx3qKMjo3JY489Jjfn5wVjzMsRj7GSxBjzadRVBBQBRaAZEajaKIhTrEl5IQBJ00Tlah0O69TM/pydlYdL5pOTL8rly5fk9u03KyrDaLtQYPC67LYDbhwhg5IzZm02zp48ctPrqwVZu43R27t23gB+o4jVCcrq6u5ye/wo6Jw1cFD28JMQxk4SOS9D3qwEvOtd75KhU6fcqsH09KNVE4yMHrtlY8waVj5dPVzqwjYOz4f8CfMsIMJKioAioAhsBoEio8Av8Xvl613Pxw2pXOFeLk7Gx3k3TsbzSsmEdUPGy3s3Gu9lPN/LNbvLrHRxcdEtmXPSnlP0nz59WsbGzm6o6svLa4ftUPqlMmBGHp4XYJ8eo8QfOOQtgDC+VD7wmUknIWTLEXlk7txxIpcmJ+XVV28IxgqKMfp2hBMq+FkLsGWyvLy8Fkj4m83abZL1MxwDA4PicLj86OAlCjlttxgSZrcpMV6tnJ+bl488/mGZnZ115yiW3l4S90bGgf2bylsTKwKKgCJQZBQkhQTFCpWS9wq4VLznkwfkw1E3aT6kQxbCHxL5ewr5reJHKVFXZvbH7XL5T37yE4LCXrrz1OGHGTnL7WHWXgFT7lp85ZUCTuZzar8Scbo/LCvOjzL/zne+485VvPbFL7mtC//WgzdW4tJ5njEbm8k7A2ld6bNdcrCvT6gLSpm8Xfy60UC4XkR5HPzsP9TvVivm5mbdORIMtpRdtaEe9Spb81UEFIHtgcCGjAIULPDEKWD4SalW+SQtr1Xl/GDPvvZVu3d+4cJFN1udmZmu+tBcEgyYkS/cvVt05iBUwEnPE1y4eFHefPPLFYltkEp18zj09fXnRTlYeHRgIPbtiLzQuod2rTx4sB5K5pAG3Dlb4VP4FZqZ6SmHPwcfy626kI7VDJb9kxAGB2mitHNnpxw69HHhLAlxFy++gOOIFSRWMFxAfxQBRUAR2CACsUaBV/ZxSjuOt5Gya5VPWDZ5QiEPP+2JEvxWodz6eYJbt2678wM7d+6Ug+uzVd4iqLYdPT1rryyyFx6XFqWEsjWmcGYNz7+euJXnCaLbFgPWKKAd09PTOGXp3r17UkmBhxmgzDs7OsSYR1iAA9sQ8/Pzbgmf10CNeRQfpg/9bLkkIa/0w7T4Wbmh7jm7nUH5/tVHDJfZ2dddn0BOSRFQBBSBjSIQaxQkyQzlCyWRLSdDHlA5mVJxKHriSA/hDykaj4ynUK6Z/eF5AmMeKR4/W02ybB5tH8qEew9WV1eiUe5UPa/cdXV1u1lwVIB39uFFFTO82lFxTig+VgqoN0o5lEBZEp6xRkEpQ4d4FDwuhwJxk1B2XQFHZQeODjjW//CPn5Ek5wnAnIuXkhCvlbrMS/xQJ7YLfDRtZluFNzJoI+Tj1FUEFAFFoBoEqjYKvKL1hfgwytbzkrg+nZf14VrlE83Xh3F9WfibnVAA1DGqhFGMH+vtFRQlM3tkkpIxxt1UyKw1TMOqA684kt/C4oLE7fOn0/vcnn6qgfcTHDn8CVeXru5ugTifwLkG6o4CpJ7MnKGRkbXbBYmLEliyxM4rltG4UmH27cOtAy/HVgoGCuVzuZTn19vFAFhdXZVU+tF5Dt7AoF39/f3CAczo5Ur1rpPmrwgoAu2DQEmjAMXpKdpcz8clDheK+gl7Ih7yYVzCnsJw1E8YCmUJe/J8XM8LXfghhXHN6kcxs//sVwJ4HS6bzeSri3KAB4O3EcI4eJWIGf/8/FyBGEqFvf2QCgTWA1xrzBbGejCxs1FBygvrhJ/DdeTHDJxwSKNjY0QVUc7O+tl2KYqIYYAvVxpzN8P83Lw7sxCKGWNkYGBQenp63IHHMK6efvoE+WOc4UJLy0vC6gdvqCws3JVqjB7SKykCioAi4BEoaRR4AXW3BoFlO9Azk+/9WK+cOTMqD/7igSwvLYv/j3ftfRxu5s4jg8HLlHNRKsxyt8uskm0YDmaOJXyNE3x37NjhsGcWvhqz1cKdBaMJ8yv3LKqJ6+5+v5y/cKEgCQdPWbWYn5sTDqIWRGpAEVAEFIEqEFCjoAqwGimaSqXdx37CPWiWrH0d8Idx+H1cUvfVG6+5K5KTysfLtQaXDxU9++xJ6bZbEElqHMWX5xFN19nZKayuRPn1DFOev3bal0M9uNFx1K6Q4Pd8dRUBRUARqBYBNQqqRayN5FlmHrRL4OPnqv9IUCvBMDs7K6sPV52R1Ur11roqAoqAItBoBNQoaDTiTVYee/P9hw4V1aqdGKwOXL16rZ2apG1RBBQBRaAuCKhRUBdYCzNl7z6bzbhb6Ijx4VLvoyPTSIo7Xd/I8utdVru3r974af6KgCKwfRBQo6DOzxoDgNfkODTo76sfHn7O3Ur3zInjMvzcc3WuQZi9+hUBRUARUAQUgdIIqFFQGpuaxMy+/rpw0QyvjC0vLwun2jkUdurUp6Svr19eeWWmJuVoJoqAIqAIKAKKwGYRUKNgswhWSP/+/9f7hT17Lhni1bbwLYHFxQXhitwwi+9+98/l4sULVVGc/Je+9KUwW+ePk9vuPAw1B876z9e+9rVNY98MmF7//OfXW6SOIqAIKALJEVCjIDlWG5LkVTZeE+PSmd7e3nwe7trebFZ6dvfkeXh+9KMfy7e//e1N0//9f/9fZFdAtci33fL4wQ9+UIDRgwd/sWnsmwEjPtJU0DANKAKKgCKQAAE1ChKAtFmRBw8eCB/iSQWf1+VK4dXVVeF9+JWVlfwhxK6uLvm93/tf5fd+b3N08uRQUbVrkW+75fELv/ALBTgdOPBkTfDfapzCFamCBmpAEVAEFIEyCKhRUAacWkXlcjmXVX//o1f/uGKYW+i4K4CDhyvWMHBC+qMIKAKKgCKgCGwRAmoUNAD4zJ07ggHA+/K+uBW7esDKwcLCghhjJIzzMuoqAoqAIqAIKAKNRECNggagzceDxiJ35I+d/YxwrmBudlaSXKyDLCQl/isXVyJJQ9nUDypXaKX4cmkbEUf9oFJlEQeVile+IqAIKALNjoAaBTV5QuUzGR0bc2cHQiku1OHVxLGzZ0N2rH9keFgOHNgvP/2ed8t73v1T7o6DUJD4D33wAy7uw7/y92Ry8sUwesv91I87Gnz9ox9h2r//CXnfe3/Wte/xD/+KcC3xllc6UgHqCMa0ATeMZrXniSd+1dWfeGSjbzWE8rXys+XENx0ov1Z5aj6KgCKwvRFQo6AFnv+Fixfl/PkLsnv3blfbS5cmnet/iB+zKxF88OdrX/8j4Q4EH9cMLvU7Mzomjz32mKvO9NSUc/0Pnz3mIz+fPX9evvq1r8uhJrx2mTpyrwRtQOHzNomvPwbem29+WXpTKfnKV78myHJg1MfX2p26ft0ZiRgnExPjsrLyoNZFaH6KgCKwTRFQo6DMg2+mqGw2IyhOzia8MjMjvNEQ1o8rk/sP9YespvJzT8OVq1eFuxpeeumy2zoJK7iwcFfCg5hhXLP4c7msvHrjNVedy5cuOTf84ZxIT0/hK6ZhfK386X375I03btm63KhVlpqPIqAIKAIOATUKHAzN/4NS5WDiqJ1xU9uoUkJhcScCcc1I1C+d3ie8Ksmyd3S1gC2Fes6uN4sJRlhHZ6f88i//slsRmJ+fF+rs88Uo49ZKY4xn1c0FJ2PqX07dGqAZKwKKQNMisA2NgqZ9FiUrxuG1+/fvC8qgr7/fzbZnZqbzs22vsIxpTkUR1o97GWjoTHC9cyMVKmVvhLLZrLuumrQDRwdwJDRsWMlJp9KOrz+KgCKgCLQqAmoUtMCTW1hYuw7ZGCO8yXDUKiX2tbkAieqHCotws1FYP169PHjwoLDygTFAXVtBoVLfVDpFdd2hUb8N4hj2Zy1+a4wCY5rTGLSw6D9FQBFoMQTaxihoMdyrqm5UaQ6dOuXSszePZ00hrSksws1G0fr5+vsDk2vxW6NQk2LF9offnjHG5LdBOPTHSg5GGis5SfOrpdxPfvKTWmaneSkCisA2RkCNghZ4+Dm7dM22ga8qs21OuqNM2dcOFZaXaSY3Wj+Ua3hgcisVahKcwu0PL++3QTDMWMlJcp6AdvLqIq8sViK/CuTLU1cRUAQUgUYg0ORGQSMgaO4ymIWurK4KH1UKa8qBPcIjw88JB+CMac4l5DiFaowRf2Dy9OkRSaJQaetWUbj94euAYfbJo0cFg4AVjyTnCVhJ4HXFW7duSyXq72/eN0k8BuoqAopA+yGgRkGTP1OUDrNqYwqVPkqDd+Zv3ryZPwDXjE2JU6jUk5WPjo4OmZmeliQKlTRbRazI+PMEYR0GBwddkFdEU8HHrhyzxI8xxl1rbUx5t0TyWPb95fuxfGUqAoqAIlAtAltiFFRbye0qzyoBSpOPJkUxMMaI35tPrR+Ai8psdXit/lOyZ+/eoqr4A5NEpBIqVGQbTbw+efPmvOzZU9yGdHqfcC8BxhmrAI2umy+PbQnvV1cRUAQUgc0goEbBZtCrY1ped/tbP/c+uXz5kpweGZEjhz9RVNrg4NPu9UT26Isit5jB9bvUn/f5nzpyWEaGh4tqhFHDKkh3d3dRXDMwwPzn3vdeQen+nQ99sOAVRF8/tnEwaowxnlV3l8ONXHv9zIkTrizONRCG7xj6owgoAorABhGooVGwwRposlgEOMj259/9nvzox38tP/zRj+XGa18skuOcwXe/9323HF0UucWM0bEx8fWnDVx1HK0SxsA3v/XtKLtpwmAO9hBt4ZlEKzf49NPCNyyi/HqGKZMzCd/45rdc/6BuhOHXs1zNWxFQBNofATUKWuAZG9O4WWgLwNHQKhpjmtLoaigIWpgioAhsGwQqGgXbBgltqCKgCCgCioAisM0RUKNgm3cAbb4ioAgoAorAtkcgD0DeKHj19T8QpdpgALqKZW2wVBwVR+0D2ge0DzSuD+SNgqc+/uuiVBsMMAoUy9pgqTgqjtoHtA9oH9hgH9iAXs8bBSgyJUVAEVAEFAFFQBHYvgioUbB9n722XBFQBBQBRaD1EKhrjdUoqCu8mrkiUH8EuHVRP6BUf5y1BEVgOyCgRsF2eMraxrZFIJvNyMjIsPBRprZtpDZMEdgOCDRJG9UoaJIHodVQBDaCAFdcD65/mGkj6TWNIqAIKAIhAmoUhGioXxFQBBQBRUARqB0CLZdTSaNgx8F5CSnaMh8X5WtYEVAEFAFFQBFQBFoTgVijAIUfbQ48KMrXsCKgCCgCioAisK0QsGCNrgAAEABJREFUaOPGFhkFXvE/vNknIbUxBto0RaBlEVheXpbFxUV5uLoquWy2ZduhFVcEFIHmQKDIKChVLW8glIrHmICi8fA8hXGleKVkQnnvxw3lvR++J88LXR/n3TAOv+d7F56SItCsCPT09Mj5CxfkHft/s9ZR66UItAACWkWLQEmjwCtEXCtX9p+XwXAIBT3f86Jhz8f1cd6FF0fR+M2GKSPMI/QTB8Xx4CspAluNQFdXl/AGgifR/xQBRUAR2AQCRUZBVLGTN0oRwh8lz4+mC/nEQaQN+WEYf0hRuTCOvKCQhz9MQzwU8vF7Ii4kz/duGIff87fCXVhYEJaJt6LsZikzm80kxoCLfFZWVpql6huqB88c2lDiBInAB5wSiLaFCFhCbdEYbUR1CKh0VQgUGQWkRgl6IuzJK10fTuKSxlMlecqshYwvD7dUfsR5ipPxcbhx8Y3iMZBNTr4ozAjDMhnUUZSeokYD8Tm7x5y1yhTKWX+Yvl7+d96xi9iWyuVPm7Lr9cpk7gj+sP5hvI/bvbtHjh8/Jg8ePCiXtUxPTcns7OvS2dlZIAceWVtmXHkIUj7xnnINwouy44gtgeHh5+Tu3btx0fLaa6/JL/7C34mlf/Dxj8em8UywOGGx7O3t9ay8m7UYQeAUVzZxIYFbPnGdPEn6VKWi9+zZ4y55imtTpbQarwhsJwRijYIQABQ1FPLi/FutPOPqFMeLa0tY90rxcXnWi8fgfeTwJ+TChYtFRayurkrmTkbGx8flwP79cuLE8QIZ4l9//XUXd/zYMblz505BfK0D1BWl/ZHHPyx/6+feJ08dOSxLS0uxxczNzsrU1JSr2+mREdeO5eWlvGzWKibaRL2vX78u5L1z504ZGxuTJw/sz8tFPZTHzX7l8Dpx/Lgr99y53ylITvm+TiPDw5LJZAri6xFA2c1aLMAMf1iGMUauXfucPGOfK+0P4/D//X37ZHrmlVj63f/5f0akJB2xz+bk0JCAaVSIPgUOTx44IB/9yONFRhjxRw4fFmj29Vn3bKJ51DI8fu6c7N//hPz0e94tB+yzz2Q23o+vXr1WEs9a1lnzaggCWkidECgyClCQUNLy4pRomJb4KPl4+Pij5fmwj0emGiJdlML0YVzI9/5K8V6u3i4D4uDg07GDNysHY2fPuir0plKStUosnAURf/GFF2TXrl3yjW9+S7ysS1CHn8PWeBkaOiVf/drX5U+/8U1nEMQpFYqmLsyE8Z88OeTqxp44YRQgp+k5OPfNb33bKUZmecQh09HZKVPXrxMsoomJcaEOccoOPEatUdHR0SG7d++WV2ZmXB19JuSN0qBetAFZH1cPF2MPY+B5W2dWRuLKoM67e3rk0uRkUfR/9zf/pvy9v/f3YukXfuEXiuQ9I7OuVNPpfZ5V4PJswOfgwYOOf/nSJef6H+L7+vvl1Rs3hP7ln42Pr6VL/weD27fflB/+6MeuLz9pjRUMqY2UQ16l8NxIfppGEWhHBIqMAt9IFHNI8FGWuFHyfOR9XMiDH5KXqbWbpMywHvijdYAXUjS+UWGWyV966bIMlLnCltnl6sqKjI6OumoxS3ae9R9mzig5Y8w6pz4OxshbuVxeWbN0Pzp21s0iJ+xKRlypueza63OpdDofTX1P2GXtZ5896ZR7PiLwYESAS8ByXtLOTE8LCssxYn6Wl5cFxYDhQDRbDbieUJi9vSkfrKt747UvOgOqr6+/bDmnTn1KLl8uVMxlE1SInJiYkIGjA2WleJbn7eoUBtTMzLTQz8IE4IgRFfJq7adM2s2zNsaIMSa/Yva7z09suLizZz9TUzw3XBFNGI+AcrccgSKjAMUKRWsWx4vKRMNxaeJ4pPN878LbCMWlD3mh3+cf8kJ/XLzn1dudn5tzM1qUWKmysnaZHSXGAM2KALNfjAkvz+pBqHQ9v17ucrAF4Ou9eG8xtrisNQqoc3d3t4tHIZ8eGZaXr1yVvXv3Ol7cT8quijCzxggI41HwrJh02pWEkB/6PR4YWig8FE5hfFYaiVdYdik/Rh1bQeATJwMWtP24NaYqHRwEs5zFvVwbUcYrq6vy/ve/X45a42HZGlLk78umf3Xs2OGUtOfVwzXGuGyps/PYH54teNBmGyz5jzaUiqTPEVcKT+KUFIHtjECRUeDBQDmG5Pne9XGlwlF+VD4a78O4cbJJeWH6uDS1iCePehMDn1espcrKZtaUmDHGrhaMObFwuTdjjYZUKu349fxBibNl8NoXv5QvZnV1xfn9IOwC6z+sLKxaxeNnyeN23/iZEyeE2XPc0v96MucQT54oeMdY/1lYuCupCrN8j4cxRlhxYKsi3IrI5iye1uhYz7IpHGOMYOzwrOMqNDF+Tnr27HGzaM5x0KY4OXgLCwuCMVSuXyHTs7sHcRk6dcq5M6/MOJcfjLlyRgUytSK2vehXYX4YKTx/zxt+7jn54Ad+XjgHggGBe+DAfseL22YwxghbCKXw9PmqW1MENLMWQqCkUdBCbWjLqjLD3rNnb9m2hUqMZXMGfJZ7ScRs6d7iotRzz5dyPHV3d3uvczmsRn3G7DaCYwQ/WWusEKRuzHDn5+fc64YM6vArUVd3t5MP5VAWYTjODx4YMMSxWoDrVwvAi60YjA74zUQowQVr9MTVqb//kHvTglk0cuVwWLRGAQoxLh/P49l4pc8z5WwBBhiGHDL4G2FoUhZtCp8HKxYYkyeHhogWlH5Xd5dcvXbNbQlwpmR0bEw4g4DBWWqbIW0NZQxEl4n+KAKKQAECahQUwNE6gagSY/D0y70MligHlIQxa8uw5VpGXkmoXB5hHMvYbH/wFgCKJYzDj2LBnZubdTN2Zu2Ex+2sF7daou737t2zM+riV+x8Xhgc4OHD1OvowIAsWEWJwkMZshXj48u5lJeEyuVRTVx3V7esPnwYmwTjhpk/9UeZY2jFCq4zjTFll/5z2cLVEr9awP4+bV4zVves51baQTYJlc6hMIYVkNOnR+STR48K5yyIvX9/WQ4d+rhk7mTcCgj9DUPCx+3o6MAbS8aYWL4yq0BARdsSATUKWvSx5txSd+HWgB/Amf2ieFESlZqXtbN2XvlKQijQSvkhMzL8nLxx63bsIUkURS6XcyfJr1y9JszcUWwo7N+/edMdTqxUBvGskuBCxqwN8MasufCilEPZBYcaiR+wRgEuCo/l5CR4TU9NuVfkkuCFYUb+9SYwn5udE96e2GxZnCfAwPT5sCrw2GOPyc35ebc6k+Q8AQo8CT7IRA/H+nJDl/x4FfW3zpxxb6P4uKGhU+IMIvu3wJ0LnZ2dLoo+xjaH3wZxTP1RBBSBRAioUZAIpuYTYnbEXnNYs+7ubvHLvewDM6CH8XF+ZN5888uShCrNQhm8edWOswEoe8oL9+wJo8BYAmZ51ysfY4wMDAw6g4A7DJCrROGAjxLAqFh6+9FdB9H0dzJ3hLaGfF7L4+Aaby2whZFKcJ4AAyYJVsigsMLy6uEH86w17C5cvCis0IDvRsthxSTElXyMMTJmt4Ao55lnTkgSwwnlTPuTEIqdcsrRyMiwPPvsyfwKQbRP5SIGHxjQx/oPlX+zo1yZ2zhOm77NEVCjoEk7AIquXNWYKccpsYHBp12ypbffbth5AgpEaTB4YxB444HBmXoS7ylrFRj+qHI5ub5P/HzC181QPOQDGWOkyxpE9+/fJ1hEYMl5Al+vUMBvXcDzRgr+ZqKFhbtuZSWuTrzCyQVQ73n3T7kLo+La6NN1dHa41wvBw/NCl2cTfS7E+/MqbvXJ7sfDaxQdO/ab7gDpQPBqLis7vnz/FkEqqBerORiJ8MbPnXNbRF4el77Kigd+JUVAEShEQI2CQjyaJlTuMBQzQpQcs6FohQ8dOuQUCKsIxpReTo+m22z4wP4nhDqx78vpb4gl365dXfmsUUbzdhkaRjqylI9CZtbOkjvtQyaOyIMDc5y4D+OZ4cbhgTxL1MShDMI0+PstXhyITHqegDS1JOpFftSNuuKPEsYO5wqifMIYYT/68V+LJ3ilCCXJHQRx8awSvHT5svsEczSeZ3Owr8/t25czOqLpNhtGobOlND0zLU8+ecDdaPihD35AuMDK5822T0dHR4EBzLkHjBuwXVxcKIgjHfGVDvEi11akjVEEEiKgRkFCoBotlkqn5Dt25htVFH4fllPkXG3M7C5aN5Z7OZUe5dcrvLCwIBzq+pkdO+QnP/lJnn5p925J70u7YkeGh92gTuBjvb3CVbsTwcVGbDsw2GPMoMSRRzZKlMVg77cnfHzKGhk5u7fsw7gYGBgnGBm7urrkqaeOFM0aOzs7ZXRsTPobvNRM+3iWd+0qAG2mbtSV9lF3Tzx/bnhktu55G3VR6CjQaBnUBWMOjKampyR8Lr4sLv3hIKsxjTM0eUOAPgQGvl89tmuXhK+eovTZejLG+KoKlzNhOLJyxbmVfIT1kFcum7XbICkb0n+KgCIQRUCNgigiTRJmVscAFh3Aed0qJOSiVWaplRWDKL9eYZRNqf1jXz/2vH29kcWPMvZ1YsYLzxPyPi50s3b7ASXaZZV8yE+lUsIbBpDnI0N+vjz81NXHe3do6JSk0/t8sCEu7aM+Yd0IR+vnDJpduyRqBG2kksYYYcYPhmF6XxfKh8Ln4uXAkmuNfbgRLtjEEVct+/LpN9Tfh3EHn37a3RbJwctOa/TB8wSeHJxMBdsNPq4FXa2yIlBzBNQoqDmktcnQGCNnzoy6969rk2Pr54KRxOVM/lrnsEUscXM+gP3kkN/qfvbPR0fHataMsbGzAoY1y7DFMgJPMDDm0cpCizVBq6sI1BUBNQrqCu/mMn/6H/0jWbh7t+TnczeXe+ulZluhr69f0iVm9bySycHGcLWg9Vr5qMbcN0GImS9uLYg3VFhun5x8sRbZtVQeHErkgqpa4lkXADRTRWALEVCjYAvBT1L07Te/7FYLOIiWRL5dZe5a44hXB8stYbNUfOXKVeGsRavjgGHDrPbGjddq3hSW3zmnAKY1z7xJM+SbDXwM6tbtN5u0hlotRaA5EFCjoDmeQ8laoOi4qa2kwDaJYHuATxpXai4zYfaSW92IMsYIBgHPv1KbNxIPRmC6kbStmObhw4d1xTMBJiqiCLQEAmoUtMBjQjFALVDVulWRg25JM0e21fFqRBsoIymmrS5HW1u9T7T6M9D6twYCahS0xnPSWioCikAzIqB1UgTaDAE1CtrsgWpzFAFFQBFQBBSBjSKgRsFGkasy3Ysv/kv5nd/+bSXFQPtA8/eBome0Hd/WqHKIU/E2QUCNggY9yB/+8IfyV3/1V0qKgfaBFuwDP/jBDxo0UmgxisDWIqBGQYPw/2f/7J/LZ8+fV1IMtA9sVR/YRLn8/TZoqNBiFIEtRUCNgi2FXwtXBBQBRUARUASaBwE1CprnWWhNFAFFoHoENIUioAjUEAE1CmoIpmalCCgCioAioAi0MgJqFLTy09O6KwI1RoAvKB7MoZ4AABAASURBVPLpZD7rXOOsq8tOpRUBRWBLEFCjYEtg10IVgeZEIJVKSyqdas7Kaa0UAUWg7gioUVB3iLUARUARWEdAHUVAEWhyBNQoaPIHpNVTBBQBRUARUAQahYAaBY1CWstRBNoVAW2XIqAItA0CahS0zaPUhigCioAioAgoAptDQI2CzeGnqRWBtkJgYWFBlpeWJZ1Ky9zcXFu1TRujCCgClRFQo6AyRiqhCGwbBPbs2SMDg4MyOjYm/f3926bd2lBFQBFYQ0CNgjUcGvr7zjvviKeGFqyFbXsE3lnve9seCAVAEVAEYhFQoyAWlvoyDxzYL1wOc3pkZNMFbca4GBkeFpaLN12JBmZAe5MWt7y87HBOIt+KWJRq1927d+X48WNF0Txr+t2HPvgByWTuFMT/0R/9kVy6NBlLX/rSlwpk4wKUx8VHcXHwqnluyG8FraysuP5Cv9mK8rVMRaAZEFCjYIuewu3bb8qFixc3XPqRw5+Qjzz+YcHAePLJA87lJjqfIQM8cZ5mZ2d9lHMZxHtTKWG52DHWfxgY3/fen5X3vPunHB3+xD9cj1lzUCwoFZ8vbiMG0bC9lAmhyNdqJTI9NeUwQOkRR/u7urrk5MkhOXbsN71YrAsWu7p2tQwWMY0oYO3du1d6enqKDAOe9ZtvflkGBgYL5Al8//vfcwYizzdKf/Zn30akJI2fOyddu7qEi48k8p/vSz/9nne75xNG09c++IGfd3yeGbS0tBSK1NxP/vydQPSZsIDOzk65cuWq6y8PHjwIo9SvCGwbBN61bVraZg298doX5fyFC5LLZmX3L+2WW7duu31g30wG6KW335ajnzwqX/jCq3Lo0CEf5WaJDI4hz0cyMH73e9+XZ589KR0dHXLz5k1B1sejWP70G9+UFTtoonApF+Xr4+vl0t5Xb7zm2tuxY4drb2hUpdJpWbAz5L6+PtfeoaFTriq08f79+zJ1/boLR38ydsZM+06d+lQ0SpoVi6KKxjBofzaTcc86JrqI9Wu/9uty9eq1WDp9+tNF8p4BdtPTUwV9z8fh0pc+e/687Nq1S6L1Ad9vfPNbbiuN5/bGG7eku7ubZHUhnvXpkWHpTfW6+oxYP4Y1xokvkPLTqbQQ53nqKgLbCQE1Clr4aWczWVd7FKLzrP+gAJkpf/VrX5fBp5+WnTt3rsesORMTE4LSWAvF/+ZyWfnsZ8+7yMuXLjnX/xhj8gO55zXCRalQDiscuJ4Y7EeGnxMUDMo92l6Ml+efn/DiBS5YDMbMnEOhLcMirESVfmOMjI6OyfPPP19lyurEx8fPycmhITHGlEzIcztzZtTFT01NOdf/GGNk1S7b84yMKZ2Hl9+Me+L4cenr65d0ep/7u3j1xg1hVSRqANCem/PzoqsFm0Fb07YqAmoUtOqTs/XOZDP2V+yy7aO76oefe04erDxwMz5mYk4g+GEQzNnVhXInyxkMOzo73cDJDG9mZtoZAT4b9qx79uwpqwi8bC3dO5m1fXBWQXy+L774L2Vudk5YSYhrL3K0lS0O6k3YE7NcsOgrc8o+Dgt4Pg/y3AosfPnlXNqFQqad5eSicSyrz0xPSziDjsoQJv6VmRnp73+0CgU/JM4SgD3GKVsayIf1AUv6mjH1NQioEytGzzxzAq8j34/oA9TTMe0PRiXPlBUQG9R/isC2QkCNgiZ43CjqiYlx8fv+zHzZ84QYUOOqyCC2uLDg9o4ZxBhc2XfvP9Qvn/rU/xiXxPHIm5m2MaUH4aw1GlK9Kaf02X9m8EdRuAzsT9YaIyyxWm/D/tHenK0XWxpsYVCnp44clp2dO+XiCy+UrYcxxi4ZpyRr6x0Kzs3N5vEL+aE/Dov54P198qwSizD7qvzcG0CfoL+QkBUhwqwKgQe8kDCSdu/e7ZbtQ345/8jwsLDyBN4H9j9RTtTOsu+6LSaW3EsJUlcUrDFGWA1ArrAvZYW+Br/exDbGyy9fyRdjzNrfAH87eea6hzphUK0H1VEEtg0CahQ0waNm+ZKDWr/x1BF3OIyB9NmTJ2VpeUlKDczIrK6uSq9V3sxWf+HvfEjm7ZJnd/f7y7ZocXFR2JMvJ8RgmFr/Uh5Lqci+9NJlHEc5q5xTdg/fBRr0g3HETO9gX59VRgvy5IH97nKdPXv3JqoBgzz1DoXvL9+XSuch4rB4PtiKIM9GYMHsenrquqs+bWdFiADPByVLHyIckjFGOu3WEdiF/HL+hcUFt0LAXQX0lXJp2b5C4ZfLL2sNMW80kSdGHStPPk3O9aWUD9bVZWuJFQtfCAYyfgxfY9YMBMIQ7XrrrbfwKikC2woBNQq2+HEz2xs4OiCcfqcqLLEyeDH7x1BgUGbWRlxIWTvYEr5/f9m9RvYv/sVnCZY8UOci7Q/57dlTXpGyh+6XVqnH0YEBp4gZRKkLCqqSMrVF1fRfNpNx+f3lw4euvRyEhDE5+SJOIlqxRlQoiALs6dkTsor8cViAYREWRSlry7g0OSlnRsfcNg6rAqwIoeDcakBPj1CnuBJ7dveI32aKi4/yeCuGlRjyY+uo3HOmHtH00TDPzRtNxhi3WkDe9Htk6ce+rxFuJHGepMdiN3b2bFGxnZ0dzjiivxdFKkMRaGME3tXGbWuJpqX37ZP+Q4fsEm9WmEUNrZ+ap/LLVuEzMBtTOIshLmdnWLh9ff1y7drnXB6kZxa2mYGMpdToHu+ANQrE/jdt95lZoWAWZUxxnaxI/h8D//i5c5KEsusGTj5xjMcrtt1WydFeZp1gwx41dY5JUpFVCSfyjWKRXwJvMBYYALxquGhn8mz/cFjON/CeXf3p6urywQIXo6GAkTAwMvycO6dRTnzx3mK5aGfA0A/CuvHcSDQ9M+0O8kXxJS5K5JGkHyGTpC+RP7IccLx1+03ZKEbko6QItBsCahRs8RNlwGRQyuaydiug1+3jUyUUFnvXKH3CUWKrAOWAsiCOGT0HyxhAp6cKT3gTn5T8Hnoon07vc3vvHD4jb78cHMpE/RgoKbsFkYR6KszWyTuXzcpjjz0mXL9L2BgjQ6fWXjucnt5Ye40pb9hks9mi/W4Uc4+dXVaDBc84CQ7I9JTAgtk7fSJrcWArBAwgVm1Y5g958EMypnw7Q1n8nFG4cvWaU5blVgNYhUC+FMUZkN3d3XLw4EH3ailvtZSrt8+3Fvj5vHBZpVi0xpU3CNh+g6+kCCgCImoUNEEvYLBH6aWCfXoOlXFmgJkVgyvkq8rSNf7ogMoraPBnXpnBiSXKio1YZ7Lcm96XXg89cvwM+RWbd1jPRxKFPgwdjIkkhGxh6sIQio/zBGm7qmKMyUcetdsuBF66/Oi8A+GkxEpDOaUHFilr2ETzqxYL0ifBAZlyWNAH6BNhnWZnX3crTBiEWbviglFIeZ4WFu5KpTMkXhZ3ZHhYOGtx+vSIO89Srj7l4siL+sQZkN6Y42xG2BbSlCKwSUKV6oRBgAEevq3yzInjpYpVviKw7RB417ZrcRM2mMGTajHo4UIoJJQWM9NJu2/OzBs+xAEv3KjyZhbG6gFpS81+GKQZFEkfR+EeehiPcUIdfuZnfqbi4bwwXS38tId8okYQqyOcd0ARzkZubEQ+JL8V43jrP91d3VJuCRwswmeynsx9MGgrsIjrJ1wulUql3Kyew4f0GV9P3NWHD6XSGRLkPPUf6pe+/j5hy+jK1aueHesyg2cJvpShyWpW2hpy0cRgSj3BMJUqNkCj8rUK8zeBIcJz560NT2xhRMtYXlp2q2PGPDJCozIaVgTaEYF3tWOjWq1NKHkGSJaIfd2Z8aD0Ll++JJ0dnYLCZ/WAmZx/E4DlV2Y+sv4fy7737P4yQd5kiPu2AjOz+8vLiBQQ+XK7G0vRuF4BeSFjjDsklrKrGcY0ZqCkDtSLgZx63Lw5Lwzk+CHam7PL6fg/bWe2ce0lDqW1cPeuVY6FhwpTdhXA44WcJ8oEg2bCgrrRVm7+w++ps6NDeMOA9+9Hx87mt5+Ip93utdU9he0mrhShpEMqJQc/ZfsCGOEPiecCftSX10bpt2E8fla1UtaYMaYxfYkyeWsDA5LXf0PCQCE+JM6w7LbbRCFP/YrAdkBAjYImeMr9hw7JjddeK6gJJ6J/68yofOxjvfn38DEamMX9b1/4gvy7N94QXlvcs3dvPl3Kzrq+8Oqr8satW/LylSvCLDofue5hlsaSOYPjOss5/XaGyHvcpMWN29tm2ffs2c84+Ub8dHV1u1krbaFetJdlcl827fVxL1+5Igf7DvqoApf23rt3T6KX7IAFirMVsKBBA4NPy4WLhXcyXLF7/722j3BjIFc6I+dpYWHBeVNW+TpPjX+6u7sFhcqKQJh1yvZD+hDPjKu46bdhPP5+2+ejbYFfT+Jvg7+bKI1ZYypaLsYiq2pRvoYVgXZHQI2CJnjCDJoMpNGqMMizfeD5LNeiyPbt+/sC4Setj8cPzxNhHxe67ImHKwzEUb5Ph8tKBfyQ4FGHkFdPP2VRl5DCNuEP4/DH1YcVFQwklFg0vlWwoN79/f0CJvg98Uw4bBrXNmbsnLtgxcnL19rFGJmdfb0g2/C50K+idUaYesfxiasX8TcTR1HsOLODIQmu9aqL5qsINCsCahQ065OpY72Y8XNin1fu6lhMbbLeZC4M7vPzc8JydVxW7YoF7Wb5fnRsLK7ZNeM9/Y/+kTCr5jBozTLd4oy4v+D8hYtbXAstXhHYGgTUKNga3N073Cxdb0XxzNL44iAnzLei/EaWOTz8nDsLEZ0N+jq0KxZHjhwWFFt0laAefe7lK1dlxOLsMW1ll0O9bImwStfK7dC6KwIbRUCNgo0it4l0e3r2uG/IlzoYt4msEydlW4I9U7/vnDhhbQQbkgtnBfal97kPO5UrECz6+w8VfRuhXJpmjuNgH5dgRRUbz3r//ifcDYednTtr1gTwGzv7GXftdM0y3aKMeB2Ty7G2qHgtVhHYcgTUKNiCR3Dh4kV5880vC+4WFJ8vcmBwUNj/zTPazMOeNW1M0qx+u1/P/ncS2WaXoS1QtJ48a/odhD8av5kw+cWVuZk8tyLtVv9NbkWbtUxFIERAjYIQDfVvDgFNrQgoAoqAItDSCKhR0NKPTyuvCCgCioAioAjUDoG8UfDq638gSrXBgMfTRlhqv9C/De0D2ge0D2yTPpA3Cp76+K+LUm0wwChQLGuDpeKoOGof0D6gfaBxfSBvFKDIlLYRAtpURUARUAQUAUUggoAaBRFANKgIKAKKgCKgCGxXBNQoaK8nr61RBBQBRUARUAQ2jIAaBRuGThMqAoqAIqAIKALthYAaBa3wPLWOioAioAgoAopAAxBQo6ABIGsRioAioAgoAopAKyBQZBTsODgv5agVGtUiddRqKgKKgCKgCCgCTYVAkVHQVLXTyigCioAioAgoAopAwxAoaRQ8vNkncdSwmrVqQVpvRUARUAQUAUWgRREoaRRUao/fYvBy0bDnq6sIKALVIcDySvHQAAAQAElEQVQnjqtLodKKgCKgCNQGgZJGgVfyUbc2xbZcLlphRaCuCCwtLUk2m5ETJ47LRx7/sLzzzjt1LU8zVwQUAUUgDoGSRkGccMhja4GwNxrwex5+JUVAEUiOAMZA5k5GMnfuJE+kkoqAIqAI1BiBkkYBCj6OwvKJ9+HQ73lN72oFFYEmQeD27Tdl7OxZ6erubpIaaTUUAUVgOyJQ0ijYjmBomxUBRUARUAQUge2MwKaMArYOPHih3/O2yNViFQFFQBFQBBQBRWADCJQ0ClDyceTLIA4/2wYQfs/z/jAMT0kRUAQUAUVAEVAEmheBkkZB01VZK6QIKAKKgCKgCCgCdUWgyChg1l+OfG28TNKwl1NXEVAEFAFFQBFQBJoTgSKjoMHV1OIUAUVAEVAEFAFFoEkQUKOgSR6EVkMRUAQUAUVAEdhqBOpjFGx1q7R8RaDFELh7967ksll5uLrqan7z5k13w+HKyooL648ioAgoAo1AQI2CRqCsZSgCFRC4t7god+7ckYMH++TMmVG5+8d/LJk7GVldNxIqJNdoRUARUARqgkA1RkFNCtRMFAFFoBiBgcFBd6MhtxqG1NXVVSysHEVAEVAE6oSAGgV1AlazVQQUAUVAEVAEWg2Bd0mr1VjrqwgoAoqAIqAIKAJ1QUBXCuoCq2aqCCgCioAioAg0DwJJa6JGQVKkVE4RUAQUAUVAEWhzBNQoaPMHrM1TBBQBRUARaFcEat+uIqOAjxhBtS+qfjlSX6h+JWw+51dmZuT3fu9fKSkG2ge0D9SkD3z+3/ybgoFpdnZW3vPunxLcgggNKAJVIFBkFFSRdkOiza68N9SoBIm4nOYrf/iHoqQYaB/QPlCLPvBH/98/Khh5lpeXXNi7LqA/LYnAVla6oUZBvQyC6MeZthLQUmWfv3BBPn99Skkx0D6gfaAmfeDSpcsFw82pU5+Sb3zzW4JbEKEBRaAKBCoaBShyyOeJH/JhXMIQfgg/FPp9OOTh90S8J88LXR/n3bi4OF6cfCinfkVAEVAE2gUBveyqmZ9ka9StrFGAQqUZzMRxqyWfvlK6qFylMPlFZeB5iouL43l5dRUBRUARUAQUAUVApKRR4JXoRg0CDy7pPUV5hH05+JHDhUI+YYj4kOCVo1AWfzlZjVMEFAFFQBFQBKpFoN3kSxoFtWhoNYrYy3o3rnwMBU9x8VGel8WNxrVi+J133tlwtUeGh2VhYaFk+s3kXTLTTUZUqlMYz9cE9+9/QnArFXv8+LGWw6JUm5aXlyVpu1uxD0TbzfM9cvgTiZ/z3NxcNIt8OOw/eWYTemgvB5WbsGpapTZEoKJR0AwKNc5QKFevauWb/bkyKHzogx+QAwf25wnF5us9PTWV5yMzdf26j3Lu8HPPya6uXbJnzx4XDn94hQn66fe82ymXMA6F8773/mxB3ktLS6FIXfwor59733sLyoXnC4u2d2J8XDo7O2V0dFSOHDnsxWJdsOja1RWLBW31WIBjmAHKiHj4nhqBRViHOD97yCdPDsnw8HNx0XnecWsIxfUBFCNthugDhz/xD/Np8NAHPviBny94FvCIqxehAHmmEM86LIfnfGZ0TA5UMADHz50TnnN/f3+Y3Pl5jr69H3n8w44X/hDvnzEu9Qnja+1/8OCB0FaI9hIOy3j5ylV55sRxifJDGfXXGoHtm19JoyBOscbBVE45x8mX4vl8vBuVoz6eonFxYS+LGxffSrwbr31RXr3xmuSyWXnsscfk1q3bcvXqtXwTeqyyX7h7V45+8qh84QuvyuDTT+fjGNDm5+dKnkj+0Y//Ws6cGZWOjg6Xf6joUDh//t3vyYodtAaODsgbb9yS7u7ufN718ly4eFH+9BvfdPV58Bd/4doLz5fXZwd66pTqTbn2jo6Nuah0ep/s2rVLokaRi7Q/Hgsvb1kF/777ve/LZ8+fd3lkMxnJZO7k41FGYIES7evraxgW+QqU8Rw6dEju379fst20g+cadyrdGCNhH7h586Yg64ujD3CiHbzpA/Q9eD6+1i7P7vmJcelN9cqOjh0yMjLsDJKwnL1798runh65NDkZsvN+6j89PSUnh4byvNDDc3755Suuz7N6Bj7RePrRwYMH3XOmvDC+ln765FNPHXHtOWj71dzcrHz0I49LaHjt3LlTjg4MOCxqWbbmpQjEIVDSKEDYK9Q4RQ0PQq5aIh1EOl8Gfs/DH+UT54n4cuTlvFtOtlXistmMq2o6lXau/+Gikonxc+5VJIwBBhAfh3v69IidQY/hLUnZXFb+tR0kERi3eeF6MsY4L4OSMWt+x6jzT9YaQBTR338IJ08MoqwGYCjxieFoe4eGTsmEVSoo73yidQ84nbSKwpjS7cAYwEgiydTUFE6ejDGyurIizMyNKZ1HPkEDPayS0O64IicmJmRwYDAuKs8L+8DlS5fyfDzGGAFP+gDhehFl0F+P2rpi4GHEnD9/QXgmE3Y1KCx3bOysXL58KXb2TB8esHlE+0aYPmP/nnyfjzMuUMrkYUx9n/OlS5Nyb3FRuru7BeOD/knZky++GFZXqMvN+fkCg61AQAOJEFChygiUNQrikofKmvhoGF4pKiUb5VcKk39UBp6nuLg4npdvBTdz546rZir9yCgYt0ukiwsLgoLs7Ox08eHPst1vzmWzwsw65Id+BmIUHbNNViF+384Uw2VKZl3Mmoyp7+AY1gn/o/amCDq6/vnPC4Po7dtvSqnZqt8iie4ls/zPLDhqZLiM13/AAswwrnp6eoRbKEMs8Hd0dooxjcVivXplnZQ1Fu/b1QKMplCQ55ekD5CGPsCznpmZLlC25MFqlDH1bfeiVY6rq6vyj585QXUcDQyuGTMoccdY/0GJ0gfmY84M8Nwq9Xn+bmhvbyol9AvauJ61M4D4myhnVHjZzbrdXd2uPPpeubyoS29vr7C9UE5O4xSBzSJQZBSgPCGfMX7Ih3EJewrD+KEwjnBIPg43Cd/LIB+S5+N6Pn5Pnuddz99ql+VKZj3M8KkLS5eEIRQSvCgxYORyOWHAZiBEObHXyUDNbDkq78MoVtIwoHhe1M3aGVOvXYY3xsjQqVPuABdLr16OWVpoiHh+vd2FxbVDkSg7FDp74sYYuXbtc2WLNsYICp16h4IZux0AFiiTkB/6eTZgaoxxqwHEhbNmVi/YsoBfb+K50CdwKSuTuZPfdwYPeCEZY+ySe6pgy4P4ObscDR6V+gDtMsa4GSn5zwfKFiyjK1TkXWvCoGP7xs/gyd+Y0oYIWwhRYwGcSMesGzeO+Dvj78gY2167LYZMuFoA5vxNwK838ffLdoavbzaTdUX2Hyo+C4EBw4qOE9CfAAH11hKBIqOglplrXsUIsEfKLOY37D7i6ZERuzSalWdPnnQzs7hDT+SAsmIGxaCAnz1HBmo/kCATR27ws8uScXGexyDklT5LlJwteOnyZR8tDEIo5jyjAR6MoLesEUR7acOTB/bLzPS0dL+/O1Hpe/bslcV7iwWyzAy7ursLeNEAysArP2aoYMGs2cvl7KpLKv1o5cLza+0ya2XrAgPlwP79wuHI5aVl10/u3v1jOXH8WGyRKHZwCyPvL98vuari5db6wFq7WL6G//zzEziOsnZ7KRWsUDlmnX7YMmAG77PnjAF+2oYbErNsVkdCHm35mJ1R04dCfujnb8e3h+eMsfjKKzPOIEaOPHw84UYQxgxGIFsiV65clXR6X1Gx/L3TB4silKEI1BABNQpqCGalrFgd4JCaH7B27NghzBSYxTFLYobm48K8snY2T/ihXVpFOWJEEI7uO8ILaWHhrnTYMkJe1O8GfLuECp96YLCgiKkrdeEAI3UjvlHkl/53dnbK6ZFh+a0zo67ocDbnGGV+WP6l/l5kabnyWxMoC9pPGmOMHLWzSLDwionn0AgDac7O7vv6+t0BT+qCgmJLg+eDwbNgt4zgx9GK7SMhnxWXnp49IavIv9YH0o5PGUcHBtxBNxQVGL799tsVDQuXuMY//D1gnPTYrRz+TqLZYzTlrKFGHcM4Y0zZLR5WF/w2kjEmvzoyNzvrslnDY81IcowG/GD0UQxtos/hL0XR9paSa3W+1n9rEFCjoIG4Y+kPDj4t2XUlP7p+ap4qMNAzMzXGECwglBUMZs6cwh8aOiXIMrthK4G4OEJBoETi4uAxuKA8UQSEodHRtUOJL7102SkGv8xKXCliEBs/d06SkG97qbzg+/bu3t3jzkswc0QxzCc8aMXAyv40eXmijnvKKEewAK/wbAbbKaSfXt9jZ0ZpTPHzQcYT5STBAZlSWBw69HGhzSin3bt3O7/PH145Iw3D0csmcWk3csY8ahcHKeGxdUJ7uru7yypZZJGjTUmoVLvJJyRW1Wj/rdtvhuy8v7OzI+8PPb5NIc/7iaOuXV1dniUnh9beUsAAIT76N5EXDDzkkaStyCRpL0Yf48Ho6Kg7KMvqUFBcgZexooChAUWghgioUVBDMCtlxUCE0kHpoeCNeTQQz8/PycG+vtgsOE+AUmRpFQFjjAxZw4CZ1Hyw90tcNcRg1dubKkiCAqBu1JFDTcxSCwRiArQrZZfVk1BPGcXss87Z5WqMHgZJz6O9+KkTbjliUI/GU8elpbej7HyYgRajwZhHzwQseC0tl80KCjKVYAmdclKbxII8UE48g3BlAgOQuvB88hWPeHZ0xCvKiFg+mLUGanRpHuOVMuatEcbqjN9SySeK8VDnzbY7zHZy8kUXfO2LXxL+ZqIHKF1kiR9jHj3DqAjKnLoa80gGo/iTR486I5gl/D67ShNNFw2TR9L2dnV1R5Pnw2wVUSfP8M8bo5zn7fnt42pLmh0BNQoa/IQY7HN2vzwciBnw2BtlSZMBgoHaV4s4zhP4wcLzWeLFz+wGN44YzJlZxsXBK7V36meK5B0tl3RxlE7vk3QCYoCPS+95DITM8lN2S8OYRwM37cVQYLD0sqVcMOyxS87GPErP/vPqw4elkrjVm1SM0verBY3GgjbQJ8I6eQOQfkIfQaZkg9Yj2D5aWVlZDxU7c7NzkrJGTDSGOwngsRqVisGFuCglef7IVOoDbNfQB8K7OLi7IFoehhx9IsovF8bQiltp8Uane84xeMTlSVuSEAZEXHoMAs4HlTpLFJcGXlz94SspArVAQI2CWqBYRR4MZE7JBwMPgz2DG0vGnBPYsePRbI/Bn+yjAzOzWM4noBjY+0UmSh2dj/KJxhGet6sT6ZgBn3qwVE6dGj0AccKfujFTxfVkjHF7/Cg4lIbnl3J5dTCMAwsMMijke/+8nRUzQ/Zh7zLobwUWKC/qED6fublZ94YBz/7S5KTsiJwXWb6/7N5QIZ0nto+ihy59HG7OrsrQRvwhcQCP5/8zP/Mz0tXVFUbV1c+z/fSnTwtGHLN2iAO5cYWurqy6S3+MeWT8Udf7y8vuNb+4NPO2z8c9Z3gYkqRJpdI4dSfwpT/Tv3xh/D3jpy6sYOD3tGLbSxofBSL44QAAEABJREFUbiZX69I+CLyrfZrSGi3xSj6dfnS6GIXFQM/J45XVFWGAQo6rff2bADPTUwU31vG+fs6uONDqZ06ckLiBk8GNU/dRRchAy+yE2Rgn+ymLfEIaGBgU3os25tGAG8bX2k8daO+nT4+4rHl3nHq6gP3h8OHNm/PWJ4LSOHHieP60uGMGP6yOhCsxRIFF9GQ+fHAEi5zdInjqyGG3YgA/pNHRsYZiQdm0AcXQ2dlJ0BGGDocvuaSIJe5QafCM4w6FpqzxiZJ0GQQ/YE276QO4WbuNEES7MwSsGKWs0WhMY/oACpFnu7Ky4vbVaSfEM+qJ2XZaWLgrbPmE9aa+5EMeIX96akpo57w1/vhbIc8wHj/txRg1pjHt5fm5mxU7O12/y9pnwFtJGAlXghtLqRuEodjIv0nKVNp+CKhR0OBnjjFw6/btglI5K8AJew5V+ffwu7q6pa+/T16+ckXeuHXLvY62Z+9e8f+h5L7w6qsuDhn2RH2cdzEumFkw8HsebsoqCt4HJ19cyoIfEsvmF1/4X0JWXf3UIWzvmTNnbPv782UyA6Sd1Jl2H7V7wKHCzAtaT84qeP8WgQ26f2DBYJuzM2PHWP8BRzAgX1zqsR6Vd/oPHZJGYkHBg4OD7pAlfk8XL74gnzw6IAcP9hVcZU08SvDevXvC1gJhT/Q34lCUnofbf6jfXens2x2ndOkDZ89+BvGGEH31f/vCF+TfvfFGEXEQL1qJnDWKaUfI7+7udqslWdsHQj6HT3m+tPf8hQtFOCFLGeGWBbx6E2XyCmLmTkYylj5p+/VXvvo1iVuhy9m+G32+9a2f5r4dEVCjoMFPnT92FFG0WJbsGcA9HyVIOCTS+nj8YRxKz8eFLjN+lmRDHuWHaSkrjMePwo3jE1cPoqywTvhpoy8LP7yQfFzo0lZme3F4cH3x7Otrr535NNF8qYeP826jsaBcnlG0LtSDfhLXNg5CHh0YEJQi6UNiBgwuIY/8QyzJO4zHDy9aB/j1Isrbt+/vSxxF60F7UPS0IVofVnbYagn54XOm7dH8vGwpvo+vh8sz45VLiAkCKwjRcjhbhGHXbw3UaJyGFYFaIqBGQS3RbMK8mO3N231UDvA1YfVqXiWWm7kvPy7jQx//uDDb4oBXXHyr8lgJ4JIllGFcG+gD3FLZTn2A10RHR9fur4i2mdk33xNop+fMQUv6NYZTtL3VhlVeESiHgBoF5dBpgzgGEb6wWOoWvDZoYr4JvNs9OjomcTNphDo7O+12zFUZGX6OYNvQsG0PqyDMOOMaRbvpA8+cOB4X3XK88XPnpGd3j6SDcznRRtBezp1E+a0YZlWEV00xdlqx/lrn1kJAjYLWel4bqi1KcszuDXNYb0MZtEAillZpZ6WBE5l2woJ277PKMUm7B4KLs1rgkcZWkfYaY+TiCy/ExnsmBtKFCxelHfo8r6b6s0a+fcWuchSB2iCgRkFtcGz6XNhT7e9/dHCv6StcZQXZCx4YHEyUqp2wqKbdPH/20xOB1KRCtDe81KpcNdvlOSdtbzksNE4RSIqAGgVJkVI5RUARUAQajIAWpwg0GgE1ChqNuJanCCgCioAioAg0KQJqFDTpg9FqKQKKQLsioO1SBJoXATUKGvxsOEnMTX2eSl1R3OBqbbviXn/99W3XZm2wIqAIND8CcbdtNrLWahQ0Em1bFu9Xv730trubnatpLUv/NRiB65//vPAee4OL1eLaHAFtniJQCwTQC8ePH6tFVhvKQ42CDcG2uURcYTt29qxA5d613lwpmjoOAVZquMwJ7OPilacIKAKKwFYiwK2WKw8eyOTki1tSDTUKtgR2LXQrEOCGO248vHrtc1tRvJbZkghopRWBxiPAGMXV5Vxv3ejS1ShoNOJa3pYhwJIcNx5yw9+WVUILVgQUAUWgAgKMUdxS+o+fOVFBsvbRahTUHlPNsQEILCwsCNfYouiTHNZEhnME+kGZBjycFihCq6gINDsC3FLK90rY8mxkXdUoaCTaWlZNEOADQKdPj8iVK1dlbOysPHXkSMXrbCcmJuRgX59ggdekEpqJIqAIKAJ1RMAYIwMDg/L88xN1LKU4azUKijHZcg5Kjzvet7wim6xAvfbDFhcXJJvJSDabEa69TaVSMj11vWRtqUcum5WhoVMlZWoVwXODapXfVuTTuv2vOrToF9WlaC1pVtNaq8bla8vfFX2zvFRrxCZtS19/vyA7OzvbsIapUdAwqJMVRKc/cuSwe2UxmoI/8qxVhCyFxw1oxHGYjlda6EjkFc2jkeHpqSmptPRFPbO2TVDOKu5o/WizbytLacinUmm5dfu24Hr5js5O7y1y5+fmpKOjQ7gLvygyYFBWdr0uvswgWoiHSuFL3Y4fP+bKCtPh55n5vJGDFxJxtI+8KSOMa7S/s7PTfUkyDoNG1yWuPPo1eIWUi/SdrH2OYAnF4UnfRCaaP88GPpSL5Iks8fDJl+dFGH69Kew/Wds2CBx8ubSR+hDGj7uy8kCOHftNvC1PtGn4uf8pdqUvxCbEhEYTztnnCDY8s6zFDv5WE3U5fPgTQv3K1YUxa9euXXYlVI2Ccji1dRyfOB44OiB85S3a0JGRYTtYD8uTBw7Irz15QOjoocylyUn5yOMflp9733sF5cSMOoyvtZ+OTafmRH+c8udLdpcvX5JyyoU6nzt3Tg7s3y/79z8h/IGH9UShP3XksLzn3T8lTz11RGZnX3fR3iBgsMjaP3q2EVxEzE/GDgQpu5pgjImJfcRCUYwMD7u6fPQjjwsG1qNYkYlx6vmE/PR73u3wzdjVijD+iP0jP3/+QtHAheJg++L4sWMub9oTpiN+fHxc/tbPvc89O54zvFCm1n6eHf3n9MiIM3ai+V+5es1uyxwuwiAqV+swdeKsCFg+8cSvur4TLQNswOvI4cMOT57ZOfts6IvI4oI1z+lDH/yAe27wPc3aWdfU9JTw6pfneTdz546E/THar+kjKFryfvLAfrtCNeWT1s2lPWH/ob20f3V1NV8mfYb+8773/qwMDz/nZpe87tzd1b0lr7aB2wGLD8+RPpav6AY8tJ986JPR5Pz9h9jQ9lCGMfB3zv2O+9uiLzDehPFb5Wd8Z+UyWt9ofYwx0t9/SN7K5aJRdQu/q245a8ZVI5DJ3HF/zBwwiUt8+/abcnRgQHbv3u0sTBRmKHfjtS+6PaiX7V47sik7ow7ja+nnj/5Ja5gcsIp8wio0Buq4/M+MjsmnP306LsrxLly8KBcuXJSenh4XnpoqHGRHx8bkwsUX5NlnTwptCgdyBgtu/7plcWEbwWUQ+UH58QfV07MnElMcpC7U97HHHnOR0QEEfPlD/uz5864uhw4dcnL8gMdu24a9e/cSLCDqRt17rWHCs2MgCw2lMP4b3/yWyxteQSYlAmBQCvsSSZwiw3iEwI8ZZVSW1YIBu585bpVtNK5eYTD5hb/zIen9WK+8euM16evrc8ZvtDxmT+DpMfrKV7/mMKPOXraru1tefvmKfPNb3xaem+fjnrbGNedR8EeJv70btmyeE3Ezr8zg5In+ePXaNTl48KB89WtfF8L5yDp5aBftTaXTrgT/9+3bTx/otu3ltDr95803vyw+7uTQkPBqG8aWS9yAH4wmLmn7whdedX+7c3OzFVcMy1WL8YW+uHPnziKxfF+w7e+xf3+vzMwUGLKMgeDBSiHPK9oXijJsIKPfbg1k7cSCcb9csdSdv/HoJKVcmjCOtPSRkFfOr0ZBOXQaHIfFe/LkUNlS6UQMCghxAAWlh99T1s6K6Ww+XC+XwfONN24JA3K5MlCcS2+/XbQCEKahzrQ77o8aOWZv/YcKP/tMJ2d2hEHBwIByQzZK5A2vZ09lowA58L1y9aqwZPeKVQhRfBcW7jrLHVlPyLBaMlTmzAIyiwsLdpC86JJF60v86spK0SqDEy7zQ30wSMqIFEXxiWmeG+0sigwYQ6dOSXSQDaI36S1O/syJ4/LfW2VL3zLGuNkRuEBRaXiLi4uCoWXMoxUgDAuWZVH65BNNB1YoWZRoNM6Hs3blCYxQ/PQH8vRxuNlMtqgPwK83URcUBP3dl8WAf8JuWT1rjWYu5KJtPg4XRQpGGAaE602Tky+6PvPqqzeEsjFGqOPK6sqGiiY9q408j1IZ0BeIYwzBZTUH1xPKtLe3t+q/LZ++Xq4xxh2UZtwvV0YqnXLRy8tLzq32hz7PiknSdGoUJEWqznJ0/pwdjFLrs4G44uj8y8vLwmz0k0ePulWFrDUCvCyKkr11Yx4Nkj6uHq4xycphUJqbnStZBQY72l3qjzqXyxacHyAjDILOjk43C0Ihr66swi6ilXV+Z2dHUVwcg7JYdmVmsrKy4mbVoRwDTFdXV8hyBx5Zyg0H6wIBG+C5kS6d3udWRVC2PHMb5f5Rbm/v2h+/Y9T5x5jKz66zs9MpXWZ6da6Om0mi5Lnt05d1xW5hMLszpriuvt+nAsyuf/7zgrHFzLCU0uc2y76+QgPTl+dd1x/tKhtGETyUEq4nDDEOgPlwI1z63f379wXlZswaHmyDjNitAiYJjAml6tFvl5+np6dizymVSrNRPsYHf+8YBORBvVi9CFf44Cel+bk59/dS6nmSD32BfoDhgNH00kuXC9rqnmeZcZU8tooY93J23A/Hgmhdurq6HQtj1Hnq/KNGQZ0BTpp91nYMOjSKo1SaBTvTZMZrjMmfpL80OZkXz9ilKP448owm8aTtAPvWW7nY2nhDh3bH/VHzxxI1dMABJbuwuCCcF6DdpI8rgNk5fP+Hhb8UhWWdtMuuyDHA4ELMGD3+hD3xxxrH9/G44cDkjR8GUOKgzJ2MMEDgr4aMWVMQ1aSpRrZnd4970yNpmo3K8RxJu2NHhzs3w340CqHUcwVz5FN2FoXxdtzOllGa18rcVklf4++MNKSNI2QW7y26Q6ksPbOVNDM9nT+/Q/yK3cvHYIpLXy8efZ68U+vKbfzcOcFYYTncK2Di4whjFWz4m4mLrxWPvw/KYQzCQOPsDM8FzHwZPKvh556TJ574VcGowdhhu2FkeNidYSHey+LSL9iWw1+K6Asp2w+MMcLfFnmEqwXkwbMslb6WfJ4LbWN27tsGBmARhz/9m3GfflmqHsiUikvCN6a6MUKNgiSoNkAG5VWx89tVARQs1cECxyK/efNmfg9tTfE0brZJPTwZU7rjdXV3ucNs4eDg0zE79ArVmOI/av5YGGS8PC6DHHusIWFQEFeKkvxhhWUx0LIaw2Ccydxx2WYD/B1j/YelOZTnejDWyQarHcwyGQhmZqbzsmsDV/XPLg7TfKYJPcaUfnYov9WHDxPmtHExlAmpUXRnRkeF/Whm/SgQ+FECT3gYeyyfo7h5DvBKEcqCFZ2Ojs5SIkJ8Z0eHGGMccQMmwsy0cekPPGtjDMGGEX/bFEbfR4mC0327agivEvm+v7zB5edK+fv41dUV58WQ7n5/tzsXwt8uZ1eW1yBSgtwAABAASURBVOs6NXVd2ArcZ1fMPn16RJjUXLz4gttWQ4miVF0m6z/0Cw5LrgdjHfqCV/p+HAjPgjC2glts4hoyMQTA2rXt06fdKiZtu2pXvFzbYs7nGGOE8Y86lqqKMWt9bcFuXZaSKcevdoxQo6Acmg2OM8a4gahUsVlWAtZnCsgMDgzi5Je4WYL2fxwuoswPHaUSlUleFEVeRcwIg0E5wnJnDbyhQ5zfB2ZgIbzW5uqVJWmrpWhZTz/9tMtienpNea/Fpx0v/Kk0cwSbt99+W/zAhMHB9gQDJQMJ8Q/t7BN+mG+cH9mQvEzIw+/5Sdxy8gxYuWy2YDk2Lk/yqERx6aI8lrrBAWKZn37ADDSUo5xcNisMwBwaZPmc8yjz8/N5AzmU935vNPjn4Pmhm7F/Yxjbnnfo4x8XDLiXLl92rIw1EFPB36BjlvihnpWoRNICNnnM/T/snU9w3Md151/7kDi7KQJMVWzvQRi4KraT7ArEIXYuxoyqVqQ3VcTAVZaUgwAoFZG+GKA2IulsLQE6IajDmqBqQ1IXi3KFAHSwJG+ZgFIpS95azowOG9vZIsA9rO1UCQMdYslbIaCtimVXxdr+9KCHPb/5/eYfZoCZwWPxTXe/fv3v241fv37dv/6t3nY8rEuzs2fk5Pi42z5kte0iGvgpbhZrSlFOI5SUic+fxQ3bZMjx97xjx/alS39JUOgj4lCCKYs3lFA88UefD/BqTZZkiAyuMQZH2GaYnJpy1i3GDZMxY9iYUrwTSvghr0YoIblt26rQXibvI0eOuEOotA35IwMDdf+GkIsj6gS/UeUc+ZBIC4U8/PDiSJWCOFQOgGdM/UHrtObh4XLtGPwciOPBGZq+ywIxHiYiXv3jzYF6tLxU+SZATHYNsYaHP+nk7lmzrPMEP4V8vsJszoPer9D5o25G0QmyLXvzdoVOwJj6+EbLQsFismEVysMF7Kgf+TVDpPvkJz9ZofDN7G5PsKLJWwtEI+cJFqzJONpnXz1/XrA4RPm8wtVMHZNkjx4ddFHGJOMXV69ofQg3Uqd0+oECmLYmYQpfs/vKuJ7AC//nx8bcmwVHjx51ZmN4rDxx48iYUhuMKblxMk7xs9tdPo6HejgB8yZLWEcvF3XbiQnj55133nFvY3DOYnR0tLx9yN9+tOxo2Bjjzobw/IjG+TCY0keNELI+XeimrEWQMNYBXMhPPn9jLZqEse7hMtlP7S5qCNNG6hcqbMYYZ7kZHh5GJJaoS1geQlNWKcDFmkJ/hosO+HG0asdYI21HhrrG5cFWDnwsjuPj2fLBRp7NjJuwbciF5BXWkOf9xiSPVy/jXf7GqGNIPB94LTTk4eetDp8udFUpCNE4QL//40mqAhMkGngYb4xxryCiYWNCjf5xhLLez6T2xhtvCm8O1CNvivNpW3U3N992SY/Y/WLn2f2hzUy21GmX5Rx/2Oy5ywsSPU/gBFr4oaxayfjDjSuLPUrSsSJtdMWBfEg8mKJ9w4OOV+6IYyJLN7D65HR5tM94PXJycqqqP/0DKqxHK/7790sm4Vr4xdUrWk/Cteo0aFdS1I9JGDckY0wYFH9oddaumH0EK7QBm0fcGyNexrfBu57vXficU4k+vOfnLzoRJmCsQighjlHjp0FMnFJTIxsXxRjBE040KAZYNIjjb4j4JKJdhXxta0/aKkL0USOEbFJZUb4xpb7jGeXjeJZhPUjvKn3waQcuW2u4EPXm1dBa7fPnCZD3hCWCxRLK/Kq1sKQb+NvKZrNVf0NJWESfV75c3Adte2BRXLMKB3HZ7AROLI3UeGUaHGITxTD5G4vWm+fDlcXFqvbNzc/H5CCiSkEsLAfDpPOhuNLzdjUZp/H6iZuzBengjywuD88zxrhVqzG1XS/fLjf6sF0PDk6GZfg/akyN0ck0lGvGb4ypKY52H1cW+DLZUJc4/MmUCS186MELCWtFOubBNLNrLaDvsvahFKZJ8htjKvrOyxkTz/fxrbqs6HjAGmNqZmGMqaiXMdXhWhkwwREfrsK8OZryifOERQc/EyOuJxQ4+iHJwuUnM8adTxO6lE1fGmNCtqDAUT8mLs4TVETWCBhj9oSJz5rxgz86hrjkDH6jd0mk6zwfjKlfX2MMRcYS+PK3Qh9EBUZGSveQwOdZhos8LrS2tuosIShcHDqEZ4wRFHX8ScQ2RJiPl+POBvycWao1iSPjyRhTt7+MMV481n3QtgcWL9pG+xlHC9baF5uwBtOYUplJc0M0qTGmoh0+3ph4vo/3rioFHokDdlmF/u9792JrwSqWV9gGrZk0KsBAm9w1l8X9cUTl2x1G46+XJw93TnGHcgxwzHtHB4+G7LLfH/Cq9yArJ0jw+Ic4GCaIuL2+leUlOTY6WiVijCmbptMxEzsJMGNzYh1/lJhoXrd73XErYK/8MOEYY6JJuyLMAz41PNzxukxPP+X27pl4fWFM3igEWAE8j/rwoAczz/NudvcyKe7v8LyoO2CtCTu7B+LCOMbjql1VDu9udYVx+FE4cJPGAHFlarMHTMBheHi4ImePC6Z5cKmIDAKMQYIDA4M4HSNjSn8rr7++Vi7Dr/IvzD1YldIe+s+Y0pgH+zX7NwIP+fvb98vpj9kVdFLbGB//7/34Q7D+LAh5GlMqp5xpBz2FfF5QAFBufDG0DSsPbYtuE9B2FG+e/14+6iIDDyxwO02qFHQa4QbzT9u9VAa//wP2yXidhetL+QPgtRavRft43OnpaeGiFWP2b/BjJuO1sd/9zKepgvuSF9eIxtUPbR4rgTGl+i0vLbmrgleWl91rVZ/77B+4PMIfHvA8CNPWrBnym/Wndvc5o3+MPh/21biylj9c8GVPzsd5l4cvdYk+lH08kzt/2P6P1/M//anfETChXz/x8Y8J+5Y+zrsoP3EWCh/fCZfDjfTdF06ccNnjckIcvmMEPyg7+1E/lKbv2m0t7pxgDEFrdvWIOZTqgCFnYcCRcME+fKkz45Awfx9cO4yfvyHkongbY/fWx8YEkzNynhiP/I1xPgNFlX7zcd7lEi7GQNr+nXpep13ay/Xe7LVDjCV/sNC3kTqADe3lbQ3CUQIblKGoZSUq144wdzsMpVLu9UL+tv74iceFVTv4+fwLhYKEljFjbL9YXNl3Z5uOE/teFiUs7nVm+oj+p238/eL6NLiMJ8zmSdY9ZDpB9Es2sk3ANmHhrYLQNs6EhOUiv7OzIzwfQ37oR4YwbcLtNKlS0GmEG8wfzZIVJ1p0mITXWT74xS/F0+LV0o14oUzaTpyvffu/hayO+3nAcDbhp+++V64bl5TE1Y8H+JRdCfpKTVklxrcHlwtqfJx3+QPgilpjSoqE5zfr+j82vzceTc++GnXw5CehUA7zI3UJeaEfLHjoRh9MpPn5B78QiPyzMVsEKBzsP4f5ddpPmfQddfLEDYfww7KZbEp9V3rLJYzrhB8cqcd4dlwg8PP9x3jgkJqvLy6ypKEuyIVj8R9/+m7FxIMMlLUP7HAlC4/x6NPSV5QLP0LuymT+TqP8ToWj7eXvy0+ujElfZ7Cg3rPBGYuwTjxTTo6Ph6yO+X0//ecLczKWHpNvvfKqRMc37YjWlbbyFgl/f+ThK5i2ygIr7Kiljz6izRDtp/99Gu/yZkN0TPu4Trlcuc4zJcyfNnHDI27YNmToG6wZSQsOZIrF0k2G6TrbP8i2g1QpaAeKbcpjfn5euDO8Tdl1RTa8wsUfgn+Y7Xel0lZhosx7Gxs4HSNWQ3ErNWOM29/rVMHHjo0KVpVO5H/r1l8Lb4LUemC1u1wm3UzmEclY2kvexpjY5CgA//RP/yRMNHECxsSni5PtJp4x8fVmMuXw5fzuYcn9qjPKGn0YN3Z4HsTVI47PeGDrhlcxo2mMMR3924qW10g4rg2kS+JjmZqbm0MkkfxiI5Wq3D5KTBCJ4PkwYrdhIuzEoCoFidDsfwR/RJgovYlw/2vQ/hK51zvOetD+kuJzNMa4D0htbKzHC7SJ+9Sf/Incs4pH0mTTpmKqsuFhE7dKqhJskoGVgHMsFy9+rcmU3S1ujBE+sIUp19W0z3+YTPkuQtzk3CtNn5mdleXlpfKtkr1S73r15DnPQUqe+7VkUQqYF7AO1ZJLiuP5wHMiKT7KV6UgisgBh69efV5Yce735NKJZi9cuiRcsORX650oo5E8KZ99zEZk9yLDnvjp06eECXUv+XRDWl5xnbOry1YfRN3QhqQ6YLXCZBt3hiIpTS/ysdIVt4pV5vteawvWAr6aef78uV6remJ9eb5jJeCLnIlCNoJzSn6LwRhjOZ3/r0pB5zFuqgQ0utde+7Zs2T/mphJ2ofCx0VHBXHvQVaMOTNT+UFqn6sPDi682cnCoU2XsR77FYlE4MJaNOQOxH+W3oYy6WfCBHq7irSvYwwI7O+8LZ5J6uAnlqrMdMTt7xt3iWGb2sIfnOwoBz/tazeBvkYurstmJWmJtjVOloK1wticzBgqr2/bkdnC5ZLtkUuGBwsqQU+adRgNTXa+vrql/P4y/en3d723slr+/ev3QaHw//G35tjL2eM77cJLLM4utg/3sS1UKknpD+X2FAIeVuO4Tc1xfNewwNUbbqggcIgR4VnGWYm5ufl8PVKpScIgG2WFuKvvIXBPNeY3DjIO2XRFQBHoDAe5xoab7/VqlKgWgrnQoEGC//7nLl/viIGAfdZg2RRFQBCII8CopF3lxwDIS1fGgKgUdh1gL6BYEOFtw5cqicLK+W+qk9VAEFAFFIIoAt0FyIyPPrGhcp8OqFHQa4Zj8l5eXhU6HeG0oRkRZHUIAUxzfNu/319E6BF/j2aqkIqAItIQAz6btne0De5VUlYKWuq31RHzZLDWUch/h4SBJ6zlpylYReOmlbzr8W02v6RQBRUAR6BQCO+/vCM+oTuVfL19VCuoh1OZ4VqrcBe6p3m1WbS5es9tFgBsId73qNI6ASioCikCHEeA+hg4XUTN7VQpqwqORioAioAgoAorA4UFAlYLD09faUkUgHgHlKgKKgCKwi4AqBbtAqKMIKAKKgCKgCBx2BFQpOOwjQNvfrwhouxQBRUARaBoBVQqahkwTKAKKgCKgCCgC/YmAKgX92a/aqn5FQNulCCgCikAHEVCloIPgataKgCKgCCgCikAvIaBKQS/1lta1XxHQdikCioAi0BUIqFLQFd2glVAEFAFFQBFQBA4eAVUKDr4PtAb9ioC2SxFQBBSBHkNAlYIe6zCtriKgCCgCioAi0CkEVCnoFLKab78ioO1SBBpCYHNzUy4vLJRp6dathtKpkCJwkAioUnCQ6GvZioAi0NcI8CVU6O3Nt2V5Zbmv26qN6w8EVCnoj37UVuwVAU2vCLQZgeHhYZm/eNHR9PR0m3PX7BSBziCgSkFncNVcFQFFQBFQBBSBnkNAlYKe6zKtcBMIqKgioAgoAopAEwioUtAEWCqqCCgCioAioAj0MwKqFPRz7/Zr27RdioAioAgh6vSXAAAQAElEQVQoAh1BQJWCjsCqma6vr8v29nbfAlEsFhtuXzOy3Q5YM/3ajGy3t7tW/fqpf2u1U+MOBwKqFByOfm6qlbncHcnncxUUTvA87O/fv+/yxO88wc/y0pJcv35NBgcHA64IeeSDfAkHAi6+kM8Lr3BBcXmH8u3yUw7l5hPqxkOfd86pE37qTfsfe+xLrs616kHeCwuXWsaCciiXfGqVs19x1OX0qafrFgeWcWOgbkIrAL6khwp2PBC27PJ/+gA+dSHuoLGhHo2MhXID1KMIdDECqhR0cec0WrXbt2/LiRPH5XE7SZ07e7buRFUv38uXL8upp5+WE8ePC/ktLCzIzs5OOdm5c2fl33zi4/Lxj/22nD37rPCQ9pH4mQyuXFn0rLKbtw/4S5cu2Xo+5vK+fu1aOQ4P8eT3Gx/9dfnDz31WLtvJFH6niXIol/bSbtpLXXy51PN3P/NpoV6n7IRI3OjoqMzOnnHt93JRlwmLPonDApwo5/HHHnNYUH6YnjLggfNnPv2pfcMirEOcn3aPpdNy+vSpuGjHo22Mm7DdKFVPPP6YUxbzVvlCcTxlsVxdXXVpwp81y/Pj5PjxR2Vp6VYYLaurtx3u9McJG79m5SsEOhDY3t62fbAg1Ic+5W/OFzM8PFx3LHhZdRWBbkfgI91ewcNSPx46rax4eLA+d3lBvvWtV+TFmy9JoZCveog2i+Gbb35P0pmMS/aNF28K4VQq5cLUk4fghQtz8qMf/0S+973/Lj4OgbPP/pnMzMzK0aNHCYoEv9ls1uX18MiIDAwMyAsv3HBWAS9C/Bu27BEb//0f/FBefe3bPqqjLuVMTk25Mubm5l0dqYtj7P7Qpp+++15FHDL5XE6wrOyKVThM6jOz8VgcO3bM5QV2Q0ND8jevvy5YBXwG5A0GxOFSRx930O6sVYZyd+7I3bt3Y6ty6dJfVo2Bra2incxX5fy5c04JQqkYODIgtDOaydT0dBkbxsmN69crxgnlM9ZRTsBmbn4+mkVbw9tWIfiCVbqPDByRN954U2Zsn/7xE49XKN8TExNSyOcTx0JbK6SZKQIdRECVgg6C20zW6+t3ZdWu+JtJw2plZXlZXnn1NTcJsxpbt3v5zeSRJLth8+GBzOTlZVgBnraru698ZcZdyBLdHrh7964UCgWZfuopn6TKJQ8mQiZZHrbLS0sVMusWh7GxdAVvPwJM7pTjlSH81O/pp/9UmHwWr16t2gIwxsj8/EXBsoJ8SPTFyysrMjWVfGkNSsDA4KCbZChrebkSC/Ck7CjOYTkH4TfGuDrfuHG9qnja/fraWuwYQNn7+pUr8q1XXpX/86Mfy9Xnn69K7xl5a01gHJwcH5etrS2nUPg43HU71sZtHP5OE1sDR6wSe+bMM2KMsUp3qZ9oa1g2CmXcWAhl1K8IdDsCqhR0ew/VqN95a8Zn0mDljtjo6Kh72PLwItwqMVltbGzI2NiYewiSD6vhc3arAMvB6OgorCrCjEuaqoiAweSbSWeE1SBsrAW4nvK5vGQnsj64by7KzEMPPSQoLBTKhIwCNGtXxawC4cURSkTBrhDBLIxftSZu+ibOYuLl8jZd2ipAKA4oYC/cuOGjnJu3EyNYuUCX/aRtH6KQsp8eVg0lL2kMoAAxNsFzeHg4TFblZxyALUoXkVEFJG8tYtSBuE4S4+Atq+hOTZYsSZT10kvfdH9n/L0R9kR9C7ZPo2PBx6urCPQCAqoUdEkvGWOaqgmrFFZQA0eOyHe+8x1hv5atBFacYUYLdg+ffVA+xsLDChkIeVbtoaz3M1nh5yGHSx6sgDBh15zk7IP62LFRkiRSzk505Ds8PCxPTk7KurVIoHD4BPv1sPfl4YIlZyaolzF2JXjrlnzZ7pljoo4++JEPCSWCCd1j5uNQfpjwfTjOdTKZtLPysCKmP7D+eNlSfMYHO+YyZs4++6w8+ui/d+Zv8GCMnDt71o0r4qOFewtS3vZnGEf/1RoDTLKXFxbcyj8uX58X+aTTaWGcoFwV8nmhXsSjiGAp8HWA1yla2z2vgEIDHvwtcWaGekXLZCyw3RMdC1E5DSsC3YyAKgVd0js86JqpSrG46cTfeecdeX9nx20hMAmx98mDl0gUAR5UrDa/+tXz8oTdB11cvCo3b74k9+0+6Tm78keuTLseJiO8PHQxn7NK2yoWYSUS9WfLgfMCiUI2AkXGP1D9ffBLSyVzLHlYkbJ1Av9+kG8vODE5nj9/TrCUoCjUK98YIyPHjgltD2VpZxiO8xesEpW2K27i/IrYW07Aomgxp/+I7yQtLd1y1plRq9B9+fRp4WAl44QtE8bSglUs48pnsmZFH8aBAxNjyPP+e9b6hHVhLD0mxeKmcEiwaNvo40N3x45Pr4Cy1UQc9cIlDbgY05wiTdpmad1uZ5GGczsXLlxwZwryuZw72As/JGOMpKyyCwYhX/2KQC8hoErBAfUWD/2QfDVCHn7PT3KR8Xv43uUBhvza2qrb2920D+Aj1qLw6quvVeyLb1tlArmQyC+/u/pbXl52p6rjVrFhGu9nEj16dNAHq1xWeuGEkck8Iuwzs/fOqpFyUWyqEsYwqGc9ikkWy1q1pn4i+IodWxdf//oVgoJS5TxN/lAvlAomv6SkWG1SqVRZAUJRKk2yObciXrcWFJQNY+pPfJTXCCXVZW1tTTK2L9Y31t2BPvb6OcdAnklpjKmuF/KMgdRwqirZyMgx4W0EFA3KYluGPmcLLCqcy92xW1cPzpWw3cC4efnlFXe4j0kZq040XVyYOtWjuHSet/P++847OTUlR3/rt1x/zczOCnUIrTpOSH8UgT5AQJWCA+hEVl5f+MIJCemr58/LyspyBY94Xn+qVUUOY4XxrNR5yPMgxNwvIu4BNj6eLSsExBXyeYk7qMWD+t69ey6O1SLm81m7r04ZfhWLP0rGlCYJY0puNJ4wD1JW4/g9hatAVp1pa073cUkur7GBTT3iNU1WlUn5wHdY2D1jJp1XXnlVMnZyzE5MuLcj6A9kGqENO6F6OWNKGHzkI8l/XpiYUQJ8GtwKLKxiFsUKmSg1igVYJWHB2yXkywp3KjgYiTwWDyxGxMeRMaW2EmdMyR/XbpQMf44EWYhVNfWnDwh7Ko2DjA86l3oxNjmM67agdi0sLjLhh20K2l2Pav2N+brFYQBecUXnrQUojq88RaAXEEh+avVC7Xu0jnxO9bvffUNC4lT25ORUBY94P7FHm5pKDTsWD1vn2f0xxjifMSWX1Xn0wc6DGCFvusbvickKf6hEoBgwgTGpkx/xUfIPT+9G4wm7h/nuq46EofFstjwB8zCNqxNyIfEaG9g0QqzGw7RRPytyVre09+jua5S41ItJsVFrASthn7fH4Fe/+pVnVblgGW0r7UI5YUWMYpeOYFWViWWQphEckKmFBdsE4JAOlDLqaIsQsMCNI99W4rw/rt1M0NHJ18uDM+k9lcbBA0sB/Bm7Osd97rnLbqsmbpImPqS5+fmqvydwiFLS3xh51VLMqCcyUaIPozwNKwK9goAqBQfUU8YYZ4o0puT6ahhTChtTcj0/6qZSKeHhw9ZAGMdeLHzP8w/2dDDBYC4fGRkRJvuFyH7xmt1yIC2ma1xP/vT1Qp0Lhe7f3/ZJKlwmAJQTzORhBBMwypCfGIwxYXSi3xhTgZ8x8eHEDHYj8nZFjjfEh/D8/EUcWbEma+dp4scYI58fG5NCvpCYivME4B8KGGPkKzMzzkROP9aaxKPpjIlvvzEP+GGaqH9t90BdqKiwnYI1iT46d/ZsRRL6s4KxG2DsFTeLu6EHztLSLUHhDNMZY5xA2E7iaTtlusjdH8IcTGWcIG9MKe1udKJjjKk7ThIT24jo34Fllf+DTTkQeIZTJYU9YKlXEegZBFQp6JmuqqyoMca9A8/rUjxIiWWfmr1sv6qCx2oGBSCcjHmPnJVxSX4dsTLlczm3co9OWP68ApfsYMYtJ9j1GGPc+/z3NjZ2OZXOmt235kCkr2sYe+aZZ1yw0fMETrgNP9SlkM+7nDKB0gSDiQfcwIM9bnhxRB6YkaOTB+nj5OFhnTDGuP17wiE99dSfuODYWNpNZi6wDz/r63edImOMcaXRLrDBQoR16P72fccPf4hPB5YFY4w7I4LyF8rhZ7zxOqsxpfwZQ6S/cGGu3E7K5GQ/2OEnXUi8zkg4HekreJ0if56BLQ1fBkoPb5xMTHzRs5xLnYubm0L9HUN/FIEeRECVgu7qtKZqwzbE5+2KlD1TzLP/4QsnhIuF/MOTzFhZZbMTeMvEyrzwVqH82h0RvGr1iY9/zF0UgxmZq3X9QSoe4FxpjBx+5Hh4Ew6JSZ3JJeStr68L8rwCiZ9re6lTKMNDlFVXLTN1KN8OPytf6oKyQn5cY7wQWE0+/anfcW8gEPeFEyeEV/TwR4m2gFfUnI3ZGYUslEcWXLnCGSy4phc3lBkcHJTJqanyjZJhXCf9hUJBmAB9GcaUlDyUTg4DXr1aedGQr/fIyDGfxLlM2OtWwXCB4IexurK85K7NZqyCAWMVPmLrdpzQH5ytoU/www8JjFFSQmtGGN8pP9sLy7t1Z9xcvrwgr772WtXkT/+iEIFBp+qi+SoCnUZAlYJOI9zh/LlIhVPdnHTnpjhOjodF8sbBnN1bDXnIcC3yq699u3z4kMNmXOP7wS9+KRBXGPtJgonq3fd+5vjE/fyDX7i3EsI88XOQjMkFvyce5ORLGugff/pu1cMUWeoStU7A7xQtXr0qYb3w+wmKMn/8k3+oaC+vccKPEpYEJqrQEoMMEwMrYawxhCGUH3AFBwgswYe4kCjLYx/yO+mnXrO7B0p9OYwJVvf0DWPA83Hzdtvl5MmT7o4Fwp5QQKNjgDjSk894dtxalMbkf/7d9ytuNAQH+gBMwAY/6aJEnfZznFA+dQMf6g5xtXKcYsJYGLHbctGxQB5KikCvIKBKwX70VANlcOELp94bEK0S4aGVyTwicQ8jHsZVCSyDPVrrtPTfmJIJOJqY8k+Oj8e+ymeMcWZiY0w02YGGjTGuXrUqYYxJjGbVODc3VxUPFuyB+736UMAYU7fMUH4//EnjJI6PmZw7A2bPnKmqGu1OGgMIM06hWuPPGINoV5ExRjL2bwyKw4TKcp/HhbnOfoeBcpQUgU4ioEpBJ9FtIm8eNEzuTSTpSlFWmzwcmTi6soJtrBTbK7xWx0QRl+38/EUBi9BaECfXazy2jlitH7Z21+onxgK3Hu63hadWnTROEWgFAVUKWkGtlEZ/YxBgsmC1lLQHH5OkJ1kcvmPCZ3smqQGsmjG/s4eeJNNrfF5dZM+fK6CT6k67rywuyrlzZ5NE+orfyFjoqwZrY/oaAVUK+rp7D6ZxrJaiJ7MPpiadK5VPAaMQYOGpVQpKEm9ucECzllyvxL3//o400m6sCE899ZR7vbJX2tZqPRsdC63mr+kUgf1EQJWCKNoabgsC2ez+f+mwLRVvMBMOS7Xd1QAAEABJREFUmtVTCHxWbAs1KuvTdKvbTLubke3W9jZSr8PSzkawUJneR0CVgt7vQ22BIqAIKAKKgCLQFgQOi1LQFrA0E0VAEVAEFAFFoJ8RUKWgn3tX26YIKAKKgCKgCDSBQG8rBU00VEUVAUVAEVAEFAFFoDYCqhTUxkdjFQFFQBFoCQFeVeR1VGh5ebmlPDSRIrDfCHSjUrDfGGh5ioAioAh0BAEu8YJSQynxXxrtSEGaqSLQJgRUKWgTkJqNIqAIKAIhAlzixPc0PHFfRRivfkWgGxHYP6WgG1uvdVIEFAFFQBFQBBSBMgKqFJShUI8ioAgoAoqAInC4ESgrBa9852+lBdI0MbgxpBRLHU86BnQM6BjQMdBrY6CsFDzxxT8SpfZggFKgWLYHS8VRcdQxoGNAx8D+jYGyUsBEVib1KAKKgCKgCCgCisChQ0CVgkPX5dpgRUARUAQUAUVAJA4DVQriUDlgXrFYFC48gdbX18u1WV5aKvPz+VyZ34jH5Xl5QS7vkk+PSzkQMo3kpTKKgCKgCCgC/YmAKgVd2K8DAwOSSqXk+vVrVgm4JP5fOpOR1dXbMnLsmIyMHPPshlzyhJj80+l0Of329o6sr9+VsfSYEN9QZiqkCCgCioAi0KUI7K1aqhTsDb+2pL71138tWAF8ZoODg8ItaFeuLMra2ppwXSpxKArpdEay2awMWhl4jRLy2/e37eSfFvIgTJk729vy6mvflkzmEZfn4499Se7evdtotiqnCCgCioAi0EcIVCkFR06uiae4dvo43HrxyEBROXhJFJXt9/DSrVt24l+Vqenpiqau220DbkAbs6v6G9evu7htO4HvZTWfL+QlY5UKMsNigMUhWu43XrwpTzz+WFkRQVZJEVAEFAFF4GAR2K/Sq5SCVgv2k3xceuLi+Iedd//+fbfH/+LNl6qgMMY4Hvelr6wsCwpBPp+XdCbt+K38FGz6oaEhwRqwvLwkx+w2RDSfo0ePytzcvJw+fSoapWFFQBFQBBSBPkegplIQncyj4Ths3n99XELyMnFpQznv9/KHwT137qzdCpgQJuKwvWwXDKWGHAtrAVsJa6urkrtzRzLWzO8i7A8HA/P5nCSRFSn/z+XuOP/O+ztyZfGqkNbzXETwQ5nFzU1Jig9E1asIKAKKgCLQMgLdl7CmUtBodf2Ez8QeTeN53o3GH9Ywk/LLKysyOTVVBUE+l5NMMPnPzMzKjRulLYSoMApDEoWyhXzBnSeYnT0jfKiFcpeXl0ORCv/4eFauX7tWwdOAItAJBNgqO3f2bCey1jwVAUWgSQQSlYKkSTyJX6vcpDQoEyHVyqPf4lj1cz4gzoS/sbFRYdpn358HJ4cDQxw4eIjykEShbM5aFNJjD7YepqenZcUqBSgnoZz3Zyey8vrrrwtbHJ63ny7bJUl12896aFmdRyBvx2b4d0C/0/+dL1lLUAQ6g0Av55qoFPhGMWnj9y7+Rgj5KDWS7rDIMElz0M+Y0tkB2s3D8Py5c+7gIW8GwIP8yr6V8wTkyd0EhXxett7ZclsN5FncLOK4swN5+1B2geAHRYNg3qbDbYWWbt0SDjTGEfVKypMJgTQoPUky+8mnLp54TZSyqT+4QmFfEefJySwsOAxQ6jwfeZ9fyPfxtVz6ijJ9esLIr9rtJce7vOC2huDtN9Fe+q6ZcsECixRpIdLS72ytNZsXaZUUAUVgbwjUVQr2ln3t1FgQQqot3V+xBTvZjjw8UtEoHoZXFhflRz/+iaQzmYq4xcWrksk8UsFrJECeHBz84Be/lBdfvFm+n2A8m5Wff/AL+e5335BUargqK7YksGRsrK9XxTXK4GwCyg8P97n5eYGweqyu3hYOPCblw4Qwe+ZMUvS+86n30tItV2e2X6gA2KzfvSvpdLrqzRHiIbA/OT4upD1//hwsR2Cwvn7XpQtXyC6yzk86nXF9iHJCvQiTpFjcxJGpqWmhXBdo80+xWIzNMW+VylOnnpbPfPpTsrGxHiuTxAQLLGC0Jaw3W2Znzz6blEz5isABIHA4iqypFDBhAwMrflwfxl+PkPVUT/awxTPhbm1tuXsBktoePiCR4cGJu1fy+eAaY8QYkziJPDwyIpvF0mTTarkoFaGCQ7uy2QlXblyeKBCkQS4u/iB4TIb0l2/HulWUWN1yv4OflJPqxYT5yquvST6XEw6QermhoVQi7l4myWXrKW2VER+PhSBtlYXoxOrj2+UuLy3FZkXZN2PeoIkVjjDBEotZhC2jo6MC5oyHaJyGFQFFoHMI1FQKGi2WyR9Zrzzg9xTH83Hqdi8CxpQUBh7MrdYyb1eQOzs7bjVNHv4wWbrGa5Wrt2+7NzKQb4aYPDCrM8lA+DGpN5NHkiwT+tDQkAwPDwsrdJSW+YsXq8TjJs2d7R03wXHfBHUiEcpBajiFtyUqFPLu0ChtZoU+MztbcQalmUxpDziRF8oF4WbS15IlTy7fCmVQsHw5xDNGhlPD7vIuwqEslrScVaZCnvoVgXYjoPlVItAWpSDMEiUgJB/nFQcfVlcSV8vSQ/94qDMJx1UZ/uDgoHtzIrz3gJUl8kwQuCHBYwIOeY34mWi4+vkLJ467cxNsmZy2Ju3oRNNIXlEZtkBGrNWEMjjzgaUnKkNbaSNuGGeMcUHum3h9ba1034Sd6DwGLrKJH9rDQdSjg0fl8ccfk4LdhgLjJrIoi6LEUA8uq6JtKBcoQCgJZaE9eNhK4E4M6kw2lHfObglQTgpFYHmpvN2BtSDajpRVnFDASKukCCgC+4NAXaXAT+beTaoW8VBcfBI/TvYw8eIml15qv19V4p6LeaWMyeXJJyeFCXp8PCvp3XMSTPxMQuxBx7WXySDk1zqwSByyvC1RtFsdJ+0e/uxs6TwCVoroRIMstHDpkjsASD2ilLcWDmQ8MVEaY2TGrsifnJyUlZdXfFTZ5WwA5zZwPZProtmCIcz5iiNHjsja6qqgOGAehw9RXrQOYRgZT6ycOc9AmDMiRbvPf9taVwiHVCtP+gtZjzMKz+LVq247a9tadgYHB4gW+i+sR95aKMIw8U4w+AnHNAoHmNAH1BOlaWLii4JytLx0y1mEiONcQYibzy6O5+PUVQRqI6CxrSJQpRQwgUNhhnHhKM/Lw4+Sj/Ouj/dhdbsPAR7uUK1VO6tmVnwcgoy7R6GQz0vmkUdc41KplKR398Hxs/8tDf5jQr0wNydxRBzZpO2eep4V+O5rl0xYmOyJiyPKj8sPHnn5NExmbKFcWSxNmmfOPFN1PsDLRt28VS7Su20mjkOAfguBsKe0rTvlJpGXwy1YTNM2TyZStjMmp6Zkxa64iQspXSPP2V2lCZm8rePYLmas6Asu/4zLKpvNVmDOK61hHYl3gg38bG6+LSgfXMpFv3Aeg3HQQFIVUQQUgX1EoEop2MeyD3VRDz30UNe3f8uuQtnvTaooq0Ae7JiJeeCHcqyGCaftBIbLqo9VIf5aZIxxK+mojDHGbbcYU+mGcnk7oXklZHX1tmCyX7AWAWSoD4oCfsiYynyMeRAm3hOKBooREzA82sGkFp3cmVDh4SIHvb/zfsVtlTPW0oCSQR7Eh2TMg/KNqfSHcnkm8V1M4XPfBPv25Es4JGMq8zGmFA5laJ/HbM1aMVAycrk75T4wppTGGOOSGWPK/eAYNX7AwiuLxhgZGBy0imFGGDPE0ZYaye3WSMGVVUtG4w4XAtraziOgSkHnMa4qwRjjDoZhjq2K7BKGMcad/uYBXq9KCwsLEn6/gb3jL+9+O+G5y5ebem9+LD0mW8WtekVWxTPpU1eIyMGBQbl3754cGx0l6Mz27J27QIM/mMqZ1Iwx7oAhyZjIUJYwgRMPD2JSJry+fte1l7JIC494iOusmXT9Ngq8RolyscxwnoB2ra+vu6Srt1edS3nIuEATPyhSXnEj2ft2+4Ay4hQX4uOIcqkbcS/cuOEODeIHE7aVqGvaWi7oG8YG2xd85Gtk5BhiifS2tS4wHhIFNEIRUATajoAqBW2HtLEMWW0yuWCibyxFvBQPXiYfYnn44odHeC/EapH03GeAm0Q84HkdbWdnuyyCafvvvv8DwZJwZXHRrQzLkXU8mcwjst7ku+5kyST2/R/8EK8j9sgp25u43XbBhTkX1+gPaWgH90bMBiZ3wj999z0h3udF+W+8+aYLMvnxGmJUhkiwGh4extsUManSHjDlLAHlkQHthEc9kYHXDL373s/cWQLS0G/U27cVXiNEub5upCcf0lFH6uotRLSdOPIHO89HNo7ubWxIxo6HuDjl9RMC2pZuQkCVggPqDQ5cMXlDe6nCwsIl2Xx7U44ff9StUIeGUu6Wwr3kSVoUjJGRkQrzN/yQTp162q3ql5eXZGkp/h32UL5RPxO5V0oaTVNPDnO1Maae2J7i87m8ZPp4EmMibxYgxjdKUrPp2OpBgWg2ncorAorA3hBQpWBv+LWcmtXiyZMny6bWVjJiomPVVSxuyvTUtDCZcnJ8r9YH6oJ598LcPN5E4rzBwMCAyIciGWseThSMRBSLRXfyn7cSMK8TDkVoUyFfcK/vhfy9+Cljxu7p7yWPeml1EqtEiPFZz9JUmaIUIh1nHWZ3rTMlrv72GgJa395EQJWCA+y3ufmL7h3+Vj86hPkVE20+X7rMhqawx8ylL/hbpTt3/oekhodlYmKiZhasHD01MyGmUilnevdpCUcLIi7K20sYnMBrL3nUSxvXjnpp+jkevMG9lTayLdJKOk2jCCgCe0NAlYK94ben1KOjo8Id76zKW80IMz+r9WE7iZPHKqfup6f3ZIH46vnzcuXKItkdKDGpHGgFtPADQUD7/UBgb7BQFet3BFQpOOAe5rpcvi+Qz+daqgnpstkHK/qdnR15662CDAwOtpQf5wS+8eJNQWFpKQNNpAgoAoqAItCzCKhS0AVd99JL35QjRwZaqgkKQWhq5wT++HjWnS9oJUP2cVUhaAU5TaMI9C4CWnNFwCOgSoFH4oDdVidi9rEHBwfLtScMlRlNelrdA26yGBVXBBQBRUAR6EIEVCnowk7RKikCioAisHcENAdFoHkEVCloHjNNoQgoAoqAIqAI9CUCqhTsU7f+1V/9V/nLv/gLJcVAx0ALY+D556/u019q9xejNVQEOomAKgWdRDfI+4MPPpB//ud/VlIMdAy0MAZ+/vOfB39N6lUEFIFOIaBKQaeQjeT753/+n+S/fP3rSoqBjoEWxsCFJr9bEfnz64GgVlER6A4EVCnojn7QWigCioAioAgoAgeOgCoFB94FWgFFQBHoVwS0XYpAryGgSkGv9ZjWt20I8JGkQj4vUJhpPp9zvIKNC/nqVwQUAUWg3xFQpaDfe1jbl4gA3424tHDJfXY6/FQzn0B++uk/lVwul5hWIw4zAtp2RaB/EfhI/zZNW6YIVCJw9tlnZXt7u8zMZrPCFyXHx8dleXm5zOeLjzOzs+5Ljpubm0K6cqR6FAFFQO89cBcAABAASURBVBHoYwRUKejjztWmPUBg4dIlSQ2nJLwS2seiAKxYpcArDHlrIUinMy56eHhYhlJDqhg4NPr7R1unCCgCIqoU6CjoewRyuTuSL+TlzJlnKtp69+5d4VsPmcwjMjQ0JDeuX3fxbCuE36J45pn/KAWb/vbt2y5efxQBRUAR6FcEVCno157VdjkEPvzwQzl96pTMzMy6cPiTz+ck88gjjjU/f9FuISw5P2mcJ/gh/VfPnws46u0NBLSWioAi0AwCqhQ0g5bK9hwCy0uliZ7zA9HKbxW3JJVKOfZ4NuvOG1xeWBC2GRwz+OGcAcqCWgsCUNSrCCgCfYeAKgV916XaoBCB1dXbMpZOizEmZFf5OWswNTUtN25cF3+eIBQyxkg6k5HlpVshW/0HhIAWqwgoAp1BQJWCzuCquXYBAqzsC4WCZHYPDfoqcT8Bk//O+zuC3/Nnz5wR0oTnCXwcbnosLW+99ZaTIaykCCgCikC/IaBKQb/1qLanjMDGxobs7OxUbQfwlsHDDz8sJ0+Ouy0DnyCVSskbb37PB6tcthVIy0HEqkhltAEBzUIRUAQOGgFVCg66B7T8jiGwvX3f5T0ycsy5/se/cTAxMeHePvB8XOJw4yiVGnbsnZ0Hdx04hv4oAoqAItAnCKhS0Ccdqc2oRsCv6DkvUB3bPAdLAqmKm0UcpQYRUDFFQBHoHQRUKeidvtKaNonAzvZOkykaEw/PITSWQqUUAUVAEegNBFQp6I1+0loqAl2GgFZHEVAE+hEBVQr6sVe1TQ6BgcEB57b7Zyw91u4sNT9FQBFQBLoCAVUKuqIbtBKdQMAfGvRnC/Zahs/HmNp3Huy1nINMr2UrAorA4UZAlYLD3f993fp2vy3g3zrw+fY1eNo4RUAROJQIqFJwKLv9cDTafeFwaEjyuXxig8NDg94SkCRMPiMjI5JKpZJEupSv1VIEFAFFoDEEVCloDCeV6lEEuOJ4Y2M9tvbXr1+T69euyenTp4RvHmysr8vnPvsHsbIwyWdsrP6VycgqKQKKgCLQiwioUtCLvaZ1bhiB2dkzsra2Jvfvly4yChPyyqK7pdDGzc3PCx894hbEUMb7SU8+XIXseQftavmKgCKgCLQbAVUK2o2o5tdVCPAdg5MnT8qN69er6oUikM/lZHJq2sXxBUS2B1wg8kP6JycnhS2JSJQGFQFFQBHoGwRUKeibrtSGJCGwePV5WV5eirUW5PN5yWQyLilfVJycmpJ8PufC/ofvHZD+4sWveVYHXc1aEVAEFIGDQ0CVgoPDXkveJwRY3aMYfPn0qYoSOVjIoUF/DfLW1pZgWeBAYSh49uyz8sqrr+kBwxAU9SsCikBfIqBKQV92qzYqikA2m3XbBOHbBoODgzI3f7Esurh4VVAUZmZnyzzkz5x5RlAWyswWPJpEEVAEFIFeQECVgl7oJa1jWxDgq4hYBnxm+FEWfJjLjmZnz8igVRY8Dxn4PqyuIqAIKAL9jIAqBf3cu9q2DiOg2SsCioAi0F8IqFLQX/2prVEEFAFFQBFQBFpGoKwUvPKdvxWl9mBAbyiW7cHyIHDUMrXvdAzoGDisY6CsFDzxxT8SpfZggFKgWLYHS8VRcdQxoGNAx8D+jYGyUsBEpqQI9C8C2jJFQBFQBBSBegioUlAPIY1XBBQBRUARUAQOCQKqFBySju7XZmq7FAFFQBFQBNqHgCoF7cOybTlxYQ5f7fvor/+anH322XK+y0tL8vGP/bb7kl8+chVvWSjBQ56PP/Yl+ajN89Spp8tX+a6urjre8eOPlnkJWShbEVAEFAFFoM8R+Eift68nmseEzcd4fGW5MGcsPSZ8yOfll1eEu/eJ4yt+U1PT8v0f/FDS6Qyshok8p6afkoGBAbl58yWXnnz5XPDfff8H8uab33M8PicMv+GMOyKomSoCioAioAgcBAKqFBwE6kGZ9+/ft9aAP7MTcjrginD//ot28v7www9l9fbtchzhcqBJD18ETKdL5XCdL1/+m5mdlfDGvrGxtJywVoMms1ZxRUARUAQUgT5AoKZScOTkmoQUbW8YF/VHZTUcj8ATTzwurOCPHj1aIbCzsyPwZmZm5YUXbrg4JvJwAnfMJn7YchizSgFbBnwciE8Hh1f6khV3/I+PZ62i8mDbAn47SPNQBBQBRUAR6G4EYpUCP8FHqw4/ytNw6wgs3brlEnMnv/PE/Ew/9ZT7SA8Tei53R9KZ5rYNfJZsCWxsbAhULG66PIvFoo+ucLEerKwsy927dyv4GlAEFAFFQBHobwRilQLf5PdfHxdPnhenGHiZ0PXy6iYjcPnygkxNTlUJoAD4yZ+zAE9OTsrS0pIUN4vCZ4B9gnw+JwuXLiVSOOnncjl3nmB+/qLMzp6RkZERuX7tms+qwsVCcXJ8XDhfUBERG1CmIrB3BDhYiyWMnLa3t/XQK0AoKQIHgECVUuAnfSb4sD4+7N0wTv3NI5Czq/6trS0Zz2arEnOewO/9E/mUtRasLC/jraB0OiPzFy8mEgqFT+DPE3geigHWAB7AXiZ0Jya+KC+vrIQs9SsCHUNganq6fLZleXnJWbI6VphmrAgoAokIfCQxJiYiSSFAkQgpJqmyIggw8T/88MPu3EAYxSSdL+QrPt/L5D80NFR+aIbyjfoLNk9vfSAND2HK4gFMOErj1lIAD+UFt1XiYGQc1cuP1y+xhNST69V4MNlL3feafi9ltzst/YzSSr5Yp9bW1na3uUrbW1gQGA/EKykCikBnEWhKKehsVQ5X7kz8ftXuW465nzcCxj4/VmW6v/nSS5J55BEv2rBLnmwxZLMTsrO9UzbL8pC9cGFOtu8nm2pRRFBeGi4sIkgZJ04cl898+lOCeRg6f+6cfOLjHyvXI5LEBZkEOM+AMuQYB/xDO7jH4dOf+h3XDl+dOJ6P8y5t5m6JP/zcZz3LtR1cuDeCQ5/liAY95PkbH/114b4J6kYy+ply4LWSJ3nshegvrFlM6s3kQ18j79Nhwdp8+2158cWb4v8+OFxL+1AekFVSBBSBziHQFqUAC0JInatuf+TMKq+Qz9uV/2hFg3gIzs3Pu+0AHo5hJBMk8SGvET9p2GIg37n5eSEf0mEpgA95HnxPxhhJDQ8LyovnNetSBmlQSCgHWrx61Z1pGBgYJCqWzp076zCIjTwApm8Hd0SAI1VgMp6empYf/+QfxPPgR+krMzPC+Qwmv3w+56LBO2O3fr5hJ75szPaRE6rx4+szNzcv+J3FZ2lJ3njze+4OilbyrFFcOYo2lwOBhwkbS9Sd3B2neAZRdb1M+NtWWQUThMkLHv6QZmZnJekMTCinfkVAEdgbAk0pBWwR7K04TX3YEChY5cdvW+R3J0UwiHvww9/e3sap2D5xjAP+Kbh2lO54WLh0SYZSQ25CrletfD4v03a/nO0YDot6edrJgU4fbsbF1I4VZ9gqbUyiWJeYNJMwbSbvWrKbm5uCQhuVSaVSTtEbTg1HoxoKLy/dclhi4cjncsJ4yduxQtt8Brw6u72zI9TB89RVBBSB9iNQpRSw4qeYqALgw95FRqk7EOhULQaOHHFZx00ELqLOjz+PkE6nhQe8X+nVWllvbKzLyMMjdXKujmYlfu7sWcGkf+3aXzkz/+c++weu3Grp5ji+HceOjQpmfybjTKZ6K4fymNjC3JnkkGXSxryOMkB8q5iSlhW5v2+CbQnyZtIkrlliu4F68yYMV2qzpeFN+dG8jDFRVt0weYcWBvKmTLZAIJ8BSgDjZGBwUIqbRdm21gOUDR+Pi3WlYJUs/EqKgCLQGQSqlIKwGBQAT57vlQYfVrd/EeABzeRlTPxkwETMg52HPP4oEpxHYEXLSnZh4ZLdIy6tJLe3t4WH++nTp6JJJHcn15KVYG11VWbPnBGubebNCRSPASaY4mZVGc0yaAcTFG196KGH5MaN67FZYMpHLow0poQdioHHAiWD1XAo14wf7HhzhTT0D23H3yzRZ9nshIDTwMCAXH3+eZm0WyJRxaaZfKlPKA8mI8eOORbKGkoS12yjyHCbJxGvvvZtZ2lAscna7RS2mHCJC4m81VIQIqJ+RaD9CMQqBUz8ULS4OF5URsPtQuDg82HiMaY0qcXV5rKd6Hnoz89fjL0amfMI4+NZt+eOCT2cCD+UDyXuAW+MEWNMRXFMUgvWZB9HTDQIz83PCxPOyfFx8RMzCkIqwaTNxVFx+cEjjjw9+XYwWV28+DX3uhwTqo/37uzsGQlN+Cg/qeGUjxbOAPC2B0oGq2IfgRWFcpMoLAtZ+oWJlYmTcw5xSgpySfnBJ566kgdKxuTufRlgmB4rbZMgg6ynnDXpX15YqLgXw7chyQ0xQTlEDssBOHDGhHCjNHh0sGpsNJpW5RQBRaAxBGKVAp8UJSAkz/euj/NhdRtHgJVZ49LdKekneSZhrmWO1pLJxsuk0xlhAkJmcHBQCOOPEqtpVoQhn3RMIHF05swzZVEmrUd2zfp8YIp6EcnkhhsSN0XG5QePuFCWdmQnso5FnpjuMYM7Ro0fzhMw8XqR7MSENYtvy9raasWrqORJuUkU5pG7c8ddPEUa8sU6gtKQtxM2YU/EJ+UHn3hkScdFVv58A3WjnvCRQdYT5nuULx/GJY9GiTEyZxVIFEmUBcZBo2mR402Z6NiAr6QIKALtQ6CmUtC+YjQnjwCuMUYwqa6vd+81wjx8t+/fr7m/z4OdiYOV3+TUFE0rEzwCR+3qDrdRApfiVrFR8Qo5t8rdvQb63saGVUImZHX1tqCAUR9ehWT1XpGoTsBP/iMjJRM44kyOnA9YX18nWCZeCfTyKCIry0u27MFyPJMgl1Xx0akyswkPdV95eUXA3CejbSgNrMKJ9/xG3ZLVIuPEqbPz2J+i3de3TlP/N4ubsvXOllN8fMIQE9ruywA7j5WXreeiVDA+6slpvCKgCLSOgCoFrWO3p5QcpnvnnXf2lEenE9+7d0/8Sj+pLB7uEOZsL8MEzMOfexCYdFh1+rh6Lh9kwuxfTy4unlWznzCZgAYGBwSLhJ+M2VrY2KicyOPy8TzaweqUdjDpwqdduGwF8PXKcCLmq5bcBUE8aR9+eETWVlcJlmnerpSjlohyZB0PdeAOCw48kj/itOfkyXFBaYmWRXw9SmfS7iwGcqlUSmZmZ922Dqt5eI0QmLCtkBpKydBDQ0I9fboQk8XFqzbvt4UtH/p41m63eLlGXMZRZlfpa0ReZRQBRaB5BFQpaB6zmBTNs9L24cZkyoq8+dQPUjA5cGIclwczftwHEq35eACTEtM9bhwxIVIue+24XoYJZc7u8WNexmVi9nGNuOPjWfHlNyLvZcJJhtUzYVziUQzwN1MX2kEbINpBPkyc+CH45AsfIn/i8ft4XMKeiEfOh5txyYsycakbaWlPlAe/USI9dfLybMckfaALRcuYyvMepCM9daIeEH74EG0lHj9YkT/k6w+/EeL8CVYC8mhEXmUUAUWVbzxpAAAIDElEQVSgNQRUKWgNtz2n4sHL/nk4mbaSKas0Vo5L1lTNw5iVWbNm2bhyV2+vCh9iMqZ6EvDyJ44/6k7if/TXf024cMjzG3FRXO5ZEz83HNKGMA0rfsoPeXv1o8CkUqW3H/aaV1J6ti+aneyS8upGPhN8s/VqFya8MomlodnyVV4RUASaQ0CVghp4dToKEzR7xHspB0WAA3Zzc3MumxyXv6RLp8cdo4UfXhV72e5dz1tTd63k3//BD+WDX/zS0bvv/ayWaFXcnLUk/PTd9+TK4qL4laQXYjVIPJYUz9urS561rB57zZ/0/awQ0L5WqB2YMA6w+tCHrdRB0ygCikDjCKhS0DhWbZdkb5nDfLncnT3lXcjnJZMpXabjTo9nJ9xrc61myp7wk09OCpf0tJrHXtMxAbSyMt1ruZq++xBgHEDdVzOtkSLQfwgcQqWguzoRcz8mdMzbrdQsn88Jr8j5tBw2Y+8X1/Oace/evSsbG+vuIptm0qmsIqAIKAKKQO8joErBAfchKyA+jLO0dKulmmxv77jb4HxizKwLly65U+Se14z7+tqaoKg0k0ZlFQFFQBFQBPoDgb5RCnq5O3gNjxPZrbSBfXLIp2UvnutqMb97XjMu6VtN20w5KqsIKAKKgCLQfQioUtB9faI1UgQUAUVAEVAEDgSBLlcKDgQTLVQRUAQUAUVAETiUCKhSsE/d/qtf/Ur+5V/+RUkx0DHQhjHA39M+/elqMYrAoULgQJSCQ4XwbmN///d+V/71v/oNJcVAx0AbxsC//f3f2/3LUkcRUATaiYAqBe1Es0ZeP/z7/yXv/ez/KikGOgbaMAZ+8MO/r/HXplGKgCLQKgJtVAparcLhSPebv/mbcuTIESXFQMdAG8YAf0+H48mhrVQE9hcBVQr2F28tTRFQBBQBRUAR6FoE6ioFXVtzrZgioAgoAoqAIqAItBUBVQraCqdm1osI8MXGEyeOC7S9vV1uwvHjjzoe/DJTPYqAIqAI9B8C5RapUlCGQj2HBYFisSjh5M8tjg//u4dl/e5dWb19uwzDzZsvydDQkLzxxptOnnTlSPUoAoqAItCHCKhS0Iedqk1KRoAPPp07+6zEXeU8MzMrzz13uZwY2fHxbDl86tTTAq/MUI8ioAgoAt2MQAt1U6WgBdA0SW8igHXgy6dPyeLV5ysasLm5KanhlExNTwvWgFzujovfWF+XTCbj/CgRL754U554/DFnNXBM/VEEFAFFoM8QUKWgzzpUm5OMwFlrIWDln0qlKoQK+bxkMo/I8PCwPDk5KcvLyy6+uFWssCgQz2eqFy5dcvH6owgoAorAASDQ0SJVKegovJp5tyCANeDllRWZmZ2tqtK6tQgcO3bM8aettWDFKgXwUkOVygMCFy9+TV544YaQH2ElRUARUAT6CQFVCvqpN7UtiQhcv3ZNxsfH5ejRo1UyH374YZmHxWBkZETOnz8n6Uy6zPcerAzELy8teZa6ioAioAjsHYEuyUGVgi7pCK1G5xBg0l9dvS2Y/qOlcIZg+JPDFWwOHOZzOUmnMxV8H2AL4vXX13xQXUVAEVAE+gYBVQr6piu1IUkIMPG/88474rcIvJy7n+D4o3Lj+nVZXV31bJl+6ilnVTDGlHmhZ8RuNbC9cP/+/ZCtfkVAEVAEogj0XFiVgp7rMq1wswgUi5suSSpVaRHgfoIf/fgnAmWzD149RPjV176NE0uDgwOOv7Gx7lz9UQQUAUWgXxBQpaBfelLbkYgAq3oiU6kUzp7JbyuwLbHnzDQDRUAR6D0E+rjGqhT0cedq00oI7GzvlDxt/i3kC23OUbNTBBQBReBgEVCl4GDx19L3EQFj4s8I7GMVtChFQBHoXgS0ZhYBVQosCPr/cCDQbnP/wGDpbMHhQE9bqQgoAocBAVUKDkMvH/I2tnvy5rpkII2+zQBPSRFQBLoMAa1OUwioUtAUXCrciwj4ydsfONxrG/Stg70iqOkVAUWgWxFQpaBbe0br1TYERkZKVxhvbW21Jc/iZtHl499CcAH9UQQUgf1EQMvqEAKqFHQIWM22exDgauORkRFZv3s3tlJYELjICJdLjK5fv1ZxmVE0EXInT54UY/TgYhQbDSsCikBvI6BKQW/3n9a+QQQmp6Zkbe3BrYVhsrXVVeHcweOPfUlSqZTMzp5xn0gOZbyfw4qrq7clvftJZc9XVxFQBNqAgGZx4AioUnDgXaAV2A8EpqampVgsxn7dMJ1JC6v/2TNn3FXIyA0MxL9ZkM/nnIUAxWE/6q1lKAKKgCKwnwioUrCfaGtZB4YAWwh86Ghh4VJVHTgbwAeQxsZKX0XEEjAeufbYJ7p8+bLMzc07xcDz1FUEFIGaCGhkDyGgSkEPdZZWdW8IzF+8KPc2NiSXu1OREZaBnZ0dGR0ddXzOFWSzE8I5A8fY/bl9+7YMDQ25DybtstRRBBQBRaCvEFCloK+6UxtTD4E33vyesNr3dw0gXyxuSjpdshIQHrRbBxvr68LXEAlDRbv1sLK8JC+99E2CSoqAIqAI9CUCqhT0Zbdqo5IQGBwclDetYoDrZdLpjIRfRcTPFxSzwRYCBxDh+zTqKgKKgCLQjwioUtCPvaptUgQUAUWgNQQ01SFHQJWCQz4AtPmKgCKgCCgCioBHQJUCj4S6ioAioAj0KwLaLkWgQQTKSsEr3/lbUWoPBmCvWLYHS8VRcdQxoGNAx8D+jQGnFEw9kRUlxUDHgI4BHQM9NQb0ua1zV9vHwP8HAAD//86yTTYAAAAGSURBVAMA1ZhY/nyPw8oAAAAASUVORK5CYII=) | | [[Uniform distribution]] | 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) | | [[Normal distribution]] | 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) | | [[Z distribution]] CDF | $\Phi(x) = \frac{1}{\sqrt{2\pi}} \int_{-\infty}^{x} e^{-y^2/2} dy$ $ Z = (X - \mu)/\sigma $ | | [[Exponential distribution]] | 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| | [[Joint distribution]] | $P\{a_1 < X \le a_2, b_1 < Y \le b_2\} = F(a_2, b_2) + F(a_1, b_1) - F(a_1, b_2) - F(a_2, b_1)$ | | [[Independence of random variables]] | $P\{X \in A, Y \in B\} = P\{X \in A\}P\{Y \in B\}$ $P\{X \le a, Y \le b\} = P\{X \le a\}P\{Y \le b\}$ $F(a, b) = F_X(a)F_Y(b)$ | | $f(y_1, y_2) \quad y_{1, 2} = g_{1, 2}(x_1, x_2)$ | $f_{Y_1, Y_2} = f_{X_1, X_2}(x_1, x_2) \|J(x_1, x_2)\|^{-1}$ | | Expected value | $E[X] = \int_{-\infty}^{\infty} xf(x)dx$ | | Variance | $Var(X) = \int_{-\infty}^{\infty} (x - \mu)^2 f(x)dx$ | | Multivar of Multivar Normals | Var = sum of the elements of the cov matrix E = sum of expected values | | Markov’s inequality | X - random nonnegative variable $P\{X \geq a\} \leq E(X)/a$ | | Chebyshev’s inequality | K > 0 $P\{\|X - \mu\| \geq k\} \leq \frac{Var}{k^2}$ | | Markov chain | Tomorrow only depends on today | | Central limit theorem | $P\left( \frac{X_1 + \ldots + X_{50} - 50 * 159.2}{8\sqrt{50}} \leqslant a \right) \approx \phi(a)$ | | Covariance | $E(XY) - E(X)E(Y)$ $\rho ** std(X) * std(Y)$ | | Var(X + Y) | $Var(X) + Var(Y) + 2 * Cov(X, Y)+$ | **