{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from matplotlib.path import Path\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "import matplotlib.patches as patches\n", "from salishsea_tools import viz_tools, geo_tools, tidetools\n", "from bathy_helpers import *" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 547 particles were released at various depthts at time=0 in the following domain marked by the black rectangle." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Q3AIAOJbeuyZj2sxQiDcivkSB0y01ce2hrFyglOw7Za8Ta7WKNaPhgvGDLCO1\noQ7ZNPwaUwVay3aqC/RHcL5Pwldy+nMhsecWB22yu9q4FavaSHbf2QusI87YqRn0CpfThEQOhZiQ\nyOFyOnLEv4YBgGnXXoGiXaR/oRCTNeOcsescyYDVD6Vccu0ySGcoxKR/GbBCnI4EGUs6VGlo+Mo1\nCkhQYlTLVpPUs5koVMes50hpi7Wazc10+HEpuSCHgexeuYwk9d4zV1GII+SG4lsxLttwQ/GtAAAp\nutIroyOmrRfa4tzVCZvCtvRyFsWUnD5rz33FtWesNdW/YhrHNvysvLnTRyArCA1bhEQOZ2Kyqng9\nmKw8FOII0UYD0GApK06/cw4ZMmvbxbO2rUFJFB23S3HxOpsL1Nc569DfjlyyAu/t5cuhOMt7u2yX\nuSQAC8Tph1ko06q710j2uZKSHVet7saddlDI2xyWhq/G2HulDC6nCYkcCjEhkUMhJiRyqBNHyLH0\nXkxOTs5HCIVRRQCgTm+VKevClYxYJ4v6ePZSNZlz0fWjtrygV/eSonPgF0HSctLQtEt9z+uHTt+W\nShZokNR8cITTcbsttBBWgPAf0g0rcYnxGjU3F7oKEGnwBjCpuqQLLonhcuBMTEjkUIgJiRwKMSGR\nQyEmJHJo2NqAeKeKXFWHGWsw0m1ZqVMtuKwfo9YIpltsWdTCiy4YoFBAMtYspZp6P+uaM5p5nCEs\nZ6ALPkfprHMUUftVTnwCEoUxUInL7BFmsHQJP5E6546cf4a2d/4IjWxhMAQApKO9l9zhTExI5FCI\nCYkcCjEhkUOdeAPgnSq87pkrdVrwmSIzpa0xYnXcgguWSIdttL2et8VeO0mAkabeLL6qoR+3G2cu\nIKJms0hKkHmzOG3HldTtuIqzpgkBIPUgKUDBPrNQJ04b7ec29TqwdyzxhwMpq4xbe0XpTO8iyJmY\nkMihEBMSORRiQiKHOvEGQJIOQeoeV1khmct00eoOl4HSBbEXnC5aH3XviYsFpDubenLidHVxyQq0\nanVerbgEA/6FbKAjJ2dt36GXbDKD6fPd/KQ2cYCvipjWg/7uvXCqHeY6//jb5L6rD9nOczsYAEHI\npodCTEjkUIgJiRwKcYTckNyCRx9+AjcktzCbJKFhayPgnSRyWSWdAcnbYaSWnZ/UrdHLl+IceNle\nK6nae2tB5o1dhWS7OVY4NWXvW3FZOb1Tijd8BZ9T3LHyaTuOmZ1ufhJAw4wcOWNU0N+nzvTOHbnU\nmu6wM4wTKSM9AAAgAElEQVQVguqwucoUC9XS6hLOxIREDoWYkMihEBMSOdSJI8Rnu8wZt6STc4Kr\nrJBmenBSsbpl6oq1TV1ilbrhHzu9NRHUx5rn1Efs16s47NpTvlKF0919MgM13hqwB20zdd9sFSD0\n2VCXkdIkAvDPJ3E6sLuXv1biAiI0MFF49TqpswIEIZseCjEhkUMhJiRyqBNvAHKJ8VymNyl2+DMH\nuqavrJDUrM5W2WJ/96cutjqzFoHZHW48LQpb7P7yWXuuuHsXXLWEUF8XF1xRG7XXrtt4iDxOOZXw\nHbJXU10CAR8gESYbAACpLa6vF1wCv0aJ74kJ2fRQiAmJHAoxIZFDISYkcmjY2gD4bJdStL/NuQAJ\nn1WyEXojuGt18EWojbosGAVBdXRhY43PQFkbssaoQtUZvqacoWs2DFJwGTK228/csIUqmgEQpeDD\nJItnu/TkHEMa3lmmvaErZygLD62ABHImJiRyKMSERA6FmJDIoU68EXDOHVr3gQTuz+yTBJSKQV/n\nKOKyXXonC19FEQj0PK8Luq61YbujPmyP1we9zpzNOT4BZWXcnTvqohBEgYHMFlAcWLw6RaPqnVWc\nzut1Yufc4R06TFVE96dIF3h+3cKZmJDIoRATEjkUYkIihzrxJkBTp+cG1QUBAEGAhJTtVyJxQQjF\nOasv1pweCwHS1tTg3zE3yu114HwSOdsM9W9xKm3D5dhLx9y78URRGslsAaWSvUCtVjR9zX19QINr\nJxX/3th2D9+P+2O5hH3LgDMxIZFDISYkcijEhEQOhZiQyKFhayPSKdtlwR1PAyOQc/YoVHzbO38s\n4Oxxzvbl4ixSVwXVByl4w5Y3XtW2eKtQcM+SHVdxxHpcJIlicCAzbKU+s0dgzEorTixm7fMquHZx\n1hu67OnF6WCc/tEvnASlKzgTExI5FGJCIodCHCGsikhCqBNvAHy2y1w76aIihHPIz2W/dBULEqf3\nQpA5MLjbNnxVBn98wHmHOAcOHQuU5FxpR3tuuWwVahGgVMwGW2/Ym1fCwVXsscS1izPuGbmAh4Lz\npUmCIJLUJTNIiwyAIGTTQyEmJHIoxIREDoWYkMjpaNgSkd0AvhTsuhzARwBcDOB/A1AF8DiAd6rq\n6dY5twF4F5qv+9+nqkdXeNykHYkvI+LDgdqkX3RGMG988pk+vPMHFJCW/ShXXrTDty0tu2sNW6tZ\nYSgzVhUKizt+ANaI1by4ohCEEJmyLQAatcwY6DN1eENWwTlzeKcUn9mjLWsRxaSqx1X1KlW9CsDV\nAGYAfAXAMQD/VFX/OYAfALgNAETkSgD7AbwGwE0A/pOIrIBfCiFkIbpdTl8P4HFVfUpVH1DVc79B\nDwLY1dq+GcA9qlpR1ScBPAbg2pUZLiHEI9puaeU7i9wF4Juqervb/9cAvqSqnxeR2wE8qKqfbx27\nE8ARVb3PnXMQwEEAmJiYuPrw4cO9fZJVYmpqCqOjo+s9DDz68BOmvW3XFpx65pVmI/fO1K+BOyyv\nwyW086vWXNu957SFDbFzrIwXZpo+ypobV/t26pa4foqxwfrtv7eJC+yfwCBelDB7vUtQUA9u5qsc\n+uTwfiXvhuKP2+SC+fXzb//aWx9W1WtyB5bIkp09RKQM4E1oLZuD/R8GUAfwhW5urKp3ALgDAHbv\n3q179uzp5vQ1Y3JyEv0wtkNv/POsIQne8vG9OPzBpqkhKbk/o3f2cKVNpewiEYYyrwrdan+w6tts\n+o3auJXauW32Xgdu2IX/4+9ONM91mTvUKVX+eHWH02OHrbI5GAQ1eJ04cc4egyWb0fNdtdfgs4Pf\nmW83UvsLcfL5bdm1p1wlilecTuwqWXgduDTlj2dj89lN/DNZDt14bO1DcxY+eW6HiPwagJ8HcL1m\nU/oJAJcE5+1q7SOErALd6MRvA/DFcw0RuQnABwG8SVVngn73A9gvIgMichmAKwA8tBKDJYTkWdJM\nLCIjAG4A8O5g9+0ABgAck6aO9aCq/paqPiIihwF8D81l9q2q6j1sCSErxJKEWFWnAexw+/5xm/6H\nABzqbWhkMSQRQFr/L9ihw8tHf15g3FSnT+feKfsKjL5ChALJOVW2k83Uv2IuugQEXu9Nsnax4N4h\n+yqHC9jyCsH51YYPGgnO9+PqYJDz74k9jVJ2QlJzASSzvnf30GOLkMihEBMSORRiQiKHSQH6FGbs\nIEuFQhwhmiqgrf8BdPRM95k9vNUn9Mrqcm2WLGDUOWfoyXk2uXcUec8nn4HSHg6NV0Vv9HLWKO/8\nAajZV0pcaZtyMLjEiYU3bHXloQUUg0wfwyetZwhLmxJCKMSExA6FmJDIoU7cpxxL7zXtrgxdXUSm\nAQBKWVBDznkjp++1b0N1Prtj4qKBnKqYD653wfj+Y0ig03od2CNOJxZ3TrlolfnyUBYwURmwQR6a\ntDc6+Gfg7QSDL2U7yidtdEQ64uu5dg9nYkIih0JMSORQiAmJHOrEMaKp+V99UMIKVBVYKgsGQLTU\ny5z+7M+tuR0LVFgM8dk6QnwARCFpn0jPV0UM+2vJntsYsnNdLklA1d67NO2qUZzOlH+pWIU5aXRp\nv1gAzsSERA6FmJDIoRATEjkUYkIih4atSAidP3KOH9reiJOjTQpbn5LW4ytC+Hbzeguf621NftTe\nEKZtDF2dkpf4bJbNc4IACnf30DDmq0P4z1gfsu3yWdt/+FmbriOZCiIgzpy1J2/fmhtnt3AmJiRy\nKMSERA6FmJDIoU68AfDOHqhaL4pcxYc2SQJ8tkuvI3dsY4HskOHBNki9fQBE2M4l4XSKuNeJFUAj\nUG5Lic1QMDqYOWScFVuaQgveocXea/p8e6/SWfu8BwMHDynZ4AqZdVEgy4AzMSGRQyEmJHIoxIRE\nDnXiCDmW3ovJycn5d8f598ZOt6xYvUsGnI4cKJii/h2pu5b72U/9N0iySn/SITFeru36+yAFXVTZ\n7j4Pgr/2QCHTWwdG7fOaqzqdd8oFRLj3xGcudUkFSiNZ32F7rPjKHHqFMzEhkUMhJiRyKMSERA6F\nmJDIoWFrA9AxM2bNZpPQOWfoGgo8+ru0EHnDFyDz+xKXuSOXFdIZspKad9hY3IGj4SxsBXfxsit9\nKvX2GTJDZxFvQEsG7fObepV1iBn7kb33wBl77dpwNtYzr7KOJEMvDQJ/v+iwlgRnYkIih0JMSORQ\niAmJHOrEGxCvI99Yfrtpa80FSITOII0R2M4dKkJ4NVMyXxOfBdLjAx4KtmAgahU7xzQagU7sAi+K\n7ptccjoxkK8KYe7VCPRc3+2Uc45xvPRPrY584f9nP0j1wszBozZqz62O9z6PciYmJHIoxIREDoWY\nkMihTrwZ6JRIL0gikMxZfS4Zsfqgr/iwUOR+Uj9XFbH9bf3xxOnE4gIPwqAFnyjPV3xY6J1wEujE\nPgAiPFY9aysV7vh7O465Hfa6lR32Xidfb59ZyeXGC8kFkCwDzsSERA6FmJDIoRATEjkUYkIih4at\nTcADtXtMe+/gO0xb60E2xoqvN9oe76ABzTuEzF/bGcUS5+zhDVtJ1WX2CAIicoYs58jhHTtEbB/f\n/5W5zCFj+HGbfWPkpLXAbfuBfUYv/jNbEmL2PNNE/Xwsis9mshw4ExMSORRiQiKHQkxI5FAn3oT4\nihGSBvplLsjfkgvsr/vqCEBxrrnPZ8b08Qc5HbnhdWSXFKC2+JzjdeCiL8EINXpw3VWIODs9OL+9\n7Wl3rWmruJZ+9KJpn1exlQ2ff/2Yac9OZNupTzS6AtMoZ2JCIodCTEjkcDm9CbixtN/uEP52byQo\nxJsQ8Xqvr5LY7lynTxfmUnc804kb5fbVI3Ix+jmd2bbTWhZ8X2+4i9lXu7n3wH6fD4BoPJslsPN6\nfqlDlYbC8zYz3pYf2vfG1fFMzHzQB3ViQgiFmJDYoRATEjkUYkIih4atzYizTkuYKtIbuXKZO9Dx\n+Dknjrxzv+T6mqOunTMCBQET9YbNMNkJAVAMPFW84SvdnkVfFOesWEjNfZCqCxIZsJlAyi/ZChsD\np4LruUeQdvcxFoQzMSGRQyEmJHK4nN6A+IJqUliBNRvpWyjEm4BcwIN39igEC7KiFXhptM+UqYXF\nAyZy/ha+ekQ+RqF9/yAAolp1X11XuGKhJAFhUMRoyWUgmM0+t69cIdPW2UMrrqqkS72ZOB26NB1c\nzz2uRql9wMlS4HKakMihEBMSORRiQiKHOvEmIKcD+/IJIXUfdeBO9RUgBnxUAzK9r8M7ZdHuEhCE\nVRQbdXvfat19lctWb/XkAiSCa1fH7LgGt1qFO5l1ARHu3bpPNpi0TYbXvnLkUuBMTEjkUIgJiRwK\nMSGRQyEmJHJo2NqMeAeOsF3rUAFiCT/75+xVPgtIzqDmD3tDVpvj6jJjVl1AhM9m6fGGreLOzFg1\nM2ENWWNP+CwiTmzmrBFNy/Z4+Wxm2ao7Q6B2yC66FDgTExI5FGJCIodCTEjkUCfegBxL7zXtGwpv\nNW1Rq3yaqojeISN12Sy9s0cbvE7r8wfk+rePtQCCqoiS2Is1XPbLnE6skstwGbJzy/T89ou7hs2x\n2vdt0H8ybY/L0CDaEQY5qAso6/iZlwBnYkIih0JMSORQiAmJHAoxIZHT0bAlIrsBfCnYdTmAjwD4\nbGv/pQB+COAtqnqqdc5tAN4FoAHgfap6dEVHTbrDG7IaNqxGwrbPAlJ3lhfvwOHbWCCjxyL7vTOI\npB3KvgRDaVSdc4czbNVcGkmFNXaVC/YZbBuamd/+8RZ77Mylth7pyKAtZepL2RQq9vwwisl/pnQF\nTMsdZ2JVPa6qV6nqVQCuBjAD4CsAPgTgb1T1CgB/02pDRK4EsB/AawDcBOA/iQiTPBGySnS7nL4e\nwOOq+hSAmwHc3dp/N4BfaG3fDOAeVa2o6pMAHgNw7UoMlhCSp9vJfD+AL7a2z1fV51rbPwZwfmv7\nYgAPBuc809pnEJGDAA4CwMTEBCYnJ7scytowNTXVl2PrZlxv+cQ+u8O/Lg2TybtEeXCZMrXY3vd3\nx5Yy3vGmVy1pXH5p6ZPu+aWmFrLltxbtUjznCz1rl7hb0yH84pnXz7fFJ48P3iHPbbfL5+K/8Inw\nfHIDr2K4cReD98S5Zw889Hn0xJKFWETKAN4E4DZ/TFVV/FPpgKreAeAOANi9e7fu2bOnm9PXjMnJ\nSfTj2LoZl+/n6xVLMasLmoxa5389b4dp13dYR4f6sP0Kve3Nl+Ivv/qj5rl5fwt3ru0wt9W2Zyds\n/9qW7CvWGLN6Z2HcZq/cPj5t2gcbP4n7xh6ebw8XFw/0ePxl+5lnH9tm2sPPmSbKZ1wp1Gkv5EHD\nCXx9qHfbcjdX2Afgm6p6stU+KSIXAkDr/+db+08AuCQ4b1drHyFkFehGiN+GbCkNAPcDONDaPgDg\nq8H+/SIyICKXAbgCwEO9DpQQsjBLWk6LyAiAGwC8O9j9MQCHReRdAJ4C8BYAUNVHROQwgO8BqAO4\nVVXbpgojhCyfJQmxqk4D2OH2vYSmtXqh/ocAHOp5dGRVeKB2j2nvHXzH/HauusGZKdNOxq2zf9LI\n639Sb+5TV90g957Y/bTnqiI6tTWpBNkuB+21GxVrgJuuWOOUFsQkDii7FJRhdYjtwzPm2FOXDJn2\nDOwzqA/ZsZTP2HZpJvtg/jOlJfQMPbYIiRwKMSGRQyEmJHIoxIREDjN7EKS1LLNHIu53fXbWNAun\nrdEnLY26q2kQ2OAMWz4riDd01W274KqPNoLj4rJdpq6sS2XOGrYaw4KpSpahIzRkAcAgsosPFO1A\nxrfYz/yKC7ZIy9Y6FXpoAdarrVBxx1YgqoAzMSGRQyEmJHIoxIREDnVigmONLOdDLjii5rwRnPOH\nbLcBEwDmdd1cSIxrF1w0kHccSeo+eijYrjrdsmTno0Zilc10MMHZ2cxJo1xc3NnDR0RtGbKlTGvj\n9tozuWoUVqxCJxUfQeYdXpYDZ2JCIodCTEjkUIgJiRzqxKQtWrUe++KS7BXOWn0RCiSt5Hpp0SuA\nrpl6Hdge98EC0uY9sdScjgyXkSQVVOeyr/vZkq3qEOa0GHIJAwquTMPIgH2BXR2xYlSfc9UoprKx\n+M/oXkkvC87EhEQOhZiQyKEQExI5FGJCIoeGLWLw1SFyx2dsQIScsVklJVUkc81rJM4Bwxu6fFlP\nnwo2qbVx9vAGoTkXEOEMX6qCRmDYmi5Yw1axsLizR+K8VMK+ADA8ZA1dZ0adoWs0ew6lKTuu0RO9\nW7Y4ExMSORRiQiKHQkxI5FAnJoZj6b2m7QMiNLX6oHfYQKooTDUdQNIBF4TgSsIgF/BgD+d05EDP\n9YEDifck8cEXKZDMZPdvJLbDdClLIuArJpadR0bBJRQouWCK8rB1FqmOZ2LWOG2fga+ouBw4ExMS\nORRiQiKHQkxI5FAnJt3hy3i6ihFopJCzzcRyyaitlCCDVh/0+nQ+IMK9VzYBEG5YbjrKBU+kNpFA\nY8aOpZJkOvFs2Z5cdDqyf49c8kn33PnV4SyxQnWLu++23kWQMzEhkUMhJiRyKMSERA6FmJDIoWGL\ntCUXEFG1zv6pTX7ZNHy1KkokFZ8VxGXO9P4ZPvOHL3UaDKXg7Gmp+ybnM22Kyf6RJC44Yza7wNSU\nLWU64Jw5BkvtDV/DtvgEKiPZM6u44Iipi3svAcGZmJDIoRATEjkUYkIihzoxaUungIgcqkClqQMm\nU1ZxTcat80da7jCHOMeSMMOlr6CY04EXwARYiK9OmLXrM1YspoeskltyOnApcc4gRTuY0aHsOdS2\n2mvPXGifyXLgTExI5FCICYkcCjEhkUOdmHTFA7V7THvv0L+2HVSh9abyKU6nLcx5RdZ+/UR9gITt\nHiYJSFwivMS+voYu8N44vJ4PkNBEgm0XpFCxF6uW7fHBQVcxwl4aQ8F75dqYrZhx5vze51HOxIRE\nDoWYkMihEBMSORRiQiKHhi3SGwWfUiOBDLcCCFywRDJj2+rOTerWEOYDIsJMHz4AwsdWNBb6ZgeX\n90azQpD1wxvF6rP24nODtj3kMnmMlOznLAaZPxqp/cy1MQZAELLpoRATEjkUYkIihzox6QlxwfVQ\nBVrOHig5Z45p6+ggQ1a3TCpWUVWx1y5UM6U2dTpxoewCGhb4ZpsgiTYBE2FWTABIZ63eOjfsdOSy\nbQ8UrFPLcDHQmQfsM6g2qBMTsumhEBMSORRiQiKHOjHpiVwiPUEWcO8CCeZ15XNd61YHLnidOLG6\naaGQKbJhED8ApO49sXpVU23VCF8xwgRHuGCKpOLe7c5ZsZkbtO1BZwsI3xOPl5wyP4ye4UxMSORQ\niAmJHAoxIZFDISYkcmjYIivPOcOWuiiDhm+7UqY1Z+hKfEmIbNMbvUqua6Psy0sASWBTatgiD0gD\nQ1iu8sScM6KddVUcijZjZbFgP0ctcOiouwyf/2T8eTyA3uBMTEjkUIgJiRwKMSGRQ52Y9EbqFEgF\nUG95VXgd2OGzYeaOu/MLgROGd/bIVUks5TNnFmdt2/bPtuujfpy2XZizc1/jjK0Qcdr1Lw9mTi6F\ncXvjii/nuAw4ExMSORRiQiKHQkxI5FAnJj2hdVdKIU2hlaaCKi5YHgWrp6qrTOgRr28H75EL7lz/\njtnrzJIqStPZ9Yr+3W8oCW5qqzkd2ScN8Cc0GlZHrm7NtitDVuReqbkX1suAMzEhkUMhJiRyKMSE\nRA6FmJDIoWGL9IQvdfqZP/nP0FrLuaFiPTBk0AYKiMsK4p078nNMZpjyZVKTOXutZMg5ezSA8lR2\nfs1l1AidP4rT1nDl7FS5rCGFOR9sYcddDzJ/nJ21z2BqxF18GXAmJiRyKMSERA6FmJDIoU5MVpxz\nGTCl6hxBvE5cqbvjTj9MrLOHpEHlQl+MsWLvldQH7LlqK0j4pAFhLEYYKAEADTts1L1/hlOJCxXn\nSDKdKdFVlxnz5bne011yJiYkcijEhEQOhZiQyKFOTFYYnU+Q56tD5JIA1FxFiJqrJuELLgYVGMUp\nouqSAPiACCiQ1LP7Jy5JXxpcT/wwXMKBxFebaB/HYQImGhUrcjPVku/eNUuaiUVkq4jcJyL/ICLf\nF5GfEpGrRORBEfmWiPydiFwb9L9NRB4TkeMisrfnURJCFmWpM/GnAHxNVd8sImU0K8gcBvDvVPWI\niPwcgI8D2CMiVwLYD+A1AC4C8HURebWqNha7OCFk+XSciUVkC4CfAXAnAKhqVVVPo+kDN97qtgXA\ns63tmwHco6oVVX0SwGMArgUhZFUQ7ZSsTOQqAHcA+B6A1wJ4GMDvAngVgKNoviVLAPy0qj4lIrcD\neFBVP986/04AR1T1PnfdgwAOAsDExMTVhw8fXsnPtWJMTU1hdHS0c8c1pl/H9eLJl3DqxCvNhrg5\nwiUFgE8OX/ClCtsom/6YSyDgkwJs3z6Al05Xg+OLX9onpvd9/Tvq/Nh8/6Cao1v7FooN3PoL73hY\nVa/pcNVFWcpyugjgdQDeq6rfEJFPAfgQmrPv+1X1r0TkLWjO1D+71Bur6h1o/jhg9+7dumfPnm7H\nviZMTk6iH8fWr+P6zJ/chXt/v1nTQJzQJmNjtvOQ9aLQsRHbHrJGHy1m0hMauQBAUpfZo2jvfcuB\nn8AX/+qp+XZtzH71wyCH+qCVwtqobdedf4YXap/AMnQWqW21WmX5POdZsgyWYth6BsAzqvqNVvs+\nNIX6AIAvt/bdi2zJfALAJcH5u1r7CCGrQEchVtUfA3haRHa3dl2P5tL6WQD/qrXvjQAebW3fD2C/\niAyIyGUArgDw0IqOmhAyz1Kt0+8F8IWWZfoJAO8E8FUAnxKRIoA5tPRbVX1ERA6jKeh1ALfSMk3I\n6rEkIVbVbwHwivffArh6kf6HABzqbWgkRq543eXziQL2jh4wx9RVSfTOH+KcP/I5AYKvaxvDFABI\nPT9vhIH/oeMHYI1ZBRe30XDtxCf4dFLk7XlJ8LGk7hIO1Dp8kCVAt0tCIodCTEjkUIgJiRwKMSGR\nwygmsmqoy+whzkEDAzb7BpwxStp5bA04ryrv/FH3tUuBQiW7flpy5wfWKG+oSmq+ZIw97p09fNnU\nsC0Nb9jqfR7lTExI5FCICYkcCjEhkUOdmKwezrlDXZCCrwDh+8P3DxwltOgcRcRF4zl9WlSRVLP7\nJd7JIow0chFQacllAXEOG52cPWB0YntIqRMTQijEhEQOhZiQyKFOTNYOX/XQZ5XxxwvueJC9w+vT\nYcIAANCF3jEHGS59NsxQD/bHEqe3htkrgQWyX/oAiGCoPgBCqBMTQijEhEQOhZiQyKEQExI5NGyR\nVcOXcfFeEDpn66OID4hwaWh9qVN7sfbOHh5vvErL2diSRvuAh0LN3qvhjFU+zkODzB6Fqj3WqHao\nAbMEOBMTEjkUYkIih0JMSORQJyarxrH0XtO+sbTftLXuSpu6gAe446bMS6N9+aGOOH071JFTFwDh\nM2MmXgd2w/RlX0KdWvxHmqNOTMimh0JMSORQiAmJHOrEZM1Qp4eKfw9ccy9kSy6yIAiQyFVB7FCi\n15OrPhEGRzh9W+vtxy2pC2pokyjPv3P2wRTLgTMxIZFDISYkcijEhEQOhZiQyKFhi6wZxxpfMu29\ng+8wbR8wId6wFWbD9EYxb0xqFywB5JxFJHD2SBJfHcJdu+6qTfhreUOXhn3ttbyjyHLgTExI5FCI\nCYkcCjEhkUOdmPQv7Rw4vLOGd/7oMD/lnD1qmbKqRe+84bJddtCB29/X7UgX7NYVnIkJiRwKMSGR\nQyEmJHKoE5N4yJUbDPAJBbw+rQskHVjsNh0SDvgAh8TnA/TvfsMkAT6fX4+5DQDOxIRED4WYkMih\nEBMSORRiQiKHhi3SN4g3XLWr4uCdNerO2aPoLUba3nkkvJYPrujgy5E3dPmMJdkF1ElcvffEHpyJ\nCYkdCjEhkUMhJiRyqBOTdePo3BdM+6adB01bcuUFA+XTR+o3rGIqVV+WwTpxqNe3w1vl9O0OWTpz\nwRgugKIRHoPri57hTExI5FCICYkcCjEhkUOdmPQNOjVt2lJw5QVDPXZ42J3tdOLaAhnoggAI8Tpx\noGP7qob5ig/u+AKvpBdtdzp3GXAmJiRyKMSERA6FmJDIoRATEjk0bJG+wTt/7B35VdshMEYl3jA1\nOLBoXwCAqstouXiwhc+EmQuc8IYun9mjG2MVDVuEEAoxIZFDISYkcqgTk77l6PRnTfvG8tvnt9Mz\nZ82xxOutQ4O2rQDqgfLqgyucg0c78lUQXYdcRksNtn2JxaXfdzE4ExMSORRiQiKHQkxI5FAnJtHw\nQPUv57dvLO03x9KzU6ad05Fdojz/LjgtZKLgEwb49765tn9v7PXeVYYzMSGRQyEmJHIoxIREDoWY\nkMihYYtEiTZc1EG1ao/POu+NVIG5StZ2WUOMoWuJJVDnz+3g7JHLrGmOdXWrBeFMTEjkUIgJiRwK\nMSGRQ52YbAjUOVyo05GRptCZ2fmm+CQCRg/2lSc6RO77ChDtuq9AEgAPZ2JCIodCTEjkUIgJiRzq\nxCRKjqX3mvYNyS2mnXuPrArUg6oQ0zPmsJSCAIiSe4fcaK/I5itA+B2y4OaC5y6DJc3EIrJVRO4T\nkX8Qke+LyE+19r+3te8REfl40P82EXlMRI6LyN7eh0kIWYylzsSfAvA1VX2ziJQBDIvIdQBuBvBa\nVa2IyHkAICJXAtgP4DUALgLwdRF5tao2Frs4IWT5dJyJRWQLgJ8BcCcAqGpVVU8DeA+Aj6lqpbX/\n+dYpNwO4R1UrqvokgMcAXLsagyeEAKId3oGJyFUA7gDwPQCvBfAwgN8F8P8A+CqAmwDMAfiAqv4P\nEbkdwIOq+vnW+XcCOKKq97nrHgRwEAAmJiauPnz48Ep+rhVjamoKo6Oj6z2MHJt9XI8+/ET7Dk73\n3LZrC06dCJLrFXyivEAPTtzJrq0d21j0eO5YAfidd7z1YVW9BstkKcvpIoDXAXivqn5DRD4F4EOt\n/Z+AyOoAAAbUSURBVNsBvAHA6wEcFpHLl3pjVb0DzR8H7N69W/fs2dPl0NeGyclJ9OPYNvu4Dr3x\nz9t3ECstb/nETbjvw/8tO+ycPWRix/x2OmIzZeqgFZP6aMm2h60hrDZi710N2nVXkbU2ttDgu2Mp\nhq1nADyjqt9ote9DU6ifAfBlbfIQmpVXdwI4AeCS4PxdrX2EkFWgoxCr6o8BPC0iu1u7rkdzaf1f\nAFwHACLyagBlAC8CuB/AfhEZEJHLAFwB4KFVGDshBEu3Tr8XwBdaluknALwTwDSAu0TkuwCqAA5o\nU8F+REQOoynodQC30jJNyOqxJCFW1W8BWEjx/pVF+h8CcKiHcRHSG5qP1Nd6bb4lDffVDypKyIA7\nVrcL1lwFiHr7Kon2oBsVkwIQQijEhEQOhZiQyKEQExI5jGIimwO12T/SMPMlgCTISCnT9pgWnZj4\nsi3OhpYvfRq0V6HEC2diQiKHQkxI5HA5HQk+6P0tn9hn/Id9kDzZPFCISZR0yuyxIKEDiNNNw0wg\nUrE6saiNWsiVMnXtxDl7hDpzTn/urtjEgnA5TUjkUIgJiRwup/uUJS0P2/Snjrx5oBATAgCNQDkN\ns2ICuSqJbd8DA7lsl6GOnLhLtw2WWCJcThMSORRiQiKHQkxI5FAn3qDQ0LV5oBCTDUG3zh++FGrb\nsASf1rlD6RVfmsU4ezhDVuIqsC4HLqcJiRwKMSGRw+X0JuHG8tuzhksi90DtnjUezcrTrXPMRoJC\nvBFx1Q+kUFik4yYjeC7iS7WEJG6BKravdCh91BZ3asIACEIIhZiQyOFymuDG0n7TXi8dOafXerWg\n3RJ4E0Mh7lO6eu/pvuxJyf5ZZcBWAFTn4K/VFXhZud5Ih0WliLEN5H4QwrbXiTvowCodSp22+e1h\nBQhCCIWYkNihEBMSOdSJSY5OjhMrFUyxmR00VhIKcYycM+K0/s8ZsoaGbP+Cs/K6y2ktM3SF5T/X\nGu+UknNSCds+m0ajc4qMdk4vElZ5cJk8vKErb8iy3VN/m6C779s+8mJpcDlNSORQiAmJHC6nSde0\n02V9ZQqy+lCIIyE0Js0L0bloJO/o4B323fHUVTgwUU3+WroCHvqLkNOBnVOKDLp2qZQNq2Z1d6l5\nBxan24tYh452eN3ZPc+cHuuPd0MPsRTn4HKakMihEBMSORRiQiJHtJcA55UahMhZAMfXexyLsBPA\ni+s9iAXguLqjX8cFALtVdWy5J/eLYeu4ql6z3oNYCBH5u34cG8fVHf06LqA5tl7O53KakMihEBMS\nOf0ixHes9wDa0K9j47i6o1/HBfQ4tr4wbBFClk+/zMSEkGVCISYkctZEiEXkLhF5XkS+G+zbLiLH\nROTR1v/bgmO3ichjInJcRPau8bhuEZFHRCQVkWtc//Uc1ydE5B9E5O9F5CsisnWtx9VmbP+hNa5v\nicgDInLRWo9toXEFx35PRFREdvbDuETk34rIidbz+paI/FxP41LVVf8H4GcAvA7Ad4N9Hwfwodb2\nhwD8UWv7SgDfBjAA4DIAjwMorOG4fhLAbgCTAK4J9q/3uG4EUGxt/9F6PK82YxsPtt8H4NP98Mxa\n+y8BcBTAUwB29sO4APxbAB9YoO+yxrUmM7Gq/t8AXna7bwZwd2v7bgC/EOy/R1UrqvokgMcAXLtW\n41LV76vqQt5j6z2uB1T1XKjOgwB2rfW42oztTNAcQRabs67PrMWfAvggbLxQP4xrIZY1rvXUic9X\n1eda2z8GcH5r+2IATwf9nmntW2/6aVy/DuBIa7svxiUih0TkaQDvAPCRfhibiNwM4ISqftsd6odn\n9t6WCnJXoEoua1x9YdjS5lqC77qWgIh8GEAdwBfWeywhqvphVb0EzXH9znqPR0SGAfwBsh+UfuIv\nAFwO4CoAzwH4414utp5CfFJELgSA1v/Pt/afQFOPOceu1r71Zt3HJSK/BuDnAbyj9cPXF+NyfAHA\nL7e213NsP4GmXvltEflh697fFJEL1nlcUNWTqtpQ1RTAZ5AtmZc1rvUU4vsBHGhtHwDw1WD/fhEZ\nEJHLAFwB4KF1GJ9nXcclIjehqdu9SVVn+mVcrbFdETRvBvAP6z02Vf2Oqp6nqpeq6qVoLk1fp6o/\nXs9xAfOT1jl+EcA5y/XyxrVaVkxndfsimsuGGpoP810AdgD4GwCPAvg6gO1B/w+jaZk7DmDfGo/r\nF1vbFQAnARztk3E9hqa+9K3Wv0+v9bjajO2vWl/Evwfw1wAu7odn5o7/EC3r9HqPC8DnAHyn9bzu\nB3BhL+Oi2yUhkdMXhi1CyPKhEBMSORRiQiKHQkxI5FCICYkcCjEhkUMhJiRy/n+qgqa6rXv2AAAA\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "ax.set_ylim(650,800)\n", "ax.set_xlim(100,150)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((120,735), 10, 15, fill=False, linewidth=3))\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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QKOpaaGHGeQ/2eu36j6upKPo25dnXUlF4I+W511Gee93AhSjIg6JRHbuJu7Pi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\nT7CvnMeUis+EZMz+rIpFxtROdy3pqpYlCi25HnSfcr0pA1Vqd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qOzoRfGySmFDeo9wFpW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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "#ax.set_ylim(650,800)\n", "#ax.set_xlim(100,150)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((45,750), 90, 898-750, fill=False, linewidth=3))\n", "ax.add_patch(patches.Rectangle((45+90,735), 180, 898-735, fill=False, linewidth=3))\n", "ax.add_patch(patches.Rectangle((100,200), 298, 535, fill=False, linewidth=3))\n", "ax.grid('on')\n", "#plt.savefig('Boxes.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p2jKNrh5iTZafQTSDDppDsFCFNn2VBtWUJtDqNJ6gMGYgXumyL6AwZgDg8bkvl+s0KHH5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\ngOP6rnSjeWHpgk6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "ax.set_ylim(590,670)\n", "ax.set_xlim(115,135)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((118,598), 15, 59, fill=False, linewidth=3))\n", "ax.add_patch(patches.Rectangle((120,598), 13, 10, fill=False, linewidth=3))" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ORXL1BCEF7pU8TE1z2wQJ9gHwU0j70UBRbpktWyqRR77Lx+/E5buItmyJjkqK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\nMOE3DMMoGCb8hmEYBcOE3zAMo2D8fwSkYEX/zrgIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax= plt.subplots(1,1)\n", "l = 743\n", "ax.plot(Jul_lont[l,:], Jul_latt[l,:], 'r.')\n", "viz_tools.plot_land_mask(ax, grid, coords='map')\n", "#plt.savefig('Final_destination.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BQf/EJ5zYDw256KDFRffkcO218Nu/DZde2rC+f9y81fMg0jL0GrP+jbgUIjtnN5T2Rpma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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax= plt.subplots(1,1)\n", "l = 743\n", "ax.plot(Oct_lont[l,:], Oct_latt[l,:], 'r.')\n", "viz_tools.plot_land_mask(ax, grid, coords='map')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VZUmV9cD7cSORdwErZmfZCa4h2Jvhq+KHL5Xg8svdp1Hjb5PG27xghkyymMWf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\njP8PK12TTrUmwlkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax= plt.subplots(1,1)\n", "l = 743\n", "ax.plot(Jan_lont[l,:], Jan_latt[l,:], 'r.')\n", "viz_tools.plot_land_mask(ax, grid, coords='map')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VMLVAPH5GRtwyv61/9c7wmtfAAw+Ul/3sZ26qgS/xS8DUjh3cCDA5mbzKYC8AXa1RzvyR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\nDawXkepWPLt3O1/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax= plt.subplots(1,1)\n", "l = 719\n", "ax.plot(Apr_lont[l,:], Apr_latt[l,:], 'r.')\n", "viz_tools.plot_land_mask(ax, grid, coords='map')" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def still_inside(il, ir, jl, jr, lont, latt):\n", " p = makebox(glamfe,gphife,il,ir,jl,jr)\n", " poly = path.Path(p, closed=True) \n", " time, particles = lont.shape\n", " number_of_particles = np.zeros(time)\n", " for l in range(time):\n", " cx = lont[l,:]\n", " cy = latt[l,:]\n", " pts = np.array([cx,cy]).T\n", " test = poly.contains_points(pts)\n", " number_of_particles[l]= sum(test) / particles\n", " return number_of_particles\n", "def deep_particles(lont,latt,init_z, il, ir, jl, jr):\n", " mask = lont[:].mask\n", " p = makebox(glamfe,gphife,il,ir,jl,jr)\n", " poly = path.Path(p, closed=True) \n", " time, particles = lont.shape\n", " number_of_particles = np.zeros(time)\n", " index_deep_particles=[]\n", " for n in range(particles):\n", " if init_z[n] > 6:\n", " index_deep_particles.append(n)\n", " length_of_deep_particles = len(index_deep_particles)\n", " number_of_deep_particles = np.zeros(time)\n", " for n in range(time):\n", " for m in index_deep_particles:\n", " if (mask[n,m]) == False: \n", " tf = poly.contains_point(np.array((lont[n,m], latt[n,m])).T)\n", " if tf == True:\n", " number_of_deep_particles[n] = number_of_deep_particles[n] + 1\n", " return (number_of_deep_particles / length_of_deep_particles)\n", "def shallow_particles(lont,latt,init_z, il, ir, jl, jr):\n", " mask = lont[:].mask\n", " p = makebox(glamfe,gphife,il,ir,jl,jr)\n", " poly = path.Path(p, closed=True) \n", " time, particles = lont.shape\n", " number_of_particles = np.zeros(time)\n", " index_shallow_particles=[]\n", " for n in range(particles):\n", " if init_z[n] < 6:\n", " index_shallow_particles.append(n)\n", " length_of_shallow_particles = len(index_shallow_particles)\n", " number_of_shallow_particles = np.zeros(time)\n", " for n in range(time):\n", " for m in index_shallow_particles:\n", " if (mask[n,m]) == False: \n", " tf = poly.contains_point(np.array((lont[n,m], latt[n,m])).T)\n", " if tf == True:\n", " number_of_shallow_particles[n] = number_of_shallow_particles[n] + 1\n", " return (number_of_shallow_particles / length_of_shallow_particles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Starting Location" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Q3AIAOJbeuyZj2sxQiDcivkSB0y01ce2hrFyglOw7Za8Ta7WKNaPhgvGDLCO1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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "ax.set_ylim(650,800)\n", "ax.set_xlim(100,150)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((120,735), 10, 15, fill=False, linewidth=3))\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_CR_all = still_inside(120, 130, 735, 750, Jul_lont, Jul_latt)\n", "Oct_CR_all = still_inside(120, 130, 735, 750, Oct_lont, Oct_latt)\n", "Jan_CR_all = still_inside(120, 130, 735, 750, Jan_lont, Jan_latt)\n", "Apr_CR_all = still_inside(120, 130, 735, 750, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5wBuBL7St83ngFRExKyJ2Ao4C7pzeUCVJXTBnS9IUTdhinJkbI+IM4BpgEFiRmasj4vRq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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_CR_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_CR_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_CR_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_CR_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_CR_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 120, 130, 735, 750)\n", "Oct_CR_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 120, 130, 735, 750)\n", "Jan_CR_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 120, 130, 735, 750)\n", "Apr_CR_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 120, 130, 735, 750)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep Particles" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZETOBY4GrO7b5d+C3I2J6RGwFHAp8d3JDlSTV0JycPTjIgaeeCh/+MBxxRCmQJanBxmwx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\nHDiiZVgJy+n/AJc1bg8Aa0rI1ZhfH/BD4LhSMnmZ9/mybh+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_CR_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_CR_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_CR_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_CR_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_CR_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 120, 130, 735, 750)\n", "Oct_CR_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 120, 130, 735, 750)\n", "Jan_CR_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 120, 130, 735, 750)\n", "Apr_CR_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 120, 130, 735, 750)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow Particles" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UZ4zxDcDBEXFgRMwBTgWuamvzD8ArIqI/Ip4DHAv8cGpDlSTVYM6WpEkat8c4MzdGxLnA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\ndg+wrvF4HbCnXWzA7cDIIYjv74HfySUu4DDgbuDMfscErAf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_CR_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_CR_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_CR_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_CR_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Northwest " ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Os+R79YmergsuBwZXqA4gRkjF8gqMCX5yX6+jcvKNVG94sNe2OauhdX4CtgTRkhAtDeBv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MAAAg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\nPoE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pSyTPtIIZ6N+VPW30OuH/Z+9NYyxbr/O8Z33f3vvMNfV0+04kL32lmJKNxGAMA/GP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\nfjF3qHdo5pBlBapUOzmhlyxX+snlwHtkPCJOZ3Zi+H6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8D12M8PrKmL4CreEC1T0hjQHp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\nf4GXLIO6rkf+AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((45,750), 90, 898-750, fill=False, linewidth=3))" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NW_all = still_inside(45, 135, 750, 897, Jul_lont, Jul_latt)\n", "Oct_NW_all = still_inside(45, 135, 750, 897, Oct_lont, Oct_latt)\n", "Jan_NW_all = still_inside(45, 135, 750, 897, Jan_lont, Jan_latt)\n", "Apr_NW_all = still_inside(45, 135, 750, 897, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IDKrGyDBnMjR1dan/soiIiIgMusYImFtbyY0dq/7LIiIiIjLoGqMkI53m4euv59jt24v7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0+Kq1QKv3+zsQ9z1rHHx5sc5QmOlNl15pkszXtO4rvFyT7MF16oPswiEzBmwuzuw2b2PuAOwrBy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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NW_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NW_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NW_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NW_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 0.7881137, 1. , 1. , 1. ])" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Jul_NW_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 45, 135, 750, 897)\n", "Jul_NW_deep[:5]" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Oct_NW_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 45, 135, 750, 897)\n", "Jan_NW_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 45, 135, 750, 897)\n", "Apr_NW_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 45, 135, 750, 897)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep Particles " ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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t/FhEREREpAqNGzDPmlX5sYiIiIhIFWoKmM3sTDN7zMw2m9kVZZ7f28xWmNlGM9tkZufX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\n1TPK3/qWZ4+B5u5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dNcrpa0vvVIqnOzs5YsIEuPtuD6ibmoqD5lwOnn66+P2i9nOgK5oi\nQ0AB80BEK6JzOf+ZM6fQQD6aiKZPLwTPn/pU8etLe3KaqT2QiMho1d7uJRlRKUU2C1OmwFNPFc4p\n112jL/2VgEQ7AZbryvHCC72Pvfyyf8d0dflrL7tMZRoig6RFfwNRuiI6my38BR9Jpfy8RYsgm+29\nWCPune/UX/wiIqPZsccWPz7+eL/CaOa35bprDEY6XdjcpJoNUZqa/DXRxloh+C6Cp5wCn/ykFqKL\nDJAC5oFIpeDzny88zuU8kxwXNbK/777+3++Xv9SkJSIjxszONLPHzGyzmV1R5vnzzOw3ZvaQmf3C\nzI6rxzhHlba24gD58ss9UP3a14a25G7SpOoC5YgZPP987+Pr1sHNN3vCZu7cvl+vjhsiRVSSMVD7\n7FPYoKSpCbZuLX4+/hc93j+zKMu8xx7w6qt+v7tbNcwiMiLMrBm4ATgNeBa438yWhxAejp32O+CU\nEMKfzewsoAM4aeRHO4pUqD0eUqXfNf3JZuHZZ/t+Pso4H3lk7z0DOjqKO26A9hWQMU8B80BFreWi\nhX2lNcitrX48qnUuFQXLUD5DLSIyPE4ENocQngQwszuBc4BdAXMI4Rex8+8FDhnREY5W/dUeD4XW\nVu/zXM122wOxaJGvvVmwwDPSF17o3aBKz1HALGOcAuaBSqW8FVxfq46j1nPXXANbtmDlFmdEymWo\nRUSGx8HAM7HHz1I5e3whcM+wjkiql0p5q7lPfrKQjCkNoJua/FjpDrSVdHXBO95ReFyunHC33QY3\nZpEGooB5MCplE+Kt50IgNDVh48bB298OP/tZYaJravJMtbpkiEjCmNnf4QFzn9vPmVk70A4wefJk\n0qULoKuwY8eOQb1uOCV6TFOnMvFb32LyypUAvHjGGezx5JMcePfddO63H8986EPs8eSTHHXddVgI\nGF4W+MoRR7Dn737XK4ETmpth40aMQulgdIbF7odMhg033MD2adN6jylhkjgujak6SRxTXE0Bs5md\nCVwPNAPfCSFcXfL8ecBc/P97rwCfDCFsrOUzEy+qYc4HxtunTmXvz33OW8zFswIXXeSLRcoF3plM\n8eWx9navKVu0CA46yBeVqO5ZRAbmOeDQ2OND8seKmNmbge8AZ4UQ+rwEFkLowGucmTFjRmgdxB//\n6XSawbxuOCV+TK2tMHs24JcMALj2WgD2B5g3r+i1Bkw85BB48sniNz3xRGzHDnj44V7nl963XI4T\nfvtb2L5915XVJP47wSj43y8hNKaBG3TArAUkfSipM9vriSe8T2f8sll0P/pLKpXygHjpUt/s5Hvf\nK/TZvO8+X9Uc3371xz+GtWsVNIvIQNwPHGVmh+OB8oeAj8RPMLPDgB8A/xRCeHzkhyg1i9qfxr9z\nXnqp+JymJti40a+E9sfMf2691d+zpQXWrmXipk1w/fXFiR0ofJfNmlXYl0CbpkgDqCXDrAUk5aRS\nXn6Rb2Rv2Sz85jfF55jBbbdBT48vEPz0pz2j3JcVK4ofq7uGiAxQCKHHzOYAK/GrgotDCJvM7JL8\n8zcD/xuYBNxovklGTwhhRl/vKQmUSsHZZ8OyZYVjU6fCli0eIDc3+/PLl1f3fiH4d1Wkuxs+9SmO\ne+ihQlAe1T3HkzurVvm24Nmsf8+tWaPvLBnVaunDXG4BycF9nAtjaQHJzp3Fj/feu/jxySf7BJTN\n+gT2rW9Vfr/Jk4sfNzer9llEBiyEcHcIYWoI4cgQwtfyx27OB8uEED4RQtg3hHB8/kfB8mh0+eW9\ne0OvWQNf/zqsX+/bdQ+kp3OpDRtoKu3WsXBh8ZVQ8O+5EPx7bsmSwX+eSAKMyKK/kVhAkqRi8QPf\n9S6mxlYaPzZrFgD7r1vHn2bO5NUjjuC4X/4Sy+WwXK5XgB1fbAEQtmzZdRwgmPHEf/4ne+Zr1V48\n44yixRj9SdK/VURjql4Sx6UxiSRIf72h0+nCfgKR3XeHD3zASwLBg+2BBNUvvlj5+XJbd4uMIrUE\nzIlaQJKoYvHWVjj6aFi6lMfe9CaOzi/IAHh9dKelxVvPbd5c9i2KFl6UTFrW08PR1123q8754P/6\nrwHVNCfq3ypPY6peEselMYkkTKVuTq2tHhDHffrTMH++LyhMp32PgE99qvq+z9u2VX5+xQpf0B5f\nszNrlvo7y6hRS8CsBSSVtLdDezt/SKc5uvS5qPVcaelGtcwKiwLBa8oWLIAf/nCwoxURkbGkNHu8\nYYPfxgPtLVsqr68ZiGzW3+uss7SLoIxKg65hDiH0ANECkkeA70cLSKJFJBQvINlgZg/UPOJGELWe\nq7SpSV+OP9631y61fLkH4nEdHXDssXDggTBtmj8WEZGxrVypUr50sMg++wzt565Y0avtXa9dBUUS\nqqYa5hDC3cDdJcdujt3/BPCJWj6jIVWzxemJJ5bfcSnKApTK5XxRRZQZ6Ogo/BUPXj8WPZ46dVDD\nFhGRBtDa6rv37dzpVyz/1/8qn+VtbfVFg11d/ri07nnKFP8+iTLF/clm4amnio89+ijMnevfbSrR\nkATTTn/1Ulo/1tQE73qX97T8wAf8L/tyAXMlL7zgf723tnp9WDlLl8KVVw5qyCIi0gBSKVi9uv8e\nydHiwXiHi1tuKVwdfeop+P3vaxtLCIWyD5VoSIIpYK6HdNrrjuNaWuDqqwsTVybTfxYaCvXMzc3w\nox8Vem8e0kfL63KX3TIZNZcXERlLKi0K7Ou8TGbXBia7Uj6lpYVvfCM891xx7+aBWLhQAbMkUi19\nmGWwyq1QPuus4skrlYIbb/RAGPx25sze7zVuXKH9T3yCevbZ3ue2tPjOS3GZjI/nn//Zb0vroEVE\nRKCwKUolX/yib2By7rleWnjeeQP7jEcf1feQJJIyzPVQbiemAw7ofV57e/HWogB/93fFuzWtWFH9\n4sFcDhYs4KR77/X7H/84PP54oT6tq6u4DlpERCTurLNg2TIC+fan0W5+pbXQpV2bSjc16UtUoqGu\nT5IwCpjr5fLL4Z57PEgdPx7a2sqfV3rZbM2a4gD6Rz/q/7Oa8hcSQoBly9gtOl6uXVDUXF5lGiIi\nUmrrVmhq8v0BmprgE5+Aww6r/F0xbVrxgsFDDvH1On1tjBLv2SySEAqY6yWVKg5+q50YSgPoo46C\nRx6p/JpDD/XJKV83bZXP9onqlFP8/KYmuOkmP65G8yIiY1trK0yYQK6zk6YJEzzZ09/3V/41uxJE\nX/qSb5DSV8CczfpeBQsXKmiWxFDAXE/VLrqo5Oij+w+Y3/KWoprmXZfSyrnnHl/5HC1KzOWK29Ot\nWuXN7OfP98A6Wj1dzaQpIiKjW77DxlOLF3PEBRdUv3CwtCvHokXFnaD22gteeaXw+L774J3vhMsu\n8+8bkTpTwDzaXX65b1oS/0s9Why4cydceKHXQcdKNypmmDs7++71HPnGN+DII2HOnEJgvWjRgLbn\nFhGRUSqV4unOTo4YyHxfmiC68MLigPnUU4vX9UBxy7lzz1WZoNSVAubRLpWCn/3MJ5Xnn/dJqLRk\nIpMpCqgrZpirkct5v+d4a7zubrjiCm+Gr7INERGpJPqOiEr9oHfAHLnmGrjuOv+eMVPWWepCAXMj\nSKUqryhesqR3wFy6Y9NAle7WBN5KCNR8XkRE+tfeXvieKN0yOy6EQoImnnXevt1vVRIoI0AB8xj0\nl+nT2feWW4p3b7r55r5fMBhf/7oCZhERqU5ra++ttyPRBl1x11xTOHbbbb6IXkGzDCNtXDIWtLX5\npiV5ez/6qN+56Sb/aWsrbJAyVH7/e5g7d2jfU0REGlMq5X2cS5nBaacV2qNG4gF0Z6fXN4sMIwXM\nY0Eq5bXN0e6C2Wzx5BLtKljqwANr+9xqG9WLiIjMnw+33AKnn+4/4IHxqlW9d8ct9fLLwz8+GdMU\nMI8VbW2+IK+5mdDSUtj4JNLe7hNVc7NPTOPHw1VX+S5OcaV/5VfKTL/4orY4FRGR6rW3w8qVvY9n\ns5Vf1193J5EaqYZ5rIj1wdw4cSInlKv1Kt2KOzpnzhyfrCZMgLe9rbC4D7wP9MMPl//MXM7rpNUK\nSEREBmLWrMICcihfxxx3/PEATNy0yRM1+s6RIaaAeSzJ98HcXqnWq7RXZmkQXbqd9n77eZa53F//\nuZxnrUPwTPUNN5RfCJjJMO1f/sVXQZdriyciImNL9D3w5S/DCy9UDpYBvvlNWLWKt0SZ5uZm+NCH\n4E9/8mB6n30UREtNFDBL/+JB9AEHFD937LFw3nnwqU95gBytco4mt+i2p8fPmT7dH0cBOMDMmezX\n0+P3o0b2CppFROSFF6o7r6enuCwjmy2so4ky1U1N8OEPwxNPwEEH+cZfCqClSgqYZWDa2ryFT1eX\n1zlH/S+jLPSkSfDZz8Jrr/V+bTYL73lPYXFGUxO8733Q01O8kcrChQqYRUTGuqVLB/ySiksDc7ni\nxegrVsD69f4dlsmofFAqUsAsA5NKeb/L0oklnoWePh0+8IHymYH4SuZcbtfOTkW7Dz76qE9e8UlL\nk5mIyNhSWsfc1OQtUjs7C+3mfvKTonKNAe1km836d8ob3wibN/v7tLTA2rX+vL5zJEYBswxcaZ1z\nqYceqv4yWl7RBBcCfOxj8Oc/w557wgc/WNgWFWDKFLjyyvJbgFfaIlxEREaPaA5ftKhQQgHFJX3x\ngJoBBMuRri4v0Yh0d3v54KZNfj8KoMt95ymRM6YoYJaht2jRgF/SKysQTWAvvdR7oeFTT8HFF/v9\naELNZGDmTK9jA6+F3rLF+3qKiMjoFN8+OxIFp2W20x5Qhrkv8VroKIB++9v9cVSGGHXi6OryBYY3\n3qgkTYNTH2YZegcdVPx45kw46qih/5yFC+GUU+ANb4CPfKQQLEcWLICOjqH/XBERqb/WVth996JD\nobnZF6IP5e61GzbAzTf7zzveAXvt5WWHXV3+fDbrSZzDD9d3TgNThlmG3uWXw49/XLicdfXV/hd5\nR4cv4pg1yxdexPs5D8Yjj/gPeOugcqLOHLpcJiLSWGL7CzBpEmzdyoaJEzlh9myYPduPv/yyB7zx\n1nLgCZXVq+GVVwb+uTt2+E+p6OrnjTfCTTft+t45/JZb4KKLPMieP1+lHKOUAmYZeqmU13yVTgjx\nS2vTp8PJJ+/q3xyam7FKm6CYwR57lJ+kKslmtXmKiEijKllTs2ufgf7W2vzwh3DGGb1qoIfExo3+\n/bZ+PSxbxmF33unHFyzwzhyPPeaL3seN88SRvpdGBQXMMjz6m6xSKZ9MliwBYMOb3sQJLS2F2mSA\nv/kbX7kMvhDw1Vc9Yx0t/qvWzTcX7u+1lwfRIcDkyeUXDwJ0dPC2r3/dg/RLL1VtmohIoynXhSOX\nG5r3zmbhiivgySeLj0dXRaGwP8GDD1b/vvErteV25pVho4BZ6icWVG+Pr3qOJgMoDqBDgGnT/K/3\n/nZ96kv88lt0+WzpUli5snC8owMuvpjXRY9LFxiKiMjoF83pS5d6ycY11xQ/f8gh8OyzxccGkrSp\npuxwwwb/zqnm+2Xu3MIi+FWrCgG+Fh2OCC36k2Rpb/fgtb0dtm7t/fxzzw0+WO7LqlU+MU6Z4gH5\nl78MlKy0nj0bJk4sXtSRycD73w8nnVR5oUdHh1/602IQEZFkib5z9tmn/HdLUz5MMoNLLvFyw/iC\nwuj4JZf0+RH9du1YuNC/S6LvoDPOgP339++buXO9G8hHP9q7Y1SUDY8WHc6d298nSQ2UYZbkam31\nGq9494tjjul7gV+kubl4e+5qPPdc5ed7ejw7/corPjEtWgS//nVxG7t16+Df/734dflsNVC49Ffv\nLID6VYuIFCv3ffORj8C//VvvnW1vvBHmzPFAdcIEPw6weHGhc0ZMv63u4gvYobCWp1xb1UoWLIDv\nfMfvd3f7QsgPfhDuvde/rwBOOAHOO49pS5Z49lxlh1VTwCzJlUp5EBoP7qZP91Zy0SWxpiZfjbxl\ni3feOPJI78oBXj/2m9/4pBYvxRg/3o/lFxz2peIkd999vY/dcQfcc49PUi+/7MH9Sy8Vn7NoUW0T\nUybDYXfc4ZN0XzVr8Rq3cpu7vOtdhcyE+lWLiJT/vmlvh3PPLb+AvVz9cDrt63J+9KPepRzgLVZ/\n/3sPUru6Cmt0htK2bYX7r7zSO+Betw7WrWO/+DGVHVZFAbMkWyrlq5nj1q7dtVhw11/80Dvoi7Y3\nhfJtfI46augnrG3bChNWuUz4Aw/03va7WnPnwjXXcHgIcPvt5XefKpfRhsJOWdu29V7UsmCBZ9jT\n6cIfHFpAIiJjTbnvm74WsJc7Hh276SY48MBdO97uSryceaYvNAcvwRiOgLlKvZJBX/5y8Y6K+g7o\nRQGzjD79deCo9jXvfvfIT1i5nF8i27kTOjv9EuB++3km4NVXPTsdde6Il07Arqy2QWH3qQ9+sPiP\ngNKdr77+dc9o9OeOO/z2uee8Mf+JJ/rq7nHjfIcrTaAiItX7yld2JS8CYC0thYXtAAccMPj3bm72\nK6RmcNxx3qbutdcG9Ba9rqC+8MKuAJ9ly7yjVEuLj1MlG4ACZhnL2tq83qt0h8C4886D73+/UKs2\nZUpxrdlglF6q+/OfC/ejGul16+B736tch71hQ2EL1wMOgMMO884fcdu3D26M8ZKTZcu8d+j69fDQ\nQ75AxUyTqIhIX6K5cdEiXho/nv0XLChOOrS19a55bm72Uo/x4z24jmqP4/sPXH557zKRT36yuH1q\nFfpdiBiVMW7b5t9JKt1TwCxjWFSztmSJ/2V9wAHeCWPFCjDj8TPP5Ohrry3sGBVNTnPn+kSXy/lr\n3vteuPbafmuiByTK+JZRtrY6nh2ImzSpOCAfrGzWs9nxYD8q/Zg+vf+6ahGRsSa/WdemdJrWcuUb\n6XTRLoVl+ynPmwf/8i/+fdPU5N08Sq+YtrXBbbf5Vcuoxdz06X6F8sEHvWb6ve+Fb36zcoKokmuu\n8UB9DM/xCphlbCtXqpH/K/oP6TRHlztn/vzef2mfe24h8AYPuuMB9MSJg8/21qJSyUk0SVer3CKW\nOXOgu5vDobCj4hieUEVEqlZNeWFrqycjok4d8bKO+PusWdN7nU5pPfaRR3opXzbriRez6rtJheAL\n6eNrg8YYBcwiQ6F04stkihcmArzznUPfQ7oWF14I113n9dBmcNppvigxvsq6P/luJQY+oS9Y0HuS\n7ku5hZgiIlKQSsHq1f3PldUE31F3jyVLeP655zj4ve/dFUBXZd0671I1RheGK2AWGQ7lJq+TTy7e\n+WnmTPjlLwuZg5NO6n9nqAkT/LLbYEyZUqhxji7trV3beyKeOxd+8AMfz513DqzUZPlyn1B37izu\n8f7KFnYAACAASURBVBz/A2LixOJsfNQaUPXQIiK9DWahez/v9UQ6zcGtrYXSjXjr1qhMZNGi3i1U\n163zheHHHefz9hgKnBUwi4yUq6/2ILmnx7tPRP2i49uCv+Mdld/jlFOK28WVc/rp8NOf9m4fd9hh\n8OKLxZf2+ipJiZecVKinjuyqq87lCkF/1OMZvP6tr+x6LueLVrZs8UWMUf/ojg61ORIRGU59tdID\nD577ujK6caMngdavHzNzswJmkZESLTIszejGJ5vzzusdoM6c6X/9f+ADMH8+j3/hCxx9zz2+mO/1\nr/duFVu2eFY4f07ZVdPHHutB+kDKIEp7SZv5hizRTlT9qXaXqlyucO6qVb7QMr44Zdmy4tXhUf31\npEn+7/XIIz6u6FLh3LmceMcd/u85xld2J1Y1m/CISP2kUv49Ei3wLpXNetC8++5+xXLHDr9iOHGi\nJ2gAHn/cr4pOnz7qSzkUMIuMpP4urUVba3/ve3672269Jpk/nH22d+8oFQ8MS1sWtbQUNnkZyIQ1\na1ZxRvuyy3zhSHwCjZd6DJVyK7kXLCjUXJfzpz95NuRv/xYeeYTdo9eAj1nZ6uTIZODUUzm8s9P/\n4Fm9Wv+biCRRe7snZPpKfmSzHijHW99t29b7OyEq5bj88lGbxFDALJI0//7vvVvZDVTUsqjcjogD\nEdUVl9tqOzoGfWcgKhnICu1IX8FyJIRdfbJ3td771re8pjpy112eNVHNdP2k09DVheVy/keduquI\nJNf8+YWkw6OP1tbxacECT+bssYf3et650+ftceN4V9QWb/LkwgZepTo6fEOubdtGfGMVBcwiSTQU\nizyGaqFIvpdopWOPP/YYRy9d6hPpHnuUb0EXd955XmoymEC7SrvqquPBMvjkfMklnvFYudIvF2az\nfinxhBNG/WXDUaG1FcaPJ9fZSVNfrbJEJDmiOT+T8TKMWvYdeOkl/ynRHN156in/bpg928s9slmf\nt3O53oveo41VPvMZ2Htv+PjHhy2DrYBZRGrWq0yko8N3BHzxRZ/opk/3ILlcc/74efvt590zol2m\nhksI5Rczrlvngfy6dQqah1O+VdZTixdzxAUX6N9aZLRIpXyh34IFvhPhn/88+M5NJXptyNXTU/13\nQWcn/PGPhdKRYQiaFTCLyNArl5UeyHkdHV7y8brX+YK/Spqa4IgjKm/SMhA9Pd6TevbsUVtrNyqk\nUjzd2ckRCpZFRpfSzhpRT/1oMfbLL+/aMZdLL/Vzrryy3x7/ZXexHYwf/EABs4iMEfHLf6W7JoK3\nzrvqquKWfLVeJox79VXPVGzY4GUbIiJSXoUdc3dpb4czzujdFnX8eK9bHjeObGcn47LZ2ufxD3yg\nttf3oWlY3lVEZCikUnDjjT6hRs47z4PYVMqzFtFkvX69t5075hg491we//znvbxi//399pJL+v6c\npj6mwlWrPNstIiK1WbkSbrkFTjzR5+pf/MJLKf76V9i+nZ+tXOlX+C6/3OuRd98d9trLrzRG9/fd\n1+fzX/zCf2bO9JZ2e+0Fb3jDsHbhqCnDbGZnAtfjtdrfCSFcXfK85Z9/D/BX4OMhhF/X8pkiMsZE\n27lWszVs7DLhH9Lp4rrqTAa+853eLesuv7x3q7y4pUsbpqOG5mwRqatqyvVKN8+qZO3a2sdUpUEH\nzGbWDNwAnAY8C9xvZstDCPEdDc4Cjsr/nATclL8VEaneUHUNWbeusFgll+u9onrhQvj97z3jEYla\n541ymrNFRAavlpKME4HNIYQnQwhdwJ3AOSXnnAMsCe5eYB8zO7CGzywv2jEqkxnytxaRBhJlof/w\nB+/MEQ+W29t9B8NXX/XLhqef7rcNkl0mSXM2QEcHb77sMpW8iMioUEtJxsHAM7HHz9I7E1HunIOB\nP9TwucW0Y5SIDLVqu3yMLsmYs8GD5IsvZl+ABx7wY4337y0iDSQxXTLMrB1oB5g8eTLpdLqq1x12\nxx0c3tmJ5XLkOjt5avFinh6inoBDYceOHVX/LiNFY6pOEscEyRyXxjT2DHbOBnjzrbeyL95CKgB/\nvvVWfjN16nAMc8CS+N+NxlS9JI5LY6pOEsdUJIQwqB8gBayMPb4SuLLknFuAD8cePwYc2N97v/Wt\nbw1V+8UvQth995Btagph9939cYKsWbOm3kPoRWOqThLHFEIyx6UxFQAPhEHOq8P5k5g5O4QQbrkl\nBAg530LGHyeE/luuThLHFEIyx6UxVSfpc3YtNcz3A0eZ2eFmNh74ELC85JzlQJu5twN/CSEM7aW9\naMeoCy5QOYaISN+SMWeDl1/ccgt/njGj0erERaRBDbokI4TQY2ZzgJV4i6LFIYRNZnZJ/vmbgbvx\n9kSb8RZF59c+5DK0Y5SISEWJmrMB2tv5zdSptEYbz4iIJFhNNcwhhLvxCTZ+7ObY/QDMruUzRERk\naGjOFhEZHO30JyIiIiJSgQJmEREREZEKFDCLiIiIiFSggFlEREREpAIFzCIiIiIiFShgFhERERGp\nQAGziIiIiEgFCphFRERERCow71OfLGb2J+D3A3zZfsBLwzCcWiVxXBpTdZI4JkjmuDSmgjeGEPav\nw+fWzSDnbNB/N9XSmKqXxHFpTNVJ9JydyIB5MMzsgRDCjHqPo1QSx6UxVSeJY4JkjktjksFI4v9G\nGlN1kjgmSOa4NKbqJHFMcSrJEBERERGpQAGziIiIiEgFjRQwd9R7AH1I4rg0puokcUyQzHFpTDIY\nSfzfSGOqThLHBMkcl8ZUnSSOaZeGqWEWERERERkOjZRhFhEREREZcgqYRUREREQqaIiA2czONLPH\nzGyzmV0xgp+72Mz+aGa/jR17vZn9xMyeyN/uG3vuyvwYHzOzM4ZpTIea2Roze9jMNpnZpfUel5nt\nZmb3mdnG/Ji+Uu8xxT6n2cweNLMfJWhMT5nZQ2a2wcweSMK4zGwfM/tPM3vUzB4xs1Sd/5s6Ov/v\nE/1sN7PP1vvfSaqjObtoTImbs/Ofkch5W3N21WNK1Jyd/4zRPW+HEEb1D9AMbAGOAMYDG4FjR+iz\nZwInAL+NHVsAXJG/fwUwP3//2PzYJgCH58fcPAxjOhA4IX9/L+Dx/GfXbVyAAXvm77cAvwTeXu9/\nq/xnfR74HvCjJPzvl/+sp4D9So7V+7+r24FP5O+PB/ap95hiY2sGXgDemJQx6aff/700Zxc+P3Fz\ndv5zEjlvozm72jElds7Of+aom7fr8qFD/I+eAlbGHl8JXDmCnz+F4sn3MeDA/P0DgcfKjQtYCaRG\nYHx3AaclZVzA64BfAyfVe0zAIcBq4O9jk2/d/536mHzrNq7/n737j5OrLu/+/7r2F6RgjESMEbD8\nMFCB3ATIlzCtxGljhfC9LSHbh0WoAUvvDdxKabUm0Opde3PfgcRaY62FrAI1902LthtoVKjYfDOE\nNhNBMQgR0UBRCL/RGAKY3Wyu7x+fczJnzs7MzuzO7p6dfT8fj3nMnHM+nzPXOXPm7LVnrnMO8Ebg\nP4lOEs5CTKk43gv8R5Zi0qPm56V9du34MrXPjt4jE/tt7bPrjifT++zoPSbdfrsVSjKOAp5KDD8d\njZsos9z92ej1c8Cs6PW4x2lmxwKnE44MTGhc0c9o24EXgG+5+4THBKwFVgAHEuMmOiYAB/7NzL5r\nZj0ZiOs44EXg1uin0C+Z2WETHFPSRcA/Rq+zEpNUl7XPIjPbTJb22VE8Wdtva59dn6zvs2ES7rdb\nIWHOLA//EvlEvLeZHQ70AX/s7nsmOi53H3T3eYQjBGeZ2akTGZOZ/VfgBXf/brU2E/j5vStaV4uB\nD5vZwgmOq4PwM/aN7n468CrhZ7OJjAkAM+sCfgf4p/S0ifz+yeSkfXa5LO23tc9uSGb32TB599ut\nkDDvAo5JDB8djZsoz5vZbIDo+YVo/LjFaWadhB3vbe6+IStxAbj7bmAzcN4Ex/QbwO+Y2ZPA7cBv\nmdn/neCYAHD3XdHzC8AdwFkTHNfTwNPR0SWAfybsjCd8XRH+QD3o7s9Hw1mISWrL2mcx4dtMlvfZ\nkJn9tvbZ9cvyPhsm6X67FRLmB4A5ZnZc9F/LRcDGCYxnI3Bp9PpSQj1aPP4iMzvEzI4D5gD3N/vN\nzcyAm4FH3f2vsxCXmR1pZjOi19MI9Xk/nMiY3P1adz/a3Y8lbDP/n7v//kTGBGBmh5nZG+LXhDqv\nRyYyLnd/DnjKzE6KRi0CfjCRMSV8gNLPevF7T3RMUpv22QlZ3GdHcWVqv619dv0yvs+Gybrfnqji\n6WY+gPMJZxY/Dvz5OL7vPwLPAgOE/+guB2YSTkr4MfBvwBGJ9n8exfgYsHiMYnoX4eeM7wPbo8f5\nExkX8F+A70UxPQL8j2j8hK6rxHvlKZ1AMtGf3/GEs4IfAnbE23MG4poHfCf6DO8E3pSBmA4DXgbe\nmBiXiW1Kj2E/O+2zS++RuX129B6Z3W9rn11XXJnbZ0fvM2n327o1toiIiIhIDa1QkiEiIiIiMmaU\nMIuIiIiI1KCEWURERESkBiXMIiIiIiI1KGEWEREREalBCbOIiIiISA1KmEVEREREalDCLCIiIiJS\ngxJmEREREZEalDCLiIiIiNSghFlEREREpAYlzCIiIiIiNShhFhERERGpQQmziIiIiEgNSphFRERE\nRGpQwiwiIiIiUoMSZhERERGRGpQwi4iIiIjUoIRZRERERKQGJcwiIiIiIjUoYRYRERERqUEJs4iI\niIhIDUqYRURERERqUMIsIiIiIlKDEmYRERERkRqUMIuIiIiI1KCEWURERESkBiXMIiIiMiHMbK+Z\nHR+9/nsz+18THZNIJUqYZUyYWcHM/nCi4xgpM3uLmf2jmT1jZr8ws/8wswWpNheb2U/M7FUzu9PM\njkhMe7+ZbTWz18yskOp3TvRHIvlwM+sep8UTERmxaP/+czM7ZLTzcvfD3f2JOt7z/zWzfzez3Wb2\nnJl9yczekJh+iJndYmZ7oukfTfXvNbPHzOyAmV2WmnZTan+8z8xeGe2ySWtRwixTgpl1NNjlcOAB\n4EzgCODLwDfM7PBofqcA64APArOA14C/S/T/GbAWuCE9Y3e/L/ojcbi7Hw78V2Av8K8NxigiMq7M\n7FjgHMCB3xnFfBrdJ78R+F/A24B3AkcBn05M/xQwB/hV4DeBFWZ2XmL6Q8B/Bx5Mz9jdr0jtk/8R\n+KcG45MWp4RZxpSZvcnMvm5mL0ZHJL5uZkcnphfM7LroCO4rZnaPmb05mpY3s6dT83vSzN4TvT7L\nzIrREYdnzexvzawr0dbN7MNm9mPgx2b2BTP7TGp+G83sT9Jxu/sT7v7X7v6suw+6ey/QBZwUNbkE\n+Jq7b3H3vcAngaXxEQ93/zd3/yrwTB2r6VLgn9391TraiohMpGXANuDvCfuug6KSipvM7FvR/vxe\nM/vVxPSyfXJi3DuGe1N3/wd3/1d3f83dfw58EfiNRJNLgevc/efu/ijQC1yW6P8Fd98E/LLW+5jZ\nYUA34SCJyEFKmGWstQG3Ev7rfzvwOvC3qTYXAx8C3kJISv+0znkPAn8CvBnIAYsIRxCSlgALgJMJ\nO8APmFkbQJSYvwf4h+HeyMzmRbHtjEadQjhiAYC7Pw7sA06sM/Z4vocBv4t2ziIyOSwDbose55rZ\nrNT0S4DrCPvl7VG7pOQ+eTQWAjsgHJgBZpPYJ0evTxnBfLuBF4Eto4xPWowSZhlT7v6yu/dFRwVe\nAf438O5Us1vd/Ufu/jrwVWBenfP+rrtvc/f97v4koUQiPe/r3f1n7v66u98P/IKQWANcBBTc/fla\n72Nm04H/A/ylu/8iGn14NK+kPcAbaMxS4CXg3gb7iYiMKzN7F+Hgx1fd/bvA44QDHknfiH552wf8\nOZAzs2MS0w/uk0cRx28Tjij/j2jU4dFzcp88kv0x0XzXu7uPND5pTUqYZUyZ2a+Y2bro5Lg9hP/a\nZ5hZe6LZc4nXr1Ha+Q037xOjEo/nonmvIhzVSHoqNfxl4Pej179PSIRrvcc04GvANne/PjFpLzA9\n1fyNQKMnimjnLCKTxaXAPe7+UjT8D6TKMkjsc6NytZ8R6o6HTB8JMzs7et/fdfcfRaP3Rs/JfXLD\n+2MzezuQB9aPJkZpTUqYZax9jFD3u8DdpxN+RgOwOvq+CvxKPBAl2Ucmpt8I/BCYE837zyrMN52I\n/l/gAjM7jXDiyJ3V3jw6A/xO4GlgeWryDuC0RNsTCCUbP6JO0VGXPNo5i0jGRQcP3g+8OzpI8Ryh\nJO60aH8aOybR53DCSdPJczlGfHDAzE4HNgJ/ENUjhxmGmuZnSeyTo9c7GnyLDwL/Uc9VO2TqUcIs\nY+0NhLrl3dFl1/6igb4/Ag6NLifUCXwCSF7G6A2En932mtmvAVcON0N3f5pw9Yv/A/RV+1kwer9/\njmK/1N0PpJrcBrwvukTcYYSavQ1R2Qlm1m5mhwIdQJuZHRrNM+mDwNao/llEJMuWEM4bOZlQNjeP\ncNDhPkJdc+x8M3tXdAL2dYRf50Z1VBnAzE4lXEnoKnf/WoUm64FPRCeavxP4b4QTE+P+XdE+2YDO\naJ+czoGWJfuIJClhlrHkhEurTSPU6W6jgUunRfXC/x34ErCLcMQ5edWMPyXUz71COGP6K3XO+svA\nXGqXY/w64XJv7yUk+/H1Oc+JYtsBXEFInF8ADqP8hMMPEpLtGwmXYHo9ijFpGTrZT0Qmh0sJ55v8\n1N2fix+Ek7gvSVwm7h8IB0Z+Rrgs5+9Xnl3DPkb4hfHmxP44eQT5Lwg11T8BCsAad0/+vbmHsB/+\ndcIVNF6n9IsnZpYDjkaXk5MqTKWTMhbM7EHgf7p71ZKHiWJmCwmlGb+q2mERkeYws78Hnnb3T0x0\nLCLNpiPM0nTRTT3eCXxvomNJi8oirga+pGRZRERE6qGEWZrKzFYTfvpa6e4/meh4kqK6tt2E63Wu\nneBwREREZJJQSYaIiIiISA06wiwiIiIiUkPH8E3G35vf/GY/9thjG+rz6quvcthhh41NQKOQxbgU\nU32yGBNkMy7FVPLd7373JXc/cviWrWMk+2zI5nYD2Y0LshtbVuOC7MaW1bggu7GNRVx177PdPXOP\nM8880xu1efPmhvuMhyzGpZjqk8WY3LMZl2IqAb7jGdiPjudjJPts92xuN+7Zjcs9u7FlNS737MaW\n1bjcsxvbWMRV7z5bJRkiIiIiIjUoYRYRERERqUEJs4iIiIhIDUqYRURERERqUMIsIiIiIlKDEmYR\nERERkRqUMIuIiIiI1KCEWURERESkBiXMIiIiIiI1KGEWEREREamh9RLmYhGuvz48i4iIyPgpFuHK\nK8Mja3+He3vh3HPDs0iDOiY6gKYqFmHRIujvh64u2LQJcrmJjkpERKT1FYuQz4e/wQC33gqbN2fj\n73BvLyxfHl7fc0947umZuHhk0mmtI8yFQviiDg6G50JhoiMSERGZGgoFGBgoDWfp73BfX+1hkWG0\nVsKcz4cjy+3t4Tmfn+iIREREpoZ8Hjo7S8NZ+jvc3V17WGQYrVWSkcuFMoxCIXxJs/AzkIiIyFSQ\ny4W/v+vXh+Fly7Lzdzguv+jrC8myyjGkQa2VMEP4cmblCyoiIjKVZPlvcE+PEmUZsdYqyRARERER\naTIlzCIik5SZnWdmj5nZTjO7psJ0M7O/iaZ/38zOiMYfamb3m9lDZrbDzP4y0edTZrbLzLZHj/PH\nc5lERLKo9UoyRESmADNrB74A/DbwNPCAmW109x8kmi0G5kSPBcCN0fM+4Lfcfa+ZdQL/bmZ3u/u2\nqN9n3f2vxmtZRESyTkeYRUQmp7OAne7+hLv3A7cDF6TaXACs92AbMMPMZkfDe6M2ndHDxy1yEZFJ\nRgmziMjkdBTwVGL46WhcXW3MrN3MtgMvAN9y928n2l0VlXDcYmZvan7oIiKTi0oyRESmIHcfBOaZ\n2QzgDjM71d0fIZRtXEc44nwd8BngD9L9zawH6AGYNWsWhRHcoGLv3r0j6jfWshoXZDe2rMYF2Y0t\nq3FBdmObyLiUMIuITE67gGMSw0dH4xpq4+67zWwzcB7wiLs/H08zsy8CX6/05u7eC/QCzJ8/3/Mj\nuEFFoVBgJP3GWlbjguzGltW4ILuxZTUuyG5sExmXSjJERCanB4A5ZnacmXUBFwEbU202Asuiq2Wc\nDfzC3Z81syOjI8uY2TTCiYM/jIZnJ/pfCDwy1gsiIpJ1OsIsIjIJuft+M/sI8E2gHbjF3XeY2RXR\n9JuAu4DzgZ3Aa8CHou6zgS9HV9poA77q7vGR5DVmNo9QkvEksHycFklEJLNaM2EuFnV7bBFpee5+\nFyEpTo67KfHagQ9X6Pd94PQq8/xgk8MUEZn0Wi9hLhZh0SLo74euLti0SUmziIiIiIxY69UwFwoh\nWR4cDM8ZPMtTRERERCaP1kuY8/lwZLm9PTxn8CxPEREREZk8Wi9hzuVCGcZ116kcQ0REZDwVi3Dh\nhbBgAfT2lsZdeWV4FIv1z6u3F849tzSf0WjmvGRKar0aZghJshJlERGR8VMswsKFsH9/GL7/fnj8\ncVi7NpRIAtx6K2zePPzf6N5eWB5doOWee8JzT8+Iwpr9ta/BX/91U+YlU1frHWEuFuH66xv7L1ZE\nRERGp1AoJcuxDRtgYKA0XO+5RX19tYcbcOSWLU2bl0xdrZUwx1fI+OQnw7OSZhERkfGRz0NH6ofr\npUuhs7M0XO+5Rd3dtYcb8OLChU2bl0xdrVWSUekKGSrNEBERGXu5HGzZAmvWwDPPwOWXh9KHJUtg\n/frQZtmy+v4uxyUTfX0hwR1FCcWz73sfJ510UlPmJVNXayXM8RUy4msw6woZIiIi4yeXgzvuGDpu\nJAevenqal9w2c14yJbVWwhxfIUN3+RMRERGRJmmthBl0hQwRERERaarWOulPRERERKTJlDCLiIiI\niNSghFlEREREpAYlzCIiIiIiNdSVMJvZeWb2mJntNLNrKky/xMy+b2YPm9lWMzut3r4iIiIiIlk2\nbMJsZu3AF4DFwMnAB8zs5FSz/wTe7e5zgeuA3gb6ioiIiIhkVj1HmM8Cdrr7E+7eD9wOXJBs4O5b\n3f3n0eA24Oh6+4qIiIiIZFk912E+CngqMfw0sKBG+8uBuxvta2Y9QA/ArFmzKBQKdYRWsnfv3ob7\njIcsxqWY6pPFmCCbcSkmERFpZU29cYmZ/SYhYX5Xo33dvZeolGP+/Pmeb/C21oVCgUb7jIcsxqWY\n6pPFmCCbcSkmERFpZfUkzLuAYxLDR0fjypjZfwG+BCx295cb6SsiIiIiklX11DA/AMwxs+PMrAu4\nCNiYbGBmbwc2AB909x810ldEREREJMuGPcLs7vvN7CPAN4F24BZ332FmV0TTbwL+BzAT+DszA9jv\n7vOr9R2jZREREZGsKRahUIB8HnK5+vusXx9eL1tWu189829kfpPZSNa11KWuGmZ3vwu4KzXupsTr\nPwT+sN6+IiIiMgUUi7BoEfT3Q1cXbNo0fCJXLIaEr78/DN96K2zeXLlfHfOfvmMHfPSj9c1vMhvJ\nupa66U5/IiIiMjYKhZDADQ6G53quXFMowMBAabhWvzrmP2P79vrnN5mNZF1L3ZQwi4iIyNjI58PR\nzvb28FzPlWvyeejsLA3X6lfH/HfPm1f//CazkaxrqVtTLysnIiIiclAuF0oDGqmrzeVC+3pqjuuY\n/55TTql/fpPZSNa11E0Js4iIiIydXK7x5K2RPvW0HUkMk9FUWc4JoJIMEREREZEalDCLiExSZnae\nmT1mZjvN7JoK083M/iaa/n0zOyMaf6iZ3W9mD5nZDjP7y0SfI8zsW2b24+j5TeO5TCIiWaSEWURk\nEjKzduALwGLgZOADZnZyqtliYE706AFujMbvA37L3U8D5gHnmdnZ0bRrgE3uPgfYFA2LiExpSphF\nRCans4Cd7v6Eu/cDtwMXpNpcAKz3YBsww8xmR8N7ozad0cMTfb4cvf4ysGRMl0JEZBLQSX8iIpPT\nUcBTieGngQV1tDkKeDY6Qv1d4B3AF9z921GbWe7+bPT6OWBWpTc3sx7CUWtmzZpFYQTXfN27d++I\n+o21rMYF2Y0tq3FBdmPLalyQ3dgmMq7WTJh1a0gRkZrcfRCYZ2YzgDvM7FR3fyTVxs3Mq/TvBXoB\n5s+f7/kRXPO1UCgwkn5jLatxQXZjy2pckN3YshoXZDe2iYyr9RJm3RpSRKaGXcAxieGjo3ENtXH3\n3Wa2GTgPeAR4PirbeNbMZgMvND1yEZFJpvVqmHVrSBGZGh4A5pjZcWbWBVwEbEy12Qgsi66WcTbw\niygRPjI6soyZTQN+G/hhos+l0etLgX8Z6wUREcm61jvCHN8aMj7CnMGfFERERsvd95vZR4BvAu3A\nLe6+w8yuiKbfBNwFnA/sBF4DPhR1nw18OapjbgO+6u5fj6bdAHzVzC4HfgK8f7yWSUQkq1ovYdat\nIUVkinD3uwhJcXLcTYnXDny4Qr/vA6dXmefLwKLmRioiMrm1XsIMujWkiIiIiDRN69Uwi4iIiIg0\nkRJmEREREZEalDCLiIiIiNTQmjXMIiIiMraKRVi/HoDpp54KhxxSOuEewuvdu2H7dpg3D2bMCNMe\nfhjWrgUzuPpq6Omp6z1Ytqzy+UmVblaWHDdavb1w883wtrfB4sVw992wbRscOACXXQarV1eOo7cX\nVq2CPXtg7ly44Yaw7NG8pr/nPWGdrVkDjz0GJ50EK1aM7hys3l7o64Pu7trrdSytXAm33AKHHw7X\nXjtxcTSZEmYRERFpTLEYEsP+fgDmtbdDRwfs3w/t7SEZ7u8Hj24Uec89YVx7e2gTW748PFdKqlLv\nwa23wubN5QllpZuVQdm46Z/+9MgT597eUowAd95ZPn3NmvC8ZEl5HFddVZoGsGULvOtdIcmOzPva\n18KLwcHw/Oij8I1vwL33jixpTsZ6zz3hebyT1ZUrS8v90ku1P99JRiUZIiIi0phCAQYGDg5at8LG\ntwAAIABJREFUfLOwwcEwPpksx9zLk+VYX19d71HxZmSVblaWGjdj+/aGF2/Y2JI2bBgax4YNQ9sl\nkmWI1lmcLMcGBkZ+w7V0rPXE3myVlnsi4hgDSphFRESkMfk8dHYeHPT29nBktb09jO/qCkeUk9ra\nwlHotO7uut6j4s3I4puVxe+fzw8Zt3vevIYXb9jYkpYuHRrH0qVD27WVp1ze3h7aJ3V2jvxoeDrW\nemJvtkrLPRFxjAGVZIiIiEhjcrlwJDSqL95+6qmcccYZza1hTr1HxRrmajcrS4zbs2/fyJczjq2e\nGuZ0HCecULOGeft73hPWWbNqmONYJ7KGOV4XqmEWERERoewmYXsKhaE3DauW+OVy9SdR9dyIrFKb\n5LiRljjEenrK462V4CfjSPeL20TjDq6zO+4YXXy1Yp0Iq1eXEucWopIMEREREZEalDCLiIiIiNSg\nhFlEREREpAYlzCIiIiIiNShhFhERERGpQQmziIiIiEgNSphFRERERGpQwiwiIiIiUoMSZhERERGR\nGpQwi4iIiIjUoIRZRERERKQGJcwiIiIiIjUoYRYRERERqUEJs4iIiIxMby8sWMApn/wkFItDpxeL\ncP31oV38fOWV4ZFsXyzChRfCggWhTbp/3LZYrNy/2vsWi0zfsaN8HrX6vPvd8KY3wXHHlcfR2wsn\nnwyzZ8Mpp4ThlSthzhz4/d8PsR97bJg+ezbMnAmzZoU21Zal2rh69fbCueeWx1lpmSqt15FKxxuv\nl3id1BMThPUyYwa84Q1w+ukhxtNPD8NvelOYHn8exxxTvh4nSMdEByAiIiKTUG8vLF8OwJshJDf3\n3gu5XJheLMKiRbBvHxw4AGbgXup/662weXN4vXAh7N8fXt9/f3ieOzf07++Hri5YuxauuioMJ/vH\n7xeL37e/H9rbmece3r+rCzZtGto+7nPOOTA4GIZ37z64bED56+eeKx/eubP6OlqzJjwvWVK+LJs2\nhUT+4x8vG1cxtkoS65577gnPPT1Dl6nSek23q1dyvXZ1hc8iXj4oXyfVYoKQ/Cb7bd8eHklr1sCn\nP13aXuL2ixePLPYm0BFmERERaVxf38GXBjAwAIVCaXqhEJKrAwfCcDJZhjCtUAiPOKlLzjvuPzgY\nnvv6wnuk+6cl+w0MYPv3l+ZRqX3cJ06W03EklnNENmwYuiyFAjO2bx8yrm7pmCrFWG29jlR6GTZs\naCzG2HD9Yuntpd5+Y0QJs4iIiDSuu/vgSwfo7IR8vjQ9nw9HItuiVMOsvH9XV2iTz0NH6gfv7u5S\n//b28NzdHd4j3T8t2a+zE+/oKM2jUvu4T3t75WVMLOeILF06dFnyeXbPmzdkXN3SMVWKsdp6Han0\nMixd2liMseH6xdLbS739xohKMkRERKRx8c/tN9/MS11dHLlmTXlJQS4XygwKhVDT+/LL4fl73wvT\nly0rtd+yJfzs/swzcPnlpXnH/fP50HbuXFi/fmj/pOT75vNsf/BBztizpzSPSnI5uO8+uOYa+P73\nQ33ttdeWlxSsXQs//zkccQRcfTU8/ng46rlgAbz6aliufftC2/7+kKxedhmsXl1xWfbs2zd0+eoV\nx9XXFxLTSqUPuVz19ToSqfVKLgcnnBDWi1lYJ8PFBKX1sW5dOFr9jneE+u8nnwzlLR0doe+SJeHz\neOIJuPji0K+Ro/BNpoRZRGSSMrPzgM8B7cCX3P2G1HSLpp8PvAZc5u4PmtkxwHpgFuHgYK+7fy7q\n8yngvwEvRrP5M3e/axwWRyajnh7o6WFHoUC+WvJaTyKYy8Eddwzfv5H5Re327NtX39HbXC7UYFcS\nLecQcfJXj0qx17s8jcSUnn+l9TpS6XgrxVBPUr56dX3rrtrnMQGUMIuITEJm1g58Afht4GngATPb\n6O4/SDRbDMyJHguAG6Pn/cDHouT5DcB3zexbib6fdfe/Gq9lERHJOtUwi4hMTmcBO939CXfvB24H\nLki1uQBY78E2YIaZzXb3Z939QQB3fwV4FDhqPIMXEZlMdIRZRGRyOgp4KjH8NOHo8XBtjgKejUeY\n2bHA6cC3E+2uMrNlwHcIR6J/nn5zM+sBegBmzZpFYQS1hXv37h1Rv7GW1bggu7FlNS7IbmxZjQuy\nG9tExqWEWURkijKzw4E+4I/dfU80+kbgOkJt83XAZ4A/SPd1916gF2D+/Pmeb+QM/0ihUGAk/cZa\nVuOC7MaW1bggu7FlNS7IbmwTGZdKMkREJqddwDGJ4aOjcXW1MbNOQrJ8m7sfvMCpuz/v7oPufgD4\nIqH0Q0RkSlPCLCIyOT0AzDGz48ysC7gI2JhqsxFYZsHZwC/c/dno6hk3A4+6+18nO5jZ7MTghcAj\nY7cIIiKTg0oyREQmIXffb2YfAb5JuKzcLe6+w8yuiKbfBNxFuKTcTsJl5T4Udf8N4IPAw2YW35M2\nvnzcGjObRyjJeBJI3O9WRGRqqithruNan78G3AqcAfx58nJEZvYk8AowCOx39/nNCV1EZGqLEty7\nUuNuSrx24MMV+v070d2MK0z7YJPDFBGZ9IZNmOu81ufPgD8CllSZzW+6+0ujDVZEREREZLzVU8M8\n7LU+3f0Fd38AGBiDGEVEREREJkw9CXO163jWy4F/M7PvRtftFBERERGZNMbjpL93ufsuM3sL8C0z\n+6G7b0k3Gu1F8HWR7foppvpkMSbIZlyKSUREWlk9CXM91/qsyt13Rc8vmNkdhBKPIQnzaC+Cf/Bi\n1sUiFAqQz0Mu19A8xkIWL/6tmOqTxZggm3EpJhERaWX1JMwHr/VJSJQvAi6uZ+ZmdhjQ5u6vRK/f\nC/zPkQY7rGIRFi2C/n7o6oJNmzKRNIuIiEx6K1fChg2wdCmsXl1+gArKhx9+GNauBTO4+mro6Qn9\nb7sNTjgBbrghtOnrg+5umDs39J05E15+ufygV28v3Hxz+Nv+85+HeXZ2wu7dMGMGdHTASSfBihWh\nT9z+0EPh5JOZfuqpQ2OcOTPE8sQTcPHFsGQJrF8f2px+enkMtQ7E9faWL2e8HOn4164NsR9xRJj/\ngw9y9vPPw/TpMG8eLF5ces8774RbboF9+8KyvfnN8Mor8OqrcNhhcPbZof33vgfPPQdvfSssW1Y9\n36kUf/qzq7R8xWJpnSxbFj6vm2+Gt72ttK5r6e0Nn++RR8KDD5ZvC8n3WLMGHnus/DOsNJ/ubjjx\nxNrvOZbcfdgH4TqePwIeJ1w2DuAK4Iro9VsJtc17gN3R6+nA8cBD0WNH3He4x5lnnumN2rx5s/uq\nVe7t7e4Qnletang+zbZ58+aJDmEIxVSfLMbkns24FFMJ8B2vYz/XSo+R7LPds7nduGc3LvcJjG3F\nivC3NX5ccon7tGnhb+20af7Dj360NNzRUd4W3N/73vLhtrby4c7O0ri2tjCvrVvd160bOq9qj87O\noXGCD3Z2hnlt3Rrmm37vOGdIxzdtWnj/xHL61q2ldVIpts7O8rY14j+QHtfWNjSOeh+HHFIeWyxe\n5mRMyXFdXaFvavm++7d/G6ZVWz/xOq2m1ue2bl0ptvS2kp5vaj4//OhHm7Axl6t3n11XDbMPf63P\n5wilGml7gNPqS92bIJ8PR5bjI8z6OVZERGT0NmwoH7777vC3dnAQ+vs5csuW0nAl991XPnzgQPnw\nwED5tP7+cNSzkfMQBgaGxgnY/v2l+fT3D31vGBp3HENfX9lyUiiUjoD29VWOIX6fYeIfciH0SnHV\nKx1brFAYGn/cfnCw9J7uZfOYsX17+WeSXj8DA5XfL1Zp3SSn9fSE/vv3155vaj5HbhlS0TtuWuvW\n2LlcKMO47jqVY4iIiDTL0qXlw4sXhwNT7e3Q1cWLCxeWhjsqHIs755zy4bZU+tHZWRrX1lY66NXd\nXX+MnZ1D4wS8oyPMKz6oln5vCHGn4+vqCu+fWM6yA3GVYuvsLG9bI35Pj2hrGxpHvaodJIyXORlT\nclxnZ8Xl2z1vXpgWS8fV2Vn7oGStzy2els8P3VbS803N58WFC6vPd4y13q2xczklyiIiIs20enV4\nrlLD/Oy+fZz0u7/b/Brm+O95IzXMJ5xQVsO8/dRTOSOez6ZNjdcwV6pLhlItbq0a5rh9hRrmfc8/\nz6FjXcMcH0hMx58cB0Om7znllDBupDXM8bqpVcOcy8GWLbVrmJPz6e7m2RNP5KTq7zq26qnbGO/H\niGuYMyiLcSmm+mQxJvdsxqWYSlANc92yuN24Zzcu9+zGltW43LMbW1bjcs9ubGMRV7377NYqyRAR\nERERaTIlzCIiIiIiNShhFhERERGpQQmziIiIiEgNSphFRERERGpQwiwiIiIiUoMSZhERERGRGpQw\ni4iIiIjUoIRZRERERKQGJcwiIiIiIjUoYRYRERERqUEJs4iIiIhIDUqYRURERERq6JjoAERERCTj\nikUoFGDmTHj5ZcjnIZcL03p7+X9WrQIzmDcPVqwoTRtOby+sXQuvv17eN36/+H16e6GvD7q7oaen\n1DceN3duqT2U9Z2+Y0eYXzyvYhHWrw/tXnkFvvlNOHAA3vpWuPrq8vmvXRuWKzm+GYpF3n7bbXDI\nIaWY1qyBxx6Dk04qrYf0cg/zOdDXF9bjnj3wgx/Aiy+G+S1eDN/7Xmh3+ulw993wzDNw+eVh3a1Z\nA9u2wb59MHcu09///hBbcp3G6+z004e+d7X442nr14d4fvSjg+/BDTdU3k6qLeNotrNmcPfMPc48\n80xv1ObNmxvuMx6yGJdiqk8WY3LPZlyKqQT4jmdgPzqej5Hss92zud24Zzcu9wmKbetW92nT3Nva\n3CE8T5sWxq9b5w5+AMI0cO/sDNOGE/X1dN9168L829vD84oV5W3WrRvat7MztO/qcj/kkFLfdet8\nf2rYu7qGvu9w84/HN3F9HojX47p17h0dQ5cnvdwrVgz7OYzoEc8v8Rhsayutx66uEE+6T/zeW7dW\njj+eVm19d3QM3U6qbWvRuhjRdjaMevfZOsIsIiIi1RUK0N8fjsJCeO7vD+MLBQAs2X5gIIwf7uhf\nX9/QcQMDYXx/PwwOhucNG+rrF8cGIaXq74e+PtoGBkox9/WV2jYSVzy+GUeZo/VpyZj27y9vMzAw\ndLk3bBj2cxiReH4JB2NzD9Pdh/aJ3xsqxx9Pq7a+9+8fup1U29aidTGi7axJVMMsIiIi1eXz0NUF\nbVHK0NYWhvP5UCoAlKVTnZ2ln/FrifqW6ewM47u6oL09PC9dOrRfum9nZ2jf2Vnet7ubA/G0aJjO\nzuHjqhRbpXEjEa3PA/F67O6GjtTxy87Oocu9dOmwn8OItA1NBT2ed7xO0+ss+d75fOX442nV1ndH\nx9DtpNq2Fq2LEW1nTdK6R5jT9U8iIi3GzM4DPge0A19y9xtS0y2afj7wGnCZuz9oZscA64FZhL9B\nve7+uajPEcBXgGOBJ4H3u/vPx2WBJJtyOdi0qXJdafT39bVVqzis0drS+GhtpRrmZE1yLgcnnDC0\nhhnqqmF+aGCAM/bsKc1r7tz6apjj2JpdwxytzydvuYXj/+APSjFVqgFOL/eSJTU/h2bVMG9///s5\n44wz6q9h3rKleg1zoVB/DXOtbe2EE0a2nTVLPXUb4/0YdQ1zXAMT1yw1ocZlpLJYC6eY6pPFmNyz\nGZdiKmGcapgJSfLjwPFAF/AQcHKqzfnA3YRfMs8Gvh2Nnw2cEb1+A/CjuC+wBrgmen0NsHq4WFTD\nPH6yGltW43LPbmxZjcs9u7GNRVz17rNbsyQjroGJ659GU9sjIpJNZwE73f0Jd+8HbgcuSLW5AFgf\n/V3YBswws9nu/qy7Pwjg7q8AjwJHJfp8OXr9ZWDJWC+IiEjWtWZJRlwD099fqrEREWktRwFPJYaf\nBhbU0eYo4Nl4hJkdC5wOfDsaNcvd4+nPEco2hjCzHqAHYNasWRRGcGBi7969I+o31rIaF2Q3tqzG\nBdmNLatxQXZjm8i4WjNhTtbAqIZZRKQiMzsc6AP+2N33pKe7u5uZD+0J7t4L9ALMnz/f8yM4MFEo\nFBhJv7GW1bggu7FlNS7IbmxZjQuyG9tExtWaCTOUF8GLiLSeXcAxieGjo3F1tTGzTkKyfJu7J69f\n9XxctmFms4EXmh65iMgk05o1zCIire8BYI6ZHWdmXcBFwMZUm43AMgvOBn4RJcIG3Aw86u5/XaHP\npdHrS4F/GbtFEBGZHFr3CLOISAtz9/1m9hHgm4QrZtzi7jvM7Ipo+k3AXYQrZewkXFbuQ1H33wA+\nCDxsZtujcX/m7ncBNwBfNbPLgZ8A7x+vZRIRySolzCIik1SU4N6VGndT4rUDH67Q799J3TQrMe1l\nYFFzIxURmdxUkiEiIiIiUoMSZhERERGRGpQwi4iIiIjUoIRZRERERKQGJcwiIiIiIjUoYRYRERER\nqUEJs4iIiIhIDUqYRUQkW3p74dhjYfp0OO64MCzZUCzC9deH52bM68orwyOeX/zZz5oFK1eOfv7v\nfjdnv//9pXkVi3DhhbBgQe3tqlJsWRAtE8ccE5YpXp7Zs0vrLI79wgvL4680vspyzv7a1+Dcc0vr\nqLe3fDgZz/XXh/etNT25DhvdhuJlPPlkTvnkJ8N7xfuH5KMZ20wt7p65x5lnnumN2rx5c8N9xkMW\n41JM9cliTO7ZjEsxlQDf8QzsR8fzMZJ9tnuVz2jdOncY+li3bkTv0bS4MmJCY9u61X3aNPf29vC8\ndevI49q61b2rq/T5HnKI+4oVQz/3FStGHmt7uzv4gXhel1zi3tEx/HZVKbbEsjbLiNZZtEwHH21t\nQ9dZus0hh4TlTC4TuHd2hkd6OdetK62zeL1VWmfx9mBWe3pye6mxDVVd5sRndiC9rJUeDW4z9e6z\ndYRZRESyo6+vsfEyfgoF6O+HwcHwXCiMbl4DA6Xh/n7YsGFou0rj6p3/4CCQuKXl3XfD/v3l7Spt\nV5ViG82yNktimQ46cGBou3Sb/v6wnMllgjBcaTnT6+Tuu8uH4+nx9uBee3pye2l0GyoUyj6zircn\nTRvpNjMMJcwiIpId3d2NjZfxk89DVxe0t4fnfH508+rsLA13dcHSpUPbVRpX7/zb2wE4mM4tXgwd\nHeXtKm1XlWIbzbI2S2KZDmqrkMal23R1heVMLhOE4UrLmV4nixeXD8fT4+3BrPb05PbS6DaUz5d9\nZl69ZclIt5lhdAzfREREZJz09ITnVavgZz+DmTPh2mtL42Xi5HKwaVM46pfPh+HRzKtQgPXrw/Cy\nZWHcCSeEz/711+Gyy2D16pHP/7774Jpr2Pfooxz6oQ+FeX34w7BmDTzzDFx+eeXtqlpsEy2xTDzx\nBFx8MSxZEpZn27ZwtPmyy8K49evhuefgrW8txT937tDxMHQ5czl+9NhjnPTIIyH57emBhQvDkeN4\nOI4n3h5274bt26tPT24vjWxDuRxs2RKW8bHHeGnmTI789V+Hr3wl7B+Spk0b3TYzDCXMIiKSLT09\nSpCzKkqoxmxezfzsczm49162FQrk4yOZuRzcccfIYsuCaJnKVFqeSrFXW6YK45593/s46TOfKY2o\n9rkMt54qTW903SY+sx3xZzlGSXEtrVWS0cyzd0VEREREaKEjzNN37ICPfzwUkXd1hUP+WfzvUERE\nREQmlZY5wjxj+/bmnb0rIiIiIhJpmYR597x5zTt7V0REREQk0jIlGXtOOaV5Z++KiIiIiERaJmEG\nsntWq4iIiIhMWi1TkiEiIiIiMhaUMIuIiIiI1FBXwmxm55nZY2a208yuqTD918ysaGb7zOxPG+kr\nIiIiIpJlwybMZtYOfAFYDJwMfMDMTk41+xnwR8BfjaCviIiIiEhm1XOE+Sxgp7s/4e79wO3ABckG\n7v6Cuz8ADDTaV0REREQky+pJmI8CnkoMPx2Nq8do+oqIiIiITLjMXFbOzHqAHoBZs2ZRaPBOfXv3\n7m24z3jIYlyKqT5ZjAmyGZdiEhGRVlZPwrwLOCYxfHQ0rh5193X3XqAXYP78+Z5v8E59hUKBRvuM\nhyzGpZjqk8WYIJtxKSYZM8Vi6YZUDz8Mq1bB66/DZZfB6tUTHFwLSa7nXA5WroTbboMTToAbbhh6\nj4N0+4lWLMKaNfC978Fhh8HVV0NPz+jmN97LVyzC+vXh9bJl9b9vpVjT4+J5/+AH8MtfwuWXh3Y3\n3wxvexusWFHq29vLGZ/9LPzar8GJJ8LXvgZmpXUaz2vbNnjpJbj44uZ+F4tFuOYaeOKJ5s97FOpJ\nmB8A5pjZcYRk9yLg4jrnP5q+IiIylRWLsGgR9PeHP9j795emrVkTnjPyx3RSS67nri5YujQkywC7\ndsHChbBlS3kylmy/adPExR7Hs3Bh+faxfHl4HknSXGn5xjppLhZDctvfH4ZvvRU2bx7+fat9Fslx\na9fCVVeV5g1w//3l8/nGN+Dee8M/pcuX8waAH/6wvM3y5fD442F+yXk187tYLMI558DgYPPnPUrD\n1jC7+37gI8A3gUeBr7r7DjO7wsyuADCzt5rZ08BHgU+Y2dNmNr1a37FaGBGRqaSOS36amf1NNP37\nZnZGYtotZvaCmT2S6vMpM9tlZtujx/njsSwVFQrhD/PgYHkyFNuwYdxDaknJ9dzfD3ffXT59//7Q\nplr7iS59KhQqbx99fSOf33gvX6EAA4nrJtT7vpViTY/r6yufdyUDA6FftM6sWrsNGyrPq1nfxUKh\nlCw3e96jVNd1mN39Lnc/0d1PcPf/HY27yd1vil4/5+5Hu/t0d58Rvd5Tra+IiIxOnZftXAzMiR49\nwI2JaX8PnFdl9p9193nR466mBt6IfD4cIWtvh44KP4guXTruIbWk5Hru6oLFi8und3SENtXaT3Tp\nUz5fefvo7h75/MZ7+fJ56OwsDdf7vpViTY/r7i6fdyWdnaFftM68WrulSyvPq1nfxXw+xD0W8x6l\nzJz0JyIiDTl42U4AM4sv2/mDRJsLgPXu7sA2M5thZrPd/Vl332Jmx4530A3J5cJPzKphHlvp9ZzL\nwVFHVa9hrtR+Io8y53KhZKRZNcyVlm+sxeuw0RrmarGmx82dW18Nc9T/lc9+lunVapiXLBm7GuZc\nDu67b9LWMIuISPZUumzngjraHAU8O8y8rzKzZcB3gI+5+89HGevIJf6Ik8uN7kQuqS65niEkKbUS\nlXT7iZbLwR13NHd+4718I33PSv3S46rNu9L3qaeHB088sXTSdHo7GOt1k8uFeuqMUcIsIiJJNwLX\nEX6VvQ74DPAH6UajvRQoZPfSf1mNC7IbW1bjguzGltW4ILuxTWRcSphFRCanei7b2fBlQd39+fi1\nmX0R+HqVdqO6FChk99J/WY0LshtbVuOC7MaW1bggu7FNZFx1nfQnIiKZc/CynWbWRbhs58ZUm43A\nsuhqGWcDv3D3muUYZjY7MXgh8Ei1tiIiU4WOMIuITELuvt/M4st2tgO3xJf8jKbfBNwFnA/sBF4D\nPhT3N7N/BPLAm6PLgv6Fu98MrDGzeYSSjCeB5eO2UCIiGaWEWURkkoou+XZXatxNidcOfLhK3w9U\nGf/BZsYoItIKVJIhIiIiIlKDEmYRERERkRqUMIuIiIiI1DA1EubeXjj5ZDjllPBaRERERKROrX/S\nX28vLE+c5B2/1t2iRERERKQOrX+Eua+vvnEiIiIiIhW0fsI8b97Qcd3d4x+HiIiIiExKrZ0wF4vw\n+c+DWRg+9lhYt07lGCIiIiJSt9auYS4UoL8f3KG9PSTKSpZFRLKnWAz77Hwecrmh43fsgG9/G5Yu\nDeNvuQX27Su1mzYNLrsMVq8ev5gnUm8vrF0Lr78efkldsaJ8vTVi5cqwPjs64OyzYfFiePllmDkz\nPOfzoV2hEMZ973vwgx/AL38Jl1+enb+r1bYhqS69zopFWL+eObt2wSGHVF6PURsAli2rvq7rbTdJ\ntG7CXCzCT38adgAQEuaf/jSMv/NO2LAh7Hinys5VRCSrikVYtCgc4Ojqgk2bSn+8Fy0KSWFszZrK\n83jlldK0Vt+vp09mf/JJ+MY34N57G09KVq4sX6d33hkeZuFgU1tb+DtqBgMDcOBAef/77w/PJ544\nokVpmmrbkFSXXmdr18JVV0F/P28DuOce2Lx56D+w+XzoA3DrrUPbNNJuEmnNkox4I/jiF8MX/n3v\nC1/2L34Rzjkn7Bx27gzPK1dOdLQiIlNb/Gvg4GB4LhTKxzdiw4YmB5dBlU5cHxgorbdGVFtf7uH5\nwIEw7/7+oclyrXjGW7VtSKpLr7O+vvBZAwaV12OhcLAN1do00m4Sac2EObkRDA7Ca6/B/v2l4aSp\nsHMVEcmyfD4c4WpvD89xCUA8vhFxyUYrq3Tiemdnab01otr6is/9aWsL8+7qCq/rjWe8VduGpLr0\nOuvuDp814FB5PebzB9tQrU0j7SaR1izJiDeC+GeG7m64777SkYpk0nz88RMSooiIRHK58BN6uv40\nOV41zCVxzXAzapjj9TXaGuaJPnpYbRuS6iqts7lzYf16ntm1i6OuvXboeszlQvvhapPrbTeJtGbC\nXG0jiIc/9alQmwPhubc3OyctiIhMRblc9T+8lcZPhcS4lmaexL56dX3rM+sJT7VtRapLr7No+MeF\nAkdVW5f1rucW+zxaM2GGqhtBRX19SphFREREpKLWTZhjyUum3Hln+NkpfeJCFuqvRERERCSTWjth\nTl4yBYae8HfyyXD11Tq6LCIiIiJVtXbCnLxaRiVHH61kWURERERqas3LysWSl0xpbx86XaUYIiIi\nIjKM1j7CnL5aRlzDfPjhcO21OrosIiIiIsNq7YQZyq+OkcvpUkQiIiIi0pDWLskQERERERklJcwi\nIiIiIjUoYRYRERERqUEJs4iIiIhIDa1/0l81xSKsXx9eL1vWUvc7FxEREZHmmZoJc7EYLjMX3wHw\n1lth82YlzSIiIiIyxNQsySgUYGCgNNzfH8aJiMj4KxbhyivDo1gMj+uvD89TVbPWQW8ROOPhAAAg\nAElEQVQvnHtueAZYuRJmzIBf+RWYPj08jjsuTC8W4d3vhre8JTz39sKFF8Ls2TBrVujbzNhEJpGp\neYQ5n4fOztIR5q6uME5ERMZX+he/m2+GtjbYvz/smzdtmnq//hWLsGhRWCejWQe9vbB8eXh9zz3Q\n1xee0155JbQzA/cw7sUXYcuW8nZr1sCuXbBhw+hjE5lkpuYR5lwuHFG+4orwUDmGiExCZnaemT1m\nZjvN7JoK083M/iaa/n0zOyMx7RYze8HMHkn1OcLMvmVmP46e3zSmC5H+xW9gICRjg4NT99e/QqE5\n66Cvr3z4vvtqt4+T5Vruvlufj0xJUzNhhpAg33hjeChZFpFJxszagS8Ai4GTgQ+Y2cmpZouBOdGj\nB7gxMe3vgfMqzPoaYJO7zwE2RcNjJ/7FL9bZGY5ctrdP3V//8vnmrIPu7vLhc86p3d5s+HkuXqzP\nR6ak1i3JKBbDf775vBJiEWlFZwE73f0JADO7HbgA+EGizQXAend3YJuZzTCz2e7+rLtvMbNjK8z3\nAiAfvf4yUABWjskSQOkXv+RVi2Bq779zuVDqMNp10NMTnvv6QvLc0xPqkNetC0eHO6IUYOZMuPZa\nmDsXrrkGHn0U3vlOuOSScER52zY4cAAuuwxWr9bfV5mSWjNhblb9l4hIdh0FPJUYfhpYUEebo4Bn\na8x3lrvH058DZlVqZGY9hKPWzJo1i8IIfprfu3dvqd/v/V543rcvPOdy4fUE/ORfFtdEqrAOGo7t\nxBNDMgxhPosXh0cl+/bBX/7l0P5XX10ajt87FVtm1lkFWY0tq3FBdmObyLhaM2GuVP+lhFlEpCHu\n7mZWsbDV3XuBXoD58+d7fgQ/zRcKBUbSb6xlNS7IbmxZjQuyG1tW44LsxjaRcbVmDXOz6r9ERLJr\nF3BMYvjoaFyjbdKeN7PZANHzC6OMU0Rk0mvNhDmu/7ruOpVjiEiregCYY2bHmVkXcBGwMdVmI7As\nulrG2cAvEuUW1WwELo1eXwr8SzODFhGZjFqzJANCkqxEWURalLvvN7OPAN8E2oFb3H2HmV0RTb8J\nuAs4H9gJvAZ8KO5vZv9IOLnvzWb2NPAX7n4zcAPwVTO7HPgJ8P7xWyoRkWxq3YRZRKTFuftdhKQ4\nOe6mxGsHPlyl7weqjH8ZWNTEMEVEJr3WLMkQEREREWkSJcwiIiIiIjVM7YS5WITrrw/PIiIiIiIV\nTN0aZt3cRERERETqMHWPMFe6uYmIiIiISMrUTZh1cxORQKVJIiIiNdVVkmFm5wGfI1zr80vufkNq\nukXTzydc6/Myd38wmvYk8AowCOx39/lNi3404pubFAohWVY5hkxFKk0SEREZ1rAJs5m1A18Afht4\nGnjAzDa6+w8SzRYDc6LHAuDG6Dn2m+7+UtOibhbd3ESmukqlSfpOiIiIlKmnJOMsYKe7P+Hu/cDt\nwAWpNhcA6z3YBswws9lNjrVxo/mpWT9TS6srFuFf/xXcoa2temlSsQhXXhkeo/0+rFwJc+aEZxER\nkUminpKMo4CnEsNPU370uFqbo4BnAQf+zcwGgXXu3lvpTcysB+gBmDVrFoUGT8Lbu3dvWZ/pO3Zw\n2sc+RtvAAAc6O3noM59hzymn1DWv0fQdLq4sUEz1yWJM0Jy4pu/YwWlXX03b4ODBcT+94AL+c9++\nshNgp+/YwWl/8ie0DQwA4DffzPbPfnbI96GemI5bt4633357GFizhp/+9Kf85/Llo1qOWrL6+UkF\nxWLY7mbOhJdfLi+TKxZhzRp45hm4/HLo6Rl+fr29cPPN8La3wYoV9f9qsnIl3HYbp82cCTfd1Pxf\nW3p7YdUqeP11uOwyWL06jFu7Fszg6qvD8vX2Ql8fdHeH4WIR1q8HYPqpp4b1E6+z5LpK94vXQ38/\nPPccvPpqWMfXXlvfehSREnev+QB+l1C3HA9/EPjbVJuvA+9KDG8C5kevj4qe3wI8BCwc7j3PPPNM\nb9TmzZvLR6xa5d7e7g7hedWq+mc2mr7DxZUBiqk+WYzJvUlxrVoVtu/k473vrdzOrNTGrOL3oa6Y\n3vGO8vd7xztGvxw1TNTnB3zHh9nHtdpjJPts9+gz2rrVfdo097a2sF20tYXhrVvDo6OjfLtZt672\nTNetK2/f2RnmM5wVKw72OQDhfevpV690XPF3Lj3ukkvKh1escO/qOjg82NkZ5jVtWvj7FK+r9PzT\n80k/hluPDcrq/tI9u7FlNS737MY2FnHVu8+upyRjF3BMYvjoaFxdbdw9fn4BuINQ4jH28vlwBQyz\n8FztKhhx6UVvb6kEI5+Hjujg+4EDsHv3uIQsMm6S23jsl78cWnKRz4dyjVhHRxjX2wvnnhueCUei\nh5QwpdqwIPXD1NKlzVgSmeziOvoDB8LwgQOlevpCAfbvL2/f11d7funpAwP1XTZ0w4aDLw3C+zbz\nF4pKcd9339Bxd989NK7oFx4A278/zCt97kF6/un51BOPiFRVT8L8ADDHzI4zsy7gImBjqs1GYJkF\nZwO/cPdnzewwM3sDgJkdBrwXeKSJ8ddmVv6cFl8h4BOfgOXLw/OiRfDww6WdtHv4ObC3YiWJyOSU\ny8EXvlD+3diyBX7zN8uT3ocfDn+UY+5w553h+3LPPeF55UpO+9jH4JOfDN+fYjF8X1JtDiYkZnDJ\nJeHnaJH4Ep/xP2bJevpK/9h1d9eeX3p6Z2d9lw1N/APnUPrnsFkqxX3OOUPHLV48NK7OzlJsHR1h\nXunLoqbnn55PPfGISFXD1jC7+34z+wjwTcJl5W5x9x1mdkU0/SbgLsIl5XYSLiv3oaj7LOCOcNU5\nOoB/cPd/bfpSVBIfmXAvHSlI16NVO7LR11eeJEAYp5ovaSUvvzx0XPpKGemjUPv3lx2JA2DDhlDj\nnD4ymGpDf3943dYGIzwnQFpQ8hKflWqYt2xprIY5nt5oDXP8D9xtt7F75kze1Owa5jiuemqYFy4s\nr0VesuRgDfP2U0/ljJ4emDu3vIY5+Z2N+y1cqBpmkSap6zrM7n4XISlOjrsp8dqBD1fo9wRw2ihj\nHJm4JCNOfGfOrNymqwv27SslzYOD8J3vhD/q8TjQf+PSeiqVGqWvlDFvXjhKHDODI44YMh93Dz9j\nDw7CV74Cp55a3mbBAnjqqfCdamuDn/40HIkeaUIy0pO6JJtqXeIzl4M77mhsfj09I0sIV6+G1at5\nqFAgPxbbVKW46hmXWD974n9GK62zdL+RrgcRGaK17/QXTjYMf8T/6I+G1mfGRzZ6esp/mv7Zz8qT\n5Y6O8N+8SKvo7Q1H7eLvyLx5cMUVsHlz+dUJPv/58u+GO9x/f/m8XnoJi+cD8NBDcNttpWEz+Kd/\nCt8p91CP2dtbKt8YSezLl4c47rwT3v1uXf5RRETGVOsmzOmTReKfitNyOXj720uJQyWDg809+UNk\noqVLLd7yFrjxxvIjVnHJUq3vRqTKWQJBnCQnv4/J8o1GjfSkLhERkRFq3YQ5ny87UaLmTRn+dZiy\n6mp9RbJu5Uo4+uihR2HnzStvd+SRcOyxMH16KF+aORM+/elSstxWe1cxbErtHkqkKp3Y1ah0eVSt\nq+CIiIg0QV01zJNSLheOOkUnSrBs2dB6r2IxnBSRvmxR0sKFcMMNqpGUyWflylB2AbBrV9iWt2wJ\nw3GphRm85z3lJRSVxLXHcalSezuceCI8+ujQtu94B/zkJ2WXwgLC92zJknD2fvrErkb09MDjj8Nf\n/VWIJ30VBRERkSZr7b80tU4kgcrX+Ew79FAlyzI5pa9mkbyubFxq0dYGTzxR3/ySdf0HDpRfG/bg\nC4Pjj4f//M/K83jtteachDRjRqm2utpVcERERJqkdUsy6hFfSSMp/dPzvHlDb8ggMoGOW7cO5swJ\nR5BrSd8opKMjXBnjb/6mdPWYjo76byCS/q4cf/zBlwdLMjo6QrKcvixj7Pnny28SVI/45kLJ9vFV\nb4a7MZGIiEgTtPYR5nq0tZX+uLe3w9/9XbhD0jPPhD/Cn/98OBrX1RWuqKGjWDKRVq7k7bffHl7H\n5RaVbgBSLJYfYT7ttHDXvbhPLC6TOOGEcH3YF18MR4HTLrkklHRccUXp5rr33BPG//jH7P7lL3nT\n8cfDxo3w4x9Xj/+hh8IVLtra4JBDhv9OxTcXSn4HAa66qvS9reOkRBERkdGY2keY0yUZBw6E2so7\n7oBvfzv87Ju+/ajIRKpw05CK4itcQPhH8Pd+D7ZvH9ouvgJMTw88+WS422X6SDKERPrll4cmpy++\nCN/+Ng997nNw1lnlZRu11HuVjHg5kt/BQqG8PrrZtzAWERFJmdpHmOMracSJRfqs/fjGJvHRrZkz\n4corw7RKJxFKiW4sMTYWLICdO0vD1copkiUL8Y1CjjxyaLv07X/jbf6XvyxPjru7w7XIkzcDiscn\n+6anx8l3ukQjPuFw92648EJ47DE46aSwrTz8cOluZfGtkQcHw+NTn6qc0KdvwlIscsonPhES63w+\n/PM70pMMRURkypvaCfNwV9JI37L1qqtKyfWtt5bf5EFK4htLxL7xDbj3Xq2r0UqWWZjBxRdXL8dI\nliwMDMC6dUOPDp922tBrLye3+d27w1Hp+Da7xWIpITaDj3986N3I7rsPrrkmXD3jne8MV5iBUAoS\nJ8Unngif/Ww4MpwsEXn00VDSER+lvueekECnr6ee5h7mc8IJpTgXLuTNcb/77w/xHnqoyqpERGRE\npnbCDMNfSSOefv315T8Dxz8P64/vUNVuLKF1NTpReYJBOGp8yinV26Uv6ZZOls1CmUalz6Tad6JQ\nKCXhbW3hqG2lvvfeO3R88tbG119fuutfWrqkY8OG6icQpvX1hYQ5KrUqu5mKu76zIiIyYlO7hrkR\n9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R7uWtUCXZDvjHS0DRVFUZQqaMCchjSz9ePD64cPQy6HJGl402RMqCTbuOeexgXMftYK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\noiiKoihV0IBZURRFURRFUarw3wJmS4DWGz/RAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NW_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NW_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NW_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NW_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NW_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 45, 135, 750, 897)\n", "Oct_NW_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 45, 135, 750, 897)\n", "Jan_NW_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 45, 135, 750, 897)\n", "Apr_NW_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 45, 135, 750, 897)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow particles" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MoCb4IiIiIlJT9VWSISIiIiJSYwqYRUREREQqUMAsIiIiIlKBAmYRERERkQrqO2DWrn8i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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NW_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NW_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NW_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NW_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Northeast" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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8Y8cZ/LroNcBOxbL5/SLI7DmzpqfRoHWci+YjJcVLD3wWU4fhjbP0O0SorPop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\n3BHOFYRPzDDwWNsf40DmAhpFTIhhVTSJ1hbdFi8VM9+Ws3ca8LpUh4J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UOwcLnSxgJGzy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QreXDz32LlmDmt2/0rlokVG+hMkBf2HhDD5t36T3bJxqXxF954ltynE5l7wZQfCx8aKVyDa/r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\njg2PM1QOh2PD8/8BwO563j0Sb/8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((45+90,735), 180, 898-735, fill=False, linewidth=3))\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NE_all = still_inside(135, 315, 735, 897, Jul_lont, Jul_latt)\n", "Oct_NE_all = still_inside(135, 315, 735, 897, Oct_lont, Oct_latt)\n", "Jan_NE_all = still_inside(135, 315, 735, 897, Jan_lont, Jan_latt)\n", "Apr_NE_all = still_inside(135, 315, 735, 897, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JQPXtt2Nsezu66urQ3dMz4LgJWl70PpXYdQJKs1/Sp2iUYp9MxGDOlXy0zHban3XrxGAW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\nKggji85O9i4rxZ8vvxx48UXWbjc3AwcPZt+HlEguf3TAlK6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S3JTVq+HZZ+HLXy6f6ASa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FAAAg\nAElEQVRImzudMOjwCCGvOXahmf1ONAH7JsKnc2MaVQYws1MJlYSudff7KhyyDPjTaKL5B4H/hzAx\nMb7/5KhNNqArapPTfaDLkvcRSVKHWRrJCaXVDiLk6a5lBKXTonzhPwa+AbxEGHFOVs34j4T8ubcI\nM6a/l/GhvwXMpnY6xm8Tyr39W0JnP67PeVYU20bgSkLH+ZfAIZRPOPwUobP9NUIJpneiGJMuQ5P9\nRGRi+DRhvskL7v5K/EWYxP2HiTJxf0MYGHmdUJbzk5UfbsQ+T/iE8ZuJ9jg5gvxnhJzq54ECcIu7\nJ//erCa0w79NqKDxDqVPPDGzHuAYVE5OqjClTkojmNkTwH9396opD81iZmcTUjOOV+6wiEh9mNlf\nA9vc/U+bHYtIvWmEWeouWtTjg8CTzY4lLUqLuA74hjrLIiIikoU6zFJXZnYz4aOvRe7+fLPjSYry\n2t4g1Ou8rcnhiIiIyAShlAwRERERkRoyjTCb2flmttnMtpjZjRX2m5ndEe3/iZnNTez7nJltNLOf\nmtl3olmqIiIiIiITQudwB0S1b78KfIRQoeAxM1vl7k8nDrsAmBl9zSdUBphvZtOBPwFOdvd3zOxv\nCaur/XWtcx555JF+wgknjOgX+c1vfsMhhxwyovuMhzzGpZiyyWNMkM+4FFPJ448//pq7HzX8ka1j\nNG025PO6gfzGBfmNLa9xQX5jy2tckN/YGhFX5jbb3Wt+AT3Ag4nbi4HFqWPuAj6RuL2ZkCc6nbCq\nz3sJnfMfAP92uHN+6EMf8pFas2bNiO8zHvIYl2LKJo8xueczLsVUAvzYh2njWu1rNG22ez6vG/f8\nxuWe39jyGpd7fmPLa1zu+Y2tEXFlbbOHHWFOdHpj2wijyMMdM93df2xm/xN4gVDzcLW7r650EjPr\nB/oBpk6dSqFQyBBayc6dO0d8n/GQx7gUUzZ5jAnyGZdiEhGRVpalwzxqZnY4cBEwg1Cd4O/M7JPu\n/u30se4+QCgmzrx587y3t3dE5yoUCoz0PuMhj3EppmzyGBPkMy7FJCIirSzLpL+XSKwNT1gJ56WM\nx/we8HN3f9Xd9wArCavsiIiIiIhMCFk6zI8BM81sRrQ2/CXAqtQxq4DLomoZZwJvuvt2QirGmWZ2\nsJkZcC6wqY7xi4iIiIg01LApGe4+aGbXAA8CHcBSd99oZldG++8EHgAuBLYAbwOfifb9yMy+DzwB\nDBJWfhtoxC8iIiIiItIImXKY3f0BQqc4ue3OxM8OXF3lvn8G/NkYYhQRERERaRotjS0iIiIiUoM6\nzCIiIiIiNajDLCIiIiJSgzrMIiIiIiI1qMMskhfFInz843DyyXDSSfC+98E558AnPwlTpsDBB8OM\nGUy7775mRyoi7aBYhKuugjlz4NhjYdGiZkck0jQNXelPRDIqFuHss2FwsHz7q6+W337uOU669VaY\nNQv6+8cvPhFpL8Ui9PbC7t2lbbfcEr7ffHNTQhJpJo0wi+RBoTC0s1zLihUNC0VEhEIB9uwZun3l\nynEPRSQP1GEWyYPeXugcwQc+fX0NC0VEhN5e6Ooaun3BgnEPRSQPlJIhkgc9PfDww+Ejz82bw2jz\nG2/ABz8Ycgd/8IPw0ejUqTyzYAGzlI4hIo3U0xNGmZctg7Vr4bXX4NJLlY4hbUsdZpG86OmBe+4Z\n9rDthQKzxiEcEWlzPT3hS0TUYRYZd8ViGLnp7Q1/jIrFMIrz9NPw7rswc2aY7Hf66WFkZ+tWjeyI\nSHOk2yuRNqUOs8h4Khbh3HNDesXkyXDbbXDtteUz0detC99Xry5t0+x0ERlv6fbqH/9RnWZpW5r0\nJzKeCoXwx2fv3vB9xYrKM9Er0ex0ERlP6faqUGh2RCJNow6zyHjq7Q0jNR0d4XtfX+WZ6JVodrqI\njKd0e9Xb2+yIRJpGKRki46mnJ3ysmcwJnD1bOcwikj+V2iuRNqUOs8h4S88810x0EcmjgYGQNhbX\nfV+yRB1naVvqMIuIiEi5gQG44orw8+rVIXVs3z5N/pO2pQ6zyHiLy8i98kq4ffTR0N0N69eHkZxa\ni5IUixy3fDkccID+YIlI46xYUX47npwcT/5T+yNtRh1mkfFULIaPNJNl5JLiUnKVOs1RiacZu3bB\n8uUa5RGRxunrKy9tmRxh1uQ/aUPqMIuMp0Jh+DJyK1ZU7jBHJZ5s3z6N8ohIY8VtUJzDPHu2Jv9J\nW1OHWWQ89faGkZpqI8xQmmBT6b6TJ7Nv1y4maZRHRBqtv7/8n3d1lKWNqcMsMp56esIozWhymKMS\nT88tXcoH/uiP9MdLqjKz84HbgQ7gG+7+xdR+i/ZfCLwNXO7uT0T7Pgf8B8CBDcBn3P3dcQxf8iBZ\nIaO/X0tkS9tTh1lkvI2ljFxPDy/s2sUH9AdLqjCzDuCrwEeAbcBjZrbK3Z9OHHYBMDP6mg98DZhv\nZtOBPwFOdvd3zOxvgUuAvx7HX0GaLV0h49ln4ctf1hLZ0ta00p/IeCoW4aqr4OMfh3POgRNOgBkz\nwu1iMdP9j1u+vHRssRhqo2a5r7SLM4At7r7V3XcD3wUuSh1zEbDMg7XAFDObFu3rBA4ys07gYODl\n8QpcciJdIWPlSi2RLW1PI8wi46VWhYznnoP774eHHqo+cpOuknHbbXD99Rr1kbTpwIuJ29sIo8jD\nHTPd3X9sZv8TeAF4B1jt7qupwMz6gX6AqVOnUhhFJ2rnzp2jul+j5TUuGJ/Ypp16KiclKmS8MG8e\nx7z4IuaOd3byVHc3O1IxtPtzNhp5jQvyG1sz41KHWWS8DFchY8+e2pUv0lUyVqwYOuqjDrOMgZkd\nThh9ngG8AfydmX3S3b+dPtbdB4ABgHnz5nnvKCahFgoFRnO/RstrXDBOsfX2wqxZ+3OYj0/lMM+t\n0M60/XM2CnmNC/IbWzPjypSSYWbnm9lmM9tiZjdW2G9mdke0/ydmNjfaPsvM1ie+dpjZ9fX+JUQm\nhLhCRjVdXbUrX8RVMiZNCiPKfX3he0eHaqNK0kvAsYnbx0Tbshzze8DP3f1Vd98DrAR+u4GxSl71\n98ODD5YmIff0wOLF+qdc2tawI8xjmUDi7puB0xOP8xJwT11/A5GJIl0h4/XX4fnnwQxOPx0WLqz9\nx6hSlQzVRpWhHgNmmtkMQpt7CXBp6phVwDVm9l1Cm/2mu283sxeAM83sYEJKxrnAj8cvdMmNSlUx\nVClD2liWlIz9E0gAogb2IiDZYd4/gQRYa2ZTzGyau29PHHMu8Ky7P1+n2EUmnrFUyIjuX1YlY6yP\nJy3H3QfN7BrgQUJZuaXuvtHMroz23wk8QCgpt4VQVu4z0b4fmdn3gSeAQeBJorQLaSPRfImy+REw\ndJvaHmkjWTrMo55AAiQ7zJcA3xlFjCKtoViEW26Bl1+Gz362er3lYR7juOXL4YAD4N57w+S/E0+E\nL35Rf7xkP3d/gNApTm67M/GzA1dXue+fAX/W0AAl36L5EkOqYmjOhLSxcZn0Z2aTgd8HFtc4Zkwz\nrjWjMzvFlE09Y+reuJHTrruOSXv3hg3r1vHM5s1s/9jHRvYYn/88J+zZw96lS5m0b1/Y8dJL+Fln\nsf7229lxyil1iXekWv31E2kr0XyJ/aPJ8fyISttE2kSWDvNYJpDELgCecPdfVDvJWGdca0Zndoop\nm7rGVCyGkZmEWT/9KbO+9KWRPcbgIMQd5QTbu5e5O3Y07Y9Yy79+Iu0kmi8xJF+50jaRNpGlSsb+\nCSTRSPElhAkjSauAy6JqGWcSTSBJ7P8ESseQdtbbC52p/0/7+kb+GHGVjI6O8n2dnRrxEZH60OQ+\nkSGGHWEeywQSADM7hFBh44r6hy8yQfT0wMMPjy2HOV0lQznMIlJvlSb89fRU3y7SJjLlMI9xAslv\ngCPGEKNIa+jpgXvGWFUxWSWjpwduvrk+sYmIQOUJf3FJTE36kzaWaeESERERaQPxhL/0gkjVtou0\nCXWYJZtFi+Coo2DaNPj4x8PHc9IU0+67D04+GU45JbwuS5Y05vUYGIDzzgvfY8Vi484nIs0XT/i7\n6abytItq20XaxLiUlZMJbtGikHsbu/deuP9+eOghNZrjbWCAk269tXT76afDSoEHHljfP2IDA3BF\nNO1g9erwffZs5TCKtINqCyJpoSRpYxphluGtXDl02549pWL2Mn5WrBi6zb18cYFGnGfFiuqLGYhI\n6ygW4aqrwlf6k6T4E6aBATjnHDj22DCgItIGNMIsw1uwoHyEGaCrSzlszdDXVxrxjU2aVP+cwvR5\n+vrCCLMWLhBpXcVieF/v3h1u3303rFlTXiVj167yWvDx34YLLhj3cEXGkzrMMry4EsPSpaHe75ln\nwsKF+miuGfr7eWbzZmb98IchFeOjH4UpU+pfLzUuebdiRegsx7e1cIFI6yoUwqeHsUpVMiosnMTK\nleowS8tTh1myuflmlTDLie0f+9jIVggcrf7+obWilcMo0rp6e8Onh/EIc6UqGekRZgifQoq0OHWY\nZXgDA6WRxtmzSyOMADfeCJs2wQc/qMUzaikWYdmy8PNll43peereuLH00Wn8UWm8IEpv79hHnIvF\n8Lpu3Qrvf3/43tkJhx0Gr74aUkCOPhquu27ki6+ISH7FI8mV2qrkctlHHBEWTdq6FS69NAymaE6D\ntDh1mKW2dLWErq4wutDRAYODpZGGV1+Fs88Oq9mp01yuVl7gKB7rtM9/Pjz3kyfDbbfB1VeH2wDr\n1o2takaxCGedFSb2AWzbVtr3yiuln19/vXRdqNMs0jpqfYqU3Kf3vbQZVcmQ2tLVEvbsCZ2pPXuG\nfiw3OKhRhkqq5QWO8rEmxa/B7t3h9Yk7y7GxVM0oFEqd5SwqVe0QkdaVrKKxaNHQWu0iLUojzFJb\nulpCtRFmCB/bq3LCULXyAkfxWPu6uuiIR5j7+uCf/qm80zyWqhm9veG1zdpp7usb+TlEZGJKf1oW\nW72aaTfcoPZfWpo6zFJbulqCcphHrlZe4Cge66kvfYm5O3aU8pRnz65fDnNPDzzyiHKYRWSo9Kdl\nCUc9/PD4xiIyztRhluGlqyUkO2IPPTT+8UxEdawuseOUU8pHcnp64J576vLY+x9Pr6uIpKU/LUt4\n9eyzee/4RyQybtRhFhERkeGlPy3r7ob166Gvj+0nncSspgYn0ljqMEt1ixaFgvTz50NyVHPZslLF\nhKOPhjlz4Fe/0mIW1STLvn32s/VPY0iXrNuwYeiCI1kMDISqG7/+Nbz3vaWUi/TjQ/h9nnwSDjkk\nHHfSSfX9nUQkn6p9WqYJ39Li1GGWyhYtKi15umVLKFXW1RUqMFTKYZs0CQ44YHSlzFpZsRjK7SXL\nvkH9Os3pSThf/3ppwl48WTPLuZLlAyH8Q3TFFfDss6ETHT/+N78ZJnomJwVecYUm/Ii0imKx9mqe\nybr88T/UhQLd3d1qA6SlqcMsla1cWX477ii7Vz5+377yZVQlKBSGln1bsaJ+Heb0JJx0dYus56pW\nHm7lyvLH14QfkdZVLMK554a2fPLkoQMg6br8zz4LX/4y7N7NaZ2dMHeu2n9pWarDLJWllzqNR5i7\nuiofP5ZSZq2stzdUmEiqZym2eBJOrKNjdOeqdtyCBeWP39U19ByECT8iMsEVCqGzHNd5T6dZpP+x\nXrly//G2Z4/SMqSlaYRZKrv55vBdOcxj09MTVj9sVA5zpZJ1o8lhjo+rlMN88cXD5jBrwo9IC+jt\nDQMf8QhzegAkXZd/wYL9I8yuOvzS4tRhlupuvrnUcU5Sp3hk6l32rdLjJ1+Tnp7RdcrT5QOrPT4M\n/X00siQy8fX0hDSMajnM6br88T/UhQJPdXczV38bpIWpwyyVxRM/3nhjf9mg/Y1lvO+II8LI8hFH\nwA9/CGvXwo4dIT1j7tz2XcgkWVXirbfgwQfh0ENh8eLGLvQxMBAm5R14YBghPvro7IukpCthZL1P\nNHI+4wMfKE1AbNT5RKT+ku35D39Y+iSs2nuyUl3+nh526J9maXHqMMtQ8cSPd98tTfKLP4abPTvs\n27UrTPQzqzwR8OGHQ3WIhx9ur85QtaVjX3utNFmmEZ3mdJWL2N13w5o1tV+DdMxZ75Oo/nHcunXw\nve+FzvpwlVJGcz4Rqb+4rY/b81i9q/mItABN+pOh4okf6Y7wihWlfXHjWq1qBoTOVLuNOtRYOhao\nXo1irKo9bqWJO2npmLPeJ139w71x5xOR+ku350mNaqtEJih1mGWoeOKHWfn2vr7SvknRpZM+Jqkd\nJ4Gkq1ak1bNCRpbHzVK5JB1z1vukq39krZQymvOJSP2l2/OkRrVVIhOUUjJkqOTEj0o5zPE+5TAP\nla5aMV45zPHjjiaHuVKljSz3SVT/eOEDH+D4f/2vs+Uwj+Z8IlJ/ybY+ncOsdAyRMuowS2XVlj+t\ntk+Na0mt566RqlW5yGI0MSeqf/y8UOD4kYwSN+s5EpFyyfei2nGRqjKlZJjZ+Wa22cy2mNmNFfab\nmd0R7f+Jmc1N7JtiZt83s38xs01mpr+SIiIieVAswjnnwPveF74PDMCSJWF71vtfdRUzb701+31E\nJqBhR5jNrAP4KvARYBvwmJmtcvenE4ddAMyMvuYDX4u+A9wO/L27/4GZTQYOrmP80ihxqaFKH7EP\nVxJMJcPCH53bbgs53vECII2WfM2g+uuXjnPFCjjqKHj11ZEtdhKf85ZbOGPt2jB5aM+esJjJmWfC\nwoWlc8fniR8/Lkm3eTPMmlV+rIiMj2IRzjorrOwHoQ14+OGQVnfAASOqePN+CNWUVPFGWlSWlIwz\ngC3uvhXAzL4LXAQkO8wXAcvc3YG10ajyNOBt4GzgcgB33w2k6m1J7sSlhuLVnpKN5nAlwVQybGiJ\nt0aWk4slX7OOjtBRHxwc+vrVihNK5QOzxJooLXdQcvtbb8G998L998NDD4WVB+PzrF4Nzz4Lt95a\nqrKxaVPp2Ha6TkSarVAodZaT9u0rVa+p9Z5MVLwxyHYfkQkqS0rGdODFxO1t0bYsx8wAXgXuNrMn\nzewbZnbIGOKV8RCXGtq7d2jJr+FKgqlkWOVyTI0u0ZR8zfbsqf76ZYkpa6yJ0nIVa6Xs2ROOST/e\nypVDS9LFx4rI+OntDf9gp42i4o2DKt5IS2v0pL9OYC5wrbv/yMxuB24E/mv6QDPrB/oBpk6dSmGE\nfzx37tw54vuMhzzGNVxM3d3dnNbZibnjnZ081d29fxWneN+kqFPsnZ2sH8H+0cbUDKONadqpp3JS\nPFIbeebUU9lep9+vUlxlr1lHR+jA7t075PUbLs6RxNrd3c1pHR1MqjRCRem1PyR1nhfmzeOYn/+8\n7H5Zr5ORyOM1JZIrPT3wyCNw443hk54PfhD+8A9D9aMRVrx5+aWXmL54sUaXpWVl6TC/BBybuH1M\ntC3LMQ5sc/cfRdu/T+gwD+HuA8AAwLx587x3hP+lFgoFRnqf8ZDHuIaNqbc3lIWLcmDnJhvAeF+U\no2yXXTay/aONqQlGHVNvb8jLTeQwz+rvZ1Yj40q9ZtGBQ1+/SnGmcpgzxxqf85ZbeHvtWg5O5TDb\nwoWlc8fn6evj+P5++JM/KcthLju2TvJ4TYnkTk9PSIcay/17evhZocB0dZalhWXpMD8GzDSzGYRO\n8CXApaljVgHXRPnN84E33X07gJm9aGaz3H0zcC7luc+SVyMtKzeS/e1gLCXeRiv9vGd5DcYaZ1Ra\nbt1wndP0eRIl6USkSUYzUbjSY9xyC/OefBLmzNEEXmlZw3aY3X3QzK4BHgQ6gKXuvtHMroz23wk8\nAFwIbCFM9PtM4iGuBZZHFTK2pvZJHqQrYtSqkDEazagY0Uz1fv7qYWAgLGry/veX/qDF1Uyefhre\nfbd+ixWkK2IsWhTylufPh1NOCQskPPlkOHbOnOwf/4pI/YxmonClx4gm/h4C8PzzmsArLStTDrO7\nP0DoFCe33Zn42YGrq9x3PTBvDDFKI6UrYtx2G1x/feUKGaPRjIoRzVSrwkizpF+D+++Hr3wFrr22\nVM0EYN268H0sr03yXKtXh45znL+8ZUvl+2QtYSUi9ZOcKLxvX9jmPrJKF5Um/sYTePVelhaTaeES\naWHpihgrVmSrsJBVMypGNFOtCiPNkn6+9+wJ25LVTKodO9ZzPfLI8PdJlrASkfHR2xv+qe/oCJUu\n4p9HUumitxc6w7ibx9u6ulQpQ1qSOsztLtloTp4cPkYfTcNZTV9ftm2tIv185uEPR/r57uoK26Jy\nUDWPHeu5zjpr+PtkLWElIvXT0xM+1bnppvDP6po14eeRfNLT0xMWOrn4Yn5z/PFw8cVKx5CW1eiy\ncpJ3caOZzLmdPbt+Objxx/vtksNc6flstvj5Tucwz55d/xzm+P7KYRbJv9FMFK70GPfcw49VlUZa\nnDrMUrnRrGfnpRkVI5opj1VCKr0GjYozfa6bbw5fIpIP8dL0Tz4ZykDWYSCje+NG+N73wo3LLstf\nG9iq8jjJvEWpwyylN9wbb8D69XD66bBjR9g32oYvXa4oqsvcFg1pHhqw+A/iyy/DzJmhxvLpp8OU\nKbBxY4jvxBPhi19sTIxxpQyArVthwYLwcW2hEEaYk6PKcRWVX/wi5ENefnnlDnYenleRiS5R2WK/\nsU7GLhY57XOfK82LuPvukOKh92lj5XGSeQtTh7ndxW+4d98NM6ShVNUARtfwpcsVubdPQ5qHBiz9\nBzGufpFe1e+ll8JxDz9c3xjTVTkgdN5vvTVM8Nu3r1QZ49prw770sVDeac7D8yrSChKVLcqsWDH6\nDnOhwKTkY46k0oaMXqVJ5nrOG0aT/tpd/IZzr7x/NNULkm/iPXvKqzG0ejWEPFTJqPYHsZLBwfrH\nWK3SxuBgqXxVXBlj5crKx6a35+F5FWkFicoWZcYy4be3l33Jx9Qk3vGRx0nmLUwd5nYXv+HMKu8f\nzZswXa4oWY2h1d/UeWjAqv1BrKSzs/4xVvvD29kZRpahVBljwYLKx6a35+F5FWkFicoWHH88nHwy\n3HXXmFf8fOqv/gquvDJ8tfKniHmSrHSiT90aTikZ7S5Z1aFeOczpShHQPjnMeaiSEf9BbFYOc7JS\nBgyfw3ziicPnMOfheRXJq5Hm9zdgafodp5wCc+fq05/Ril/DdPtY6/gbb4RNm+CDH9QgwjhQh1ka\nUy2hHuWKJqo8VMlowB/EEalWGaXS85K1ikoenleRvMlJfn/3xo3wn/5T0+OYkOLXcNeu8jke1Z7D\nYjHUuN+7N9x+9dXGzEeRMkrJEBERmahykt8/Zf36XMQxIcWvYXqOR7XnsFAodZZjjZiPImXUYZbw\n3+rHPx5y2c45B666Kmwb62NedVX5YxWL4fGPPTYsZtGKikVYsmTsz1+9LFoExxwTnvdiMdyeOTN8\nb2Ss8TU1f36omhFvq3RNLFkSjlmyJMQ1f364b7wtPnZgIFyjM2aE/dXiXrQIjjqK+Z/4ROncleJL\nxyIyEeUkv/+N00/PRRwTUvwapud4VHsOe3vD85zUiPkoUkYpGe0uXYJs06bwsc5Yyr8Vi+GNu3t3\nuH333XDHHfDHf1z6r7hS6bCJLicfje63aFHpeX7pJfjwh0vVUOIyb+71j7VSWbtnnw15yulr4vrr\nSx9Dpt17b/Xyc889B/ffP3QZ3sTvfCBUri9b6frUJCWZqHKS37/jlFNyEceElHwNs+Qw9/TAI4+U\n5zA3qqa+7KcOc7urVoJsLDUdC4WhpeRWrBj6EdLKla3VYc5bTcx0abZ06cD4da93rJWuqZUrK18T\nyY8hK6lVfm7PnqFxJ47bX/clXV+20vXZ7NdKZCzykt+flzgmopE+dz09YcBAxo1SMtpdtRJkY/lI\nrbd3aCm5vr6hHyFVKyk2UeXko9H90s9vunRgZ2djYq10TS1YUPmaSH4MWUmt8nNdXUPjThy3/9+D\ndJm7Stdns1+rOjOz881ss5ltMbMbK+w3M7sj2v8TM5ub2DfFzL5vZv9iZpvMTD2gvItToE44IaQs\nnXQSHH44TJtWnr40MBBSnubMKU+XqmccSnUavTiFbs6cyqlryec0uS1vqYAtSiPM7S5ZgmzzZjjq\nqJAnOpbybz09YcQuXUpu9uzwEdLWrXDppa01ugy5+Wh0v/j5Xb68VELu3nvDKGyyzFu9Y02Xtfvs\nZ8MI78UXV74mkh9DvvFGuP3+98MFF1QuP/fOO6FE3sKFQ+OOf+elS3m3s5OD/uIvhlbgqHZ9tggz\n6wC+CnwE2AY8Zmar3P3pxGEXADOjr/nA16LvALcDf+/uf2Bmk4GDxy14GblKS10n3XtvSF/63OeG\nrqoZrwI6lhrMke6NG+GGG5TqNFrpFLr168tT15KpflC+mq5ZeP3zkArYwtRhlsaUIKv08VI7fISU\nt48kb765/B+Tnp6htxuh0jVV7ZrIGkPW8nPR7/yjQoHeaiPHeXud6usMYIu7bwUws+8CFwHJDvNF\nwDJ3d2BtNKo8DXgbOBu4HMDddwO7xzF2GaksK3vu2VN9Vc2xLImdMGX9eqU6jUWl1yeZupauPhJv\ni1Pa3PWcN5g6zO0uXfB+YCC8Qfv6xt6IFovlo4zp0cT0yOZIi+/nzaJF5aO5efsdks8vNGeENcv1\nNTAAX/hCWDxn9uzwXG7YEO4XL6rzyivh2Ndfh+efDyMsxx0Xtr37LvT2MnPTJvje94b+fgMDYaTa\nDK67ri6dhZyZDryYuL2N0uhxrWOmA4PAq8DdZnYa8Dhwnbv/Jn0SM+sH+gGmTp1KYRQlrXbu3Dmq\n+zVaXuOCobF1d3dzWkcHk9JzRBK8s5MX583juC1bhux75tRT2V6H37Vz1iyO7+xkUtRp9s5O1nd3\nsyMHz2NeX89kXDMqvD7e2cnPTj2V33roIcwd7+zkqe5uAE7r7AzbOjrCfI29e/fvr8dzPhGes3Hn\n7rn7+tCHPuQjtWbNmhHfZzzkMa79MT36qPtBB7l3dITvCxe6h/9Tw9ddd43+JNytJNoAACAASURB\nVI8+6t7ZWf54XV3ukyaFnydNCud89FF3d3/8K18pjyXa3kwjeu3Sz11nZ8N+h1FdU8nXevLk8FrE\nsR5wwJhjzRTTXXcNf32lj4mvlfS2DF/7Kv1+lR5/LNd5BcCPvYntJ/AHwDcStz8FfCV1zA+A30nc\n/kdgXvQ1CMyPtt8O3DTcOUfTZrvns310z29c7lVie/RR94svdj/+ePcTTnCfOdN9yhT3o48O25PX\n/xlnuJ9+evhex2t/zZo14TxXXhm+ctCGx/L6eg6Ja+FC9+nTw+uTfA4ffdT9C18of06T2yrtr3ds\nOdGIuLK22Rphbmfpqg7pj4TG8lFdpY8Jkx/XJQuz9/RULnqftxHaWtLPXVxEPi+/Q/K13revvGLG\neD3f8VLZydvp6yt9DNSuolHD/imOyd+v0uPX6SPpHHkJODZx+5hoW5ZjHNjm7j+Ktn8fGDJpUHIm\na1pd1rSmscSRlzZvIkqn0MWypLPpeW84VcloZ+mqDulKBOnqAiN97HSlhK6uqoXZJ3zR+/Rzl7ci\n8snXuqurOVUi0tdTpeur0rZaVTRq2P8vQfL3y3rOie0xYKaZzYgm7V0CrEodswq4LKqWcSbwprtv\nd/dXgBfNbFZ03LmU5z5LXsUVKj7+8cpVKuJFi847L3zVu0JGMo64Yse0aeFruMWG2kVczWLRIjj5\nZOZdfnn5wk5xpYt4kaYjjoDu7vAcJiubZKmKocoZdacR5nZWqarDiSfWJ4e5UqWEGjnME77ofaWK\nFHn6HdKvNYx/DnN8PdW6vuJtdchhfnnTJqZPn17++8WP38I5zO4+aGbXAA8CHcBSd99oZldG++8E\nHgAuBLYQJvp9JvEQ1wLLo8721tQ+yaP0YjxQXqUiWYEhzpNdvTp8r+f1X6tiR7XFhtpFvLDVu+/u\n/4TvEAiLKz37LHz5y+H1iyteJL31VqnNW7cuDHjs21e9KkbeFtFqEeowt7v0xzr1/MiuWqWErLFM\nNNU+TsuLPHyEl+X6qnRMT8+Ir8ufFQpMrzRy3uiPpXPA3R8gdIqT2+5M/OzA1VXuu56QyywTRXox\nHihPRWpwhYyyOGpV7Ki02FC7iNPiEulw+9PGVq4spcxlEb/W1dLp8raIVotQSoaIiMhEll6MB8pT\nkaotElXvdKRqC2HFKi021C7itLjEAlL7u84LFpRS5mo9f7Gurtrpi3lbRKtFaIS53TWylFu1x65n\n6bq8WLSotCBInkeZJ5pFi+Cuu8Ifmf+/vfuPkqus833//qa7kyjShmAMMQESNOQYyABZWYS6I6Ed\nRyEclZA+6ywULwfhTguDHhy90sEz53pmOQMmI5hhhiVpD8HDMndYXDswRGBgVIrgvYUBIfxIYiAi\nAiGBoIMhIp1fz/3j2Tu1a/eu6l3dXVW7qj6vtXpV7V27qp7atevpZz/7+3yfvr7SfRseX8ceC/ff\nD08+CUcddSTMonvLFvjGN4oT5Xzwgz7U449/hEsvrd3ELSL1Fp2MZ/duOO640lCk8Hezfj2cdJK/\nX4v6NxqK9+STMDTk10+eXH6yoXYRDYt7803YsIE/vP027/n614sTO4X10TPP+LCx117zvclHHeW/\n04kTS8Mby9VdWZtEq0WowdzOahnnVO61BwZ8zBbUJoauEaLxgeGtGs1jF92vULpvw+NraGh4Fo0g\nJvC0b3+7+Fh8hrNVq+DGG/3lUcX4SSsYKaStXiFjtZgIq1VEv6OVK3k8OrlS9LE0IWgj1VfNHuKY\nQQrJaGdJcU61fu2k1GLNLh4fWC5eUKqTtB/DdeHxVS7l3Pr1TBgpHd3Bg7U59kXqKYvZEMKMHVde\n6TtJrrzSZ3l4//vhnHOyVdZaiX8vYeaLajOGhK8T7sekDChJx0B8XfR1sna8NIlUPcxmdh4+gX0H\nPiH+t2KPW/D4+fgR15c6554IHnsReAs4BBx0zmkwSVaEcU5hL/B4xjmVe+3e3mLPcrjc7JYvL+3B\nLBcvKNWJ79dwHRSPr6Qe5mC7w9/+Nh2VGs2dncUeZsX4STPKYjaEpIwdUXv2+EwaGzc2vqy1Ev9e\nvvSl0rosyBjS/Z3vVK57yl1Ji2ZASToGoHTd6tXw5S8XX2fCBJg0KRvHSxMZscFsZh3AzcDH8dOn\nPmZm9zjnork5lwJzg7/FwHcpnYr1o865N8at1DI+ahnnVO6106QWazbR+EDFMI+fcD8mxTBHj68y\nMcxPnXACC++8UzHM0rqymA0hKWNHXNYmdhpvI00KBnDggJ+wK83rxE/8o991uau50XWDg6WvE5s4\nTNJJ08N8JrDDOfcCgJndAVxAaTL7C4Dbg1RFj5rZFDOb4ZzbNe4llvFVyzincq/dimm9sp5SrllV\n2q/R4yvheNp7yik+52tUUro6kWZVy6uEoxVm7CjXwwzZm9hpvMW/l6SrZV1dfsKuNK8T72GOftfl\njoHout5eeOSR0h7mrBwvTSRNg3km8HJk+RVKe4/LbTMT2IXPnPJjMzsErHHOJU4vZGZ9QB/A9OnT\nyVcZU7hv376qn1MPWSzXvn372P7VrzJrcBAbGuIPH/oQL190kW9g1MmMDRuYNTiIA3b29rLvox/l\niZtvZsrmzbx5+ul1LUs5ab677i1bmP7AAwC8du65dSl3Vo+pepZpxoYNzLjvPobe976yx25YpvBY\na9SxLlIzWcyGEM3YAT52+ckn4dFHYedO+PCHszex03grNynY6tX+CleQMWRvmEUkzesce6zfj1Ca\nAaXcMRBfV2HiMEmnHlkyPuKc22lm7wf+zcx+6ZzbGN8oaEgPACxatMj1VHnmk4+ONs2QLJZr+1e/\nyrwbbzyy/O7du5n285/XbwamgQGfoSAw78Ybmfzqq5z4L/+SqVi8Eb+7QgG+8pUjPSkzH3ywGFfW\nyHI1QF3LFDt+yh27+XyenueeK9m27se6SK0980yxIRQ/pgcGhjXS6nLcl7u6GKaCrGRgoDR0qtKV\nu3iK0vDzZm0Wz2ja0WXL/MnEqlXMPXTIh5Pl8/CBDyR/P9F9WSj4nurPfKYk/AyAf/1X/9iUKXDt\ntb6B/NJLft2LL8Ibb/gBl0cfXfr6tUwt22LSNJh3AsdHlmcF61Jt45wLb183s7vwIR7DGsxSP9M2\nJuz+es7AlJAZY9ojj2QvFm8k8Vi9Zil3s4sfP5WO3aQsLO0825i0lkppOqOPQeOnpk4zQDFe5kpp\nOuOffeNGWLeu+Hj4WCMazdHPCsUZ/FatghtuOLL8AYANG4rPq/T9JE07Hk6rHXlN3nzTr+/oGD5z\nYHT/3HYb3HSTHwyYoY6qLEuTVu4xYK6ZzTGzicBFwD2xbe4BLjHvLOD3zrldZnaUmR0NYGZHAZ8A\nnh3H8sso7FmyZPjKes7AlJAZY8/ZZzffzETx2bWapdzNLn78VDp2k7KwtPNsY9JaKqXprHSy2Ahp\n0pgmlbnStN5R99+f7vXqIfpZ443WyLIRU+n7yeeTpx1fvz55Su2RptmODgZUes1URmwwO+cOAl8E\nHgC2AXc657aY2RVmdkWw2X3AC8AO4HvAXwbrpwM/M7OngE3Avc65fx3nzyBV2vWpT/nMAx/+MMye\n7S8R1bPXoa+v+P7z58OaNfz6C1/wZ7ff/GbznOWGsXpXXOH/6hCOIRSPnzPPHPnYjR5rjTjWRWop\nfkIYXc7ayWKa6ZqTypx2Wu+lS9O9Xj1EP2tHR+ljkWVHTKXvp9y048uXD3+P2PskCgcDNltHVQOl\nimF2zt2HbxRH190Sue+AqxKe9wJw2hjLKLXQ6EwV8fcPL5E3W0OmGcvcCqo5fht9rIvUSqU0neH9\nRsQwJ0kzQDEsc5oY5qTPvmRJNmKY45/17ruHxzDv3s2rhw4x88MfrhzDHH3N6LTj0RjmZctgxQp4\n+unSGOZwqvSkGOZw4OBI02zLEZoau9WVGwSRpUD/QoET1q3zidQbXZYkhUJpZfSnfwpPPOEr9ClT\nfKqeefMa+89Iyit3rIcDaB591KdaGmmAkUgWVTohzNrJYpoOhrGcDGfp88anuo7WLcH65/N5ZlbT\nq1tu2vFcbngKzcj7pC6nVKQGcyuLD6AI7ncfOABf+1o2Av2DwRFzhob8gISshWMUCnD22aUDKl58\ncfh227Y1dkCNJCs30ChpAE2lAUYiWdPfD2vXwnve43sUyzUUC4ViirdoOrJGCMuyezccdxx0d5fv\nXQ1PdN980w+MCzsodu+GP/zB97CedVbxedHP+dZb8POfN2YiqfBEfPt23wm0e3fZE/IZGzb473Hy\nZJg61e+Tkb6jNJ1dYfaQadPg+ef9/l261Md5h+WaOBHmzi0+rg6fEanB3MqSBjwMDjLlhBOyk5Ei\nGBxhWZ15KJ8fefBESNkXsidpoFEYe15uAI0azJJ1/f3FE7w33iifESI+TXV0SuV6G2nK7GiHQ3ii\n+847fvr6JG+95UMd7r0X/umf/PTT8dcO91FSfHMtJJ2Ix8sS1i8DA5wcSXl5RKXvaDSZRkJ33z18\n3aZNxfvq8BlRmiwZ0qySBjz09vrZhbIS6B8Mjjic1ZmHenpGHjwRUvaF7Ck30KjSABqRrEvKHJHU\nQVIu9WUjxMsSF80QEZ7olmssx583OFj+tctl2aiFcifioWhZymXwqPQdjTbTSBqNzKDSJNRgbmUJ\n2Sjo6/OznGUlI0UwOOLFyy5rfFmS5HJ+StElS/zlwNmz4eKLi1kXTj/d31f2hWwKB9/Ej/VwAM2y\nZf4y6Pvf7y9JqndZmkHSiV1SB0mWUl/GyxIX7XAIT3RtWOK15Of19pZ/7XqeBJc7EQ9Fy1Iug0el\n72i0mUbSUIfPiBSS0erKDYLIUqB/LsdLQ0OclJXyxJUbUCHNodyxXm4AjUjWhSd2I8Uwx6epbmQM\nc7QsI8UwR7NMpI1hDrNCwPAY5nr1nEYzWYwUw9zXx3PbtzPvZz9LH8NcTaYRxTCPOzWYRUREms3K\nlemuiGSscyR1WaLbNtPnrOJEfNenPsW8G26o/vVHm2kkKxlEmpQazK0sHCkby885Y8MGuP764Xk7\n6y0yYvqUPXv82TCkGymc5rXHkjYvmuoOSvNprlsHH/yg793YvLnx+1HGLktpFkUq6N6yBb7xDXjh\nBfjsZ5svjCj6WwP/P2DrVgj/B8yf7+t/8D21r77qt33uOX//8st9fRt/nfjvt7+/mPu4noP+wjKH\n5ay3tHWZ6ryqqcHcqqIjZR980N/29ZWOzI2ur7fYiOn3xR8fy2juNCOJUzx/ztCQr8zNigM5wowZ\nO3f6S2/Q2P0oYzfW40WkXgoFTvuv/9Vf4ofmS4UY/a11dPhBfdHBetu2+Xr11lv9Zwzr22g2h02b\n4Fe/gn/8x+LrhHV0+Pu9++7ivlm1ijkvvVT7+Nx4hoywzPX8v5C2LlOdNyoa9Neq4iNlw+Vy6+st\nNmJ62NCOsYzmTjOSOMXz7fBhX8bwtSqll2vUfpSxG+vxIlIv+TwTwsZyqJ5ZIMYq+ls7cKB8ZosD\nByrXt+vXl75O/Pcb2yfTHnlk3D5CWUkZMur9fyFtXaY6b1TUYG5V8ZGy4XK59fUWGzE9LHnQWEZz\npxlJnOL5hydM8GUMX6tSerlG7UcZu7EeLyL10tPj66WoZkqFGP2tdXWVz2zR1VW5vl2+vPR14r/f\n2D7Zc/bZ4/YRykrKkFHv/wtp6zLVeaOikIxWFR0pG42xDUfmPvtsY2NvYyOm39izh2njFcOcZiRx\niue/uHYtJ112mV+nGObWNdbjRaRecjmeuukmFt55Z3PGMMd/azD6GOZly8rHMIe/4SCG+ddLl3Ji\nPT5bmCGjUTHMaesy1XmjogZzKyszUnZUI3NrIVKxbcnn6RnPs9yxjpiOp7qL3jbTPyhJJysj7EUq\n6e9n/tq1vlF5553NeczmcvDMM75BaQaf/CScd55PH5fP+8bz7bf7RvM111Ru1L30EqxYAb/5jX+t\nTZuK6dGiWURqFXIQHVi4bFnjB/yB37f5PBx7bOXjI9zuzTdL0w4C5PN0d3er5zlGDeZ2kOXRsEEm\njzlTp/pyvvmm77UFeOKJyjlGRxLJwjGaXuvuLVvgH/7B562cN095KltZfHT7ggXZ/c1Iewqmw54E\nvidzyRJ/22zHZ3zq5q1bh28TDvybMKF0MF/4WctNs/3ii/Wb4jk6PfmqVfDtbxcHYzZiwB+UH+yf\nZjso2eendXbCwoXNd3zVkBrMrS5pNGxWRH60JwDcccfwbd54o/jDrqbySapQq8m8UShw2tVXFwee\nbNtWv4pY6itpdHtXl//npxHkkhXBQLYjA6QPHvQndc12bKYdCHfggO81dq44MC38rJWm2Q6neK71\nfokPtowPxhwcrH+DOWlQf1IZyn0HkX1uzjXn8VVDGvTX6rI8GraaEcTVjjZOqlCr+fz5PBPio7TD\nilhaS9Lo9nCUftZ+M9K+goFsRwZId3Y25yXztAPhkgbzhSpNs12vKZ7jgy3jgzEbMRA87aD+cusj\n+9xpquxh1MPc6sLRsGEPc08PDA01ulReb2/p5aCRtq1GWKFGe5irGQ3c08Phjg46oo1mVSCtKRzd\nHm00R3uY9Z1LFgTxuENr1zJ5/nz41reas/cv7PFcvboYwzxlSjGGefLk0oF/SaFR0UHjW7cWY5hP\nP71+oXNhfHSWYpjLDfavtN3pp8PevX45ss+f6u5mYTMeXzWkBnOrSxoNm5Ues8iP9qWpUznxT/5k\n/GKYY1k4qo5hzuV46h/+gYU//rFimFtd0uh2xTBLFq1cyaNLl47vAOlGKDd1c5JKmR4a/duMT0+e\nckrsmkq7byttl8uxNyvthAxRg7kdZKFiKSf40f46n+fE8f4nMMbPvfeUU+Cqq8axQJJZudzwf3ZZ\n/c2ISDrBgPeaZHwIBqwzbRr87Ge+l3bBgubs+Y8nBujvJ7dmDRxzjO+wgpF7rduAGswiIiLSWiID\n3sc940M800eoGbOXxBMDLF8O69YxEeD3vy/9nJUyb7QBDfprZYUCXH+9v40sz9iwoXR9BnRv2VIs\n08AAnHuuv42r9Fj4+OLFcMYZ/nZgYPh+SKNQ4JS//uvia0hrKxTgyivhnHNgxgyYOtXfz9BvRESq\nEBnwbuM9YLvSIPQwe0mziCcGuP9+IJKNJa7e031niHqYW1X8rHH1avjyl2FoiJMPH/YjeidNykbK\nrEKB0776VV/RmBUHX8XPZkfKMZl01j+aFGFBmrH3RdOMxd9LWke5nK7N2FskIl5kwLsb74wilQas\nN1v2knhigKVLYd06HGUazY3I/pER6mFuVfGzxsFBfxvmijx8ODsps/J5JoRpvOLpvaJns0k5Jist\nh6pNERakGSupLNr4rLrlVcrp2my9RSLihQPev/lNnrrhhvE96e3rgzVr4BOfgIsvhhNP9PG+zXiC\nHdlP/OQn8IMfwDXXsP+974XZs/3nDD/rmjVt3XGkHuZWFT9r7O2FRx7xKeXCHuaspMzq6eFwVxcd\n8R5mKD2bjZ/VJ+WcTDrrrzZFWJBmzEUbzW18Vt3yklIQhpqtt0hEioKB3zXJ+FBNpo+siw+QX7mS\nQjwbS6t81jFQg7lVJaWTC1JlPffGG8x73/uykzIrl+OpG25g4d69vkzPPJM8InekHJPh8q23Fk8U\nRpMiLEgz9sbXvsa0Awcal1NT6iOe0/W55/yJZbOOeJfWMjDg67QgP3H3qafqJC6tQgFuv525O3f6\nEMSx/JYHBnxo42uv+StSRx0FZ53VOulGBwbguuuOZPuYsWiR339hqtdp02DPnrbOlKEGcyuLnzUG\ny7vyeeZlrMLde8opxX8CuVzlhOuVfqzlHq+2Qsvl2PK3f9v8+U4lnSynXpT2FR+XsXEjp3d1jW/G\nh1YVGZvwAfBXHx96aHT7LWl8zFtvwd13w733wsMPN/f3kXCcnbxxY/K2bZwpI1UMs5mdZ2bbzWyH\nma1IeNzM7Kbg8afNbGHs8Q4ze9LMfjReBZcR9PfD3Ln+NlyeNQuOP56z/vN/Lq7PskIBLrywNNvF\nlVf6dVdeOTyjRpgh45xz/OP9/aXL0WwhV15Zui7hvU9Yt05ZEkSkcRLGTpji6tOJjE0wGNuYnUpj\nWMY7A0cjVDtGp03H9IzYw2xmHcDNwMeBV4DHzOwe59zWyGZLgbnB32Lgu8Ft6GpgG9A9TuWWSvr7\n/axl4G/z+WKmB2BSuB5KZynKkiBTBdFMFR0dfvBe6HvfKy7HY5fjZ8cbN8Jtt8FNN8GXvlSMV73t\ntuG9DkGGkTlDQ7BuXTYyiYhI+0kYl+E6OzFd+RpZZGyCA2wsY3YqZcXo6mr+EJlKn6/c9m0oTUjG\nmcAO59wLAGZ2B3ABEG0wXwDc7pxzwKNmNsXMZjjndpnZLOA/An8HfGV8iy+J1q8vXX7iiZJFi26X\n1QZzkKmiRLSxnLQ8kjBbSDQjQtjrEG0QBxlGLJpJRA1mEam36LiMIIZ586mnslD10cgiYxNe3bmT\nmddeO/p6PPweWjWGOfx8kRjm5xYt8mOdFMN8RJoG80zg5cjyK5T2HpfbZiawC1gNXAMcXelNzKwP\n6AOYPn06+Sovcezbt6/q59RDI8o1Z9EiTtix48jy7z/0Id77y18O2+6lRYv4dUb2WXw/dXd3c1pH\nBxMijWLX0YFFlydM8I3alFxnJ8+feiofeughn8YuWLe5u7tkFHV3dzendXZizuE6O3kq9nijZfFY\nV5lEaiQ2LiNLdVHmBWMTns/nmTnWRm0rZcVIEvt8WRzr1Gg1HfRnZp8EXnfO/cLMeipt65wbAAYA\nFi1a5KodbJXP5zM5QKsh5erpgRNO8D3Iy5czZeVKH6axbh2Y8c7QEJM//3lOXLmSE+tbsrKG7aee\nHj+wZdUqePVVuPxybMECn8lg92447jjskktKM2pASU8M3d2+hyFYtksuYV4uB//pP/nXAeySS4b3\n1gTv/cLatZx02WWZ683J4rGuMonUQJDlga1bfe/evHl0//mfN38IQD0NDLDwO9+B//AfRt8bHH4P\nAJdc0vw9ynGFQnImqYGB4v/XaLYpaO39UUaaBvNO4PjI8qxgXZpteoFPm9n5wGSg28x+4Jz73OiL\nLKmsXFkabhFZfrRZGhK5HNx11/B18eWk1HMjve5IP/BcjpeGhjipTSoCEcmYpBkot23j9B/9SFky\n0gqyPxwN8Mtfji6jRfx7SBr30sziswIHY3ZmbNgAN97ot3nwweJ8Bh0d4FwxtLHV9kcFabJkPAbM\nNbM5ZjYRuAi4J7bNPcAlQbaMs4DfO+d2Oeeudc7Ncs7NDp73UzWWRURERlBmBkplyahCkM3hyLid\n0WS0iH8PWZkhd7zEZwUOPtu0+MD5cMbcAwdae39UMGIPs3PuoJl9EXgA6ADWOue2mNkVweO3APcB\n5wM7gLeBz9euyNJ2+vv9lJyHDvmelbPOgg0b/OAL5/yloosvhief9NsnXSKKX3IqFErCPYZdbsrn\n6e7u1qVPEWmMMjNQKktGFYLsD46g0TyajBbx7yErM+SOl/iswMFn27NkCVMff7y4Xbke5lbbHxWk\nimF2zt2HbxRH190Sue+Aq0Z4jTyQr7qE0t6iKfLAp4dLShkXXRe/RBS/5LR6NVx1VWnKumhlEEzP\nfVpnpy59ikhjxGegDGKYN//5n2duXEVmBSF6b33nO3SPNoY5+j1A68XsJs0KDOz61KeYN2+eYpgj\nNNOfZFs8RV4a8VRw8UtOg4PDU9aFZ8th1g3nMOeUUk5EGuuEE0oaJcqSUaW+Pp44+WR6Jk0qhg7E\n8+4nXX3cvh3mzYOlS+H++4tXI1vx/0G5cT19fcWGMvh9FO6r7363fuXLCDWYJduWLy/tYU4jfoko\nfsmptxd++tPSRnNCD7Pr7GybS00ikjFlBmNJ9bq3bIGvfW34vhzp6uO2bX7661A4AVgrp5eLiu6f\nyP/Gdj0e1WCWbAszfYwlhjnpktOCBSPGMD/V3a1LnyLSGEmDsVQfjcqUzZuT92Waq49xg4Pt02CO\n7p/I1dd2PR7VYJbsi6fIC9dVI37JaaSUdbmcLn2KSOOUGYwl1Xvz9NOT92Waq49x7TQtdHT/xHuY\n2/B4VIO5FZVLQt6qBgb8pTQzuPrq5LP/6D4Bf//YY4u90mec4Sd22bYNPvxh+Na36lR4EZEEZQZj\nSfX2nnJK8r6sdPWxXAxzu/Quw/D9A219PKrB3GraLe4tSEx/RHg/WqklxWEdOFC8xBS3Zw8sWUL3\n6tVteRYtIhmRZpIlSafcvkxz9bGdGslxSfunTaWZuESaSZkk5C0rSExfcV10nxw44O+XayyHDh70\ncW8iTcjMzjOz7Wa2w8xWJDxuZnZT8PjTZrYw9niHmT1pZj+qX6mlRKEA11/vb2VMurdsgQsvhMWL\nfarScL8WCn797NkwYwaccgp87nN+u3PO8X/z5/tt9D34Dqpzz/X76Nxz/fJojHRsFwp+3x9/vP++\nMkI9zK2m3eLegsT0w9ZFJcVhVephBujs9HFvIk3GzDqAm4GPA68Aj5nZPc65rZHNlgJzg7/FwHeD\n29DVwDaguy6FllLtdqWwlgoFTrv6at9hAj7ThZnPjHToUHE9wO7dPud13LZto5tWu5XEr+ZC8X9v\nNT3wIx3bhQKcfXbxewmzZFU7bqkG1GBuNe0W9xb+UCvFMJeLwxohhnnv0FCdPoTIuDoT2OGcewHA\nzO4ALgCiLYELgNuDSaceNbMpZjbDObfLzGYB/xH4O+ArdS67gDJkjKd8ngnRRjEUZ6pzLv3rhNNq\nt+v3kHQ1N1xfTYN5pGM7ny89iQE/H4MazFIT7Rb31tc38g82TRxW/DVaPZxFWtVM4OXI8iuU9h6X\n22YmsAtYDVwDHF3pTcysD+gDmD59OvlR/F727ds3qufVWqPL1d3dzWmdnZhzuM5OnuruPpK1p9Fl\nKyer5eru7ua0jo7SRrMZhzs7sUOHsJHC8wKus5PNke9hPGR1n8Hwss04eZXH/AAAIABJREFU9VRO\njl/NBZ479VR2VfEZKh3bRx6fMIEJke/lpUWL+HUGjn81mKU9lMscEmbY+OMf4fTTS0ZEz/jIR1o/\npEUkwsw+CbzunPuFmfVU2tY5NwAMACxatMj1jOK3ks/nGc3zaq3h5erp8Tnngzormg++4WUrI6vl\noqeHJ4CFP/6xz3TR0wNTptARlnXVKn+lcWgIpk71Vxuffx4mT/aPB1OS2zXXjHte/szuMxLK1tPj\ns4YMDsK0aX6/9PYyr6+PedW8cIVju+TxFSvghRfgs5/lxJUrObFcuepIDWZpfeVipuIxWS++WDKr\n08mbNvkKop1HSEsz2gkcH1meFaxLs00v8GkzOx+YDHSb2Q+cc5+rYXklSbtdKayhvaec4mfwSxLP\niCHlpbmam8ZIx3Yu5+PFM0YNZml95WKmysVkRbXTrE7SKh4D5prZHHwj+CLgs7Ft7gG+GMQ3LwZ+\n75zbBVwb/BH0MP+faixLyygU4Pbb/cC+d96BuXOP9JQOm/21r6/95jRII9wnxx7rx/0EvcB88IP+\n/2Vvb/F/Znz/FQq+53jbNpgyBY45JnlfQ/E9fvvbkuefsG4dTJrUkO9DDWZpfeUyhyRl2Ihrp1md\npCU45w6a2ReBB4AOYK1zbouZXRE8fgtwH3A+sAN4G/h8o8orUheFgq/79+8vrtu0yd8++CBMmFDM\nnLRpE/zqV/CP/6hMJVHh1dqhodIsU2EmCyj+T12woPTK7urV8Jd/WRzQt2ePv43v63gmqwkTfAN5\n9Wr48peZMzTkG+oN+D7UYJbWVy5zSDTDRkIM83Mf+Qjz1LssTcg5dx++URxdd0vkvgPKXKM+sk0e\nyNegeCL1l8/7Rlg58cF/69crU0lceLV2pIGSg4O+Zzi6/wYHh2e/CEX3dfjaYQaTw4eLz9+/3w/S\nbND3oYlLpD3kcnDttcN/YH19/vLcr3/tY9n6+vztz3/Ork99qjFlFRGR8dXT43MvlzMh1hxavtz3\njHZ0tMecBmmEV2vj+yqut7e4bbj/env9/STRfd3VVfoeEyYUnz9xIofD5QZ8H+phFhERkdaWy/le\nyWpimJctUwxzVPRqbZoY5viV3QULyscwR/c1JMcwL1jAi2vXctJllymGWaSmBgbg1lt9uqD58+GS\nS1QJioi0i5GyM8QzZihTyXDRfRIPWUyaNCw+/0G57Bdp5krI5XhpaIiTGvSdKCRD2kOYQm7TJti4\nEW65BT760fJz2YuINEqhABdeCIsX+7pLxsfAAJx7LvT3a/+OVqEA119f/N8ZLg8M+H06f76/jT+e\n9L+2UIArr4RzzvHPO/lkOPpo3/Pc3+8fP+ccv3zssTBjBosuvbT4nQ0MwOzZMH26377G1MMs7SEp\nhZwGcohI1hQKsGQJHDzol8NMDhqAPDbRvPvR7Ejav+nF5zQIMlcMy5qxbRvcey/80z/5x5MyjSRl\nLYlatQr+/u+HTV9+FPjvceNGHxIS3R5qOoW2epilPSSlh9NADhHJmny+2FgOpckZL5VV2ofav+nE\n5zQIMlckZs04cKD4eDTTSPS1KmUtgWGNZQAL79x///Dt169P9zlGSQ1maQ99fbBmDZx5pu+9ueIK\neOgh9S6LSLb09EBn7OKv8sGPXaV9qP2bTlLmi3JZM7q6io8nZRoZKWsJ+HzMMUea0EuXDt9++fJ0\nn2OUFJIh7WO8pvUUEamVXM5fbo5nbJCxCffh4KDPuf/cc9q/1Uqa02DBgmJGi/vvh+3bYd48uOaa\n0sfjmUbiWUv27PFXVnbt8ieMYeaMFSvg6aePpJf7w6RJvOfrX/ePL1kC113n51G49NKahmOAGsyt\nJ8wE8YEPFA9YKdJUpyLSDM48U/XUeFOnydglZQ7ZtKl48nHNNaWhF6G77/bxzGHbBPxJ4fbtMG2a\nH9yXlLnq4YdL/m/v/OEPmXfddfBXf+V7rfv6fEq7666D73+/pg1nNZhbSXRQA/ig+4cfVoUbig9Y\n0FSnIpI1qqekWSQNUO3q8jHN0UGB77xTGo+8YYO/DWf+27bNX1W57bbhoZLR34MZJ0fj+99+u3Ra\nbqjp4D/FMLeS+MCFAweSz/TaVXzAgvaNiGSN6ilpFkkDVA8cGD4oMD5479Ch5Gmyk4736O8h/l7l\n1GjwX6oGs5mdZ2bbzWyHma1IeNzM7Kbg8afNbGGwfrKZbTKzp8xsi5n9zXh/AImID1zo6lIWiKj4\ngAXtGxHJGtVT0iySBqh2dQ0fFBgfvNfRkTxNdtLxHv09xN+rnBoN/hvx3c2sA7gZ+DjwCvCYmd3j\nnNsa2WwpMDf4Wwx8N7gdAv7MObfPzLqAn5nZ/c65R8f5cwgUY7MUw5wsacCCiEiWqJ6SZpE0QDU+\nyC9cfvNNf1suhrnc7Lux38NzP/wh8wYH/SDBeAxzjQf/pWmunwnscM69AGBmdwAXANEG8wXA7c45\nBzxqZlPMbIZzbhewL9imK/gbnlhPxo8GNVSmqU5FJOtUT0mzyOWSpxSP3i93LMefV+k9gtfYNTTE\nvBtuGL5NHdo9aRrMM4GXI8uv4HuPR9pmJrAr6KH+BfAh4Gbn3M+T3sTM+oA+gOnTp5OvMm5r3759\nVT+nHrJYLpUpnSyWCbJZLpVJZJwMDPjYz95edX5I9sUzT4XLYZq5V1+FuXPh+eeb/sp3zbNkOOcO\nAaeb2RTgLjM71Tn3bMJ2A8AAwKJFi1xPlXFb+Xyeap9TD3UvV4q0aVncV3UrUxVp5bK4nyCb5VKZ\nRMZB0vTNajRLVqWdKjucfhyaOntXmgbzTuD4yPKsYF1V2zjn3jSzh4DzgGENZhkHSkdUmfaPiGRZ\nPNPR4KAazJJd1UyVHQqzdzXh/940WTIeA+aa2RwzmwhcBNwT2+Ye4JIgW8ZZwO+dc7vMbFrQs4yZ\nvQs/cPCX41h+iVI6osq0f0Qky+KZjjRls2RZNVNlh5o4e9eIPczOuYNm9kXgAaADWOuc22JmVwSP\n3wLcB5wP7ADeBj4fPH0G8L+COOYJwJ3OuR+N/8cQoHjwhj2oTXpQ1oz2j4hkWXT6ZsUwS9almSq7\n3WKYnXP34RvF0XW3RO474KqE5z0NnDHGMkpaSkdUmfaPiGSdMh1JM4lnwYgut9hxrKmxW43SEVWm\n/SMiIlI7/f2wbp3Pj/ytb/l1LdBRpQZzqxgYqEvibhEREZFE/f1+QhKAnTvh7LP9DH0HDzb9YHs1\nmFtBNBURFA9WNZpFRESkXtavL10+dMhnzXCuONi+SRvMabJkSNbFUxHB8INWREREpJaWLy9dDjNo\nhLdNPNhePcytoLe3mOQ+FD9oRURERGopvLKtGGbJpHAkqmKYRUREpJFWrhzeBmnihnJIDeZWoVRE\nIiIiIjWhGOZmVSjAhRfCjBkwdSqcc45fJyIiIiLjSj3MzahQgCVLfJqW0MaNft3GjS1x6UNEREQk\nK9TD3Izy+dLGcujgQf+YiIiIiIwbNZibUU+PTwQe19nZ1ClbRERERLJIDeZmlMv50Itly+C44+CY\nYxSOISLSCgoFuP56jUkRyRjFMDerXA7uuqvRpRARkfFSKMDHPuZnRGvyaYRFWo16mEVERLIgn/eN\n5UOHitMIi0gmqMHcjMKUcosXw8CA/zv3XH8rIiLNqaenZaYRFmk1CsloNvGUcps2FR8Lp8fWBCYi\nIs0nl/NhGC0wjbBIq1GDudmUSykXGhxUg1lEpFnlcmooi2SQQjKaTbmUcqHe3roVRURExpEyZIhk\nlnqYm02YUm7VKnj1Vbj8cr9+cNA3ltW7LCLSfJQhQyTT1GBuRkkp5dRQFhFpXkkZMtRgFskMhWQ0\nm3iGDBERaX7KkCGSaephbiblMmSod1lEpLkpQ4ZIpqnB3EySMmQoK4aISGtQhgyRzFJIRjNJypCh\nrBgiIiIiNaUGczMJM2QsWwZnnglr1qh3WURERKTGFJLRbJIyZIiIiIhIzaTqYTaz88xsu5ntMLMV\nCY+bmd0UPP60mS0M1h9vZg+Z2VYz22JmV4/3BxARERERqaURG8xm1gHcDCwF5gOfMbP5sc2WAnOD\nvz7gu8H6g8BXnXPzgbOAqxKeK9UYGIBzz1VKOREREZE6SROScSawwzn3AoCZ3QFcAGyNbHMBcLtz\nzgGPmtkUM5vhnNsF7AJwzr1lZtuAmbHnSloDA/CFL/j7Dz7obxXDLCIiIlJTaRrMM4GXI8uvAItT\nbDOToLEMYGazgTOAnye9iZn14XunmT59Ovl8PkXRivbt21f1c+phPMv1J9/7HscABjjg37/3PZ4+\n+eSGlmm8qEzpZbFcKpPIOCgUlIdZJKPqMujPzN4DDAJfds7tTdrGOTcADAAsWrTI9VQ5y1E+n6fa\n59TDuJbrL/4CHn8c8I3mqX/xF6N67SzuK5UpvSyWS2USGaNCAT72MT8t9sSJfhITNZpFMiNNg3kn\ncHxkeVawLtU2ZtaFbyyvc86tH31R5Uj4xeCgz7+scAwRkdaQz/vG8qFD/jafV4NZJEPSNJgfA+aa\n2Rx8I/gi4LOxbe4BvhjENy8Gfu+c22VmBtwKbHPO3TiO5W5ffX1qKIuItJqeHt+zHPYw6+qISKaM\nmCXDOXcQ+CLwALANuNM5t8XMrjCzK4LN7gNeAHYA3wP+Mlj/p8D/DvyZmW0O/s4f7w/RUgoFuP56\nfxtff+GFsHixMmSISEVKBdqEcjkfhvHNbyocQySDUsUwO+fuwzeKo+tuidx3wFUJz/sZPtxW0igX\nw1YowJIlcPCg327TJn+rnmYRiYmkAv04fgD2Y2Z2j3Mump0omgp0MT4V6GKKqUCfMLOjgV+Y2b/F\nnisi0nY0NXaWJMWwhevDxnJocLDOhRORJnEkFahzbj8QpgKNOpIK1Dn3KHAkFahz7gnwqUDxVxVn\n1rPwbSvsMPnv/93fxq8yikhDqcGcJWEMW0dHaQxbTw90xi4G9PbWuXAi0iTKpfmsapuRUoHKOCvX\nYSIimVCXtHKSUhjDFs/DmcvBxo2wahW8+ipcfrnCMUSkZtKkAh1r7nzIbq7sRpSru7ub0zo7Medw\nnZ081d3N3oQyaJ9VL6tly2q5ILtla2S51GDOmlwuebBHLgd33VX/8ohIs6lLKtCx5s6H7ObKbki5\nenpg4cIjHSYLywz60z6rXlbLltVyQXbL1shyqcEsItJalAq0WZXrMBGRhlODOWvCqVGPPRbuv78Y\nggGasERERuScO2hmYSrQDmBtmAo0ePwWfNaj8/GpQN8GPh88PUwF+oyZbQ7WfT3IlCQi0rbUYM6S\ncJT00BAcPlxcH6aRA3jwQX+rRrOIlKFUoCIi40tZMrIkHCUdbSwnUUo5ERERkbpRgzlLwrRyE0b4\nWpRSTkRERKRuFJKRJdG0cophFhEREckENZizJjpKOt4wVkNZREREpO7UYK6lQoET1q2DSZP88ooV\nsG0bzAwm1HrjDfjsZ2HlyiPbc/vtsHUr/OY3YAZTpsDu3T6u+dJLi9uKiEjz6e+HtWt9nT5xol83\ndSp88pO+vo9OWiUimaEGc60EGS/mDA35RvDBg8XBfHv2FLdbtcrfLlvmK8r9+8u/ZritGs0iIs2n\nv79Yj0ft3u07Ssxg8mQfmqdGs0imaNBfrQQZL+zwYThwoHLmi/Xr/fYHDoz8uuvLTrwlIiJZNlL9\n7ZzvNMnglMQi7U4N5loJMl4cnjABuroqZ75Yvtxv39U18usuXz5eJRQRkXoaqf6eMMGHaWRwSmKR\ndqeQjFoJMl68uHYtJ112mV83UgxzPq8YZhGRVhXW34phFmk6ajDXUi7HS0NDnBRWfg8/POL2qihF\nRFrUwABs3gx/93ewYIHvIAF46y1Ytw4++EH1LotklBrMIykUfM9vtWf9AwOwejVnvfYaHHccXH21\nTwtXKPhBH6++CnPnws9+5gcBOgfvelfptiIi0hoGBuALX/D3H3wQOjrg0KHSbXbuhCVLYONGdZ6I\nZIwazJUEmS7Yv99fOks7cjlSMU4C+N3v/PKvfgU33ugzZgBs2lT6vD/+sbgtqNEsItIqBgdLl+ON\n5dDBg76TRg1mkUzRoL9KgkwXHDpU3cjlSMVo0fXr1xcby1W8hoiINLne3tLljo7k7To7FZYhkkHq\nYa4kyHRxpIc5bSXW2+svuQGOSKN5+fLSHuaRXkNERFpDeMVwcNDX7/EY5nzexzB/61vqXRbJIDWY\nKwkyXVQdwxxWjKtXM/Taa0yOxiUvW6YYZhGRdtTXV1q3q2Es0jTUYB7JaDNXBBXjo/k8PdGe6VwO\n7rpr3IonIiI1VigU04J++MPV9wKHz3/hhdJUoiLSNNRgFhERKadQgLPPLg7S27OnukwW8eeHU2Or\n0SzSVNp70F+hAOecA0cfDcccA/39ft311/vbavX3w6xZ/jWjz+/vh2nTYM4cn0FDRESaQz4/PKNF\nmMlitM8faYpsEcmc9u1hjp/1gz/zv/FGH09cTRo58I3isOcgkktzzpo1cMcdfv0bbyhlnIhIM+np\nGZ4zuZpMFknPH2mKbBHJnFQ9zGZ2npltN7MdZrYi4XEzs5uCx582s4WRx9aa2etm9ux4FnzMks76\nwfccVJtGDob3GAQ9ENMeeWT4tkoZJyLSHHI5eOQR3wkybVr1E4tEnz9rFlxzjcIxRJrQiA1mM+sA\nbgaWAvOBz5jZ/NhmS4G5wV8f8N3IY98HzhuPwo6r8Kw/rrPTr68mjRwM7zEIeiD2nH328G2VMk5E\npHnkcvDww/D66/622oHg4fNfflmNZZEmlSYk40xgh3PuBQAzuwO4ANga2eYC4HbnnAMeNbMpZjbD\nObfLObfRzGaPc7nHLjzrX7ECnnjCN3DDtG+jmQo7rATXrSvJpfnroSFOPOEEWLsW3vMeuPZahWOI\niDSDeHaMs86CDRvgtdfgwAG/zaFDPoyvM/LvNL6uq0spQ0WaXJoG80zg5cjyK8DiFNvMBHalLYiZ\n9eF7p5k+fTr5asIhgH379lX9HAD+5m9Kl4eGfEN5aKi6kAyApUv9X/g6+bwvV3Q9VP+642zU+6qG\nVKb0slgulUlaTlJ2jI0bR/96v/udxrCINLHMDPpzzg0AAwCLFi1yPVVODZqP5zseSaFQnGXpkkt8\nIzlct3UrvPMOXH65n41p1SrYvh3mzfPxZ0k9zwMDPjZ52jR4/nmYPBnmz+eJU09l4VVXVfVZaq3q\nfVUHKlN6WSyXyiQtp9w4l7EaHFSDWaQJpWkw7wSOjyzPCtZVu012FAo+5GL/fr98221w003wpS8V\n1wFs2gQTJsDhw3552za4997hMWwDA8Weg6iNGzm9qwsWLtSMTiIizSQpu8V40BgWkaaUJkvGY8Bc\nM5tjZhOBi4B7YtvcA1wSZMs4C/i9cy51OEbd5fPF+DPwjeTBwdJ1obCxHDpwYHhIRYWsF1ZNvk4R\nEcmGpOwY11zjY5mnTvX5+48+Gt79bnjXu4rLSeumToX582HNGvUuizSpEXuYnXMHzeyLwANAB7DW\nObfFzK4IHr8FuA84H9gBvA18Pny+mf0z0AO8z8xeAb7hnLt1vD9IVXp6/CCMsDd54kR/1p/Pl/Yw\nQ2kPM/jnxS/z9vbCgw8mvpXr7MR0WVhEpPmE2S2ilOVCpC2limF2zt2HbxRH190Sue+AxEBd59xn\nxlLAmsjlfOM4HsO8YMHoYpjDHoOEGObNp57KQoVjiIg0n0JhdFmTRKTlZGbQX93lcsMrwKR1AHfd\nNfLr9fUlXmrbq3AMEZHmUyjAxz7mrzpWO/OriLScVDP9iYiItJUwRG80M7+KSMtp3x7muEKhNPRi\n6VJ48knYvdsnnD/jDPjtb/2luWeegVtvhQ98IDlEI3oZT0REmk9Pj+9ZDnuYVZ+LtDU1mME3cJcs\ngYMH/fK2bXD33cO3mzDB/4XbwfA0c7HLeN1///eqaEVEmk0u58MwFMMsIigkw8vnSxvB5Rw+PHy7\neJq52GW8KZs3j2NBRUSkLgYG4H/8Dzj2WDWWRUQ9zIDvPejsHLnRnNTDHE8zF7uM9+bpp9egwCIi\nUiszNmyAG2/0C2HKUOVPFmlrajCD7z3YuHF8Yphjl/H2Dg016lOJiMgoTNu4sXSFprMWaXtqMIdy\nuXTp48JtK1We0fR0GlktItJU9ixZwtTHHy+u0HTWIm1PMcyhQgGuv97fhssXXgiLF/tYtkIBzjkH\njjkGZszwPc6zZ/v4tqOO8uv7+xv6EUREZOx2fepTfhrrT3xC01mLCKAeZi+eoH71arjqqmKs8qZN\nYAbOFZ+ze3fpa7z9tg/pAE2dKiLS7MpMRiUi7Uk9zDA8Qf3g4PABgNHGciXr14978UREpH66t2yB\nK6/0f+FVRxFpa+phhuEJ6nt74ac/LW00x3uYy1m+vGbFFBGRGisUOO2v/sqnDAW47TZ46CGllhNp\nc2owQ3KC+gULfIjFq6/C5Zf75RUr4OmnYfJknznj3/8d3noL3nnHN7T7+hSOISLSzPJ5JkQ7S8Jp\nsdVgFmlrajCHopktwuV41oyHH65vmUREpL56ejjc2UlH2MOsabFFBDWYyysUNCWqiEi7yeV46jvf\nYeGzz/rlSy7R/wARUYM5UTxrxk9+ogpTRKRN7D3lFJ8pSUQkoCwZSeJZMzT5iIhIcxkY8Lnyu7tL\n/446Ct797uLyjBk+576yYYhIBephThLPmqH4NRGR5jEwAF/4Qrpt33oL7r4b7r3Xj1PR1UQRSaAG\nc5KkrBkiItIcBgerf86BA8qGISJlqcFcTjxrhoiINIfeXnjwweqe09Wlq4kiUpYazCIi0lrCKa2v\nuw5+97vSxw4d8pNQdQb//o46Cs46C665Rp0kIlJW+zaYBwb8Zbve3mLlKiIiraGvT3W7iIyb9syS\nEQ4IefBBfzsw0OgSiYhINQoFuPJK/xdmuCgUfMaL2bNhzpx02S8Ssmn8b5/+NJxyiv43iMgR7dnD\nHB8QMjionggRkWZRKPh44/37/fJtt8FNN/ncydFprV98sXL2izLZNLoAtm4tPqb/DyJtrz17mHt7\nKy+LiEh25fM+q0Vo/37f8RFtLIfC7BdJymTTsBTbiEh7ac8Gc18frFkDn/iEv1XvgYhI8+jp8Vkt\nQhMn+o6PzoSLppWyX5TpLHEpthGR9pKqwWxm55nZdjPbYWYrEh43M7spePxpM1uY9rkN09cHDzyg\nxrKItJyWrLOjcjnfa3zFFf7voYd8Xb5xIyxbBiee6OOSly2rPBlJ2Hly4olw9NFH/g4cfTTMn68O\nFRE5YsQYZjPrAG4GPg68AjxmZvc457ZGNlsKzA3+FgPfBRanfO7YFQqc8td/Db/6FezdW0wZdOiQ\nv0TX0VFcDh9717vg0kth5cpxLYqISCM1RZ0N0N9Pbs0aOHx4eKo3SF4XfWzCBD+t9f79cOed8M47\nft2HPgRLl8Ill6RLE5eQTeP/y+fpUU5mEYlIM+jvTGCHc+4FADO7A7gAiFagFwC3O+cc8KiZTTGz\nGcDsFM8dm0IBlizhfUmxa5W89RasWuXvq9EsIq0j23U2QH8/rFrFxLG+zvPPD1+3ebP/u+023/Os\n3MoiMg7SNJhnAi9Hll/B90iMtM3MlM8FwMz6gD6A6dOnky83SCPmhHXrmHPwYOkgjZQc8Md169i0\ndOkonp3Ovn37Un+WelGZ0slimSCb5VKZMiXTdTbAmevW8S4YVb2dltu/n1+vXctLQ0NVPzfLx05W\ny5bVckF2y5bVckF2y9bIcmUmrZxzbgAYAFi0aJFLfTls0iT4/vdxo2g0G/Duiy+u6aW3fAYv7alM\n6WSxTJDNcqlM7WfUdTbAxRfDqlU4atdotokTOemyyzhpFD3MWT52slq2rJYLslu2rJYLslu2RpYr\nTYN5J3B8ZHlWsC7NNl0pnjs2uRxs3MgbX/sa0xTDLCKS7TobjtS7+9esYdJ4xDC/9VZpDPNZZ6WP\nYRYRSSFNg/kxYK6ZzcFXnBcBn41tcw/wxSDebTHwe+fcLjPbk+K5Y5fLseVv/zaTZ0MiInWW/Tob\nYOVKCkuXqt4WkaYwYoPZOXfQzL4IPAB0AGudc1vM7Irg8VuA+4DzgR3A28DnKz23Jp9ERERUZ4uI\n1ECqGGbn3H34Cja67pbIfQdclfa5IiJSO6qzRUTGV3vO9CciIiIikpIazCIiIiIiFajBLCIiIiJS\ngRrMIiIiIiIVqMEsIiIiIlKBGswiIiIiIhWowSwiIiIiUoEazCIiIiIiFZjPX58twfSsv6nyae8D\n3qhBccYqi+VSmdLJYpkgm+VSmYpOdM5Na8D7Nswo62zI5nED2S0XZLdsWS0XZLdsWS0XZLdstShX\nqjo7kw3m0TCzx51zixpdjrgslktlSieLZYJslktlktHI6neU1XJBdsuW1XJBdsuW1XJBdsvWyHIp\nJENEREREpAI1mEVEREREKmilBvNAowtQRhbLpTKlk8UyQTbLpTLJaGT1O8pquSC7ZctquSC7Zctq\nuSC7ZWtYuVomhllEREREpBZaqYdZRERERGTcqcEsIiIiIlJBSzSYzew8M9tuZjvMbEUd33etmb1u\nZs9G1k01s38zs+eD22Mij10blHG7mZ1bozIdb2YPmdlWM9tiZlc3ulxmNtnMNpnZU0GZ/qbRZYq8\nT4eZPWlmP8pQmV40s2fMbLOZPZ6FcpnZFDP7oZn90sy2mVmuwcfUvGD/hH97zezLjd5Pkk6j6uzI\n+2eu7g7eJ3P1d/Aema3Dg/fKXD0evFfm6vLIe2WqTg/eI9v1unOuqf+ADuBXwEnAROApYH6d3nsJ\nsBB4NrJuFbAiuL8CWBncnx+UbRIwJyhzRw3KNANYGNw/GngueO+GlQsw4D3B/S7g58BZjd5XwXt9\nBfi/gR9l4fsL3utF4H2xdY0+rv4X8H8E9ycCUxpdpkjZOoDdwIlZKZP+Rvy+GlJnR8qQubo7eK/M\n1d/B+2S2Dg/eL3P1ePB+L5KxujxSjszW6cF7Zq5er9mHrdcfkAMu2aaAAAADl0lEQVQeiCxfC1xb\nx/efTWmlux2YEdyfAWxPKhfwAJCrQ/n+Bfh4VsoFvBt4Aljc6DIBs4CfAH8WqWgbvp/KVLINKxfw\nXuDXBIOEs1CmWDk+Afy/WSqT/ip+Xw2tsyPvm+m6O3ivTNXfwXtkpg4PXjuT9Xjw+pmqyyOvnek6\nPXiPzNXrrRCSMRN4ObL8SrCuUaY753YF93cD04P7dS+nmc0GzsD3BjS0XMEls83A68C/OecaXiZg\nNXANcDiyrtFlAnDAj83sF2bWl4FyzQH2ALcFlz3/p5kd1eAyRV0E/HNwPytlkvKy+l1k6tjJUv0d\nlCeLdThktx6H7NXloazX6ZDBer0VGsyZ5fwpj2vEe5vZe4BB4MvOub2NLpdz7pBz7nR8b8CZZnZq\nI8tkZp8EXnfO/aLcNg38/j4S7KulwFVmtqTB5erEX77+rnPuDOAP+MtijSwTAGY2Efg08P/EH2vk\n70+aW6OPnazV38H7ZqoOh8zX45C9ujyU2Todsluvt0KDeSdwfGR5VrCuUV4zsxkAwe3rwfq6ldPM\nuvCV7Trn3PqslAvAOfcm8BBwXoPL9KfAp83sReAO4M/M7AcNLhMAzrmdwe3rwF3AmQ0u1yvAK0GP\nEsAP8ZVtw/cV/h/RE86514LlLJRJKsvqd5GJYyfL9Tdkqg6HDNfjkMm6PJTlOh0yWq+3QoP5MWCu\nmc0JzkouAu5pYHnuAf5LcP+/4GPQwvUXmdkkM5sDzAU2jfebm5kBtwLbnHM3ZqFcZjbNzKYE99+F\nj8n7ZSPL5Jy71jk3yzk3G3/M/NQ597lGlgnAzI4ys6PD+/g4rmcbWS7n3G7gZTObF6z6GLC1kWWK\n+AzFy3bheze6TFJZ1ursUMOPnSzW30G5MleHQ3brcchmXR7KeJ0OWa3XaxUcXc8/4Hz8aOJfAf+t\nju/7z8Au4AD+jO1y4Fj8AITngR8DUyPb/7egjNuBpTUq00fwlyueBjYHf+c3slzAnwBPBmV6Fvi/\ngvUN3VeR9+qhOFik0d/fSfhRv08BW8LjOQPlOh14PPgO7waOyUCZjgJ+C7w3si4Tx5T+RvzuGlJn\nR94/c3V38D6Zq7+D98h0HR68X2bq8eB9MlmXR94rc3V68D6Zrdc1NbaIiIiISAWtEJIhIiIiIlIz\najCLiIiIiFSgBrOIiIiISAVqMIuIiIiIVKAGs4iIiIhIBWowi4iIiIhUoAaziIiIiEgF/z9/krMy\nE+45xQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NE_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NE_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NE_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NE_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NE_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 135, 315, 735, 897)\n", "Oct_NE_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 135, 315, 735, 897)\n", "Jan_NE_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 135, 315, 735, 897)\n", "Apr_NE_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 135, 315, 735, 897)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep particles" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CfD7xRPjDHyo3a5tKwR13wIQJsGhR4ZM5giAUTUWjZCil/gr4vdb6CaVUW1RZrXUKSAHM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\nMplC6wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NE_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NE_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NE_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NE_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NE_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 135, 315, 735, 897)\n", "Oct_NE_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 135, 315, 735, 897)\n", "Jan_NE_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 135, 315, 735, 897)\n", "Apr_NE_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 135, 315, 735, 897)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow particles" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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O2rUDhzmHhb2axrcl3iNqT4//LXEpul3q7/f7aM0a/zfNPBFTN29OHtHbW36/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chVTbjzTjh6NPzu7Q31prLHaMGCcGdn2bKBxyyVggcfDP+b3b8fvvWt3DFubg7HP//3+PFw+ulw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\n1lvM3rWr/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NE_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NE_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NE_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NE_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# South" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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HTzU9thn/5GzyV0ss57/noOH8qg8Qi1bOZdKXHkZYgBAYecFubV583XZCy5YtQ9RU0zbW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jAwDgOjaOuIupeOaml2yUpZIlwXSm2dHPICkhRnUCJLOygV1wXXnXimfwswyagmPCt3dz8x/vxA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T33voCsfrGY90PhjbNdNSC7Siup5qcKvR4lRlhbigbOxSsReTJ7hCp6CNQJ4rwHUXDrgNLXv8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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((100,200), 298, 535, fill=False, linewidth=3))\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_S_all = still_inside(100, 397, 200, 735, Jul_lont, Jul_latt)\n", "Oct_S_all = still_inside(100, 397, 200, 735, Oct_lont, Oct_latt)\n", "Jan_S_all = still_inside(100, 397, 200, 735, Jan_lont, Jan_latt)\n", "Apr_S_all = still_inside(100, 397, 200, 735, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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J8u7dflumnibFkyf7GuTRo/NT71xb6yf2hSd8Z7NyJfz85z7ezMEWkRJTYlxI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\n/nHYo85fgynlHmbbbGlca+yhFJs350Zt5878vHlz7+e1tub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yoN3agIlx1Qznd5LHqt0b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\nYQwAAJUwBgCAShgDAEBVB1wmgE5r80CKAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_S_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_S_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_S_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_S_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_S_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 100, 397, 200, 735)\n", "Oct_S_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 100, 397, 200, 735)\n", "Jan_S_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 100, 397, 200, 735)\n", "Apr_S_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 100, 397, 200, 735)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep particles" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dgyVLYMsWxv3t3/rXluJaW3n/d78L//qvxY9jInVGibFIIa2tcMEF/oPYzK+sdtpp2SRq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\n76v15SLdTGkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_S_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_S_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_S_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_S_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_S_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 100, 397, 200, 735)\n", "Oct_S_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 100, 397, 200, 735)\n", "Jan_S_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 100, 397, 200, 735)\n", "Apr_S_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 100, 397, 200, 735)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow Particles" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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efNGL2P/ZZ/Mo3IoV8Nhj8PTTMDi4+3MvWAC7duXbO3e2Hi1vx/bt8NRTIyUddhmYnxr1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\nGm7GWCqU1lY44ojexz70oVRjJ0lFUK112yteAe9735Dfasa6dT0dLYa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V4prz2tcy/667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\nAfD/A+vLoMxQwQ6XAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_S_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_S_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_S_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_S_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Baynes Sound" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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izZR6jDvRcP2cChq9sjf4sqGr1nX9nr3ymcDScwgsPYfA0nMILD2HwNJbsa1D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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "ax.set_ylim(590,670)\n", "ax.set_xlim(115,135)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((118,598), 15, 59, fill=False, linewidth=3))" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_BS_all = still_inside(118, 133, 598, 657, Jul_lont, Jul_latt)\n", "Oct_BS_all = still_inside(118, 133, 598, 657, Oct_lont, Oct_latt)\n", "Jan_BS_all = still_inside(118, 133, 598, 657, Jan_lont, Jan_latt)\n", "Apr_BS_all = still_inside(118, 133, 598, 657, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AH/+rv2L/p54CILu7ieHhXdZz3jy+/cu/zDdXrZr2p6sH/9mfccx113Hg1q3EyAgvdnez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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_BS_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_BS_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_BS_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_BS_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_BS_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 118, 133, 598, 657)\n", "Oct_BS_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 118, 133, 598, 657)\n", "Jan_BS_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 118, 133, 598, 657)\n", "Apr_BS_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 118, 133, 598, 657)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep Particles" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zByJi6NFNHcDVQ499KsuvpLjj/BSKmxS3Au8bah8R1wHdwEERsQn4g8z8NHAx\nxZvBPgB8D3h3ub31EfEF4AFgADjPJ4tIkiRpNqk0JnuKj306Y5T1TwFvHqXs48DHq8QmSZIkNY1v\nfJQkSZJqZpItSZIk1cwkW5IkSaqZSbYkSZJUM5NsSZIkqWYm2ZIkSVLNTLIlSZKkmplkS5Kk3Vd/\nP/zGbxRTf//OdSecwL99+9th0SI48kjYbz/Ye2946UuLdYsWFfP77FOUnXDCi9pzwAFFnaF6e+8N\n+++/c37xYujtrRbnhRfCwQfD/vvzphNPfPG2xpvfc8+Jt5lKvHXr7YUlS4oY3vWuned6Fqv0MhpJ\nkqRZp78furth+/Zi+TOfgcsug9/8TRgcZB7Ali3w+OM72zz//MjbWrcOVqyAyy9/of24HnkEzjmn\nmO/pGb3ehRfCJZe8sNgx/panR9V469bbu3O/Q3F8+ctw++3Q1TVzcdTMK9mSJGn31NcHO3bsXN6+\nHdaseSFBjolub2Bgl/aVrVkzdvkNN+yyOOG46jZevDOxvx07iu9vFjPJliRJu6fubpg3b+fy/Plw\n2mnQUVwrzolur7Nzl/aVnXba2OWnnrrL4oTjqtt48c7E/ubNK76/WczhIpIkaffU1VVcDb3mmmL5\nzDOLda97HaxaxY5772X+vvsWY643by6uUO+1V5GMQ3Hl+6c/hT32gGXL4OKLd2nP/fcXZVDUyywS\n8cHBYn7hQrjoovGHXqxeXXxefTVs28bgtm10dnTsuq3x5gcGiuR/Im0mG2/dhvZ36aXFcJ2lS+GC\nC2b1UBEwyZYkSbuzrq4XJ2tdXXD77Xy9r4/uyVwtLdvXavXqF5Ltr042rtmsp2fmk/tp5nARSZIk\nqWYm2ZIkSVLNTLIlSZKkmplkS5IkSTUzyZYkSZJqZpItSZIk1cwkW5IkSaqZSbYkSZJUM5NsSZIk\nqWYm2ZIkSVLNTLIlSZKkmplkS5IkSTUzyZYkSZJqZpKt0fX3wwknwH778aYTT4RFi+Bd7yrWN8Di\nq66CBQtg773hpS+Fo46C3t7JbWzoWA87DC68cOx6f/zHjTkHkiSpmTrbHYAaqr8fjj8eBgcB6AB4\n/HG48Ub48pfh9tuhq6t98V14Ia+4/vqdy88/D08/DeecUyz39FTf1rBj5ZJLis/Vq19c781vhu3b\nYf58uPXW9p4DSZLUWJWuZEfESRGxISI2RsSqEcojIi4ry++PiGXjtY2Iz0fEfeX0SETcV64/PCKe\nbym7so76c1+VAAAgAElEQVQD1QT19e1MOoFoLduxoyhvpxtuGL1szZqJbWvYsY66/b6+IsEeHCw+\n230OJElSY42bZEdEB3A5cDKwBDgjIpYMq3YycEQ59QBXjNc2M/9jZi7NzKXAGqA1q3loqCwzz53K\nAWqSuruho+OFxWwtmzevKG+nU08dvey00ya2rWHHOur2u7uLK9gdHcVnu8+BJElqrCpXso8BNmbm\nw5m5HbgeWDmszkrgmizcCSyIiEVV2kZEAO8GrpvisahOXV1wxx2wYgXsuy+D8+fDy14G73xn+4eK\nAKxezb+efjq85CWw115w4IGwZAlcddXEhorArsd66KFwwQUvHioyVO/WW+GjH3WoiCRJGlOVMdmH\nAI+2LG8Cjq1Q55CKbY8HnsjMB1vWLS6HjzwDfDgz76gQp+rW1VUk1MBX+/robtiV2++ecw6vvK6m\n/zdrOdZx65lcS5KkcTThxscz2PUq9mbgFZn5VEQcDdwYEUdl5rOtjSKih2JoCgsXLqRvEuNjt2zZ\nMql206mJMUEz4zKmapoYEzQzribGJEmanaok2Y8Bh7UsH1quq1Jn3lhtI6ITOBU4emhdZm4DtpXz\n34iIh4AjgXtad5iZvUAvwPLly3MyV1n7Gnh1tokxQTPjMqZqmhgTNDOuJsYkSZqdqozJvhs4IiIW\nR8R84HRg7bA6a4Ezy6eMHAc8k5mbK7R9C/CdzNw0tCIiDi5vmCQiXkVxM+XDkzw+SZIkacaNeyU7\nMwci4nzgZorHJV+dmesj4tyy/ErgJuAUYCOwFXjfWG1bNn86L77hcQXwRxGxA/gZcG5mPj2FY5Qk\nSZJmVKUx2Zl5E0Ui3bruypb5BM6r2ral7OwR1q2heKSfJKlGEXES8JcUFz3+OjMvHlYeZfkpFBdM\nzs7Meyu2/R3gT4GDM/OH030sktR0vlZdkuaA6XrnQVl+GPArwL9O82FI0qxhki1Jc8N0vvPgL4AL\nGPbeKkmay5rwCD9J0vSblnceRMRK4LHM/GYx2mR0U330alMfsdjEuIypmibGBM2My5gmziRbkjQp\nEbE38N8ohoqMa6qPXm3qIxabGJcxVdPEmKCZcRnTxDlcRJLmhqm882C09b8ALAa+GRGPlOvvjYiX\n1Rq5JM1CJtmSNDfU/s6DzPznzPz5zDw8Mw+nGEayLDMfn7GjkqSGcriIJM0B0/zOA0nSMCbZkjRH\nTNc7D1rqHD71KCVp9+BwEUmSJKlmJtmSJElSzUyyJUmSpJqZZEuSJEk1M8mWJEmSamaSLUmSJNXM\nJFuSJEmqmUm2JEmSVDOTbEmSJKlmJtmSJElSzUyyJUmSpJqZZEuSJEk1M8mWJEmSamaSLUmSJNXM\nJFuSJEmqmUm2JEmSVDOTbEmSJKlmJtmSJElSzUyyJUmSpJp1tjsATYP+fli1Cu6/HwYHi2lgADo6\noLOzWM4cf36PPWDZMrj44nYf0fhGOuYqxzg0D/DSl8Ib3whf/So8+eTI9To74XWvK85JV1d7j1mS\nJDWWSfbupr8fjj++SAzrsG4drFjB/pdeCt3d9WyzbnUd83PPwSOPjF+vPCesW2eiLUmSRlRpuEhE\nnBQRGyJiY0SsGqE8IuKysvz+iFg2XtuI+EhEPBYR95XTKS1lF5X1N0TEiVM9yDmlr6++BHvIwAAL\n7ruv3m3WaTqOeTwDA8V+JUmSRjDuleyI6AAuB94KbALujoi1mflAS7WTgSPK6VjgCuDYCm3/IjP/\ndNj+lgCnA0cBLwf+KSKOzMwZzqJmqe7uYlhInUlnZyc/Xrq0vu3VbTqOeTydnc29si9JktquynCR\nY4CNmfkwQERcD6wEWpPslcA1mZnAnRGxICIWAYdXaDvcSuD6zNwGfDciNpYx9E/oyOaqri64447a\nx2Q/u21bu49sdKMds2OyJUlSm1RJsg8BHm1Z3kRxtXq8OodUaPtbEXEmcA/wO5n5o7LNnSNsaxcR\n0QP0ACxcuJC+Sfx0v2XLlkm1m061xfSHfzj1bQzZtm12nKu6jvnXf338Otu2jThcZFacp4ZoYlxN\njEmSNDu188bHK4CPAll+/hnw/qqNM7MX6AVYvnx5dk/ip/u+vj4m0246NTEmaGZcxlRNE2OCZsbV\nxJgkSbNTlST7MeCwluVDy3VV6swbrW1mPjG0MiI+BXxpAvuTJEmSGqvK00XuBo6IiMURMZ/ipsS1\nw+qsBc4snzJyHPBMZm4eq205ZnvIu4BvtWzr9IjYMyIWU9xMedckj0+SJEmaceNeyc7MgYg4H7gZ\n6ACuzsz1EXFuWX4lcBNwCrAR2Aq8b6y25aYviYilFMNFHgHOKdusj4gvUNwcOQCc55NFJEmSNJtU\nGpOdmTdRJNKt665smU/gvKpty/W/Nsb+Pg58vEpskiRpDurthU98Ap5+uljeay9461vh0Ufh3nuL\nJ0MNPT1qn31gv/1g82bYvh3mz4dly1i0fDl8/vNFnTPPLJ4a1d8P11yz67rJuvBCuOqqYp/jPe1q\n/nzo6YHVqye/v9lo6I3NDz8M73kP/MIvwKWXwhNPwE9/OubT0d40MAB77ln9iWKt24LiqWIXXVSc\n92ngGx8lSdLs0tsL55yz67rnnoNrrx25/nPPweOP71zevh3WrePIdet2rvvMZ+Cyy+C3fqsoH1p3\n222TS7QvvBAuuaR6/a1bd9Y/+eSJ7282Gv7G5omcL4ohEi98V5Px3HM7/46mIdGu9MZHSZKkxliz\npv5tbt9ebHfHjl3XTfaxnjfcMLPtZqMpvrE56opjOv6eMMmWJEmzzWmn1b/N+fOL7c6bt+u6yT7W\n89RTZ7bdbDT0xuZJyrrimI6/JxwuIkmSZpuhn/anOCb7X5Yv5zVbtxZ1hsZfv+519YzJHhpbPZkx\n2XPlpVitb2yexJjswYEBOh2TLUmSVKOeniknR5v7+njN8CvVXV1Tu9mx1erVc+9Gxonq6oLbb991\nXcXv9asNf4GYw0UkSZKkmplkS5IkSTUzyZYkSZJqZpItSZIk1cwkW5IkSaqZSbYkSZJUM5NsSZIk\nqWYm2ZIkSVLNTLIlaY6IiJMiYkNEbIyIVSOUR0RcVpbfHxHLxmsbEX8SEd8p6/99RCyYqeORpCYz\nyZakOSAiOoDLgZOBJcAZEbFkWLWTgSPKqQe4okLbW4DXZubrgX8BLprmQ5GkWcEkW5LmhmOAjZn5\ncGZuB64HVg6rsxK4Jgt3AgsiYtFYbTPzK5k5ULa/Ezh0Jg5Gkpqus90BSJJmxCHAoy3Lm4BjK9Q5\npGJbgPcDnx8tgIjoobhCzsKFC+nr66sYemHLli0TbjMTmhiXMVXTxJigmXEZ08SZZEuSpiwifg8Y\nAK4drU5m9gK9AMuXL8/u7u4J7aOvr4+JtpkJTYzLmKppYkzQzLiMaeJMsiVpbngMOKxl+dByXZU6\n88ZqGxFnA28D3pyZWV/IkjR7OSZbkuaGu4EjImJxRMwHTgfWDquzFjizfMrIccAzmbl5rLYRcRJw\nAfCOzNw6UwcjSU3nlWxJmgMycyAizgduBjqAqzNzfUScW5ZfCdwEnAJsBLYC7xurbbnpTwJ7ArdE\nBMCdmXnuzB2ZJDWTSbYkzRGZeRNFIt267sqW+QTOq9q2XP/qmsOUpN2Cw0UkSZKkmplkS5IkSTUz\nyZYkSZJqZpItSZIk1cwkW5IkSaqZSbYkSZJUs0pJdkScFBEbImJjRKwaoTwi4rKy/P6IWDZe24j4\nk4j4Tln/7yNiQbn+8Ih4PiLuK6crh+9v1unvhxNOgAMOgP33h332gb33LuYPPLAou/BCOPxw3njK\nKTvr7Lnnznr77AP77VfU7e8fe1/vehcceyz09s7cMUqSJOkF4z4nOyI6gMuBtwKbgLsjYm1mPtBS\n7WTgiHI6FrgCOHactrcAF5UvOVgNXARcWG7vocxcWssRtlt/Pxx/PAwOjl5n3bpiosIXsm4drFhR\nfHZ1vXhfK1bAwECxfNddxWdPz6RClyRJ0uRUuZJ9DLAxMx/OzO3A9cDKYXVWAtdk4U5gQUQsGqtt\nZn4lM8tskDuBQ2s4nubp6xs7wR4mqlQaGCi2O9K+hhLsIWvWVN63JEmS6lHljY+HAI+2LG+iuFo9\nXp1DKrYFeD/w+ZblxRFxH/AM8OHMvGN4g4joAXoAFi5cSN9ISec4tmzZMql2E7H//vvzhj32YI+f\n/ay2bWZHB/ftvz/PDot9//335w0dHezRktT/y2tfy+YajnEmztVEGVM1TYwJmhlXE2OSJM1ObX+t\nekT8HjAAXFuu2gy8IjOfioijgRsj4qjMfLa1XWb2Ar0Ay5cvz+7u7gnvu6+vj8m0m5Dubli2DFat\ngvvvL65qDw5CJnR2FtPrXgfHHQef/zw7fvAD5nV2FnUGBqCjo6gzOAh77AHLlhEXX8yy4UNFWvd1\nySXw/e/DBz7Aa3p6eE0NhzEj52qCjKmaJsYEzYyriTFJkmanKkn2Y8BhLcuHluuq1Jk3VtuIOBt4\nG/DmzEyAzNwGbCvnvxERDwFHAvdUiLWZurrg9tvHr7d6NV+b6j/yXV3w938/+faSJEmasipjsu8G\njoiIxRExHzgdWDuszlrgzPIpI8cBz2Tm5rHaRsRJwAXAOzJz69CGIuLg8oZJIuJVFDdTPjylo5Qk\nSZJm0LhXssunf5wP3Ax0AFdn5vqIOLcsvxK4CTgF2AhsBd43Vtty058E9gRuiQiAOzPzXGAF8EcR\nsQP4GXBuZj5d1wFLkiRJ063SmOzMvIkikW5dd2XLfALnVW1brn/1KPXXAD4SQ5IkSbOWb3yUJEmS\namaSLUmSJNXMJFuSJEmqmUm2JEmSVDOTbEmSJKlmJtmSJElSzUyyJUmSpJqZZEuSJEk1M8mWJEmS\namaSLUmSJNXMJFuSJEmqmUm2JEmSVDOTbEmSJKlmJtmSJElSzUyyJUmSpJqZZEuSJEk1M8mWJEmS\namaSLUmSJNXMJFuSJEmqmUm2JEmSVDOTbEmSJKlmJtmSJElSzUyyJUmSpJqZZEuSJEk1M8mWJEmS\namaSLUmSJNXMJFuSJEmqmUm2JEmSVLNKSXZEnBQRGyJiY0SsGqE8IuKysvz+iFg2XtuIODAibomI\nB8vPA1rKLirrb4iIE6d6kJKkme/LJWkuGzfJjogO4HLgZGAJcEZELBlW7WTgiHLqAa6o0HYVcGtm\nHgHcWi5Tlp8OHAWcBPxVuR1J0iTNdF8uSXNdZ4U6xwAbM/NhgIi4HlgJPNBSZyVwTWYmcGdELIiI\nRcDhY7RdCXSX7T8H9AEXluuvz8xtwHcjYmMZQ//kD3ME/f284T//Z/jud2FwEDo7i8+BAejo2Lmc\nOfn5oW3ttRe87GXwwQ9CT8+ucfT2wqWXwvPPw9Kl7P+Wt0B394gh098Pq1bBvffuGnPrPvfYA5Yt\ng4svhq6uWk+ZpFltpvvyevX3c9SHPwwPPQTPPjs9ffUk279p+3aYN68RsQzNv2nbtuK8TWVbNZ/j\nNwHsuWd95+glL4HjjoMLLij+vbvwQrj2WviFX/DfQDVClST7EODRluVNwLEV6hwyTtuFmbm5nH8c\nWNiyrTtH2FZ9+vvh+ONZMDhY62ZH9fzz8PTTcM45xfJQot3bu3MdwCOPsPRLXyqS5OGdQxkzVWJe\ntw5WrCg+7WQkFWa6L69Pfz+sWMFBAwO1b7oOHVAkfg3SxJ9/OwC2b69vg88/DzfeCF/+Mrz73UWC\nDfDYY/4bqEaokmRPu8zMiMiJtImIHoqfM1m4cCF9fX2V277i2mtZPDhITCjKqUvgR5/6FPcfeSQA\nr//UpzgAdokjBgZ4+Oqr+dehqxClicacAwN8d4TtTNaWLVsmdI5ngjFV08SYoJlxNTGm2WS8vnyy\n/fYrrr2WxQMDM95nV9XEuOZSTLljBzv+4R+Y17KPqv8GNvW/+SbGZUyTkJljTkAXcHPL8kXARcPq\nXAWc0bK8AVg0VtuhOuX8ImDDSNsHbga6xorx6KOPzgn5+tczOzryZ8UPUDM7XXXVzjiuuupF5YOd\nnUV8o8RceT+jbWeSbrvtttq2VRdjqqaJMWU2M652xQTck+P0xVOdZrovH2+aUL/99a9ndna2p8+u\nMDUxrjkV07x5me99767rKv4b2MR+KLOZcRnTTlX77CpXsu8GjoiIxcBjFDclvmdYnbXA+eU4vWOB\nZzJzc0Q8OUbbtcBZwMXl5xdb1v9NRPw58HKKG3DuqhBndV1dcMcd/PicczignWOyh+ZbxmTf95a3\nsGykn7fKmB2TLWmSZrovr09XF6xbxw9/93c5uIFjsge3b6ezYWOyB7dtK/6Bb9CY7EGgczrHZB9y\niGOy1SjjJtmZORAR51NcUe4Ars7M9RFxbll+JXATcAqwEdgKvG+stuWmLwa+EBEfAL4HvLtssz4i\nvkBxQ80AcF5m1j94uquLb152Gd2j3WQ4U3p6dkm8nx3rZ4+uLrj99umPSdJuZ6b78tp1dbH+Yx9r\nf589gq/29TUurjkZ0+rVxSQ1RKUx2Zl5E0Xn27ruypb5BM6r2rZc/xTw5lHafBz4eJXYJEnVzHRf\nLklzmW98lCRJkmpmki1JkiTVzCRbkiRJqplJtiRJklQzk2xJkiSpZibZkiRJUs1MsiVJkqSamWRL\nkiRJNYvi3QOzW/nK3+9NoulBwA9rDmeqmhgTNDMuY6qmiTFBM+NqV0yvzMyD27Dftplkv93Evxlo\nZlzGVE0TY4JmxmVMO1Xqs3eLJHuyIuKezFze7jhaNTEmaGZcxlRNE2OCZsbVxJi0U1O/nybGZUzV\nNDEmaGZcxjRxDheRJEmSamaSLUmSJNVsrifZve0OYARNjAmaGZcxVdPEmKCZcTUxJu3U1O+niXEZ\nUzVNjAmaGZcxTdCcHpMtSZIkTYe5fiVbkiRJqp1JtiRJklSzOZtkR8RJEbEhIjZGxKoZ3O/VEfGD\niPhWy7oDI+KWiHiw/DygpeyiMsYNEXHiNMV0WETcFhEPRMT6iPhgu+OKiJ+LiLsi4ptlTH/Y7pha\n9tMREf8nIr7UoJgeiYh/joj7IuKeJsQVEQsi4u8i4jsR8e2I6Grz39RryvMzND0bEf+l3edJ1dhn\n7xKTffbEYrPPrhaTfXbdMnPOTUAH8BDwKmA+8E1gyQztewWwDPhWy7pLgFXl/CpgdTm/pIxtT2Bx\nGXPHNMS0CFhWzu8H/Eu577bFBQSwbzk/D/jfwHHtPlflvj4E/A3wpSZ8f+W+HgEOGrau3X9XnwN+\nvZyfDyxod0wtsXUAjwOvbEpMTuN+X/bZO/dvnz2x2Oyzq8Vkn1133O3cedsOGrqAm1uWLwIumsH9\nH86uHfYGYFE5vwjYMFJcwM1A1wzE90XgrU2JC9gbuBc4tt0xAYcCtwK/3NJht/08jdJhty0u4CXA\ndylvrm5CTMPi+BXga02KyWnM78s+e+z47LNHj8U+u1o89tnTMM3V4SKHAI+2LG8q17XLwszcXM4/\nDiws52c8zog4HPg3FFch2hpX+RPffcAPgFsys+0xAZcCFwA/a1nX7pgAEviniPhGRPQ0IK7FwJPA\nZ8qfaf86IvZpc0ytTgeuK+ebEpNG17TvojF/M/bZ47LPrsY+exrM1SS7sbL4369sx74jYl9gDfBf\nMvPZdseVmYOZuZTiSsQxEfHadsYUEW8DfpCZ3xitThu/vzeV5+pk4LyIWNHmuDopfmK/IjP/DfAT\nip/12hkTABExH3gH8LfDy9r5359mJ/vsXfZpn12dfXZFs7nPnqtJ9mPAYS3Lh5br2uWJiFgEUH7+\noFw/Y3FGxDyKzvrazLyhKXEBZOaPgduAk9oc0xuBd0TEI8D1wC9HxP9oc0wAZOZj5ecPgL8Hjmlz\nXJuATeWVLIC/o+jA236uKP5RuzcznyiXmxCTxta076LtfzP22ZXYZ1dnnz0N5mqSfTdwREQsLv8P\n6XRgbRvjWQucVc6fRTG+bmj96RGxZ0QsBo4A7qp75xERwKeBb2fmnzchrog4OCIWlPN7UYw3/E47\nY8rMizLz0Mw8nOJv5n9l5q+2MyaAiNgnIvYbmqcYu/atdsaVmY8Dj0bEa8pVbwYeaGdMLc5g58+O\nQ/tud0wam312C/vsauyzq7PPnibtHBDezgk4heKO7IeA35vB/V4HbAZ2UPyf4weAl1LcmPEg8E/A\ngS31f6+McQNw8jTF9CaKn1vuB+4rp1PaGRfweuD/lDF9C/j9cn1bz1XLvrrZeRNNu7+/V1HcUf1N\nYP3Q33MD4loK3FN+hzcCBzQgpn2Ap4CXtKxrxN+U07jfnX32zn3YZ088Pvvs8eOyz6558rXqkiRJ\nUs3m6nARSZIkadqYZEuSJEk1M8mWJEmSamaSLUmSJNXMJFuSJEmqmUm2JEmSVDOTbEmSJKlmJtmS\nJElSzUyyJUmSpJqZZEuSJEk1M8mWJEmSamaSLUmSJNXMJFuSJEmqmUm2JEmSVDOTbEmSJKlmJtmS\nJElSzUyyJUmSpJqZZEuSJEk1M8mWJEmSamaSLUmSJNXMJFuSJEmqmUm2JEmSVDOTbEmSJKlmJtmS\nJElSzUyyJUmSpJqZZEuSJEk1M8mWJEmSamaSLUmSZo2I2BIRryrnPxsRH2t3TNJITLLVGBHRFxG/\n3u44Jisifj4irouI70fEMxHxtYg4dlid90TE9yLiJxFxY0Qc2FL27oj4ekRsjYi+Ye2OL/9haZ0y\nIk6bocOTpEkr+/cfRcSeU91WZu6bmQ9X2Oe/i4ivRsSPI+LxiPjriNivpXzPiLg6Ip4tyz80rH1v\nRGyIiJ9FxNnDyq4c1h9vi4jnpnps2r2YZEujiIjOCTbZF7gbOBo4EPgc8OWI2Lfc3lHAVcCvAQuB\nrcBftbR/GrgUuHj4hjPzjvIfln0zc1/gbcAW4H9OMEZJmlERcThwPJDAO6awnYn2yS8BPga8HPhF\n4BDgT1rKPwIcAbwS+CXggog4qaX8m8BvAvcO33BmnjusT74O+NsJxqfdnEm2GiciDoiIL0XEk+WV\njy9FxKEt5X0R8dHySvFzEfGViDioLOuOiE3DtvdIRLylnD8mIvrLKxubI+KTETG/pW5GxHkR8SDw\nYERcHhF/Nmx7ayPit4fHnZkPZ+afZ+bmzBzMzF5gPvCassp7gX/IzHWZuQX478CpQ1dWMvOfMvML\nwPcrnKazgL/LzJ9UqCtJ7XQmcCfwWYq+6wXlcI8rI+KWsj+/PSJe2VK+S5/csu7V4+00M/8mM/9n\nZm7NzB8BnwLe2FLlLOCjmfmjzPw20Auc3dL+8sy8FfjpWPuJiH2A0ygurEgvMMlWE+0BfIbi6sIr\ngOeBTw6r8x7gfcDPUySy/7XitgeB3wYOArqAN1NcqWj1TuBYYAlFp3lGROwBUCbzbwH+ZrwdRcTS\nMraN5aqjKK6MAJCZDwHbgCMrxj603X2Af48duqTZ4Uzg2nI6MSIWDit/L/BRin75vrJeq9Y+eSpW\nAOuhuJgDLKKlTy7nj5rEdk8DngTWTTE+7WZMstU4mflUZq4prz48B3wc+L/t3X+UXXV97//nm5kE\nIQJBfgy5ITXRBr4GrRpTyKkQxlorYdmGH11eUAqo305QaOlte0movXX1fm+VpL0tZZVFmNao3EtF\nWiKNggu9fj0E/E6uKBU0IBopLaH8stwCKZgw8fP9Y+9xTibz48ycfeZ8JvN8rHXWnL3357P365yZ\nfOadPZ+z95kjmn0qpfT9lNLLwK3AW5rc97dSSttTSoMppccopm+M3PcnUkrPpZReTil9A3ieohgH\nuACop5SeHu84EXEk8D+AP0opPV+ufnW5r0YvAEcwOecBPwLunmQ/SZpWEXE6xQmTW1NK3wJ+SHGS\npNEd5V/49gAfBWoRsahh+0/H5BZyvIvizPUflqteXX5tHJOnMh5T7vemlFKaaj4dnCyylZ2IODwi\nbiw/IPgCxdmB+RHR1dDsqYbnLzE8YE6075PK6SdPlfv+OMXZk0aPj1j+DHBR+fwiiuJ5vGMcBnwB\n2J5S+kTDpt3AkSOaHwVM9sMyDuiSZopLgC+nlH5ULv8NI6aM0DDmllPpnqOYR33A9qmIiJXlcX8t\npfT9cvXu8mvjmDzp8TgifgboBW5qJaMOThbZytHvUsxjPi2ldCTFn/gAoom+/w4cPrRQFubHNWy/\nAfgesLTc9++Pst+Rxev/BNZExJspPjxz+1gHLz85fzuwC1g7YvMO4M0NbV9PMZ3k+zSpPLvTiwO6\npMyVJxzeC5xZnth4imK63pvL8XTIooY+r6b44HjjZ1OmfEIhIt4KbAU+WM6vLnZYzNF+koYxuXy+\nY5KH+HXg681c7USzj0W2cnQExTzsfysvcfexSfT9PvCq8tJNc4A/ABovGXUExZ8Ed0fE/wV8eKId\nppR2UVw15H8At431J8vyeH9XZr8kpfSTEU1uBn6lvBzfPIo5iFvKKTFERFdEvAroBg6JiFeV+2z0\n68D/V87nlqScnUPxOZhlFFP63kJxouIeinnaQ86OiNPLD6H/PxR/BWzp7DVARLyR4gpMv5lS+sIo\nTW4C/qD8sP0bgN+g+HDmUP+55ZgcwJxyTB5ZN13c2EdqZJGt3CSKy9gdRjHveDuTuExdOf/5I8Bf\nA09QnNluvNrI71HMB3yR4pPmn2ty158B3sT4U0V+geLSer9M8R+EoeunnlFm2wFcRlFsPwPMY/8P\nXf46RYF+A8Xlrl4uMza6GD/wKGlmuITi8zP/nFJ6auhB8UH29zdcku9vKE6mPEdxCdSLRt/dpP0u\nxV8yP9kwHjeeqf4YxRzxfwLqwMaUUuPvmy9TjMO/QHHlkZcZ/ssqEVEDTsRL92kM4bRO5SIi7gf+\na0ppzOkYnRIRqyimjbzWudCSVI2I+DSwK6X0B53OIlXNM9nKQnmjljcA/9DpLCOVUzauBP7aAluS\nJDXDIlsdFxEbKP4sty6l9E+dztOonKf3bxTXU722w3EkSdIM4XQRSZIkqWKeyZYkSZIq1j1xk/wd\ne21VheoAACAASURBVOyxafHixZPu9+///u/Mmzev+kAtyDET5JnLTM3JMRPkmatTmb71rW/9KKV0\n3MQtDx5TGbdz/JkZkmu2XHNBvtlyzQX5Zss1F7QnW9Njdkppxj/e9ra3pan42te+NqV+7ZRjppTy\nzGWm5uSYKaU8c3UqE/DNlMFYOp2PqYzbOf7MDMk1W665Uso3W665Uso3W665UmpPtmbHbKeLSNIs\nERFnRcQjEbEzItaPsj0i4rpy+4MRsbxh2+aIeCYivjtKv9+MiO9FxI6I2Nju1yFJM4FFtiTNAhHR\nBVwPrKa4A9+FEbFsRLPVwNLy0UdxY6QhnwbOGmW/7wDWAG9OKZ0C/Gnl4SVpBrLIlqTZ4VRgZ0rp\n0ZTSXuAWiuK40RrgpvIvotuB+RGxACCltI3ijnwjfRi4JqW0p2z3TNtegSTNIAfFBx8lSRNaCDze\nsLwLOK2JNguBJ8fZ70nAGRHxx8CPgd9LKd03WsOI6KM4Q05PTw/1en0y+dm9e/ek+0yXXLPlmgvy\nzZZrLsg3W665oLPZLLIlSa3oBl4DrAR+Hrg1Il5XfjhoPymlfqAfYMWKFam3t3dSB6rX60y2z3TJ\nNVuuuSDfbLnmgnyz5ZoLOpvN6SKSNDs8ASxqWD6xXDfZNiPtAraUU0y+AfwEOLbFrJI041lkS9Ls\ncB+wNCKWRMRc4AJg64g2W4GLy6uMrASeTymNN1UE4HbgHQARcRIwF/hRtdElaeaxyJakWSClNAhc\nAdwFPAzcmlLaERGXRcRlZbM7gUeBncBfAR8Z6h8RnwUGgJMjYldEfKjctBl4XXlpv1uAS0abKiJJ\ns41zsiVplkgp3UlRSDeu29TwPAGXj9H3wjHW7wUuqjCmJB0UPJMtSZIkVcwz2VKn9ffDxz8Oz5WX\nIN63DwYHoasLuruL5ZQm97yh/+l79lS2ryn1Twl6euDqq6Gvr7PvtSSpM9atgxtvhIjid8GGDe09\nXn8/XHsttV279v+9NKS7G970JrjmGqjV2hLBIlvqpP5+WLu2rYfoauvem/TYY8Ov00JbkmaXdetg\n48bh5aHn7Sq0G363zh2v3bZtsGpV8bUNhbbTRaROuu22th8i2n6ESZiG1ytJysyWLc2tq0rD75oJ\nfwcODkKbblZjkS110vnnt/0QWV3mYRperyQpM+ed19y6qjT8rpnwd2B3N7TpZjVOF5E6aWjqRBvn\nZO/bs4du52RLkjplaFrIdM3JHvpdc+217N21i0Odky3NUn19bS0+7834dreSpFliw4b2f9ixUfm7\ndcDbqkuSJEkHD4tsSZIkqWIW2ZIkSVLFLLIlSZKkillkS5IkSRWzyJYkSZIqZpEtSZIkVcwiW5Ik\nSaqYRbYkSZJUMYtsSZIkqWIW2ZIkSVLFLLIlSZKkirVUZEfEWRHxSETsjIj1o2yPiLiu3P5gRCxv\n2LY5Ip6JiO+O6PMnEfG9sv3nI2J+KxklSZKk6TblIjsiuoDrgdXAMuDCiFg2otlqYGn56ANuaNj2\naeCsUXb9FeCNKaWfA74PXD3VjJIkSVIntHIm+1RgZ0rp0ZTSXuAWYM2INmuAm1JhOzA/IhYApJS2\nAc+N3GlK6csppcFycTtwYgsZJUmSpGnX3ULfhcDjDcu7gNOaaLMQeLLJY3wQ+NxoGyKij+LsOD09\nPdTr9SZ3OWz37t1T6tdOOWaCPHOZqTk5ZoI8c+WYSZI0M7VSZLdVRHwUGARuHm17Sqkf6AdYsWJF\n6u3tnfQx6vU6U+nXTjlmgjxzmak5OWaCPHPlmEmSNDO1UmQ/ASxqWD6xXDfZNgeIiEuB9wDvTCml\nFjJKkiRJ066VOdn3AUsjYklEzAUuALaOaLMVuLi8yshK4PmU0rhTRSLiLOAq4FdTSi+1kE+SJEnq\niCkX2eWHE68A7gIeBm5NKe2IiMsi4rKy2Z3Ao8BO4K+Ajwz1j4jPAgPAyRGxKyI+VG76S+AI4CsR\n8e2I2DTVjJKkYe247GrD9t+NiBQRx7bzNUjSTNHSnOyU0p0UhXTjuk0NzxNw+Rh9Lxxj/c+2kkmS\ndKCGy66+i+JD6PdFxNaU0kMNzRovu3oaxWVXhz7Q/mmKkyA3jbLvRcAvA//crvySNNN4x0dJmh3a\nctnV0p9TTPPzMzSSVMr26iKSpEq15bKrEbEGeCKl9EBEjBug1Uuv5nyJxVyz5ZoL8s2Way7IN1uu\nuaCz2SyyJUlTEhGHA79PMVVkQq1eejXnSyzmmi3XXJBvtlxzQb7Zcs0Fnc3mdBFJmh3acdnV1wNL\ngAci4rGy/f0RcULLaSVphrPIlqTZofLLrqaUvpNSOj6ltDiltJhiesnylNJTbXoNkjRjWGRL0izQ\nxsuuSpJG4ZxsSZol2nHZ1RFtFrcYUZIOGp7JliRJkipmkS1JkiRVzCJbkiRJqphFtiRJklQxi2xJ\nkiSpYhbZkiRJUsUssiVJkqSKWWRLkiRJFbPIliRJkipmkS1JkiRVzCJbkiRJqphFtiRJkqrT3w/L\nlsEppxTPGw0MwLnnwuLF+28fWr9gAcybB4cfDkceOfyYNw+OOAIWLYKjjx5eN1q7ww8v9nPuuRy5\nY8foGQcG4BOfKL62SXfb9ixJkqTZpb8f1q4dXh563tdXFLSrVsHg4P7bf/hD+LM/23/9WHbvbi7H\nyy/D7bfzli9+EZYvh1pteNvAALzznbB3L8ydC1/96v7bK+KZbEmSJFXjttvGXlevj15Ib9nSXIE9\nBTE4WBy3Ub1eFNj79hVfR26viEW2JEmSqnH++WOv6+2F7lEmUZx33ujrK5C6u4vjNurtLc5gd3UV\nX0dur4jTRSRJklSNvr7i67XXQgRceeXwuloNtm2DjRvhH/6hmD89tP2cc4r127fDCy9ASvsX3vv2\nwSGHwPz5xZSRffuKx2jtUoKjjoKVK/n2L/0Sy0dOBanViiki9XpRYLdhqghYZEuSJKlKfX3DhfVI\ntRp8/vPNr2/RC2NNBanV2lZcD3G6iCRJklQxi2xJkiSpYhbZkiRJUsUssjW7DQzAmWcWF7g/9NDh\ni9o3XuB+6PmSJQdeVL+ZfR9/fPF1YADWrYPjjhv1gvntvCB+x61bV3xYpeE9Pv3d7x5+j3t6ija5\naPy5GO9nYuj5oYcWbYe+z5KkWc8PPmr2GhiAM84oPoncjMce2/+i+pPZ97PPwtvfXnzieaTygvnc\ncQfcfXfbP4gx7datKz4xPkJX48KLLw632bBhWmKNabI/F0P27i0+Nb9qVfH1YPs+SpImxTPZmr3q\n9ckXUjD6hfab2fdoBXajV15p2wXxO2rLllFXxyTaTqup/lwMGe3GB5KkWcciW7NXb29xIfrJGu1C\n+83sO0YtK4fNmdO2C+J31Hnnjbp61P9yjNF2Wk3152LIaDc+kCTNOhbZmr1qNbjnnuLP+69+dXHX\np8MOG56HO/L54sVw440TTxUZue/jjiu+fv3rcNVVcOyx++/3hBOKi/AfjFNFoJj+cdVVxY0BGt7j\nfY3v9/HHF206PVUEDvy5GO9nYuj53LlFW6eKSJJKLc3JjoizgL+gmF751ymla0Zsj3L72cBLwKUp\npfvLbZuB9wDPpJTe2NDnNcDngMXAY8B7U0r/p5Wc0phqtaK4na5912p5FJLTbcOGA173vfU6vbme\n8W3nz0UHtWnM/hPgV4C9wA+BD6SU/m0aXo4kZW3KZ7Ijogu4HlgNLAMujIhlI5qtBpaWjz7ghoZt\nnwbOGmXX64GvppSWAl8tlyVJLWjjmP0V4I0ppZ8Dvg9cXW1ySZqZWpkuciqwM6X0aEppL3ALsGZE\nmzXATamwHZgfEQsAUkrbgOdG2e8a4DPl888A57SQUZJUaMuYnVL6ckppsFzcDpzYtlcgSTNIK0X2\nQuDxhuVd5brJthmpJ6X0ZPn8KaCnhYySpEK7xuxGHwS+NKV0knSQyfo62SmlFBGjXoQgIvoo/pxJ\nT08P9SlcMmv37t1T6tdOOWaCPHOZqTk5ZoI8c+WYaaaIiI8Cg8DN47RpadzO+fuTa7Zcc0G+2XLN\nBflmyzUXdDhbSmlKD6AG3NWwfDVw9Yg2NwIXNiw/AixoWF4MfHdEn5+2ARYAj0yU5W1ve1uaiq99\n7WtT6tdOOWZKKc9cZmpOjplSyjNXpzIB30xTHIubfbRrzC7XXwoMAIc3m2cq43aOPzNDcs2Wa66U\n8s2Wa66U8s2Wa66U2pOt2TG7leki9wFLI2JJRMwFLgC2jmizFbg4CiuB59PwVJCxbAUuKZ9fAvx9\nCxklSYW2jNnlFUuuAn41pfRSO4JL0kw05SI7FR90uQK4C3gYuDWltCMiLouIy8pmdwKPAjuBvwI+\nMtQ/Ij5Lcebj5IjYFREfKjddA7wrIn4A/FK5LElqQRvH7L8EjgC+EhHfjohN0/OKJClvLc3JTind\nSTEoN67b1PA8AZeP0ffCMdb/K/DOVnJJkg7UpjH7Z6vMKEkHC+/4KEmSJFXMIluSJEmqmEW2JEmS\nVDGLbEmSJKliFtmSJElSxSyyJUmSpIpZZEuSJEkVs8iWJEmSKmaRLUmSJFXMIluSJEmqmEW2JEmS\nVDGLbEmSJKliFtmSJElSxSyyJUmSpIpZZEuSJEkVs8iWJEmSKmaRLUmSJFXMIluSJEmqmEW2JEmS\nVDGLbEmSJKliFtmSJElSxSyyJUmSpIpZZEuSJFVlYADOPBOOP774OjBQrO/vh2XL4JhjYN48OPxw\nOPLIAx9D2xYsgHPPHe4/0wwMwCc+UXzt74d3v7v4OjAAH/5w8bjoIpg/v3i9xxwDp5xStGlmnzNA\nd6cDSJIkHRQGBuCMM2DfvmL52Wdh1Sr4nd+BjRsnt6+XX4bbb4c77oC774Zarfq87TIwAO98J+zd\nCxEwOFis//KXoatr+P1p9PLL8NxzsHZtsdzXN/Y+586Fr341+/fEM9mSJElVqNcPLCAHB2HLlqnv\n85VXiv3OJPV6UQzv2zdcYA8ZrcAe6bbbxt/n3r0z4j2xyJYkSapCb29xprZRdzecd97U9zlnTrHf\nmaS3tzjb3NVVvP5GI9+f0Zx//vj7nDt3RrwnTheRpFkiIs4C/gLoAv46pXTNiO1Rbj8beAm4NKV0\nf7ltM/Ae4JmU0hsb+rwG+BywGHgMeG9K6f+0/cVIOarV4J57YP16ePhheMMb4JprivWvfz1cey08\n/TT8+MeQ0oEFKBRnalOCo46ClSvhqquynxZxgFqtmM5RrxfF8He+U5ydPv98eNOb4KabinYvvghf\n/GJxZvqww+CEE+DKKw+cKjLaPmfAe2KRLUmzQER0AdcD7wJ2AfdFxNaU0kMNzVYDS8vHacAN5VeA\nTwN/Cdw0Ytfrga+mlK6JiPXl8rp2vQ4pe7VaMYd6pL6+0YvHg1WtNlwI12r7v/apFsiN+5wBnC4i\nSbPDqcDOlNKjKaW9wC3AmhFt1gA3pcJ2YH5ELABIKW0Dnhtlv2uAz5TPPwOc05b0kjTDeCZbkmaH\nhcDjDcu7GD5LPV6bhcCT4+y3J6U0tP0poGeshhHRB/QB9PT0UJ/kB5d279496T7TJddsueaCfLPl\nmgvyzZZrLuhsNotsSVIlUkopItI42/uBfoAVK1ak3kl+cKlerzPZPtMl12y55oJ8s+WaC/LNlmsu\n6Gw2p4tI0uzwBLCoYfnEct1k24z09NCUkvLrMy3mlKSDgkW2JM0O9wFLI2JJRMwFLgC2jmizFbg4\nCiuB5xumgoxlK3BJ+fwS4O+rDC1JM1VLRXZEnBURj0TEzvJT5SO3R0RcV25/MCKWT9Q3It4SEdsj\n4tsR8c2IOLWVjJIkSCkNAlcAdwEPA7emlHZExGURcVnZ7E7gUWAn8FfAR4b6R8RngQHg5IjYFREf\nKjddA7wrIn4A/FK5LEmz3pTnZLdyOagJ+m4E/iil9KWIOLtc7p1qTklSIaV0J0Uh3bhuU8PzBFw+\nRt8Lx1j/r8A7K4wpSQeFVs5kt3I5qPH6JuDI8vlRwL+0kFGSJEmadq1cXaSVy0GN1/e3gbsi4k8p\n/hPwC6MdvNVLQUGel5zJMRPkmctMzckxE+SZK8dMkqSZKcdL+H0Y+E8ppdsi4r3AJynm+e2n1UtB\nQZ6XnMkxE+SZy0zNyTET5Jkrx0ySpJmplekirVwOary+lwBbyud/SzG1RJIkSZoxWimyW7kc1Hh9\n/wU4s3z+i8APWsgoSZIkTbspTxdJKQ1GxNDloLqAzUOXgyq3b6L4FPvZFJeDegn4wHh9y13/BvAX\nEdEN/Jhy3rUyNjAA69fD/ffDvn3Q3V18Tal4DnDMMfD2t8O998Kzzw5vG2p32GFwwglw5ZXQ18S3\nvL+f0z72MXjhhQP3NZnnhxwCy5fDNddArTb+MdetgxtvhL17R9/X4CCnAxx66P77XrkSvvAFePrp\nou2ll8KGDS2+6QeZdetg82bYs2f879fgIHR1Tf37PcG+3h5R5JnMz4UkSaNoaU52i5eDOqBvuf5e\n4G2t5NI0GhiAM84oipTxvPgiPPbY2Ntffhmeew7Wri2Wxyu0+/th7VpeNemwY9i2DVatKr6OVVCt\nWwcbN064qy4oivDGfW/btn+jof1YaBeafG+nw34DYjM/F5IkjcE7Pqo19frEBfZk3XZbU9ujymMO\nDhavZSxbtoy9rUHTmZrc36yQ0XtxwPdvop8LSZLGYJGt1vT2Fn9yr9L55ze1PVV5zO7u4rWM5bzz\nmtpN05ma3N+skNF7ccD3b6KfC0mSxpDjJfw0k9RqcM890zsnu9z+4499jMOma0720NSOCeZk7wO6\nnZM9OUPvRQZzsgcjmAPOyZYktcwiW62r1eDuu6f3mH19/O+TTpreaxpv2DBhcXzvWNdZtqgeXxPv\n7XT4utfJliRVxOkikiRJUsUssiVJkqSKWWRLkiRJFbPIliRJkipmkS1JkiRVzCJbkiRJqphFtiRJ\nklQxi2xJkiSpYhbZkiRJUsUssiVJkqSKWWRLkiRJFbPIliRJkipmkS1JkiRVzCJbkiRJqphFtiRJ\nklQxi2xJmiUi4qyIeCQidkbE+lG2R0RcV25/MCKWT9Q3It4SEdsj4tsR8c2IOHW6Xo8k5cwiW5Jm\ngYjoAq4HVgPLgAsjYtmIZquBpeWjD7ihib4bgT9KKb0F+MNyWZJmPYtsSZodTgV2ppQeTSntBW4B\n1oxoswa4KRW2A/MjYsEEfRNwZPn8KOBf2v1CJGkm6O50AEnStFgIPN6wvAs4rYk2Cyfo+9vAXRHx\npxQnbn5hrAAR0Udxhpyenh7q9fqkXsDu3bsn3We65Jot11yQb7Zcc0G+2XLNBZ3NZpEtSWrFh4H/\nlFK6LSLeC3wS+KXRGqaU+oF+gBUrVqTe3t5JHaherzPZPtMl12y55oJ8s+WaC/LNlmsu6Gw2p4tI\n0uzwBLCoYfnEcl0zbcbrewmwpXz+txRTSyRp1vNMtiTNDvcBSyNiCUWBfAHwvhFttgJXRMQtFNNB\nnk8pPRkRz47T91+AM4E68IvAD9r9QqSOGxiA9evh4YfhDW+AlSvhc5+DZ5+FQw6B5cvh/e+Hm2+G\n+++HffvgqKOKdlddBbXaxMfo74drr4Wnn4Yf/xhS4u0R0NVVbN+3D1KC7oZSrkPrTt+zp8g1tG7e\nvOK1nnRS8b68/DJceils2DDx6z6IWGRL0iyQUhqMiCuAu4AuYHNKaUdEXFZu3wTcCZwN7AReAj4w\nXt9y178B/EVEdAM/ppxzLR20BgbgjDOKYhOKwnrbtv3bbNt24LqXX4bbb4c77oC77x6/0O7vh7Vr\nD1ida9HWNXLFiy8Wr7XRxvLCQ7Oo0M71+yVJqlhK6U6KQrpx3aaG5wm4vNm+5fp7gbdVm1TKWL0+\nXGBPxSuvFPsYr8i+7bZRV8fUj9pWTefasmVWFdnOyZYkSWpWb+/wlI2pmDOn2Md4zj9/1NVp6kdt\nq6ZznXdeO2NkxzPZkiRJzarV4J572jsnu6+cdTViTvZgBHMynJO9b88eup2TfQCLbEmSpMmo1Yp5\n1Y1GKyD7WviIQl/fAf2/numl8u4dL9csK6wbOV1EkiRJqphFtiRJklSxlorsiDgrIh6JiJ0RsX6U\n7RER15XbH4yI5c30jYjfjIjvRcSOiNjYSkZJkiRpuk15TnZEdAHXA+8CdgH3RcTWlNJDDc1WA0vL\nx2nADcBp4/WNiHcAa4A3p5T2RMTxU80oSZIkdUIrZ7JPBXamlB5NKe0FbqEojhutAW5Khe3A/IhY\nMEHfDwPXpJT2AKSUnmkhoyRJkjTtWrm6yELg8YblXRRnqydqs3CCvicBZ0TEH1PcPez3Ukr3jTx4\nRPRR3lmsp6eHer0+6Rewe/fuKfVrpxwzQZ65zNScHDNBnrlyzCRJmplyvIRfN/AaYCXw88CtEfG6\n8k5kP5VS6gf6AVasWJGmckmbeoaXwskxE+SZy0zNyTET5Jkrx0ySpJmplSL7CWBRw/KJ5bpm2swZ\np+8uYEtZVH8jIn4CHAs820JWSZIkadq0Mif7PmBpRCyJiLnABcDWEW22AheXVxlZCTyfUnpygr63\nA+8AiIiTgLnAj1rIKUmSJE2rKZ/JTikNRsQVwF1AF7A5pbQjIi4rt28C7gTOBnYCLwEfGK9vuevN\nwOaI+C6wF7hk5FQRSZIkKWctzclOKd1JUUg3rtvU8DwBlzfbt1y/F7iolVySJElSJ3nHR0mSJKli\nFtmSJElSxSyyJUmSpIpZZEuSJEkVs8iWJEmSKmaRLUmSJFXMIluSJEmqmEW2JEmSVDGLbEmSJKli\nFtmSJElSxSyyNXn9/bBsGSxYAKecUiyPZ2AAzj236HPuucXyaG3OPBOOPhqOPBLmzYPDDx/7+YIF\nnPJf/svo+5IkSeqw7k4H0AzT3w9r1w4vP/XU8HJf34HtBwZg1SoYHCyWH34Y7rgD7r4barXhNmec\nAfv2NZ/j5Zc59qmnisK8cV+SJEkZ8Ey2Jue22ya3vl4fLrCHvPJKsb6xzWQK7FKMti9JY4qIsyLi\nkYjYGRHrR9keEXFduf3BiFjeTN+I+M2I+F5E7IiIjdPxWiQpdxbZmpzzz5/c+t5e6B7xB5M5c4r1\njW26uiYdJY22L0mjiogu4HpgNbAMuDAilo1othpYWj76gBsm6hsR7wDWAG9OKZ0C/Gn7X40k5c8i\nW5PT1wc33ghveAOccEIxz/rGG0efKgLFNI5t2+Ccc4o+55xz4PSOWg3uuaeYVjJ/PhxxRDHv+rDD\nxn5+wgn86PTTnSoiNe9UYGdK6dGU0l7gForiuNEa4KZU2A7Mj4gFE/T9MHBNSmkPQErpmel4MZKU\nO+dka/L6+sYuqkdTq8HnPz9xm7vvnlSMHfU6vRbYUrMWAo83LO8CTmuizcIJ+p4EnBERfwz8GPi9\nlNJ9owWIiD6KM+T09PRQn+RUr927d0+6z3TJNVuuuSDfbLnmgnyz5ZoLOpvNIluS1Ipu4DXASuDn\ngVsj4nUppTSyYUqpH+gHWLFiReqd5FSver3OZPtMl1yz5ZoL8s2Way7IN1uuuaCz2SyyJWl2eAJY\n1LB8YrmumTZzxum7C9hSFtXfiIifAMcCz1YXXZJmHudkS9LscB+wNCKWRMRc4AJg64g2W4GLy6uM\nrASeTyk9OUHf24F3AETEScBc4EftfzmSlDfPZEvSLJBSGoyIK4C7gC5gc0ppR0RcVm7fBNwJnA3s\nBF4CPjBe33LXm4HNEfFdYC9wyWhTRSRptrHIlqRZIqV0J0Uh3bhuU8PzBFzebN9y/V7gomqTStLM\n53QRSZIkqWIW2ZIkSVLFLLIlSZKkillkS5IkSRWzyJYkSZIqZpEtSZIkVcwiW5KkThkYgDPPhKOP\nhgULiudvfSsccQQcfjgceeTwY9685tYdeSQsWQL9/Z1+ddNjYAA+/OHiMTBQrFu3Do47bvz36phj\n4JRTJv8+9ffDsmVF33Xriu/ZokXFc6mB18mWJKkTBgbgjDNg377hdU89Vc2+X3wR1q5lwe/8DvT2\nVrPPHA0MFK9v795i+VOfgl/7Nbj55ub6P/ccrF1bPO/rm7h9f/9we4CHHhp+vnFj8XXDhuaOrYOe\nZ7IlSeqEen3/ArsNjtu2ra3777h6HV55ZXh571740pcmv5/bbqum3ZYtkz+2DloW2ZIkdUJvL3R1\ntfUQz65a1db9d1xvL8yZM7w8dy6sXj35/Zx/fjXtzjtv8sfWQcvpIpIkdUKtBvfcA+vXw4MPwqte\nBSedBC+8ADt3Fme5uxt+Te/bBylNvA6K+cZXX82TJ53EydPzajqjVivOZt90U7F88cXFuoULYfNm\n2LNnuO3I92rOHDjhBLjyyuamisBwu2uvhQh4z3tg+3Z49FF43/ucKqL9WGRLktQptRrcfXf79l+v\nt2/fuajVikejDRvaV/D29TVflGtWa2m6SEScFRGPRMTOiFg/yvaIiOvK7Q9GxPJJ9P3diEgRcWwr\nGSVJkqTpNuUiOyK6gOuB1cAy4MKIWDai2WpgafnoA25opm9ELAJ+GfjnqeaTJEmSOqWVM9mnAjtT\nSo+mlPYCtwBrRrRZA9yUCtuB+RGxoIm+fw5cBaQW8kmSJEkd0cqc7IXA4w3Lu4DTmmizcLy+EbEG\neCKl9EBEjHnwiOijODtOT08P9SnMO9u9e/eU+rVTjpkgz1xmak6OmSDPXDlmkiTNTFl98DEiDgd+\nn2KqyLhSSv1AP8CKFStS7xQutl+v15lKv3bKMRPkmctMzckxE+SZK8dMkqSZqZXpIk8AixqWTyzX\nNdNmrPWvB5YAD0TEY+X6+yPihBZySpIkSdOqlSL7PmBpRCyJiLnABcDWEW22AheXVxlZCTyfUnpy\nrL4ppe+klI5PKS1OKS2mmEayPKVU0X1mJUmSpPab8nSRlNJgRFwB3AV0AZtTSjsi4rJy+ybgTuBs\nYCfwEvCB8fq29EokSZKkTLQ0JzuldCdFId24blPD8wRc3mzfUdosbiWfJEmS1Akt3YxGkiRJgr36\nTwAAEwRJREFU0oEssiVJkqSKWWRLkiRJFbPIliRJkipmkS1Js0REnBURj0TEzohYP8r2iIjryu0P\nRsTySfT93YhIEXFsu1+HJM0EFtmSNAtERBdwPbAaWAZcGBHLRjRbDSwtH33ADc30jYhFFHfq/ec2\nvwxJmjEssiVpdjgV2JlSejSltBe4BVgzos0a4KZU2A7Mj4gFTfT9c+AqILX9VUjSDGGRLUmzw0Lg\n8YblXeW6ZtqM2Tci1gBPpJQeqDqwJM1kLd2MRpI0e0XE4cDvU0wVaaZ9H8U0FHp6eqjX65M63u7d\nuyfdZ7rkmi3XXJBvtlxzQb7Zcs0Fnc1mkS1Js8MTwKKG5RPLdc20mTPG+tcDS4AHImJo/f0RcWpK\n6amRAVJK/UA/wIoVK1Jvb++kXkC9XmeyfaZLrtlyzQX5Zss1F+SbLddc0NlsTheRpNnhPmBpRCyJ\niLnABcDWEW22AheXVxlZCTyfUnpyrL4ppe+klI5PKS1OKS2mmEayfLQCW5JmG89kS9IskFIajIgr\ngLuALmBzSmlHRFxWbt8E3AmcDewEXgI+MF7fDrwMSZoxLLIlaZZIKd1JUUg3rtvU8DwBlzfbd5Q2\ni1tPKUkHB6eLSJIkSRWzyJYkSZIqZpEtSZIkVcwiW5IkSaqYRbYkSZJUMYtsSZIkqWIW2ZIkSVLF\nLLIlSZKkillkt0N/PyxeDPPmwRFHwJlnwkUXwXHHwYIFcO65MDDQ6ZSTcuSOHcXrOOKI4dfU3198\nPf744usMe02SJEnt4h0fq9bfD2vX7r9u27b9l2+/He64A+6+G2q16cs2VQMDvPm3fgt+8pPhddu2\n7f+6nn0WVq0q1s2E1yRJktRGnsmu2m23NdfulVegXm9rlMrU6xzSWGCPZXBw5rwmSZKkNrLIrtr5\n5zfXbs4c6O1ta5TK9Pbyk0Oa+FHp7p45r0mSJKmNLLKr1tcHN94Ir30tHH44vPrVxTSK978fjj0W\nTjgBzjln5kwVAajVeOC664rX8epXD7+mG28svh53nFNFJEmSGjgnux36+orHQeSFU04p/mMw0kH2\nOiVJkqrgmWxJkiSpYhbZkiRJUsUssiVJkqSKWWRLktSiBV/4AixbBsccA695zfBNyE48cf+bda1b\nV3xY/Mgji8cxx8AppxT3WOjvh9NOa/2GZQMDxT4WLODtZ59dHGfevOLD+EPHbXZdY76h/S5b1p6b\nqg3dyG0y+YYeCxbASSfB0UcXyz09xXs90ft05pnDfcrH6e9+9/jHbWbfEn7wUZKk1vT3c9Kf/dn+\n6xpv1vXEE8UVmP7jf4Sbbz6w/3PPHXgTs6nesGxgoDjW4CBQ0S/5oXyHHDJ8U7KHH672pmqj3cht\nMl58EZ56av/ljRuL5xs2HNh+YADOOAP27TtgU1czxxpv31KppTPZEXFWRDwSETsjYv0o2yMiriu3\nPxgRyyfqGxF/EhHfK9t/PiLmt5JRkqS2auYmZIOD8KUvNb/Pqd6wrF7/aYENEJPfw9hG3pSsypuq\nNXsjt8nasmX09fX6qAU2TOI9G2vfUmnKRXZEdAHXA6uBZcCFEbFsRLPVwNLy0Qfc0ETfrwBvTCn9\nHPB94OqpZpQkqe2auQlZdzesXt38Pqd6w7Le3uJYpTT5PYxt5E3JqrypWrM3cpus884bfX1vL3SN\nfs666fdsrH1LpVb+knQqsDOl9ChARNwCrAEeamizBrgppZSA7RExPyIWAIvH6ptS+nJD/+3Ar7WQ\nUZKk9urr4/uPPMLJX/oSPP00pARvehMsWlScMX396+Gaa4ppFQsXwubNsGdP0XfOnOImZVdeWSx/\n8pPwH/4DXHXV1KZh1GrFVJWNG2H7dgaff5453d3FWduU9ivAm1rXmO9Nbyr2+8gjcPLJU884mqF7\nLnz848X0lGbzDZk3D444Ap59tmhz2GFw6aVjT+eo1eCee2D9enjwwf3Oau/bs4furq6xjzvRvqVS\nK0X2QuDxhuVdwGlNtFnYZF+ADwKfayGjJElt9+Sv/Aon//f/PnHDDRvGL86quMFXrQaf/zwAX6/X\n6a3qbDP8dL9tMd03cqvVRr3J2r1Vv2eatbL94GNEfBQYBEb5lAhERB/FFBR6enqoT2Fe2O7du6fU\nr51yzAR55jJTc3LMBHnmyjGTJGlmaqXIfgJY1LB8YrmumTZzxusbEZcC7wHeWU41OUBKqR/oB1ix\nYkWayv866xn+bzXHTJBnLjM1J8dMkGeuHDNJkmamVq4uch+wNCKWRMRc4AJg64g2W4GLy6uMrASe\nTyk9OV7fiDgLuAr41ZTSSy3kkyRJkjpiykV2SmkQuAK4C3gYuDWltCMiLouIy8pmdwKPAjuBvwI+\nMl7fss9fAkcAX4mIb0fEpqlmlCQN87KrkjR9WpqTnVK6k6KQbly3qeF5Ai5vtm+5/mdbySRJOlDD\npVPfRfFh8/siYmtKqfGKUI2XXT2N4rKrp03Q9yvA1SmlwYjYQHHZVW+HJ2nW87bqkjQ7/PSyqyml\nvcDQpVMb/fSyqyml7cDQZVfH7JtS+nL510koLrt64nS8GEnKnUW2JM0OY11StZk2zfSF4rKrk7it\noSQdvLK9hJ8kaeaY6LKrZZuWLr2a8yUWc82Way7IN1uuuSDfbLnmgs5ms8iWpNmho5ddhdYvvZrz\nJRZzzZZrLsg3W665IN9sueaCzmZzuogkzQ5edlWSppFnsiVpFiiv/jF06dQuYPPQZVfL7Zsorvh0\nNsVlV18CPjBe33LXfwkcSnHZVYDtKaXLkKRZziJbkmYJL7sqSdPH6SKSJElSxSyyJUmSpIpZZEuS\nJEkVs8iWJEmSKmaRLUmSJFXMIluSJEmqmEW2JEmSVDGLbEmSJKliFtmSJElSxSyyJUmSpIpZZEuS\nJEkVs8iWJEmSKmaRLUmSJFXMIluSJEmqmEW2JEmSVDGLbEmSJKliFtmSJElSxSyyJUmSpIpZZEuS\nJEkVs8iWJEmSKmaRLUmSJFXMIluSJEmqmEW2JEmSVDGLbEmSJKliFtmSJElSxSyyJUmSpIq1VGRH\nxFkR8UhE7IyI9aNsj4i4rtz+YEQsn6hvRLwmIr4SET8ovx7dSkZJUsExW5KmT/dUO0ZEF3A98C5g\nF3BfRGxNKT3U0Gw1sLR8nAbcAJw2Qd/1wFdTSteUA/l6YN1Uc45pYIA3/9ZvwT/+I+zbB93dxdfB\nQejqGl5OafLPjzoKVq6Eq64qjrV+PTz6KLzvffD618PHPw7PPVdsG9H/9MFBOPTQ6rJU9LpOTwl+\n/ufhmmugVqv82yGpvQ6GMfuUP/gD+OEP4YUXhsenIY1jVgfW1Q47DFatKsb973wHrr0WIuA974Ht\n2+HBB4u2hx0Gl14KGzZU9ta01cBA8TvswQfhkEPghBPgrW+Fe+8d/j02ZJLv2dsjit9LQ+vmzoW+\nvpnz3kgTmHKRDZwK7EwpPQoQEbcAa4DGAXsNcFNKKQHbI2J+RCwAFo/Tdw3QW/b/DFCn6gF7YADO\nOIP5+/ZVutufevlluP12+MIXisHlJz8p1m/cOGHXLoC9e9uTqwVdANu2Fb9Etm2z0JZmnpk9Zq9a\nxbGDg5Xutkpzh8b9rVuHx3yAhx7av+GLLw7/Lsi9mCx/V9L4u/K55w58TVN0QAHy0ksz572RmtBK\nkb0QeLxheRfFmY+J2iycoG9PSunJ8vlTQM9oB4+IPqAPoKenh3q93nTwn7n5Zpbs20c03WNqUjkw\nDR0nlV/HO267M03VT1/D4CD/uHkz/7xnT0fzAOzevXtS3/fpYKbm5Zgrx0wV6uiYDVMft3/m5ptZ\nMjiY7fgIDWNkWWA3jvsjcyfg5Ztv5hurV7c9Vys/02P9rhztNU3FaPuYzvdmLDmPA7lmyzUXdDZb\nK0V226WUUkSkMbb1A/0AK1asSL29vc3v+NBD4VOfIrW50I6urv3OZDdzrKoGr6oN5Yrubl73wQ/y\nugzOZNfrdSb1fZ8GZmpejrlyzDSTjDdml9unNm4feih8+tOkjAvtn46Rhxyy35ns0fIGcPj73z8t\nP2st/UyXvysZ8Vffqr4Ho/2+m873Ziw5jwO5Zss1F3Q2WytF9hPAooblE8t1zbSZM07fpyNiQUrp\nyfLPlM+0kHF0tRrccw//tnYtR2c2J3vf4CDdGc7J3pcS3c7JlmaymT1mb9vGj/7zf+a4TOdk7z3s\nMA492OZkl78r2zUnezCCOc7J1kGslSL7PmBpRCyhGGwvAN43os1W4Ipy/t5pwPPlQPzsOH23ApcA\n15Rf/76FjGOr1Xjguuum5383d9+9/3Jf35hN7830f4O55pLUtBk/Zu/4b/8t23FooHGMrNXGHedn\nlFrtwN9hFfm6v1d0kJtykZ1SGoyIK4C7KD4XtzmltCMiLiu3bwLuBM4GdgIvAR8Yr2+562uAWyPi\nQ8A/Ae+dakZJUsExW5KmV0tzslNKd1IMyo3rNjU8T8DlzfYt1/8r8M5WckmSDuSYLUnTxzs+SpIk\nSRWzyJYkSZIqZpEtSZIkVcwiW5IkSaqYRbYkSZJUMYtsSZIkqWIW2ZIkSVLFLLIlSZKkikVx74GZ\nrbzl7z9NoeuxwI8qjtOqHDNBnrnM1JwcM0GeuTqV6bUppeM6cNyOmeK4nePPzJBcs+WaC/LNlmsu\nyDdbrrmgPdmaGrMPiiJ7qiLimymlFZ3O0SjHTJBnLjM1J8dMkGeuHDNpWM7fn1yz5ZoL8s2Way7I\nN1uuuaCz2ZwuIkmSJFXMIluSJEmq2Gwvsvs7HWAUOWaCPHOZqTk5ZoI8c+WYScNy/v7kmi3XXJBv\ntlxzQb7Zcs0FHcw2q+dkS5IkSe0w289kS5IkSZWzyJYkSZIqNmuL7Ig4KyIeiYidEbF+Go+7OSKe\niYjvNqx7TUR8JSJ+UH49umHb1WXGRyLi3W3KtCgivhYRD0XEjoi4stO5IuJVEfGNiHigzPRHnc7U\ncJyuiPiHiPhiRpkei4jvRMS3I+KbOeSKiPkR8XcR8b2IeDgiah3+mTq5fH+GHi9ExG93+n1Sczo1\nZpfHzm7cbjhWduN3eYxsx/DyWNmN4+WxshvLy+NkNZ43HCfvcT2lNOseQBfwQ+B1wFzgAWDZNB17\nFbAc+G7Duo3A+vL5emBD+XxZme1QYEmZuasNmRYAy8vnRwDfL4/dsVxAAK8un88B/jewstPvVXms\n3wH+BvhiDt+/8liPAceOWNfpn6vPAP93+XwuML/TmRqydQFPAa/NJZOPCb9fHRmzy+NnN2435Mhu\n/C6Pk+0YXh4vu3G8PN5jZDaWl8fKdjxvyJjduN7WF5zrA6gBdzUsXw1cPY3HX8z+g/UjwILy+QLg\nkdFyAXcBtWnI9/fAu3LJBRwO3A+c1ulMwInAV4FfbBicO/4+jTEwdywXcBTwj5Qfrs4h04gcvwx8\nPadMPsb9fnV0zC6PmfW43XC8rMbv8hjZjOHlvrMcx8v9ZzWWl/vNejxvOE524/psnS6yEHi8YXlX\nua5TelJKT5bPnwJ6yufTnjMiFgNvpTjr0NFc5Z/zvg08A3wlpdTxTMC1wFXATxrWdToTQAL+V0R8\nKyL6Msi1BHgW+FT5J9m/joh5Hc7U6ALgs+XzXDJpbDl+L7L7uclp/C7z5DiGQ77jOOQ3lkP+4/mQ\n7Mb12VpkZysV/7VKnTh2RLwauA347ZTSC53OlVLal1J6C8VZh1Mj4o2dzBQR7wGeSSl9a6w2Hfz+\nnV6+V6uByyNiVYdzdVP8ef2GlNJbgX+n+JNdJzMBEBFzgV8F/nbktk7++9PMlcPPTW7jd3ncrMZw\nyH4ch/zGcsh4PB+S67g+W4vsJ4BFDcsnlus65emIWABQfn2mXD9tOSNiDsUAfXNKaUsuuQBSSv8G\nfA04q8OZ3g78akQ8BtwC/GJE/M8OZwIgpfRE+fUZ4PPAqR3OtQvYVZ65Avg7ikG64+8VxS+v+1NK\nT5fLOWTS+HL8XmTzc5Pz+A1ZjeGQ8TgOWY7lkPd4PiTLcX22Ftn3AUsjYkn5v58LgK0dzLMVuKR8\nfgnFnLqh9RdExKERsQRYCnyj6oNHRACfBB5OKf1ZDrki4riImF8+P4xijuH3OpkppXR1SunElNJi\nip+Z/zeldFEnMwFExLyIOGLoOcW8tO92MldK6Sng8Yg4uVz1TuChTmZqcCHDf1IcOnanM2l8uY3Z\nkMnPTY7jd5kruzEc8h3HIc+xHLIfz4fkOa63a7J37g/gbIpPYf8Q+Og0HvezwJPAKxT/O/wQcAzF\nhzB+APwv4DUN7T9aZnwEWN2mTKdT/CnlQeDb5ePsTuYCfg74hzLTd4E/LNd39L1qOFYvwx+Y6fT3\n73UUn5Z+ANgx9POcQa63AN8sv4e3A0dnkGke8K/AUQ3rsviZ8jHh964jY3Z57OzG7YZjZTd+l8fI\negwvj5fNOF4eJ8uxvDxOduN5w7GyHde9rbokSZJUsdk6XUSSJElqG4tsSZIkqWIW2ZIkSVLFLLIl\nSZKkillkS5IkSRWzyJYkSZIqZpEtSZIkVez/B7fB1OYqOwI7AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_BS_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_BS_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_BS_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_BS_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_BS_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 118, 133, 598, 657)\n", "Oct_BS_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 118, 133, 598, 657)\n", "Jan_BS_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 118, 133, 598, 657)\n", "Apr_BS_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 118, 133, 598, 657)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow Particles" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JNNSIaRpMWkyT/fxJkmYkk2lpOh111NbbXV2ww+S8DHO8DY48clLO+6ze3uJ6Wow7pmkw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\nD1EwXzHvwUrGAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_BS_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_BS_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_BS_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_BS_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Deep Bay" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qtSj8jjP1fQGanu76rX05ZOk5BJaeQ2DpOQSWnkNg6TkElp5DYOm5n2A+hTEDpQUsipNv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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "ax.set_ylim(590,670)\n", "ax.set_xlim(115,135)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((120,598), 13, 10, fill=False, linewidth=3))" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_DB_all = still_inside(120, 133, 598, 608, Jul_lont, Jul_latt)\n", "Oct_DB_all = still_inside(120, 133, 598, 608, Oct_lont, Oct_latt)\n", "Jan_DB_all = still_inside(120, 133, 598, 608, Jan_lont, Jan_latt)\n", "Apr_DB_all = still_inside(120, 133, 598, 608, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7Xr4k7XrM2ZI0XjMW30kWARcAq4FlwKlJlk0athpY2m5rgQt7zD0XuKqqlgJX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\nyqS+iybl44eS3Le9r027Fot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m3HO/33M+99zrZx7uPZeJiP0RcSAitk5xf0TEnc39eyNi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\nSSrk/wNmpVDKzCnGFgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_DB_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_DB_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_DB_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_DB_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_DB_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 120, 133, 598, 608)\n", "Oct_DB_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 120, 133, 598, 608)\n", "Jan_DB_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 120, 133, 598, 608)\n", "Apr_DB_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 120, 133, 598, 608)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep Particles" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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G/XGWzPhn6vvf33m8sxC0q/ieZWZGRE5lTkSspnmZk+HhYUZGRnrPffIVV7B4\nxw5iSlXOjRprgjrrsqZ+aqwJpl9Xbt/ONy67jH8fPVM3jhOuuILHT2MfJb5Xferb002nZ8P0+/aT\nr7iCxdu373U/y7PJmvqpsSYYbF2j/7DH1lDj96pIzwa++1d/xS1Pf3qBre2qT8i+Gzi68/iodlmf\nMftNMPe+iFiYmfe0L1N+awr7IzPXAesAli1blitWrOhxKK3994f3vpesMGgndf4g11iXNfVTY00w\n/bpiaIinvvrVPHWiM8Uve9m0zmSX+F71qm92VdmzYQZ9e//94X3vIysN2jX+G7OmfmqsCQZb1+72\nW+P3qkjPBg77zd9kSjmypz4h+wZgSUQspmmcpwO/NmbMeuDc9vq9E4EH20b87QnmrgfOAt7Wfv1Y\nZ/kHIuLPgSfRvDHnc9M8vvEtXw6f+QzfO/tsDq3smuwd27czVOE12UXrKnRcO7ZubX6AK/kesX07\nO2Dn96mSaw53bN3KUAXP14zrGhrqf032hRc2X6d4Tfb2CPaD6R1XPddk7509+/rr+c4f/AFHVHhN\n9o5t2xiq7JrsIv2x8PfY/jjLdc3yNdlT6o9z9O9zl2wy1W3BrF+TTWZOegNOBb4G3Aa8tl22BljT\n3g+ad6TfBnwRWDbR3Hb5E2neof514J+BwzrrXtuO3wSsnKy+448/Pqfjuuuum9a82VRjTZl11mVN\n/dRYU2addQ2qJuDz2aMX973V3rNzmn27xp+ZzDrrsqZ+aqwps866rGmnvj17qGcQvxq4esyytZ37\nCZzTd267/H7gBbuZ82bgzX1qkyTtyp4tSYPnX3yUJEmSCjNkS5IkSYUZsiVJkqTCDNmSJElSYYZs\nSZIkqTBDtiRJklSYIVuSJEkqzJAtSZIkFRbN3yTYs7V/Cvib05h6OPCdwuXMVI01QZ11WVM/NdYE\nddY1qJqekplHDGC/AzPNvl3jzwzUWZc19VNjTVBnXda0U6+evVeE7OmKiM9n5rJB19FVY01QZ13W\n1E+NNUGdddVYk3aq9fmpsS5r6qfGmqDOuqxp6rxcRJIkSSrMkC1JkiQVtq+H7HWDLmAcNdYEddZl\nTf3UWBPUWVeNNWmnWp+fGuuypn5qrAnqrMuapmifviZbkiRJmg37+plsSZIkqThDtiRJklTYPhuy\nI+KUiNgUEZsj4vw53O9lEfGtiPhSZ9lhEXFtRHy9/XpoZ90FbY2bIuJFs1TT0RFxXUR8OSJujYjf\nGXRdEfF06FuaAAAgAElEQVS4iPhcRNzc1vQng66ps595EfFvEfHximq6IyK+GBE3RcTna6grIhZE\nxN9HxFcj4isRsXzAP1PPaL8/o7eHIuJ/DPr7pH7s2bvUZM+eWm327H412bNLy8x97gbMA24DngrM\nB24Gls7Rvk8GjgO+1Fl2EXB+e/984ML2/tK2tv2BxW3N82ahpoXAce39g4GvtfseWF1AAAe19/cD\n/g9w0qC/V+2+fg/4APDxGp6/dl93AIePWTbon6v3A7/R3p8PLBh0TZ3a5gH3Ak+ppSZvkz5f9uyd\n+7dnT602e3a/muzZpese5M4HdtCwHLim8/gC4II53P8idm3Ym4CF7f2FwKbx6gKuAZbPQX0fA36+\nlrqAA4AvACcOuibgKOBTwM91GvbAv0+7adgDqwt4AvAN2jdX11DTmDpeCHy2ppq8Tfh82bMnrs+e\nvfta7Nn96rFnz8JtX71c5Ejgzs7ju9plgzKcmfe09+8Fhtv7c15nRCwCnkNzFmKgdbUv8d0EfAu4\nNjMHXhPwduA1wA87ywZdE0AC/xwRN0bE6grqWgx8G3hv+zLtuyPiwAHX1HU68MH2fi01afdqey6q\n+ZmxZ0/Knt2PPXsW7Kshu1rZ/PcrB7HviDgIuAr4H5n50KDryswdmXkszZmIEyLiJwdZU0T8AvCt\nzLxxd2MG+Pw9t/1erQTOiYiTB1zXEM1L7Jdk5nOAh2le1htkTQBExHzgxcDfjV03yH9/2jPZs3fZ\npz27P3t2T3tyz95XQ/bdwNGdx0e1ywblvohYCNB+/Va7fM7qjIj9aJr1FZn54VrqAsjM7wHXAacM\nuKafAV4cEXcAVwI/FxF/M+CaAMjMu9uv3wI+Apww4LruAu5qz2QB/D1NAx/494rml9oXMvO+9nEN\nNWlitT0XA/+ZsWf3Ys/uz549C/bVkH0DsCQiFrf/QzodWD/AetYDZ7X3z6K5vm50+ekRsX9ELAaW\nAJ8rvfOICOA9wFcy889rqCsijoiIBe39x9Ncb/jVQdaUmRdk5lGZuYjmZ+Z/Z+bLB1kTQEQcGBEH\nj96nuXbtS4OsKzPvBe6MiGe0i14AfHmQNXWcwc6XHUf3PeiaNDF7doc9ux97dn/27FkyyAvCB3kD\nTqV5R/ZtwGvncL8fBO4BfkDzP8dfB55I88aMrwP/DBzWGf/atsZNwMpZqum5NC+33ALc1N5OHWRd\nwLOAf2tr+hLwR+3ygX6vOvtawc430Qz6+XsqzTuqbwZuHf15rqCuY4HPt8/hR4FDK6jpQOB+4Amd\nZVX8THmb9LmzZ+/chz176vXZsyevy55d+OafVZckSZIK21cvF5EkSZJmjSFbkiRJKsyQLUmSJBVm\nyJYkSZIKM2RLkiRJhRmyJUmSpMIM2ZIkSVJhhmxJkiSpMEO2JEmSVJghW5IkSSrMkC1JkiQVZsiW\nJEmSCjNkS5IkSYUZsiVJkqTCDNmSJElSYYZsSZIkqTBDtiRJklSYIVuSJEkqzJAtSZIkFWbIliRJ\nkgozZEuSJEmFGbIlSZKkwgzZkiRJUmGGbEmSJKkwQ7YkSZJUmCFbkiRJKsyQLUmSJBVmyJYkSXuM\niNgSEU9t778vIt406Jqk8RiyVY2IGImI3xh0HdMVET8eER+MiP+IiAcj4rMRceKYMb8WEd+MiIcj\n4qMRcVhn3a9GxL9GxCMRMTJm3vPaXyzdW0bEaXN0eJI0bW1//25E7D/TbWXmQZl5e499/l8R8S8R\n8b2IuDci3h0RB3fW7x8Rl0XEQ+363xszf11EbIqIH0bEK8esWzumH2+NiO/P9Ni0dzFkS7sREUNT\nnHIQcANwPHAY8H7gExFxULu9Y4BLgVcAw8AjwLs68x8A3g68beyGM/Mz7S+WgzLzIOAXgC3AP02x\nRkmaUxGxCHgekMCLZ7CdqfbkJwBvAp4EPBM4EvjTzvrXA0uApwA/C7wmIk7prL8Z+O/AF8ZuODPX\njOnJHwT+bor1aS9nyFZ1IuLQiPh4RHy7PfPx8Yg4qrN+JCLe2J4p/n5EfDIiDm/XrYiIu8Zs746I\n+G/t/RMiYkN7ZuOeiHhnRMzvjM2IOCcivg58PSIujog/G7O99RHxu2PrzszbM/PPM/OezNyRmeuA\n+cAz2iEvA/4hM6/PzC3A/wJeOnpmJTP/OTM/BPxHj2/TWcDfZ+bDPcZK0iCdCWwE3kfTu36kvdxj\nbURc2/bzT0fEUzrrd+nJnWVPm2ynmfmBzPynzHwkM78L/BXwM50hZwFvzMzvZuZXgHXAKzvzL87M\nTwH/OdF+IuJA4DSaEyvSjxiyVaMfA95Lc3bhycCjwDvHjPk14FXAj9ME2f/Zc9s7gN8FDgeWAy+g\nOVPR9UvAicBSmqZ5RkT8GEAb5v8b8IHJdhQRx7a1bW4XHUNzZgSAzLwN2Ao8vWfto9s9EPhlbOiS\n9gxnAle0txdFxPCY9S8D3kjTl29qx3V1e/JMnAzcCs3JHGAhnZ7c3j9mGts9Dfg2cP0M69NexpCt\n6mTm/Zl5VXv24fvAm4Hnjxn23sz8WmY+CnwIOLbntm/MzI2ZuT0z76C5fGPstt+amQ9k5qOZ+Tng\nQZowDnA6MJKZ9020n4g4BPhr4E8y88F28UHttroeAg5mal4KfAf49BTnSdKciojn0pww+VBm3gjc\nRnOSpOsT7St8W4HXAssj4ujO+h/15BnU8fM0Z67/qF10UPu125On049pt3t5ZuZ069PeyZCt6kTE\nARFxafsGwYdozg4siIh5nWH3du4/ws6GOdm2n95efnJvu+230Jw96bpzzOP3Ay9v77+cJjxPtI/H\nA/8AbMzMt3ZWbQEOGTP8CcBU3yxjQ5e0pzgL+GRmfqd9/AHGXDJCp+e2l9I9QHMd9WPWT0dEnNTu\n95cz82vt4i3t125PnnI/jognAyuAy2dSo/ZOhmzV6PdprmM+MTMPoXmJDyB6zH0YOGD0QRvMj+is\nvwT4KrCk3fYfjrPdseH1b4BVEfFsmjfPfHR3O2/fOf9R4C7g7DGrbwWe3Rn7EzSXk3yNntqzOyuw\noUuqXHvC4VeB57cnNu6luVzv2W0/HXV0Z85BNG8c7743ZdonFCLiOcB64NXt9dXNBptrtO+h05Pb\n+7dOcRevAD7b59NOtO8xZKtGB9Nch/299iPu/ngKc78GPK796Kb9gNcB3Y+MOpjmJcEtEfFfgf9n\nsg1m5l00nxry18BVu3vJst3f37e1n5WZPxwz5ArgF9uP4zuQ5hrED7eXxBAR8yLiccAQ8GMR8bh2\nm12vAP61vZ5bkmr2SzTvg1lKc0nfsTQnKj5Dc532qFMj4rntm9DfSPMq4IzOXgNExE/SfALTb2Xm\nP4wz5HLgde2b7Z8J/CbNmzNH589ve3IA+7U9eWxuOrM7R+oyZKs2SfMxdo+nue54I1P4mLr2+uf/\nDrwbuJvmzHb300b+J831gN+neaf53/bc9PuBn2LiS0V+muaj9V5I8x+E0c9PfV5b263AGpqw/S3g\nQHZ90+UraAL6JTQfd/VoW2PXmfiGR0l7hrNo3j/z75l57+iN5o3sL+t8JN8HaE6mPEDzEagvH39z\nU/b7NK9kvqfTj7tnqv+Y5hrxbwIjwEWZ2f1980maPvzTNJ888ig7X1klIpYDR+FH92k3wss6VYuI\n+ALwhszc7eUYgxIRJ9NcNvIUr4WWpDIi4n3AXZn5ukHXIpXmmWxVof1DLc8E/m3QtYzVXrLxO8C7\nDdiSJKkPQ7YGLiIupHlZ7rzM/Oag6+lqr9P7Hs3nqb59wOVIkqQ9hJeLSJIkSYV5JluSJEkqbGjy\nIfU7/PDDc9GiRVOe9/DDD3PggQeWL2gGaqwJ6qzLmvqpsSaos65B1XTjjTd+JzOPmHzk3mM6fbvG\nn5lRtdZWa11Qb2211gX11lZrXTA7tfXu2Zm5x9+OP/74nI7rrrtuWvNmU401ZdZZlzX1U2NNmXXW\nNaiagM9nBb10Lm/T6ds1/syMqrW2WuvKrLe2WuvKrLe2WuvKnJ3a+vZsLxeRJEmSCjNkS5IkSYUZ\nsiVJkqTCDNmSJElSYYZsSZIkqTBDtiRJklSYIVuSJEkqzJAtSZIkFWbIliRJkgozZEuSJEmFGbKl\n2q1bByeeCC95CWzYMOhqJEmq34YN8Na3csitt064fjZ/rw7N2pYlzdy6dXD22Tsff+IT8OlPw/Ll\ng6tJkqSabdgAL3gBbNvGs4eG4Ljjdv292VnP/PnwqU/Nyu9Vz2RLNbvqql0f/+AHMDIykFIkSdoj\njIw0AXrHDmK835ud9WzbNmu/Vw3ZUs1OO23Xx/vtBytWDKQUSZL2CCtWNGeo580jx/u92VnP/Pmz\n9nvVy0Wkmq1e3Xx9z3vgSU+C17zGS0UkSZrI8uXNJSAjI9x8yCEcN/b3Zmc9K1bM2u9VQ7ZUu9Wr\nd4ZtSZI0ueXLYflyHtrdpSDt+tnk5SKSJElSYTMK2RFxSkRsiojNEXH+OOsjIt7Rrr8lIo6bbG5E\nvD4i7o6Im9rbqTOpUZLUsGdL0tyZdsiOiHnAxcBKYClwRkQsHTNsJbCkva0GLuk59y8y89j2dvV0\na5QkNezZkjS3ZnIm+wRgc2benpnbgCuBVWPGrAIuz8ZGYEFELOw5V5JUjj1bkubQTEL2kcCdncd3\ntcv6jJls7m+1L1VeFhGHzqBGSVLDni1Jc6jGTxe5BHgjkO3XPwNePXZQRKymeTmT4eFhRqbxQeJb\ntmyZ1rzZVGNNUGdd1tRPjTVBnXXVWNMeoFfPhpn37Zqfn1prq7UuqLe2WuuCemurtS4YbG0zCdl3\nA0d3Hh/VLuszZr/dzc3M+0YXRsRfAR8fb+eZuQ5YB7Bs2bJcMY0PEh8ZGWE682ZTjTVBnXVZUz81\n1gR11lVjTQUNtGe3Y2fUt2t+fmqtrda6oN7aaq0L6q2t1rpgsLXN5HKRG4AlEbE4IuYDpwPrx4xZ\nD5zZvmP9JODBzLxnornt9X+jXgJ8aQY1SpIa9mxJmkPTPpOdmdsj4lzgGmAecFlm3hoRa9r1a4Gr\ngVOBzcAjwKsmmttu+qKIOJbmpcc7gLOnW6MkqWHPlqS5NaNrstuParp6zLK1nfsJnNN3brv8FTOp\nSZI0Pnu2JM0d/+KjJEmSVJghW5IkSSrMkC1JkiQVZsiWJEmSCjNkS5IkSYUZsiVJkqTCDNmSJElS\nYYZsSZIkqTBDtiRJklSYIVuSJEkqzJAtSZIkFWbIliRJkgozZEuSJEmFGbIlSZKkwgzZkiRJUmGG\nbEmSJKkwQ7YkSZJUmCFbkiRJKsyQLUmSJBVmyJYkSZIKM2RLkiRJhRmyJUmSpMIM2ZIkSVJhhmxJ\nkiSpMEO2JEmSVJghW5IkSSrMkC1JkiQVZsiWJEmSCjNkS5IkSYUZsiVJkqTCDNmSJElSYYZsSZIk\nqTBDtiRJklSYIVuSJEkqzJAtSZIkFWbIliRJkgozZEuSJEmFGbIlSZKkwgzZkiRJUmGGbEmSJKkw\nQ7YkSZJUmCFbkiRJKsyQLUmSJBU2o5AdEadExKaI2BwR54+zPiLiHe36WyLiuCnM/f2IyIg4fCY1\nSpIa9mxJmjvTDtkRMQ+4GFgJLAXOiIilY4atBJa0t9XAJX3mRsTRwAuBf59ufZKknezZkjS3ZnIm\n+wRgc2benpnbgCuBVWPGrAIuz8ZGYEFELOwx9y+A1wA5g/okSTvZsyVpDs0kZB8J3Nl5fFe7rM+Y\n3c6NiFXA3Zl58wxqkyTtyp4tSXNoaNAFdEXEAcAf0rzsONnY1TQvZzI8PMzIyMiU97dly5ZpzZtN\nNdYEddZlTf3UWBPUWVeNNdVsKj27HT+jvl3z81NrbbXWBfXWVmtdUG9ttdYFg61tJiH7buDozuOj\n2mV9xuy3m+U/ASwGbo6I0eVfiIgTMvPe7oYzcx2wDmDZsmW5YsWKKR/AyMgI05k3m2qsCeqsy5r6\nqbEmqLOuGmsqaKA9G2bet2t+fmqtrda6oN7aaq0L6q2t1rpgsLXN5HKRG4AlEbE4IuYDpwPrx4xZ\nD5zZvmP9JODBzLxnd3Mz84uZ+eOZuSgzF9G8JHnceM1akjQl9mxJmkPTPpOdmdsj4lzgGmAecFlm\n3hoRa9r1a4GrgVOBzcAjwKsmmjujI5Ek7ZY9W5Lm1oyuyc7Mq2macnfZ2s79BM7pO3ecMYtmUp8k\naSd7tiTNHf/ioyRJklSYIVuSJEkqzJAtSZIkFWbIliRJkgozZEuSJEmFGbIlSZKkwgzZkiRJUmGG\nbEmSJKkwQ7YkSZJUmCFbkiRJKsyQLUmSJBVmyJYkSZIKM2RLkiRJhRmyJUmSpMIM2ZIkSVJhhmxJ\nkiSpMEO2JEmSVJghW5IkSSrMkC1JkiQVZsiWJEmSCjNkS5IkSYUZsiVJkqTCDNmSJElSYYZsSZIk\nqTBDtiRJklSYIVuSJEkqzJAtSZIkFWbIliRJkgozZEuSJEmFGbIlSZKkwgzZkiRJUmGGbEmSJKkw\nQ7YkSZJUmCFbkiRJKsyQLUmSJBVmyJYkSZIKM2RLkiRJhRmyJUmSpMIM2ZIkSVJhhmxJkiSpMEO2\nJEmSVJghW5IkSSrMkC1JkiQVZsiWJEmSCptRyI6IUyJiU0Rsjojzx1kfEfGOdv0tEXHcZHMj4o3t\n2Jsi4pMR8aSZ1ChJatizJWnuTDtkR8Q84GJgJbAUOCMilo4ZthJY0t5WA5f0mPunmfmszDwW+Djw\nR9OtUZLUsGdL0tyayZnsE4DNmXl7Zm4DrgRWjRmzCrg8GxuBBRGxcKK5mflQZ/6BQM6gRklSw54t\nSXNoaAZzjwTu7Dy+Czixx5gjJ5sbEW8GzgQeBH52vJ1HxGqaMy0MDw8zMjIy5QPYsmXLtObNphpr\ngjrrsqZ+aqwJ6qyrxpoKGmjPbsfNqG/X/PzUWlutdUG9tdVaF9RbW611wWBrm0nInjWZ+VrgtRFx\nAXAu8MfjjFkHrANYtmxZrlixYsr7GRkZYTrzZlONNUGddVlTPzXWBHXWVWNNe4I+PbsdN6O+XfPz\nU2tttdYF9dZWa11Qb2211gWDrW0ml4vcDRzdeXxUu6zPmD5zAa4ATptBjZKkhj1bkubQTEL2DcCS\niFgcEfOB04H1Y8asB85s37F+EvBgZt4z0dyIWNKZvwr46gxqlCQ17NmSNIemfblIZm6PiHOBa4B5\nwGWZeWtErGnXrwWuBk4FNgOPAK+aaG676bdFxDOAHwLfBNZMt0ZJUsOeLUlza0bXZGfm1TRNubts\nbed+Auf0ndsu96VGSZoF9mxJmjv+xUdJkiSpMEO2JEmSVJghW5IkSSrMkC1JkiQVZsiWJEmSCjNk\nS5IkSYUZsiVJkqTCDNmSJElSYYZsSZIkqTBDtiRJklSYIVuSJEkqzJAtSZIkFWbIliRJkgozZEuS\nJEmFGbKl2bJhAzz/+XDwwXDAAXDIITA8DOedt+u4detg0aJm/SGHwIEHwv7775xz2GHwnOc0t+62\nDjzwsfcXL262N57R/Rx2WFPXhg3lj3m8Y+nW2Dmu577oRXDooY/9fkjaN81Fj9LgnHceLFiw+76/\nYQO85CWwcOGuvzvG+33S/b146KHjj3viE2HhQpa/+MXjb28Ofs6GZm3L0r5swwZ43vNgx45dl3//\n+3DRRc39Cy9sfqmcffbk2/vud/vt9447dm5v9eqdy8fu5/rr4eSTm6/Ll/fb9mT6HktrHsC2bbt+\nPyTtm+aiR2lwzjtvZ6+Hx/b9DRua53v79v7bnOz34qOPAjB/ojGz/HPmmWxpNoyMPDZgd334w83X\nq66anf2P3e54+9m+valztvY5ieg+GP1+SNo3zUWP0uCM1+O7y0ZGphawpyAmGzCLP2eGbGk2rFgB\n8+btfv1LX9p8Pe202dn/2O2Ot5+hoabO2drnJLL7YPT7IWnfNBc9SoMzXo/vLluxonm+Z0FONmAW\nf868XESaDcuXw2c+A+efD1/4QnNWe2gIHv94eOUrd75ENnpJx1veAg880NzfsaP5n/W8ec2coSF4\nylOadZs379zWjh2Quev94WG44IJdLxUZu5+HHoKf+il429vKvjy2u2Pp1tg5rh1btzJ0wAHNPC8V\nkfZtc9GjNDijPf7SSyHisX1/+fLmko2LLoKNG5ufgdHfHaO6v0+6vxfvuGPXV45Hxz3+8TB/Ptse\nfpj9u3NHDQ3N+s+ZIVuaLcuXw6c/Pfm41asfG4pnw1zsZwr7+JeREVZ4lkrSqLnqhRqMCy+c+ITK\n8uXwkY8U3+2GAf6u8XIRSZIkqTBDtiRJklSYIVuSJEkqzJAtSZIkFWbIliRJkgozZEuSJEmFGbIl\nSZKkwgzZkiRJUmGGbEmSJKkwQ7YkSZJUmCFbkiRJKsyQLUmSJBVmyJYkSZIKM2RLkiRJhRmyJUmS\npMIM2ZIkSf9/e/cfa3dd33H8+fbetmNq+CW7Ni1qySpJNU5rAzQQUzVOylTcki0QF50wKwlGjYnQ\nRrNk/xDEZFncDFC36oydbHNjaxyGoesNZsAE+TVQqkXYKBZBnZIOUz31sz++32sPl/vj3HM+93zf\npc9HcnK/53u+n/N53e/3y5t3z/3cXKkym2xJkiSpMptsSZIkqTKbbEmSJKkym2xJkiSpMptsSZIk\nqTKbbEmSJKkym2xJkiSpspGa7Ig4PyL2RcT+iNg+x+sREZ9qX78/IjYuNjYiPhkRD7XH3xgRJ42S\nUZLUsGZL0vgM3WRHxATwaWArsAG4OCI2zDpsK7C+fWwDrh1g7C3Aq0sprwG+A+wYNqMkqWHNlqTx\nGuWT7LOA/aWU75VSfg7cAFw465gLgc+Xxh3ASRGxeqGxpZR/K6X02vF3AGtHyChJalizJWmMJkcY\nuwZ4rO/5AeDsAY5ZM+BYgEuAv5tr8ojYRvNJC1NTU0xPTy8heuPQoUNDjVtOGTNBzlxmGkzGTJAz\nV8ZMFXVas2H0up35+mTNljUX5M2WNRfkzZY1F3SbbZQme1lFxMeAHrB7rtdLKTuBnQCbNm0qW7Zs\nWfIc09PTDDNuOWXMBDlzmWkwGTNBzlwZMx0rFqvZMHrdznx9smbLmgvyZsuaC/Jmy5oLus02SpP9\nOHB63/O17b5Bjlmx0NiI+CPgbcCbSyllhIySpIY1W5LGaJQ12XcC6yNiXUSsBC4C9sw6Zg/w7vY3\n1s8BflpKObjQ2Ig4H7gCeEcp5ZkR8kmSjrJmS9IYDf1JdimlFxEfAG4GJoBdpZQHI+Ky9vXrgJuA\nC4D9wDPAexca2771XwKrgFsiAuCOUsplw+aUJFmzJWncRlqTXUq5iaYo9++7rm+7AJcPOrbd/5uj\nZJIkzc2aLUnj4198lCRJkiqzyZYkSZIqs8mWJEmSKrPJliRJkiqzyZYkSZIqs8mWJEmSKrPJliRJ\nkiqzyZYkSZIqs8mWJEmSKrPJliRJkiqzyZYkSZIqs8mWJEmSKrPJliRJkiqzyZYkSZIqs8mWJEmS\nKrPJliRJkiqzyZYkSZIqs8mWJEmSKrPJliRJkiqzyZYkSZIqs8mWJEmSKrPJliRJkiqzyZYkSZIq\ns8mWJEmSKrPJliRJkiqzyZYkSZIqs8mWJEmSKrPJliRJkiqzyZYkSZIqs8mWJEmSKrPJliRJkiqz\nyZYkSZIqs8mWJEmSKrPJliRJkiqzyZYkSZIqs8mWJEmSKrPJliRJkiqzyZYkSZIqs8mWJEmSKrPJ\nliRJkiqzyZYkSZIqs8mWJEmSKrPJliRJkiobqcmOiPMjYl9E7I+I7XO8HhHxqfb1+yNi42JjI+L3\nI+LBiPhlRGwaJZ8k6ShrtiSNz9BNdkRMAJ8GtgIbgIsjYsOsw7YC69vHNuDaAcY+APwecOuw2SRJ\nz2bNlqTxGuWT7LOA/aWU75VSfg7cAFw465gLgc+Xxh3ASRGxeqGxpZRvl1L2jZBLkvRc1mxJGqPJ\nEcauAR7re34AOHuAY9YMOHZBEbGN5pMWpqammJ6eXspwAA4dOjTUuOWUMRPkzGWmwWTMBDlzZcxU\nUac1G0av25mvT9ZsWXNB3mxZc0HebFlzQbfZRmmyO1VK2QnsBNi0aVPZsmXLkt9jenqaYcYtp4yZ\nIGcuMw0mYybImStjpueTUet25uuTNVvWXJA3W9ZckDdb1lzQbbZRmuzHgdP7nq9t9w1yzIoBxkqS\n6rFmS9IYjbIm+05gfUSsi4iVwEXAnlnH7AHe3f7G+jnAT0spBwccK0mqx5otSWM09CfZpZReRHwA\nuBmYAHaVUh6MiMva168DbgIuAPYDzwDvXWgsQET8LvAXwGnAv0bEvaWUtw6bU5JkzZakcRtpTXYp\n5Saaoty/77q+7QJcPujYdv+NwI2j5JIkPZc1W5LGx7/4KEmSJFVmky1JkiRVZpMtSZIkVWaTLUmS\nJFVmky1JkiRVZpMtSZIkVWaTLUmSJFVmky1JkiRVZpMtSZIkVWaTLUmSJFVmky1JkiRVZpMtSZIk\nVWaTLUmSJFVmky1JkiRVZpMtSZIkVWaTLUmSJFVmky1JkiRVZpMtSZIkVWaTLUmSJFVmky1JkiRV\nZpMtSZIkVWaTLUmSJFVmky1JkiRVZpMtSZIkVWaTLUmSJFVmky1JkiRVZpMtSZIkVWaTLUmSJFVm\nky1JkiRVZpMtSZIkVWaTLUmSJFVmky1JkiRVZpMtSZIkVWaTLUmSJFVmky1JkiRVZpMtSZIkVWaT\nLUmSJFVmky1JkiRVZpMtSZIkVWaTLUmSJFVmky1JkiRVZpMtSZIkVWaTLUmSJFU2UpMdEedHxL6I\n2B8R2+d4PSLiU+3r90fExsXGRsQpEXFLRHy3/XryKBklSQ1rtiSNz+SwAyNiAvg08BbgAHBnROwp\npXyr77CtwPr2cTZwLXD2ImO3A18rpVzdFvLtwJXD5pzX7bfzWx/8IDzyCBw5ApOTzddeDyYmjj4v\nZfjtId7rvF4PVq1KkWXZclX6vs47fLi5lknOEb0e58HR8/SCF8DGjXD11bB5c5P1yith1y44fPjo\n+CMljEEAAAoFSURBVBNPhHPOgSuuOHrcsK68Eq6/Hn72s199L+cdPtxsz8yzdSvs3g133/3se7/G\neVnq97JzJ1x1FTz11Fjvnfne69yIJtcw77Vy5XOvdyLPh5r9qo9/HB5+GJ5++uj5n9F/TTrYd25E\ncz/Nd1xHOc/t9Z57z2Y9ZytXwrZt8M53wvbtz65RY8z3q5o57vMyzDlLck0HOmenngo7djTbV10F\nP/7xs4874QR46UvhQx9q7oOF3H47XHMNfP/7cOmlix/flVLKUA9gM3Bz3/MdwI5Zx1wPXNz3fB+w\neqGxM8e026uBfYtlef3rX1+W5LbbSpmYKL9sLmuqR8ZMWXMdM5kmJ5t77oorFh6/YkVz3LDmef9O\nztMA38tDH/lI59drWc7VzPVeAuCuUoarxYM+MtXsUpZYt2+7rZTJyZT/zXf639kxnGvBbBE5cyV4\nZM1WPdf11y9aDwY9fu/evYPXmgENWrOH/iQbWAM81vf8AM0nH4sds2aRsVOllIPt9hPA1FyTR8Q2\nYBvA1NQU09PTAwd/2e7drDtyhBh4xPhkzAQ5cx0rmUqvxyO7dvHSr3yFE+Y5BqD84hc8smsX/zPz\nCf0SnbV795zvP/t5WSBDLYN8Lxv27h1LlqWokWXmeg97HZdRpzUbhq/bL9u9m3W9Xqp7Zbas2bLm\ngnnqJUApneY+1s5ZBoPmKgMcX4D//cxnuP+Vr5zz9dn1YLHjDx06tKQesaZRmuxlV0opEVHmeW0n\nsBNg06ZNZcuWLYO/8apV8NnPUhI22tmajhkZcx0rmWJykjMuuQROOaX58dY8YsUKzrjkEs4YdqnB\nu9415/vPzjSOczbI97LvjW/kN+65ZwxpBlfjnpq53kNfx2PYQjW7fX24ur1qFXzuc5TEjXbGegR5\nc8E89RIgovl8siPH2jnLYNBcgx5zyvvex7z1oa0H9HoDHT89PT3/ey2zUZrsx4HT+56vbfcNcsyK\nBcb+ICJWl1IORsRq4MkRMs5t82b4+tf5yfvfz8nJ1mQf6fWYTLgmu2quSt/XkcOHmxs4yTmi1+MI\nHD1Ps9dkzzRdy7Um+xOfaL7OWpN95PBhJhOuyT749rdz5plnplqT3YtgBQz3XsnXZHOs1+xbb+WH\nH/0opyVdk92LYEXCNdm9Xo8VSddkP+ecJVmT/auamXBN9qL3WUf7BjpntdZkt/Xg+b4mexL4HrAO\nWAncB7xq1jG/A3yF5h8a5wDfWGws8Elge7u9HbhmsSxLXpPdWo51OqPKmKmUnLnMNJiMmUrJmaur\nTIxnTXaaml2GrNsZ75kZWbNlzVVK3mxZc5WSN1vWXKUco2uySym9iPgAcDMwAewqpTwYEZe1r18H\n3ARcAOwHngHeu9DY9q2vBv4+Ii4F/hv4g2EzSpIa1mxJGq+R1mSXUm6iKcr9+67r2y7A5YOObff/\nCHjzKLkkSc9lzZak8fEvPkqSJEmV2WRLkiRJldlkS5IkSZXZZEuSJEmV2WRLkiRJldlkS5IkSZXZ\nZEuSJEmV2WRLkiRJlUXztweObRHxFM1fGluqlwA/rBxnVBkzQc5cZhpMxkyQM1dXmV5eSjmtg3k7\nM2TdznjPzMiaLWsuyJstay7Imy1rLliebAPV7OdFkz2siLirlLKp6xz9MmaCnLnMNJiMmSBnroyZ\ndFTm65M1W9ZckDdb1lyQN1vWXNBtNpeLSJIkSZXZZEuSJEmVHe9N9s6uA8whYybImctMg8mYCXLm\nyphJR2W+PlmzZc0FebNlzQV5s2XNBR1mO67XZEuSJEnL4Xj/JFuSJEmqziZbkiRJquy4bbIj4vyI\n2BcR+yNi+xjn3RURT0bEA337TomIWyLiu+3Xk/te29Fm3BcRb12mTKdHxN6I+FZEPBgRH+o6V0T8\nWkR8IyLuazP9adeZ+uaZiIh7IuLLiTI9GhH/FRH3RsRdGXJFxEkR8aWIeCgivh0Rmzu+p85sz8/M\n4+mI+HDX50mD6apmt3Onq9t9c6Wr3+0caWt4O1e6Ot7Ola6Wt/Okqud98+Su66WU4+4BTAAPA2cA\nK4H7gA1jmvsNwEbggb591wDb2+3twCfa7Q1ttlXAujbzxDJkWg1sbLdfDHynnbuzXEAAL2q3VwD/\nCZzT9blq5/oI8LfAlzNcv3auR4GXzNrX9X31N8Aft9srgZO6ztSXbQJ4Anh5lkw+Fr1endTsdv50\ndbsvR7r63c6Ttoa386Wr4+18j5Kslrdzpa3nfRnT1fVl/YazPoDNwM19z3cAO8Y4/yt4drHeB6xu\nt1cD++bKBdwMbB5Dvn8B3pIlF/DrwN3A2V1nAtYCXwPe1FecOz9P8xTmznIBJwKP0P5ydYZMs3L8\nNvAfmTL5WPB6dVqz2zlT1+2++VLV73aONDW8fe+Udbx9/1S1vH3f1PW8b550df14XS6yBnis7/mB\ndl9XpkopB9vtJ4CpdnvsOSPiFcDraD516DRX++O8e4EngVtKKZ1nAv4cuAL4Zd++rjMBFOCrEfHN\niNiWINc64Cngs+2PZP8qIl7YcaZ+FwFfbLezZNL8Ml6LdPdNpvrd5slYwyFvHYd8tRzy1/MZ6er6\n8dpkp1Waf1qVLuaOiBcB/wh8uJTydNe5SilHSimvpfnU4ayIeHWXmSLibcCTpZRvzndMh9fvvPZc\nbQUuj4g3dJxrkubH69eWUl4H/B/Nj+y6zARARKwE3gH8w+zXuvzvT8euDPdNtvrdzpuqhkP6Og75\najkkruczstb147XJfhw4ve/52nZfV34QEasB2q9PtvvHljMiVtAU6N2llH/KkguglPITYC9wfseZ\nzgXeERGPAjcAb4qIL3ScCYBSyuPt1yeBG4GzOs51ADjQfnIF8CWaIt35uaL5n9fdpZQftM8zZNLC\nMl6LNPdN5voNqWo4JK7jkLKWQ+56PiNlXT9em+w7gfURsa79189FwJ4O8+wB3tNuv4dmTd3M/osi\nYlVErAPWA9+oPXlEBPDXwLdLKX+WIVdEnBYRJ7XbJ9CsMXyoy0yllB2llLWllFfQ3DP/Xkr5wy4z\nAUTECyPixTPbNOvSHugyVynlCeCxiDiz3fVm4FtdZupzMUd/pDgzd9eZtLBsNRuS3DcZ63ebK10N\nh7x1HHLWckhfz2fkrOvLtdg7+wO4gOa3sB8GPjbGeb8IHAR+QfOvw0uBU2l+CeO7wFeBU/qO/1ib\ncR+wdZkynUfzo5T7gXvbxwVd5gJeA9zTZnoA+JN2f6fnqm+uLRz9hZmur98ZNL8tfR/w4Mz9nCDX\na4G72mv4z8DJCTK9EPgRcGLfvhT3lI9Fr10nNbudO13d7psrXf1u50hdw9v50tTxdp6UtbydJ109\n75srbV33z6pLkiRJlR2vy0UkSZKkZWOTLUmSJFVmky1JkiRVZpMtSZIkVWaTLUmSJFVmky1JkiRV\nZpMtSZIkVfb/1KUxK1bCUwsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_DB_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_DB_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_DB_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_DB_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_DB_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 120, 133, 598, 608)\n", "Oct_DB_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 120, 133, 598, 608)\n", "Jan_DB_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 120, 133, 598, 608)\n", "Apr_DB_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 120, 133, 598, 608)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow Particles" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BevmSZRdO3W9Jnr/Mfn+bpOaRAYDZmNkA8+dfVAQAgE5KNQAAdFKqAQCgk1INAACdlGoA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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_DB_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_DB_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_DB_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_DB_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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 }