Distributions of Data

<p>When it comes to <strong><span style="color:#8e44ad;">Distributions of Data</span></strong>, you will most commonly come across a &quot;distribution&quot; chart, often a histogram. Recall that a histogram looks kind of like a bar chart but all of the bars are connected, making it quite easy to see certain &quot;wave-like&quot; patterns in the data. 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86C2778 67 2756 56 2746 56C2739 56 2733 65 2733 76C2733 81 2734 92 2735 96L2801 372C2808 401 2812 429 2812 446C2812 469 2801 482 2781 482C2739 482 2670 444 2611 389C2573 354 2545 320 2493 247L2531 408C2535 426 2537 438 2537 449C2537 470 2529 482 2514 482C2493 482 2454 460 2381 408ZM3009 390L2953 107C2952 99 2940 61 2940 31C2940 6 2951 -9 2970 -9C3005 -9 3040 11 3118 74L3149 99L3139 117L3094 86C3065 66 3045 56 3034 56C3025 56 3020 64 3020 76C3020 102 3034 183 3063 328L3076 390L3183 390L3194 440C3156 436 3122 434 3084 434C3100 528 3111 577 3129 631L3118 646C3098 634 3071 622 3040 610L3015 440C2971 419 2945 408 2927 403L2925 390ZM3247 148C3242 97 3236 62 3225 16C3263 -2 3297 -11 3332 -11C3381 -11 3427 7 3478 47C3529 87 3550 124 3550 174C3550 228 3518 257 3444 271L3401 279C3341 290 3322 307 3322 348C3322 401 3367 442 3424 442C3465 442 3503 424 3519 397L3519 342L3542 342C3546 377 3550 404 3561 455C3522 474 3494 482 3461 482C3409 482 3348 452 3300 404C3274 377 3263 352 3263 316C3263 260 3294 228 3360 215L3423 203C3467 195 3483 177 3483 138C3483 73 3437 29 3366 29C3331 29 3300 40 3272 64L3272 148Z" fill="rgb(0,0,0)" fill-opacity="1" stroke="rgb(0,0,0)" stroke-opacity="1" stroke-width="8" transform="matrix(0.0136,0,0,-0.0136,0,0)"></path></g></g></g></g><g><g><g><text style="white-space:pre;stroke:none;fill:rgb(0,0,0);fill-opacity:1;font-size:15px;font-family:Arial, Helvetica, sans-serif;font-weight:400;font-style:normal;dominant-baseline:text-before-edge;text-decoration:none solid rgb(0, 0, 0);" x="230.80001831054688" y="6.79998779296875">Relative Frequency Distribution</text></g></g></g></svg> </svg></center> <p>The horizontal axis provides data on six different ages, $13$ through $18$. The vertical axis provide relative frequency percentages for each age. In other words, we can read what percentage each age makes up in the student population. The total need not necessarily add up to $100\%$ because it&#39;s possible that there are other ages not represented on the horizontal axis.&nbsp;</p> <p><strong><span style="color:#27ae60;">What Happens with a lot of Data Points?</span></strong></p> <p>If you have a lot of data, you can start seeing certain &quot;bell-like&quot; or &quot;wave-like&quot; patterns in the data. This does NOT always happen, but it happens enough to take note of it and see what we can learn from it. You can see an example of the &quot;wave-like&quot; behavior below.</p> <center><svg height="264.68572998046875" style=" width:661.8285522460938px; height:264.68572998046875px; background: #FFF; fill: none; " width="661.8285522460938" x="0" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" y="0"> <svg class="role-diagram-draw-area" xmlns="http://www.w3.org/2000/svg"><g class="shapes-region" style="stroke: black; fill: none;"><g class="composite-shape"><image height="231.59997558593753" preserveaspectratio="none" width="231.5999755859375" x="216" 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AGNAA7f+7FdQAbF362kkPDQVY35dJcaFg0YObPdoh2bV0c2iR9wG8N9UuLBUAk9tY4YxK5fvwdL6xJq3YB3B1UTJX2QT3cx5ysqXXDG8DrGQISUznwIIDlO12hGIQpgpoDznOECtqYsdJYgQEthxmaoGjc3gnepnVHH4dtFvwyeOIVUPe5taf1ZzI+c/UeHnjggROx1WFK+NA/EMrvqHeS6dV3adz5c21bfyDP8pHJXIAzbd57xknNNYS95R1wDdJ6ZdK6vsAfaFgr7wnws5YAmIBF+MhrhFcEaxYN47N/AYJ9SwMj1FobQEToA1z6H8m5ypgIRdbAutSBqp396F3RNzAEVrR42j3BuNXypT3KBSGDkF6/xyVsZM0Yv82TcEFQpTmaUyZ7ZM8990yf52sHf7NvCUSEYkIHsiYEKeviHCvg2c6qjtMzNCNAVHfhJi0xGTK3eLFIicCAebD1Yh4oegGAK7MO7YqGYcPVKYMnSav1gPCZjZela1qKuwGS11DSoI3uQLHpaJn5vsPmzy9H7ju/nA5gfWTynMMAuDqEbVSHHnDw0mfK4OnQd9i3Qw5qkqYDaignJG0wHX7zm99MWoxxIH1Zi6w9+8wBkf85yOuhHnjsnoS060AhwbqnNM66gJM1T/zMn2fthSYHEFrJoeE+hxadKd/P0VCG0laH4k3WCvOh1w7/8jMkdmY9e4DZutWsSECzTxzKwKJ+L2gPAQkCA2uG/YuvhDIHvn+AzBz9nk3JNFDAZv51oSIDB83EeJi0HYT2oIO0DtzWglnR3/SfASULLEzD9btWvCSwWvscVpF54PuEH3uz7uzFwgPogX7W0ry3tCP7gjZU3wO0HmZ3P+0n73Xmg77sw+H2ah6Lw5/ARagCdLSw4YiQ7D7TnHI/+SeNnCZv71kT7Zij96EdYgolkGXgztc37Xw3P8OyRfCgfRKa0VAChPMRwAJAY85k71lHQikLhb2G794NAJgTSXiecEUo1l+9jdyW9bCH7THWE9cGLDEFPDtZ0XF4VmwUCarVUcaL6M4i2/FJmza5QyyTA5h5jXRE4vVSkW5poA7NOtGq2PVJea0HhBeNVujuC+jQlphVHdZDSYOcgWxWki7tLTsOMdsyCWkjE0AhJTvovPzIRnWIMGU6IIF9Dh3xstQ1XQcAoYEUX7+bnNRSMUsTPox/uIt/JnDP1MeVDxsaBT4P5wThZSPB77TTTim2jYZLC7U+XjrjrGuYTJhe7PoB7PBgLqMFtN6RmhuNn3SezfY+s975Tqhd8KTdAThr1e6dcV4jFgpmNsKNw6s1w5M9Zp8QgFg8CCSZCEf2IkHL4eVvDiUCxKTu9giKhA1ONIC2FTiANFMubYPAid+Ej3qMqsOTcGdf2QMZPPUPlK29PZ+Jdm/8Q3mNGi8zXt3iQ0ClqbIEEFizQOWdtScc6NanDp6EIIc8oK8LGZ0cObRfPAXWhIh81zpUG8acw0Qm1Ud+P+1RAng7RIO3RtaA5cacsvY90vfxKF9BATLt6Ne6uoskYNTJ+0X79x60OpdRApw12UHKWmjPWtX9B5jonaPAMZv8cx94xKpiDPoiQPu/PQo8R7qHHmm+Y/l7MduOwD2SElMg80crkU4dWl52UqIN5KVAzAoOUod2/f7LPYsXK8eO5jY9zznG5tJenbRJe3KguHtgEnPYOfQALo0xh87UA+/z87kth6vNRnvIZOMDKGPNbuqkdWYlJsWcso7p1nMOxvq9B6B1SDDd1u8mJ8VWJjU8mRR4Ejo8UzdL47e7Eto94ASgeXxeeqYvB6UXjFBhvNkxwUvoICHAmF8+OAkFDnkmovoBTDNzAGfPydb5ECIcANmxxd9J24Da4ckE2g7lOyaaO34PRcZGYKonisAbh6NDhWAGBAk1TK6ZHLzmBlwJgPV9RbigzRBeCEqAiRbHpJ73sHZoLzRFQhdeO7gAhIPQ3sukb+8JYYswBiCZaq2LPUvwy4RP9mYG6wyeBBbCo/7rYwC+QK9+T5nbInDQhAl6WRDDK++R9lhJ6mZb87RPjLcOnrRv2iqe5DvPdtav/kyOq2y9px+qHRonXtKk6vGX9ngOCzM+ZnkgZo6cb9olgOWMcB7gHc2uHTImY6NBu+awNr7rrCGIEWjrxBJFSHH2Madm8r7ZlwRyZmACvDWyD+yNOnjafwRqgn7dnJu9tH2fBuz9taddY1lbwm4Bz3ZWdRye8eIDT4BX9wCrD4U25O8OSy9CTjvlBXVw0UiBW77D8oI6uBx2DvL6ZnPYc+CwUeuSogOZtlV/gZhKaCxerhwjRcMFZrRkB517CI48yPPZlMOJIoMOpwovRd0kkw8S7XspvBxeRGOmbdEEspcxKd6Gd6fDTDYSATamM1Kml2WorDmEA88AadKmAzm/JLQpGjQTHxAmEDhkjJFU7AADNsZDijUXWhaQYcL20jKp5XiyDHjGBSTygZrBkzldmzTQej5O47Km+JfJGlmruql5JH4QOAAF0KOFthLwcpg7KHK2K3MFYA5IAOZvhAWmUIeQeztUB09mz5zAw54FpszmxmwvMKU7nAkrBA53VPom3dvHBC4m7+zAUnfQ0Ze1or3ZG6wQ+rBOhDPf03Y2yQF996b2K80xOzkBU+N0hVC3vtCcAAAzoHFai5wqk8ZCc7FXmbC1SdPOjib2hO9ZV2tJg3XwWtP6epon4DTuHFNqXp61F82tfuAPta6EOQBPkAQa9fe79fn8LHACDN4DYzQOwgaBgTCQrwK8+97FofwphhpLvnawvsj+p70Otb/sQXP2T39ALwtHeGZO3kFrznRc55szyxq7468nd/G87znv7FV3tZ5j0gei9esV87KurZonYQ5Qaic7EmkDL7zThN0CniOdMOPwd5uGxMW848VhBh2OvGAOIxuWpGuDk34dpA57G8lPAASQSZZMiF6wfHAADBvQQcDJxQZmNkReahpKXTv0uUNTHwCTtE/LdaA7+G3GbDYizQKRnD3EQeRAQICfWRIY5js/oJZd670oDlSbH3iaF2kTX7TrRTduoJq9dSe1XNk5wDMOWfccrQkQHK5edPNySDqwsynNgW4utE+8zERr51wATAAhSwHBghbgroq3omw+zI7GmrVv2h5wcDACk/rhBGytg8McEOAb/ubDnIDjcMYP5ODHl3YTHgALBw4zmTV3sBurAwHf/QME2mQVoG0TGuwH88xxfD5zp2jegAKPkYPG/qBd+7uDDB/MmebqIMSfDBI0R5qHOTpsOWRx0rEnWRysN4tADhvJDiwEReZW5kJrk0MIvA/6J5SYF4ce4JZjau0pB3Y2mzskCSPABwjnu0oCGi2WAGidCIX6Q3hDm8Q/Qov3yPy8A+ZhrYET87F+CVuEKwInD+B6shPgS3AwLu9DDpsilBA8hgv3YDWy9wjQBBsCszEOZa3K+5UAjd+tTno0NO+TPvFbO8ZlLQjVI8VN1t8974czx361N6ydvZMFD+3rH3jRKK0PftqHBGJrA+SZo/ETD4FY3a/DnmSVMi794Cce5DaYbq2ZdbGn8JxWS8jL75q9bQzOWHvH+0aJAOTA0zsP4M2BsOTctD6ER/sgqmjESLBTzLbDcMgLQfpzuJGIRpMWDPh6oRyCNjENgwmNNksC8zLUD2ub2UFko9mo+cW2gZgumEXq91aG7oDytxzWoD0HXauUDOBtRhvRC5rvQYG6ze+gyDGqDmPajpeAqRDAatcL5jObHVATMIA67c3LPZx2Xmcx7YqGmj1KedHVk0141kthTNmBgiblZaynNKM5AMDcjgM0O2jgI+BzEDgImaFoioQDAkTdIYUA4sBknm11yPCy5ntF/PBS4zN+2BMOZ79nawMQZpICngBxJAIqWUii/Vl3Y/eTgEWoAUgOr6yhEyjwxxrng9RedRgZL0uDNpG1Al7Ah/YHOLXt9/pdbR4nrYvXozU1DmtP2MiaBl7TCAGbuRMUjUuYRfaSzJaJ3Ka95DmHXn4PrGOeK6GI4APwAJo9ZD+YWz1m2t4lBNgLnq8TPhKMjM8+tA9YVwgn5mDtvSfGQAvCU1o5bb0ek+r7hAq8yU5o3v8c7jTcegIpY9BuzhlrXnUT+lDftcbOCOuD30CXqTTf+xFWCSjeN8I5cBtNTlhzySkojY8Ak9cUb4Ak4cM7TrAwJnuO8IIXtEQAbh0pEjnywJwI7XhJsNCuMdKYgWzd+9aeIiTpFzBSKLKFxNrSap1RBFGCP8EaYJs3b3tjI8C6LvFe4413xtmXrWsjvW/d/nsBz25ztKW9HIJRB8mc5SW464Fvvt/5PNTe6WRRHUoENnuPVhBZMWOkcbUzl/5cr7HHrrfDm5H4287f9UPgzZ7E9sVQOXYJGoQewnv2MCaYEQ4INvXwEEAP5Fg76mEmreZl3xWW5BlCA+Cra/LD8YDAxKKlPaZ4AgaTLcFZWxmA25l/t58p4Nltjpb2Cgd6hAPuz0j7zHRDmcd7ZJhlGH3MAeZdwMdKx+t+kKiA5yCtdplrD3Bg7JpKu5NgkmYKZVZ1Z+dOtu9pEuxrjrN9z8WuTYCZPmdRyvmIu9Z4jzdUwLPHF6gMr3BgtBxganOnzVTHvDVSkP9o+ynfG1wOuC9lkuWP0XoXPblzpYDn5L7CZX6FA4UDhQOFA13nQAHPrrO0NFg4UDhQONAPHCiG7rGsUgHPsXCvfLdwoHCgcKBwYCA50GPgWSShft6FZfWaXT13me41cwHj0faeY2Xr2Vr6M2xktBwo3ysc6JwDPQaenU+gfKNwoGkOABZJEATg5wQPEixwnpBkQCB+EyTTixRlEhfkdIOd9iu4P9egFaCfSTIOXrqyXNXzjXba/mifF1ojSF9iikKFA73IgYbBs+gmvbgJypja50BOUSfAO+eK9W1ZZsS6CQ0ZLo1b+72096TMRoBP5idZk0ZD0srJuiSzS73EmPyhAtFzOanRtD2W70hLJ6ONDE/14PuxtFm+WzjQTQ40DJ7dHHppq3CgeQ5IvyeRPk1TurDxJHlkpcqTgaWerLuTMcnnKwsRDa9eLSeXAZMerp5mrZO2x/qs1I3y2UpjWU+jN9Z2y/dHy4Gi/NQ5V8BztPuofG/gOCBVGKCRNF+u0PEmmqI8pFLvDWVazXeZxim92XAAK7k287N2MgFS+YIlBh8vIUH+UhmSgLd8p1KzFSoc6BUOFPDslZUo4+h5DjjAaWLKNY02p6ZKJ7meocoZnZDvSXjOscd9q3tX9SxVQmnNJSr/pwTx+W8ASIJz32sFUYnmFVCXTD9TLpmVi1vXxykpvsof7n7xQ63P0RDNWRFyuVKZnSUVr5P2FQRQe1My8Fy9ZjR9le8UDnSbAwU8u83R0t5kyQFJrd1nuvP8/e9/P1FybJVOHOyqY6jdmsunYQRNFeCpyqP6A4DiIQvslIdStaKdO1IaJqAE4ABQdQvg466VlqhsXCaVeZQSA/DKXknwTUtVPQYYAdV6cm/3i6qaKN2VSUUX31UVSCWLTCr8+C6HIiCeK6HUnY08qxSVeauwAazxzE8l7JSeylVg3GeqfMPRyh3udtttN9H+UcbKvadSVrlE32S5wcqk+o4DBTz7bsnKgMeDA0CEGVN5JhpfPayDeVQtSmZP4ABQMqkBypFIiTh1CJVjUpaOQw6wVadQ/crhKNcy5NSj/Fmulak0GhCkGQIcHrfACZCrPgE4aYfAC0nTp4wZ4OYIVNfyjJnXLTCuk5Jg2ZnI5+5W3UPmep4+Mz+aaC5Plr9PKOB9DOh5Befi6cqFMX8r38ZZSUkrhHeqc7SCp5qlgBb/1Pocr/JT47HnSp+9zYGBBs9y/d3bm7OXRkcrA1Y0uFyIuT4+FUzUJHTQA4ZM2fwJ0ABKBl3Aok6jf+5QhyNgyLyrT0BWB+2TTjopASpzLBADnrRLtUcV6Zaou7W4t2c5B5mPGqaIFqvWqe/UicZJ080AJwG48BVhMdn0u9dee6XvtfLFs8pVqf3YWnTaXSYNFqACzfnmm2/Y+Rub7yNma8JLocKBXuDAQINnLyxAGUN/cEC9QqZFRYIT2LmPAAAgAElEQVQVEB6KFl100aQJ1hNkM9Pusssuqag6YM3gl0FhJPBU+5CWKHaU6bZOQAt4iYlcdtll059owADbHaGi63VS6FhbijQDrezButpqqyVNFRjXyfeNs9UZieYtPIamqBCympC0wropGMgC6T322CMBe50U7+ZBS5hg7vZPEWxxna3kGQCOVIkpmmd/vC+DMMoCnoOwymWOY+ZA1vLOO++86oMf/OCQ7b33ve9N4Fo3wzJxug+kPQHQrAlmzRM40cKGI+AJlN1VAso65TH96le/qphDEdOyO1BONvV70Py9eeedNzn4MCXPNtts6eMFF1ww3WsCxDqZ54knnlgtvvjiEz52B8n8vMUWW1SrrLJKdcABB1TCXa6++uqJvpvBk6a7/fbbv2Z6zM5M4Zdddlll/ACagNJa+YVwgVeIdlxCVkbeypdffnlyamMd8C97Wuf/E+Dy737W/z+pvw33LAuG/VcXnkYeZf8/UcCz/9ewzKABDrifc3dX1/Lq3QIB4ChpQd0MmTXWOsD5Hm3qmGOOSZrqUCCX237ssceStsgk3BqukcckWYO7SIckTc/dpf9z2qkfaByO1llnneSwo+/8N2C/0korpdjVOjG7SpJAKEC0QI5EnuPooz9aNbC+8MILJ7pHfeihh5LmiWeclyZFAFa77oozUObnCR0EDHTbbbeVsmpt7HXC0RNPPNHGk915hHDF0pHv17vTau+3UsCz99eojDCAA53ed9OSmB/f/OY3VzfccMNEd4+Gp9C0A8TfmEUzZe2Q5ypgy3eFQAH48eLlDTscPfnkk8kky4OWw07dhErroxnS7Pbdd9/U9jXXXJO0QqEqtA/ACOR4CTM7c1Divcr7F7388svVe97znqRFaiuT5AQAtW6GBuLzzDNPCn/JBKT1o936vDlDuRs1xtYi3LROjkucgDJJPJHnONNMM034nKmb0xCN09zq3wnYFpNFk+9617vS+tsPHM7QuuuuW7mXv+uuuybM0f2xNcrxwEP9HOoz+8D9Myez5557LglJHMZmmGGGyYJ/7U6igGe7nBrFc50e0KPoonylIQ5wcuH042Afytt2gw02SCDCrCmwPxOHHgAqZAUI5DtPYRm8XgEoTXC4BAZAzzO0L8BBi3PH6HmfuXOkucoIlNvQLrCmAfNelVwAmNHqxHTSKDMx1XJE4sXr9zw+oSg0TICVzdDMuPfcc0/SNB3Q7i1puQ5hZuKpp546/Q6s9QM4eezy5q2bW4WtcGoC4u453cVKOmGu2q6H7ngGTzk4uZstNDIHCDGELFcGdUAjKAlt8hMoWutOtcX6mUZQZMkApkz5Qo4GiQp4DtJql7mOiQM8R93vAUkhGJloUg59VU44w7h3zLTNNtskR5c55pgj3fE5sHiicgB69NFHU/iIMJORsufQ7IR4iMfkgSuBgLtQQAVM6/ep+nYHedRRR6XD0kEJ2GiWrU45O+64Y9KWPUNzzskfOEVxCGJupm0iplWmY4fkrLPOmjx9aagAziFsHgAOj3zGHMtDmeBQN90yRctaRIt336qNBRZYIHnm1u+L8ZIpF9hefPHFkwzpGdPCTmZftl723Fir7bTDFsIS8OQL0E68cjtt9sszBTz7ZaXKOMedAyqY0CqFZSy88MLjPp6mB0AzzGAMQLOW6n7N3wAqMAd6BIkc2znUOGVa0pbvEQQWWWSR15jC3eUCfP9oOKPN39s0n8a7v7e97W3pfrhTrXI042bdIPgAz+IwNBoOlu8UDgwIB2Tjcahff/31E93xDcj0G5smUGVKpgG7zy3UPgdog8z5k7pLb7+1ST/Jgc61BLNtPQa5W+33cjtF8+zl1Slj6zkO0JLc8zF1usMcydzacxPokwHR8IEAh6HC484WTSysqwGm+mgCmuKNgWhrfuXovse7/QKe470Cpf++5AAHHIdUMSXGLB/PYs5GBTg75y/nLKFCTWiCvGyFY9U9sDsf8f9+46mnnkoOaUz+rYk5pJd0J880zJt8OK3a3b3wKTHB7vdbU06OdmxDfa+AZze5WdoqHCgcKBwYZw5wTuOE1YQmKCkIRzJ3nqMlgJedzNyT887OqSO1KekDb3be7oQCDmTyNrcWgOe4J3SKQx2HPM5uAFfKSt/vNhXw7DZHS3uFA4UDhQPjxAF3xczdMjw1AZ6c58QCA6nR0COPPJI0V+FYYo/rscbaExYmdaNYZCAKaMUr6/eOO+6YYJkwb6Z+XuYKFYg9Baa0T+E6LBnddvIr4DmaFS/fKRwoHCgc6EEOMHkKo3Kt0AR4ii8GZDTQTskYJccAoGJ5WzVJiR6ENJmHeONMV1xxRSrnJ3lI1niVApTmUmyx8DDf4Z8ASMUQ89Zuzd3c6Xhbny/gOVYOlu8XDhQOFA70CAdk/BEry2GoCfAU30zrlCSjEwLyqgmJmeZNPVT+Y+3KTtUKfLJTERDcf/72t79NCTvEOYsFZv6dc845JwwFH2ih7khpn0KiukUFPLvFydJO4UDhQOHAOHOAtsY8+Y9//KMR8FTBh3bHdNsJyTAl9zJzLGcjQD/99DNUU0891YRmOAbx5lXiT8aqTO40ZVGiWcqmJZeveFMOUlIG1ivvcECStB54upudVB7pTsbv2QKenXKs4edLir+GGV66KxzoYw5IWLHYYotVf/3rXydUTomcDkASpuKuMmu6fuZ/vNFlOqp7pcuU5R7z3nvvTY5BwM+9pOQO7mvlWZY9i0lXqTuZp+p3oQQE1YGAp4IENE/a9lDgKZevtJLaN1bVg7pFBTy7xcnSTuFA4UDhwDhzgJctzTMDGYBBTJwAzM9cdqz1M58P9y8/2/p395ZAMKd99PdcAs1P3rNyIPMARhx+lJmTOtLfmVGlqFQD12fATh1Z9WaBprtOKRp54GZSLAHgmpu7TukIabDGSPOU9jHTrbfemgBTCkvgOVwt3tEsWwHP0XCtfKdwoHCgcKDHOOAuUAk494+SSwCXelUUv7f+46Vafyb/f7jn6p9rXwk+nr1iS1dfffWkMYqxBOKeBZ6HHHxI9fqZXj8BPDfeeOOkMQI0d6a5kLukI8YNBIWZMOtee+21yREol6XTiJzLUgLq3z0nbZXAMBR4SqkJnKUqVJhe4fVuUQHPbnGytFM4UDhQODCOHFA4nZYlZ7Dctk04DCl1JjykVTscjg0quiy55JKpyIFi7EryZVKSzvj9VDBAkQIFEVQgqtd5NU9/z+DJQYhTkP/TPFsr+Ky66qoJxIHncIXsR7NsBTxHw7XyncKBwoHCgR7jgGo1HGJofGp3NgGePGGZVlu1w+FYY2y0S6EpwFPCAxpoJhqmBAhMtzJMCT3ZfPPNK/VvM6lGxMyLgOs73vGOFI5iHK3gKQe1EBhmZVpsN/P9FvDssRegDKdwoFc5UJzXenVl/ndcNLYVV1wxgSZzZRPgyfHnuuuuS2En7jJHIuApKYJydUyp7kNXXnnlCV+jYQJQP3nJMrnSapXCyyTLkDJoNFN3nu5TfccznmcKRsJhlMaTgAFgyz7UTSrg2U1ulrYKBwoHCgfGiQOSDdDW8t1fE+BJq6PdtWqHk2IBs7IwFDGaNEtaI+IhLCmCcne0SKZWICuUxf+VvMuaKwCWcSjX1XVXq5g7DZX37+KLL17xynUHC2TdoXa7vmkBz3Ha6KXbwoHCgcKBbnKA5ystTlHqm2++uRHNU0o9KfTkkqXltUuSFyiUzsyqSPwss8ySMhXxsuUopF30zDPPJC9cGYw4QgFqWiRzcaumKx3f6aefnkCUKZcwwYytH+13mwp4dpujpb3CgcKBwoFx4MD999+fYiTFNN54442NgOdqq62W+tpuu+2SFtkJcRpSG5fDEdMrZ55tt902ec/WiRcxrZRXL6cg2iZv26HI39UylUiB5s0LN6q6TAHPTla7PFs4UDgwZg6Uu9Mxs3DIBsRb8iydaaaZkobWhNlWwfKbbrqp2mGHHVKYTKfEDCsW0/0nbbF9Gv9dVMCz/dUqTxYOFA4UDvQsB9S8BGZMlDxLmwBPYM1jduedd6723nvvnuVNxMDGDJ7jj/8RbCltFg4UDhQO9BcH7r777pSogGMNU2gT4MlMLBn77rvvXu2xxx59w7Bu4NaYwbNvuFUGWjhQOFA4MBlzwL0gRxtJApTtagI8OShx+tlrr72qXXfddTLm7munVsBzoJa7u5PthvTW3RGV1goHBpcDikOLu5Rx57LLLmsEPMVViindZ599qp122mmgmF/Ac6CWu0y2cKBwYHLlgFR3a6+9dsqmo05mE5qnuNJbbrml2m+//YasyTm58tq8+hQ8i84zOW/KMrd+4UB5D3tppSRkV8ZLlREJ25sATxmNpAIUmynMZJCoT8FzkJaozLVwoHCgcGBkDtAAP/WpT6VC0aqWNAGeErkLNTn00ENT1qBBogKeg7TaZa6FA4UDky0HOO585jOfSbUupaNrAjzVx1TBRV7ZnGZvsmVwy8QKeA7KSpd5Fg4UDkzWHJCS73Of+1zKviMfbBPgqfqJu9YjjzyyUqdzkKiA5yCtdplr4UDhQGMcaPpGWKaf9dZbL6Wk+/nPf94IeC633HLVnXfeWR1zzDHVhhtu2Bhve6GjAp69sAplDIUDURxo+gSPmkdpd0QOyDG7/vrrV+9973urc889d8Tnu/GAfLR33XVXdfzxxyfgHiTqe/AsZ8Mgbdcy18KBwoHhOCCf7QYbbFAttthiqQpJE/SBD3wgJWL/5je/me5bB4n6HjwHabHKXAsHCgcKB4bjgHy2X/jCF6olllgilfdqgpZZZplKWkBlwITJDBIV8Byk1S5zLRwoHGiUAzxgFW3mvKM01pRTTjnkv/rfhnrW333u+/n3+k+fi/MUMrLssstWZ555ZiPzXHrppVMVF/0pKzZIVMBzkFa7zLVwoHCgMQ68/PLL1ZprrplKdjVJkrX/6Ec/aqTLJZdcMpUSU9B60GiKV1/976tVNcWgzbvMt3AgkAPlJj6QuX3T9CuvvJJCRyRp//jHP56A1Gf1fwA2/7/1d7UuO/m7dmi5sv784Ac/aIRPTMTPP/98dcYZZ1Tve9/7GumzVzopmmevrEQZR+FA4cBkxYFXX321OuKII9K/pupdLrLIIhVt8LTTTmuEl+9///ur++67L4GnCiuDRAU8B2m1y1wLBwoHGuPAiy++WAGzxx9/PJXrUrYrmsR4cuI55ZRTortK7fPsfeCBB6qf/OQnlSTxg0QFPJtY7VFZ8Ub1pSZmU/ooHCgcaIMDL7zwQgLPJ554orFi0QsttFAlccFJJ53UxgjH/ghTLSEBeC666KJjb7CPWijg2UeLVYZaOFA40D8ccAf5rW99qzruuOOqrbbaqpFi0e95z3sq+WaFjjRBEjLQPk8//fTkCTxIVMBzkFa7zLVwoHCgcQ4I55D5x71nNC244ILJYQhoN0E066WWWqo69dRTm+iup/oo4NlTy1EGUzhQODC5cYADj+QFO+64Y/jUJIXnuHPCCSeE96UDd6yyDJ188smN9NdLnRTw7KXVKGMpHCgcmOw4wCN10003rbbffvvwuc0///zVqquumkzFTRAz8fLLL9/YHWsTc2q3jwKe7XKqPFc4UDhQODAKDiy++OKpUPS22247im939hW1PNdYY41U5aQJYiZWELupO9Ym5tRuHwU82+VUea5woHCgcGAUHOCRus0221Rbb731KL7d2Vfmm2++au21166OOuqozr44yqdpuiuttFJKDD9oVMBz0Fa8zLdwoHCgUQ7wSGWy3XLLLcP7nXfeeatPfepT1eGHHx7elw5ourInNXXH2sik2uykgGebjCqPFQ4UDhQOjIYDnGp42m6++eaj+XpH33nXu95Vffazn60OO+ywjr432odpuquttlpjd6yjHWfE9wp4RnC1tFk4UDhQOPB/HOBUs/vuu1ebbbZZOE/e+c53prAY1VWaIGC91lprVccee2wT3fVUHwU8e2o5ymAKBwoHJjcOcKr58pe/XG288cbhU3v7299ebbTRRtVXv/rV8L50AKzXXXfd6uijj26kv17qpIBnL63GOI2lJAIcJ8aXbvuHA2N4STjVfOUrX0mxntEEPDfZZJPqwAMPjO4qta+/z3zmM9WRRx7ZSH+91EkBz15ajTKWwoHCgcmOA+4FgdkGG2wQPre3ve1tKSxmv/32C+9LB/PMM08yE3/9619vpL9e6qSAZy+tRhlL4UDhQF9woBNFlAfswQcfnEAmmuaee+4UFrPPPvtEd5XaB9aEgngHpU443sjUqwKezfC59FI4UDgwoBxwLwhcFMaOpre+9a3Vl770pXTH2gTpj5n4kEMOaaK7nuqjgOdrlqP3JJye2jFlMIUDhQMdccC9oDtBd4PRNNdcc6UcunvuuWd0V6l9/X3xi19szEGpkUm12UkBzzYZVR4rHCgc6E0O9Lq4y7T5jW98o/rkJz8ZzsA555yz2mWXXVJoTBOkP8kfmnJQamJO7fZRwLNdTpXnCgcKBwoHRsEB95AnnnhiSpsXTW95y1uqPfbYIwFoE/TmN7855ezdf//9m+iup/oo4NlTy1EGUzhQODC5cYBpU+L0NddcM3xqwMx950477RTelw7e9KY3pdSDQnEGjQp4DtqK98V8e90Q1xdMLIPsEQ7QBr/3ve+laifRBMz23XffaocddojuKrU/xxxzJKBuyru3kUm12UkBzzYZVR4rHCgcKBwYDQdog6eddlr1iU98YjRf7+g7wOyAAw6otttuu46+N5qHX3nllYpgIG/v3nvvPZom+vo7BTz7evnK4AsHBp0DvW+lAGg//OEPU/WRSMpgxnmnidqhL7zwQuU+d9ddd6322muvyKn1ZNuTGXj2/ovUk7ugDKpwoHAghAP//e9/k3YGPFdZZZWQPnKjGczktW2iduizzz5bveMd70gOSk1497766qvVFFNMEcrDThqfzMCzk6mXZwsHCgcKB2I58NJLLyXt7Ec/+lEqGh1JzzzzTErULmFBE7VDn3jiiVTPk4PSWLx7gWKdWgHS3x977LHq1FNPrT74wQ9WSy21VDXNNNMMy0oaONLOlFNOGcbyAp5hrC0Nd50DxbDQdZaWBmM58J///KdStusHP/hBOHhmMPva177WSO1QgKZiDGeh0Xj3ArmTTjppory4008/ffWXv/xlgoYJOK+77rrq85//fDXTTDNVL7/8cgLEM844o3rf+9430eLR8nn+nn322elzeXcBu+LgEVTAM4Krpc3CgcKBwoGqqp566qkEMMDzYx/7WChPHn300UrtUEnam6gd+sgjj1SLLLJIClMZjXcvkFx99dWrRRddtAKkgDHfD2MUMDz//PMTONNszYkmDxB/+ctfVn/84x+r6aabLvGUyXrTTTetbrnllurqq6+ugDAnLQny8X7llVfuOu8LeHadpaXBwoHCgcKB/+XA448/ngDGAf7Rj340lC0PPfRQAqIjjjgi5ZuNpgceeKBabLHFUoIE+XQ7oRdffDE5Gd16663VhRdeOORXCR7rrLNO4t9xxx034RlACawffvjh6rzzzkufCwUC4hdccEEaE/rXv/5VLbTQQpXE/Ndff30nw2vr2QKebbGpPFQ4UDhQONA5Bxzg73//+5PD0Ec+8pHOG+jgG/fdd1/q66ijjkoFsaPpH//4R7XkkktWBx10UKrk0gn9/Oc/T6XTaIRSF84222yvuZ/885//nLR1dVDrxbaff/75ZJ695JJLkpYtFOjTn/50AsqLLrpogjZqPDfddFPSbk8++eSux9kW8OxkxcuzhQM1DpQr2LIdRuIA7WjppZdO4PnhD394pMfH9Pd77rkn9XXMMcdUG2644ZjaaufLf/3rX6tll102lVvbaqut2vnKhGc4//DSnXbaadPd5OKLL540WEkeEK1TXOydd96ZtGjadCb3yOJYmXQlwVds3P9p9j/5yU8mGsfNN9+cQoRa2+hosMM83CF4luNiLEwv3BsL98p3Cwf6jwP3339/tfzyyyez7Yc+9KHQCQCa5ZZbLmlyHGyi6fbbb09zOvTQQ5MW2Qn9/e9/T45ANEqOR08//XRyrGLKXXfdddNnQnvuvffeVLWlXi/0ueeeS2Dp3lOCBubjs846Kz3Pq7lOv/vd75LGqSC5/rpJHYJnN7subRUOFA4UDkzeHAASH/jAB6qFF154gmmSt+jrXve6ZKbMP1s/87lQi/pz9Wfz8/XPAA7vVZ6vwmLy37STwz/y760/rcJwf8vfzWEf/s8xB/D9z//8T3KIYrYVtpLDQ/L4zHtS4SKA8Kqrrkr3lczA2rj00ktTKApz64033pi0WtptJvGlkkD8+te/rnbbbbcKj3/6058mTfX73//+RBvqmmuuSfemQnhuuOGGrm62Ap5dZWdprHCgfQ4US0T7vOrXJ//2t79VK664YvIWBQw8SHmW5p9+r/+rfz7SM/7OQ7XeHlMmMFMGLbfbGkc5XLKBdpMQeI7p9MEHH6zuuuuu5CH7xje+Mc3J3/zzO5MsBx4/RyJtqTpDi5RwYeONN65WW221Cv8AZb3kmXhWYM3RiOmX+ficc85JifdPOeWUibq64oor0n1o0TxfswLl+BlpU5a/Fw4UDowfB+64444EAu483Q9GE6Dm+RoV21gfP8AzN+n5OPWMlb75zW+me09Fw/1Ok+TwwzlIyEkm4Ekb/c1vfpPMvMzHHJCYe7/73e9ONAxOReuvv34CYwXJu0lF8+wmN0tbkz0Hirg22S9xVycolpHZ0J0n8200rbDCCimMo4nC27REplWa4gYbbDDmqbmzdYfK2YnHMFBmhm2t2sKZSPrBiy++OGmkYjppoBl06wOhnQJ2AkW3a44W8BzzkpcGCgcKBwoHhubAn/70p3So0zx5wkYTj16g00Thbc48TKW0P9rdWIipV8wm5yNOPu5O3ady9qFl6iPfvT755JPps2uvvTbdjzIRc8qibX/rW9+aKDsR71seuRHpEQt4jmXFy3cLBwoH+pIDDlwUmftU+7///e+T5yvwlJM1mmhuNMG11loruqvkqAOkZQD67Gc/21Z/QNI9KYcgSeUzSWJAO1x11VUnOAeJkeVpSwDhQUyDR8DTs7RrplqkDJuC4zTW7Gl85ZVXJkDlgSxl39RTT93WGNt9qIBnu5wqzxUOFA5MFhwAnDQZWkn2MM3eoa3eoj73r9XzNX/W6jFbf5a3qxAMd4PMthIKRBMNzNyaKLx99913J0BzH8kppx2SWQiwM2eLy3QXKc2fJAZAGPhPNdVUE5r65z//mczQb3jDGxIw4q+qMcyxNNTsjMSUKz2flH2/+MUvqhlnnDEBuzhb3rxiQbtNBTy7zdHSXuFA4UBPc4A5kGNNU5Tztcr+MxKN9U6dlrXvvvs2UniblyvNz71jJ3esEti7o/zDH/6QNFDaJoCU+H0oS4DQFHefwnBorjxtabqzzDLLROz0nOQLxx57bApNERvK6xj/I0qZFfAcaTeXvxcOFA70NQdaAYkZUBykw1ry8OFCQuohJEJC6qEhrSEmwz0rZR7TLc1TFp1oUrKLJgiQoomDD9BUAq3TO1bxncAOeM4888wjDhVo0lBp88BwOPKcu1gaqTqqkVTAM5K7pe3CgcKBnuMAMAMu8qkKc4ikyy67LGlV7jxbS2hF9CscRq7ZiCoirePFO+ZaJdA4Dg0ahYDnWE0Pg7YI/Tzfstb9vHqDOXZZa8Qnzj777NVtt90WygThFLxfaZ5NgKdwGJpgdPkzTFMRhSfx4YcfnkJWBo1CwHPQmFjmWzhQONA/HODZSVNi/gMAkcSxhQMP8Hzve98b2VVqe5lllkl3fU3c6bo7dvcoTV8TZuJw5nXYQQHPDhlWHi8cKBzobw7kfKcqePD6jCTJy+VtZbaV5zWaxJKqQBJd/sw8lAxbb731koOOpOyDRgU8B23Fx3u+xc473isw8P3n+D91IGlPkSRtnNAKmqd6k9EklpQmGF3BxTyEhUiOcPzxxycHrEGjAp6DtuL9ON8CuP24aj07Zk48zI28MVUHiaSf/exnyaGG5ilhezSJJZVQQMhKNKmVKSGBrD5NmImj59Np+wU8O+VYeb5woHCgrznAicehP+eccybTYyRJxCAhOfBcYIEFIrtKbS+xxBLVCSec0EgSeknb5bSVjL0JM3E48zrsoIBnhwwrjxcOFA70NwdysvC55porpX6LJDlVjzvuuBTk3wR4SsRAE+Q4FE0y/Gy00UYpO5DMRoNGBTwHbcXLfAsHBpwDv/rVr6pNNtmkeutb35ru7SIJaCqv5c5TPc9okoiBJthEHl1ey8BTognJGQaNCngO2oqX+RYODDgH5D6VcHzuuedOKeK6R6+9nFec+Xvf+14Cz3nnnbd7XQ3T0mKLLZY0QebbaOK1TAhpqtxa9Hw6bb+AZ6ccK88XDhQO9DUHzj333GrLLbes5plnnpQ6L5Jogaeffnq685Rvtbv0WrCWiIEm2EQqwKuvvjolYz/jjDNiNd0edRgs4Nnd3VxaKxwoHOhxDvz0pz9NycXf/va3V5xeIonJ9sc//nHSzuoluKL6lIihqVSAQn4222yzVJ2mCU03imejbbeA52g5N17f61EpbLzYUfotHOiUAw579SCBmVR9kcRZSC1JgAaso2mRRRZJYN1ENqPLL788mb8JI01outG867T9Ap6dcqw8XzhQONDXHGBm3HHHHZMZ9YYbbgidyzHHHFNJlEDzZCaOJlmMzjrrrEayGV166aXJ/M0Mvuiii0ZPrefaL+DZc0vSSwMqam4vrUYZS3c4AMh22WWX6l3velcqqBxJUuX9+te/TqEqaktGkyxGEjO85z3vie6qEi+71VZbpeLTNN5Bo3EHz3I8D9qWK/MtHBhfDnCo2X333ZP3q3CLSJJdCMgAT9690QQ0abpNxJT+5je/SeAp9KeJ1IPRvOu0/XEHz+EGXEC10+5cEtMAACAASURBVKUszxcOFA60wwGhI1/+8per+eabr7ruuuva+cqonzn44IMr6QBpu5IyRJMUgOeff34jMaWSTXC88rMJsJ6Idz0AED0LntGbrLRfOFA4MJgcED6yzz77JIC59tprQ5lwwAEHVEI6gKd0gB1ThyABxJiJm4gp1c+2226bNOsmEkB0zLvgLxTwDGZwab5woHCgtzggfd1+++2XtCXAFkn77rtvckoCnqq4RNP8889fMac2ERZDw+W1TLN2fzxe1KF80bVhDgh4jhd7u7ZOpaHCgcKBLnEAmMmMM9tss1VXXXVVl1oduhnmYdVHgKf6odFEA+QF24Rn73nnnVftsMMO1RVXXNEIWHefd2PDhQEBz+6zvbRYOFA40J8c4GG78cYbJzAT6B9JHJPUDAWes88+e2RXqW33uOIvm3BO4pgEPGnvTYB1OPM67KCAZ4cMK48XDhQO9DcHaEpbbLFFuoP0eyQJibn99tsTeNJ0o8ldJ226CeckITE77bRTcrpqAqyjeddp+wU8h+HY2BT6TpehPF84MLgcOProo6tTTz01MWCKKaZo699Ynv3LX/5SvfzyyymRAC0tkmhmf/vb3xJ4zjrrrJFdpbbdPXKCUug7mmQWAp6yNI3KGSp6gMHtF/AMZvDEzRdIbpTdpbO+4MD++++fynY1TQL7ObtEEm/U++67L8V5vvGNb4zsKrUtaxKzdBP3q9Ic7rrrrim5fhPOUOHM67CDAp4dMqw8XjjQGAcGRNbikfqd73wnsfX444+vxCq++uqr1X//+98JP4f7PT9X/3s7n33lK19J9Tx/+9vfhi6nJAIPPfRQ0jxnnnnm0L40zstWsvsm7lfl0N1tt91STdQ55pgjfG691kEBz15bkRHHMyAn6oh86LcHyroNt2I8UiUuoAkKf3j9618fvrjqXrqD5JkaSRKnP/bYY0nzfMMb3hDZVWpb8nk1SpswEf/oRz9KmZo4RDXRXzjzOuyggGeHDCuPFw4UDnSXA3vssUe68/zgBz9YCX9oglQdcS8owD+SePU+9dRTSfNsQiiQP/eWW26pZplllshppbZVirF2t956ayP9hU+oww4KeHbIsPJ44UDhQHc5wCMVuCy//PKpQkcTxFmI2VZCgUjaYIMNqv/85z9pfjPOOGNkV6ltXq/ArAktlza95557VnfccUcj/YUzr8MOCnh2yLDyeOFA4UB3OaA8mDJhH/rQh6pzzjmnu40P05p7VSbOiy66KLS/z33uc9Urr7ySzLYzzDBDaF8aJxAAsya0XNYCJnfexE0IBuHM67CDAp4dMqw8XjhQONBdDkjxxnPzIx/5SCqs3ARJYyesQ1LzSPr0pz+dQm+A5/TTTx/ZVWpbfOdf//rXRoD65JNPrvbee+/q73//eyNzC2dehx0U8OyQYeXxwoHCge5yYOutt041KFdYYYXq7LPP7m7jw7QmE49UdhdccEFof+uss0417bTTJvD0M5rEW95zzz3VdNNNF91VddJJJ1U8pe+9995G5hY+oQ47KODZIcPK44UDhQPd5YBsP1K9rbjiitVZZ53V3caHaU08pNqXKoNE0hprrJFMqO48p5566siuUtucoIDZNNNME96X8CIhPw8++GA11VRThffXax0U8Oy1FSnjGSwODGAES+uUN9100+qXv/xl9bGPfaw688wzG1l/951CYxRyjqRPfOITKTkCzbMJgJGs4IEHHmikL9VpJLh4+OGHqymnnDKSjT3ZdgHPnlyWMqjCgcHhwEYbbZTMpyuvvHJyHGqChHS8733vS6AdSeYkgQDN83Wve11kV6ltmYWaAjNZoYDnv/71r/B59WIHBTx7cVXKmAoHBogDwjmEjKyyyiqVwPsmiGPNkksuWf3iF78I7Y4pmgcs8OQ4FE2AuikwO+GEE6qvfvWr1SOPPBI9rZ5sv4BnTy5LGVThwOBwQDiHNHkf//jHU+B9E+RucJlllglPyvDhD384hcQAz2iSopDDUFNgdtxxx1WHHXZYuvMcRBoH8BzAS55B3Fllzn3PAYeiAxK502J2rP/Mv4/0eetzrW2pqiKw3/2gu8EmiIa23HLLJUelSBK7KiTm9NNPj+wmtf3iiy+m3LZNgJn8wd/4xjeqo446KiW+H0QaB/AcRDaXORcO9B8H5CzlxEOjaYJWW221RkDGwe9usImMRvoQEpNLrkXy8dlnn00exLxtowkPjznmmJTIX2hMU9RLqlcBz6ZWvfRTONBnHJAj9aMf/Whjo1599dWr0047Lbw/tTyZN6PjSgEMzXOBBRaoJBSIpieeeKJafPHFGwEzczvyyCOrb3/72ynD0CBSAc9BXPUy5z7mQHOy95///OekeXJ0YZqjgUo1l/+1/n+oz4d6pvWzAw88sLr99turtdZaqxGQeeGFF1IO2OjQGABD81xooYVSQoFoevTRR6sPfOADKcNQNFnDI444ojrllFNSOsBBpAKeg7jqZc6FA21wQJ1GoRaC+yPv0dZcc83q+uuvr9Zdd93qu9/9bhsjG9sjzJvuBqO9e4Gne1UVXHK90rGNfNLfFqJCmyaIRBPw5CzEEeq2226L7q4n2y/g2ZPLUgZVODD+HLj55puTB6ycrJH3aLLw/O53v6vkgRV4H01PP/10cuKJdlACnsqsMaWKiWyLxmBYYB1YddVVq7/85S9tdTWWh4DnoYcemnISM+8PIhXwHMRVL3MuHGiDAzfddFMCGOWtIu+13HXecMMNlZAVsYOvoTEAylDTfPzxxyuJ4Wm8zI5RBDyXXXbZFE865Ly63LEE7UzfzO3RBDwPPvjgVAWHhWIsxNz/OhmKhoiDxUN95RjZXspk9H/g2eXdORZOlu8WDhQO9AQHABpgm3XWWUPvtXjZ3njjjZVkCccee2z43N0N8kqVtD3yLtKhT/NceumlJ4T8RE7urrvuqtZbb73q97//fWQ3qW2AJ0HC+eefP6b+/vGPf1Rf//rX0z7zr5XE/5oTkuZQBqollljiNc89//zz1W677ZbGI5ew8CdWk0gqmmfmbpEfIvdZabsPOXDdddclTUa+VGErUUS7peVK0yduMJr++c9/Vophf+pTn0reolEEPGme/jUhFLh73HjjjZMWH03Ak6OXkm6j7e+pp55KApP7bkW1gV+dFAmQ/k+sMcC8+OKLq913373aZ599qq222mrCo9rZdtttK0IRs78kEYoNfPazn02J66OogGcUZ0u7hQN9zoFrrrkmaWfSy43VNDcpVrinoy1JEH/44YeHc43zk7y2w5qJuzQC4Mn7lcctTSiamGuBCqEnmoDnfvvtlzJDjaY/3z/ooIMm3AUrqr3LLrtMGLb9YO8xrdfvizfZZJMkyOmTI9u///3vtI5iTY1lnnnmSW0AWake8QMAR1Dz4Fk0vIh1LG0WDnSdA1deeWXSzqSXoxlGEfMa56TNN9+8+trXvhbVzYR277///uTE8/nPfz5lyYki4CkFIA9YYR3RBHB22mmn6qqrroruqhIrS6vT19VXX91Rf757ySWXpELanLfEp9ImjR299NJLSRPljESTZP3IREDgJa2Aulqi/k/4wuN6UYHHHnssWTJopcrOzTTTTB2NsZ2HmwfPdkZVnikcKBwYdw5cccUVyQN23nnnTaa1KHIY/uEPf0haAieUaHLPxonnC1/4QqhGmMFTogn3etHEYxnoXH755dFdJfAEePaFfdIucQCy1ky0e+21V7JoECwA8Q477JCaefLJJ6vFFlsseUQD2XpCfaZp+YL9Y9bFW6kdWzVXbRDGfnf976prrr2mUkWn21TAs9scLe0VDkwmHGAGYxKTIadT7aITFqy00krVn/70p3Rv5R4tmngOM6dGm4mZJmmehANhHdHEzM6Ueumll0Z3lcATYNF27ZN2CHAKp9lwww2rzTbbrFp//fWTt7MxH3DAAdV2222XmjnvvPOqLbfcMpnWL7rooonAk8lWpRr38MrJMeuKb6WF7rjjjhOGwaMaeLKeRFk0Cni2s+rlmb7gQCM3Ao100hvsJvU74N75znemHKY0gPq/HDYw0ueey8+Ymd/zd/2kAQrs5+zCdFd/tv7d1n5G+38ZeKTNe//735+ALfeRE9ZrNye799lo/5mrezxa7he/+MUJ/XSjbW3Ux+n3a6+9Njlc8Tit9xFRCg147rHHHhXAZmpv5ZEMTvn+Me9mRboBpwQVzOVCoOwrd5/+bbPNNulReYC1vdRSS6Vi5fXxE7IIW74LPD/5yU8mRyH3mky5mYAngCb00VJ/9rOfdf2lKuDZdZaWBgsHJg8OqLHJGzKDXQaroQCtDkD1mLxJPZvbozmoCDL77LMnLYEpTuYadSmnm266Ccycdtppk6YhLy2TqEPTPddzzz2XQk947dJucmxg/r31/w5UHpw8bnlx1r+j3fz8aH6vf8e9W05dx2yokou/158xOfevwM483P36+4wzzpgAifmR8OLOrj4uWm29LfzjRIOn+KNeaf67n9ryk5ACeJhEM+Dl9a3/v/6Z383lP//5z0RVdZi/67VDJdOYZZZZ0jh33XXXinNPJvNgmnXHKTxoqqmmSs8Beybtuub5ve99L2m1rAPqrdbBMyfumHnmmVNFHNcKxlYHX336DHgSKOwn96fdpgKe3ebo5N7eAGlek/tSjjS/E088McXyfeYzn0lmMQd4PrTrOW6H+6zdPLgOSgdxPXRE/llp9MSYjkS0kUUXXbTtYtPCRg455JBkJnRoRxHNiGlY/KJ+aFxRBJwIEMMV+M7AyxkHiALrOhgbVx3U6wKHdeTUYz3ymlofXrA8l83N5wBftRrtMKuKy8wknEXoCEEAeM4wwwzJvAwo3VmyAqjSIg+w8CFAK7XhueeeO9G6igcWF0zg8Lw9AyitJ1NvJp/hvTtZ4wSy3aYCnt3maGmvcGAy4YD7x5z4u64Bdnt6PCWllGOqE2IQTcJGmBo5qETGATr4HejR/eBXBk93rPqNJiC88847pztMd5QjEc2QiXZSJAcwMy3LABO++Nif/vSnE4EnpyjpHCX1t4YsEeI65dllGs9EIwaewNa9LDNyt6mAZ7c5WtorHOgnDkzCksCRQ3Fqpr5I8PzIRz4ypMdkFBt5d4ondR9J642is88+OzlBucflmRpJNENam4xGACeagCehAHBJ0TcSMc27y3zooYcmVOihvd55553JlMsMK7TEnqPhMrUyc5955pkpY1Cmyy67LGmw2btWGAtzNSBl8s9kXNozTsKE9rtNBTy7zdHSXuHAZMIBptof/vCH4eDJoUMIQqvHZBQb3bGpRUnLpe1G0Y9//OMEMDQ0MY2RxEEGeBJEAE40uWPdfvvtU5ICQsJoCGhy8hGHSZvMBcMBHjOsCjvuprPJlSkZuNJMefi6C3UvDyRV5KkXFaBtMpe799RWhNNUAc/RrHr5TuHAAHCAdO8gBmyRmifPV9ptq8dkFIuFjbgvE2fIsSWKaO3a909fkQTEOEDR2GTWiSbg6c4YAI4FrIEh0ONcVE8kASiZZJ955pmk2br7xk9xrEDV3zLxuAWo9itBRYJ8Xr3uQ3nwRu3dAp7Ru6y0XzjQpxxwUNEqgCdP1yjiGMJ81+oxGdUfTYTTULSmm0MumrjL5SADPGVrOv3006NYN6Fd4AmYJGQfC1jjkdAaVWd4CNeJd6/YTUkfpOKjPaqL6l6Xt24mzkonn3xyihHWhvtfmj5Q5VkcRQU8ozhb2i0c6HMO0JiEA/CGjARP93QqgtAIJfSOpuy8Eq3p0pDcdUZruPglbGeRRRZJnqiRZdby2riv3HrrrZOXLY0wisSTSqeoP3GjwmGGI05CvLYBqHCdCFNtve8CnlGr3s/tlnCUfl69ro2dowutIBo8eVVKXNDqMdm1ibQ0JLQih+EAgCgSIgGg63lbo/oCHLxV11pzzeq7J50U1c2EdoEZT2IhL02AdfiERtFBAc9RMK18pXBgEDjA2YUzhzCSSM1TMLyUee686oH1UTzO92zRmi5nF3Gy9bytUXPK4NnqOBPVH/AUGuI+UazmIFIBz0Fc9TLnwoE2OMAhhDejfKKR4OkO6+67705J2qXqiyaaIJMqr1vemFEkew5tOto8bPxqlEoUwTPV/WE0AU9xlO4UR1sTtd8NXAU8o3dZab9woA84kDPKMMNlYtIUEgA8p5lmmrBZLL300qkeo3ynyoRFE2cSWW6AmzCHKMohMRxZxHtGkrhGidTXW2+9RgpvcxSSyEBKRSbwQaQCnoO46mXOfckB3ofMm0PlJK3nn63nmW3NOTvcdzla8GSkveSk4mI8gVo0eEoALrzAISwAPpp4Ebun43Erd28UZa9eptvIu1Xjl4RAGS/zIRREE/BkJeCYwzw9iFTAcxBXvcy5LzmQK0o0OXjxdbfcckuo5ikfK/AW7xeRg7SVX5IjnHbaaSldHE0tirJjUvTdqvHL3CPfK01a9qRoAp6AmgesmNlBpAKeg7jqZc59yQFFhJXQkoBbknFhCVz3hQtw6c9Ju+u/T+pvwz2XPxc+Qgv985//HAqekoLLkcqUus4664SvjRAc4RW8YSW9jyJxpLT5JryIJWgHnpx4mqgdygrCxK46SxOabtQajaXdAp5j4V75buFAgxyQcmzVVVftLGPNGLwymOVuuummVKg68s7ToS+Wjym1njkmirVCcAT2AzaB9FEk4w1PVJog55pIyuApfISZOJqAp0LpKrm42x1EKuA5iKte5tyXHMjlmJoIuscgZjn1E2meMrxEkbs6hZKZUuUjjSZZa9QBlZVGYvEoyuZheXQ510QS/tHgZf2JLLOW5wA8ae2clNztDiIV8BzEVS9z7ksO5HJM0WnlMnPcBwJOmmckeDqAaU4KYNOso0kycsWRo8FanlVOV+4E5VqNJJq7wt6Stdsf0QQ85Y7VZxOabvR8RtN+Ac/RcK18p3Agc2AMZtFOmaj0Ek2JZiEGM5p4vkqQ8Mc//jEUPHn4cnihDa688srR00phI3L2RoN1BukmQnDcGXO8YpKOLLOWF+e5555LJm/ZocSx/i81+DKE75KROyjgOTKPyhOFAz3BgWuuuSY51DCTuduKJprFHXfcUXFUitQ8pZUTakEbVBUkmoSN/OxnP6uUDFtppZXCusv9RHv1msC9995bCfnZbbfdGikoDjztRRVxIguKhy1OFxou4NkFJpYmCgea4MBVV12VpP3ozDh5Lg5HOWejwVNCc0H+ijirRxlNks9LeH/WWWdVK664Ylh3PF9/8YtfNBK/KtRHsgkxrIp8RxPw5Nz1sY99LLxWafRcRtt+Ac/Rcq58r3CgYQ5cccUVKQ4yOjNOnhYTsSQJwLNeAqrb01ZKS3q5c889t1p++eW73fxr2sugRvtUiDvK2MhJSG7gJuJXJZmQ5lD2JA5R0QQ8OXd94hOfCC0oHj2PsbRfwHMs3CvfLRxokAOXXXZZysAjo8v6668f3rPD0V0aj9tI8FxooYUqic1pae7QoknYyC9/+cvqvPPOq5RDiyLeynIDy6MrYXskEXIk2Jf0von78GeffTYBJwGLqXgQqYDnIK56mXNfcuDSSy9NGXGig/szc3i+cuQRXxoJngsuuGClmDMtzb1dNGWNEIDS1qKIoEPgEeu59tprR3WT2gWe5qJWaXQqQP0BT/vDvTgnpUGkAp6DuOplzn3JgYsvvjhldWlCk8Egnq/MqdHgucACC1T//ve/qwsvvDCFPkSTsJGLLroovD/AcuWVV1annnpqtcYaa4ROS1UamqfsQptvvnloXxk87Q8WEOExg0gFPAdx1cuc+5IDDnwHfxOHMQZxBqERAs96tZVuM2/++eevHn/88eqSSy5JQffRRAAhiPgnQUMUMWkKL4qOJzV+BQOYvDmTRWcz0t8zzzyTPJXl0o2uGBO1PmNtt4DnWDlYvl840BAHLrjggnRYRccn5umssMIK1ZNPPplS9EWC57vf/e7qiSeeSOXPhK1Ek7Ry+oruT+5hWaGaWC9e0e5vZTOKLLOW1wZ48lSm5W611VbRS9aT7Rfw7MllKYMqHHgtB371q19Vm2yySXXmmWcmrTCaxPC52wIAkeA533zzJZDmTcx5KJryXSSTqtysUSSJP09leXT9HkmS+C+33HKpzFoTNVGBp7Ai6QCbMBNH8m60bRfwHC3nyvcKBxrmwPnnn19tttlmjcVD0mSUnooGz3nnnbd66qmnKkkgmHCjKd9FRvdHM1MLNToZA37deeedKcxHQgaadTQ9/fTTKcxnhx12aMRMHD2f0bRfwLNdrkUFg7Xbf3lu4DkgtIKUL8CflhFNvDeVJ7vhhhtCNU9lrRzG7gdpodEkbOTqq6+urr/++gpwRxHN/fbbbw9PxmD8MkHpjyd2EzVRrZf+lHdTfWcQaWLwLAAxiHugzLlPOHDOOeek+yXmW9lkoknYyKuvvprAc8oppwzr7p3vfGdyQKHhqlMaTcJGrr322vD+OPC4i2wicxKQpgnyxG6iJirwZJlQ4Uc86yBS0TwHcdXLnPuSAzLiiOHjdav8VDTpw12nai6R4Pn2t7+9krFGMoa3ve1t0dNKaeVone4j55577rD+JGqXNi9nMgrrqKqShgs8lVlroiYq8BQaI6+t2ONBpAKeg7jqkXMu1osw7srFKnuMZAkqkUSTsBFFsKPBc5555qmUuFL6bK655oqeVkorR5tWbm3OOecM6y/XKW3CzH7bbbclB57TTz89Zf6JJnfUrB/KkanrOYhUwHMQV73MuS85wMtWQHq0l2hmjrCR6aefPmlpkZonbZNjEueaN7/5zeFrA1yE3yi39qY3vSmsv5zwvom0g7feemsCzyY8ezEMeNKsxZVGpx4MW6AxNlzAc4wMLF8vHGiKA7w2eTe6rxMbGU3CRmaaaabkyBMJnkynL7zwQkV7mn322aOnlcJGmGw52cw666xh/eW0g03cURMExOU2VdYNeDLrH3300Sm/7SBSAc++W/ViF+27JevSgH/4wx9WO++8c7ijSx6utHlvfOMbE3hOMcUUXZrFa5t561vfWr344osp3EJ/0SQzDhMxZ56ZZ545rLscvyq5BS0tkmjtQmOacE7KmieztNAYZvBBpAKeg7jqZc59yYHvf//7KTQg2tElM8fhTxOMBk/3nC+99FJKMfeGN7whfG1y/KVk6q9//evD+suOUE3k7L3llltSIfGmyrpJauFOXLm1Ju5YwxZpDA0X8BwD88pXCwea5ABnEOWfHJRvectbwrsWf+kOkpk4UvPktCOeVE3KGWecMXxezJvMnMqtTTfddGH9ZY06OoeuCXB+knWqiftV/UmnCDy/853vpOoqkxW1adwr4DlZrXqZzOTMgVNOOaXac889U1jCbLPNFj5VmhMAkIknEjwJAq+88ko4mGWG5eQFDz74YDX11FOH8ZHg8d///rcR72hmaObo6DJrmVmq4Cy++OIprvTjH/94GA97ueECnr28OmVsPc8Bd3WcJzK41EGmk9/beZbmuf/++1fymM4yyyzhvOHIA0Bl44kETx6vkjFEg1lmmOxM7leVW4uelz6FFkUnvFf5hgbYFHgqXu4eV61SpckGkQp4DuKqB8+5TatH8CiaaT4XqG6mt//tpSnzJnMq0y3NM5LmmGOO1Hw0mOU5yIxDAInsj8ZJowbO9oiwlUgSi6tmaFMFxfFOBipJGWi8vUJNnj0FPHtl1cs4+pIDuUD1pAaviodD1IF67733pgB9mtZo6YEHHkjJC6KJ2VFIDM0zkpoET+ZhCdQ5Cz300ENhmqd+CB9TTTVVqhu68MILR7Iw3UtLO9iEZ6+J4J0MQ2rLclTqDWoSOquqgGdvrHp/j+LVqnp1iqqKC2boXfbkAtUkcLlMc6gFcMz/6uW8ACjnmAye9efMcrj/+5uk8IDskUceCY27zNxmThWuctVVV4UtAC9b3rZ4FAlmeQL6k8ZO2jxCSJTZ1hqblzvV3/zmN+HgKXGGajFNePbiJd7Z764SeC8PIo0PeDYrIAziupY5N8QBh5WqErRJCc4jSRq0yy+/vHLfFE1Zc6IxXXbZZWHdScsnPR+QiQSzPAF31MDz/vvvTw5KUeAJpDlbTTvttCkXcXSdUmvEwtFU3mO8c3csfIr3cj/SWGFofMCzHzldxlw4MAQHmMk22mijisMGEIgiGqvDkYbhvima8uEvh+4ll1xcRdkVOFspCyZkhEk7Cswyv6QBlMaOlkv7jOoPSHO4kt6QgBVZdNvc8vUBLZcXbDS5dyeESNzh5yBSAc9BXPUy565xQOq1TTbZJBw8aYLAM5ttuzaBYRoCMoQBKdgc/lEk5IFpeIYZZkiOUFFglsevegszI9O3e8+o/qQblLNX3CoBS6q+SMoWkCZiSs0D73IuXaE/g0gFPAdx1cucu8YBQenuImmekeW03KEx28r28/DDD3dt/MM19OyzzyYztMoZwh+iiBbNNCzTz9133x0GZnn8SmlJJvDoo4+mjEZR4JmFD7mBecASECLJGm266abVJZdckpIXRJPUhhyF5FtuojB79HxG034Bz9FwrXyncOD/OCAdmgLV0eDJDPi5z30uVThhcowmIMOcyinkvPPOC+tObKfDXo5Z4SNRYJYnIK2c0IrHH388tD8arsLe0g0Cz/nnnz+Mhxq2RoS4psrViZMlhEhEL/RnEKmA5yCueplz1zhw9tlnV1/60pcSeEYWVmYGZLa98cYbUzKBaJJ+zYHPJKeYcxS551xiiSWSl7IqJ9HgaV7A011rZH9Zc5fMgmk/ugpOLpT+29/+Njwhg70gy5XkCGrMErAGkQp4DuKqlzl3jQMkb2XCosGTVyrNUz+8UqPJXaR7OveD5hhFTKfiBaUbVJIsGjzNS0myZ555JrQ/7UswoeQZk6ok+5FkjQhxvG6jEzKYh9zAMhqp4rLMMstETq1n2y7g2bNLUwbWDxxQfHiXXXapbr75TBT7VQAAIABJREFU5hSaEEXMgDTPP/7xjynMIpqEw7iLpF2YYxTRYGi3YkqV1YoGT3edcrHm4ttR/WWzt6o0559/fjKBR9IZZ5xR7bjjjimUKTohg3lYK9VUaLzuxTslDnD+4f9I+YV5miPPRq1Xp+NP43l1LKlORtNj+U7hwGTEgR/84AfV7rvvnjTCSPCkydA8Vc8QYxdN7lXdRTogBcJHUa5DKZWduUUfjrxszUkoTmR/zMK0TUIBpzJaaCTlcnVXXHFFeEypeUhELx2gO/9Oa5VyfpNURFYkcbAcnVgfhlp7ZvbvnXRS9c9//St5f2+55ZZDZtcCYwRY3sbaISCpNxpJPQaeYw1bjWRVabtw4LUckJ7sy1/+cnpxZZSJIpoM8GQuE58YTUzD4gUdkKq5RBFNmnZL8FCnNBo8CQWrrbZaSpWo76j+OCa555TikDNPNHjmijvigKNjSu0F+32ttdZKc3Nn3S7x0hXaxeEo623WAPi3ljZjJQCstHfaLcCV7pCfQatnO6cswKptpnmmcnv3m9/8ZrtD6/i5HgPPjsdfvlA4MK4cUFXiK1/5SjpM5DKNIofxeuutl+7pxENGE0ceGsU666yTyk5F0U033ZQ0QYch7T0KzPL4OVutvvrq6b/WLKo/3rzCU+yJn//85+HZp0466aRq7733TqkUo2NK8c662RtM0p0kZaBtAk7fZU057LDD0p06UPQzJ1x47LHHUmjWlFNOmYCVYCq2VApC4T+8in0H5WpDat1ut9126TN1Rg855JDq61//evX5z38+ZPsW8Axha2l0UDjgJT3ggAPCwdNhvP766ycPUYdINAFo0r7D6lvf+lZYd+JWaTBKn/EkjgKzPAH3xTQSuXQBQFR/2eGKB/Y555yTwlYiyRrtt99+qQJOdFiMeUhH+clPfjJpeGMxj+brAVooz10Oan7HM3e4hNO6RkqAJGQR6Dxrz/gMoLIkZOIjsOuuuybTMKClvXabQsGzGGG7vVylvV7jALPQV7/61WRydG/3/6m7u99hDDzFQkomEE28YIUgMBUff/zxYd3RlBzCzJpiWKPALE+ARg2sOakAgKj+aE7MpzRqQEA4iKQTTjihOvDAAxsDT2v16U9/OoXhjCUpQ+aTmFGACARZWWQvollyhKoLA7n0mlzBwnK+9rWvVd/4xjeqvfbaK4FlnQ4++ODquOOOq/glRBTsDgXPyM0ylra7e6yNZSTlu/3OAcDiBWYCnBg8uzszhwwJG3ACtmhiWlO6a4MNNqiOOeaYsO5yQnPONbSEKDDLE6C1MxnKpRsJ1u7rHPBAk0dqZN5jczv22GOTmZImHx0Woz9rxfvbXaP8x6MhjkM0Vxqmn7lgOIAkUDHVAs96jGy2VIgLvvXWW5NlxFiOOOKIdN9ZJxahE088sdp2222TYNFtmqzAs4Bit7dHaW8kDji0gOcXv/jFJDW7o/GPWbD+M3/e+ll+bqTP3Q+5v+EtSpKeVB/d6JuGq1qGpPdHHnnkSGwY9d8lMgfQUgGeeeaZaV45JKH+c7SfG1j9u8zRNCa5dJk46+XiRj2JIb6YQ3142+6xxx7Jcah1b4y05p08zwJCAyOMCIup7yvtdJvkWGaVcM/KJF2fi1qzYk3FuA5H9rPUfkCP8xaTLRCmbQq3cU9Jawee9TCfbKnQNuc5qQEJlEcffXSqblSnfffdN919EpbcCXebJivw7DZzSnuFAyNx4Kijjkqg5kV3UDoIhqrJmWPV8t8lDJe6Lcds5r/Xv+v3+udMtwDF9+rP0aKYIbn1t37f/4UDOJSk+JNsYahnhvvM/FsP4qEOfeMaThCYlBDBRAeojZ9zjXaGA8oMphkMJvXccH8T3+nQFaqiPfwF3BxN/MQjTiw5eQOtBW+AEi9PqeiAhe8CAJqQz3gMMwM73GUXEsOoHyBNo6JluatDzJycsWhYnnEvKj1h3hu+m3/30/+NQTvWOn/mp39iZfM9uHl7zh7xPbwF5HUgNk/VXni+0u7wPQsRrXzL/5fhirOVcXjWnaI+/d++1169fi2BUian4YgQKMQLz1hVzB+YLrXUUumOEhDS2sUY1z2VheIQfiTVEOaE98ZBcGh1DOIF787U8xH39gU8Rzody98LBybBgcMPPzwdUNklPgNePkhawTT/H5g5CDPgtYJrazv+f9BBByVpXi7dOtgxYeXE6oZa79PvDvs55pgjufA7aIdqu35Ya8OzpHkmM3et+aCu/xzqkJ/Uc62AkA9+pj8H5aGHHpoO/Nxu/Wf+PQPHpJ4Z6nv5M+ZUVU6YUYV1AEH8qJuLASwQBehAAfnMIY/XABEBYDG3PstF0HlDA1UatRhIggsvUutG0zV+XrjWBAB5TuWasZh1gSOwAc48l3mntlJeF3xA5gwQs2BT36+te9bf8MP88/qwfgA2oGX89nK9DZo2S8xIRIAAeuJiXUu4BhGrufHGGyce6aNeJ9c9J42XA9Att9yS7uVZE9z5+rxONH6hZDIv7b///iMNpeO/F/DsmGXlC4UD/58DDnwxke5WoskhIB6SRB1NKrdsuOGG6d7T3VEU5Zys/1s39JLwO0/CQ9ZcmAcj71iZCgEZc3RkAg1r404PgKy55pqhcbl5H9AsCVfdCI3Boz333DNpkfaDu2h3mUATSNfBM9ctJQwCT1cL1pRmaV3rJPOXeqME29a/dWM/F/DsBhdLGwPLAZ62tBkSeDQxIZLGSdTRJIQAeAoHcHcURTknq3AHWlgkmJkDJxPxg0yNtJjI/ghU7vKYIyMTaJiXMBUAEnW/17r+9j1P1m6ExjB9u/eWIxevmPIlXmBOBp71MJ+LLroo7Utmb56+QPe0005LnrrrrrvuRMPkiKS94m0b9faWdgsHxsABEr+XnRQeTcy1TH4k6miiTTMFusuL1HSZ5XbaaacJRbcjwQzP3JPxEnUwR2u6wIXpltNLZAIN8+K4Q9OlsX3729+O3h7JDEqj4+k61ooxCnkTDAkA2WPWXSVApJXmpA/MwjIpSUpCWCUESUy//fbbp3tRZvh8d8scjBdM7MbYd3Ge4StYOigcGIID7mfcdWTnBndX7hjzPy+Y34f6vJ3PfFcb/pHA3RFxGoqmLbbYInkxkqijiSMT8JTKjmNHFNEatM9RhCYRDZ5ysrrDZUaN1nQ5k5kT8IwMY7I2NDDAQjBo4gphn332SeDWSWiMu1n7yj2r2E33yaw2LCn+L1YzE0cqqfmYZ5lyc2gRr3YOUUzhmVgQOHwBWvvI+8hDnKcts21UybRito06FUq748YBeWCBDIeMJgioufuMps022yxpaO4+o0kyAeDJDLjzzjuHdUfDoNky2Un1Fg2estAATw5KNJ5IIlC5o3OAR4OnBAHAg/NNE1cIGazdT7ZbMYamr3wfZzSJ4AmB+ANEjT87YuU14XxFI+WYJQWfvWjdaLx1BytgyZRLw2Si5RBGeHYv2xr72c31LuDZTW6WtnqCAzz3SKfdAk+ektnLU8iBf9l704SjgrBbmckDkRS99dZbh/NZ8nngydHCgRdFTIzMcJxFJBmPJsksAAwnFIdsJElaILTCgc77NJIAEQ3XmjVxhZDBWqhJ3aFnUnP0DvFEBoY0R4XCJUPIHs1DfVfYj+9431h6mF+His3NYTkyCdFggSkP9EhhrIBn5I4ubY8LB9xBAk9eomLNsgu9wUwqxnGov/vMPWNOQl2fkBcbcLrziXSqyX06GCXOpulGE/d/BxCgMccoymnlePW6H4wmuVDxURYeWW0iyf6jmdEIOShFEmsE5yumTuFT0ZTBGj+j8/Z2MhcA3VTdzwKenaxMebYvOCB2EngKto5Oks2k6WCMdKrJTAdkHHgckNEkawuQkWGIo1IUSf3H5C2XKeePaOJIYk4EInU2I4lGLfaSydHdXSSxRrgbbOoKwR0jT2LzG0uMaiRPotsu4BnN4dJ+4xzI4CkrTHSeTyZN2YXG7FTTRm5JQeQceBz+0STDDs1z8803T6kHo0h6NpqSkBiHcTRxcGH+lrQ92kxMoFJwG3hGeHvWeQU0lT4DopzYoolAJeE9M3hrbc3ovnul/QKevbISgzyONoCjE/Yo3yXoXhB8u84MnbRff5YEDqAjnWpyfzwp11577RQTF01StwFPJttIsM7B9qpq1D0oo+bHqYQTycILLxxuJiZQCeDnUSydXCSxRjBD24+RSS3yHAhUNHcOWNEJICL5Npa2C3iOhXvluz3JAd58wFPcVz0vZsRgSfoOYrFm0SRuDYC2piGL6FdVFeDpbisSrHOwPXM0h5doktAc0NgfzJyRRKBi/ub5Oakk6d0YAxM772Hr1cT9OwFEGI7Qn+gEEN3gT0QbBTwjuFraHFcOZPCUOqxdT8DRDphZUzaUbbbZZrRNtP09GVQAWUSqsdZBKLoNPHfbbbdQsM7B9goe80qNJgKVkJ/FF188JXqPJE48kk2Iv8y5b6P6cx8u7EMCjSbu3+0N2X6YpaMTQETxbKztFvAcKwfL93uOAxJYq1xBy4j2BHQQCx9pwgOWyZbWJN4tmpgbHZDc/iPBOmfGcZfrbjCamPKZHAXTR5uJWSUkBhDLGg2eLBLu+JmKm0jfyPohOYGMTdFhONF7YrTtF/AcLefK99rmAOlb+Ejdhbxeq1FDQ9VwHOrzdj5z58kBxf2WoOpI4nyir8hg7Dz+NdZYI3m+Sv4dTXLAmhvNUL9RlCtfNJXQnAc2QSfnUY2al3ZZJTivAU8xjZHEpE+rpnU2kb6RQCWGVSag6DCcSL6Npe0CnmPhXvluWxzIbu1tPdzFh5rwBGRGVQaKlhZNtDOmQD+jyaFI65RiLjLcx0HPXLvWWmtVJ598cvS0Uj7bLbfcMiVlkPknkggf6qfKOateZSSxShAW3Xc2kb4x90fIymE4Xfb7i2RXV9ou4NkVNpZGJsWB7NaeiyW3PitxQTvUznO5FqH2/vCHP6RCw5Ek1ZuDRBhJNMmeIrPLKqusEt1VKvfEpCoOMzLcR6iPyhfuc+VKjSb5bO3HD33oQ0PWvexm/wQrmW/MS3HqSGIdEMPK05awGk25P+b9aE/i6LmMtv0CnqPlXPle2xxgvuLWznFi9dVXT1l+MrUC4lj+77tSkznwURNu9Co7uP+JvBfMvOKRShsU1hFNHEGAp8ogkR7LHK0kR8A/JbWiiUeqPiVlEEISSfYFgVGC8nYKQ49lLKwfN910U4rxbCJ9IwcvCRI4lkV7Eo+FL5HfHTfwHDQVP3IRe71tTi7c2jmEeMkjSd5Z/Tkkm3Cjl5tTHGQTTjxAU9YaBYCjCe9Uzjj++ONDPZZzcH9T1UB+/etfp9jVj370o+FFo91Dytsqf688q5FEsCIsytbUhPOatJf2yF133RV+nxvJt7G0PW7gOZZBl+/2FwfEoHFrjypK28oNd00OSabH6GoWTLYOq0inmjw/oHnwwQdX8sBGk4MYeKpgEel0lYP7mb0BdTSp3OLeGNhw5Ikke8NdJ416xhlnjOwqOa3xfJWtqYn0jfaie3HJNKLvc0MZN4bG+ws8i7o6hqUev6+6F+TlqPCxQyuacgxaE270QNNhzIwVTZLCK3MVVZ+wPn7OVpxPmBwj06/l4H73g8cee2w0C1NKPgktrFf0HSvHLp6o6mtGg6e9oYQXB6/IjFB5gQhwTLbSOEbf54ZvilF20F/gOcpJlq+NLwfc/YhBE1fHXBZNtBhg3YQbPTM0Jx5mrGhabrnlEsCIUYwm91lMxDxFI9Ov5bVqqpSW/K+clAAbc2qiIKGcYxeHNZVjWmtVdnv9CFS0QLU8JUyIJvU4AacMStH3udFzGW37BTxHy7nyvbY54O5Hth+Jv5u4r8sxaHU3+rYH2+GDDkiONU3MywFJi1EQO5qUmtpvv/3SveCQGWS6BDg5PpGp/cgjj4yeVkpmLpRDXCmTdCQRFDlbMUdPqmZlN8aw9NJLV/fcc08C6ibSNy655JKVmq9K10Vr1d3gT0QbBTwjuFranIgD7n5Us+BVybwUTZx3rrnmmmTGiq5mwYnnwAMPbOQeUmA/U6PsSdGUwZNHamQGmRwvKFMTk3Q02YM77bRTCo2JvmO11xdccMHksTzddNOFTo1Add9996X71SY8vxdbbLGUehCARmvVoYwbQ+MFPMfAvPLV9jjgXlDFecWOmR6jiVahCHETbvQ0zsMOO6xixoom0j6PZYnoo0nMoOxCnLwia1EKXbI3hDOpsBJNCkYzs9N4mTgjiaVAAnrgOe2000Z2lQSqBx98MJnZm/D8Vi/34YcfToAdLRiEMm4MjRfwHAPzylfb4wDnDA4onDWacHbJMW8qg0TnFBVs7x5Scvhool2oPEKbiSbCh4B7WXgitXdmb8ksJC7gSRxNEjJIdi8+N9pByd00gQdITzPNNKFTW2SRRapHHnkkmdmbSN+oHuqjjz5a3X///eGCQSjjxtB4Ac8xMK98tT0O8LAVEyZMgOkxmnLMWxMxaIQBpjJmrGiiXSijFZnxJ89BqjfmaE5ekQIIs7eEDBIXHHTQQdEsTMIH8OQBzjM1klRukQYQSE899dSRXSWBSkGE73//++Gx1Cby7ne/O+Xtpe1Gzy2UcWNovIDnGJhXvtoeB8Sg8XxVrJdjQzTlmLcmYtDMh7RP8o8mpjKZmqLLrJmHO2NgxswZmdQ8h1gI92EmjiaatGT0PFKjHZSsF7O+rFfRAEOgUnxBOFgT6RvtwWeeeaZ66KGHqqmmmip62Xqy/QKePbksk9egHJByYEpcwIwVTflAbsKNnrmWNrPAAgtETyvddV5wwQXVPPPME96Xcm7Ak4NNZBxfDrEQPiI0JppoZnvuuWeKhYx2UKINykcMPKXpiySl95599tlkKWgifaPY3+effz7de0bPLZJvY2m7gOdYuFe+2xYHOAkxoUrK3YR5k6lMf1z3o9OimQ+AacKU6jBWQ3GuueZqi+9jeUhokTypzMSRcXw5xIIHrIxG0XTqqaemsl2y8EQ7KNkT7h9puKEA82pVzf22uasXXngh7UV5e6NJ+JJUmO5Zp5xyyujuerL9Ap49uSyT16DccwIy5aB4H0ZTPpCbiEFjmmOOjkxhl/nlnok5tYn6iWo1cuDh5BUZipBDHnjASnofTcqeicvl3XvIIYeEdkcblPsYeI4GYDoJpc1gxqO9ifSN2QNbse9BpQKePbzynbw8nU5DqSTgogi1FzsXo/Z7/tf62XDP5s9zO/lnHhNT7b333puyDDURZpFj3pqIQVtooYWqiy++ODQLT+bjvPPOm8I6migBdfnllydwcccaGeCfQx523333dBcZTfLZ0nDV9KRZR5LsQjIoHXHEEen9iiQClapCnPKiw6b0oz/vOc1zUKmA5wCuPHMLIHNgqX+JMlDWf88v/FB/a/c55irxlvp0IAObaKLdcmRoIgbNXeeVV14Zmkgg84uThrCOSAee3BfzsAod7qkjwyyyl6h7SF6w0STJhJy9vHt5E0eS5BIyJ0nWHkkZzPTRBHg6M8zNvpAoYVApEDwj9aZBXa7uzJv5dJNNNkl3JDn1mhcw/8sFpTv5bKjv1EcLgIFMEzGKtNt//vOfjcSgudeSUKAJbZBpmNdy9D2udZMb2J0gB6VIT9HsJcqUuvPOO3dng0+iFflsOSY14d1LO3O3Gu2YlMHMtF0hRIeDEYSdG8z5rDuDSoHgOags7f1553JC+ZBklssaaP1nHTxH+j2DpzbrICxcxGH14osvVjw4559//nAG0Qb//e9/J6k4UmsykSa1QWZAjlCRZtS8OAQs4MnJK9LZJXuJ0gblnI0m+WyFxKisIndvFHkHaGfuVmnwkZTBTB/q5kaHg7300kvJaU0pMu/3oFIBzwFc+ZwdxNSj7wUlR+BxyK1dflv3dtGkj6eeeqqRAG4u+8JwmkiOTdp3dxypCea1cY8r7SAQjbyvyyEPgAygRZPE6cy10d69hEm1ZN2tRmdOIpjmyjcsBd0MBxvKfshiRZCbddZZ05XMoFI4eBbjbe9trZwdxMii7wUVVZbb1gvO2YWmEU1Zm2kvgHtsO5QEzpM4OncpntFkzGk0npud8lzxcnd1zLdRRDsTs0qwog0ypUaS/iSD5yi0yy67pJCVKKIN2hvSDkY7JuFfrrl64YUXhqeKzP0xS7tGGFQKB89BZWwvz1uZpKeffjoNMdq0ycFF8m+HyU033dRIgD8pHFg3EYMG0KQoizRt5r3ksHKX2wTRYAT300CjiHbmHtdhTBvcdttto7pK7QJPeWZ5EXNO4qQURUyb9qE5yREcSc8999yEUClCT3TJutyf+RGOB5WmePW/r75axXpR9x5vx6Zs9N58OhyRA8sLgKJzU0oIDzyFxiiwnCXkDofc0ePMZfoDNJEmR4MS79ZErBugYbZtKjTA3RktjSYTRXXwpJ1tvfXWUV1NAM9jjjkm3eVGe/cS3pg2adORd6smJk1eTtnojlpO3UiSyYh1h9XAOz2oVDTPAVz5bNY09ej0Wl4uVU4QKbWJ7DhNBXDne60mtEGajMOK2bYJ4rWp8DYNNIoIOPYizZNTzRZbbPH/2Lv3kF23smz4j7qIpWYqZRHaSqKiCAoCicCCzLTPIA3NUtO2JGapReIujNbbstKy3foSzcKMhZWkUSBE/ZFFpPj+UakVkry+X1KamhvaYJF+/C49ZsPL694+93G55nzuEyZzzue572tcY4xznMe5H5ccartWzPLUDF72K5ct122LxAXtl7aD7c5JvEi8SYinoN3FK+PJLXD7zlWlM3hewZ2nnT7hCU+YZt52bXLVAk8WoNszWIVNSs0bNyrFoElc0VxXa1iD//Ef/zG1AFyrrk5nIXdDAtEWWT8WE/CUnPS93/u9raGm51J2NCzQ8aed3WtOPDwSk5qxVfPSED7tISV4tS9Ll4wHOGXO63h1Vem6A88r7nE9CZ8qd9D/FbVdjm9605suHvGIR0xJLjJv2+DJmjHGGgXcXHME5BrWINecBhOybdcgbd70gdVhqEWsaeDJSpOcpCayScCT1SmW287uFRYxN9ZtM7Zqvd7//vdfKwGT4NVugekqMkmH+FEbx6tK1x14XtWNOuW8Nf3Wc3ON9lrcOkpVlFdIHpJg06TUvCkd0X6wSaxBGri4cZto+1rZrVWUrsG467t+7/d+rzY1ygd3I/BkDerG0yTgKd7pfk1JPE996lNrw4kLmpvEJJ28muQezzQf0RkKnzQpYM3CZeleVTqD5xXc+b/927+9cG3XGtaZS5Uf+chHTqUc4p9t8EzNmxZ2LOwmEZAaMrzzne9sDjM9W9MH158pi1mDfud3fudCs/Zv+ZZvufilX/qlypBAk/Lhb9bgE5/4xMo4eSjwVHOZcpWjE5T2cH/xFJibfr3WsUm8R2l7qe1m+27ZgLWsXtm9V5XO4HkFd15R/9d8zddMnWrabkBdhQhgY4l/tm8ESQ3aZ33WZ11QEprEGtQKUK1sm9773vdObdfe/va3t4eanu9eyN/4jd+4eOlLX1orLxrBkzWYOHxrglz6snolQilX0cCgRZJqxCHFO8U9myRhLRcu6B/dvnwBL2q0gh+bMfHmmp3i2WfwPMUqXmfPYAF+4zd+43RPowujm6Sf7aMf/eipA48mCW3w5EqV5Sju+eY3v7k5tQuxH/GltgJiEpKSKDxve9vbqnPKw13wzWXLAm0RRQfAAFHW7eMe97jWUNNzgad60pe85CX1BCWKlbigTFsZt02SGBdXrRhk+/KFgLV7eptu/eaaneLZNyh47uFXOcXqXafPcMExl9V973vfujDmRnrsYx978Rmf8RlTWnvKSFpLlxo0NXZirE3iSuW6asdWzUGW7dd//ddPrQDXoN/8zd+cblR51ateVRuOogNggKe2ed/2bd9WGyvgKVHIzSrtBCUZsLJR04S+OTEx92TYUlZZhU2iyHENu3RbbPyq0g0Knld1O/eb92//9m9PxduA7G/+5m/2+9KRn5L9505DMUjxzzZ4pgZN/aBM3yaJNeXi7eY4ns01/PCHP7y+X5kHl62SpjvuuKM2NRmpAAZ4atj+rd/6rbWxAp7ATAlOO0FJUo0kHm0H252TxNzTGEEyYPvmItnlPC6UOe79Y0kMWo7CzTffvPERSs98JncG33TTTccOd/LvncHz5Et6534gRpTEQCjqWKP2skmKth//+MdPV3aJf4pFNik1bywaYN0k7isXD7dd3+YgUUjW8lve8pbmlK49W5kKr8ErX/nK2ni8BMATT7oqjHu/STKx1Xf+2q/92oVOQ9/xHd9RG45XgvtUVu/RiUl7vp2wgWQypO6yfXNRLF3KnIzsQ4mnhsVKwaDsfs/3fM9kOc+7gQFOl0ngDXXbZIdr68it+WeFADTA8Fm/A+zKhJqZx2fwPHTnN+tIrpQ+6mmEh7R58QqaFUbxx7+Vk/h7/Pf4+5vudreLu378s+PP8+/5zwiQMLxWedrnNSkNGTA+rbgNnqlBo30br0k0cHHINa5lMobyorayk/V6+ctfPik7r3jFK2pLKCNVtjL+50qVWNYkvC+Bx5z0uKXUtUhGqsQdCUqX75y0/S2B0YMe9KDVwDOWrrabh/AHMJQB7/YcHi91vqnLpmTY/1x6wCrltbJ+j3rUo6ayH60iuaUpP1/91V99bVEoYbKo/U4Ck33mYfB/yntunDn1Xp/B89QresTzxt6Uh3xd7aQ/mMXfAJblhWhf400fGDeEYdPdRRJPk7R3e9KTnjQlClEO2uBJ4yeQaZxq3pokDulu1HZJjDlIFBI7rjTiXkgR4Nqk9f/6r/96bQlH8ATWSpqahOc1LGBNK1cRTmiRjFRxQVm97c5JvBK5w9OepdtQa26xdO2XfduXlLUAOYmKABQvCyE5R0rYJKmlwYP8CJ4B3ojxMnFJZazM17zmNdesT/Fr7yHUEFC1/m60YdmycuVcnJrO4HnqFT3ieWmJ+1DmAAAgAElEQVR35av8/7QvWh0XhQO/9AcAymAVS2RtuVvPHwxKo2Nxsr5ocOMf3wNohKND5rA1SYPx7/qu75pcLdyA3LdNShr9GjVohMg3fMM3rHKnIU2dMGl7CrI3SlTEjA8RjofuK8GGR1me3MSurmuSc6RpgZCFchXKSIvEwylw2g7i/yYpXxI+QECnfWeuRh3uDAVs3KTL9MkamW5VFCaJYbmFSOa/5hiSkJS+/MEf/MEEjmp+gSsvWeZmnJS+yWJWAuQ+UR4Enb4A6kie5TLyN77xjZWrEM/g2eTqPZ899qa04ZgItW4EERfhClnDtenA0Ly5Trhh2uCZgnGaOOBuEneZkp81MmDFOglhtbJrkAQe7RSBaIsojTJDgSf3H4WxSZRKDQtkELdjrMBAHI9VxPPSpLHdJqBIk/jWmLF0gaAs6csQhUbXJ6VKrEY9lSlVLNAHP/jBF7K+RznIe/WYxzxm4hVeEfKFW5xFOm/moYzG77aD/PFvfwbP49fuZN8ce1OucVNB2vOt4doMA6u9FH9gHTcpafR69zqITZIo5BC3mzGYAy1cUX/bzZ71IhQB9mbL4vIrS2mUVAM8CUmKSKhRbAY8eXO4CnleKJAtUnvpdhNZvc3EJO/P+gI0CH/kerLW3PA9BV9TC80tLkM8YRQMHaZk7kr0ybVxLpSgVI3gKRQDtN3OxAvDKqXELr2L/szODPc5b8Opb3Q6g+dldv5E3x17U66RJQpUuDMc7uZlx5aHK0XsgVtF8lAbPFMwrv2getYm0fgJ4Le+9a3NYaZnc29JKlvrCigJNeKs3JstEm6QVAM8CbeHPexhraGm5wLPpz/96RevfvWrp6STb/7mb66NJ5lM+QhQaCYmmUDabfo3V7syrSbFTczdSjm4DLEyrQ9FSsxTfbZGFpQ32eXzmHuy95W8aYLCwyR8ws1rrUcS63zKU54yuc+5f8/geZmdupN+N3E6ryfZhV+/RRJqaMIOmbhF875GcwgDSwhQJiBZQEw3WXX+Tg3Xtp/7TD43ft4Y+Z6fW0tZqTRjADB+dtMzln4+/mx8x/HnwIVLaI3yEftF8LfLb8J3LAoZvpd1y23j4xE8uVIf+tCHttj+Gniqb6bQtWOsyjmAJx5sJiaZGOVN4hri1qeoNiluYsqH9ZQ7wf0qCxcIyrEwd2d9G7E6KYWAj0x67nOfO8VCZcryeFBMeQhGktPhsxIQZZ7LMlYDvQTkumNROLnPgeepb3Q6W55NLtvz2WNvSoJaH9gREOb/JsB9Rp0VUJJJ6w93CleGlO/8bPwbY3PZ0lQ94+u+7usmrWzps6f4mTEkF4ixSm4CaClyTvbv+PeYEbz0e8uZ98rSzj8n2cCBlGksmcc6Ocw+l8Sp8d9jMtXSz7d9VoccLiNuoQCsw5/9mv89/s7a7PvZ3H5D66ZczRWCObjPFZIlpWPXM8RxdaDiocjz5krG+Nxdv1t6BquDokPwcqeKc6W0yufn/972s/xu6TNZZ3st5qmcQWs5Vs64VtvGzjOW/h6/l/HFc2+99dYJGMTy9pnLyA/5d0rUts2dEmcdkfMtRDJ/pz1F0V4fi5tYcuM97nGPa5mskoE0vHBmWKS76nbxmP0Qy/f+SSICokBTbFMrxZF0vQKUSsQo5gwA4KlWdMzK9R0KmdaIEsO4gl2EcUo6g+cpV/PIZ8XVKJ3aRmNIWpnAv7sw5xmz/k9Y3e9+n3Vx8813vzYqcOQu2tRhBHNLAmHFuBQYyJxaGxuXwCHiipEVp3Bb/FN2cABpBMNTgLVnSHuXtQmoxVA+/dM//chd2f01yTQSNBx0e2LPMrfx30v7N/+Z7/nOHOjzXJaSWB3rTJr/0jPnzzj0HcZncmtK7rKWeafMbb5Xm37v52ic0/hd78dSSmbqPCt82/+zLroScVNS0CSk3fve956EtvDAXDGi7BCwOhuJkQmRzNc7e5DnL2Wr52fjZ+c/0xqSO5FC4Ixt+k72yN/jv/cZY/yMWkfubxYo5Vgexfjuc+/OXLFzTpxRSmdijP6mHDqzeMH/rZ3njmVgkgEB6bi31ndbQ3xWo9pOigXrlZIbogCw1hkBc8+HhEpASU7e/v/efvHCn3nhBNSUPIlHIwkFeAdJQy94wQt2H+gDP/HJ4NmI1B/4Ulft41yN4j00L8zRBDRry/WBAVmp7SvCuEtYFbIqZcY5iE1KGj2XEgBoEq3YGs5dS40xFYvLJtTujbBpk0Qoe3bZmNau97RHgK9ZT5p3AC7i7yzPipt4kJ1c7JQdPNJu/mB+SnDUOQJtFvWcNikiUQB8PpbZqCTxDrB+/c7PWZaybc0JwLECKSrqzEdFiRLDc7FE6SpEEfT9eXs+v5csJB4u5j625ONy17FJvahkIO5xyhKPzLxhQy4+ZyQsrcku3tz1++2W5xlId63fSX4vkUHGGXDxpw1oXB+0MQetfcuJgnSuGQeB5Xnv+9znyD5M+y110uhb6enjWzjYkhaaGakZj5ZuPCDabvdmTB4P7mh82SRrRwHRYahNBD+Bi//Fw4QtWkTB4VbknWg3fzAHFhZLS1Z2q6NO1ioxVuf62c9+9kFLKM6Nf8VD8fPoSpWPwQJm4arjpAzgj1H54AZnDds/teOIe9xngSd3LuISVr7CPa9t39gw5qAX3vLhs9v2VCt5iecItAt8SzEHMG1Ao3ljYEKrPRamphWLrUodp5E2KWn0p6hB2/WeLEGHVE1km9wGwopRM6vwvk3KRmRjt8filiOM57GtxvyAJ/eeNm+Aza0gLZLlid95JWSNtokrX5hCWObUWaXzd6cwPuQhD5m6NTnb+xI5J1zEIldKRpFJLJdLnWtVxmyaIhgj/YG5jYWbKP08WWPjCa5/+6rMj7ICfFnFnsmV3wBOcz6D5747X/xc2l2JOThwbUBj3brpgeXZvuWEO84hI4gJrDZ4yhAVR5GRJ0mgSTJSpe1r9dYmmcrWUiyJAGqTMIJkjEasaHz3NbJ6Mx7w/O7v/u6pPIv7L1ZKYy0Bg3Nmz1jxbQLWzpdYYiyy1pjGUI8psQeQ7UsADZgtkZCV7FrtDNNIRUcySqNcDW5avCjWySU+JxnAmlGQpXJH8K9nNXMezuC5Yee5Uv2ZNIy7fKzh+/zvbb/b5zsZOqnfEn0c6jagsW65ldYAT+3dMLFgPvdLSwvMWso85Ko5RQ3aLqFAS+ZCmnc22fW9Y35PUPEUsJrWIJnKLABu4iZRBCR5XbbYfp93BJ74ggB3BvBJi+QUcA9L9BK/axOLzJxYhe2cCa5h/HFo/F3+A1knzkq2yrIe+2xTOJbKW4QsjMktLWt/E4nJimsj7uCxuUJj/c/guWFVBZubyRI2Nrel2HQlFlwUtMc2eGoeIEYCPNuN2rlRWGYOdZuZbWXS6Jey7059gPAHV9Qagl9sicZPIK9BLAtdaxSsN4lSJWFOXKpNzhjrhEUjMW/smXrqsYG0xDwx/3bzB+/OohaOUXPczpkgN8zpWvz9iubGnMFzw6nhIjil209GWRq8bzqo4oIC4W1A02HFXXe0uXavWbEsMUGCfw3w1EBdLEtM93/9r1uPviZuH2FKwVKju4bgf+YznzmVIBCQa5BkGmUPrIsmEcCyK9uJSeYAPLnz9UfV9zg3kTTmZ5w//uM/nqwlikibKAUanuD/tvIte1VMnOJDSb2qdAbPDTvvUNNOpbYnI2ypBmysrVuqvZPuT+h5DlKLqY5T7E9xL/cFn77SADVhwLMNaBILXIhNg2yPBThlzK11D2UyAbml24Kf8JAhuEYMUmYjlzSeXIMoIEoJdHtpkj1yBtqx1YCnDEwdvLi/c4F0Y37ie3/yJ38ylcQ0s3rz7lrcieWuAZ4SdLii8X37xpjG3pzqmWfw/ISV/B//g0PNfz4vvD3Vwo/PSZxOSyuHrQ1oxpDEIzNvUy3WqebJZSvuaaw1KJmA3NLS3ZsklstqamekmoPEDJnE7Wb3WS/JNKyL9hp6vozLdmw14CkLW4tDfZadtxZp3qDYX2ZpM6s3729eGhfI/m7LD83nKfs8c+2m9639OcVz7/KRj370ox9LhznTuAKyG7kZ1zjUGJ6wognryNNuns6V9JznPGcV8NTbU9JE5RLnBZZNJuAxNWiHngD1ZVyBa1hNMgx5KuZ3Fh76zvt+XrxTd6FD6/j2fX4+xwPCEyMppE1KF4CarlCShnLxcmNc7ebclcuT1Mzqzbura/7TP/3TKebflh/WD2+0LxRv7Mspn3mnsjzvTHFnQsOhlirdptyKoNYTsLWtQUkM3HGswXbHHxmprpviIl6Dkglo/wBokyTTcDlKo99IJ2JqbmitF9s3xWQe6vCUDgC3Jom9E/aU1TYBTyCjXlDSkCYQLdLhyjgSAJtZvXl/e6VTEy9WW35QCsyvfSfq8XtzokO34wU+Bp7rjHX8WnwKvilBAxMqEWhT4nT6sQKaNvPrxMEtzUpr113KSGVNK7NYg4yjYT5hvFQPdsp3iGLFAm2TulxZqSyZNUgmKiutrYBo3K0ukSekTcBTuZSEF1aafIQWcWviRZ4CdcdtYgmyCJWCtBVibm9dk9p3orbX7LLPv1NZnpedzCm/TyNWL9XWvL1z4nQOGauwzfwKt1lNa4CnLEpxHwJrDUomIDeg64iaBKCVG63hcpQ9rLWZZK81SCaq5JpDiuCPeS9Kgc5alNU2AU9CnxdE0pB+qC0SL+bZEaNuZvXm/SXwSOTRJKStEFs7Skj7WrfW3pzquWfw3LCSNGKHui08DJ84HfeOdnZt5pfAw9VoXN04miSZhuvKwV6D3vS/33TxiP/nEdP8kuHcGpe1xLXfzkj1/org3ZzBil+DdBfSR7RtvZsXC5Cy2iY3gnA3AjXWk1tVWiRTmUdJdrS1bJOmBUIWOl61z7REKDFdTQ94ea4qncFzw86zWmimQLRNidNJLKDNtcFTE25JLmuAp4xUnU/Ef9agJDOowdTlpUkylgmqdkaqOaink5xEYK1BkteUIeiZ2iTF/Vo3tkHaHIAnd6pGAm94wxumXqgtUp4iEVA96Vd+5Ve2hrn2XOOZl4zsXZdQX/Zl1Mm6a7NyM81lX27F75/Bc8Nis1ocaj0j25Q4naJ0VzS1NUeNC4ALd3H7oKVeVnr7GkQoasStcYHC8SZxNUp2WSNeB2Q02RATX4OUcQDstutbqYNwRXucgCf3plpIypx7QFv0tV/7tVP8UeMCcqRNxpN46FahZj9X81C/Kh7ebq7fXrPLPv8MnhtW0O0Vkia4ldqUOB3tEXi2Ac1VQBJ5gGf7oImtainHIlyDksygREbheJMk02jizwJtk3ZvSqfmdxa2xv2Kr/iKSXFsX3+mmQClsT1OwJObkUVIYf28z/u81vJNGbasQPWkOoe1SXY0sNZreVv/11O8h3pSdaXt/sCneNfmM87guWF1uawUN9P420QLdvOCOAmXahs8NTJX4LwGeMrq1eOTRbgGJZmBguAGhiaJh7v+aY1kF/FHFw6vcWm0NSPwuWw1624S9x9AW0NJFTPWk1U5R/veS4q3i9m16HOXbZskJbE6jSkO3yQ1spQerSJVCFxVOoPnhp3nTpIxt0YHjXTscLA1Um9bg6wyzczFSNpaqmQah41FuAYlmcE6Smpokng4198ayS6saEJRstcaROBTDtq9S9UnSuJpx6etGfDUZ1ZSTfvqLklC//iP/zh1/XFbUpvEqF3H5c/d73736nDaAOJHSvH2eO6NXQN5PHje2OsypelLa6dhtSlxOmAtHtkGT1Znbjppg6dkGjESBdxrUJIZWGjtS4g1LvjCL/zC6YaaNuFHHgmeiTXIDT8uOm6DmgQeLsB2fDrgKTTCQpMJ27w3V8z43e9+98T77ultEzc7sNaFyiUUTeKKdq8sq9q4V5W2g+cNDpDbNp3Lz6HWkaRNidNx3Wqk3gY08U7jsDzbLh6dfrhS/VmDdI6xd0p+2pcQq1FkVWzMyD7h+TEnyUm6uqxB5mXv2o2/eVvEcwnjNrmAQSiGdSa5pnl7Ebf3+973vukGl2ZJTNZMtyRg7Yq89p25muoLI1AM1nBJt/ni2Ocfb3keO+J18j0uP4KDS6lNidPpEiJW1wY0jQu4NYFn28WjyYR2Xtypa1DiMeoh1b41SZILocUCbZPYIEuJ0rMGsZa43AnJJnGjineu4eEBnrJSWWftHrAsd00tnO0v+IIvaC7h9GzKDrB2sXhugWoNKgGQwtNuNNF6/1M99wyeG1aSy1ayBLdSmxKnA9TcqW3wdFOM2Nka4Mn1J6arHdoaxJXExamNXfsqKPzBPbdGOZOOLve///0vbr/99jWWcbKWdE5qW4TAjOVOOWgT8JQFy73Z7sSjRtyNO7xKzZKYrJnwgesOzU1iWZPUrjIs2rWyzTmc4tln8NywikBT4fYat8AnTkdASuZpW4MaF4gJivu04yOSaZTimOMalHiMnqLt2yyUM8lybHcysm6Uuc///M+/kCm9BrGW8AlFpElKLGQr4/02AU81pe9617vqzQQ0YNAOEMDccsst7alN3dDMz9zudre7VcfTNUksXNcwPHlV6QyeG3Ze+ryYT9t6MXyKjrmKgWcb0LSuUy/I8myPRQHRDs0c16DEYxxw5QJNUsZE+K9RZiH5iUCWJb0GEcZaK4r7N4nyoUfwGuERliCe+Od//ud6SYf1+/CHPzw1Y+AxaJOaVR2oxD3dj9qk3//937+gOLbLfZpzOMWzz+C5YRXVXKpRbFsvhk/RMdeVTNhNgHaq/BONC3SqYXm2kwvUCgJpiTxrkI4uMjf93e4pKu7D7UiQtIknhCvQFW9rEItCl6a2O5Xbm4XbTu6yZsATWLudpp2VCsz++7//e7LO1AK3yRiux6MYaKbRJM3ulTA515/zOZ/THOpO/ewzeG7YHl1PaN5t68XwSXKRUUk4tgGNUuDeUG3K2skFMlJ1dKEgrEGJx6hFa7dFk0zzkIc8ZJVGGsqYJCfJlF6DCH9ekHatrKxUc1qjwTjwpFD9y7/8Sz2xJoCpk5Hbmdokmcztku95z3vaQ1289rWvnfJB2uU+9YlccoAzeG5YQBYnK7BtvRg+RcfiSy960Yvq4MlN5powzN8GTxmp2oZRENagxGPalx2bi0JxoLZGjSJwUVMnU3oNesADHjAlJ2li0CRZojLMZd22CXgq6pcF244NAjPX1QlZ3O9+92tPbRqDxcnybJOetpRi8mONubXnc+zzz+C5YeXEspQFtK0Xw+vUoZORzEbCsQ1oLvh+9atfPVme7cw8Gqoen7Jg16DEY2Qwtzu7KK9QXrRGFyphBIocb8gaxHJSU9qORcoSlfnN09OmD33oQ9N5BqJt9yZQcY6BZ7Oe1Jp95CMfmdynxlOq0iaKt3DMGTzZ+mf6pBUQG3E92BpFwInTcQO67aQNaBKhZKNi/vZYYiP6bbKu1yDNqiXwrJFG72YJbs12Rqp14x4WQnCV3BrE1QjUKAdNUsYh/r5GbgHwZL3LSm26NwNmchdcvN0GT7ftfO7nfu5U4uastUkNtdaNYp5ny7O92tfh8/WKxCTN2+azLCk65v5jWbQBTeMCIMPy5FpqkpR2XU+UkKxBice0r5wyF92n0omqPTeWGYBxxdsaxO2oS5MrvJoktvpbv/VbU/1lm7hrJSgpIeG2bdEIZmKen/mZn9kaanruf/7nf04Zva4y1Le3Te6UdaMQ5butGLTncpnnn922G1aPhkoQr9EdxO0Eyh78YVm0AQ3jiw1qUdauCVNM/U//9E+Ta3oN+t3f/d3peqs10ujVJop7skDbJKsXgN56663toabnsyhYhGK6LeL0UgPJDShM0iYdeCjFslKb7k0lKmLGelTLtm2DpxIVSoj2jTontUmZG+8Vy/MMnu3Vvg6fL7ORRbhGgXPidEoepO23AC2lLlwu5sbybI2VLeeK5iJTf7kGieUmmaHZ+NtcJNOY3xr9jx/84AdPV9bp+tMmJRbcgMCzmQXLvakkRjcozQvapERF3Ni4+tu2iGVLbrAEdddqg+e///u/T+so7gnQ2uTOYUmHxmrPrT2Xyzz/bHluWD3JJsor1qjRSt2UWB23XBvQNC4AZizPdkG1ZBoav7juGkQQP/WpT53KY9oHW+MCbul2dxwWGvAEZM9//vPry8gNSPgDz2Z/4IAnhWeNkjBJQnIZZKW6WaVFrj4Ty73vfe87xd5ZhE0Sw9WUgbUrxtqmX/3VX5348Aye54ShRV6TBYjx13BLJE7H3aiBQRvQZMqJQQKYdkG1ZBo9N1m6a5D4mfm1e5c6NjJReQva5RxiaNy2GgnQ+NvEktHN6JWvfGUVPFm4QIarHai1SfiAhSssgj9aJJtXuIfyprdtGzwzHuuTm7hNsrCFD9785jfXFdT2XC7z/LPluWH1aHKC/bTHNsl81R9Vg3FuuTZ4sszUXbI82+CpvRvNWPOCNUiSF8u6DZ4EP9DkLWiXc4jRuUpL5qsyozbJSuV5YXk26y8pBc4Z/n/Qgx7UntYU55SYJAuW4riZLtfLi7JI+RY2cPNIW4ZkPGO6wahN6nKFl1iebcWgPZfLPP8MnhtWTwAeuLQvpja8omPACdR0/2kDmrE0EdguQC7DVh/7LusMeIoBSVBag2QCakYPPMWcWkTwK1MBnu1LtyWgSBYC1s961rNaU7r23Pe///1TNyPgqUSmRZQC4Cnze41mJOKcMpbdlyve3yLr50o3MUj1xm3wzHgUnjWu/nM5gZI6lucZPFtcdB0/V6xTXKTdKs8SJU7H3bhGTIt72BVhTQFiXmJawJOQJCDXIOUVSnF0NToOPPezOsxJopAmEO1aSMqHCwqM5waSNknw0okHeDabF4itcm+K+cuCbdM73vGOyYK/973vffHXf/3XteEkJn3pl37plC/hQoQ2eGo3qKSOwrNGD2md17RUZHm251bbpBM8+Gx5blhEWqO78drJO4aXqu9CZfcauoC4SQANeIrnNgWIOXBtAk8WqLjWGuSqNa7Nt73tbUeC535vqTxAjae1bDc1l4DCArSWrOo2qYEUg2TFi7W2KOAp2xxYt4kyTBlgLTUTaygfLsOWwAPM7nOf++ye2n462+JzMp4a1jXqqQGn231Ynmfw3L2119UnLsGH1+apzq3dwiuDJU6nhKQd0wJo4qviuf40iXVG4Gv6QEFYg3TFkVTTBk/WoLkpi2nWQlozMUhZr5KvnvGMZ9SXUVML2b3tzj/c0RKTuPQJ/jZx5YvhSgJ0x2yLKB8a3kvg0ZZyL/C8xMuQUzqhiRuvkZjHZfvLv/zLZ/D86Dnb9pPYlnWmPZm78drxR4MnTseqUHzcJLE64ElrVIPWJJYFgHG5NwVhDZIJKGMZeN7rXveqDckaBGbi1M1aSBOQEAI8lf3wTrSJe5OFhi+BaItY75JcNAlZo4c0nlArq4b1jW98Y2tak8dKkxXxXJZgGzwD1hpNcIG3SSOXl7zkJZMMac+tPZfLPP/stl1YPQCj3RWmXAM8xenEsnT+aSeEsAaBp2QhafRNIhw1Txd7VPawBmnm77JvnVaa4Kk8QCN/cepmLaQ1kxDysIc97EK3JmDdJhaa8ViezbZ5rPcv+qIvmjKxgU2bJABSdLhTm7zPcmdJi+cCTzHWJgWsudjXCI+oRX/Zy152Bs+z5fnJbJ0icXVha4CnOB2LE4C2E0LMLTedSBpqUlyb6t002V+DuJN+6qd+qg6eXKmxBFkzTdJkgmtYQwaZ0m2iWLl8G3g22+apJ5WVytX45V/+5e1pTb1Y9erlTm1mpcrqlQDFqtaMpA2eAWtx8TXCI8rpyCyWZ3tudaa4xABny3Nh8VhMXC40ujXAU8cOcToAKu7ZJHEm5RUOXPuCaq5NlqfkK7HINUgigztRAUDT8uRK1ZpPDLJZzmHNJIQQ+pQef9oEZJTFAM9m5x/8IUsUwMgUbRNhTylgEcqCbRG3t/ijuVEMjsv63v/tAtasaq72Nklq5EmScHgGz/ZqX2fPpxHTGhVVrwGe4nTqOyULKfBvEmsQeEoyaGfmaY4APLnJzHEN+rmf+7npEnPg2azRVR7AjUrZUUbSJOEDQp/V6Yq3NrmDUrN7grjZ+Qd4sjzx4RpX/5mXmlyu4ubl7O6v/aqv+qop41YyVBs8XUOmThaPaNreJnLqjjvuOIPn2W37yaxG6NMaWWdrgKc4nSQXGp2SlSYBTwJYHK2dmce1KamGFX/77bc3p3Xt2axORdztBhdcqW7BEadWO9gkHhC1pOKrxmyTTFS3xQDPZuefnDN3vQKaNilP0Q1KDWZTcVRjzN3NmpbA0wZPJTiUnEc+8pGTh+cU1Qbb9kJeBvcwy7M9tzZPXOb5Z7ftwupJBnHA/uEf/mEV8BSn0+4KeLYTQmj7LE+CS31dk7g2WZ6si1/8xV9sDnXt2e5D1T6sDZ5cqZSQH/3RH61f5MwDwmLilfjO7/zO+jrKwjYOt22z849zpiuOcg7nrU36vmriD9SaFxVIVpOlLI6rOUgzfGDN3OHJvf6YxzxmyoJtk7wMzfw3gmcbvdsT3PP5Z/BcWChC3wETS1jD8hSnI/QF4hXdNwloEvoSh/QUbRLrluXJJcedugZRQl760pdO4KkNW4u4vSkhBEmznMP7U+JYTKxcSUptkomKR1iezeYFPBNAkwsViLaJUqBLk8xe5TEtwnsyX5XfOGNt8IylS1GliLdJqIJSwA1+tjzbq32dPV88C+OLJawBnoCFu5HrVhlJk2j7bgIxr3ZmnnUEnoTVC1/4wua0rj3bbQ/uG9R6sAme4pD2SivAZjmHieFDLjljcae2SSaq+CrLs9m8gJLKXStxTZikTbpqieXKhG22i5RwpU6W4qFvdRs8Y+lKYHvxi1/cXsap1lgsl+XZnlt9MpcY4Gx5LiyeeBbGlzW3BngCFkkuBD9rpkm0fSUPevYK+jfJOgJPwkr5yNcLnbsAACAASURBVBok8UrSRBs8xSEBjAzp9kXOYlqyX5/znOdMbvA2aSlHQALPZvOCD3zgA5NXwnhc+21iUWupKD7Y9LrI6pWBLV6sb3Uzcc2axdIVD19DSZWXIV+C5XkseMq9QBqobCLd0FQ+kMFumiKz1pDH+/LhGTwXVko8C+P/n3f8n4u7XNxl37U8+nNctmKCXI6ArUm0fWM40JozNMk6spTEYxRWr0FKfrgbaf9Ny1Mymfi0zEOZlU0S03KDi7mxnNokgYeLGHg2mxcEPJWNyIBtk+vBKB+UHTG7FgEVtb/4wv2ybfCkKEpao3jr/tMmoSU8wvI89IxpaEcGUXIBJ9m3RIBTIiU3tOoH7VJZ1RKx5pd1CEH5HO+dXuQUJMl1SpKadAbPhdXVlo/Al3K+hqYDNGWjss6UPzSJwKKhao7Nvdkk6wg8XQMlnrsGsc4ILOB5j3vcozakOCQN/HnPe161nMMExLTE6qwhEG2TuksWNfDUo7VFYuIsT25iPW7b9PrXv37qCoUfX/WqV9WGk9WrQxNBry3loQBz6Iu53US5lD7LQj9tUmssTn0MeLIk1aMCfB4pvDYnYMiCFpfmRRIPZ+kCbc0ZxqYk6tZ57DzH58k17/eXf/mXkxLd5N8zeC5wms5C4lg0/jXA0+arg6SFPelJT6ryvjgky1PjAok1TRIXBJ4Odvu2mMxDGj1XWRs8xSG5NlmDzXIO89KTFXiy3rlv20QI2S/g2WxegBeB55//+Z/XrQRrxj0sLshKa4YslProCCWRjABvgycQ0/B+rSsN5UxQRFjYh85N33DxZvH7dJea8zO+k4hHPon1I5Yob4ikLx6zeCoYABrVa9qQhh7OPiOEhUoxa8nwM3guSCKlAbLl9PhsLfw4LBeGLkPcDjTjJqU+0WXfSjqaJC5oPrRwFuEapHREPIs23rQ8xcOVjrh/tX0XpZgWVxQPhazbNhFuFDqCv1l/iReBs1ikWuA2sZaU4ACaZsiCgNewgIULCA4FmEPXgZWlv7KLJdY4Z4CJCxxoH3vGGCeuM5tnPZMZeF0PbqV0lPxQSqi4b3XcAozeBZBShrQBDVHI/I6HoVVudQbPBU7lkmMtcZetAZ6sF+4IWbcSbJrkol5uW/GAdu0lJYTlqcC/3bM3ayaN3qGTtHHswd5n/bn0jcWV2sxI9S40abfT0LAJ5TZpLi6EQPA36y/xIrfaX/zFX1w88IEPbE9ritMRqJS5Zq9lWb3qcmXcAukmH1o0VwtyhfK6UB7bxHo3R5bnMXPjcbAHLguf15q/6U1vmu7HZbVz2Y7t/9yEY//wissEnD11rUttCQGrEIcz08ojOYPnAqdxyXHtcKUKQOfPTTfd9An/9/P8LH/LCvPvpc+Onx9BmbYIPGn5LML5ePNnb3qf+ZhL/9ckwY0IWuYB0fEz2+a3zxpkflkDSTUsT0DtQCRrzu/98f/5z/wcjZ/Z9u983988BVw7/s16kpAwPn/8bMb3zvP3mH9u6X2BJ4VAjKmZVGMtKAISXQhkY418NP/30v+37Z27VrNfPuff1o6Vq9bT9V1L65Y1yTqOfy/t7dKayvwmiAlFzdrbJC7G5cilyiWYOZx6XJY0d6OMWyB9DMAc8k6aP7DEKHOS2Mb9zN4f8rxdn6XgG5PluS1bdtNz0hSGm3VeMmRfGBM8f2TiCJ6ULDJLAhZ3La+PtTb3+a1NLr0Q6sC//t24Ou0Mngs7nHZXfsXk5zvnc3dVGZ+9f2/6k9/ns4qIafGyzPzx+/m/afjcILRGFq9n+1w+O/4/P8/f+V2evemz+blMN+OJ63LzYP75M+fPzv8JWtq077KGlPNIVfd7zRe4F1lhmR/tUCcXQK1XMBIfxMg+kzXcNKdNP6cAEBB+r5EF9w/XmOQBNYMaGNA6fWZcj/xbFiRr2GHkXdB4gEtIcsfS+jmAhJJxcv0tt5CkBkkat9xyy7W9yp6N+7frZyNfLH2WC5p7y/pLQlFqIfFC0oW4kcud53wQPsx72C97r/Qka+c72Yf87fNi/fZSVipBlf20f/l31mHX/z1v0/fsFwuGGzUAMz53VDDHa4f9fPxcjvD85/Pvy/4WjzQn9/XmvaI8RZGKEhFwzc/H/48K1fh5/+aOxh/Olr2ZK2hc1BKkWFkySUfFYlTk/Nu5yR44Yzmv4RnrK4RAAfE7PDLKpvBBnjsfa1R0tv1u/JxEL25V52JJsfQcCZCbwhnkIdcrt/a8ZIg3zJWC5KBWg2MTBmvKinTWGQCS9VjdzvLckyCDW2a6tXdOJBKdms7gubCihAfLM5rczTfffOp1/4TnsZZkiOrJSltqkgxYcR8CWVagFPAWOdQsT5qqmkgHPoLkMmMSDhGMmj4QGp/2aZ82PdI42r0dqxXv+17cTWLVNN5mRp/3oWXLfhUTFw9qWzJcjdxhlCzxpE3geczPRyAFZs7ZH/7hH04uvBGIx2fPAdgzNoHytp8DHy3suAR5e+ZjbFIm/BxFQdml3LqUAHgAMpYVABiVKUqYc8dTot5xrjCN/9fiL4IfaPnunCSRARYJZZs6lM0VtHGMEYjHf29S+iiMlBDgSDHOfozKMGDb1DXKe5J19l4TiZGAKnClUMkDGetIuWJ5DvwMsEo6Eu+VBzCvHKBEC3WQNxTBpXXb96xv+twZPBdWhjVi89QZ0WraBKTVnTlw7WxKVqO4AW0MeNKMW8SCB54yiNttBzMHaeq0TvGYY1xK+64FjZkQkFTTvhEkWrYs4vYNLubPXUZwmVuzhIQixw3NBRghvO/6H/M5lrfxCFvCu0Wxeih0lNSG4B7f3Xx4UYDOGrfu6A9sXrxln/3Zn70zL2Te6pbSSbbiZTw9klalQgYSoPD9WCMrw9f8eFvEQ4UyKMnex2dHokBT2mXEUzwpMqemM3gurKh2VwLa/O/iI22ywYQxbV9cq0my2YCZOdLaxgy1U4/LgucS5Wppd07Ku9NMkwk4L6Y+5fwoO0qLWGfNjFTvTNAQOLT09g0uxiOIWJ/As5kFq5SJG5nrjeXZJjXOwJNLX0evFsXqWQs8JZEJO/zsz/7sKhcHAGvyg4J6jFdOTJNsZaDwuC2BXuTvCJ6UEuAplIY3yRVhId66+ZWHbs2huFMEWzL1DJ4LJ4iZDzRp3zaxTeJpri7CUO1sShmwwJN1zfJsgie3FPBkdbabP2SPJBRIIqCRNsHToSesHOJ2U3NWEiuXgiVO1CZgLf5rbs0s2IAnPhQ/a1PAUyzM3rVIVq8sc/zHQmskq4zvTlZxo7La2qVuxiWjKMbA85gzJisYqLEu8dlIkgwpNzxiztgY88T/8kKETJQ4sT4BsWxbslPCYwjvOjM+2+qbfAbPhRMkuQKD8KPTjtokTichhMYvc6xJmBN4AjbM33QpJRmHctBu/pA1Mw4t/NiDve/aO5xAzd/tvqyJA1GwJAy1ybxY1ubWzIIVQpBgxgOSBJ7m3MQMWZ7ceUoYWiSGS2kELGTJmDHaGJOCTwER9hHnaxOwVpFg344BTzkecgWWSky8O/czRcDFFTwt8ht0HaKA+5tRE7kli1/pC/fvLbd83sXFxV2me5i5ctWIOjPing06g+fCqtIWxTppR9LN28SlKY0eU7TdxGpYlQcotWiDJ9eOsZ7xjGeschuIfaJ5cwMee7D33WtuTRYagGn3ZZXVK1nITRbporLvex7zOS5NiS5c0jKJWySEIGMbH47F8K3xAp6ArdkDliuREgdY5Ba0r+2i4PO0sL7WaN/IYgRQx5wx4CdWKflH1rtGLXMFTWyad0A2trIWoQMKnTPneyOvOOtcuZKqZPd7PncuxUyDBKV/LTqD58LKOswSd6Q/K81okzgdHz1Lt+0mVtpBeNAczbPpUuL+Bp6y4mSJrkEOpnn5kwzcxrgUK54C4JkynMY40cRZn4SDMpU2AWpjAc+m8BFCkLFJ8Es8aVOuGpRt3ryogBdJ+GAt8CSjWLgyUNPOrrmWDAoud+B56BmTXUxxUWqlnM+zNsUkeQhkEcsA5qZ97WtfuxhjpaAAUAmKYrDaFAoVpc67tRZn8FxYWS4QGhyf+hoJGtwRkgzmTY8bm658BKABUUKr6VLC1MZy80i7BCdrBaR5Do452IesNy+B/dIWrH17g0YMXHK8E+1WgAFryhzwbGbBsl4kf2gC0SyZyr4CT25bymrzogIeglz7R4E89tqufflRQwHjcIW2wz7eiUxUZtQ+Y/vOP59LCVEjs3bpXc7gubAqXAHqwTCjmrA2ARhp2MZrW7qpvSS42uBJGzY3maJraMT2yb4RJBSgQ7XiQ/Y5dZASHppJNd5Jk3bZhBJRmvdrZv6K1DVRZ1U3E3nwIGUAnzRLpjIvzQusn3Km5kUFXN5CMawgvNi+kkyfWJcH4EUu1Ws0rxE5hMG3fJZM5AIHnmsB1Yle/aSPOYPnwnKqO2PBYMY1Ykwy85RXEFa0yCaJdXLbijcBz2Y8hgUIPLnI1qiXtW4SBZJJ3DzYLEHZgCzPZlKNObHcWboamyuabxOrDD+yPJvgKf7O8uShaGZ9j+DJ8lTkb033oWPwR1bok5/85Ak8NUxoN4bXCUoC4Fp1wMbTWvEMnmPfq3246Qp8RrYmf7uA8xoxJhly2pQRxG1LF3gCazGLNnh6PvBUD7mGOwlrqkEzR5ZnEzy1EVN3ScFqxgXNScxY/J012LwiLEebVYYfKXPNRB6hA+0aAUwz6zvz0oie5SkmplyiRfhCBv1a4ElGifeJCbblhzUznraC7TPW2p9TPfdseS6sJMEha1OqdOs6m3FYmWUAG1i3SxFoqMBT/1expmY8hmYq69BtMZ/gTjoV9y48R4kRocz13gRPc+Kes2fNuKAp6kHMCtTgunnLSZZT6zrrZ8xmIo+kNYJYVnYzcW0ET5anjl7N20dYgMqzgKe5tdspcn3j+bWysY0nqxV4jrWVxWN9p3z0GTwXtkWRPaHvEEilb5PkJEXOwLrtJubSBJ60cJZhEzwJYJmNrLQ1Sn7sk1IfLmnr2QRP5SMyUoFnuzuODlTG4UptFXyPPO62GIoVy7MZixR/V64gXtdMXMvcJLmwPAEnAG0Rdz7rVrYn8Gy2iTQHtbLix0pk1lD2jSdT9gyeZ7ftJ50hQkoGLPfLGgkakmmUVgDrtpuYoOKSlnlIQDaTGQAY8FQP2Y7lZhNZuHqmAu6mVqyQWzE8UGvGBc1LjE7TAv1L22UxsXS5UlmezVhkwJNC14y9j+DJ8tTrlELSIq58F6UDTeftmBZ2h7ybOLi6xrUSyhJ3B56HNCA4Jn58yDqs/dkby/I80e5wj0lndynwGgkakmkk1xivXYpAEwaesuWM2UxmkHjFgpfsIiNwDVIwzqoG3E3wlASlvIiV0YwLWjPJJ5JQXDvVLosxHmDh3md5Nq5yCh+I0/G0GKvpAcl4QhWUYTd+cKu2iNKR6/4oBsd04Tnk3VxMYG56v7YvKfBeejk7W4eC5yFzuh4+e2OB54lWHBNKNReAXyNBQzKNlHbjcYk0iUUBPHXxYHk2wVMcl+Up2aXtjs6aKfXRwxRwN8FTRqpuJ8CzXaOoZlA8y/2P7bKYWLpiaECgmcgjsQtf+LvpARnBk+Vp7ygkLdIJh2uY5bkGeOqtnDtE260irZnxKAS8O4dYnq31/lQ99wyeCyvPotChQl/ENRI0dBVyyCSgONxNAtK68LgHk+XZTGZgKQFPFswasRjrpnG6exsBTRM8ZaSKjYtTN+OC5sR6F88irNqZvbF0xY3tWzMWqbm4sgcWaFOJy3nizmd53nrrrdVbfiiLMqSBJ6u6WW9sbgCTJ2ktz4TQgf1ieboMu0knciZWXvEMngvL6i44cSYd+ds3Zhj+oQ996HRLgfHaFysrSAeeUs2BZzOZQYxO7Jh11raos42ylbUAY3k2tWIZqcYwt2Zc0LwkeIlnyV6+//3vXxEE40OFLLi+gWfTnQpY7JfYZ1OJy9xyi4t4tfZ5Lcrl5eZkjs3ENXNw56q6S6GKZi/irJdes5QqylwbPFt7dKnnfhzRz+C5sIoE1Q/+4A9ON520m34b3qWwBIjszfbdkABTXanekgeB5xEqIMuM5Sle11YKso2yN//rv/5rsjyb4KlOkObN8my6Ns1Lww41ntzsa9w+QuHh1ue2bbpTeVvEwv/v//3/Lu5+95svJc/2+XLAU6Z085YfMX5NGIAnpbjpATFvYMbbInu+nbxmPE1B8Dz+d+PJVaUzeC7svB6isuVe97rXTVpdm2SiSjU3XtvSJYAJY3VarNBmJqCmzsCTRd1WCrJHiu4/8pGPTHWzTfB0rRLlQ4Z007VpXkqZxFftV7PuMmuoA9W//du/TZZn050a8NRpqJ1UY265As1dnubYIrebuGdyLfBkbfK26NTUjr9bM3XNxmF5ng48j9DOWxu453PP4LmwUEBMthwQXSNBg/btYBuvHfAHZLqfcNcS/k3wJPBZMdZzjfpEW6ku14FugyflSuayEpKma9OcdE3iAhevbsdXjcetz3pneTbdqco4dMShOLbjggFPMU91x+bYIn2Pn//8509rJxmqqcQFzFzfZT3bXhDjsW55QE4Lnq3d6D33Tgeel9M/LvftLDN3rWw5N0usEUOQcSjVXN1g202cTEDWEkumqfFrdi+2xA2+hgVv/yRciTEBz2Y8hlufSw54Nl2b5uTCX27otYSjjlfKv4FnMyZO+ZDg5WqydlzQOkqCEnt3R2Tzijx3VMroBZ6SoZp8GDDTtABQtxU54/F+sD6B51WmOx143hk2Q1mAbDnguUZ2o8YIUs0lKolfNMk1WuJ1wJObp6nxK/lhefp7DQveuiktIvBlHjaFlmxs5RzAs+naNKeHP/zhk6CSfNJ2ERtPc31gxm3b5A9lU0IWQK0dFwx4sjzdUNO8NNrFzeqA8QXwPJ1rc1kyADPKDvd305OU0blsGRUSlK4yncFzYfeVjMimdItFu/Wa4TVGUJuoRKZ9Q4cLc81NL1GWZ1M4mg/LU+yz3f8126i0iPatP3ETPF1rRegDz6Z1Zl5aG4pVE8RtK9d4LidmNQHPpkXIDQ08JfK0XZvmxcJleUroaV6R9wu/8AsXt91222rgmTin+TXPszV0ZyaXrWYdFNSrTNcHeJ7GG7v3PmtWoAuJDMd295i4GmXLcXM2QGZcvpe97GXT3IAny7MpHCkfwNMhWyML0FqKrbLO2uCpcYFeqcCzre3nsmON1JsxyBwQTTusIfBsWoT4z8XK6i+bik7mBVxYnuowm1fk/fzP//zFC17wgqlWnAXapIAZ63aN2LFYOINCbgal+CrT9QGeK++QNnmK4IHZGtlryjhky2kL2LZ0uazMTWIBy/OU4DnXcbihgSf3zhpZothEAbe6S+DZdJfJIlaYrv9xW9tXCykzdS23nP7AEpOAZ9MiDHiK9zf3KuIDuLA8xf3FkVvkxp2f+Zmfmc6ZBvG76DK2gax5tb+UD/zR5kUlbkJZsufJx6tMZ/Bc2H3WhIA/MGsXwBseIzoEGtK36/iSzAA8Ca+mZSFmDDy5HJs9UsctFDPmLZCd2hTISh10aQKep1RAloRR7mvkJm6PFTcxTwHwbK4h5U07RRb8GsRy1+nqla98ZfV+2Re96EUX/vz4j/94tYeuNaN0iz9ScsTg2+CphEn+gp7fPEtXmc7gubD7Ct+18AJma6R+czVyv3CDtN3EMg3NzbzEnJqWhexh4CkxZI1bM2wlQcJ6b4OnUgdaOC9Fcw3NKfc1rhUb5EplXQDP0GWso00CVlG/ZChlWmuQbFRNNGQRu7quRS5/57pVrtJsQO/9hXsojJRgykEbPCmM4p1Kwpzvq0xn8FzYfddMCfgDzzUu6U15io48bTexGref/MmfnCxBlmdT8OvHKjYoS7SdkZpt5MICoNayaTUp51AeADzb8TrlN6zOtdybwNMaApkm6VAjOYk7dQ1SGqOu9I477rjQT7pF4p3O2U/8xE9Mcc8macunDGwt8NR5SmiEN0RHtKtMZ/Bc2H2HS/9LAngNiymao8SatnvzxS9+8TQ347A8m4Lf4dInlUbcrCcdt5C70XrauyYpdQDOwLNNXGSSalieTYUg85CgxLp4xSteUZ2a2lX1lrKI16C4id23Ka7bIsrp7bffPnl4ZGU3Sdxd8g53vhafbcvTPcA8ZRr6a7hylekMngu7T+PW/xKYrZHdqDwF02s03q7j05pMMgPw5E5tCmPNJoAny2KNWJ2tlJjEkm9nAqqFZLWLeTZJ/R7LU6N22aLN/co8NC5gXchKbRLXusQrzR/WIG5i971q5u/vFrE4dRnivcL/TcIXyrPID0pIGzwzHgVrDcWxuXaXffadGzwbgZY9Vkw2HpABZmtYTMpTgLTx2pYupUAyg0QolmdTGGs2wW27lrsR0IgZ08S53Jv0qEc9auIN8fEmmRPLUx2whJDmfpmH8YAn68LtIE2yR+7NxYdrkKxvsU57pna2RRKFlITx8GgS0iQeCY1B8KKYbhs8M57LLPR1vsp05wbPT9HO0Li5Nx22NjOaIlejwn4xoHZs0IE2N+DJ8myS+1AJR+C5Bkm6spayl3U1apIie80RWDFN0uSe5SlRY41uNQFPawgAmmSPnva0p023gaxBPEnqOwl9wr9FSlQoHs4ay/qytM2GEAvHH2qNtYtsy6uMx+3N/X2V6QyeC7uP8QX8gVkzoSZDczVKTPqrv/qrercayQwyASUmSRhqkk5NT37yk6d43Rqk3IcVr262nUavWbtuP20BEvB0/6rEqzUsT0k1rF2uxybZo2c+85mr9Ujlyucx4GqXFNUi15GJFwuPPPGJT2wNMz03tasUOeDZDo9kPI00lPxcZTqD58Lua98l4O/y4bawMjwgE4MEnu1uNZIZKAbqSdVfNklMRAP1tUoR1LyJH0ujd0NNk2SJpgtPcxzWNMuCYiBbtM2PLE+3/GgmoCa4SUodWGma+K9Bivof85jHTLE6MbsWPfvZz54ylYFn8+oz75/a1bUu3hY6UDqF//XJvsp0Bs+F3eeuIjiAWZvSXktHF5ZuGzxlAKr1ZKEZr0k0/Gc84xmrlSIo4JZp607Pdhr9N33TN01deMTHm4Q/WIEsUJ6CNcBTRyPNBPBJk+wRT0g7uStz0GvZRfDab7KuW+RSCRn78iYe97jHtYaZnpvaVeEeXajalqfQgTIVCXNtt3514U7w8DN4LiyiFnYutG2Di6HTK5Lr1s0Z7QQlnZMoBkCmrfFLzHC1m7Zha5CaN1mi0ujFW5ukvZvkpHZGqlpSlifQ5ClYAzytn2YCPBRNUuqgld1abd50vHrCE55wIZzAum6Ri9K52cU823XiAJOysxZ4Ch3gD3XOv/Irv9JawuOeu3KC6Rk8F7YJU4h7rnHlTnpFcqOukd2r64lYlnKOdi2kZhNcWFxLa5CaN1miskXbafRiPhoyuKWmScCT5cmiWCOMwMIlHAlksfEmveY1r5kEsB7Ia5BL2SXwAG1zbNEP//APT/HwdlN47y/pD78bT8lP2/I0BsWDRe3qtatMZ/Bc2H3uKsFwRdxtoqGK02kpxxJsW54/9mM/NlnVX/IlX3LxZ3/2Z9Xpae8GrLmW1iB3oqp50y+1nUav5EELO/HxJgU8ufMpc23LM+DJrckq3E3Hq/v2SNysHZ/OHICmukslVC6gb9HTn/70KYdByUqb0lxftr6YeBs8A9YSoWTtX2U6g+fC7ruPj9W0xn116RVJECsab4OnuzxZS2rDXLnWJAqIgnFZgGuQkhjzeuhDH1rPgtWTleubi79J3PrcttxylKs1wBOwUEDUBDfJGRMb1ExjDWLpyv42Hrd0iyTJ8SRRVNvEla9mVX04YGuDZ7o0qV9VL36V6QyeC7tPo5Ls0nZrGlrxOxcq61PiRBs8n/WsZ03avnsN/+iP/qjK+9L1JYSs1UFGVi+gYRW20+j1RhVfbcd9gCe3rczedrN7zMDyBCwUEDG7JslIBWgSeNYglq5G7dy3kspa9AM/8AOTV+I5z37OxcVdWqN87Llc+Wou8YdmE23wTJem7/u+76vzR3flLv/0M3gurCGNSsJJu0uNodMrUi9RV6C1wVNdHVAjPAiRJgFp6frcSWuQGjRlKjJh24k8wIXrW0lTk5SoUAi4AfHjGpanbErKAcWnSfiQFdhucZg5qMnlUnVhgWziFmkGr1m7s9amdE1a43L7Eayf8pSnTL17rzKdwXNh9wl8wLJGFqC7DHVzcdiM1wZPmYCssjUaO4sHsuLXar+mBo1Q1P2nHYvUG5WLuJ2RCjxZnrKx8cca4Emxkk3cTngRPtAogft2DVJWJPtbfSklq0W6aom9/8iP/EhriGvP5cqnLK5xP69BVQQIWXBNrxHTrS/gJQY4g+fC4tG4uTTbMUFDuylDRxyuW+3K2u21ZAJK5JGhx2XWJIlJkq/e8pa3NIe59mw1aFyOCuHb7lRxJhZhOyP1wx/+8DSOtoPqFNcCT23sxKubJF4sNNJ2sWcOPCHCFkpWNIFokaQkCg8rt01veMMbpoYFPBPikc3L7c1FEiXFSv328573vPb07tTPP4PnwvbowgM42y3eDJ1ekVyAxmuDpwPNfUX4t5uaAzBlMe1ORtlCiUksaoXw7QJ/vVFZL/tlpB4vA4AnQSyGRqFrg6emDCxP1vtJLYuFpFz1xtyOa3WqUdRP4FtHMf8WuQBeFx7WWZvScnAt8AxYs+ApIleZzuC5sPs0bvGldkKNoTUQIIS5bo3XBs8f+qEfmpqZr9HYmXDkPpXUsAZJTFJioRC+bRHKRgUy7YxDdcAszwc+8IFTScca4Mn17b5SrfOaxOWt1IKHYg2izFEIKKkUkhapJaXEtS/C9v7yJB796EdPFz3w8LQtT54CipX6bSGgq0xn8FzYfQeMhiU20qb0puS6JRzb4CnbUNbhGo2dWX+sijU6NdknTdlxxgAAIABJREFUsVUNvwmvNqgZR0mH+HiTgCdBL7NXO7s1wJPVpINM2y3HalcD3O6hm/1R1C+Oy/3tvLVIP1v8IfbZJqEee6VVJA9PGzwZFVrzKcNZwy3dXr/LPP8MngurhzG4k2TltSm9KQlI47XBkzas+45bQdr3NaqXVY6wRqcm+0Tz5o4Wc2qXWWgszsptZ6Rqds/y1DlJkf8a4MkT8u3f/u0XaoKbpI7UBd/tpKvMQfIavgA4X/ZlX1ab2uMf//ip1Mddtm1iRdsrl0sAz/YtUGmur80nRfwq0xk8F3af0MCIaxRvpzelBAbjtcHz+7//+6e6ujUaOxNWMinX6NRkG9WgEVrmKG7dJMDJurjtttuaw1wAT4oVYW/f1gJPrm8Nzptk7ZRqtePGmUMuggcAwiQtEnOXVHOKuzx3vWP69crGxv9t8JQL8tjHPnY6XxpOXGU6g+fC7guEcwHS9NukBpIg5ioz3k7wPL4b2jQVxc1qWB2AtrvMrRKvfvWrV+nUZG7cw9LoFanTjJukv6dylXatm/aNLE8Aqh5yM3hekjE+vlgShihyBH87pmXt3ITTdn2HD3KXrTihUpIWcaO6N5QC0ibeqic96UnTJQVugWqDpz7E+tr+9E//9OThucp0Bs+F3VfczCJ0+0Kb0ptSYbrx2h1CuJL09uRaarvLCEVz0hlnDeIeFsuVFNVOdtE4XSOBNkgDT8DJlSo7um156qULPPGJsqYm6Xuso1HbS5A55Do+cTtu8BZJ4AGg3Klt4q2S3asdoMS8NnjG0pVToEXfoeS+WC1JkTtI2zHaQ9/vkM+fwXNhtRQ3v+Md76jXQRpanE7Zg+QTdZdt8MTwEk9oq213mfiSsdbo1GQtFYyrTyT02/E62ZRcc22QZpmxPGX2KjFaAzyVcUh2aSeESEjC720FJEc8Nwop7/jiL/7iQ+TkQZ9ldUoaUm/cJl4k3qS1wFNSo6bw8hkOtawpSvqF+y4QTXKfG2GuRzqD58KuERrqL7kc28TVIk7HkuGWa4MnxncAWBZtd5mYlrHat7dkj1i4EqHE6tqt0Sg7itPbGanAk+UJrDW3aFPuDxXPetrTnlYdTnhEQ/P2GmYSz33uc6fSKXwie7lFeJCSqtynTeLgYvyaaLA873rXu1aHpAybm7aUYrv7knAAl6+9Vv8qwYlyrScvOSSm31YM933XfT93Bs+FleL2c0NHu4mAodPuStxTCUkbPGnESnAcuHayCzeZbMA12hxay6TRE5Jtl6NORiyMtoX7r//6r5PliT+0l2tTwFPv0naRv5iqRJe1iu1zKYIyNO0wW8T74XwB0TZRuO2VKw3F/NvgKeRD8db85BDLmrXve9ZGvJScI/u4t91OpAIAkF5P9CkBz9OkNvSWWcKJi5XX6LnpAmxxOqUPmhe0wVOwnwZoju32a9xxgHONNoe4IQXj3HMUoCZxoxIebcEPPFmemjKs0Ykn94eyOttF/lq8PeABD5j6za5B6evMdegihhY5zxQPPWfblJtiXMwOjNrgKYeBS58FT3nch9797ndPXhquWuDLxYx4VcgjngCNMtaw1Pd5330/8ykBz31f7lP1OUJDUNtdg21ykGljhKOYVhs8uVoUiXNN775v8HJqDhCjca7R5tA+JY2exUsbb5IuPNay7R7GhyxPmb3tZvfWC3hqIMByZz01CcDo6dyOrWYOaU2pdErHphbJ+LZ+rsZrU26KoYRImGuDZ+5EdWsRubUPOf9k6i233DLJglGqyPp3bsU/8bcG99cLncFzYacIDU3GHW7ZYDLY/O0P5sy/8/Px9/696ec33e2mi7vd9LFnxb+fON3NN988aXQAp0UybFmCbuqgHdMcgfW2d944l4+vy7bfA2cxEoLEupmzv/PH//3xjPHvpc9u+v74LFa8Me2bjMdxrPH7+4yZd81nx3H8W3a0hIn2zRnAk+Ups3eNNnbuDwWerEGJKE2i4NzrXve6tlfjWo/rv+8+etd8Njw18py9Ivy5bd2fG544daxN60seCbkMbRIHd770Psb/bfCUB8JrpfnJqBy4S1erUeNzw2oXGNIqU3yTEjhvecralBPhogpNW87g2eaY8vNTzlEeZgIMf2Sh5eAHWPO7pb9zQMbDv+3z+R0GZ1msTRnfuBFUh/w9CrelZ+W55qa04+53v/t0tdshY+z7bnmmtZQlKE5DUM/BPT8bBf/4swj1pc+NACDRQtKVmJakoTk4jP8f32HTc7eNF75iuYtFcq+NgBZFMsrWqDiNClgUzPnn5j8HZPoRp7Z53K999/yQPRaK0XTCvFIiEX4alaP5GgWIN+3lfA+As+dSiPc5l8d8Jnv9vve9bwIta0jp2SYTRuV/3JulfZwr1Pn/3/3d302d0PB9zpj3p3RRyv1bcxT9b0NpTqEESqnLSD6nXy7PG8vTvaTXC50tz4WdSjkH64W7Abjx1+fv8d9LP9v1+4AlwegaodRbullFHJJQznN9xr/98e88e/xZ/u13+fz8s/m5eCfXicMgLigu43v5c+hcN62JQyKGiyTXyPL1DvmT+Yw/G9/9kM8CTe5vrd5ot3qYHrsv83VY2kvad7pP0bL18CXAvMfye9u7j/1uad4K9gm/7GP+Fu9UfqMcwbP1L8WbbtCYf3aJP0beIehkdG/iYz8n9NJKUTYxD8ycpzbtS8b3nuMcl+abnwkfuIPVvCgGvCBLz5cZyyIR0x6fJ4bJcs2eqc12wTZrXSzN8/WOplClttA6ABjj4H+dhsY5ah7vZ+a/izdZTEpeAMn4Wfyhc5IzRob4e9s67Bpn/t3x/8CTQoAklbFAl+TBJr4ez8kSr4/yAHB+8IMfnMbibo+ckjHNbQxAfUbdriYioTSnUKs87xdO/uBxbTXdenM9JQ2dwXMAT+Up3AruGRTMBmpqMJuk1lL2GQGi9lISBcupQYQx4ct1K+ZDuBA+pyYaKOvdQeEe41qiGLTIASekZNuuUaaSYntzknXoUuwW0crFhVxNxj0nk7hBeB//KZ0iGCUMNYv87ZXxgBrA0i6yVTAvq1xtIQVF0pWY5CYC/rG2d62zd3dWx/dOfO8DH/jA1LwAkOzsGrZroC2/j9uT4uGcAaFNFHD0+1Fh/qgg5MX/KNDj7/wmyr4zphzmnve853QHq/ISnzU/AOrf73nPeyaX7disQTN+Cq08gXm/cK5fChsXt7CE51wvdAbPj+8UTVHyhxZ5Ol8Qwu3GxwSI+Bx3ksMttb3ZIYRVyzWiuwqhT0ieOt7jALHKxLMI/GOKqQ85PISUfRNblVTjkDbjJgSmWCDFg+XjaqYWKZfi+WDhSE4SN2ooOywfNwkRXqwySmMTOFnp6kgl7lhDQO3MNYgC54yxmICZOsOWgJbtKlasLzZQ0J5S27wGATQAJqOd5UkhsG/hfTLlve9971TPetkzjj8o3Pge/1tHCsm+yY3c8xQ/YPu6173uE5YDaFLYNBzRLvR6aphwBs+Li0nIYwbCA1NKLGjX73ExEvbcLvz+XBatYL85ub2FK+tDH/rQdMgamYCAk8sqSkfa5F328G4TPrlmSm9g82q2XeOSkixBOHLr8VAoEWgQVyOvhPlxxXGBt7ri4HveD94WiWTm1fJ+WCuKqWxN7meWSKtsJPPRp5qXQFmHZgIN4tXhgtRuk1JqLK5MRDFnnZ0SGFh4AJMiwu2vJn2cG2sPD7F8L6uQ67amlA5IK9GSLDQmBO1aT25ZyXXO5vyyDZ49XdYobxTuy77rrnc55e/P4HlxcfHyl7/8GliKCxEerUNm82iENG5amAxYsaYm00gFj/bN7QcAHCygygVzKnCjeXPFqeuiELA6Tykw5oyvsFp2Mg0YyDjgLSIArZ0xJT5QEprxGcIXj1g/ipVsxAZRHGn/Ligg9FlqrT2jXAFLliZgYbUDgFPx37g+zhiBjScBp5rtgNmp15FlZk54wtpxDdsvZ5qyKgOcx+BUTUlYf+om5UuI4cpSHV3RzrUaZNaeOOhl1hdgCsHIlRCC0ajjmOvcKO6UTlZolEChAgqHs6V+1Lm6nujKg6fEFoeYBmdTtZ3KJtKYJBxwp2LSU5DLjSWYyEATd3SouVYIsVONMb4nrZtG99a/eevF4779Y7ch0IKNj2mBzyncWA4sV5+7EmX9OWSEFYuJe45VTUhvizcdsr5cPdxH4quEldIRRCNn1dOWZahKUjhFLE0jbGsGYGjeOtRwGVtDYxJQBKdatsuCD+CkieMV+yXmeRkBuGldKVCUHS455RUUELF3IIcvlVGxFpTJ4NHLekbsCfczb4saaolkiIvxne9856SMcHNe9hzYF8obK3CMBeIVc+XaVP5zilikGCmFg0IKLLWaS/zWOtpHoRK5DKdoqGE8MWKWpXViwdu7kZwH4adTXGzBze15xr3MPaiAHph7Z7LBGWE08Ho4W9asaUAcIlv2/eyVBk8xR7WVtFQAghFjvRCIrmWSsg9QLysQsyEOmhZ5BBFNzPMR9wp31ikOdMYifFmcsjUVNDvYxkt/SnMGCBIBLkuEB83bs1juiOubcmJO3FpS963xZRNsaN6yd7mi1ZBxfwMCMSB7xfINObBA9lhPAgGonEIbMQJENiegfte73jVp93jHZ2Qa0tLN0TvRqPeNCY1rb8+AlcxRSpYxUgJwzPM27at3JrQIMK5n1i3Xtzmy2MR0Q4Ab0BF6XK3HUKwMIKmZfvrmikWybGTSIrFQsfnLCFLvma5FeDH8TdGxd8bkRXA2LrumylIk4SVvgXIQJUM5E3liTbkrj7HYxrXOnglP2BOt+YQP5sST5jNKnBJWYAE7FymLoUDs2kuuYDLJd/D0ZXMyZFYzVJwTa6GBime2W2kew6/7fOfKgidhh9ElYzioNEQHF+M74A6WTEeJNacAF5vheRJACEjui4CIDDYWgCLnU4KnBBPCkZVEiLgtQxIKNxJNEOAAFYB2mcQGsSWxEH8DUP9Os2+uKocPABDOhMll7hG1b4QVUBZTZTkTKqxrXgJaODea34ul+Lc5Wm9lJYdaT/bKQQfYMrGVwiBgSlvmjkpJCBAHet4Hb5n7IQk+1g+oUG7wCUtF7FHiif3yPNb0ZSlJXcYyJmtM3IyCY0740T7J3ORRsHbGJ0iPaaXHEvQ9ShzesP/2AoiJvfP6KFWx1i505hrHK8dY2wBL8gmwNidrKTSBCG1KDaUVOePeK78/dF0BJ77j6bBH9ny0mlPDCMSimBgDmFJWgBdvzT6eEXvG8nOHpn1Kg/UlJcOz/T7jGjMZr5kjvqJsqq9cIvF98W8yglxs31t76NrfGT5/JcGTIMf0uewaA3NZ5bCG+VhrDvqpMgFpWQ4cRh5vYXczgjG9z2U1YUzloHHZEHb+LYU9GirAMY6DA1RY3uIix8ZjCECdigCVBBdKABd0LNAxzqTei5uGFs61ewzZDxYTdywNmwDi5tQz0xy4TbMGFCNjSoW3riySuYtr2zvQ1pOeT7mSCBUeEUcjmOcNxgEEy4oQB7S0932SK4AYvuAiEz6gtFkjAl98i5uaCxWfqEO8DFkP1iVLzBqmgTmAJEwBAFd7rHXKgfkSpCzSQ5OyeFsIfc+xZvYOceOyaCmVSRpihXD1e5d91m2+DtaG18g88MUcgCkllAFzxKcoXiA3fRxCFAyxYkqpMzyXE55PKeCtoBRT9PzM3FIvKTYqNyB8u2l8dczc9/aAcuAc8XIskQbxlDseLmPiW2CI9ymfFGkA7vvOxLy8BS8Ce+51liIl6xRy6ZC1vR4+eyXBk0AFlg4zwU/oxn1q0wgwQlrMJ5agHpJioA6juBAG3jfAjVGVU4gjsSbmbgqav99zY4RJxSrFNmi1hKnv7VuC4XBKK//7v//7yfXn0BEQxgCkrAvuTT9TlwZkxWS4Qg8hB5HLjYarb6iDRosmIIwBqGmvoaS7E2r7rt34PtaEoGfJjFo1IUEQE2BzAejnDr+9lPDge/ZvH0qc0xwIuNHNBUC4qud9WSkr1p27lfXDu2Df0wx707jiqECX4AL6no/XrKW9f/vb3z5ZhN4dkFPs9rFY5uOxoAlR68Iyk8ATIUwB8juKiJq8kYA4oDPnQxrGA2r7g1ecOTHvWEv+7fxpxpCf4V3v4NzFS+AzeIm1uo3ihrbWkvE2ueoV8FNqWKCSsoAtV7n+qtYfuG6r37UnvDf2TJxWMo2M6Dml/thaAi+8h+Q6UAz8nivV/423yatATrFs8SArGX/sCkNQ3IQW8Iv5AVtnEn8iPEopE7qh0GetfZYHhfKHdynhzcS4fc7hnfUzVw48gSJXJquCUOTLn2u4GJqmTFCLdToc3IDRVG0mIS0mSnhu0gB9zgEh1Alw2juLb17egHlZOCngpmWK07FqMLM+u9pWidMYcxt5d4XT3IdcN7TOCFmHgaZr/mMpgoPFanRAHah93GWsdxYFy5XGbQ5RQBxQ41ozwlmSDbcPYQP45i0ICUoALzlmEwE/QvsDH/zgxe+99rWTVZcDL95E4LKmluInaQ/m2TwOQGqXJu3dzcG7sZTngpvAl8XMciN050TpUfJE0OEjCtumGBNXpXdnjVDSCPdxD7gz8ZHMUc/k5mThU5Cs7b5k7dUFAnNWk6SdMUxA2DoT3PisqTnxlrCGD7mqjFdDzNia+/44nvXz/qN3wjy5P7koR6JAOrtL74UXKZpRiAHntvii82HPnN3cnmR/PAfhX67jTdnblE3WMYUCbwkjbDozXKzGokgBJXOlcEYG2BPz9XPnf269UrydSdakc2NdyIVdZ9Qe5UpFa+//85CFMAcFhrIQbwa+AvLxXqUl5L48dpU+d6XAk3YnMcchIaAw/qbaudyYHmag/RIcaX0FfB0wQltscVOGIPcXYKQ9bnJ5ES60QvEgrjtAQhMGlsbjGvJzAKW0xRyWxnOY00HIdwmr8XPeQ8zH4R3JerBEAYF33GUl+S4BC5xppWP6eSwILh8KQPp8pmtJxvW9XIlmjQgjFtVoheSzBIY1phD4DAt5FASe7XveXUavz45AZU1o4MDe97gOt5UtyI70bgB2U6KHZCXWn7WjfHB9zQWa2HmaAVAc7On8M/bWWLwOPkswb7MoKVMEPQDkiaDkUcx2xcpZfrkYgLBmOc3j3HiUNSazdilBjnAX9x2v6uOmlog21jXaN6CE11g4XKhcl/uEP3yPyzAWqT2gLPCMSPbhSZnzPo8EEMD/yjaMuy3hCA8BLZZc9iMJb+E558e6zp8D8PEfRVq8dJfy7Hk8PvjP85bqZyWdOZss52SN+54xKFPeBYjaN0pu5s+LgPfTEcmzMx/rqOzOs50F+RRL8Xdz8FzWMZlHIQtP24NDcwTO4HkDrgDmwRgsAlYcAbqt6BzjEjZiTVw7DsxcoLBIaXSEnxjDnNEkzwAYh5r1OXeFZZljqQEhgpMgIJBHIcoqYL1xfYpZLNX9UQZk2YmfiGvOXZiy3RygJfcvYWIurGhAvc0t5N1YqbRqwooLm9DncmMd5Longt76+Tt9fLmNCQDAE2FKEWE1eAfAN7cK0/+S5SmD1/do0yw1a2I/rQ8Byw3NYmBlE3zGJkAAorUjJIHxJhdgis99h3DNHYPmSjDZkwgvFnwUJ7HI0SWZvbXm5soSMvdRGBNS5maNJJd43j4JRvgJeANb7ldKl73f1E3G2gNnQtLaAcDEGNMXFfjuynC1JpQEfM2tzJVMwFp7axvrheBOty6uckrmrphe1su7Uih8b0zkETKh9AGvka9Ht7zzjR92eRWMxWXNC2TtUK7qy3vYZ+5y/BLFhAwhB6yDuK3zOk824lqnZI9rCeQ8Y1sJjrHwA09YKJ26eB6cx5TZ+D3llGfEu6SnMuVm9ERYM3yVO1q54+cKDDki7uncCF9xW1OM8fI+63gDQsXeU7oSlqcDSbNLTJGwHzv60Gb5+GNtZPXUidHYCYUlRgKwcdkAtLFeEhNy1xCeNE5Cn/AFbkB2HiuTqs/izLum3GPcSYKONQccHOqRABLhawzMzwLzNyvB2Nt6XuY51oDbjpuRdr4kTAlKFhSg42YV22NVEN7AzOE1JuE3Jwkq3HhLFy1zS9GyWVVZa+tLmABWGnnqw+yduXoHzwKkiMvaOrB2WOysXp4BVlaSXLjO03N3/n4A0ufN0ZqxZj2HxwKPmB9rTYJLhBDN3XvZU5p+lJfx2YSWdxD/i0KEr2TqKpeyVsoOxLyAIiXEOlLutgkwn/VuhLj3yTVYhPSoIFlbSXGEs/UFFBQ2QAO4zRsIAuNdAlNcG0gBan8T8Fx9lIjwC0vUOuReS2DCbWkvrae14j6fJ1vtklrO7djdBihZf4qis0NRFTpwTgC2sYCjd53Pi7Jn3vY1dddclM6sM4ifrZE4cGLk6SPrbPlOfi6D3Zo683iEsuRs7FrLcb7kCIXOuUMUc7xNmWOJU/54S5xvfE4OUOp5iZwr6+k97Oeo+LLKGQG8INbdGvJyeUfKsvnaBz8D0sZiWOxSpHbt1VX4/Q0Png4CYSdW6LA50IRvhB93U2qPCBOMdkjqujhUYoaxTMfG6GJzDjI3pbFo5DLmjMNNE60W4zrQtHpMzqJbaqFHCGppNWbrEo4OD0vAMxw6GjlLzeGnXSYz9RNuol3gcEAFxAjkeQKDd2QpidEls5ZLzc/M3YFkXQFfYLHk+jNv1r/5EWqIsCO8zcv6OLjWEKAQjgDPnvk8q0mclSVjn7hyU5g+t/y5cQHaGJMGSLTseYIHMAMsYmf+5g5lEfs/pYIwpFzR7s2BcLV3BCwL1e8Ja2MB8/EiacqOuLr5RCgRhjIhWQX409ysOR7MTRYULHPdRgQ2pdB4BGsaQxDuiDBloVhzPGCNnQlzATQsKGvLZQeAuO+3EaUCL1sT/CyJiPKUq6TMxfqYJ4VQbI8r2LzE/FKfSInw/X0sbe9DIUrDgZxd/C2hhVsYqAIrY+JfvOpsstDs5TzO7czgOWcR4SceibyPdbVO/m8/rJd1ojzhwcT3nTPry2qz92nv6XkUm10gZP+dWQoWfsWXrEnvJpyD9+3NaDFSuMgzv8/z7Ye9MHcK6pzEPynk5IHvULDEv51V+2U9nBU8sm9C3VUAyG1zvKHBk0BMY2iHAZPQzgMK3DaYHkg5FNFC9+12QbgS7pIYgFmuHuL2xKgsVkkZtEOHhNbHrRPyu7F0wmeAjvfCwDRcYEkb9GxzkDxA4wRYiJBwADA/65oQZwFzIxMk3IXcaLRR4+1K/weGhIExAVkOrXdzwI1NWFkrY1s7VgUBai4prKaQLMUvCR5JPYSng0o4EYC0ZwIugEuQAQ7WpeQd2bmEocxN2jhrQ5cYAhVgm+s+vV9ZdNxfo2JASBo7cTlgRDhyTVs7gBGhajxCkQAbxwN8QJSmb68oafaBJeJZ1jIxRh4N7jTKnGfZP2ObAz7iluSCNk/rtU+2ozUghH2XoA8wUKok0OAHCo+4GGHsXWOx4iM8z5L1DtvGsy+ehVgsYp6Zl/nIJXAuhCmSUQ048W3+j8d4L5yRpWSrucCyB/bHejpbANgcgCKw4cqlSOFHCgC+MR6isFAmKRHzMIZ9xYPIPIDHEvEYeJ7YIXkyJvxRgJ0N/J54Iz7lkXEmt62l9bLPzpXPO1OexcKVB4BX8cU8KcwesTwpjlEYKXG8K95TTkTu7vRO+QxFgnLjszxRzpp1tQ+sWut4Pd2n+akG7xsaPGVoci1xZ4jDSUpx4DEPdypgcvi4kwg4mizGJ2R2uTkJe25R2ihQEs/0XBowi0LMjRUntgT0ACfB6tniJhic4GRpjocW4BM8YoeELPBy6B1YB4sbSgIBq4dwJRhYUoDKQSC4afRAnYA2HqEom5NgDshvYzwZogBuvErMXAllsSICx/v4vzkQzqnd81zuM65McwR28wQYB9j7eX+KhTUERNGi/ZwVy9VkHYBL2vuxYmjMBKTnsqjMjZuSENjW7MHa8gQAgLE0iZuKC4twBFb+lolo/ezFGB8l+AEE8J5nfrKWuZpp9+bkcwTf1zz4wRd3vdvdpiUHBMouCCpKinXGn4CAoI/wwp/GBzjWe5/EDYoXBQYg4UWKIkXMno0lB9ys1p31HLLnLF3WzzYBSvEg6AlqQn90D5uDnwFXQOCdxQnxq3UcPTrCDhQQrvVtiUTOgAxjChoepNSlZtEcWcrhD/wK3HgHRpcp3qREOpsoyWu5kSctHpfcrN4RUPksoAO4415Q4MiV6V5Ql71/fEFZnt4dQDn3QAxvjuvFPW/NKLTc3LwP9pAnCznb/j9PMrNXzpX5mJv3F9/0nkuX3eMzitV8ncknZzTtGCnrZ9p/BW5Y8KT9OlQYlDBgEUXA+x3LgHuEcBHrCBHEAJWA3lSCQqizuMRMMJ/YFcFvLIKDtUEI56Jdmjf3X66VIkTS91JZCqE/T2DxjjRXGnMuGOb2ivZOywbCgIBVSWj4W1kLAZpM0cSVYvGJTUUr35dNYikBcUATAUCQeQ+a8NyiZfGwbAD7Ujs+7jJz5D6yPxEQwMc8AT6t278DqoDPvMx5dAlzX9kDQh1gbAIaypRYEishgpIgtpfe3xqOLivzI3QJmdxXyOIxN/tAMYpmb8x97m7k6SDwjQkUzc18KCIAeXRjAg2KiffyubRWI4R3uQPxO+FrXgTruF4UOYKU8GWJUirshbgyZSv3Mca9NybAUHwoYL4b5QF/Ev6UUG5hVm34gUsewJgbF2T2GRACBvvrnBmLMgRox5idNbW/wJgVB4wpuZQb+0j5yH5TYgGnOOyY1coKp5DlEgFWHSXIWNs6NoktOrPONUuZojjvAx0PkLlnj7wbL5e1wN/OjPPOnUph5yFayqi2pjwUPCH2yBot8TK5hd/JhtRt5ix7B+fTfvudZ4nhkxWjsiQpK/Hd5GQcUze8rwy5ET93Q4InLRGIsQAIPweb9h1GpNWLDxBk87INwAhcYqUt1VM+7iGeAAAgAElEQVRhvLgcCWsHJMXFGJvAi2BxSAlKvye850kSxvIz7p9DEgxYNoQBIcEaSDaj9wE6BEgyCcO4BCPwcEj3jWuwlFgJhKY/o8sKkNx22wsuXv/6P1k85CwccwIW+1xxRYMGGKzxgMu4JmK34puUnfm+JBZKeBJau+rgrInx8AGrRqyIIB9JnI0iwgtBcJu/uHLIzwgqQoqA8n4E7JLlRojFnU+IEvTJvgQOhDNesKd+7mc+b8w54Vl7spSU5bP4QUyMIkIxY8GOxLvCNQi0xF4J7HFeWbsIZoKXC9v5EdPLJQY5T6yzPE88fD5/1howB872k4CnGFp3lExfawTMWKlLpURAiZcG2FNe1BCP4JLfWxtjBZCtKQBEI19QQigtyage1yhhHuvPS7GkIPo8MAdkZM6cjDUqhpSMuLTncclY9J7BW7G07+Pz8S6lgCvWPlkTsovlP+93y6vCG8XDgcgoCq31JiOs92Wb8d+I4LhrTjcceI79Kwk9QDIX3KweDENYLtU0+o5DRSAnqWXbQmJego8VSQhyH+WQimt4D7HIuXD2TN8hnPxe3GkfoZ+kDJ8l1Bz+fI826jlcRUsHAhgAdlrorrEISZ8DCGmkvYuhxt9bF1YLlzJX5bbxfJZCIKaYJJa5ACUwCMRNVhcrBKBza+1SDigFXF+EH+sByCzVSgJV/MBNT9iwtAkfP4vVYc4ACQ8AiqUmAhSqZFR65lyJStKRMfAkMA55L8BsjYAXhQzYefc5gEpg8VnvyaLgQl+yXpJklEsRCF+AQRkgyGP9AXBWH5Cdg7D3MxcuQd+3JmNHqby/uQC9lMX4uXkiXhmKLUvJGlMMeGx4hEYXvM+z+LmfvRtreom/nWufs06hKAFCA+kl6/d4xRrKQ5i7+wFuEn54J7a5ssUexzCPZ1uPuJTjwQJ0zgG5QpkO4Z3cNmRuFJDx3SlS9tAf72GP5nvqec4apWwuZ4C2s2QfrCMZIPzhvXh4DlHaDzn/N/pnbzjwFDcivDAJbYsVcig5bFxDGJJA3yWICQ0uKEI/LbvGMbl/0sdz6V0k4WB6iTFcXLtIfJWWzWriGh2FfgTsJoAhNLmmCUMxjk2ARsEQsxNT9DnZsftYj/N3JwRZNixKcc5N7yUpQ5zTQXew92nUMB+L0CKErMEYP5x/jvZP4yasCXt7vK1L1Ph9ApBVAwznPV7xG4uKa3wkVgv3Hzev/VqKy3pna8XNnUbzrCXKFwVr5EFr5B2EJYQXIkjNC5DJ7uaSY+1tc+8axx/fN77QAaAYXbzJJjYnGZ3j84CseXmGOY5u2fmamweeDX8CJ+cLP448KERACaHMjMl0chck9QipmNe2zkre0/54L+M5n+ZorJHwCz4T5x1DCyOYUU53dfXyzIC18Vh4Aaj5+aKQyr/wjkjoR3gAL7JwebQSRqLMANqxHaLn8TJxBY88YXxygayxTmNNubgqJYuMYgyk7pSCfYrrCHfJqxv19zcUeCY2x4XCJSuAfqxWxbXLoqOpShRYigc4nLRWMYyxUfmhzOJAESbiQoTvNkGe5vL+5o4+pKwm78UaIUgI+zFxZnxvCT+sqGQsE4w0adYfQeQQc1c5yLuSWVguYldiTUvF8jRrIMYyIeiANSEO1IzDhUtomyuFYdt4QNi+AxFKwpJyYJ0JJHPnSvdswJUC9XyHIkOpGZ8BPAkm7zZvMp849ngDBf4ABixBFjhLLu9PqSDQkpHp+0n48G9uSbxnTvPWfoSuPaGUhTfxhPmIN+Ijyg4LW6lMLD1zYZktWceABDilh3P4IYklLJdx7YGt9/COuUXHdwB3YsEsJQrDnFjagIKnZARkSpvYNqsw1jkwEEYBFhKMAu7WR+KV73svfAIE501AkpzFvTxfx8SgA2Ysei5VYAQ4eSey/xQyZ461hgCS2CZLP7ftBEgpioCP4jMm6vAa2XOADTDtg8+Zm3UfY97qpY2ZBCJywpkDej7nrFACo9QCRUqF3ARnDV8AYPyKhyhA1tw5ouzs27jiUHl2VT5/w4Anhk5igJgZ7c2hStwHAxIgDgJmU8tHqGwDH9orq9B3WWFzLd7Bj8s0N61jHNof4ZeYCwB34Le5LWnhkgSAgwYASy5E2ZAy+wgIAonQzfwAj3ikw7Ur8J/G7YDQHOdjJb3f+zpwBAjBzxKKVUS5MEcAw4pNx5qlg0PAslCsB6toVGgILWDncHNpESyAnYtTXItQJDCN5d/WwOe2KUWsZMoIwTV3/bLuASfhaBxrxhVoznFxGgN4W1MuRFYQoRTgMGfvLa6cC539G4jYu9xSYi3wDeWAkLWWnisrmgC0LrlAW/kPl/XII/bJuJ7LJT3+jmLAYmHRI8klFAZgRcDjJcLY+xDS6UJDwcTzzoffjck5XLCeB4CTwCb5jRtQdvNYWyw5i+UJ4ChhBDGPgTUSgvDuBDR+sQYUsayV9wV89lg4AJinZhZ/O2/pbSvuzJsAGMSzeScQ1yalJHWa4Tv7iafHRCBzZ+0BHHOLC9bPzT+XPHtXIQ1KgjkDr6y59zV/eQO+Z9xchMCTwDIeFRJr713xUhQLCo1181x7Z0/T6pCCSVEP4Q3zpjiMFqYzi2+V5CCuaPMlC5wRY9h7c+XW9q6AGkDjOzx9rEfuqoDivvO8IcCTmwTjOgRijgQJ4UrrYtEIoKeAWVCdVgtAHSIWx7brsRxuB5rQHeOfkpEkxHgeYR2XI0sjvS8JaIcMmHkHsdBtYJ1uIg5oaumykdLNAY8DTpOWCAWQCCzC0VjmTOs0HjDYdguFw02gE4qjOxVAEsxiYQA6nX2smbUKaHlH885l0DJCx3KVOQM6xMDDeo5KCKudkCVAAZ53p01LfIhLiSAxHmuYgKDQeMd5g/2MScAAZM8cEzM8x/95JggcwEiosC7NJe/FuvQZMb5crJ1a04yBr1gpLBmAQZmwP949blBxMHxCCfDuBDVeY8EnyQO/iCtbV8ofITquT3quSgTLXZrAUYIZhY31yZqhxOENLk3jWm/vKP49dqPyXZYkFy/g5iaO4mPehLpzAzzsjefhXWsOSLw3L4L3NB8KirMFXIBpGqzHXYrPKBaEOXAHMrl5h1JgzfwN3AAli8n74d30fHa+Aa05ey4ABNCseP/3h4WNl83LGcCPaYTh9/jXefVc55nXgaUqFmv9rV3CJ9YFOMcK9H3hH59L71k/M3cKDzcveeL76RzGY2McwAn8rB2L2DtaV94Pn7fWeHWsccZj+I9yP8Y/w3vju/oZ0E1TDHIAT1kH70hx8XmgLb5rLOdwV77DvgBylT93Q4AnBqWVEnYYI24bGpeY0Nihg+bFYvQdwENrBLab+s76PAHIRRMXJ8AgvDG2pAIaosPDgiFYuEbiqqE5clER6ISN99w0FkZkDXDFJfXdz3zfvLjjvKsDDIj9oaVHWEtc4MohOFhcLMJtY3FLEUxcVwHFJD4Zz0HzbFann89LXBxQgo9wdFB3abRpzZYDlzpRbr4xsYulC2xGEAEGgI4Q9RxCCBAvdTHyfEJp7ENLGPkOBYvGn3aJrC18Yq3mAmWMjXJpEpKjxWveLCJrZG1G95yx8AOFInc9slxYakBkJIoC8GZRAJGxF6x5+DxwYt3hAbFWyUoEIyvJeuHpXA7u2RSxWMhzAcfqxf+5CN7fiSGyGFmf3Mz2lCKYvAH/B7Z435wpccDbfpg/hW4shzBuLJ0oaPY5nbOMBUACEMYBPhQS+025i6JIGQRCxkqLwHlTDOdUNrbzbp94AJxP++o9nJ0X3HbbxX9/XNGkGCS+CIydPevPczUmYhmTi97c56Q0jPud4sDSc/Zyo4vvUQjkQaTTEeWEEmeuYsD4w9zmfMziB+xALxcojGPL+I9iyMq2h0vxy3QFszaUKfJnV5jlagHiWJ172Myve/AkUAn5NEMfXRwYhSASXB8JU+cmA240AOrAbbtpY/w+iwYoEoQOS4QmZmdVzC0wLkmC02GZJwUsWWg0xWQSOpQAw4Fj+SWbkWVAGMzjFjRwgopAdqgA7FKd5XxcwgVgJlHDWAEvGZCEB5fwnBxOFhwQQdxG+6wjsKK1O/A0+LETC8FFGMznZl1YMqwswtX+7lOzSkizUigaXFqAOWRPgDcByLqfE6s+iUHcvZ6ziwhDPEJIAc40weBqY4UC7jnxYAASQM4SJMDH+fMI8GKwhgAWwsd4nxVtHShDielxK+NDFvOSZ0X8j1WKKH9zZWVpjpQz8T3ApG45a+89WE4ENCVgnmBHAWDxAV/8b25pIu9nse55glixfkbptb+syCQKeSc8QJnwvKW4Lf73e4qL9yQfAmasQW5rvGNvUjNNSWJdAyxAN2+Qkh659n+pXSIlyj4gMsHZ2dTtCi96ju84J5uuf/Ms1iTFlqIEbAGp9cEH5AmlgOKRpL7xthvfN0/jeGfrPbbE3MXD59/vXoHrGjxpX4Q6wU8wzuu1CGguoHnQPstCYwd+aFM3j/kScrewxCQIePaYcclNJD63yZ1IiLEUfM477UpmYq06NNxX84JwWicw45KbW0wOjbEoCFw/LMJdRfXWiiUn5mNeygdCtHd/AIdxx1R5woqFA+wJHwDgXbcRC46bO66teWo99zgAAeTzWCq3njkTGAQra22T9Zl3AGD2jDIxbz9HULNwPIcwBqBxrVtH1ou9JoRY6fZvm8uLBUiQKicBMKP73e+4Zs0rpQl5R+9hjRP39B5pEr60lgQ6a4mHIv16x0QzgIV3gASLat56DngSxp7DQmeFLd3Uk7EJfRYjELd3BPG4DsAaAPGK4J8xlkoBwU/4nnubZ2aMC4/zwxPOBoXRe1ECx8xa4JmGEtYRn4+hEEqc/eS6pNiZt/1fsrbMHbgCIvPzN9Cek8+RD6x//D26wZ1RYE2BoeDmgngW8JysA57w3tbO32O50/zz3olSAmARvhIWoBDxHpBFlC2eFMoEr0rmCWApvaxlSgkFJArLblg4f2KfFbhuwZNwot07aDTu+R2PJu8AYU7CXcwoWYBZGAeYMGR9sIBocdvKMTAnhvRZbeO4zUaisXLPcDUtXXwsKSTF2lyx3F/byEE2zlK3Ee4xmmmac4/CIVcQpZZMnItA2UQOI0VC0gYhsFQuk8xKIGx+aXNIgBMa4lEsXJaFA72JgIQ9AYLiY9ZzDuzpOcpV6g/gAs4Ehs8T3P6wErgBrc8SGSvXwnlHwm/pMmWxS0oYYSupxT4pTyAAWXoEJmAlrFhDmwQewSnmnjintRyTt/zes70XxYebNeQ7gNW88DVryM+W6gvtr3gaELF2PCtLN5RQ5Fi7BDzFiMUaPsE3XIh4BB85H0k+mq+ldbE+lDhgtZRkZk74WRyWgOf9iOtTZrKEvvS45RoFWnPyDLzlOeZl/ZfOiOYKPDBpV4n3eH8AEmDGL+ZizzxzvIJtHJN3Iwo3BY4Lf5NLkyJK2QD+1jTdhKyt9ccb5Ai+IQdG74YxgT7lyJ45Z3hq03qP72g8ShSPDv4xLiWHXAg5gzxnzp33NxaZ6A/+E2Pd1fB/H7A4f+YTV+C6BE+uVi4nDC1phqa7iem5LTGpQ+TvWE2YkCCklfo5C5T1scndIrZBi8X4LDBgPbdAWDUOmLEk2xAiSdl3sPyOKy7lEX62qbMHTTF3CS6VKuSmGBYG95yDaW4OC61d3JTW6t+sY5bGEtGGcw0XIbrUbSWKiN/R7M0pGZCUGEI64wIobrgl68y60O6tOQuWS31p31iw3j3Zjiw/Sg0PA6EpLsYaYOUAhXlyVeZJyBIcBDfrgMDaRPZeQkkSUPwdhcp3AAjryR/gMSfvY60Tm7TeS4oYMPcu9i1t7/AiEKN42HdWMn4EpPOmA8bhZUmrOUpYMi+X5kaAEpzGC1nzKGR+Tth7xtL6EMRJVqNUJZ64NJZ9I+glYKEkylhH60IRcYZ8jtdoTix7fOH3YumsvaUEO3sjlmi//O25zgCe45YlE6yPMwAUncWxlMS4xqBM82CwqK3Rrgb8eMTekTs8IngCeIofW0/WHsWKR4RyErJnwi/mhCettdyIdKeSyMPCpjyxDvetOc7zKaGUFn+sDd4B4tYjWcNn4BtW4Pgw5ycs43UHntyEtHaAsgs4I/RovDT1xOX8nFuJoGJR0fAJEAw9XiWVlXIoZLSxcnNd1SZmZME5KA7WSASkd2B5EMBAi6W7VDAPVLlbgYUDByCWyDi5Oovg5RYD7pQLGjyrjWDg/vHZOREgDjvt1ry8+7YuPgQtF1GK6wkbVm3InngeF94SeFJyKB6SmADntobgEQIUklwBRSCm3IHVYU/wwBJ4sty4F1mrYlsECmFqrykLhwoo62J9rCW+Gcm7pn8xS5Fb+p73uOf/dAkfPkyQ2h/Psv7p78ua4IK1Z3icVZhktHEsa2xPrS+rLLWpvmM9l5QxVj7rzzriD+6/Me5q/Vg2gGg+L4oeBcRz7RmQsr8AYinsYD7ACsBbF8ooC9J583+WF2ABciNRuCixvCCUPc/YVIOc7+ENgJ8Wdd4HIApBIElizhureozXs+CcK+8BnFmgY2YucLSPS/PjwTBHIQC84EyMXibv79nj/JyvtOj0PfyTC+OdJWBqLsaLl2PfdnnhPftnzeyNxEkxdGdjPJ9nAD3tClxX4OmQEHysnfGeTEuCqQmmTR0zgAdrDSOzCLg9R5caYeAgEbAj0UwF+FlX3LysgV2EoQl5LmFC17MJrnTN8R4YXDxi7iJ1ALjzHHCxQ1YWoNh0mAg8f2jpANtYNH8uOu9Bo2bpzV2phK13YAFIFOIO9XkWn5gjN+9Srem2uRMmlBFrNoJn3KfekRJBQyYgacXWh3U0Nufftb5+73vekVAk3EdiwbBwWX8UFYKcEI8FRcPn9jpkfgQmtzTFZj43+8kTYo9Yy/aesGRl4selulsKGcAg5PDdmGRGIBN81osbOITHAR0AFVcnqO03nmWx8Qb4ztzK2rWePCKsxPkF7Kwkz/L+AEFSFR6zd+anfOjQDjXeVaKRTPeQvZTUkvpMZxV4OQPcoc6r8Y7JEsVjeCHWORlBCXaWWaziwfghxLJWTiPO6twcekWX84QfKWkI3zjP5matJDKNCVzmyIOS9o/OunNJydylPHg+jwUlkqKIv5MjQYkV0jhTbwWuG/DE9OI6BAjhzs0xZvVhWIKIRj0ehn2WLlmA816htEKarAMBFGR6Iu8C+ByCY9rIJdbCOhwzYVmahH1caZI4EFcRYGJlbBIg5sDKIojHNHuu6dSpZi28P0HJxUY4swiVQLCEUsvK8nHgDxFYAEFmIzfpCDBJq2cZcaOzsqwtIWxMAgrAsRL2HY8QZ3lxn4/7bZ24rOwP4WgOFAnWHpAAmFG+gPZSDHSJZ2j03lvG6Tg3/Jh4I4uHUPZuLBlgCuDFpPadl7GT9AKwkkxlXpQcoG9/WSqx3ClGKbA3Liszbsx9+J87Hh+MbeBSRiJzmFUdj4z9431AvCYEtLH2mR8epdhRYEdvCkssgEU5TbIaCzD/5hrlpl3KJdg0R8orZQOvJ+NW+IWig+/SonL8Pus660AxwZcUk33rIs3DsylOzpl5WjMKwHizU8a0JpQv7lqxd+uMP+2jtcCf28a2luaRJCpKCOA3/qbExX144vyZ3Stw3YAnd4YUcIeUMB41QtoadwhG5I7jwtjVj3ZcGkwOBIFnygM8i3VKuzamJITUTKYUwVg046S8717uj31C4hGhz4KIdhkrkaAidAlpB44gJZwdoBT17+ogNL6Hg0WDHuN0YjeUDeBvTZMZaSxxVhYHl7LDx5VGaO1DtGWuXNZPCJCIB7E0gD93JWIdEvqsDnvLIrWODv2u7Fnf54UAhqzYJBylpZo9s4+EFoszxf20fGAHdO2173kngLerzaE54bExk5j1bg0zB+5BJL6XNTMGJYGisuuO2KwZa4JCkM4xfq7zElDEGyzqUUFiwbKmCF9JLyx/Vii37y73NIWH9e75uYWHEid+a39YfHgkApwHhuLKUnIOzI83KHdlbuOTJN3gyWTQUnh9P0lQlLYQHgnoGR9YA7NNl1bPxwZC9poCSSmkQLHI8LkQDaAbQd8ZjCtd4lEaw9s/oLpLpjg3no/H8TRQdM4obGLTKQ3atkaSsnzWOXCWKF74fBtRRCnIlBoKIwVlfrPKPuf3/JnDVuC6AE+p2oSPQ01Yzt1ShCZw4xIiwIEOKyGJC7uWhEVJ2yRQc5gcNNo4wShzMN1dPItrLgBBeAA8brZdCQd5Dy5cGZWygXPvnvendTpohGNiMOI2Y6o+1w9hNs/0XZqjQ+XdJDekubU1MldZv4Bj6WCyOhxGc7YePkeYb4tRGt+7Eu5JlAGcDjTwzp2BEcIEVYjQzzVj5kdw7FJIxDCty1jKYg3NzbwJ6LRym6+NPWWZAjjvY26AaRvhPTGpKC5A2JqKCabFXEDcZ43hDwEsEcu8CNJ5E4GlMbkYxSUlC+Ftcav/v717S5obhaEAnPfsf42ZZUx9SZ0ZymUMpu1OX+SXufxtA0JIR0cCkrviPLbbXNpvoAtVaaM+5dWshxxKsNcW54lKTFRuXvSX0WaIf+dvf/7879XMm3+KGAEVQE+EKLfZHsG3bc9YzJv+0ysOmJEnSw5c1WzrzOiPNWKe6RFQYn2IxkXho8hK3/VJxAeQoDTjkPXjiLY3d8CtNIYtRtajCtqj08iMQ58Be2AR/UoXzIGIcLRdLPLSNjCCGQH4sBfsRbv9p5VtWzUM3B0Vxo1sYf19XgIv7zwZcmiU0iuOUdjSozEYTShcsY1cgwWtXL1XjRkxQb9QcSg8ysvgWAAWNBTePr6NEoLwIXZokTNjKHsKnvchbI5ExJk9ZehWtJtoimNsIxRGygK0iDgExpchhpzbszD3phz9ayHJ63B8yaUxKqgszqVHt2lPLlUkqvgB+gYaRgar7Uf2qIloepW1fm+MUDuDwRgz2pzg9iSeI7U2f4yy75AvI3JEd2kTQ+G3OQycnAJajtryLnChDW1yaL22yBz44PzIGkXK2R61k7tFRVroYrSh79CXllrt9ZH+ovHMF2OO8sR0zOQn0YBAo/kHKPau0Uu75MBhALbmDs2p77NUeBgcLEEO9eiNyfitE05E3lkUCPwc7SnOWdb6aR3TLewBkDUzz/pinaPKrRdghD0Z3bLC6XL2ADjq3Tszst+OXaBAtsCJCJwzZQuB1DBv/kaHtQmAsh+zIH7eTXR+eVHV6sP9+EsfeGnnaQGjdCwaSsiYzqA3iBY1qlBAFIQugaRnrtRqL2T2vhzq0XuMk0WJ5oFkKTunNpMDMufeF2WgyDg6RRk9Q8zxQt+QLCeBvmJQe5ufGQ3f13+yBD5EXCIgec6ZhyzlXvweBQhUADDt7Q9732H0gRjRhvzcjNM1PuieQdRnjoZDG8kS1SbyFyGQPccxa6wABNGJ6Es+DRgaHa4vp8tpikRFeJzG0WNcqELfFlUrEmNQR7l5MmS40Y5koZ8jejn9ADrR84w4epkDNm+cRm8NMcpy/NpFHR7tDW7Hqy3Rj+I2emZsLXW/lQ2d5IxydB6He3Qucvs+oIuO1z/rzfj0c69q3XthXxxOYJ4Agu1F1KN1wCY46Uc/OXG3/rBFeyd3+Tu2x5yJUkXno7Vy1L4cLX2kc+Y+bQIbwDu98LecBz1jH0fjfZm/v7hzflnnyehyemgxeQQO6kyxgPdFjiI0xlvOA2pNzm1PQSw0eSsGXJEJg/D/czyTnJrKVtQv52RxpRy9p4zak3dR4advjOvIURiXRWOBWpgKfThdsvLve48FLTerT6ICjr5nbPbeZ/yBEcaRM0WbGyuHiMbclvSjhEWsIgRGZDbXF2OHqhOdiQzJkHFkHPaoasZFNI4aph8o8RlH3Y6TMQcQOCqsgnHKM4vAtvnXdqsLPQEQZh9OBl0IHDDIInMU7R44AwhEmcCOiILRPzNn6ZO8HwCiihuYst0HHSw6ydgS+WtP7pSOiM7OVCNrz5YYEZ5cH2doK8heztX/p7MADvpVTvxMHp8+irBE1nRFNEbf9r5jXjk+Y5S/97sVBwMUiMqBVTrGkfl3+kn/0c/mV4QPtIiMUz08W2zU0yOgRgqKrKz/HCUJdKu4pu/+nvzwrD7W7x6TwEs6T4aFEorGUDOMzNmS8YiFEaJYFjX6U24nh3i3x5FZXNAsio2R8nvVn2ceqJhhpNAMoghRRNTbZqItC4JTSPHFbHsWKvmQjUUNkaJ1tyfN5IgvVZFkKMJaPaYLNaoNclKw4ntB4ek3wIEm1KfkSleMBzTNQIoYzA1Dy2i0tKV8HYOIEtYXAKt37NuMXNFsnJnIS3vmr42+GDEgB53W3nIy8+38JpE42XBUDD8jyJG1B6ZjPOTqjIsjO7ohZ9Q+w0+/fBOQ4hQ50VwxhraW2uBo9YejHeW3e21KPdAPVDajLpL133kAP+AScyJqxCit6IfviagBTs44Bz/Ia+awC0yE+QOOOLrZwrcjefqWeVEPABiYF7LkPOlqctPsQHuC1GiOZv7ObsnxA0OAc7Z+aYte1vNcCbyc84QqLTzKzgExVL1Tf86ISk6A4VUwY7FSxOzZ1Cbngu6zCEUUZx1n+iKaRHHKAcUYQfoizFBuDGjulbT4sg/xzHj8llFEaUPTDKCKYcUVOd1EO8ZiXMYoZzLKk476kC0zjD9aisHI/DCcInsRI+pOdDFDlffaZKhEXow8Q8wwpYowhRicOSPGiWYLxWgMR38XyQA82myPTxOR+n/0EVBBm81UBffaQuOKTDgP/Tc2jt88iaLJDpMA+MndrzqYVi/pJCaG0Q2tygH5d+xHwNWjEUxuegFCABqgAG/zz69fv/OFmAmODHB89GlPNQJSMSLocOAre4c5lr0za1fbDhjhNLEVQDhKHDtgzanwJedH9GOvb8CdWgmMmiBABG399U4FWx1fvTcngZdznhZW9vuJPumNpxUAAAR7SURBVEWAjxqOiEJVrfyB4hcRWC7gdTYl9E8ZRRRXGOFcqKvQCYWDygntnGpd7XNuorfVR1SWC6UVAjEYKFqP4inUI4enghIqP0OP9frE4Oo3qjhbJjgXKJ/j5HQ4hRV6bNsmQ8Xou4GiPTAgdJzoUyQjuhkdtL8q49xowwADCvbnXtGW6FwVJroRVWwu6SgHk/NJVWxe+SgwSfU2hsf6knvktAE8Rv+KB2Wv0CzHC9JF9QDWHaobwFzZI73XN4wAsIZuFhFiSDhMqQaOVL1DL6WxOlays8YVCKZS3reAco70qrFt+wdMWl/aZic57KcVCK0K60PfeynnKZ/GkIgOc2nrlXJnIOxfpPCpiuV4GF9GxT5OlMy42GQuk60oQn6R4woKFp2pYERfMYx790iujNmi0hYDDxww+CJORQ7oTs7srofRBwgsaqeloJSuAjx7fWY4GCmRPZp1tvhpZfzGBvgAChw4gHLl2NrKSTlDJz0ZH4oVozDap7kyJu8Yl8iX8wbi5MPb20JWv7v3HgaBU8aw5L7MUT3AavuAnRy4taCyVkQ9qoBfbct7qGEg35yhvDFYR7npOcux3yMOGxWMmVB05p+PFCM9Mu5698ePl3GecjGQVE4fQSVdaaT2Jht1BqlSQvsK5XpmqxlXlMcY7eVE/SmCQrncYRxDfSsqknMCCO6SJZpKgQijb8uBYoq72iJzdG2uWkKjyvfcOWdAFUCnXRQkSveOhy4yjFgQBVkiiu11bFe2C7zl9BpblhR23fUABfQdrYpFWE2JzPRP1CelYF2JdEXTdz5oW4DVIe8A7OwWmLN9wsAAVBifHDnZXht49nv1+8cl8BLOE+WHSoKGVcVC+nca4CBvBSGiQtWgHNnV1E47Pck5Wtja215c+/hU/vkCGaKr5B5RqmiymTMyV9pHLSZ6ge5tw8jxfivfm3kH0scUaA8oEF3c+eT2GpH73mXZV7WNflZoJYeNLThTWb7SB4wLh2bdoW3vao/RB3JUo0uZbM+UXun70TuADhmq1uY477YjcuTy0g6HkHscVcuvjldEix1QQ4BpuZrOX+3XN7/3Es7TBNjiQeEV0jzjgbzlYyxuRnjvDssr+8FYoRiV8N9504HolrGSkxOVtZd1Xzke30peN3caXlHYNeqjCFBxlCimPXlp9F79/e9IQDQmFw54KLC5++GkFQvdCXTuHkPv+/K6CuaOttv9rb59Y7sv4zyfLXwRGqPvmb3+59l9XG1PlAtxQ8F3I+9cT3Z2T+Dq2Oq995KA3LtiIVXld0Vl7yWR6u2nSOBrneenTGCNoyRQEigJlASeL4FynrfL/JH6uts7t9TA541oSQz1UkmgJPDFEijn+cWT/85DLwf+zrNXfS8JvL8Eynm+/xzWCEoCJYGSQEngyRIo5/lkgVdzJYGSQEmgJPD+Eijn2ZvD4gXfX7trBCWBkkBJ4CYJlPO8SbD12ZJASaAkUBL4XAnc6DwrdPtctamRlQRKAiWB75bAjc7zuwVboy8JlARKAiWBz5XAv7beOIpxsTtzAAAAAElFTkSuQmCC" xmlns:xlink="http://www.w3.org/1999/xlink" y="6.400024414062472"></image></g><g></g></g><g></g><g></g><g></g></svg> <svg height="262.8571472167969" style="width:660px;height:262.8571472167969px;font-family:Asana-Math, Asana;background:#FFF;" width="660" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g><g><g><text style="white-space:pre;stroke:none;fill:rgb(0,0,0);fill-opacity:1;font-size:12px;font-family:Arial, Helvetica, sans-serif;font-weight:400;font-style:italic;dominant-baseline:text-before-edge;text-decoration:none solid rgb(0, 0, 0);" x="273.91424560546875" y="241.28570556640625">GRE Big Book, p. 98</text></g></g></g></svg> </svg></center> <p>In the following mountain entries, we&#39;re going to explore special examples of distribution charts.</p>