{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "grid = nc.Dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSnBathymetryV17-02')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# By grid cell" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ud2agF8jTkNEoMh6jPLsJeXCI9iNC6CWY/qv+YS8q3rf8ahYeeRXt89IUTu7n\no6c9wnP949n80ByyEzRe+PVsnv/+RXDSm+9j4VHfov2oJM67Yzx/9Gs/ZiHDQZ3Yy0knX09obTtL\n1i0a1pwCDhwUYI+Q1ocQIgw8gn9hpwN/UEpdJYS4Gvgc0FEZ+nWl1P9Wttmt5iqBoR5FnGJ+EhmP\nITyFMnU/rc40h4xRiQjFmXV0HqzjRMEdW0LXFLrpoJTA6wghy4K6ZxTJVTlkWzdLNv37kH0sjJ+7\nQ97u7njRA1hpHTcEmgU1LxTxQrv3dZQFi8wrJaLtMTZ9o5qHnpnNhIdtHv7LpTvd7vALFhPp9EgA\n7/7s0/znGF+K5ge9Tdz6y/cjbah7uoi5oX2n+wk4kBEjqUddBk5SSuWEEAbwmBBiSeW1xUqpm4Yc\neQ+aqwSGepSwMHYOMhlHTRqLJwTy1XX+gkku53uxobDvbU8cS6lGp1ylcFMuUioG0jGstiiRdknV\nSo/Uk5tRPX24xZLvPUuB0DREJIJsGosSAtHV41cnAii1Q1OA19NS+wX0xga6T5pE31T/n8Q1YfLv\n/JJ0mS/RnDpvUH3vvcdfR8+MCOrDXYRur6JzjuTg+at54fEpuAmPg4BirUnnaQXKrk5ilYZWcph1\n5WIKYzzC7RIrrfCqbdJPmfTO9FARlwwGj/3Hjwfn9S9bjmb1BdMBePmJQDL1nYACvBFaTFR+jnOu\n8tCo3HaW97zbzVUCQz1a8BRCSKxkCKO76OtCFwo7DFOGhlZWSEfiOgKvOwQJB+UKZFUZuTmCZimQ\nGiKVRAuHIBSCeBQvYuBpGrJkIcoOqlhCaNqgYR3gFOPMQY/7vtL/DD7f3TwdM+eR/Wg/yUiZfNmk\n1Bdmw6lpxvytTChfQmTSNM++kq6jq4dU8XV9rMBtR/2CeSEdBrStTx16bjPnzWRzOo7up4ITm9fJ\nlVMf4KxEN5yy3cD3Vfbp5fnoly4itroHSZmlLw7VHAkY3eyGR10jhNi+0OPWikzzIEIIDXgamArc\nUhGzawG+LIQ4B19x9F8rfWV3u7lKYKhHCZ5lQQ5CW/qwa+NoE8bgJkMYGzpQff14+QKq6KK1dRPX\nJdkJCdyQhPoSnitRSqBsiRsCKy6xmjIIT+GFNJQQ6AU/tU7rL6HWbPTdBU8hwiEWhs/yC2RSCd+o\nb0fLtEtB+p6LfUI9VlKjIZWl9fFxTLmtDRX12PChEFuOCWG9r55Iu8BKwg/PvJWTI/6V4MfWLODZ\njibOefJ58FdpAAAgAElEQVQ8nKJBOFGm1Blhwh8V0dVdqIiJVRdjnAfFeo/eqRJpCbrWZrhqxelc\n7YKT9uffdK9EL/j7fei+y3j07rfn8wnYv1BK7I5H3bmrgpdK2OIwIUQauFsIcTDwI+Db+N71t4Gb\ngfP2ZL6BoR4lCClAeb5SXW+R3NQ0xRoNbZLfwyHS5SJsD6PfRngKNwTKUChbAwXKE2BJpAN2TFCq\nDSE8RWxjHtnZh9fWgWdZuIA+YTyqtw+RSeOlY4j1W1DFEqqjC2ZNwT7pcOyYRnaihlaCWJuLGxKk\nztjMvQf9gYgIwSyYe/jpdG2Ns+79Q7NSNjr9fPj5z2LcWQUKEpstpucsOg+NgwIradKwVVHOQKSj\nCxEOEerpZ8nG7+/6jfrMW/DmBxxw+IuJI6+PopTqFUI8BDRvH5sWQvwEGKi+GlZzle0JDPUBzmAH\nFk0DIaEvi4iEibRHECpEzzQN4UHfFB07rvCqAAHRVB9VpkM2F8bpDhPq0JAWxLYoPF3gRATSBjei\nQyaB21SDG9bwTEnREAjVgGsI3JCgqmgjPY9SU5otx5ioWTmqk3lK/TGcTTGE0nAioP+gkfeGL8TM\nukQ291MHPPP8pcCltEy/DLL9eP05ZHWGhowAeln63DWD53r0uYvQLEW8zSPUUUZ7aQ3AW6YSGDCa\nGbmeiUKIWsCuGOkIsAC4YaADVmXYR4CXKvd3u7lKYKhHCULTQKt88ZRCSZCWh9mnYVWCvW7CJZkp\nYBoOhvQwdYeenhiyLNHzYOT8DIzEpjJ9E0N4CUG+MYq0ooR7POKbyygpiLX5se/7nroKgObZV1KY\nXEWxRifSAb2dEdodjVDYwhtTIFuO4SRcUmsVSgoirTlEe/eQ+S9ZeQPNyU+DEHjdPdDeMSS+DfCP\n2wKt54CRwV9MHLGsj0bgtkqcWgK/U0rdK4S4XQhxWOVw64HPw541V9nlT4oQYoYQ4rntblkhxFeF\nEBkhxP1CiFWVv1XbbXOFEGK1EGKFEGLhnp59wK653/s993u/x7MdlGX72tChEAiB0gSapdAs0HOg\n9WtI6SFR2J7/0TfU9uFV2XgmKAmpV7OEVrSR2GRh9iuEC9L2b54uCW/N+XnaSg3qUruvrib8wPNU\nP76N2mcLEHHRTQfXk0ip8JqKqJCHldRIv9QLazeh8oVBFb4BlmZ/gayt9lX6AgLeYlzksG67Qin1\nglLqcKXUHKXUwUqpayrPn62UOqTy/Ie2865RSl2rlJqilJqhlFry5nv3GU4rrhXAYTC4stkK3A1c\nDjyglLpeCHF55fFle5IjGLD3DAjGL4yfi7RsRG0C4fqedbhbYcUFShcUm0xE2CIdLqJJD9eTUNE/\nzo9XtB2TwommkBY4UT9zz4n4Avj940NE202i7TahzX4HmVPMTyIN3c8yiZgU60JQhDIhtJALQuFl\nTeLrNOKbS4hCGVJJsN9YjCkoLgl4OxjtlYknA2uUUhuEEKcCJ1Sevw34K3AZe5AjGDAyDORLA6AU\n0lZEO1xcU+BpEs8U5HtDGDUuId3BlC5rNtcx7l5J4om1EArR1jwWMwvFGrCqPXAFwgXh+RWKSgpS\nqy2EUpBJo+k6qlRCxGMUG+MUazQirVDOSIRlolkQKvphla5ZYeS0RtJrywhn38vrBryzGVXNbV/H\nmcCvK/frt3Pl24D6yv1h5QgKIc4HzgdoamrazWkEvBH3e79nYfgslOMgyw4ypOFIiWYrpOOHL7R+\nnWLExEpohDWHhro+2ubVEl+ZRDge0XYXzxBoJYHdKynVgBNTOCkHxxGARv/EKOEuv+JRuElCr7aC\n7RB69GXCkTBq0lichImnS7SSQ+ecKEqC0nwP3dMluuWg9xRomXoJWPbwMjYCAkYIpRgM/x0IDNtQ\nCyFM4EPADq04lFJKCLFbLlIlYfxW8BsH7M62AW/OfaX/YYF2Btr6LZi11XhGGjck/SIXS2D0Cywt\nxEZZTSaVoyHeT+roIq/WN6J1GiTWCrQyuGHwNBAeCBeUVBBSlMZ69LgGRs4k2q4I97rYUxsxNnWD\np/D6sqine5CAkU4DUP90GRmNouqqQYJdE8eO6eg9gDUyetQBe05Lrd/vcUnHf+1i5OjBD32MQkMN\ntADPKKW2VR5vG0g/EUI0AgPCCLudIxgwstzv/tavDiyWCJfKOI0ZtISBdDWciIZwJV42QnckTEdN\nklQmT9PYTqx6nbbaFPrWEJPvzqFt62PzR8ZSzijMpIXn+TE9q1oDKckZAieik+kuo5JRpFfjG+vq\nFMrQoGwjihaqdStOdw+iL4uMRZHJCHatSW5eNVUrohhtWb8wptLVPODto6XxS6i6arxkmMO/tJhn\nb3nnlNCPoNbHW87uGOpP8FrYA/xcwHOB6yt/79nu+d3KEQwYeQY6urSM/TL6li4YV4MbloT6FNIV\nFOtA5ARaKUR/t4k3uY+qWIEZTW1k68OsTFcj8zG8jIUZs8gkCliuXyDQ1W/iFiTJtYrMs92+MTYN\nrEl1eIbEiUpc0w+5eBqEx6QwOvKwtR0cB339NuJ2LaXDE3TNjpCKaIS39EPE9A12b/Yd5d3tSzqb\np9AxV1H1T9+7PPSri33VwVHOCKfnveUMy1ALIWL4Sdyf3+7p64HfCSE+A2wAToc9yxEMeAuppOxp\nubKvwVjwvWq9qGHFBXYcQFBYnaI/liBcW6AmmePMeU/SWkzTVkzgeBJTcyk7OtlyGFn0/6mNvIcX\nNtE6eqBURl+/CYBwVRpVnaJ/WgorKbGSYcSEMMl1UfSeAuSKKF0S6fYoZiT9402sVBWpFzqh1+/h\nuDBy9k41rwNGhqd+8TWO+fhN8Pk2wrrNuufHMfvyxYR6oO6J7lHcPHcUhj6UUnmg+nXPdeFngbzR\n+GuBQOFmP8Dt7UUUTKSuI4UAz0Aruhj9EieuU0prOGFBoVGg+jTsXJzNmTCrojmqzAIzk+24CIqu\nQXsxQcE2UWEP1xH0TNfQyxGonYBnSsweC63kQGsXYksH0UQYX6IXpAu90yNAZFBXTGkCBCgdrLjA\nakiipaPIVZsQsQgLw2ftUPQSMPL87Q8XM/OqxYSP7uakY19gWzGB/S/++sK8s24GIXjiv0dfsVHQ\nMzFgv2GZ/RtOMc6EQgGpPGQphBc2kZWMDAjjhCWeKXHCAALQ2ZRN4yUETdFu9Mo6sS49DM0FXfml\nUgK6DtIZkEzQShGkDZHJMTxNYCUESvOzTcI9Hp7up/opHVBgFBVmv0d0fT/CcshPr0IraUQScVRX\nD8I0OcX8JELTAu/6LebVb/nhjkMvXEzofR0c8fP1lD2d3n/369iaM58DYGn3T/bZHEcSP+tj5LU+\n3ioCQ/0OYJn9GxZGzkYqBUIiATcRAVdhZG2kpeEZOlZcIjyQtqB9fQYmQlO0m6i0SOlFPCXI2Sbo\nHtKCcpVvwKUj8EyFnq9kjIT8/ehF0EuK6DYHpQui7Qoj7xJe1YHK+iGOpZ23sjByNoRDhFMR8uMj\naBNrEeOrMV7ZhLD9KsWW2i8Eceu3gef/wzfYk/7nu3zs4OcYe8Fq1vVmKLdPBeCIzy/mmR8f+DHs\n0V7wEnCgUlHWA8BxEbYLErSci7R0nKiGkmowHKFnNba1pumuimEbGg1mlgmRLtKGL/bclkziuBLl\nCaz2CABaUcM1QZYBBWZOoZU8PFPiGoLYlhL6lh5feS8SBkMfLEMHsFMmxWpJqSpMpNNFKzQgijai\n3W+g2Jz53Kjx6PZ31p11BScuvIH3f/9B5mdWsunGav5y57x9Pa0RJQh9BOx3DMR6TzE/iTB0ZF3N\nYNk3UqIVXTxdIMMgdQEKhC3ZUkiSCRnEtTKGpxOVFifVraRUY5B1wjy+bRLtOROUwPYEwhEoKdAr\nPQtCPQ7S8XBDGvkxYWR9A9Kpp5jRyE4Sg624tCIUx3go3cXs1rASGp6ZINTjEtYEYlsXQgZf17eT\nYo3Oi/3jaIp086dVB2OWIL3GpWXiRSxZv3hfT2+vGJVZHwH7LwMypwPsqmfhMusOFsjT8Da2Ik0T\nOX4MStOQrkKzPJTQURI8U6FMj2wpTFhzsJWGrMSqo9IiKi167ShRw0L06xj9Es9QKAFeSOFIQa5R\nUE6GiG91kWWP+Po8wnVRhoZeMDEKBoU6SexDbWjSo2gZlB2dPiOOE9HRbIlrCrRSDN04cOKJo4GZ\nd13DHd/9KZ9edBEPH2ozbnwn+XycxNN+ScTCuVdz3/Kr9+0k95JRl/URcOCwQJ422AZLue6g4d5e\nt1poGsp18col2LQFmYyjRf0qf72soXSBdMCzJX2FCK6SZEIFMmYeQ7iUlI6GYkKkk8mRDh4JF1nb\nkyG7Lo0sC6Tt64KEexRGQWH22ujZEnJbD15PLwJ4sNJfceFR32Lt/AQTa7uoShTpKUfI5dJE2gXx\nVg8z62Cu82upDnQvbm9pnvMN7JoYhXqTQr0kO7eE1hpGL0CoD6LtHmafnwmb+foGtvx4CsVqQbhH\nITwoJwWRbn9M+5EGeg6stF95GumE/gngRjwWvuc5/PIH0Bd2svbwyo//wXDowk8g/8/PCGmZfDFL\n1t70RlPd71FK4ASGOuDt4n7v974Yk2kiIhHwPLxiCeX4pdnbe9xC0xCm6ceqhaw8NvxWWQo8rXIp\n6IGeF3iGxMqG6M4bbAhV4cQkttLIuSFC0iGlF0C4nFz9Co2RMfxv98HQYZJc44tBORGJcBVuWEMr\n6SDlkAa4LZO+RnbeWMRKSV+iQE06jy49thZ9Nb/Eqj5EXw6EgFzhHb2geOLCG7CnpsmN1eifpHBr\ny6x97y+GjPl9LsUVf/4EYkyRDND7Yb/fajZv0lDXR19nktLKMHZScN2pdyCFR5PezatWI2cnOoce\ncOyTQJjyQzUcc/vn0YsKI+dQCzx4/0Wj4rM4kEIfQql9L7Mxd+5ctXz58l0PDNgppxhnolVnwDTB\ndVH9ObxSGQCZjCOq0nipKMrQkEUbsa0LZduIqjR2YwonZlCo03FDgnIK3AjYMV/vw6qzqWropypS\nIB0qIYViUqyLiLRIaCUM4bLVSrFs80zkvRnCXR7xTX6getnj//amc26ZcTmt76snO8fmqBnr0KVL\nwTHZ3J+i/+kaqlYoMo9vhb5+fwPTANdlSdsP3/L3c39hzkWLKVfBK+f7Lcv+Ugjz5cc+CcD6cy7f\nYfzEW27GyEqi20ArwzM/2nmWxqFfXUyp2tcj18p+Z/gJS/3P7v7Hrhzhs9l7hBBP76qH4a5Iz6xT\nx//09GGN/dNxt+z18faWwFCPIhaGz0KmU37zAEOHfBG3z0+DGzDUTm0SpQuUJpFlF729Dy8do1Qf\n9dtsZSRKE3iGv8+Bf2DPhHKdQ6q+n7DhYOoOCbNMWHOoDuVJG0XqjCy20rhzw2F0dySY/Cv/uyU8\nxQMP7aDlNYT3zr+W9R+I4jSUOWrqBsKajRSKrB3mufXj0DaHmfiXAkZHDrWtExGPjSrFvWM+fhPJ\np7cAO2pyT/71daw+8Zfc0D2VX9y1AICV3zjwU+T2lJEy1Mf95Ixhjb13/n/u9HhCiDDwCH51lw78\nQSl1lRAiA/wWmIjf4eX0ShdyhBBX4HfwdIELlVL37WwOQehjlLBAO8MX8BfCv3kKpTxQHsp1UaUy\nomyhDN8QA77BjoVxowZ23K9QFB5I149pKimIb1a4pt8ZXC/oFLqryDaUEVL5N00xtaGDLj1GVTqP\nFB4njV3F1uokT7z/IKJbBJkVDgve8x20gjWkB+L2/N8jvufWfNg3efWk6eSbFFMO20RNOM+xU9dQ\nmmSwPDqV1IoojX/yUwRbxn8FPM+XST3ALsOP/dhN9EzXsBNgNdqMReKMybzhWGNVBE6EHz96EtS6\nrP/8xW/zbEcfI5xHXQZOUkrlhBAG8JgQYgnwUUaouUpgqEcJ0tB9T1p/7SMVhvHafU0Dz0NJv0WX\n0VtG5kooKdGzZbTqEE5E4Ol+HrXwFMJThHo9oluLdBwRx3VAOKAXQ3gaxLaAG4JNsQm4JiSbSxyV\nXEc0ZLGtlMCtscimJVbKILlOI/2qv3goe3IsWX3jG57H0ueu8XswTk2z1h3PyrTDnOmbSJoljj36\nFbyjBc+cPA57dYKpv+wazLFeGD5rcB/KdVGu/52XkciQuPi+4qSTr6f1hBCnfujv/P6ReYwFzj17\nGRdn1jD9ti9iJRVm1uChZZftsO1AyAPHNyzvOnsRT94++kq6325GKo9a+WGJXOWhUbkp/CYqJ1Se\n36vmKoGhHgUsjJwNmoZMxEHXwPXw2jvwLGtwjCqXK4uGCiUqf6WEStqb2WMhXINitYbSGDTYpYxE\numGS62zKVb7XrVkQ22IR2tyLXZ+gd1oEKyl45B+zyB4e5oIxDzKmpocnN01ArY4jXMg3CKQdJbUq\nB/kCzVWfRVnWGxrRpS8PlYmZ+5lFrGoSeAfnmFLbydwxm2AMvDirkd7100iskzQ+1o9nahgbO6FY\nQtmOf8747clUueyXog/kkxtnAiBnTvGP+eLIStMMdFUHBuPpRyx4hevrn+eqj/+Dlz4k+X93XMiv\neiAMPPXzXRve6xb+jmt/diaxtjLzP3Qjrimw4xIj5xHfkEd29gWtzIaJUuCMYOOASpvCp4GpwC1K\nqSeFEHvVXGV7AkN9gLMwfJZfFt5Yj+rqwW3vAHbMp16gnYEUZcz1HahkDKs2DqkwSHANiV50Mfod\nhAIrIbGjvrF2woJsk46RU+glRbjXQy94uCGJm4khSy6xNgcz5zdgfnXbVC48oo5xVb18dtbfeXH8\nWP62djJuUcczDAq1CeqiBkZHDtneTXPVZ3ErBm2g7+PrWf6zoUbs5BO/S9fsMLUf38hx715L8rgi\nv3/34Vj9OrEVTZhZX1sEIL6xhL6tD2+Tn//bXPVZlvb81M94icde2+cJ1wGg9/vGvdQQw475P2J/\n/92/DuuzaJn0tdeuaMRr3lrL9MsIKcXjqyZzeaSH6+ufp90NM/7BMqEVbf6g7735fmXDSgBuuf8y\nXvzKj16b8z8/SOHOccS2uLgRHXd89ZvtIuAN2I3QR40QYvtFtFsrjU8GqYQtDhNCpIG7hRAHv+71\n3W6usj2BoR4FCKPyMXoeWiLB0r6f7zDmfve3fo51NodwXMzK88rUkVEDJ2bgGYJySvPbZklR+QsI\nsBICJyLQyoqQFEjbw0qHMLIW0lHoJQ+9JFESyv9MsqoqRncxysRUD++dtoKyp/OwnI7VZ9BBmJoX\nBebWDlQlK2V3GFiYXHDMd3h63Dg6Ty9wSONWZKOisynKps4qys/HMPrB7DdRMoXe2Y0qFlGWxSlH\nX4M64iDa5sVo+vA6jspsYEpoG51Okp+seA+F1gRVL0sinb6xf9fZvpeqlxSdh0jKNS6yLGl4YkAG\nEDwDqgAvHkGFNPqmxan5XJFXNjdQ9dcIsW0O5gads45/Aojw/miJb04PwfQJuxTrP+jfFuOZcNUn\n/sqMX3yRFZ/2jfX6l8fATI9nb9kxXBKwc3YzRt053MVLpVSvEOIhoJkRbK4SZH2MAhZoZ6DX1UA4\nBIUiXi4PntpBcW6BPA0ZiSCTCQhV8qmLJZACMmm8qElpTBw7IrESfrx6oCXXQL9DlJ/CJW1f/c7I\ne2glDycife3puN+UwIkp3JSDNF3qa7PUx/ppjPTRZ0d4/MVphLbqNDzlEN6aR27twmlrRxr6bsua\nntB8A1uONZlx/Fp06eF4kp5yhK6HG4l0gJFXWEk/LxsB/RPBiSjGzdmKIV167xhPtMPBzDp0zQqT\nm58nGrFw/1ZF+Yg8K+e/Fpr5Ta6Kq5//ANa2CLIsMXIC7ZA+SuuTaCVB9YsemgXvu/ohvlT1PEkZ\necM5H/ntLw56/I/f8Zq3fvIJ16H3lSk3xHCikmyTRnaaS2SrxgNfuJEGLT44dtJfPkvmaYNnf/jO\ny/4YiayPxIwGdeQP/9+wxj783pt3lfVRC9gVIx0BlgE3AMcDXdstJmaUUpcKIWYDd+DHpccADwDT\n9noxseLO/xQ4GD9Ifh6wghFKPQnYO4QUfj60YYCu+0UtbzY25OtDq+5elGUNLrrR3YPQDaLdtXjp\nBLkpCZxoJUNEgav5BptKqh4e2DGBTGuEe/2CGdf0PRStDNIVOI6OE5O0ywQFy0CXHlVmgeMPfZVH\nIlPRH1S4MRNRLvuLoXuAXnTJvKqQJyhM6dLan6J9fYZMO0Q7XMKdZXJNEbITBFYKnAaLZFWevnvG\nkHnVom7VJrz2TmRdDQ0dEcQf+8FxUMXNYOjIzpWDx/ok8G9/WsS3PvgHtthpfvy3Ewm9kCLkwMsX\n/Oh1M3tjIw1QTkM5LXEiMPFHNzH5Dw7ljEHXCRGcaIRxD9noBY8JH93APdMG/nXi3N5fw9X3fQyA\nDf/yr/5/WMAeM4KiTI3AbZU4tQR+p5S6VwjxOCPUXGW4/x3/DixVSn280uQ2CnydEUo9Cdg7ltm/\n8cMafVm0sY0wph7Rm6U5dd6QMIiWSiGiEbzePrxCpaDhDbRBmpOfJpmrxRqbJj82hB2Vfizb9H+l\nlcR/rPu/xG5IoNmABwjQSuCFQCsJlJS4UY18PkyrmSIXNhkT7eNDs1/gsWlHY+Y8Un0NyNb2HeYx\nHLRcGbPfYFM2zbSqTkzdgZiDdCXllMQNhek+SGA1lWms7yVXCpHdmGLq80W/IW+pzP9n783DJbvK\n897ft9aeaq4zD316lNSahYQYDcYyuLvVjmNMeGSIFEGMMbm2g8nFAxjnxrETT4+5YJzEycWxfcEB\nG0Pi2NemJQQY/DCYQVhCgKaWeh7OfE7NtYe17h+rTvXpVrfULY6E1F3v89RTtXfV3lW1a++3vvWt\n9/tetXUGFpeRzLhioSDgrnMU1Dz2zncC72Tv1b/M1R03T+Qm8E6PbF/6pveRBZBbNKzs0KQFyJ+E\nzhB86/88g9Rfd8abvOn0xZe9y5nPfvVD7+TNVzytwzTAGbB24yoTrbXfBG46y/oNM1d5SqIWkQrw\nKuBf9t4gBmIR2TDpyQAbAyfBc039bbsDWrMndyc2TZyHYpZBkiBKoYtFl6/139j3V4R1JeeNBp95\n9OPccuvvoLuaJFakeSHJO4dyBMfa4kjZ9s4klTg3F7pgBfxMQHzSsiKpKJbbeabzq4QqZfiOwzx+\n72YKxyP8WhG76CYXETnvdqZ33/trvOpHfxctLpXw+k33kUxruNmZl87FZdqZz5eOb+f44RGK+z1G\nFyy6GUO7jVmpcfeJ/3LBx3rfg78FwA/9wG+yd+pnIZfDDBXoTBSobfNZP6YZfSDGayQ89uN5sLBj\n31sRPyP/rYjRb6cc+hGBfErl6yH3f+CJqYyvfuiCP94ATwkh20DVxzON84motwPzwJ+IyAtwEpR3\nABsmPRlgY2CzDOIYdBkpFrD1Rr/nx57oDiSXwzSaiOdh46Sf9liTqq1BtAZR7A5uJ1RCFASYa7az\neEMJHbvUh9U4G61eUGJ991jF4DecDnvN4QURdNujtjCK8Sx/N1bh6u3HecHQcWZetcLf5a9l/CvT\njHwuw9acHHXv1M+y7zwJNH9wlcMHhgmuyFgoFMlQRCqhotsMeS2OtjbR6fqItmz6nFOYqGPzLk1U\nOHeK4ky88Kffz+i9bvvVK4vk5xI00HjZdnIn209aKr8ee3f8AoQ+SJ1s/0Gu+vvIjXzuPO+PMsAG\nwD6Pen2cD1F7wAuBt/e0gR/ApTn6eDrSExF5G/A2gC1btlzIpgOcBedqb7rWTU9VyuD7LpddKtK6\n2U06F75yAJumSBSBCLbZwsYxKpeDQg5bygOgF+qM/+08FPI0rh2jvknTmoS1NJ9Kwa+73tLRsiHJ\nu17TiDMS8HrlAGIEOxfwyOJWxl/Z4LL8PHPXHubByiRzL99E/ohm658fh3qDvRM/je10sWn6pEUr\nd33zP/KaW36T2RdP8vUf6XJ99QSQUM8ihr0G3zf0GN84vBkS4ZGfzKFXNSMPFBm+bxlZtE6HDq5B\nFZyWLrrpZ99PYwbKj0Nzb52gVujn4v/u7qentljrOHfr0FvR0y6+2Tvzc+w7+vtPa38DXDguxn7U\nR4Gj1tqv9JY/gSPq70p60tMhfhCc6uNpfv4BngL9Nqf6DagoRE2MY4sRumOIyx6zr70C67mJQjFQ\nfSzBa6WYxCDG0BnP0RnWNDY5BUg0D7klV2LubLecGkTFYDxI89AeV1iByuOWTlXwOk59YbWLusVA\ntARfW7iOLw5ZJm86yT+79n5CSfji5Ts40t3E0KMpxX9wfyLw1ESmuxnF44aHD0yxOpXjxtGjbI6W\n6VifSBK2TSzw+PwmcicVze0pzUmPcEeFYidBlQrQTaDZdO81+TPYbszcG68FBWnREDRg+OMFvvxn\n56epPh/ctfzf+7/NuTTkAzxDsC5P/XzBUxK1tfakiBwRkSuttQ/jkuPf6d3eDPx27/6vepv8NfBR\nEXkfbjLxCuCrz8SHH+D8cU/2MXbpNyC1GhLH+IUQlRiMHxAXFEnVaYFPvsxHxb7LNaeOgK2CuGpJ\ny4b0ipjafIiNMogVhcMK44Qkvf4gvccWOlXBb4PuWHRs8VvGyfs6Bt3NGLk/IS0FLB6e4m+Gpxh5\n5UmuHz5O9c6DPFib5OHPXMHo/Rmlrx4GYO/lv3jO0vO1tMOO3/+/OSlV2kNztLKAKX+Fqm4yU1jl\n4NgoaS1HeNKjucXQ2iyoV44TLgvj9yao2ODXuqj5FTo3bWPooQ7BQ0eZhPNOwzzd32aAZx8XoxXX\n24GP9BQfjwM/QU+GshHSkwGeHdyTfcwN85MUvZhD5UNyWvDaHmIVxnOThSaE1rTFFDL8aq8BkxEq\nuS7bqssEWzJio5ltllgYK6AfLuAlLncdrLooO4sgqbj73IIgTUvueAuMQR2exbTbSBAQhAFTR4tk\nI0VWDk7w5cokKzcmjE+t8KM/9iWO7Bni0T+8ipH7XRfAH3rVb6CbMXff+2tn/Y6b78pYuCHgW+OT\nHJ8eI1IAACAASURBVM+V+cjD38cnf/j9vPPrV5M7qRl62GA8aGxStMctWd6QdjTtMY/CsV7JfTcm\n9/AcdLuYegPSlN3+G08zYhjg+Q17EU4mYq29Dzib4HtDpCcDPHsw3Q6SJqilZSQu4HsKSUPSKOj7\nFxotqK6QlDw6qUAxZWpihdFck7wXMx66CbWJqE6zGvCluasARZqz6LZQedwQLSYc+uEAijD2QEbu\n4Ar2wFHIDFmaoIrF05Qdu4PbGTk8gpkcpnqgSFwa4S9eMcL4ZYu8/uc/jbGKT/zBaxj/hxXg3FZQ\nn//kL7H7Jb/OwzsrDO9o8dqX3MuKCbn5xsdRWMytQiv1mT8+gTWQz8cwDbPVEsFqSOlAyCggjxxy\nx6vVAlHOHBiX8x+Q9cWB51PqY1CZeIlil36D80wcG8FWCnSnyqR5RXtEY3w3EWh8iMsuKk7HY4JS\nzGS1xlWVOXI6JlQuf2xQeJKxFBf49vIkeT/m+GoFa6F1oojqKvLHhKH9GYX9y3DI9V22xnB34+za\ns1srbyG7dgdJJUDFhs6oj/qpWW4eOcIX//OLARj7O7efbKLyBMXF97/uvRzZDe+45VNM+8vkVZcj\nyaleGP/9sVfQTTyMEZJEkzQCwpM+o/cZyo+sYh89eFpB0ICcnzvYiMrE/BXT9vL3vfW8XvvAj/6H\n77lxwKDXxyWKfs660USAIPTxWj4qC4iLis6Q6jt+iAFmA+JEcTwTKkGHctBhPKzjS0ZmBYVQ9jtc\nP+zI87LSAsYqzIxQTyKWujlm6yWOHB3i6ven0GojwN4rfol9jz6xI9Ga8mJNkfHZ9p+yO7id+/a8\nkMXdlutuPMiR3A7G73VykjMj7NyxFmNfLZLdItRNRIaiqls82J7mofokSappruYofiugNGtda9fM\nUn54xTmeb9lEOlTAO7pwURkUDOBg7cUnzxvgIsX6Saw9uTvxigXksmn8mofX9skCRVIQskhoj4FK\nPcyK5oHOJoZHG0xtqhGqlLy43K7CUtQdEqPpWid1y6xQ8hypD4dtVso1jr+vRLtbZPt/TPvvDWDT\nBFUqAfTTIuv7leixEcL5Nlf+6hESoPuv4eAvQO7zrgfG3mvew77v/Gb/9ctXCxPeKiNegxHVJJKU\n/3LgFuJU06hFhIcC51wzJOQWXN8SqTUxU2PUripTOtAkO0cz/wGe/7jY5HkDXAJYT4h7ojsojgxD\nLiKZrmK1onxQkxQU3aqitRzS9kL+OhwhLVqqVywxUayzszRHUXfJ65iidPr7S4xH13h4KmM6B9Wg\nw0ocsf/OLZQeF6YaU9jAxxZCZLUFjSZ7r3w39sRsfx9SLrHv2H8CYO82V7237cOHiXeMc3gXXP6n\nrr3r3u3vJJ0a5uieErmrVvjx4hxaFD95+NX84+wmWg9VnUQwsBgPghWIFi1+IyOopdRvmsZ4QrCa\noRfqz8ahH+B7hOdA1ve8MSDqAZ6A9R3s9kR3IMUCescMXssjqGmiJU0WCd2ycq1RT4xwSI/w4KbN\nUEq5bGaOyXydbblFil4HX6VoMWQousaj4reJdELxZfs5fHWV79w0inQ0wYoCSgw/aAlqGfGLxigd\n6uAddIS95nxt5hdRw0MsvmYri9dDVsw4+PoxjA8T97oo/ftfex93jn6RlIwTaZvPf+0aigcVxQ5k\nPmz67AqysIKtu9SJlEtkM6PYkQCxkEUKU8mjVlvsie644K5+Azy3YRHMxab6GODSxdkIak/uTiTw\nkVwEQUC6ZQzjCSq1JEWPuWs2c3Da8rXtTYq5LloMO6pL3FA+SklDUXeppREn2yUyqxifXsEgLB4e\nQmJheaeifEAz+pUF0qE8c3u3U5hLyT++wt7LfxFVrWBHKsy/yKLGOoyUW7QnfEJt2LT7JN8/9CjX\nhsfQYvh6N2TFDAFOPigtqBzMkIUV54YDmHYHWi3Uao1SbRpTjshyHmq5iTl+4gnff4CLA8+jgHpA\n1ANcOM7sc73bfyOe56O2bEI1Q4aVUDqqWWoWWR7OU9xaY6GT5x/S7UQ65arSScpeh5cMH8IMCd9Y\n2Uw9DrnpugMEKuMfj29iYYfH0vWjlB8TJj89SzpapH7VMNFCzNI1Efk5w+ZPGdJcxNwL89z8qoeJ\ndMJrR75BQXVRGDKryBAUhiuuPcqjxUn0/QGtCY15xVaMB/mTEwSLLez+Q1hj4NBRPtX4ELte+RsQ\nx0gQIGHIreWf6H/fu2p/8mwf8gE2GoPJxAEuNax137u1/BOoUpGctURa0EmJ1e2aOmVqhQJhpUsx\n16WWhFR7qpEMYTxqMJmrkdOugdRN08dIreLedCu1TSnt1+TJMrC2TeXTBVavNKzuFHLHPaqPG4Ye\nsnzn6glePn0QcJOagfRqrCwEkvKG6a/z0NA0nzA3Ex30iUsKMdCYDvFbIZOtntPMao09hTfhTU3Q\nuXaTGykklujQMqysPtuHdoBnEs+jkHpA1ANsGO6q/Qm71G3oegNVKROUIyoHQMWa7pCivUVYLSt2\nzzzEZ47tpFX0iXRKoFOwilClFL2YzZXD+JLx0pcc4P76DEcaVQCGwjbBv8xYiSNaSUD7Cp9jl1fQ\nNc2Lxma5tngMXzIKqkteOdKPbEqBmEhSSqrDgStHODg5RP3eUWeC4EErtORnx8if6OBpBTPjzL6o\nSrRiCFdSVNwjfRHn9D7ARYFBRD3AJYuzFYbsnfk5zNQIJ19Rpjvk8ecLLwfPslAsEeVj8lGMFou1\nsFzPIwJKG27d/iBXFmZJjeZQbYiHVsfJUoXSlslqje3VJV44fpSS1+Ha/DEqukVVtfDFoLFoLJkI\nPuDrFnkV89LqAWZyy3zuRsXKbAnV0qhEmH2xxuo8Jsw5TbUxeDXF9BeF2o6IkaWWa/+KK8ZBKaRn\nZJutuvL2T8UffdaO8wDfHSxgzICoBxigj2x2DllZZbo2RXemikoyvNUOB14/TGcooDMcY41A02Pz\nXRaxkEaKyV9d5YW5g/xQ6Vs8MLyZA90x7l3azP5j4xw+NsJhRgFXrPJX+ga8MOPqiVneMv0FtnmL\nJEAkGb5YfAEfwwtyh8irLktjBVrDizxwfIq4GUCPsFXsTH1NYImHDAd/RCPGUts2QuHECBOfnUVE\nnLYr8LGrpyR8u4Pb+5WMKhdh46RP7mfm9S8V3Hrjv0NaXdqXjZA7uAzA7KvGCZoWlbib1zbkHp0n\nPXC4X6p/Jja8MtRyqpn6dwkR2Qx8GNeT3+Jcyj8gIv8e+ClcP3+A91hrP9nb5oLsCgcl5AM8q9g7\n9n+41qXGXZASBLRedhlGw9HXKGxoCGc9Rr5lWN6psDfV+eRL/isZQlUJK8byR0vfx+dPXs7sQhkv\nzFBi6TRCqHuoVLDaIsNdRocb/MrOT1JVLpoOyNjuCV0y7mpu5oHWZv5xeYZu5nF0dgi7GCKmZ4Rr\nBetZjO+uD8kEMeA1Bd0+1dq1+lhK8eElWFjGdrsgglTKrqFTswWZ+56XIlHfev2vEI+XOP6qkM5Y\n5o5hKs4UuANeyzkC5RYNuYWE8JuHsO0OWaPR38fZCHojSsjDHZvspt/42fN67YHbf+WpzG2ngClr\n7TdEpIQzV/kxXKO6hrX2vWe8/hrgzzhlbvtp4EntCgcR9QDPKvbN/7cnrNs7+TMgwlXfzIESDv34\nNMf3pmzatMTLxw9yMC1TVW00CT7wb0a+xM+PfpnEWuoGajbgr1dv4purm3h8aYRGLcIuhsx2PP5t\n/FrGS3VeP/2P3BwdZH+a4YuwK3+YTf4yvmQsJgW2l5aobY341vEpkqWIYF4jXekTtKSOnI0HWc51\nCFQpzI54zN80jtccR3cht2hRsSN3v5kRHW+ijj89P8jnK/bufBemnKN1WZUjr7VAgs2EsS8pyo+7\nQqjPfO49ANw6+jakWHAWcmHIXbNnmgQ/g9igGLXndHWi97guIg/y5K5WF2xXOCDqAZ5V7FK3gSjU\nmlO6kr57y97N7wBrKR8ylI76zF43ySfKY3z1ii0U/Jgfm7iPVxceRWMxFnwRhjWMkvLzI18nGfkq\nD83keDwZ54HWZhppQGo1nmQc6w4xl5S5OX+ALd4y47rIuLZk9kF+88APc/SrM+SuXeaOq7/GA7VN\n3PvoVtSKT7goSOb6neQWLOGKQaUWlUHmC+1RTRZCUoQ0guakuBRKArn5GLXahEKhXyZv4hhRcppP\n5UZj7xW/hCnnaG8qEqzEJEUfEypao5q4DAiM3d/FKiEpatrDmsKsKxTyawn+vDNQwFNYT5EVQ1Sc\noedrjlABm3NNyKXepHvFJPWtAUMPNtGrbQBWri6z+roGObEkiab49wXyJxOC46crZ+5a+OAzdhye\nHPKMTCaKyDac0e1XgFcAbxeRNwFfB37eWrvM07ArHKQ+BnjWcevQW0ErZ8AL2MSRhCgBz0OVik5d\nkWVgDNnWKeqXFTjxKksw1uaf7byff1K+jyv8Vn+fWk5ddJm1dKwlQXgoHqVlQpQYHulMEaqEkupw\nTXiMQDJeHPo8lDT53ZO7mYlWeHnxUTSG/3b8B3l4foz20RJeXeG1XUqzut9QOBETV3ysOAd2q4X2\niJD27BfFuFvl8Qy/mREeryH1FmZ2oe9haY19RgwD9s78HMu3bGP+RrCBBSPojuA3oDWTEZ3QFI9a\nFm42rqM8nIose3lbMbD1b1N013D8+6N+KleMS1VIBuEqjDzQQLUT4pE89a0BaSS0f6iO77kRfKMe\nsfP3XB+Yu7/2qxv2HTcm9TFjp3/9/FIfB+98zyFgYd2qD/Ycqs78XEXg88BvWGv/l4hM9LazwH/A\npUfeIiL/GfgHa+3/6G33R8A+a+0nzvUZzouoReQgUMclvlNr7YtEZBj4GLANOAj8eO/f4oIT5QOi\nvrSxS92GeD66UoZcBGEAjSZ2uOokdIUQDNQvL+A3DPMv8GhtS3jvLR/jhuAEFeWIOrMWXxz7GCyZ\ntRggw3I8jYit5hudbaymebrGQ4klUgl5FfPDxW8BEKMwVuhYj8eScd77yC6W5ksER1xpuemZ+OZP\nOtLy2rZPzElBSCOXGgGchrsGXsfitS1DX5vDLi1jG83+d7fGgjUbEmHvvfLdoIR0uMDJlxZobbKo\nRJj6kvsj/Pu//sUn337nu5j7gUmWr7NY5SZ1JRG8ljD51RS/ljD3whxiYeSBLu1xnxOvBKnG5Apd\nOu2A4U9HFI8l5B6eZd+B933X3+ls2BCi3j5jp37tX5/Xaw+9+Zef8v1ExAf+BrjbWvuEL96LtP/G\nWntdjx+x1v5W77m7gX9vrd2Q1McPWmvX/6u8G/iMtfa3ReTdveV39RLlbwSupZcoF5EnTZQPcGnj\nbBNGe3J3onwfWykAkFYCwuWM1rhHXLWIb/h/j72CneU5vq/0KDeHx8mLYNYlHrUIGvARLvcTICHh\nCN/pbCJSCfc3tvCl2W3UmxGVG1rcHB2iolJaKDoWqrrJ7du/xv6JcT7lX41ZDZj8ghAuZyxe59Md\nArFCNA+FWUNYM1gFzUlNFrg8dlyGpOTs2tsjk+Tnx8nPxnjLHXj0IHS7/e+7Pg30dNC8aoSVHe6S\nHn4ooXRU86W/eOd5b7/vkd/h6v/r/RjPgrYMf0NTOdAl3D+HrTcQzyO44nKSgrDwghCvDVs/mRAu\npeijy9Bx3+Vs8xDPTWyY6kOAPwIeXE/Sa56yvcXXAd/qPb5gu8LvJkf9WuCW3uMPAZ8D3sXTSJQP\nMMCZWK+S2O2/EV9r1OgI4eQwYst0qiEPn9jOt6em+XT1Sn5oy8Nosby2ci91G7HNW8YXS1W5i3GN\nwK8PGlwfPExiLXsK+2ECHoqrfPDELVw2PceYbjBvfOayEitZnkgStuYWeemOgzy4OMHidcOMfwNm\n7l7C5HxOvLJEXIb2hEJSF2Xn5yzhiiUpKNLIGf5aBUkJVouK5lSE7kaE19xAuJyR37+IXXLStbVc\n9vmoRG4deitSLGCrRWSlgdw4Q/G4ofSI03XnjHF5f4Ak6StQ0MoV7wDp7KmJTm9qksoPbqe92YBA\ncxOMfblO9/JxkuI0jWlN7TKLZJaZz7gUzufuenpO7M8JbFzW9xXAncADInJfb917gH8uIjf23ukg\n8K/g6dkVni9RW1xknAH/Ty8/M7Hu3+IkTkMITyNRPsAAT4a1tMAu/QZkboGhxwvI5BiLLx6luRzS\nqYb8bXwtAN0dHgWvy92Z64f96sqD7PAXGFOmn8fOrO2lZ4UMyxX+Cr+5xXkzx9ZSlpiD1ueRzhQl\n3cFYxWRUIxpP+MLlIcfKOXYeDdCLDaa+AK3pPMtXarIIusOWzhiES4r8LOQXDLn5hMamgM6wYAXS\nnJt4TAqK5oSiPTZB0BgjXE4IDsxjF5ddUU0vLWk6XcT3nPRPKaRUdCmiHuLxEoyXyB1aJb/ipG1m\nrAIGFl+9lcqjLfQjziBYymVotzG1OmQZonVf+22rZeqbBHxL6Vs+Q/tTHvq5KlZbwICxXPGnjqA/\n/fn3PGO/99mwO7gd2OCioo1TfXyBs4fnn3ySbS7IrvB8ifqV1tpjIjIO3CMiD53xplZELuhri8jb\ngLcBbNmy5UI2HeASxT3Zx9hTeJOzyDp8jKEDRxgu5JBymWyiwvLVBT655xoK+S6hl5ILEj57ZCda\nG14ycZiXlB/nB/KPUZBT82gaAXFVjGvIi2VSrzIfrPDRIy+mFQdcVl2k6Hd40ebD1CYivv2WzQSz\nRSbuzcjNdVm6Oo/xAAGTN7RHUrqjAbmTCuMF+E1L6WAHMZbF69xrkxLgQWtC6FY1klnU9DBeo4W1\nBuLktO+vtmwiHcrjHV+CNEWGXGm9GEtnxKe+ZRjjj9CYgSxnsQqCFaExUyC86WpKR1Lyh+uY0TLW\nn0J1U/Sca/Wa3rCDxmhAY2eCaEv9hpj69YByDGQTYepzGsli7vnCrzwbP/cziw0seHk2cL7mtsd6\n93Mi8pe4VMbsWg6mJ/heG0MdAzav23ymt+7MfX4Q+CC4ycSn/xUGuFRh0wTagnge+qRhdKGOmEkW\nr8/BMaGjAANxBJ+9MeTz3mX82dCLuay0yLsnP0UkLqJej6y3uNlrMuk9zLWXH+NTtev4xP4b6Szl\nmNm6QDHoMrN9nvpUyIlgmMLRPLl5aI9CUraQS9GBwd/cIN0MszMFwkVFfjZHuGKY+MIizR0VVnd4\nrgqy5025cIMH1sN7+ZWoGLw26MTitSxiLIXDLVQroXX1JOFyF73YgHqD4LFZvHqV/W8sYyKD9WyP\niKBdABsYWr6hdlkAtko21vsDyALUapniISdBXH1hjKjeARB3s4lCNzWX/UUHSC4Oku7hOSB4O288\nJVGLSAFQPSF3AdgN/DouIf5m4Ld793/V2+SCE+UDDHC+uLv5YXb7b8T2hu0Y6yodK0UWXlRl6KE2\nI5+ZI5sZpTmTx2tldIY9vEdz1GcUj12T40BxlPsWNhF4Ke+57JNc5S/S43QAsnWj2M1enZ8c/jK3\n3PQgn6m79EozDVmIC5xUJZKdmtWpiOCwm1zLH1M0S8JwpYGnDb7OiAtt6jMhy8eLRHOazvAIXtvi\ntVwaRBvnTYl1uezOmMt1lw9Y8icTco/MgzXYlRo2ScifLEKpyMrN41g9gdcyeG3Dzj9ewOR81KzL\nd+87+vtPOH57N72deOc0ccVDdy0H/6mhdlPae1YY/0zAwk1ghhKk7lE6qBj7xy5ZqPnsZ979zP2w\n3wtcZL0+JoC/dBObeMBHrbV3icjXgL8QkZ8EDuHKJZ9WonyAAc4Xu9RtjqBFIVojhRxSKlK/rEwa\nCbrWBq1QDx+mfKyAmRgiXFK0pnIMPZJQOaiAgNbYGC0Nb7/sLTDT4S3Xf4kX5R9nh78CQGKlT9jG\nCuO6wT+vfoWO9aiZiKWsyEqW597yNo60qhwojNDpemRtD38uYMEvceO2o3ji6D8tKg75KatDeYyf\nQ3WdtlnHYNca8llX/Rgugglh6TqobQ+oTE5TOJ4QnsyTjhTw6l1UK6byyW8Dp4yAnwy3Vt6CBAEE\nPv5Cg87oMHM3K8glkCmsgZGv+wT1jGhe0ywqVCZUH8suPoLu4cKStd9bPCVRW2sfB15wlvWLwGvO\nsc0FJcoHGOB8sEvdBuCiac9HjQy7niE5V5QRrVhkpYFttUDJae7hewpvQhULrN5yOe1RRbhqyc0l\n5Gc19S05/r+h6/mkupY7tnyVm6OD+L1+1lkvm71mhJohRJIw5tX6t3olx/6hCeda06mwEkcst/Mc\nrVXYOTzP5twyXeMR6YRaMeIhJolrPnbW6/e8EEM/XeG1gQ4YzxXRzL/IspD6jH9tCK9tCR51c/hr\nPUX2Tvw09Co99x35AK9+zW+DgizS5I64SUN7+WaScsT+OzxQFmwG1iCpuD+IRNGchtIhw/g3DNH/\nXuWub/8GvOPZ+W2fdfSO9fMFgxLyAZ43uMd8/BRZpwm20XTytMCdxqXHW6Qzo3iHZvtNn9Zwd/PD\n7InuoPKlw+R3TDD3why1bQFp5CKr+AvjGB8Ojo/SNT7XRUcY0U06xnN+j3atkMa5xiRWk6HwJaOq\nW9yUP0iGolP06VqfepZjwl8ls8JD7WnyKmY8rFPyuqhNlpOVEvNRBRqaaFaj417VnwHpVf/l5px9\nWLei6I4aTvygwVvVtMa2EzSda3r+YB3V6kLLlW6/8vXvJVj3vQ++bojO1hi6GomF3BHF5FcToq88\nCoAETh2z7+QfPJM/3XMQcvFNJg4wwHMFZy2OKb6Z8uoIiILQ75P0rcM/5RQi3S6fSv6cuzsfYZe6\nDXVylk3fqWLHR2juHKJbUTSmBVOA//npl5PlDP/qls8CUFIdlFguC5zBrsJiEJTraEzH+iTW60fe\na8irLitZnsRqhvwmidX4KqOouygxjEYNDoZdFhpF6sU8surhryp0DLrtGj6pFDAuNSKZINqSjcWs\neAHBsmB8TfaKCmayi7VVZNVHtxSlgxqVuorIrf97BdVoY3MB7Zky4UITPbeMabnyext73N340DP3\ngz2XMYioLwyPfONAXycJ9HWdz0QvhAEuPpxJNLvUbagwAiXYOO6vgycS/a2jb6MYRZQun6Q7ErC6\nTRNXNX/8V7uwCorXLVEIYl4wcozN0RIvzT+GBhKria1H3eRompCqbuFLSmb9/r4TqzFWkVhNYjwS\nox1hiyEVy2S+zmjU4kS+xFI5T6sSYROFv+ijuxCsuAg7WAWrhWQ0c42ExjvE42ASjax65B6KULGL\nwtc6/CGQaGHxhRVUWsFvWfLH2+hj8xAnSC4H4o7PnuKbXe/sXnHQJeO4fvbW189JPCeI+lxY67QG\nA9Ie4Pyw23+je6AElc/3r0XbbvefF893qZMs651fq+jZOQqeT2m4ipkcZv7FVZICtL8xTBv426lR\nJBP2XX4tPzC+n73l+8msIpCU2Hp8s72Fou7gS4buvWvX+GQIXeOTGE0jC0msppmGpFYRGw9jhUrQ\noTAUc9gOkSSa1DckqaI7ppBUsL6FMOsP1W3W6/zW0ATLCt3B5bo7FslAJ05bDW4T14vE0hmPUJXN\n6MSgWymSGVQrRropdnEJ4gTT6bJLvwGsQYXRxdtH+2LUUT/TEK3RI0OnVhiDbXewWYbp9Q/Ypd8w\nIOsBnhqi0MUcMjEGnkb8UeTEglOIlIqQz0GSYJdW+hV/No6disT3sK026vAsE3MrEIUk01XqWyMW\nQw/J4PBDk/zpsRHMjcIN+SMMa1cJuD2cZyXLs5CUyGt3zrroOWM1zdE1Hu3MJzYerTQgzjSpPX2i\ncrJSIzGaxXqBzCiSjofNFIhFxDpytmBijSQK1VVOJbJi8ZuWaCnFayR4S03oJhDHrgOh1m6y0dOY\nQoQYg7RjSDNXWm6ti7DLZXQcQzfG9BpH7cndedGS9UWl+nhWoBTkcqeW09QJo+IEZSw2y7BZxi51\n28Zb8gxwUUEV8sjoMLbQK7G2FkpF6Hax9QYMlyEXIPkcut5k35EPsCe6A1UqubJsJdDu0L1qiixQ\nWC34TUPhmKYz6krDvaMhH7EvpXFDyL8Y+TJ1Y6ibHJEkjPp15pIyQD/V0TUeqXEavEClpErTSAK6\nmbv8tJh+b2RPDNVCm8wolk2etAs2U+75REEm6I5CxYLX7Mn7RFCpxV/too/Mk80v9tupwql0T1/a\nqDVSKrnUUJb1e0xjLbbTdWqQMHw2fq7vLQZEfYEQAX/dR/E0hAGS9E62Trd/4g3IeoAng3geNvIx\ngbdunUJ5GlZrsNJwhNzrhb1Lv8GZGCiBMCAbKdIdiahtdbnm1hRgXUl2WjKoriLNgfIzDreGSYZd\nDjqzgllXKJMYTdf6dDOPZhoSG00jCelkHivtHK04IAoSZkqrHK87YjcImVHEiSbNNGmssamCtkZS\n5+coqeC1nULEb7iUR/FkSnS8gTx6GBPHp5E0nLpm1l83u/Qb3CjjDFd1m2Vu+zgeXGfPITw3iPpM\niLiZe6WRQh4JfOxy9oQTcIBLG7uD2x3RrBmiep5rWrSwApsnEGuRJHM64shHvCHM44eQfB4ZG4FG\nE29y3EXaI0PQiUlLAWlO0Zp0pd1Z3oVdWSFDPIM32gaB7aOLjIRNOtanZnJO+WFVPx/dMgH1NHK5\n6TQkNYpGEtBOAlYaebJU0VzJsbxSIMq5Cc801WSpJutqbCqolkYngm6JU3G0nCWY3wS/bSmciAlm\nG3DoODZOyOL4nOawZwY4gzTiIPVx4RCwwbp/dtNz+zAWTM/VOQoxbXcSDqLqSw9rqo01rP3+Erkh\nuu3NZUipCGHozqc0Q2KLpMa1+BRBTU2A7/ddxAHuqv0Jeze9HVst0xnyaY0rsoieua0BzyJBhvIM\nSdfDj1L2nxwjHVccqwxhUHSs70i6p6/u56Qzz6U5Uo9mHNBJfJKOB6mCjsK0Na3VADKBfIa1oBu6\n37BfJT0T2BT8usXr9Aj6ZB179AQ2jjFJek6CPu0Y9iYJzzyGlyQsF10J+TMPEZen7i9bLAoRECsT\negAAIABJREFU6y4qESQMEWP6+s8BWV+CENUnmj3RHYgSbLuNKpUw128BBbbjHM69Y4vQ7mAaTWR4\nyKU2wBG2tdiamwS0vcb9tt5AsoxwtUxS8JFMem3jBKIUL0rJEpeKyFLF5tFlqmGHx7oThCohMR4G\noWP8XqrDo5P5tFKfWjcizjSNdki2lsroKnRboWLnAqNjqG9zzueSCF5TCFZdiiOoW3RsCZczwuUu\n8sB+sjh5eiPMdcdwrWcKcFq70ye8voeLLgofRNQXBqsEkzulP5XMDVmtMQieI/EiqMCHzGDWaWMH\nZH1p4B7zcVcGns+7OQzPc4qFXIStFPuvs1pQjS52tc5dS3/YX3/r0FuRMHDbZQYpFyFJsXHMreWf\ncMoPz8OvxWTbAlQKRgTdAVOxaM+QxZrxiVUKQZdmHNKMAwKVMhnVCFVK13h0jUc9iWhlAYvtPJ3U\np9YOSRKPpO1hU6fWULHbt0rdf0EWQOGwIFbwOqASS7hqUYkhWE3RzQT10AFMp4t5uinA9VG3KGcD\nBv1c9Zot2Jm57PWPLyayHqQ+LhBWC3H11CyzyiwqNq4/bzdFksylQrRGDVdRcUK2sgLoAVlfQui7\nlU/+DEQh6ZYxrBZXuKEF1c3QB05gmqdGXWtQYYRNElfYoTVq0yQEAVJ3kTWe5yJtrSjMZbQndM99\nXMhaHjZKGR5pMJZvUA46lMoLJD0tdDMNaRJiELqZRy2JiI12qg+jSFONyRQ27k0KJu4mWc93seMi\nar/hUhvBaoqKM/zFJrLSwMwvYJKU7DzSG2tYr/Q4DWsR9RmEfM799Ih5jbDPdb2da/3u4Pb+H8Qz\n6bz+tDAg6guD8YXm1KmIWqWguxaVWXTbR6UWr5mg4gylNcQxqtt1Gmux/ZNRtH7unQwDbDhsnCDW\nYj0nn3PyNINuxm74nqb9UVd/myxDrEEPVTCNJnZxGRmqIjNTsLiMbbawnS7e8WVUeZxgVfcttHRD\nE2c5FhsB2ZgiLmhKxS5Vv92X3rUzv1/EstqNSK2i3nHBR9J1emhJnGpDdXuTg23X3jRatngtQ+FY\nG73YwJ6cc7nnXoQrnu+UKWeB6XZOWz6TLDcqiLkn+5gj614qpP8HsC41sr76s194tO75tXU2y54b\nwdUGEbWIbAY+jOs0anEu5R/YSANw9WRPPlswATQ2S/9W3yw0NikaU5rWpEdrwqc9GdGeztPZOkS8\nbQy7cyvqqh14m6fRw0N9mdFu/42nTpIBLkrctfSH2KUVJHGRmtVCUvDI8gEyNoKamkCFESqMuMd8\nHPF8xPdQpZIj+TB0k5C+S4NQraAKeVfY0W6TO7JK8bihcMLitcFr9jrM1T1W5ovsPzrONxenOd6u\n9p1hDEIn8+mkLvbJjKIT+7TaQb8Zvw2c+a31bL9i0OWgjTMF+PbjmMNHyRqNvszOZhmm2znnDdxo\nYQ271G1PjKI3Cr3IuE/YolzEfUakvyd3pzvm6+R/a1Wga3nw9SmV7wXEnv/tPJACP2+tvQZ4GfCz\nPZPvNQPwK4DP9JY5wwD8VuAPRESfdc89PDciag+6o6d+bEmFpBd1xJ21mW/XYczrWFRi8SoeKrb4\nzTwqHkavtKCbYE645jm7g9tdFKVkEGVfhMhWVlD3d9G5CBkZJp4q0xkPybcTFKCKzr18T+7OHkkX\nndJDK2yz7arxotBV7K2sntqxdeatOjZYUfgNR9JpTuG1hcT4GM9y0lRYaeZ4wdRxApXSSgNSo+hk\nHp3UpxX7WONKvU1XYzNBOrqf9lhruAS9HHXeQ4dhvzfJhWA9Ya89XiPrNRK3adLPQa/hXLno9Xno\nc5K+Nac/Lwrle5jk1GjmCfvpjQ7WyHp3cPtZJ0SftWh7g1QfPe/YE73HdRF5EOcTu2EG4OdN1D3G\n/zpwzFr7IxsZ1qMsWXHdjLMFSRVkoGLl+he0BZWB7rgT3WsrJ/pv9Qh7KER3DUE5j8QpLK24IW6c\nOL2tEidj4iKcvb4EsdbyVJIUFSfIRAmA1WvK5OcSwiTFzi+iqq6YxDZb7o87CFATo9ilFezSCmyd\nRkaGsHMLrtteu4O0O+TyAWkpJM2HqNT5UlkP8o8IcVHojAd06j6PRqMUQ6ccyYwiTjWdxKfT9ckS\nhel6jqRTOdVzeu1eXGrFeEIWaYhCaLdd6ffTPB6AI81zpErWo1/scwb2RHf0j9U50Yum15qprUXO\nKgjOWnJ+rq6HWPMEtcn6vPb699toXMBk4qiIfH3d8gd7VoJP3KfINuAm4CtsoAH4hUTU7wAeBMq9\n5bWw/rdF5N295XedEdZP49zLdz6Zy4toS1ju9pezTLnGM0Ywxl0kaayQzOX3JBF0V5AUvLar2PKb\nCt21BEMeOrYEq0Vn3lnrQKuNOTnX3/9aamQQaT//YdMEGwv+4QXEjNKczKMSH38hj5msInGGPr4A\nWnN37U/62+3d9HbXB2NuCcolxD81R2LjGDl4nCCXY2ilSjKcoz3h06kqsrA38VcXTGBZPFGmUemi\nten37Ijbvjt/E4WkTuEhFpejztzjNZK2HqR5ATz05ZMEswU4cOQJueenwmmRrzXnt/0Zrzstwla3\nuUZWPYJUvtdv5QCOkHfpN6B6FcUmji84APqet1c9f6JesNa+6KleJCJF4H8C/8ZaW+u5Yrm3ehoG\n4OtxXkQtIjPAP8G5tryzt3rDwnqlLFF4agiUGUWWKYwVTCZuxly7f1gTKqwRskwgE5KuQtJexJ0K\nfkOjYghrGq9tCVdCdKeIVy7gdVNYWe1F2nGfsEXrfrTd/yfvzY6flmNbh+fEZMgljrXfYHdwO2Z+\nEa8bo668jJXLFbWtVYYeTckfaUA+x11n+AfuO/afnNxvZNg13S+XwBhXzRj42FYb0+4gqzXC1RGs\nN0ZQV9RnPIyGcAmsUnQVxEkOot75YQXi3mgwE8SIMwKwOMI2rrpQ1qc9AsEK6MQnzVXJeQrvxALZ\nysrZtc3ncUy+W5xrP3tyd4JWkLrrxSTp83OEev755/OCiPg4kv6ItfZ/9VZ/Vwbg63G+EfXvAb8E\nlNat27CwPjNCs3VKnqc9Q+iniFg6XR/bswu2RhDPdVSwqQIfssAgmZAVxDlOVx1xtztrxB30iDtC\ndy3hyjC6m+Etd5A4ReYWsd0uYqwroFgzTRXliiR6TaFEP5GsB3hu4FPxR9k783Ok2yZobBbSgkUl\nwup2j+K9zgPx1tG3cdfC6aPVu5sfZk/xzUgUIiLgaez4MLJUcy/oRZDmyFGCuXlUtYIkm+iM+rTG\nBb8OiCILwDYVa60+JANsLw/dX3b3Kus5uBj3GCALXfqjg0InChNU0JvKBCtddKOD3X/4VFvWp8Az\nLVe9qDrpbZzqQ4A/Ah601r5v3VMbZgB+Pi7kPwLMWWvvFZFbzvaapxPWi8jbgLcBeOUhgm/lT+3P\ng3YO0oJBDXfRniGIEpJUu/JbC2jrym7X3rVnb298Cz6Y0CKpkIXugkmKgo6FblWhEo9wNUB3DWE1\nh2ol6OUattbANpqnSDrLLp0m6s9z7Dv6+3z/694L1s1jRAtQOGnc5OFq/Zzb3d34ELuD29G9snJp\ndbFDJag3kDB0KhFPYVotTKtF1GqTGx0mfvUkSQEq+y3tMaFblT5RI8AaEa/d94i6H1FbJ0OV7FTD\nf6vdpA5FTRZaTBChqiF65GoXXBw8iW21sWmKTdLznojbKBXI+jz4xTCilPOXpT8VXgHcCTwgIvf1\n1r0HR9AbYgB+PhH1K4AfFZEfBiKgLCL/g+8yrO8l4z8IUBjdbIvHTvG8VZCFgvEV3UqOLAfNoQyi\nDC+XoJR12lRw0qesV2VlxTVMT12Fl/UsWcGSGcH4QppCFrlcYRoJOlYkRYWKI/xGHt3JCA4tYFdq\n/UbzewpvwsbxIJ/9HMTeTW/HjlSwoU9nMg+eoLsw/WnXS/meL/7bc267nrzuMR93lYuBD0ohWQZj\nI240NTt3mhLD1Ot8aukP2bv5HZiJIWZfVnG9OGLoDjmy7UfWPSJWa6kO05N89Qh7bb1k9tR6dxpj\nfCFRCgnBC4Q08fCiGVRi8OZq2KVlsuXV8+rxsVFYf8zOPH6XMqy1X4B1rRNPx4YYgJ+PC/kvA78M\n0Iuof8Fa+y9E5HfZqLC+lTHyjZX+cpYPSIs+WaRICoosFOpbNElBk+U9Ut9ifYN4FvF6IUuqsBkQ\nWvAFkwoYQTWVI+xeu2sTOvmfCd3FlQXOpy4LBR17pPlJdDKOig3+yZpTjwC3Vt7ihp6ZuzAuqiHg\n8xW+ByIk5ZAjuxT5I4rCCYsYi15snPdu1vo0q0oZWTPFzQwoQXIRkovIlpZPI6R9Rz4AOF9GKeQ5\n+U+3Ud1vaI0rkpIjbKvWRczmFBGfvmx7Diy9m+0Rd08Z4qy1BOsLWaTcdysOo6crBN8+jKnXT8nh\nnsFo+lx4XpP0JVKZuGFh/RXXTHPX13/9tHW3Vt6CDFWw5QImCsjNRXRGPZoTiiwH3WGF8W2viMAi\n2iKe7R98qy0IZDmDpC7Swggoi/UscQWX2+7N4meBcj51PuiuQqUWE1SRqTJeM4FWjJyYw/b6GO8p\nvMm9Txw/dyqtLjKcWf125qTVvoPv7z/e8+Jfo76jSLSQnBdJ94fxovpegbbdcemOYSdsknaMpBnk\nc3iiXNTtedg07Zep2zRB6nUm/zLFToyQBVWy0KVB4rIr5uq7i5szCNv0Iuk1gu6tW4NYnPa799j4\nQhYoVE7htRXBcBXJMlSvkOTM7nhPwNkkbud6/brmTeuP2UWDDZ5MfKZxQURtrf0cTt2BtXaRDQrr\nz4a7Vv+4b1KqAp98fYLccZ/8RIEsUjQnPOKyizKyAJKSI2AbGUfSAMqC7s2sS28Y2hvFigHEkpQh\noRdRd8EETuanu65ZlIoNKjEo46HGRpA4hjiBLCNbXBpMMD4LWNP67t3+TrKjxwHQoyNQKmJDF1Wr\nJKPyzQ77Hvwtbr3x3yEnF55yv/eYjzuN/VpBTKmIqeRRSw1otdh38g/Yu/NdpKMlzEwVK0J4ZBmp\nN1Brv7vOY5MEohBpx4z+3RHSmVHiss/SNT5xGeKqM6pVvZSyI+BT9+th15r2qd5zsm4exoJKLd2y\nIikI5vpRdDJC4ZsnIM0wS8tnz133CHrtD2k9CVtzDn3yWQj8XK1mn7e4WIn6ewHT7UC3gzqYoIoF\nQsaxvsavBaRFj05VkwUQV9zEYbeqMKHFBKY/wYh2JbvWs2BVf+iJEaT3ayVl6wg7EnTHdTazWqFj\nwfghKg7It2IX4cQJtldltYa1aOZ5f/I+h7B2LPfufBc28rGZRY8MA5Bun8JbqCNzS+yb/a+nbXfX\nfb/+hH2dC5+KP8qto29zv2u7g+r5Kdosc/JNUXj1IdLtU2QFD9IM242xvR7QEgSut8iJWe7ufITd\n/hvx2h28cgmVjVDf7LN8FXSHBTXvyNr2Ius1UmaNixVu5Vok3ePVXlDdj8jDusFowQSuGVXrmknE\nQO5h31mOtdqnNaBCK0QpZ8EVuLbBbofr2gtnmZMk9qy4oCdLXRfhn0nez/uJxQFRbwzOmnPrWQgF\nI0ME5RLBWIk079Gte2ShENQcYXdGNCawZJGFRFyEIpaslCKZoOvakbRxBQgqcVFMmoM074g9Lgt+\nU4iWBK9j4fJhdCvDX+2gVluIKDcMbjSeUFL7vD15n4PY98jvALB38zugUiar5OmOhXhH5iEIXDe9\nIGDf4d875z7WSqRVLnpCocWabG/vFb8E7Q6yaRLpdMFaki2jJJG7TKJHZ13uevMkarmOmV90hL0O\nNsswtQZKKcKjPpKWUGlAbaubbPSaPSOADETkVLpjXQrEWtxkOPTJxOWqe++hAIHUc4Sb5D0QaE5N\nOwlqzRDOt1HNLpyYd59ZK8T3XfQPSF9+2iNf44wUVOCf5qHYf95arDG9dU6yulZV+Hw854UNVX08\n43hOE/XZcE/2MXap28gWFpF6A6/bxcv9/+y9eZRk51nm+Xu/u8eSe2ZV1ibJ2pAljNwj3D7QPSzT\nUlV1M8N0n5YR9pE9YKwGfJq1wTbD1tA0GHqAPgNnaANucA8Gm5nuaR/OlBagGQ8D2HgBGlleZG21\nZ1Xusd3t++aP997IyFqzpJJUVYrnnDwZeeNmxI3IyPe+9/me93ligs0GeTvEH2jBlkIoGkLeFsrY\nUTYseE4N4a1uM7l2zvUfTEpdqccIZeTI2468DUWiBbuIBH+gjm1RViB5gliH8QzkBWWnOy7YLyOK\n4yfwJicxyR6CzYJycVY52jPrl/1dE/hIGOKyTEeXS4tUYbbSaOjYtnPQbCqNMNPGRgF5O8DLLNEX\nTgFgl87w2MgJ4fCB79MoL+DQxLdVTybYtQ1MURJZi9dvkpwJOfXmgHTW4XzBpOqcZ0pdKxFbLT46\nt604j8pPrS/VlWHVeJsR9UiptIgNhLxhKPc08NIYf66F38mQZ49X/iaxTmTWbXq1OO6qARYqSme0\nKNevSd+AEb8QMdWZ5TqqeDVuZI76WsFo8TuYPIwkMV4xjekEeGmTIvHwUp8iFgazQpEIedujSBw2\nthBbXClYI2Aq28lctv54Jfi9aoFJoGgoNZK1haAjFElAb/cM3mCaxukUf6ULInhHT4G1uCp9Y7Tb\nuNCxj3FleML+Podm3gWA18k1bqsU3GQTObvG4f3fi5tuI4OccraFE8Ff7kCnqxFcgxSZ2JrZcoOR\nMeuZKSitct7GUDZDimZA8tw6cnYF1x/w6MgI+hBxhN09g/eCapy9yUktdh7YXg85XeLnBabfYO5v\nJujNG9IZGMyBTbTAJccNXl41CYzosevjrDpoV9dKvx4936JDTFb54JS6n5cBYjC5I5+ICPcswJlV\n3HSbsp3o1YjViDJXF1proaJKGKQVRVK5Aw4pkfN9RS6aDnOtY1yoXzk81v8P3G8exCtLpN3C831M\n5qvDXmzwMo+8IfQrH+B8wuAyowU7KbEJ2IGHGVTmT6kM9a5UNKEUKH3i68JQ0RS8PkTrQpHEBAuR\nemYvtvE7Of7Tx9UXYZCe54087rR3jpqueKL8CA+8+acwvQx75wG9s74EF6GcSKCdINZqPqIxum8S\nYCcS7FxLO+PU4q8NkLJEBrm65xktSi70saGvYbh1GIEwlOtJEnPo3h/n0b/6qS3rgco+VY6XuDBU\nyZAdoQjKknJtDc85zCAlno5pPZuy8pUTRIkwmDNYH7oHLN5Ahp11bdhURg4M6m9joYxdtSAulInD\n7wk2qAp5w+EMxGeE1jE7XGT3jabF2EYIN+1SZ8BuCo0EKtpGyhJncy3SgBukuDTd4qdHCnSN0WCC\nx/Pr9LM8LtSvLEY9HzzAzk8TFBZ/U4hWhDLxCXohgxlDJxJKHKZncJl2L85z2Gap6pDK3F1KqfxD\najoEHRsT1cgWTf0uVmkRL3UEsWDaHv7ULUjpCDZyvPU+3onTuEGqBftce0jGRftyOPjGn4DIo3fL\nJINpjyIRkjMlE//vl7dOiJxv8nOw9Q4oCqQsiRsNDb4tS1y3h82yIRWC52Gcw3R7yEQL127g2hHO\nF1bumydeniY5ofRG7RZXw1n1g5FmAzcY4KpMT4kiHq0SaWocmv4OZLLN7CeVJ179O7OUIXiZFmxX\nORKXlZuCN6gKd9VJ11d51tc1lTLWtZR6sVwcZFNCf9Yj6DtVmUjVoVstyJIVSFkR4Z5RLboxGsRQ\nzQnUC481rVGLay90dXg9f3bH1MerhMezD/NA8BBmYxNZmMMlocZ5dQ3+ZkbrBUPQbTKYEdIpcJ5Q\nJA6MLjY6z+GC6iuy2ESQTPB6qrE2bvtJ2PlACUXl1VBGGq8U9PSSs0w8zHRI1IwwWYG/tglpht3s\naMdSm6iPu+wLwp+ZhrlpTr95inRCT44mh9knS5KlFNcfYAfb38cLRVB5Lc1UtMurmLkZXSys7hMR\nvfw/s6wbun0efe6XOHTvj5POTNCfE/JmQJlMEJ9JCW45oKG5yysAmN0LHHn6Fzi867twNy1iehnu\nhHqiH57/TqVUnOPIF9/Po6u/MTymw4vvZupzPub4GcpbFunsb1BGQt4Q8pbSGumMw0YqDzGZOkbW\nsAFbMlRqyk6wgWMwJ9gNIehA0NHPOYbt/su18iMIwHcgUvHjDnKl7YQSV7KVpwjXJx99MVxHhVpq\nw6NXE/fdd5/71Kc+dfkdrwAHk4fVi7jdUr+HKMD5Bhv5FK2Azf0BWVt07NfoYEJ9irUhODMy0l4t\nQvodM+ywa26w7lZAo5WUPtHuyO87/NTh99WMPjnawaxtqg67KIaXmOfGRsG4aB++5QegtBQH5jn6\nDxrDwaT28465j5+Ebg9bLeJdzC7zfvMgJkl0iKU/AGcxU5NaPPsDvfQvS9VjxwGyoaPndnYCm4Ss\nvL5Bd68WRZPr3zZagZkvpJSxR3yqGnoRwdvs484sI2LI7j5AbzGieSLF9Au8tS4u8OGkuixIq6mf\nybb620hngGvr6Kz78guYZgOCADfdZrBvkpNfE5C3dE6gHjGHrcVEKXWDyUEKIeiqbjtZscTLBd6g\nRHKr1FBaamedl7ow6FXyvF4fihLyfOguCSrPu9bc8UTk0zuxHb0Ukt373a1v/4HL7wg8+Qs/8JKf\n76XihuqoR1GPeNehAWZuFmYmcI0Ab1DSPCFETQ9xhiKCMtGu2AZgqkLrqndH+Wr1H3aeYKrLTC/V\nfaHSxXpbCz84SKeErBSCrsPLoYwmMHmLcC3X4NIzq0gjQXp9vYQfd9kAfN1//ws0gGP/9Ca6+x14\nlsnPG3b/yRlYVYXHkZO/esHffSB4aOiAKH4wTHqRsL2VXL68its1i5xexnZ7GGshmVPetj8AEZ77\npgbmjk2+7sCXafopkSl4tjvHp17Yz8bXCjYTGDQxqZ7A47NtBnMLSKkSPFNA1kqq6cMWOMibczSW\nLOFmSWePT39OKFrg9SHcgGjd0f/GGdKZajjGadOQLpQ0n/Ho3p1jwhL/mYRoBQaz1ecNfb76ZBKf\nrRQgvhCuDDDHlrTwt5vYdgRl9UtVmg3OadJNCBQhJgiwy6sXbCBuKLz6PeqOccMW6hqPZx8e3j4Y\nv41gcReukYBr4KUWZwKKRBjMKP1RNCq9qigt4jyoK7MzWoGdp6EFZaRfQ+OdevLMavfn9RzWE/pz\n2vGEm4LJDVnbw+yJ8NJpTO6Il/p4GwPcyaXhoMK5GlW4sYr2XT/2S4jVq5CgA40zJZv7POIVy9I3\nethDe4nPwuv+rwH+Wh9Z1+75YgUa9O877KCdKhoIQ10YXFvXwNi8wMQRZmaK8nV78E6v4zY24Lnj\nEEcM7r2Zk18Tcu9/+0Uy6/GZX/sqZp7UTvvxP/8xDv2zH8U2Qpa/MiGvBCQO/cwE66hoo3LLKxIw\nha5z6HqGhgTkLZ+8KZRJpSpqQTYJnQNCuA43/8c1TJpz5mvmyBtC66iHP3DMft7Q/NI69vnPI75P\neffrWH5Dk3RSPWxqyd5gDryeEHagaAaEE23ssROwsorxPKTd0jF5z8OGot4i/UyvLjL9bvbvwWx2\ncL0+B5OHcWW57X/pRsCYo75GUVuW3m8eJJidhZkpwuUQ5wkbd0yQThmcAVN3xujKvw23umsqO0or\nDO0qcXp5jK8Fu/DUpc9kooWoq/cXCUisng2mELzAqZ9U3MSUDcxtWrjDtRTv+LKOBJ9TtE0YXvfW\nq99w8P3wJvUJtz5s3ALrt3lqR9swHHg8Jz6mnbN79hiutDh2aITl6x/Kdbq4ssSLQqgWDesMTZcX\nsNnF2+hQHljA7tdpx2wyYOVOn7zl+PzZBfVDv0UIeg2mPnuWw7f9EOUzzwEw/4VJpN2id88eTFlR\nZr5aGuQNgz9whBsFedMjmzBYT0/eeiXmaB3LdYDG9ylnW6SzMdGZAWUzwMU+1kBytsSb8PB7Fr9n\nafz1USgKzMIcDFL8kyvsWloH6+jdvYvV233KAFygn9kyhKLhE8SVGqUscOSqPW82KGZbmKxgW2tZ\nDbkMOftqkfG6lN9dDuNCfW1jdMGpDgmYfLaJzE6z+YYF+rMeeWvr8jNvAyLD1fhhOofH0I6hnm4s\nw6p42y3uuy7otRmPDSstrKdSQBPpJJqXgZSOIkkwC3sx6SJeZvH6Bd4XXhgqCg7v/m7KlbWhp8P1\n0mkf3v3dZHftp7c/UvlZAk/91Pdftcd/bPA7mkASBkgUqbPcZgczM60Kj8q6Fmdx3R54Bu/oGczs\nJGf+7gz9Oejt14K0udYAB4GBlbsMvYUFdn2ig5/ugSzDrm9gOx0aWYbdv4sy8fFE8HtCtALeoMBb\n7xMPMtzauq5J5IWmx1RFz4LSDycgHKRIEhOEIel9t9FfaKrcbrUknTAEHafUTKcLnZ4OqAxSbKeD\neB7x6SX2fn43xcIEp/5uE1NJTL0qqR0jCB7STJA4xjYiTD9HihEViB2ZRBQB57D9/o1bpMeF+vrA\nhQrcoblHaCcJ5eIsy/e2KUOdHrM+wz9sLaOquWhXZRk4j63gUgOlt1W0z7W5pBoJ1gKvgwq2ujwu\nI6kmzoxqucsQDnwFXuZovLAJG31Mf4Dts40eEc+75n2zg6UO00sdPvGhl+TZdR7q/D5pNXH9gS6G\nVcMYWLulcgBMo4Hr9zHzcxBHOGNYv91RNBw0tCiJsdjUGy7MzTyV0ltMiOLd+GsDsntvJn5hDfvC\nccxR6L/plqGMzqQWxIcyxk038OMQ1jfVQyTLsVlG95++icG0of1CTnJ8E3+9w/LX71fVR7N6nBL6\nsz5SQjYR0l/YjRPoz+nnZc+R03iLC9Af4BoJq2+cxfqQrLjq8+PI2j5FY4KoeQcmzZGVTVwjGSo8\npHS6qJrn1dRh1UH3epe0T73eIVxf1McNq/q4Gjh81/vo3jFDZ9HH+totO18pjNE0j3pBp15MHI72\nVh05jHwoKk+Hbd/dCM9dVlNlFr2kHvV68NRzxMv0y++VRCc2kDOrlJVcDDE3HJd4KWwQ96g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hjOXVUXP6g6Hu22pdWERoJthNhQk6aLZoDzhKytzmdFBMPg01G6pF6YHOm2Yat41zrvYZQTbI3G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\nYw21xWKxtDn/D8qIN55lPAGZAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(grid.variables['bathymetry'][:])\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# By lat/lon" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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S6wA8duFaKourweOm+cQCjPHC505ezTHBTcDeNe3JVy0g54MwBRl2DB0uC9bxlY0zea5g\nf9+ghcXhRr/myo4CpymlukXEDrwmIlWpawuUUnfvNLLIBMwiwBOBIkz36PK91Yr8zAntdFj60vX7\n3WfCjxfA2TkEqw2CK1oRw6DpqAAZX99CTY2X2otMU0hF4EIzQU3EzApYkXMJC5t3dl2vzL0McTmp\nuc5P9cz7mfSbeYz4f9upWns7T3IFAO1jhee+fg9z/nANy+3jefb9e0g64M3Hd02AUvrIHQRxYDh1\n2sptfHj1/TzUUchzJ+zqGWNh8VlD0X8Rkcq0N3enDu2pbW826LOBJ5VSUaBGRDZgeti9sacOltDu\nJ1b94mNN9/Pn3IMezcC/Jc629iAjn1ZwkXltYeefqCy5Ej3gp7LguwBUZH6HZEeHaUbJ/A5is6G6\nexh3ZxfHL76M0MwoiVw/R12+gNClo0g6wRYCHUXguCbal+f2jn3s+fcS2BDC1thB9xH5+N6rI+/3\nbqiEpdc/y4xVX2T6JRcTDer835vXAuzTz9zC4nBnPzTtHBHpu+D24CcDBkVEB5YDY4DfKaXeEpFK\n4AoROR9YBlyTytVUDLzZp/vW1Lk9Ygntg8CO2ozjbl5AYp0de1cPFUfcSDzXh60ziuZwoAIe4hku\nlF3DubkdPZlktu8CNK8HDNVrOjnlzDsZPawR3x1RElEXfqVh/0UWS1+6npPPTnDGra/x0ymrd5lD\nxVnnArB99nBGB9bxs2HPsz6uqHujhLNueZM7899j/EPzKFkaxmgo36Nt28LicEcp2R9Nu3lfC5Ep\n08YUEcnA9J6bBNwP3IKpdd8C3EOvKrd/DB0/lyFIwZsxlF3RUebpPRcq8RIZk8vC93/O0pdv4N9L\nriOxfiPidKK53ah4gqqmjyMg//PPa2n6xzC6f1RE/aslfLnoA5RN+NxF97L5ywY/zVnN5z/4ClrB\nut7tcz+dR9cvQhx/81t0zuhhw+PlXHrlfMYO28bwRSFWfHs8RyyYx+qL72fJk38GYOTjtx3q12Nh\nMSgwFyL1tLb9uq9S7cBLQIVSartSKqmUMoCHME0gAHXAsD7dSlLn9ogltA8iLy/8EeW/3UbXMCFa\nFMCxYTve19bjWrG5N0HVDhItLQDEjxxJxeSf7HSt+In12DbUMWxRD0/cVcHPHnqYniKhuuIPvBqB\nN2fvLHCXPzifN2bdzp2Tn6Hsx10U/G0Drz73A04+6y42zHWy9nIP3gaFVrCOCb83q9zYXQmOPe/e\ng/g2LCwGK2aNyHS2fd5JJDelYSMibmAmsCYVNb6DLwMfpfafB+aKiFNERgJlwNt7G8Myjxxkqqrv\n5nMX3UvNl3XGbfUi0Si4nCAf/wH0DcQ55Yt3oUcSVBZfgdFuBvQY4XBvmyPnL+DcFy+l6tK7OfHK\nq3E3xVj60u7HnnnCL5AsL4vX3dF7bvhChSThP/80ffmyVxoArDnhMU6/7yIqR15NVY0lvC0+O5gL\nkf3mPVIIPJKya2vA00qpF0TkMRGZkhpuE3ApgFJqpYg8DawCEsDle/McAUtoHzoUNH0+h+UP7eqf\n3Zf//OOHZgi9N2VSEWGJ8UyvZv7QhrcAuOj6azA8YG8NUTH5JyxMheX3JVTkxlvbQ+X46wmNykQA\n7ZrtvHTaPb1twjka8+unsqBwOXXTnaxdOnACuzL3MoCdzEMWFoeC/oqIVEp9CBy1m/Pn7aXPrcDe\nBUMfLPPIISBzVTe2Lh2lmZr0vljU/QjY7UhZKVpRARXBi1CGQhmK7/3sCm6o/jL/vfv3JB2C4bRj\nOO1UBC7s7X/0vAWcOusO/EvXoLd1s+H8PGrPUdx23+9pfb5kp7HaxyoWFC7ne9uOwbut3x/9U3HU\ndxcw+fsLBnoaFp8RFIKh0tsGA5amfQhY/OZPmXTtArSEQg8lqSydT9WmfQgluw0JRSESRfw+bAV5\n0NpOzuuN8JqdMZdfRklDAm39ZsTvQ9lsVJbOp+voYsj/eMFkhzvfsefdS/JkjYz1cU6bcTu1Zzjw\nbxJuutLMa/Kzgpc49+3RB+0dpENV0++pHHsdnaMVvi3CxOsWkLUmQdyr7db/3MKivxgsRXvTwRLa\nhwjDBgjYumJ7FdizXd9EKykiWZCJ3tpD1eZfMev4W+gq9dBVkk8kB+6Z8whf9IQ4qmYerzxvugYe\nOX8BOR9GcbXE8G6Js+idm3a67/YTDS75w+WcfssyNpw7AntnLtdc+VRvMeCvXXglLy0f+MJDVWtv\nB8xw++NOW8n634wH4Lhz7yXjX6vTimi1sNgflIK4MXSE9mcmYdRAMlObgzZ1EqFiD7536zAam1gU\neXyXdrPscxFdh0llRPI8eFY3sOWrwwhPDZMR7CFRlYPnC9sJXO9Ea2ilqu5/d+o/+aoFxH1Q/HIP\nS17/OAVh2W0LMOyKpN+g+mwzDuCxrhxuWvwV8t8S3np0cCYYOfks05Q04aYPqQtlUNcVJBy1U3C/\ni5cWD/wXjMXA0x8Jo/ImZKtz/lKRVtvfTn3CShj1WWCJ8QwztTk4vEehOjpB16kIXIgEA1Rt+TUA\nlQXfNavoAOEiL84WM8w9XKBIdtrpXpfDyJea4S8tLGx9qLeE2g5mu75JwaQyNp0dJJbhoLLcFGqN\n0wuQWd2sP/ExloZ1yp64jPJ7akDX2bT5Grj8EL6I/eSV5z/Ognjq7Dvo+k6ckuw2Eh4PM6b/cpc8\n5RYWn5Z+zD1y0LE07UNMxRE3YridxDOduGpaoa2DZHu7GVzj85IYU0zTFA+ioLsEjFEh/K95KHxh\nC8TikEySaGzqvV9fd8Fjz7uXWEDont6DY5mX4U9v4U+vmfUbz7rhB3gb4khC4dzaDq3tQ85LY8xd\npmeL4VSUP9SKctpRNo3Fb/50gGdmMVD0h6adOyFbfeWxM9Jq+8C0vwy4pj10DDmHCQtX3Iqs2ohr\nczvJbB8qZtZYNEIhqhruQ19ZQ8HjK02BbVckeuy0HRVnw6XDaDl9JImmlj3e+63HrsaobCUesZGz\nIs6m84aRp/vI0300Hmsw/rYVjLljNYls35AT2AAbfng1T5/zKzJWa/xryTNUvfAEemPnQE/LYshj\nhrGnsw0G0jKPiMgmoAsz32tCKTVNRLKAp4BSTGfxr6USoHyybwXwa0DHrGhze7/MfAizqPsR037t\ncJCYOhbbqlqMDlP4LGx72CxKnIRkSQxNFKrDwei/tqI21JoFdYMBs9JOzWbgY1u4NqwY3+Q85MIO\nNv1PACTOuD/Oo/CNBCMMg/u++xdzAv8dqCf/9Iy7aQGeBpj/gyKW3XQ/4x+cR957SV6tPrSV6C0O\nTw6rGpF9OFUp1dzn+DpgqVLqdhG5LnW80+pQKirod5ihnFuBd0TkeaXUqgOc95Bncdw0W1TmzyM+\nsRT7mi1Ujr+eqtW3ERkWoOi1GFvKktjsSaKddqS5HSOewOjuQcvKQNk0xO2mIvM76KNKobOLRF4A\ngGvHLuauf80luDGG+4MNGJ1dkEwy23s+i3oeHcCn3j+O+da9RINCLAjKBh3lqtfbpfQfnbt4yFhY\nfBpM75H9yysykBzIQuTZwPTU/iPAy3xCaGMmRdmglKoGEJEnU/0+80J7B1Xb76ci62JiU0bhqO+k\nsuRKXEE/AMmWTMiO4sgL03XcCPzvpRYqhwdx1ZspeyUjgLF1G1pxIdzagksJd/56LuECCGwytYdF\nPY9SOXJweoh8ksnfX4Cn0cCwCWjgalNEM4TVl9zPaSvPovzReWy4dj6L3hnomVocLuwIrhkqpCu0\nFWZFhSTwQCp/bL5Sqj51vQGziO8nKQa29DneChz7aSd7uLKw9SGzDFpJPoTCJLfVo48vZ9zv2ljz\nvUxURoz6OTHiniIc3Qa+ta0YNVswohHCp47Dsy0DOsKsX1uMHozhnNFBtMGHHjHAMExPFY+bqob7\nBvpR98jxX7+HhjNjOIMuQKNztMHGOQ/QZoTILtoKzOflAmDGAE/U4rBkKJlH0rWsn6iUmgJUApeL\nyMl9L6aqNRyQG4qIXCIiy0RkWVNT0747HG5oQtLvAs384zHWbURt2kLGKh2pd5GM6DRPgZ58ne7y\nTLT8HNRJR2HYBb21B9o6GH9PE+533SQNDUdumM2znMQmDgeHHYCKI3+8txkMKJ7tMbRGJ6vm3U/H\nUTFqrrgGrWBdSmBbWBw8diSMGiph7GkJbaVUXeqzEXgO0+yxfUe6wdRn4266pp0rVin1oFJqmlJq\nWm5u7u6aHNYYHZ3oH1VDSQHaUROQyePQigoo+HczwfXmH4sqjBD3QCjPRsMZw2k+wo0eNVAuOyiF\nsXkrw56sRT7wE2txYTgULRNc1H1rPInRRQBmseJBSP3nXThbhfEPzWPTBVbgjMWhZSh5j+xzFiLi\nFRH/jn1gFmYu2OeBC1LNLgD+vpvu7wBlIjJSRByYBSyf74+JH24sjj9JsqsLtWYjWneU5qODbDuz\nkO2n5NB6bAyHL0Z+TieGA/SYomDpdpIO6C6y0TI1i8iUUrRgAKJRCt6Kkb3Mhn+T4KtP4uiEtnEe\nwiUBwhOLqBx2FZVl1w70I+/Eql/MJ5JnkLXaoPSBu/fdwcKin1BKSCgtrW0wkI5NOx+zZM6O9k8o\npRaKyDvA0yLybaAW+BqAiBRhuvadoZRKiMj3gEWYLn9/VEqtPBgPcjiwI3JSVW8ir6OTnmNG0jHS\nhmeDA9uxPSgl5M3aSssLJXRNygGBUCFIUgjnOCjqKCTpseNesRXXGz2oWBwjGsGXkUGyvR1bcREd\nxw9HTSnB8+5mM2qyrQOju4dF4ccG5Jl3LJBW1dyLvV2jdRw4t5uBQs6OJEmHEFi+Dex2qvrkBbew\n6E8Gi+kjHfYptFOeH5N3c76F3SwLKaW2AWf0Of4X8K8Dm+ZnhyXGM8zUz8Ho7sGzuQst7iOUb6Ml\nI4NkWSeGEhIe8L+7DT1WSFuZjWgmdI9MsinoJ7BJYS8oJePNetS2ejSPB4YVYMvOhPZOAktWIzlZ\nNHxpFJlrojgaTKvWLPvcXjfEQ0nnVNNsUzHxRtauvBWjoRyAo2+dh7Pj4zaBDz+D6xwWh4R+LoJw\n0LFyjwxCliSfYqY2B1m1AaetHMPuJXO1TmxbkMbJMUqm19NeXUzGf7cSd5dg79awhXR6yuO0lCbR\nt7mI+YrJfj8AutA1zIOygWErwL8pjBY3sIUV7eVOnPmT8G0Ko3+0kVmOb5hBOj7vIYmYPPErd9Ne\nrnP5t57n73PNte0dBYavvepY5vra+HVbKU/dWsHq+Z+9dQ6LQ0d/CW0RcQGvAE5M+fqsUuqmvQUj\nisj1wLcxgxevVEot2tsYg8NIY7ELS4xnWBx7AvXhOryrGvFviePfnCRjmYNtHxUQuHQL4T/obPtC\ngrgXCt4IM/qxJE5PHEd5B83HxtHbe5D31+H/5wdk/GcTWf+tp73MTetEr+kHrSDjv1uxbWuh48xJ\nyJHlaD4vABU5lxzU5zttxu04v7eNFVfdz4K/nUUiw7XT9W+MeYsnuzO57/8qeeaOu8hYNXSCHyyG\nFv1cBCEKnKaUmgxMASpE5Dg+DkYsA5amjhGRCZhrfROBCuC+VFDiHrGE9iBHJeIYdQ241jXgao4R\nqE2QuVLYvHQENbV5FOS346lopOYS2Drdhd2WJM/fTU5RB7VfK6DzS1MwJpeTGJFPrCQTpQuGTdBj\nisy1EVRnN6qji4w362g8NkjXyWOIHDUScbmoCF500J7LuXIzjq9HACg9fjPKJsyY/sve69Mr72S6\newtrL7yfL952LYUv7s45ycKifzCQtLZ9oUy6U4f21KYwgwofSZ1/BPhSav9s4EmlVFQpVQNs4ONK\n7bvFMo8Mcvpm8Ztln4v2uUlIQuFu1TDsdtrq8oj7FSVH1OMsamJq1hbqwhkYCOtPVDT7cgnle0m4\nQYuBHgMtDtlvNGL4U9rt8EK6RwUJFUD7OMHV6KAoXoijrv2gP9+ZJ57Notf+Do/BCfMvBUyBDVBx\n9w95/0f38+6P70f77bqDPheLzyZKQaIfiyCkNOXlwBjgd0qpt0RkT8GIxcCbfbpvTZ3bI5bQHkIs\njj/JLPtc3D4fDC/E1uMjnGsnkik09BSBwPrCQiqOXIFbjxPMC/PPvAxsPXZiQYUeE2wh0EMQGZFJ\n3KdjjBqh2A7mAAAgAElEQVRHe5lGz8gE2UUtBMSgmWxaJrooaLFTWXg5VfW/69fnqCy7lnh5MdWX\nCecf+Vbv+ZhPo/wXC9A/ZyeSa7Bxzv0AfP6aS3lz15oRFhb9xn7YtHNEpG/e6AdTEeK9pKqpTxGR\nDEzPu0mfuK5E5FMHI1pCe4ixOP4ks93noW1rwt3WhX14Lhmr40Rz3LSNdWDvtPNi49GcdNqHFDk7\n+PYxr/GPwkl09Lhxu2J01mSgxYTtLgc5HyXQ44qSJT3omxvA7WLDnVlMmFzL+q6RSGcPkKqS7rCj\nwpH9Kvc1e+pNLFr+Mz7/tXtIOoX2MiFzrQHH5KPH4NuTX+L67I816HduuZ/Hu7IA+Ka/lfn1U/n1\nUX+1BLbFQWU/c480p5tPWynVLiIvYdqqt4tIoVKq/hPBiGkHIO7AEtpDkB0+1bPsc9FDISQ3G6cI\nGeuFWIZOpEvj1ZeOJGdyI5Oy6/nisI/QxSCpNP68fjpKg1imon20jYzqBJJMoqIxxO2CDV4cRUmO\nP/0j2k9281FdEdS58dcIhYu3UznsKjAMjBYz254Ri6G53ahYDNF1VDKJNm408WwvNuCUM+8Er7mu\nkrPCoPO8Tj445q+9z3JB7cm8/tZ4vLUa+cvCbDvBjRjw8MoErm3d5o9MC4uDjOo/75FcIJ4S2G7M\nDKd38HEw4u3sHIz4PPCEiNwLFAFlwNt7G8MS2kOYHeYSXdfRIm7csQTONgf2Hhe2kE6zyuPlkV6O\nKK7nqOAW/HqEKyoW8r/vTSfZ4iScJ3iadNQwH76u7N7glemVd7LyJDuxkijHlm3CNTKOcYLw+vGj\ncKzNJ+/9BJ6XupGMIFo0CtmZqIYmVCiEnpNN3cwcAH4473mme2q5pX4WS9aOoyivnTmFqzlt5Vno\nv8jGsWYrRlEOnhkaGdVJWia5Kf5PD7b6dpJbtyFeT3qV6y0sDpB+TBhVCDySsmtrwNNKqRdE5A12\nE4yolFopIk9jZj5NAJenzCt7xCo3dphQkXMJYrOB20UyN4N4ppO2cgedoxRSGGHGmLXkOzuxSxKP\nHqU6nMuL1WMJ/tNL5poetFCMhR/csst9K4ddRc1FpYSHx8ks6GJ89nZsYgDw3rMTsYVBFLhaDTzb\nY9jf24hRNpwt1yvC272M+10bbDbXXxZ2/HHnexdeDm43kbJcXlq0+3wjFVkXWxXYLfZIf5Qb85UX\nqCn3nZ9W29dn3jXg5cYsTfswYWGzuRYyU5uD1tCEc8xwsqNetISbroibxeGJDB/exEh/K4YSSj0t\nXDLxNeITdB545xRK/u5mxqm3oUXNL/kl/zUzAu4oPNyXGafeBoD6fgdludsxED78TxnBDU6S4yfS\ndlwUPZYkuEpHWjtJTBqFrX5nT5TTZtxOz+mjsYcMvLXdu4zR+1yDWGDvKK7c18PHYigiJPvRe+Rg\nYwntwxAjGoGV63Dk5+HOGQmGTqTLTn1DEVt8BeSXN7MtFMCmGRS4u7ho6utsHJ/Lf1aOJfdVJ1kr\nusw0rlsaALMEWl+WvnR97/5pM2/H+9M6ppyyjvV15eQt78be7SXy1XY6xroozA6ivbuWqt3kNgmu\n7Wbr6X5e+383H9T30d/M1M8BZQz0NCz6kf6yaR8KLKE9hNmh6QG9i4A70P1+VE+IwLsNGMcWAhqO\nLogFNDqa8tieZ2C4DGoabbzqVtxx1uNkTAnxgmcS3SUBHO2QURPE83Y1FZnfIdnZxZLkU7vM4d9L\nruP0U36JcUsD4XxoneglGhCKAp2EOzNpmZpFTlMbFTmXsLD5QSqCF7Gw449snu3E0elk1S/mH4pX\ndcBUjr+etqm56BGDwMjhJGu3oJJJS8s+DBhquUeGzm8Ci13oFRiiIQ5H73nN6ULyckhMGYNyOwms\n78IeUti7Fd5tCn+tImO1hrfGRuZqRc77cONfz2VrOJOfHv1PCqZvpeu4MFtP1YkeOQLJzsRWmG9q\nmLvhxf/cgHGZDyZ28bWrl3DedxZzbtGbSFk3SYcQLzOTQs12nwdAZcF3QUHMf3DfT39RWf4jIsMz\ncDfFaRurU3dWEeEvTLME9uGCMgNs0tkGA9ZC5GHATG0OmsOBlhE0FyLrGhBdx5g6jqRTx9YTo2uU\nl7hHUJogSUWwJkrCpWM4Nbw1nZBMUn9aDpEciOYmmXpkNQF7GLsYvPTiFEY/0YLUN4PTQdXW3+x2\nHqWP3c7Zkz7AqSVwagl0MXjso2OhzixwMGxxJxKJITHzF4Hhd8GaGlQ0Oqi11hO/cjdNU3SiuUlG\nPxnDsa3DShM7SOiPhUhvWaEa95v0Uja8e8YvB3wh0tK0DwOWGM+wKPI4RnsHRKLo2ZmoRBx5awWS\nNEh67GS814x/cxxHt4EY0DrORccoO4YO4WF+wsODBGoT+GsVvmqdZatG8tLqsbzXVMzMWcsJPtBM\n8xfKweuhIngRFZnf2WUem867jg+un8LTH05laySDpNKYP+VFJhxTQywIa7/lY828TDZekI8RcKNt\nbUTLy0UZg09x6It/dSuBGoUWiLHxAhsYlj37cEKlFiLT2QYDg2MWFv2CEU9gtLWDzYaekw2AY/UW\nMBSR4RnokQS+zRH8W2NocbNPd7FOR6mNrhI74WwdR5fC2QaBNTYcW5w0VWezaN0EmiMeTrzqbRIP\nRJFgAPF5qci5hMr8eTvN4eWFP6L8vjivLzqSZ9YfRchwcv3wfzL5xPUU/Bfc9TrRgjg1Xw7QfMYY\nCIVAGdgKCw7169onFRNv7C3PFsoT3N4YmcvsVG24a4BnZtHfDCXziLUQeRixJPmUWdW9JwSpRclE\nUzP2cATJyiBRnE3CZ0dpgrs1SSRTI+kUkk6I+wCEWFDQYmZyKVsPaHEN1epmY7iALS2ZjM5rZtXN\nxbjq7BS9FsP5xhozG6DdhrhcVG39DYvf+AkAs477OQ+fNYs/jDueh49+lIu+9C3OGLOS5S3DiBba\n0Fdm033cSLyvxMHpHLgX9wlmHX8L+vYOBFB+Ly3HZuNpVERfDlLwz82QRiqWWY5vALA49sTBnaxF\nvzCUvEfStmmnInyWAXVKqS+IyGTg94APM6n3N5VSnbvptwnowkzwnUjHHmTZtA+M2d7zUfEEKhHv\ntRPP9prBA1pWJsRi4HQSG5VHJMdBzK8RzTSFt9LMTUuYn852SDog6YSEF1wt0D1ccd6s/xAx7LzZ\nVErkj4UEV3WiNbVhFGSR9Nh58ZUbAZh1zM+p/YKfI09fx7yif7MqUsxbHaP4oLEI2wuZ2EOKrJdr\nUQEfEk9AZxdVDfcd0vc19eIFeLcn8Gw0fckTOV7axroJ50Lh62Eap7rpPjrCmPsNlrx2Y9r3tQT3\nwac/bNruMUVqzL0Xp9X2o7N/PqRs2lcBq/scPwxcp5Q6ArNC+w/30vdUpdSUgX7YzwpabjZ6UT66\n309F4EIAFvU8ihEOg1Ik2zpIbK1j6cs34F+8kpyXt5K1Oo53m8IWAjHAsJmbo1ORUZ0AwLsN7N2K\nrBWw9Ccn8fdnTqB2VSHH/mAZRz2ykoxnI2DWEmX21JsYe8sC9OZO1v50Pq03DOO2TWfg0uKclfMe\n2d4e2k6KEMkUwpOKiQwPmlXlgcqSKw/6OzrlzDs5+tIFnDbzdtytSQy7sOa7Waz5bhabznDTUabI\n/TCB0jX0KOQudpqFI/aDHcJ6h/C2GLz0YxGEg05a5hERKQHOBG4Frk6dLscsqwOwBLN470/6e4IW\n+0/VpgVU5s9DXE6M7p5eVzvN6cJoaUMl4r1tF3b+iZnaHOy1W8jy+ZCsDNpOHEZbuWA4oGOMoEVt\nJDzg7ABbWOHoNtDDBiN+uwbJzWbVkxPpHu6ma5hG9+Ux9GY7X5jxEZteOIZEYQazp92MbtOofns4\nK2fVc0XOf+iMujBiOmjgrm2n44hsQnlZZL9jQGd375eNMgwWdT+y2+f8tMyeehPke/FvjVP9VRv+\n9TrhfMX4e7aBTSc8KoukS0OPJHF8UE337PGU/DvO0pdv+NRjznJ8w9K4BzGDxV6dDunatH8FXAv0\n9axdiVl14f+AOeycXrAvCnhRRJLAA5/MPWtxcKjafj8VwYsQtwvJzkK1tIKhIJFAt/sQr4fZrm9+\nHJAjGug6yu/B2ZZg5LOd1J6dzY48OqKgpxBAQ4uDp6YDFYlCUwtL+ri/VWRdDEqx+gZhxNRuOkd5\naP2fEKV3Kcr+3MQ7b01jxV1rCEUc5LxhJ+YHVdeAb301mttN7Ogy7A1NiNOJikYPyrtRus6WCp3M\njzS0sGLF3akAn9RvxSOvNhNU+eo0Ws4dTzwrgS2cZNbxt/Ta69NlceyJXk3bEtyDE4VgDBLPkHTY\np9AWkS8AjUqp5SIyvc+li4DfiMhPMNMLxvZwixOVUnUikgcsEZE1SqlXPtlIRC4BLgEYPnz4fj6G\nxe7YkaBpln0uenYWeDwY9dvNEGxdRxs5HLVtO+L3QcAHsTjxTA/hHBsNx2UTLUiAw8BZ60CPgrdO\noccU4VwNd7MXmz4KNm5mtu+CXm24b66Q2d7zCUZGkvlyK7GxRST8Dtz1Ef7ZOpk/HP0I5276Hv5a\nITF5NPGgA/eWLuwf1iBZGURG5+BoCaNtbaSy+ApUdw/icJDsMJdNVDKJ6Dqi672patNl8ds/ZeYJ\nv6DmLC/B9WIm2xINbGYK2WLN/B9469xROLpAdEXbWDdZq0Kf6t+hr+C2GJwMIUU7LU37BOAsETkD\ncAEBEfmLUupcYBaAiJRjmk92QSlVl/psFJHnMOuf7SK0Uxr4g2AuRH6KZ7HYAyqZJNnajg6I3Wba\ntuNxJByha9ZE4l4hnGWaQxydEMkxFyEBThi3gc5RLmrbM2nZkIG927wQOT2GTYeMP03Eu66NyrJr\nMbbWoxJxNL8fEglTqDa1gaZh64qx7nwfyi982b+ZuLLx67P/zG82z6C6ZBjebULLuEwgk+J/txPN\nsBHz+/DaNPQtTb3Povm8GN09Oz1bZf48qrbfv1/vJJrjpPi1BI6WPtq8rps2/8Ym5MixFL3cztor\nPSDQfGycrFWf9l/gY8FtaduDEDW0vEf2KbSVUtcD1wOkNO0fKKXOFZG8lCDWgB9jepLshIh4AU0p\n1ZXanwX8vD8fwGLf7C7ScKY2B2NLhIDTSTzfj7vFQftIGwk3JDwQDyTRfHEShs7YQCPjAw0wHMJJ\nB2HDjkNLoKOI/1hjY1cO27v8FP+gmGSmh0iGE6ULjo44eluIWJEf56o63PUBAuXtdCddRJSNDC3E\nD0YsoqXEz0/f/SLaOi+GU7HuWwEAlA5ieJG4D1ezEKw2g1psYQPf2lZ6ys0qN953t1IRuJBkTwjN\n5WRRz6P7fCfed7cSnliErbmLljPHAeBqS2LvTmCPRpGmDnA5Qdxm+xoHSeeBBdVYgnsQM4TUxAPx\n0/66iFye2v8b8CcAESkCHlZKnYFZvPI5MT0KbMATSqmFBzCmRT+xQ5DPcnwDe3sQezCAxLOIZNtw\ntQqxgE4s4Gb5lrG0HrOZIk8nWY4e3HqMDHuotxKOLgZuPc64QCOrfp/PhuosJKIjBoz9QzeSSNJd\n7EASRdh7IP5sHo998RgKx7dRYOugyNZJgd7FX497mL+UHc8b20fSuDkTLaKhRTSUTWE4FJF8RTRb\nSLoNHG02tk/Lw9luFikOZ48gp2ojNqeTZEcnM/VzEF0HZSAOxy5CvLL4ClR2ENe2LgB8W2NsO9lJ\nh9gYvjhG16ljqTsrjqPWCcQYd083NV910jLpwH3JLcE9OBlKmraVe8SCmdoc05ThdCJjRhDN8xIL\n6HSX6CScEMuAWF6c7MJOJufW4dNjuPUYQVsYAE0M4oaNkOFge9TPR82FeB0xEkqjscOPMgTRFKz2\nESuJ4fDHmD5iA3Oy3yZb78ErpkuhR1P8OzSS1zvKWNY4jLaNmUhCsHcLkjR9xj3bDTwNMWJBGz0F\nNqIZ5jMEawxifsHVauBb24Y0t35sRkmFyS8KP8Zs1zfRggESZSVo0QRaT5SG6bm0HZkEAwr+q5Hx\nUTvSEwG7jVXXZCCauQxQslDn9Weu6Zd3bvlw9w/94aftHF2sSn753bTaVs/98YD7aVtC26KXmfo5\n6AE/4veh/F5iRX7iXp2kQyOcqxHzg+GAhBsMhyLpNtCzYjiccUQUI7NaGeNvwq3HWdlRSL7b1GSz\n7D1U1U4g0xuipdtLpjdEsbeTSNJGlrOHK/KXkkRDxyBDixPUdNbGHfyx6WT8tggbunJZ+e5IHO2C\nFodAjYEeVSQ8GpJURLI0c04208tFCdgiqajOsMLTlMS7fDOquwcjHEHsNrSAHwJ+UIraOQXkvxPD\ntaqOqq2/MSM8SwpZc1UGyqaQpDD2wRCL3rmpX9+3JbgPnH4R2qOKVckvL993Q6D66zfudTwRGQY8\nimllUJjV2n8tIjcDFwM7FmhuUEr9K9XneuDbmAGIVyqlFu1tDlYYu0Uvn8yXPdt9Hg6vG3E6CSYS\nRI8cQdKhgQI9aiBJA8Oh013iomuEsHa8jYYePzmeHnJcPUSTNjRRRA0bJ5VspMDRybOhKTR2+Knb\nnolKauiNdl5VR5B0K1zF3UwprOOG4n/hlTg/L1zM55deBSh+XPkcf6r9PHV1WSSdDgybaRoRJbgb\nwd2sUAJKFxIuMOwQ90MsIMSCNkJ5I8la2UP3MA+GGcND5n/rwG4nY72B/aX3qIo/aV4YXsiWM3Pw\nVkP2qgSe19YdlAo6lqlk8NCPumsCuEYp9a6I+IHlIrIkdW2BUuruvo1FZAIwF5iIWdj3RREp31ud\nSEtoW+yRfbnSzdTmYHM4yB47iqwPNBIvu9h6ag7tYz1Ec2wklEY4bqc77KTwIRdVZ+jcecYTnOCq\nZ33cx9Wr5/C5iZup7cliY2MOyaRGKOHg8bbjCNpC5Nq6eOqU3zPVqVOTCHH02Fq6ylws7pzEX945\njrzXbWSt6KLxmABdw4VYhsK9HdyNCt+2BLaeOO3lbuI+IZwrbD3Nh+EAf60iUB0Bl5NYYYDgm1ug\nsIDK/HkkRxYSLc0g6YZIjkHJiz2QSJgBSrqGisURTTDiid0Whfi0WIJ7gOknoa2UqgfqU/tdIrIa\nKN5Ll7OBJ5VSUaBGRDZgeti9sacOlnnE4oCZqc1BbHY0twsJ+DEKsmg4IYAWg/bxBmTGcNS4KH4l\nimHTuPK3f2WiYztOUfg10zdaR2g3EkSVEEOjIeEnpJx8EBrOtmiQhNK5Im8pSYSN8Vy2x4MsaZ7A\nB9XDGHdXJ9GiAA3HOAiXJBFvHNVtJ7BWxxYGR7cilPvxQlPCC6GSJLZOnZwPDJydBq6t3WDTkEiM\n9iOzULqQsdo072hN7ajObiQrA3pCqJ6Q6anicIAyWBR5/IDeX18fbktw7x/9Yx4pUUW3pGce2XTu\nDWmPJyKlmO7NkzAjyS8EOjBzOF2jlGoTkd8Cbyql/pLq8wegSin17J7ua2naFgfMJ10KZ+rnULgx\nQOKIkRS81AXNbajiPJQubJmdwdWvzaVi0kd0JVyUulu4IvtN4oBX0/ACoMjVOgA42rmd96O5bE8E\n+d/GGfy4YBERWxsfhoYzKbCN0iNaaHgwyDtvZRPYCO5GnY5TY7gKu/GOitDS6SXW6sLZYMPVAiiw\nd0LmCh1Dh67hGvVjkthbg7jrha7JMez1Gt46aJoWQIspHN0+7F1JnM0R9FRQj83vA8NAhcIH/P6s\n4JtBQPq6a46I9NUoH9xdlLeI+ID/B3xfKdUpIvcDt6RGugW4BzNAcb+xhLZFv7M7s0Fl6Xzwehjx\naA3R8UXU1hSQzPLz/mkTeO64I/nZEf/gONc2XGIG7xiAXQQd4ThXC3HVzGzvBgBKbRG+lvEOr4bK\neHLrNDbX5VA8cTvxcTqNmzPxfOimp9hJRnmYzw3bTKzIRtNoL5vWFOJo07CFwRYyMxnau0DvtBHP\nSqCGJSCmY+82FzMdXQpXcxxHexS9tac3GZaKRCCeMANxuvdcSX5/sOzbA4gCZaTt8te8L01bROyY\nAvtxpdTfAJRS2/tcfwh4IXVYx84pQEpS5/Z8f8s8YnGwmamfY5oSNDHzfKfcCynOQ5KKRIaH9ZfZ\nyMjuQRPFD8qXEDIc9BhOTvOuwStJPCLsCG1JptSipII4QsjQ+Wv7sRQ6zMCd11pGs73bT9IQQmEn\nXxv7LnGl0x73sKo9n8Z2P7GQA1eNAy0K9hD0FCuShVEz10qrA+8WDW+9Ius/m0k2NPamud1hCgJA\nGSzesXjZT1geJftHv5hHRpaowp9dkVbb2guu25f3iACPAK1Kqe/3OV+YsncjIvOBY5VSc0VkIvAE\nph27CFgKlFkLkRYDypLkU8z2XQCAeDwsbH2I2e7zkK3bwenA1tJG6V9HEsrLJJwr3Bz6AkWZHWS6\nwjxXN4X2iJtYXOe5qQ/iT4XXJxW9QtwuBl/PeIskQo/hYJqnmvakly7DBUBM2ehOuvDpUZxZCToD\nLroTTt6zlZiZBqOmXZ0d/uQC0SwQQ8gKR3qzIs7U5gAHT6DOcnzDdAgXzdK4DzX9p7ueAJwHrBCR\n91PnbsAMRpySGmkTcCmAUmqliDwNrML0PLl8bwIbLE3bYpAwUz8H0QTN50N8XpIlObSN89J4YoLA\nSjsCdI42yB3VQnOrn+L8Nn4y+gVKbe1ElE4MU/CGDAcxpRNRdkKGk5jSiSsbXYaLkOEgathpiAbo\niLuJJO009Php6/ZgKCEetpk/k6M6jkYbjnbwNigCj+9xIf9TFSOeZZ/78YFoO6XKFV0f1EWOBxv9\npmnflKamfeHeNe1DgaVpWwwKdtjBKwIXkmzYjh6PkyFFGHYv2Su6Cee7yP7IIOHNYkTEIOHO49Kz\nLmD8qG0cEdzG3My3drqfLgZ2SWCXBD0GeLUo0ZSDtluP0xL1EUna8DmiuDLixA2dqMdGU2MQiWjY\nu8384d6GGL0hkX1Jnduhfe9y7RPPtVO7PtdFB83txohE+9WF0GI/UJiLGEMES2hbDCpUMomelYnR\n1Y2+ehP+QBkdZV6CTy5D7DZcPi9tM8voGia4NulsqC9lvV7Ks47j+eaMVwEY6Wyi1NGEXUvSZbjY\nHMvBo5mZgz1ajJA4cOgJAqJIKI26riBxQyMUcUC3DT2koXRwdP1/9t48Tq6zvPP9Pu9Zau2u3jft\ntiVjGS+AYyAkgTjIUjskmbkZB7MYLgR8A0xCIGwOyQxJLjMMCQS4N8mMQ2AIgWC4wIRJkIQg8RAm\nOGBj491Y1q6W1Opu9VJd2znnfe4fb3WpJbWk1mK7JZ3v53M+VWd/q6T+naee91ksmf3T2MDHNo6r\nPDwn4nOC3nyds5A3mFtBDBu8Vx+zf+7c1JJeWixBh8NJSUU7ZUkxV9xpg/dqqNXJjsyQZEvItevY\net+HWsdtzL4Oyeep3XgFlf6ARrtw9+zPYX1IChYNlGvW7+Y1gz/g2tweJpM8h+ISU3GeSD1yXsTu\napHRcpHZSoYwjIkiD80meBMGU4dG0UC5go3iU455IQGem7Rs0RRsE4bnHNed8gyw+OiR55xUtFOW\nJk2R05/sJB+upby6yKZrfw85fAQ7U0aTBDs5yT1b3s/G4hsxnR0QRWh/N7OXlSgPeTy95zJ+r2cN\ny689wIcv/zqhJORNg121HgyKbyy+Z1FrqIwWyO730TZ1afoRBFWFk3TPOZmlvDF3O7bRQIyAGPeK\n+wWBmFSwlyiSWtopKefGnKVqGw223fchF30ShlBqw6iSNMX05uA21Cq2ehCvkEfGp8hv301+/eUc\nfGk7SVbY9/AgE2uK5E2dWZshY5zl3B7UGZcCYSai1shgEsiOCzZwDYyDckKyZhAOj50wvjkrepv9\nihPqeg1wfTjF89LIjwsJ5ZKpp52S8owy35qd39x3Y+ENeB0d2ErFWdi5LMyUiQ+P44UBprODqTVF\nTAz1LgttEe994Ff50HV/jyeWwXCSSD0sQnd+lsnZHDaXUO8SsoeFcAryhxNye8rwxA4kk0XjqNVP\n02SyzsfdnIg0mWzLqtYkSQX7gkPSiciUlGcS8TzIZpDBHpieRQ8dhlVDeI0IohiNyhRGakyvzoPn\narUmkccfPXwLr1/3Q4xYYvVIVAhNgogigZJkFPUEsRDlDbkndrTEeT5zVvXx65rANnvyZJuFIk3S\nCcklQmppp6Q8c2yZ/izD694PxmB7Sph8DiamobcbyrNopYo/Ok37rixxwaO20iLGEsced+94Ib3F\nMtd2jpAxMUaUoY4p9tsOGrMe9S7F1IUkI+g1a+G+hxc1phPqrywUCpiydDm3TnLPKovuGy8inog8\nICJ/31y/TkS+LyIPi8j/FJH2k5y3SUSeFJHtIvKB8zXwlEubzT/5L7DvIKiioQ/FAjQa7tVa9OAo\npe8+Td/9McHBgLjuYzxL4Cf0ZCvsqXQRq0feb6AqGKNIW0RcionaodYpTD2viN/bc0xc9cmYL9KL\nFezUyl4izMVpL2ZZAixatIF3Ao/PW/808AFVvQb4OvDe408QEQ/4M2AYWI9L5Vx/9sNNSXFszL4O\nOzWNRAlY6+qaBAE0GkhnqRldMkX+ez+hfSdkdmaoj+U4MlmgEgd0h7O0+c6tUQgadLfNurojQKPT\n0ihBpVc4/EtrkRufj9fR4dwy55EN5tbWkvLcIrq4ZSmwKPeIiCwHfhH4MK4uLMA6XK1YgG3AVuD3\njzv1RmC7qu5oXudLuKLfj53bsFMuVeYEziuVMIU8KoIaA7v2o0mChCFSyGO6Xaf25OAofd/eT/F5\nfYzeEBC1eTx8ZBWPtEfk2+o8r3eU0EvwjKXYVmO6XkCN0uhQQFAjHH5BkeLAlfiVhOyPdxMfHndN\ng5siPjdBucHcemrreaHMyuM+F6QW+HPCEhHkxbBYn/YngPcBbfO2PYoT4P8B3Mqx5QXnWAbsnbe+\nD3jxQjcQkTuAOwBWrly5yGGlXKokU1OYahXTXsQWA1i7Etm+122PIrQRYbIZvOVD6PQ0uf89wap9\nQyn/LvwAACAASURBVBz6mW5qPR7JhEelFHL//iIrrzxElDStaHWFolBQAzYDETDb7+HVDbWuy8mO\nr8I0Erx6grd9P3Zm5piMyWMSa5quFTGCWj3GWjf5vBN8VTSKj6lBkpJyMk4r2iLyKmBUVe8XkVfM\n2/Vm4FMi8vvAN4DGQucvlmYh8bvAFYw6l2ulXLzMCaLJ550ATpdJ+oqI9QiyGaRSwVYqbl8YoJNT\nSE8XGvjoT3bStrpEZtqj2iWE0wa/AiOzgyRDdYyniKdILJhIUA+w7mdxknFiHhlIMgF+xcfEium7\nHFO3hBN1zJO7jqatgwsD9Dy8ro6jH0AVrKJJgjYarfzplmCLOb3FnnLeWSquj8WwGEv7ZcAvi8gt\nQBZoF5G/UdXXAzcDiMg6nPvkeM64wHdKyumYE7Sbg9vwcq78qg08dLAXU62h1rpejp6Hrc6i+w9g\nOkrIYD/5f36S/FA/HYFHozvPkSszFPcIujfL9Frr3NrqmgabGMRyNPlC3brMlRAxYBHqvQG1noBg\n2XqKD45AnKCzFWx5Fgl8NHbJPCIGmrHcJAlijLOw06p+zy3KxZXGrqp3AncCNC3t96jq60WkT1VH\nRcQAvwf81wVO/yGwVkTW4MT6NiDtq5RyXvhW9CU25m4neGQX0bVrqA0WMd1Xknn6EMxWsdNl8AwS\nBGilirQXkWwGPTAKcUzmQJb+g11UV5UoLw8o7jTUe9y1xYIkgDTfK6gPJC6IwAZgIgEBv2pRT6i3\nG6KXLcc0XE3u/IEawZP7nEhbhYwH6lwkquomUHE+8eMnI1MRf5a5yCztk/EaEZnrhvk14LMAIjIE\nfFpVb1HVWET+PW6S0gM+o6qPntOIU1LmMdcxfmPhDQS5LMmVK5l54TKKO6YxB8fQaq0ZXeKKP+F5\nSEcJqlXs9AxSrZH5ydPk2tqQni5GNg0QzigzKwXb/OuQxFndANYXPKuoEWygTavbWWle5LZHBUEU\npi/LEfZcTlBOMLElfHIEO9iNmaogM2U0jhHPQxL3JFCrJ52oTHlmudjcIy1U9R7gnub7TwKfXOCY\nEeCWeevfBL55LoNMSTkdW2f/2rUC+2GZts4Sh/7tOooH2qh2eXQ9NMXW+/8AgI3FNyLZDBIEyOUr\nYfcIEobYmRmYmWHwbyaQTEjH5UOMvihPox3qnU3RVjDNCUoANdJylcyhHthAiArOIm8UPTLThnA6\ngSuHCCaqaBggpXakWoMowgt87NQ0kDSzKlMr+1nnAhLtM4nTTklZ0myzX0HjiPjwGD1/9a/M9vlM\nrhMmri0xvPZ9gKthsmXsLpLxI8jENNLVgenvw1uxvBXJkYwfgX95kIH/dh/Lvltl6J8jTAMqAxDn\nIc45K9z6zk3Seu9DoyhERUhCqPVCeQWMXQfqCY1SQNSVA9+AZ1zNlFwOAFNq5qY1W42lPMvoIpfT\nICIrROSfROQxEXlURN7Z3N4lIttE5Knma+e8c+5sJh8+KSIbT3ePVLRTLiq22a+wzX4Fr6ebrscr\nmBiOPE/QsYnWMRvMrWgckRwadS6TOAab4F9xGQASBnjFIpLL4T+0g+w/PczgV7ez+u9nqAwqlQGX\nMZlkhCRsLlmh0SY02mFmjaXWpyRZRX3Fhsr4eo/ZAY96Z0BSzGBzAZrxIfChowSldrzBAUw2A5AK\n97PIYhNrFulCiYHfUdX1wEuAdzQTCj8AfEdV1+Ka934AoLnvNuBqYBPw582kxJOSinbKRcnmA3/G\ntu99EIBwBpL1q1v75twPmiTE4+Po1DS1dQPo2AT1n1qLvXati+qoVtFaHdSiUYTZvo/LvzzDwL0R\nURtMrVMm11smr7ZMrVUqg9DoAL9s8OqCVxNsxv2l13uU2SEoD3pU+13EiwYeSWcezQZo4EMYYPJ5\nTHsRk82kmZLPJlYWt5wGVT2gqj9qvp/BZZEvw+W0zJWq/Bzwb5rvfwX4kqrWVXUnsB2XlHhSUtFO\nuWjZdO3vMfCDmOJeZeqKvCsy1WSb/YpLfBGD5HOEE1W00SD4pwfwKg1qN12D6ettHS9iSI5MwWNP\nk39wL8v+uc7yf0wo7jSE4wavIq0QQZtRGiVLXLSIdT5wiSHOK0kGyss8akNF5Kk9yMPbkYNjaD5E\nMyG0Fd0NPW9RNU9Szg9nYGn3iMh985Y7TnpNkdXAC4B/BfpV9UBz10Ggv/l+oQTEZacaa1rlL+Xi\nZfcIud0j2JvWM7HOoxsYHng7mw/+OTCvmXDPHZiDE9DXC9UqjY4sJlJQZWv18y2xN9UqAFqvE/zz\nw2Q6O8iO9uNN12j0tzE7FGIiF0Xi1SyjLwpIMhBOueQcNRC1Q5zAROgzNLISHttBMnEEWTngTKjA\nR7JZdKZ8TOPgdHLyGWbxE5Fji+nGLiJF4KvAb6vqtMhRK11VVeTs41VS0U65aEnKs2xL7mbTNR8k\nd9A1SpgTbGj2oeSoeA8PvB2KBcQq/myElmcBV1FwU/ubgGbn9JkZJJMBa/nWvf+BTV1vJdh3gM4n\n8s5StpaJlw6ShFBf0aD/PkP+nsex69dQGcoxvcrDerD/FzpYHq9G9h5EDk6gXe1gLIic0Gl2Lkvy\nZC6TVNTPgfNcDEpEApxgf0FVv9bcfEhEBlX1gIgMAqPN7WecgJiKdspFyZwg3xzchtfTjTcGGp1Y\n28PksmzMvg7EYNqLMFPGn8xQW9aO393JcP/bnCXsBwAutnrdGtg9AtCywqWjxPSNyxm7znOhft0J\ny7dBeTSkUbRkrrkcf89h2sYzFP5hH6a7i8mfW83hG7to7y8SzDSQRoxUEqjVkUwGqVZbxajg1CVf\n09T3c+Q8ibY4k/qvgMdV9ePzdn0DeCPwkebr383b/kUR+TgwBKwFfnCqe6SinXJR4hXy7s2KIajW\nqTyvj/wPdzB85QfY/ORHAGdhD/f+BmRCd2w2A0mCzYZkRmeZXd9HvTRIbiwmOzKDffxpTHcnOjKK\nhCH156+iMhiShP2u3LIRwkmIitD1kIdXiygegCQj2MBge0tIlGA6Sky/dBV+1VIYqVMZyBAXXMBA\nOJklFMGOHEStutZmx3XKARA/OKbK4HxxTzlzjo+3PwdeBtwOPCwiDza3/S5OrL8sIr8O7AZ+DUBV\nHxWRL+Mqn8bAO1T1lP+YqWinXJRsmf5s6/3wineS2ztF5acuI//IiLOOqzXiFb34YeBis5f14o1N\noxOTeFGMzpQpjLZhb1zB+NUBuf5OGj/7U9R6oeuxAcrLDNOXW4q7hLDssiZtAJ1PxeT2lzHVCLtn\nP2awnwObBikPZgkqWfq+O4bGMW1PHmH28g6SrEfb9mkaPXnUCHHew/S04c9W0HodjaNjhVsMJpdF\nmqGBANTqUE8zKZcCqvo9WpXZT+AXTnLOh3FlrxdFKtoXATeHrz3R0lKb/lxusnnvJ7k5fC253Rni\n518OgKlm8SoNtLcTOTiGNzIG+RySz0F70b1GEW0/GmF2YAWjN1pe/ILt/OD+tYxdY/BrUNxt8KuQ\nmbJ4NSWcick8shc7U2Zz+XNs6nor4y8bIM7Bii/vwR4cJWmWcPXFUDw4TrJmCKnFhKMVzMEx6CxR\nXdWBn8viDQ6gk1OuGmAT8TxMLueaPjQntyRnWt3pU86SCygjMhXtiwAJA0xYQAIfO+uSRWwUp37O\neXyr8UU2Xff7eLN1oq483qM70HqdrbUvsMHcilcqYUfH8Lo6XHPfGAhDbDGDDeCWlzzINx+5hivf\n+yCmvweCgNpl3ZiGBVWCyRpSrmKPTIIYNrW/iYNvuJZaN3Q9btHpMltrX3BJM2qJx8db/zbDy3+L\n2jXLyRgwo5P4lSKNlV2YeoJXKmCmZpFmxcDkyJQTbIDEos1aJee7q84lxRLqSrMYUtG+CNha/hzD\nK94JnsEUCjA7C7OurnQq3I4N3qvx1l9B3FXgyPOy9D3sQ73emrBMpqZcZEh5FuP7zbrXFjk8TldP\nnh+PL2PlsjHM6uXEP9mBGCHcdwCzZgWNgTZqAwWCcgY/jilfP8TMcp96F6z6xiRbH/iD1jhMu4vD\n1tpRy3jzvk+13t+04SOYekKS8V2tk0yA9pYwuSxMTOKV2t0YO0povQ5R7LIqU9E+Ny4g0U6j9y8S\nNu/9JGQyrbRoMzSAPzQIuAiKSz27zoQhun0Ph6/PMTsI47/0PExHiW3J3WyzX3HlUqMY09PlfqmM\nT2CHetDLlpE5WGZq2wB7nhjg8fd3MPKel3DobS9mdvg6GD9C+PBuNDB4MzUO3rKSiSudYC+7p4I+\n+hQ3h69tff9bxu4Cq5hCvhVGCLCp/U1s6nor4cEZgsNlV5RKQBoxGONS3jOhy5rsKEGxgNbqaCOC\nRoRGMTcHtz1H3+5FwHmqPfJskIr2xYgRV5CokMdfvaoVrrbBe/UlK95bq5/H9Hbj1dyEoXq4Xo/z\n8Ert6NQM2nQv8eQuzO6DyPQsXU/EaC4Bo8RFyE0oamB8eC30dpE9WOGJt5WYHQIEVn11DPneg0jg\nI+bYeaktE3/p3oQBw72/0bL2JZdFGglxV4HMRJ1w52Hs49vhsaeRKEF7Oqi8cCUzL14Fqi3ftiaJ\ne+g063Jfqv/GZ4twtLnF6ZalQCraFxGbn/wImvHRwHNL6EE2xKxchtfVKip2yf5hb97zCbofrRAX\nLeG04q8Yau1zjQksWq0iYvB7utB6nWRyEsoVCo8fRoxifIsaKH31AQp/dx+lv/4+mx/7T6DKlZ8u\nE07Din8YQ8YmMLmcm0T0PEwmy8bCG9jU+RY2db3VdbUR4xJ1jKDWQiEPRvAmq3g7RtCZMl5Pt/NX\nz8wi0xVy33uStn/djTYfOBKGIHLCRPSl+O971pzfglHPOKlP+yJjy0P/N5uu/w8AqAh4Td9sVyd+\nseBC3ZoV7zaYW4/G+lptZQaeigs9rXrnL+fxqlD6wR6oH43K2Fr7AgAbc7eTTE0jgY/X10syetgJ\nbz6DmQoIV9TJ7+WE2Omt930IgJe+5mNMr++ibee+lqASx0ix4PzPTea+d9PbQ3LosDsWUGOQOHFu\nD2vRxCL9va5K4WzFNXRoREgh7zIom0k+x4v2hfrv85yxRAR5MSxatJvlAu8D9qvqq0TkelyLsSwu\nKPztqnpCJo+I7AJmgASIF5O3n3JubHnwD3nly/8TADY00PxZ59ViJLKY5X2YSsPF95ZdL0OShJvD\n1yJGsFHc+kn/rehLxzarvUBZ/8E/pfuxBO+FzYdUWx67/8AJx0kuiyQJtlqDwMfr6sSWZ7HFDF5V\nMMYycY2lf+3l2N17W2I/x/f/9nf4uV/5Y4786nXkDsfkf7wXOzGJnZpGMhlMn+tnpqNjzoWVCREj\nbJn4Szbe8CEkSmBiEq3VXd2Tgbe7FmXFAvH+EcQP8MIQrVRJRk4cf8pZcjGKNvBOXJnBZrV2Pgr8\ngapubjb9/SjwipOc+/OqOnbWo0w5Y779v36Xn/61j2FDIc40f97ZEK+hmAgkUbxIkcgSzESYeoxU\nIzgwipRnWyI9N7klnof4AbZeu2CtuPH1HuEkPPyxd8HvL3xMMjnpOr0HPjoxieRzmK5OzPb9rPna\nINtf3walmIOv7GfgHxfOofju372XTZ1vQXq6qF6znOz3XbgeAOVZNh/4MzYW3oCIuElEq2zqfAtm\nsM8dUyxg4sQd47mGxTI6hviBs6h7u5DpMjIzc4yFfaH+uywFlorrYzEsSrRFZDmu2/qHgXc3NytH\nBbwEjJz30aWcE//y5d/h6g/8KTZ0nVRcs1rBa7gMPomb9YnikOyk4tUV74oOwskIr1xHEoUoQeoN\ndHIKO13G5HJsLLwBbTSQTIat5c+dfiBLgPZdluk1xgn26VB17oo5QfQ9tLuXyauKtD8lNNpCjry4\nQfueLn7ul/+Y737jvSdcIpmaQmYrZEYOQi6LvWw5Sd4nfNxV4bS1OlhF1q3G832YKaOjY0hXJ3Fv\nO974EWf15/PoEztIGg334PQ8ku278FYuQ8IQbVYehLT+yDlxsYk28AngfUDbvG2/DWwVkT/BTWj+\n9EnOVeDbIpIA/01V7zrbwaacOY9+5F1c9qmPYT0gsK5x4bwQJq/m3CflRPAagokMEvsE5RxeBEFZ\n8asWr9FHMB3h1WK8qSp2z37E89iYux0841Kuk2TJikZhpIFfCxZ1rK1WMSIuVTwI0GKOqCNLfjRm\ncl1A1O5+hez+RWHlN9XFyLcV3ITkPDSO8Ert0FnCZj2Ch3YST04CtKI9ZP8hkuky4IpX1Vd04s82\nkPYiBAE0Kw1KM0oEtc7iHh1D5/nIU84BXTqRIYvhtKItIq8CRlX1fhF5xbxdbwPepapfFZFfw1W2\neuUCl/gZVd0vIn3ANhF5QlW/u8B97gDuAFi5cuVZfJSUk2Hb3R+3ySSIcSaFWkGtkBQNJIJaiK1A\nwyAWGlWDicFEgj/r4TXAq/lkpi1eLY93WSeZwzVMtY5MTKPVGnZmZslOVH7nn+5c1HHzx72p8y3g\ne+B5hKNlGv1ttO/0KS831HyPlesOMXjnDCMfvYLikxNsuvqDcGDUhfSJwWQzROtXYuox9e4M/nHX\nFyNotYbGEX53NwB+JUISxfZ2INv3Nsu0Wr4Vfal13gZzK0n5xIqFKefABWRpi+qpRysi/xlXtSrG\nTTq2A18DfgnoaBb0FmBKVdtPfiUQkQ8BZVX9k1Mdd8MNN+h999236A+RcnrW/48PAeB7lsQarBUa\nDR8bG1DQyEMtSGwgcW4UaPr6VDB1wURgGpA/BH5VyU4m+JUEf6qBt3PEpVRHMcnMzIJjWGpCvpgH\nzMbCGzDtbc7i7mqnNlik1uVhIphYb4jXz5L5UQGx0Hd/nfDHOwCQrk70YLNk8mUrSIoZ/N2jxCMH\nj63freomgq0ihRzS3UXU34Y308CMTqCVKuL7x6S9zx/38aF9S+07fqYRkfvPNbghN7BCr3j9u09/\nIPDIx959zvc7V05raavqncCdAE1L+z2q+noReRx4OXAPcBPw1PHnikgBMKo603x/M/CH5230KYvm\nsX/zIa79ny4UsFYLEFFElGy+ge9ZZmcz2NggmQTb8MBTNBFMxcM0AG12Hg+V6SJ4NWG24pM/6OH3\nBvhDl5PfX8GMz+AXC2ilikYRtlJpjWGpCszJfMEbzK0gBm008Pr7kHqEV43JTAv5p49QL/WS/3EW\nlYTRF3rs+Hc+HVddhV9Tuh4qI3saLknnocfxL1sNUYR4Hhu8V2OyGeycP1oMXiGPtBXRbIAkimZd\nz0gqVexxD8E5sU592OeRC8jSPpc47bcCnxQRH6jRdG2IyBDwaVW9BdcH7evNVjs+8EVV3XJuQ045\nWx76pT9k7X/+UwyQbSYDRgWo5sEWLZpNUAHx3P9g8RQtxiQ1Dyx4FeMsbyvNfodCvcv5xYNpw2x/\nO9nJIn7NEkxFePUE/+ARdHLaxTonCXZexbrnUsQ3Zl+HacZGzx/LCWNQizcwhFar2EOjBOFaTKzU\nVpQo7o8IpyNMLWKwlsdmDAdvBK8uJGEbxaHrKd6/j3jkIFrMucy7ySlMrnD014gYvGLB3apURD1X\ne9s0LNGKbrzudiS2bHvwD4+GZM77DlPOA0soRX0xnNY98lyQukeeWX7qzR/HryrBrEXU9S6MM4ZK\nv6HW3UzzNpAULNbXo3mzRiEyeDVBYsEktGLAMW6O08TglyGoQDjt7mFiN5lp6omrhnfQ1ZTW8uxJ\nBeiZFvCN2deB7yPGIKV2dHrGuSqqVdRqM0tRMc1iTHPJLzLY57qot2Ux1QY2E+AfmECnZpD+HvYP\n99Fod9+DxLDyr550D6xVQ0RdefxyA5sN8A9OujoxM7MQRdDdCeUKGCFa5RoKS6IkOY9wZAb7k6dd\n2noYQGJJpmdaYZmXsrV9Ptwj+f4VesVrF+ceefgTF4B7JOXi44efeTfDK3/bhfE1q815XR2093cT\nd+SodYdEBUOj3RBnICpBo6TYQMFTkoKCBdMw+BVBEpwfHEAhLkKSg6go+FXn/5UYwrLF683grWwj\nmIkJxsqY0MfsP4xWqm4satEkabUJiw+Nuq7kp6gPPt9iP52AzWWBeh0d0NHusiILOehqR32DNz4N\nViETYvfux3R3QSFP0lFArEUBm/Hdg649S7jT+a0ll6W2soPSzoTsaI3py/JUe4SR115J++4YGxiC\nmRivYojzPsmabqxvkKQDSRQTJZhSztUYEQhHpqBSpf7CFWTGj7gkp6Y75ObgNlCLyefTSo7nifMV\npy0inwHmgjee39z2IZxn4nDzsN9V1W82990J/Dou+fC3VHXr6e6RivYlyuY9nzhmfYO5FUYP42Wy\ntA30ovkcti1DZShPkhXirDA7aEiyONdI0WK7GzSyPiTO6vZm5yJOwPouNjzOgVdzlqcNDdYHExuC\nsodZnsEkireqDbGKWPDqFtOwhI/sBmjV79BkXqJPGB71B58BNwe3uaiOfB4d7CFpy7ra2RbnlvAN\n2pMnarb+kuf3YX1BrGJiRWIlM1HHNBKwFlON3ARlIUt1RRuVHo9GmzC9ooAXuVh4gKhgyExb91kP\njFPvXQYImfEaNvRcPDyQ5HxsW4iJLbU1XQDk98xgp5wrZU6Y5+K1F5ovSMX7LDl/Dof/Dvy/wF8f\nt/1Pjw/AEJH1wG3A1bj+kN8WkXVpu7GURXH8H/sGcysmDGl7ug0d6iUpZiiMBNR6AhoFobzSI8ka\nkqz7325DxYauCp40DBIJwYyzwr26q6qXhBCUwSRKVBSSsBlSWHOuAFHwawZJoPLKtSQZwa8qkihB\nOSEox/gTs+jBw/htRZfKPVtxscueh9fddcxnuDm4rRU7Pjf5JyLY9WtIsj5qBElcASiAJGvACPmR\nigu1SxSJEmzuaHy3DT0052PqCTYTUO/NUOv0iDMu2mZo6yFXzEmVA2+4GgTinJCdcJ+jtn6I7Mgs\ncWeWJBegRiADSWAIpxqYuvt79WcaSJQg9QgbHxvedyqfdireZ8l5Em1V/a6IrF7k4b8CfElV68BO\nEdkO3Ah8/1QnpaKdsiDHhJeNj+P39uB3dRBO5UmyPm17PSauCojzgg2d9T2XoJBkFfWVuOBEWX1c\nQf8YkgyIipvYbDgxj4ogsbN4k1COJjqos9hBaLQb1ARYL092shuvblEjFJ+eQqZn0RmXoDK87Dch\n8LFz4XbzkDBEL19OoyPjmhyIAIYkI4hCMBMTPrYXPA872I0GHjYMkUbiaoIYSPyQuBCQdASo54Ta\nryomUtp3VKBaQ3JZpl62Gq8BjSKECVT6fbJHhNxIhaQ9QzBRdRmXxlBd3kZQjpGkab3HFrEWxo6Q\nTE4eE6M9/99mrov8Qo1/U/E+A56dCn6/KSJvwNVv+h1VPQIsA+6dd8y+5rZTkop2yimZ/0d/c/ha\nTHsRM9RHGFtyIz5JPqSyLEelz1DtA+s1ky59t1hRZ9HauZhvSIJmI9xM04UwV8LDNt+rE3O3XVxE\nizq3CwqNkmFudnTyii78SheikD+U0P6DfQCYoUGi5Z34j+xiY/GNLuqiXEYSJSq4BCITKzZwGaKm\nZpFEqV+9EkksNuOhgit7agLUd+MAt836gnpgIkUSyFQU79AUNBrY5X1MrzKoD6YOXgRezRLlDQzm\nye+cRJ/ahVpFk4Qc67CZANOIXdMDq5AkCwr2/OJdx4g3C1vgqXgvksWLdo+IzI+SuGsRWd5/AfxR\n8y5/BHwMePOZDnGOVLRTFs23Gl8EnEhIZwdSyOMlCblDQmbCIyiHNNqFJCNEbS4CRY1znYCQZICM\nSxlW0yxi1RR5aK4nHJtWrC3tdkI+T9Aldq9x3h0/tcZjeuUqMtPuQWFiJRh4XvNhobQ9NQW79uMP\nrkMDod7R9F1b58JolDznzom0OTmoLV+7qSSE+45AYqlc1Yf1TKswvhcpptkNvbF+BWPPz6IG/Fno\nv3cG89Qe8AyN6y6jUfKpLS9hBq4BC3HRPRwKu2YgSsAqdt8Itlo9IZnGDfZoCfy5SVW1islmWhO2\nKWfOGaSxj51p9IiqHmrdR+Qvgb9vru4HVsw7dHlz2ylJRTvljDm+HOnG4hsJersJJtrAN6hvmFxX\noNLv1Dhqc69qFv7jEG1a502RpyneJm4Wtpo7Z+6YprvFBm4bfvOYpviX2+ayOV1ooiSQG1OqL+mi\nfksXHdsts/0GG0A4o6i4iVQTgRHFWshOxm7CUWlZwOWre0lCZ0FD86GBOqvbGBqruxl7fpY4ByaB\nwe+MIVMz4LtEGRMlxPmQzESDcPtBECG5dhnZibobQ6Xq3Cued1LL2GQzSC7rSr16Hohx4YmNxkkF\nO7WyT88z6R4RkUFVnauj+2+BR5rvvwF8UUQ+jpuIXAucUN76eFLRTjln5ir9tdpmeR7de3voBqZe\ntopapyHKN90lftNS5ljXyFxPxDmr20RHhXvOH259Z0xKo+mG8WgJaEvwpSngTT9lknPXjNoEE7tJ\n0emVhmDW7Y+Kzc7rdWeZm4ZiEoiLPhJ7oErUliMJ5yJMjj58vIa7HiiTl/nYwG+N36/A1HVddNwX\nO991klDtzxLlhUZnSFhvYKtV8vdHJGsGXQakKnZyCttotL5LE/gtaxpwfSzbfLyebjAG8jnXICFJ\njk66pl1rzozzmFwjIn+LK1HdIyL7gP8IvKLZf0CBXcD/BaCqj4rIl4HHcGVC3nG6yBFIRTvlPHKy\nzjfDa98HwJEXDxDlhCQLKPi1ZuSJJ26SL2yKsX9UgG3Tik68o66TORHXBPdfHVoRICrOyp2z3IP6\n0X1zgm4S3Bhw1nJQ0aZV72qMe1VL5uAMldUl4pyHDVxN8jjnFNnMhfLlafq83Xgyk87qTrJuwrXS\nayj/0oDzxQPZSSU35qJgyGYwgMYx3r4xbE8HdmzC+aXnuUAA1zwhDJ1l7Xuu+p/vo7mMK1B15NOt\nY1PBPkvOX/TIaxbY/FenOP7DuJLXiyYV7ZRnnM1PfbT1/ubgNkyxyMwrr6Le9H97DcXUnAtD4Y45\nkwAAHfJJREFUhWY4oLQyM49BcIk9zXrgmHlWNketYLFHBd/ER7ergA2dhSyxm4xEmiGHFpLQEGcM\n6rVT6fVo39Mgznkk3R7afHBYz91/bgxew4l9/kAD9YUk61EvufjruXubyGWFBjMR0kiwA100OrMg\nuLj0x/a45NKmu6PVBi5J+FbtC60Yda+n25XCLWax+RDP9pz2+08nI0+N8KxEj5w3UtFOeVaZy+zL\nf/Ve2trakFI75LIkXQVIFA2MS2apNLC5ADVOjTUwJFkXG+58yM5VYX1puVzUSMv14pJ4nFD7VSUJ\nXfSHmYtCmaNpfasnxE3rO3vERZKUdtTxZiOwIabDw6/QEvgkI/g1JZy2RxN0jJB5egxsQt4qs9cv\nQ2IlzhvaHhgB36eytodgVrChwcQWf6oGFuzyPpJCiA08MrvHoTzbTKpJWt8bwKbSmxFjnCsl4+NN\nTrc+Smplnz1iLxzVTkU75VlnvsU3V0lPjGDyeVePoxnyZjwPyedcPLUqQbOTjPZ0oJkAEiVpC139\n6dAjyRgnvnln5aoBv2KxGYP1oP3Ho1CpQibD4Z8farlKTOQiRcL4aKy5JHNhK+BVY3KjgnpCvdP5\nnr0ISj8p442XYXoGgoDG2kGSnnY0cOPwqwkSK+F05FwelSq5fU5kpRahGR+MQWoRqCI15+tpLO/E\nLxdgLva89zfcRKMxbJn6DMOr34XMVNDeIhjDps63HOMiOd13nnIcF1jBqFS0U55TTltPpNnpZT4y\nNt7ql+h5HrZew4jBD0NMexHamw2WjHHNc6dm0Jky1lpnpZZn6fn/Jqi8/KqWsAKthBtvNkJUkVoD\nLEi9gb/PCWu+VseWZ1tdZOLmg8Tkcvj3HgHPYF90Jeq5XwPBTA0zWwffwx6awojQuGIAjIBVKoMZ\nOu4fdaJdrZP0tGMalrgYEqxeAbv3HfPZN+Zudw1/B9/hHiyB7x5suAlgk8/D6mVILSLZseuELu0p\nC5O6R1JSzpFztQw3eK9uVejDKlurn289CEwYghhy2x5CwgAJQ5I1Q5hG7MTzyLz61VEEceKqEkYR\nJHbB5sbzfzH4D25HujrcjmwGEuus5mYUiaibfA1mGpT+4Slsc7smCZ4OQRCQdBTAE2TVcjemqRlo\nL8LhcTcvsO5yJLY0Lusj3DHK8Ip3ugdZI0L2H6L+gsuIn/civKol+9QhUk5DKtopKc8tC0WyLPQg\n2Jh9nRO6h55EfffnoOrcM2rVxT43ozk0SU4aITM/EUYbkfOszE0mZgN07zRqFTvQgw0NXjWBx55m\ny+zRukIbc7djDxzCdHdhDo8jxQLV5y8jMzpL3DdIMD6LtBWRag3dtRe/q5P68wapXjVI7oFdYKTV\nDDizc5x4fR/1Dp9sNsNw/9vYfOgvzuEbvbhJLe2UlAuE4xOFzpVW6dSm7xwRpB5Re8U1RAWDGqH0\ng32QWDbPE+ybw9e6wleZjKuj4nnYw2Nk/mkM+6KrmFifo3AwpHjPKFtn/5rh1e+CXJbMQ7uhUGBs\n+IpW1Ezp7vsQI+RKecqXtTN1bQ/tj3sMD7ydzQf//Lx+3ouGVLRTUi5d1CrJxBEkDNk6T5iHe38D\nejrRQh6ZmWVT11tdE2BAQldJ0ORy2EoFW3aTkF6xiPouZX78ao/i0wPuHuVZKM8ivd0wXeaHn3U1\n0utrB6j+4gspPjGOfWInbY0VTF3TxfRVnRTzIZtKbyYpz570F8MlyQXWjf34KNiTIiKeiDwgIn/f\nXL9eRO4VkQdF5D4RufEk520SkSdFZLuIfOB8DTwlZaliwhCvowPJZI7ZrvU6RDHSiCATIpmQjcU3\nAi6rVLIZVC0axa2a2VLIExyYonggpm2vIo2YTaU3s2XsLohidOQQWnG1xTfv+QThfT8hM15n5qpu\njtx6PbaQofTwBOpBeVUBe9VqIA0PnM9cnPZilqXAokUbeCfw+Lz1jwJ/oKrXA/+huX4MIuIBfwYM\nA+uB1zQLf6ekXLRsrX7eRZhUa610dIAt059l8/Y/dslGzTBBk8sd3T/misWZbAZtTkwmY+PYkYMU\nHtiPJFAfKrmoGGDL1GeQrg4kc7TX5Zapz/Dt736QtodH6f7fBzl0Yxu7frWH/EgdFGp9Obz1V2By\nuVZz4LnlkkZ1ccsSYFHuERFZDvwiLt1yrpmaAu3N9yVgZIFTbwS2q+qO5nW+hCv8/dg5jDklZcmz\ntfr5U+7ffOgv2FQ6sTrnnHBvzN2OrbviUbZag94SYdkSjs6AZ5wPHCfwhMEJ15nLQh1e824aq3oY\nuz5H1+MNrC80BtrIjLUd0/3nUo/jXipW9GJYrKX9CeB9HG3jCvDbwB+LyF7gT4A7FzhvGbB33vpJ\ni3yLyB1NN8t9hw8fXuiQlJSLhg3m1lNbb2rxujoBMLksje481heqK0pIM8pFAh9NEraM3cWmnjuc\nz/w4Nu/8OFOXu1KxmX3T5O/fRWbPJLVrVj5jn+2CQ89gWQKcVrRFZK5J5f3H7Xob8C5VXQG8i1MU\nRVkMqnqXqt6gqjf09vaey6VSUpY82+xX2DL9WbZMf3bB/VtrXwCrmIE+5IpVBJN1MhMRXt0SXz6E\nN9SP+D7aaLhIkiZzFvh8er+zFzUwsrGHA/9uLeMv6aO8LEB/9gUutrwZmngpMxd5c7plKbAYS/tl\nwC+LyC7gS8BNIvI3wBuBrzWP+QrOFXI8Z1XkOyUlBRdZErla3qJKMF3Hr0TMLstRWzeA9PciYQjV\nGsnzVqGDPWgctSY350gGu+h6PCIJXLGsqCjkJhKSrId39doTuuNcilxIon1an7aq3knT9SEirwDe\no6qvF5HHgZcD9wA3AU8tcPoPgbUisgYn1rcBJ5oCKSkpC2InJtHD43grl1G9oofM9x6jtKedmZes\nonFdH1zXR1BO8Cuxa0T84msxe472xxxe/lvUr1tOZqJO1Baw4m/H2PLoGVUCvfhpdja6UDiXOO23\nAp8UER+oAXcAiMgQ8GlVvUVVYxH598BWwAM+o6qPnuugU1IuGYwgxoc4dpUB24rYqWnafjTiEnA6\nCtR7coy+KEfucJbCwQZmptyKBvGHBjGRsu+mIn4VNExTMxbiQpqIPKN/QVW9B2dZo6rfA160wDEj\nwC3z1r8JfPNcBpmScqkyl5wzvPZ9+NWE2rUryT64i807Pw7Apq63kpsoEf3UMlQEG4T07OyBZnJO\nY90gJrbEBVi5tcrWB/7gOfssS5oLSLTPJE47JSXlWWYuhnrzUx8l/NcnqfYGHNmwthUpsmXiL6Fe\nJzsB9U5oFAVmK5h8Hu/aq/CqMXtvyrJya5Vg5+hp7nZpcj6Ta0TkMyIyKiKPzNvWJSLbROSp5mvn\nvH13NhMPnxSRjYsZbyraKSkXABvMrUguS9uuKoWR+jEx1jQiSk83SPLKzBWW+vNXYIYGmLi+g5Gf\ncW6RfTfl2LznE8/dB1jKqCJ2ccsi+O/ApuO2fQD4jqquBb7TXKeZaHgbcHXznD9vJiSektTBlZLy\nHHOydmAbC28AXP0R6eogGezCe2I3TBw5JmFC1bUxyx0ImV2l7Hi90PbjgXlNHKD3wYiUU3D+ekR+\nV0RWH7f5V3DNfgE+h3Mxv7+5/UuqWgd2ish2XBTe9091j1S0U1KeA1oThb09eF2dSHBsVuNcM2ST\nyyH9vZBYvvX933fneq9GjBw9OLGob8iPKjYweHWX1i4WskeUnm/tYvO+Tz0Ln+rC5RmeiOxX1QPN\n9weB/ub7ZcC98447afLhfFL3SErKc8jmQ39B9cYr0N5OhgffAcCm9jdBYjH9fcjqFej4ETbv+JPW\nOduSu4+Jrd5y5NP4D+2gtL1CknOd4JMcdP4k4oefeXcq2KdDcS3uFrNAz1zmdnO544xupXrOuZWp\naKekPAeYfB6vq5Ph5b9FrdtH6jHErjWY9HRju13LNH16V6t866lIpqbwZhus/sY0NoA4B/UOj02d\nb3lGP8dFw+LT2MfmMreby12LuPohERkEaL7OzQifVfJhKtopKc8BW8ufY/qmKxl/5WrKQ4Jtz7H5\n8H91BZ5Wd2PKNeyh0UU3adhmvwK7R4gLATZ0rpHJdc0emSmn5RkuzfoNXAY5zde/m7f9NhHJNBMQ\n1wI/ON3FUp92SsqzzMbc7UgY0L5yEFvIUO1uw0xXGV72m8Sr+4kLPoExxzRQWIj53W6IYySfJ/jx\nDlY1VvPUmzJ4Mx7JlWlhqMWwyMiQ019H5G9xk449IrIP+I/AR4Avi8ivA7uBXwNQ1UdF5Mu4qqcx\n8A5VPW0n5lS0U1KeA6RYIOoqsP/lOVbffYjNT36E4SveS707Q/7pydOmmm8wt2LyeUyx4BoHZ0Ls\n5BTRS6/iwEszBB2zePsKmEbajf20nMcKfqr6mpPs+oWTHP9hXMnrRZOKdkrKs4xZMQTWcvgFOfwK\n2LYsAI3lnQTTketsswA3B7cBrsEwgK26etvS3UXlqj4m166h0eYmInm6QNfjFjM29ax8pgsZl1xz\n4aREpg6vlJRnmWTnbjQX4lVh8HszqDEMr3k3/lQd9Qy2PbfgeWrVibQfuFcjbJn6DFQqVPp9al0Q\nFcGfhWX3NCjdd6CV7p5yGuwilyVAammnpDyLDA++g/jnrmd2KKRwKGZ2RQGvbrEr8mSORGT2HkHH\nJhY8d1tyNzeHr0XCAK3Xj4b9tbdR6xDqfQkaWJb9L8j+yxNsPkmt7pQTuZAs7VS0U1KeBYZXvws9\nMoW0t5HZM8HMqgFqXR7d/zqOjB9BqzVnNZ8Gk8uCKqa7q7XN7h1h2WfHeeITa5G6cfU0PY9NXW9F\nK5VFR6BcsiyhrjSLIRXtlJRnkJvD1+J1lrAr+jHA5E8vZ3bAEJTh/rveddrzj2fL1GcYHnwHWqsD\nzZokfoBeuZJ1f1Fn+21FJi8XcnuHkMkZtFJhU88dkFi2HPn0ef50FwuLriuyJEhFOyXlGSY5MkXt\nxZcx8fMlVnzjEN9/8iPndD2NIrRa5ebwta16JRtzt2M62ul5oMjU5bDnVZ2odFLasZzSY9PIrrRh\n1ClJ3SMpKSmbrv4g3lA/My9axpErPHLjyuZzFOxNpTcjnSVoRAjNlHfA9HaDKuPXgFcDFSiMKJ33\n7ML2dcFQ/6kvfCmjS6eV2GJYtGg3SwbeB+xX1VeJyN3Alc3dHcCkql6/wHm7gBkgAWJVveGcR52S\nssQZ7n8byRXLOHRzD4P/PMX3vvqhs75Wq1mvWkypHayyZfqzbMzd7jrbeB5kM8R97STtCXGXsv6P\nDqKlIpv3/z/n5wNd7FxAlvaZhPy9E3h8bkVVX62q1zeF+qscbfK7ED/fPDYV7JSLno252wGo9WaQ\nBLbe96GzvtZcNUAACUPE81p1sbdWP4/p6iS6YR3MlPGmKvhTHtIw/OQ3lyOztXP6HJcUi6898pyz\nKEtbRJYDv4jL3Hn3cfsEl5Z503kfXUrKBcbwwNuRMMCu6CcqGH78qTOfbDwGMWiSsC25+4Rdm9rf\nhJTaabT7BF0d6M59rPl6ju2vyeHVhOnrU5fIYhF74fhHFmtpfwJ4HwuHl/8scEhVF+rGDu759G0R\nuf9MyximpFyQLB9k/Pp27v3C75zzpbYldy8o2ABbpj/L5r2fpHjvTgg8zGA//uFp/FmDCsysMGy6\n+oPnPIaLHuWCSq45rWiLyKuAUVW9/ySHvAb421Nc4meaLpRh4B0i8nMnuc8dczVqDx8+fLphpaQs\nOYavuhNK7Rx6eQ86v0nBM3nPy94DnSWqK9qgWqN8dS8D98Z4dWiUYPRnexi+8gPPylguVARFdHHL\nUmAx7pGXAb8sIrcAWaBdRP5GVV8vIj7wf7BAV/Y5VHV/83VURL6Oa6fz3QWOuwu4C+CGG25YGt9O\nSsoiGb7qTmw+JOrK8cCfn6NL5AzQQoakLUdu1ySb932K4TXOezl2zQpsCJVBiLuLz9p4LliWiCAv\nhtNa2qp6p6ouV9XVuCaU/6iqr2/ufiXwhKruW+hcESmISNvce+Bm4JGFjk1JuVDZ8DMfJmnLMbm+\nxOxA+KzeW0Mff7zMloddobjNOz/O5EuX0fG0pdFpGfyXBv6etAv7aVFd3LIEONc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(grid.variables['longitude'][:], grid.variables['latitude'][:], \n", " grid.variables['bathymetry'][:])\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## First grid cell corresponds to lon/lat = " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-123.42943572998047 46.85966491699219\n" ] } ], "source": [ "print(grid.variables['longitude'][0,0], grid.variables['latitude'][0,0])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }