{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "##### Check summertime PAR values to infer units" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import datetime as dt\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import datetime as dt\n", "import glob\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t0=dt.datetime(2015,7,1)\n", "te=dt.datetime(2015,8,1)\n", "ii=1 # daily files\n", "nlen=int((te-t0).days/ii)\n", "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as fm:\n", " tmask=np.copy(fm.variables['tmask'])\n", " navlon=np.copy(fm.variables['nav_lon'])\n", " navlat=np.copy(fm.variables['nav_lat'])\n", "tlist=[t0+dt.timedelta(days=ii*10) for ii in range(0,nlen)]\n", "sdir='/data/eolson/results/MEOPAR/SS36runs/linkHC201812/'\n", "fformat1='%d%b%y'\n", "meanPAR0=np.zeros((24*len(tlist),))\n", "ind=-1\n", "for idt0 in tlist:\n", " ind=ind+1\n", " i0=24*ind\n", " i1=24*(ind+1)\n", " i1\n", " cdir=idt0.strftime(fformat1).lower()\n", " f=nc.Dataset(glob.glob(sdir+cdir+'/SalishSea_1h_*_carp_T.nc')[0])\n", " meanPAR0[i0:i1]=np.mean(np.mean(f.variables['PAR'][:,0,:,:],2),1)\n", " " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RFqLNWjednNF7eFQx2gBDn+iMvobUlAytY9zH7z0GIC0gaMPiMMJsrwOirPy4\nYMR1ZywwmYY9azb0RLQLwHcAeA8AKKWGSqmzAG4EcHs27HYAbxp3ki5YGb1WbRJoFl7JBtkWl1+X\nCBVpNxdQGEC5SFoRdVObMBXqRc3kuTdpT2ZG3Yxrms2Fzde68ZCg34+TijLR/UdB4M4Cj0uM3n7M\n4+fT0gZ6/XoTi4MIs/20sowtP4afGzb0owno9OMw+msAnADw34joi0T0biKaBbBfKXUsG/MkgP3j\nTtIFW8lgvdok4HZ4MvhdW+cok6mbC7HuANL/ry1q5gyvTNLM2JzRWzR6vT2ZxRnL7CK9+cd3PBUN\n2L1042HHaANa58Xas+jq9AY0r3XDx/gnf3AP/vbrJ8Uxi4MYs/3UgNvyY/LqlRNswTmOoe8AeDGA\n/6qUehGARRgyjUqXUfHKEdEtRHSYiA6fOHFi7ZOwhDrq1SYBdxMQbb7p34rO2CKKx8bopa5WgC2O\nvizd2PwHsZkwZYu60epoD6MajT5sp9ZNnDce8c5YDzs2QrqpOmMdGn1DQ8/F+wDgbR9/QByzODQY\nveiMzQx9drxJLH7jGPqjAI4qpT6X/f4hpIb/KSI6AADZ/8elP1ZK3aaUOqSUOjQ/P7/mSbAxNVl4\nLDD6emcsxGMBWQ0bw4Cb+lvuADJKJTRxxtr8B6NYlUsgWOY+ilWt5qdH3bRR68asEOoZvYeEQbS+\nht6WzwIgTzZ03ZpNi5rpxNGGYZTkPZQ7DmdsGFC+cGxqRq+UehLAESK6Pnvp1QC+AuBjAG7OXrsZ\nwEfHmmENXM7YQPtmGjljs//tiVDpz3xYk6nn2Ximli98jyNNow/qEqaycEjAroMPowRzUymTWLZo\niPrNjxacsWYcvTf0HhKa+I/GgUsHD5oUNWtY60bvJ2srHqhn5LucsSFRXit/Eox+3Hr0/xLA+4io\nB+ARAD+KdPH4IBH9OIDHAPzAmOdwwuWMDQ1nbB2j5y/ZxsB54bD1edWz8fT/bb1ldc3fmjCVlSlm\n7cbljN0z08PxhQGWR3I9ET3qpu7mbwJmJoEjusjDo0no7ziIE4VsM6u9lv4fskbvsKXlWjf2cboT\n1vocJgl2dAvpRmxilEXw9SYo3Yxl6JVSfw/gkPDWq8c57mpgc3jqxcWAZtUr3dJNNS7fPF6cOzuL\nqpQ8FxNRrLTGI45WgrFKwyudM09vln07+gDsUQHt17opVwj1Zt5DQin0dx1kCrFRUM7okRU1s9+d\nTZ2xtp0iYcyFAAAgAElEQVRyaS5xfbFCZv1s6Cfht9gGmbH25KVQs46rCq+syYwF5PLIVUbviKNP\nkpJG73LGhkGgFTWT5x4lCjun0849SwNL1E0ptnj8WjfMTOpKKHtc3FjvhCmx1hXf6xmjd92a+vxc\n0qi+oFilG41g2pyx/Nx0JyjdbB9DL0TA6M7YJtUri4Qp+cbRSypI4Zp6SBef03Y8szWhbbcxihN0\nS2WK7QvCzkyjr2f0QeNaN8vDOK/fYfsMxXXxlt6jCmbMAU3O0JeibuoYfVTvjNX1eRei7Hnlc4sR\nd1vJGbtZ4GL0esJUo+qVLo1eqG8v+QX0ORX16KvHG8UqX9FTRi/PSa8fn85RHhclCXqdAP1OgKWh\nRaPX4uib1rp50S//JZ7zi39hnVtQlOHxRc08RLAhnel18gY5bcLGmgF2xrrLFA8baPRNZBuAExw1\nSdbijA0m7Izd+obeVndmTWWKIR6LXzOLpFnj6M0yxRZnrJ4wJdXXAZjRB7UOT9b9ZnphPaMPm9e6\n0ftfSsfrhEFt1q7HxQ0mRNO99emo5GT0HDjhuDmHUaKRFXlcU0Y/ykqW8LlFZ2wWiOEZ/Spgqztj\nOmObVK/Mo25qomQAWQoyi5q56tGPYjO8UtYHi9Z/6e+2T8Adq2Z6HSzaGH2p1k07ZYq5g086N2/p\nParg+z9ttDGZ8Eo99LeurtMwSjDVScN2bIa+KevWCZzVGZuNYUbvnbENkGfGCuxad8a65BGGS6PX\nv0BAjn0vxamjQc9YviHyz1Cd0yhRaXilMUfxeGGA2X7YKI6e0ELjkVjljR1cc/O4uMEEo8366599\nuChBEAvyiF6OpK5t5jBOMNV1l/FoaoxHWjRdrTN2i2TGbgowe5YyY6vVK90XNHEYer1nLB9Pkov0\nOdkYvVKq0mEq/QxyZ6uuFnVj4/QcxbNzqmutrqdH3QRBO4w+Xcx8HL2HHXz/z011nAXBVoO3fOjL\nxfHFnXD6PwcLuG7NQZRgqlvD6Bsa+ihp4owtM3pv6BsgLwVcZ+gd8kgBe3il3iKQj2cramb2lrUx\nf9byilwAYzZKa+advybPnMcd3D2NY+dWrGMA5Jm2bTQeCUOyhpp5eAAFwdg9081b7Y2L81pLQrH1\nJ5MuQiONvjD08pimFSYr5cetEXzQNPr1J0hb39DbNHrBGSuNY5y8MMg71piecqUUEoXK8cwbzFrU\nzLhH9N6tQCHdmKs/j+uGbo1eKZXXxEkN/bK1YibPi9qodZMx+rpFyGN744fefRfe/TePWN/n52Ln\ndGro2yhnvbBSLBhi6888Iqw+wkyvT2MbxyGiz7psznpOwCg/bitqloV+e0a/CtgiWxLBGSuNY/zc\nR+4t/rZGe+fjmQux3tUmHVN+nZEbcE6s4LkZB4y0TFtXZAvfS50wwMHdUxjFCicXB5VxvDBxoadx\nwyG5nhB/Xu+MvTjx2YdP4T9aqjkCGqOf7iFOlDOSay0QJU+N6NUFHqQafVZDoUaj/5Xvex5e9axL\nxV0EUM6MtTF6fm4mWQJh+xj6pGpMTWcsIBcYA1JGr/+teSwAJY1eqnWTaLpgOsYiK2nx7ADyeZoL\nwkgrA+yKbNGjabiC5UB4mMpx9BibgnOYWB6aNpkKtACAb5xcxErDkDeP9UNd/Sh9zO6ZNHN7YTBy\nDV/DHORz6n0haqNuum5Gzxp9vxNguheKBpx9b3ocvc3f1wnSDlRhQD7qpgls9WT0ImRAoZvb49WL\nv68YcFVl9J0gEBaXwuDq/5vj2IDnW7zsxqh8BtMwQ7bN+o6j6wjZ0uPogzakm+xhaqdfVXPc9/g5\nvPI3P+WUCzwmA1sor47IMPQXVtrR6Yvjy/d6kbhYE3XTQKNn1t0LA6ckA6DM6C3OWLZN3ZB8HH0T\nuJqA6IY5qGH0+vbJJrWsOjOWFyGrFJSt/JbFqlgQAmdm7EhbENztC3WNfnxnbDVrdzKm/tMPpY1q\n2KfisXFo4lxlmWNXVotp0VKLaTXQHkV7Jnt2Y9Zq9HETjZ5314G1QKLZQ5mjfaSmSLyL74WBl26a\nIHdkGtfKdMbaHJ6MJa20r+mMTQRDHwbS4pK9V6lHLy8cxcpfzLl8PD06x66D5+PCIF88nIx+FbVu\nXIiNip6TYvQ875le6B7ose5ows75ft85lRn6BrsAF5JElZi3NbIlJ1zuezN1xqb3ko2s5Ia+E6QF\nEoVImXxMUDQeASTimOTPaa8TeEbfBIV0U75YiZDgBMjbvAuDCEdOLxd/24DRuzNjURpf+aLjsnRj\n0/JLmrqD0euSEd9cUo2N8udoofEIO2MDdhRPxtTzA7URrt97Hjs9sb6nWwELGqO3ff9sFJk115Ui\nqcNK1jbzu66ftx6v7IxdjUZvGZN9hl7G6MUdc2wweot0mySFjfCMviFcIYyluHdLrDqQar7m3+ow\nwyb5Z3NBsEk3Nkavp0pL5400pu4KVde1QZd0U466aaPxyMaEV/ID1cQR2Ca++M0z+If/9e/wzk8+\nPNHzbmboYY6uEtpAETde1+mtDpz5vSPbIdgSpgpnrP1eV0qVom6s0o2u0QvPPlDdqVuz9pUqM3pv\n6Othkz30rRvglm4ePbkIAPjvP/ZS3PjCg2LylX6M9LzVynRmUbOcXVuYeldLldb/vhin16axh1fq\nzJ+PGQnbwVJmbBvSjanRj3e4xmDfxXp0K3Lh/ifOAwAeP7tcM/LiwZLG6G1GMlFpTDtHo4y7QHN2\n7Y6sCbfYKCgpOszZOj0BxT1UmzCVSzdkbRQUaT41wN7PWnfGvvH5B/Cya/fKJ20R47YS3HDkPWOF\nhCnJGStpa4+cuIBeJ8C3PWMf7nzgKatWrlevDEjoMGUwddvWzRadY5OM6urR604g2+ICFJ+9rVo3\niVLZbsO+CK0HeGGrK2nRNp46n2YcXzrXn+h5NzOalPiNsgShIvJtTOkmC6vlHslij2fNGWurOQMU\n85/qcK2bemesNT5ee774vNL8OCwZAH72dc8Sz9c2tj6jt7FhM7zS0b/10ZOLuOaS2VxvNhcDPSyx\nOJ7QYcow9K6IIKC6xasyej6eO+qmkGSCnE1IztjWa90kKt8dAJNLmOLdyrgGQ8cf3PUYHnxywTmG\nZYq6KqgXE/R8DVdTHI4ZT38fb4FmRj9Xw+j1mlNWQ5/JJv0uO2Plcw41I24Lr9QXA8AtyeqkcRLY\n8oaenRpVh4fZ45UdQdWb7JETi7h2fjYdJzD1PGHKrHUjaG/6uGIRKp9vlDttaqQbLd7eJY/o2iAX\nVJIbHqhcBmqj1k1eo58TpiZk//ihk+SptWBhZYRf+KP78EPv/pxzHDPJtuPAtzIGpTZ88hjOFmXD\nN+7Xxt/DTL+G0Ws+MJvMx4a+VqOPE/TCtLhgGMrSTWVH72D04YQt79inI6KQiL5IRH+S/b6XiO4g\nooey//eMP007rJEtFmdsJQwzUfjm6SVcvS8z9EINaTPunc8rLS76nHh4bTljR3YvjyvkEfuWUWdN\nkqyh971dba0bsVZ+Jo/lwtKEmG7O6FvS6L+aMfk653Ru6FsqzLUdoDsSbUYyThKEYVEqY1zJjeUW\nDq+15YzwM98LA2v2aWHoa6JuoqIqZUfYzQMFgdOrVwJC2LQqtzmdBNo4208B0AtdvBXAnUqp6wDc\nmf2+bpCMZF6L2nCemuMA4MTCAFGicPnu6XScI2yyNrzSiLqxykocXmkaerMEQlxIMmjC6EPNGWuJ\nuunkht5durX6t9Lx0ms8aWcsf7ZRS1sIdsbP12jvXKPF1kP3YkTZ0Mtj2OjaolDWes5pBwvXw6s7\nodzSDwCGcbp41zUeGcVJHjWUljx3OGPN8uOCFKzbpklgLENPRFcAeCOAd2sv3wjg9uzn2wG8aZxz\n1CEPm9S+IDaYZpQMUDVYT2YOtst2TuXj6pysQGrgbIy+KGpWw9TNld+2kwjrSiBoGn1NHH3O6LG6\n8ErbwpG2apusM3aUM/p2pBsO16ubP8dvn/fSTY5BVGS5WuPoDY3eZnQHUYxv+7VP4M4HnnKe05Rb\nXDIlkEqkI8suYmAcy+WMLXo8ywEglefaUaa8s5UMPYDfAfAWAPpV3K+UOpb9/CSA/WOewwnp5jFb\n+qXjsveMi/5kVrv9sl2FoTfTlqWFoyPE0ppxtERyB/pi4XCXQNC9+K7GI/q4ulo3RUTA6hi4tUa/\ntghNqvEIf962witZkqnLUORxA19MLUcTRs/3XV2p8KfODXD0zDL+/R/f7z6nId1YGwVlz0xXCIU2\n51+UQLCcM1KaoU9fs4VNM6MvfBICo98qzlgi+h4Ax5VS99jGqHR5FC8dEd1CRIeJ6PCJEyfWOg0x\nssWMZ0/HyVl5J7KqlRwylxvd0vHSmyEwGL0tsaquE9XIIt3YGIKeMCVnxhY7jrpaN3wdVlvrRn6Y\n0s/nighaD/AWua3wSpZk6hJX8nETjt/fzNCvmZPRa6G/tqilYVyWPurOOc2G3kZCsvN1G2n0q5Bu\nLLbElvEuGfqt5Iz9VgDfS0TfAPABAK8iov8B4CkiOgAA2f/HpT9WSt2mlDqklDo0Pz+/5klILMFW\nssAcBwDLWd0N9uCHwipsxsfy8WxVLisSj80Za0g3VYagJ0ylr0m3Yb5waLVuJFkj1mplr7Y5uGRT\ni+5XZJ3bemCUR920xOgz+WGppgYLM/pJlJXdKhg01Og7QWDNK2Gw70N/fiTwgsAavSgrqoJwdcLA\nHnWTHatXw+hT6cYIh66UFW/mjNUJ16Sw5rMppW5VSl2hlLoawE0APqGU+mEAHwNwczbsZgAfHXuW\nDkgVIqUiZLYwTGZpUx27jGI6WfnnqgFH6Rj8s7kg8A3BRjlw3BAAJ0zZdfBI8/bzTSbd2GWNfnXO\nWFcpWMqu7aRr3bRlcFmjX66RZNioeUNfoFnUjSrVYbIZeo5mCmtkDZPRSxEweoXIbmjvF52XH+4E\nzlIJukZvS76M80TIsjO24stTW4vR2/B2AK8loocAvCb7fd0QChdd1tTlMqQroziL8TW+HEkKMgy9\nee/wsfXFuhNUe8vqNWcAvQ6PaeiLG8dVClj39rt00DhJyuGVq5FubNvjDax1M25xLAY7FAdR4rwm\nOaP3Rc1y6H4Ne62bpJFGzwlptYw+asDodWdsENRq9L0wcDYRH8aFRm9l9MbO36YicCvBSaKVEghK\nqU8B+FT28ykAr27juE0ga+p2Z6x5U6yMtDZikPVyW3ilyRIk30AanVMep8e96/87nbHZa7J0ozP6\nzBlriaNfszNWkm6UysIrWbqZEKPnWjctGXre1SmVXqNuKBua5YZO24sJTaNuAiKrRMlgRt+xXH/G\nyJBubAlTuTO2Y2/uoUs3zpo4UZL3eLXlqpg1rFzRdFvGGbtZwHHcomE2atMA1ZtieRSLhj6qO57A\n1EXfgCDx6E7W0txsUTwhwZWTpC9ErvBKneWsNjPWxuhLi9CEGX1b4ZV6S0KXQ3bQ0Gl7MaFpHH0n\nrGf0F1bSFoN1RrASXmmTbtgZGwTWe0WPukkj5CznLDljbWHTZWesy9DXLWZtY8sbeqBatkBi4LmT\n0rjog1GcZ8UB8oIgSzdVw6x3ntePV7cg2FLDi3BNrXCYwJrNgkuAvXplub1aZYgVImtKuNZNe87Y\nQRTjgWPnnRJKEUdff8a/+/opfOnIWeeYpoa+8A1Myu28OrzrUw/jg58/MtFzDlah0dukDMaFhs7Y\nQWZ0bbWkgGoJhETJ97DJ6N0affMduGucZ/RrhBnqKCc4ld9jrERlRi9Vf5SKmkk9Y82uVukcpIYi\nbJjLYVjVrWCh5TvC6EvMnyh1yEqyRplJrK7xiLVwlBZe2UYc/fvu+ib+we/+Df6nw2AVmbH1zPrN\n/+9duPGdn3WO0Z2wti0+N34GNq8z9tf//EG85cNfnug5mxp6XaO3STfcxKSuWN0wStAP3cmBenNw\nl5xZ1ugdzcEjLWGqtjaV3d/Hv28HZ+zEYdaekKJk7M7YpMzoXeGaFaYuMXrD0DcoZ2wtU6x1rHFp\n9MWCEOT/2xk9x9HbjiZDLMtqxAO3Id08diotR/DY6SXrmKa1bprWpFnRKjDaGL2eDBclauJNT+rQ\nlmN6tSjH0ctjeCdJmU5vu3ZcLG65Jsx1FCd5Sz/AIisqPY7eHommR924OlHxOQF7IlTuK3MweqVU\ntsPZIuGVmwmhIY/YpBZAcsbGeZ0LQO4KI8XHh4EtEaJs6APhxjY1elvBtZJ04ygzYBZTslXr02vd\npKFk1WPZYN8eFxFBbeD4QprAdtrR+HvUUKN/9MRi/rNrrG6sBjZDn52TQ/qa7CYmiZNZ4h8wuTBX\noJmh16NMbHVigGJhrgtzHWqO0Y4Q7JCes9gpu3JLyobelTClKs5Ye8KUvSot/1gXQto2toWhDwKq\nzYy1OWNXGjhjzSgZPqe4JTMZveSM1RKh0mNBnJueaVckTEnMunyDpTe/MC4ewxlrdXhBq3UzvoHh\n2kOnFgfWMblWXsNi9SbUJy7YjzeMk7ymvo3Rs2HntPvNptNzUxQAOLM0mth5y41H5Gui+4ZsbfgA\nndG7F9FhVDhGpaAIoFwK2Mno4wRE6TPT7wQ4Z7l2JY3e0kCl4nsTSKMkA08C28LQp629im/b5Yyt\nZMaa0o3kjBWlILnxSGh8gVIJBLMmjiuDjse5IlvM+N1OGFgTnNYaXinG5atyHH0b6sHx86lBPrVo\nZ/R8XeoYvc4MXRUnR3GSt6XTwwVLY7IFYLaXjttskTfcjAOYbHXNQRTX+mj0/I1OYK87wxp9nXSj\nR8BYGX3JGcuBGDKj5zrz337dPP7KUlCtXNTMptGXd9bOOlye0a8eYVAv3dicscMoRl+QbqQonlI9\nemELyglEOszdBlAwa5ZjXOFaeaOQnNFXYcbvdgNZuinXo7drpRIkf4RSnMxll5VWi3PLKaM662Cl\nedRNzfz14mO6ITQxjBLMZY2m6zT6mT4z+s1l6PV5r0yw6NowSnLp0/ZtxIm+e5UNM6Ax+lHs3B2a\njlFXoACgOWOj6riBtju4cu8Mzq9E4rlL56yTboKydCNV1vXO2DXALDOQd3oy4tn19xijWOVftP43\n+iqcd5jSrhaP08+bqGqdaRujb1KHR09wcnXIipJ0+6kzGIntJqpcHnVVjF6QqdJ5QXMUj2fpR3GS\n67QuxlzE0bvPpztZ6w19xtQtBpwN+0y3PUb/5aNn8e8+el8rkpfuW6jTuNvEMCp2xPaEqcI31BGk\nTAZ/94kCPvPwSfs5tWc2DGXCIjpjJUYfJ3nlSnaiSguHPq7JDhyQWwnGuQzsnbGrhqmDmx2ceIz+\nHkPvHAPINaQTC6MHqsxfYvRSCYRug7lxCzag6ICjGy/GKFboanPrWMIr051EwTZc9uXc0gjv+cyj\n+e+2/rilxiNj2qvzywWLd2WfNq1euVJi9HY5YBglmO27DXjFGdsCo3/zbXfhv//dY63Uty8z+snt\nNgZRojUAkceU8zfs/Vv17+tH3nM3jp1bFscNoxh9zR9lLYFg7JjFOHrNsctRNRKBGJVKINiqV6Z5\nNEz2JGdsTpAmq9y0UwJhoxEYETBimWILa9bLjwJF9cqSM1Y6nhZixb5cfYvKkDTEUawMWUkOr0zj\n3tO58cO0LDDTKE5Kzh1bJqCu0bvSwgHgl/74fnzki48X57AYer1W/rjMlGWbuamO1ZAqpXJZahQr\nKKVKCWo6lptKN5pGb3XGZvOZ7bfnjOXFeGkYYdd0d6xjcackYAOkm5oSv/p959LoufwEX9sLKxGw\nSz7nTOYrsZUt0JuDS7kx+rG6mt4PpPfDNAo5N05U9pyzAzibr/E5RkmSP69ATQn1CWs324LRm8lL\nUvVKN6OvMvVEOp7A/MuhUwrmjiyNzim/phtw27GA1LgUjD698VYEZ2FFCrJF3WS9OwGgHwYYOop4\nnTScoRVGz/IYseZfLwXd9/g5vFfbJZhgQz+/o281Bvy5mIW54sebSDdKqdTQ10o36Xn4e2iD0fM1\nrWs2/j8//03c+hF3ItRgNHmNPk7SJLJ+XnNGHqfvJKUoNMYoSrBzqljwbF+t6YwVy30ondHb7xWd\n0fdyRm8SsyzBsVMO15R8b/pOXUrokkjoJLAtDH1AZQnFVnMGqH45A4PRS6VURUYv6HRcd1tHSHJV\nSlFWEm4cZupTLkaflBerrjWOvmBW/a6bmXaNnYk5N3MxJdRLN9/znz+D//AnXxE/A1AY+r2zvQYG\nVy5poUM3eLZzRplTeTaTZOzOWK6J4mavqwHPvS6x6998+F68/+4jOK6FUJrQr9fKhCKCzO5MNh+N\nft/ZSAiQfoad2s7GtpiOoqLwnBTmnJ6z2Cnbcmj4HMWikTltTabOZRJqOkyZeTTSTl2qrDsJbAtD\nb2bbuZyx+peTygDFiq7/TVkKKse9A3IYJte6Mefm0t7140qJVXzzsWGTEnrM49nCK3Xmz5/ZFk5o\ny+Y1fy81G2/ojLWdkw3zrumuNXSyiGdPGbiLWeu7Hxujz52s2fFsCwc//GzU2sxEbZrBe/+x89b3\nNiLqxiwX7MqMDRoY+ihR2DlVqMm2z5Ey+vSctpwRvea7K5ChtDvI4+2rUiugV6XMGL2wA9cJV0Ea\nizHsjN1SzcE3CwIjxIovZkcwzCZTVwolQy/Xo0fleFIatJgZK5RAiCzSTTUBo9DeuRaHxEx1RxHP\ns47R881tY7Bm0o3N0BeOJzej1yUiW/YpSy1zUx0kylJ2wXCKuiJvVoYx5qY6ILI7Y/nzz9aETfLC\n0+/K2/ZxUCfdMGy7EqB8TSdl6AeZX2Cq5pro0V42w8w6uM7obU5lXW6xOXd1Z6xkcPPPoEs3obxL\n1IsG6seTesbqvrLC5mg5Pj68cu3ohBZGr0ktkiRTaG+CoRcYfVCzcOg1sPXjyUxd2OI5wjCJCFPd\nUHyI9QUBSG/Iulo3zExtRnfJYJlSATegWKSopkiaLi0MLA8wO0/5YZeMLn+uXCt3RN6sjNKIkK6r\nlVxu6HmHUMfouSG19bSrRlNG73Iob4Shr/ZblcdFcZEwZZIyBn/XukZv+xx67LuV0Ru7CMCRMFXD\n6PlzmkUIK0EWSVKOzBNtCRt674xdNczCYXk4pO48FS66XrlOP5Y5Ljbiz0vHM85brV4pFTVLKinQ\ntlIJetjkdDcUY6Sr0o095KwpozeNihQRBGiLH7nj6JcGxfHqpBuOaZcMPUeqMIt0OmOjGNO90Jo9\nmc6lnPFaJxk1Oe9q4TL0+k7IlTE6iOL83ptUeOWgYujrNXqTlDH4ft05XUg3tnyANMmxCBN2ZW0D\nMskrjqXF0XNilcUZay4I1bBpJdqcut4Wk8C2MPTm9k1ynhJRpQzpsCGj1zXGfJxlQZCkm6qWV61e\nZxZm42PrN07K6KU4elMblBmszqxyQ28xbItDk9FX55aeq3DGuiR63ZjZdhHLuaFnRi9/BkBrI+eS\nbrKCda5CWoVGXyfdlBl9G9IN3yq26wEAi8N6PwOQhRx2QwRkX0jbRsHoOWFKHhclRWkQ23fBJSaa\nMPpUqiwWDmtlVc1hy69Vj1UweltNnLxmvVGsTOowJfreanplTALbwtCHRixtIjhjAa6JU2X0fUmj\nNzR/G6PXv2tJo5cZffV4QVA1HiPjvFPdwCLdlBcEe0U/LeomM1g2GUVn4Ok5yuPMGzYgcrpidSNl\nZ/RlGUVi1/wQTjcIc+Q6RqHFGADFQ1w4dy2OQtboW3TG8hFs3wFQ1uXrDH2/G2SOePfcloaRNRlp\nNSiibtgZu/aom1y60TV6ywJY6vYk+MAAbg5uMHpLUTMzEaoSXhmVnbFSsTL+DFKodl15lklgexh6\nI5ZWyowFquw696Z33KGOckOR6qouZsYKTH0UV6UbsZGJ4bS1afRpvH05M1ZiujrLKRh99XjDKKkw\n/Uo3LSGO3lU7R98h2KSFlazbFy+80m6DDcIUO2NrwiunuqFVxwXKIYKpE9tuXHgcUI1KWi3iLBAg\nPbbdgJdCRB3aOzsVu46EJMY/+YN78Ipf/cTYNfV5J8KOcelw3LClMLrV+xwoJDk96mYgfF522vbC\n9Jy2hUN/Zm3hy0C5F2zXct+ZO3+pWBnPTZaLvTO2FZilT/PaNGQa0/JNUWj01TLFtdE0lm1ZdRch\nlw+oLkJywpR+XpdG3zWcsZKTsszoM2esYHSl6I6qdJP+X4qjr/xVgcWSdGPX6Ke6Yb7wiovVKhj9\nIDueM3Y7Kh7iroMN83mnHA2pVwPdN+Kqm7O8ijIO3F6vbrfxNw+ldWSOnLE3d2mCXLpxyFk8lbz0\nRiDvhkaGUxyQ70O9fjzATXbKx1MqXUTNevSiRq81FOFnqJLxmkfdGAuH+bwmZUm2GFeMKUK1t4gz\nloiuJKJPEtFXiOh+Ivqp7PW9RHQHET2U/b+nvenKMG9uyRkLVFsOml8gYNHeBcMsbcsSoR59Jwjk\n8EpToxce0DTt2tToLVE3OqMXWF3OrIJyFuBAMJRLo2rvTinpi88FZHH0Dvtyflkz9Laom2GM6W6o\nJa5Iztiypu7W6DPpxqHR6/prJ6QGCVPtSDdNDf1K0zIOUYJ+hyOM3M7YS+f6AIAHji00na58zmwn\n0ndo9LHxLErPA1ANYdRfK53TjIAJ7DkfJqO3lUAwGb0pU5oJU1KFW4CDJ/TIPFTG5QRpCzljIwA/\no5S6AcDLAfwEEd0A4K0A7lRKXQfgzuz3dUUaq65NzOLZNpn/wGAHPAaoGnopbFIaJzF/qZxpk6gb\nkyFMdUMsW4qalTR6IZyQp5BH3fA2VTAyi5k+P7+jX8xZWITScxXSjSvq5uxyUVLBGkef1U2xbaGB\nKqN3FTZbZkbv0ui1e6BnSTQDtPDKmlDCptB3NS5nrM5q3XH0MXqdwCrb6WDDfG7ZXvO/CXjBLhKm\nBAnF9OUEtvDKsg4OyI1lTAnN1rtZP6ckoejHM6NphkY5Y3MRkpIqgWocPbdOjA15V5/TpLBmQ6+U\nOue6OZgAACAASURBVKaU+kL28wKABwBcDuBGALdnw24H8KZxJ1kH0/loc8aa0o25UgOyp9yMe9fH\nlaNu5HNKjswm0TkmQ5jqBqJuaZZU6IbVc0b5lpHyYwGykTm/kiZL7d81pX22qqM4PV56HII7YUqv\nL2+TbpaHmXRj2UKnrxlx9DVRN7xDaKTRhyTWLE/PUzYw40bdDNYk3bgLs/U6QSpl1KxCPPWFMatm\nDvPvgq9JdYy587MFCki7a7H1nxHqKBEpPnxgOGNtVSmrCVNmHL3sjK0YemNnDVSj6bacoddBRFcD\neBGAzwHYr5Q6lr31JID9lr+5hYgOE9HhEydOjHV+sxSwyxkravQCo9cflkRzYhbjsnOVtmVJ5Zyd\ngCre/jSappl001SjN6vmmec0rwn7JSQjc3YpZXpX7pnOX7OVKS5LN3YDc2axAaPPnLG2eGZAj6Nv\nGF5Zo9HrTNLm29DPw+cdV7rRr4EknzHYcb1ruutm9KMkX6zqyjfnxdTG7ETVJI5eklGkjytLN7LU\nAsCZMGUuLrY6V+zYzQ14wzh6V4cpcacuOmO3mKEnoh0APgzgXymlSsU4VPrki0+EUuo2pdQhpdSh\n+fn5seZQaTzCzlgp1FFi9HrjEaGGjR41YI4rSzeCA1ioDS9q/pJ0Y4Rr2TX6emesWegt1+gFdn16\nMWXfV+yZKc25fLzyDqGueuWZpVEeUWGLj2YGXhh6O6Nnjd4ZsZKFHKYavS2aJv37HjtjbZmxhkY/\nLqMvNSR3hFfytbpktpf7TsTj5Yy+XrphAz8uox9E9dek0jaTbIy+WHAf+ZU3YM9M15rJChRERUqY\nMhcXW8mCSiJUNq6+qJnteDYCp8+t/NxMCmMZeiLqIjXy71NKfSR7+SkiOpC9fwDA8fGmWA9b4xGx\nUbfA6KVCRKVsNiG8UipVqjck1seJWzxx5a9h9D0bo693xpr1f/jhdDH6KzRGX1fUrK6RyZmlIS7L\npCBXCQRduhEZffba7pk03npxIBv6OFF5m7smUTe9mvBKvp69lpyx+gLr6gvA3/fe2V6tM7YXsnRj\nP55SKjf0TWvsuM4JFIxeuiIm6QotWdu6dBMEhF4nEGU0U+KRGb0qjbEx8IHh2C3KFJfHFZFZ7uNF\ncbmJEYBKkuaWc8ZS2u3hPQAeUEr9lvbWxwDcnP18M4CPrn16zWA+yFKZ4nyckBkrtRI0E6aqTtbs\nXLF7QUhj/KvsWoriqYZXGpmxnQAro2oNeckZmxZsE66JUXtbMvRnloboBIQDDo3evMYEN8s9dm4F\nV+6ZyTI37dJNmdHbmR836rA1wmZDOt0LrdmTQDmKw1UTJzJYXbtRN/Vx9Htme7VFzfrdsNYZO4pV\nrqWPK91UDH0DRt8J5BII1cJhsoxmBlDYEhLT99xx76bfpWD0snSj96nVz6Oft0IIDQf/VmT03wrg\nRwC8ioj+Pvv3BgBvB/BaInoIwGuy39cVpqG3afQ2Rt8TGL1ZQ1oqWWCO0xsS68eTqtyZx5OaiMdJ\nuUUgJwmZhjJKyjVxutJiZVwTV1Gzs0sj7Jru4jueOY/vf8kVlWMB+g4hc8bWSDePn1nC5Xum0e+E\nzszYNLtT3kLzZwWAPTM9AHZjxdr2VBZbbg+vTF/vh2FWx98m8aROO1s3sNUiTzbqhu6oG126acLo\nazJj9dLNCy0bemkjYfZItZZAMBvcWxYsU6OXdmv8HZoavTnO3NFzPH2lqFmlTLFFujH6QgDVhEkz\n/2RSWHMrQaXUZ1D0hTbx6rUedy0wdTpmXxV2TaZGX96O639jFiJqFnVjW9Gr0o25xZPkFr0jFFAk\nprCTsfi8Rkae1g4x+5OKpt7Jyh5LjH5pGGOmnzLrX/m+5+EP7zkqVtbUjwfYpZsLgwjnVyIc3D2d\nRg7VMPreqhi9u0DaVDcUd0sM3XB0HeGVHBIr5U+sBXwN5qY67jj6YQwiYPdMz5kwNeASCEKUV+l4\nehTP2M7YGJ2ArCUBgMK3ocsobkZf3J+iRm+wcJvkye8BWsKU4AMDiue/m+dvuDV6DpusRslV7YS5\ng9myztjNgI7BhkeZc9LsJVpl9OlNr6/CNmes6djNJR5dHhEkno4g3chbPFm60XcbnGpu6vSm07Yr\nJBxJu5xeJxD14eVhjJluygGkJuil4+lx9BZLf2JhACBN1Ol3wlqNnqMfxOYpWvTLVDeoFF/TjwWk\n18zJ6HWN3hFeyXIbb5zGLYHA89s13XUb+szPMNMLMYqVdccxiOJMo5d7EeTjtGsvxamvBlwumB8z\nMbzS2PnZvgtTHumGQSWeHag6YyVDHxn3ZlNGz+OrtW6qoZ/SzsTsMyF93q0o3WwamEkYpnOSYSZM\nSYxealKQCIxeKpQkZcam56wuHOYWrxNUja7eMxYo4pXNWjGm5i81RZH8FqnRrTLipVGcy0RBQCCy\nR93weXf0O1YZhVsE7p7pot8NxL63SilNo8+kG+FBz88bkvOczFz7ndBaGhdIr3FA6XVxhVfyYir1\nFF4LVoaaoXc5Y4dpqWWOMrLJN1xutxvacwaAMqN3LTBNwN9XIVfaDbhudKX58YKglyOQFvpq/1Y7\no2cbYIujN310uUYvSEEBoRLCXO0ZWw2vNosVbjln7GaCWU/GdE4W44zqlUKSRuGMLW6yKEns4ZVG\ntI+5UvOx65i/pElGsSqVUOYMRNMpZ8bRF/HAkkZfjLMx+pVhjBlNGpKkD/N4l871cfz8oHIsoDD0\nu6a76HcCkdEP4wSJShezXLpxheEFAWb7HaszNtfouwFCRxKRnhnpKh+QG3oLO1wt9CYr9aWWg1yq\nkxZmbnDeZ3+Eq/6P5pcat8E578DyXbDE6I0ImI7gPAW0Z1Fz2jo1ei1L1RY2qWfjAtXMWPNYRCT6\naYZxlZiZhRSBqoSafo5AZvSCfVpPbA9Db2yjzGbZDFPLHwjOWKDqyU8SOYInfa/M6Kux+9WQLSm8\n0gyL44dXz4zl9HuTEY8Mzb8IEdUWq9wppkk3oWx0l0dxLhMBcgPmIoonPd7+nVN4akFuXl029LIz\ntjDMhXQzEhhnpDHE2Z7d0A9KGr3dMJdrndgjVvghbssZmxv6qU5teOVUr/BbyBU9s5aYncDaGJ6h\nN3dxGfpRXI3uMjHIagnxLSXG0eeOUS2TVcxQNWUUeSGSE6aq0ii/x5CCIqQdvdSdzewrDVQToQCb\nMxZGjk/2957Rrx7mdnUUVaUWQNDys7hXScs3Fw6boa8wepIZvWl0K1KQ8YDGOROqMnp9+83lbsNA\nMPQ1pZv73UAuajaM8nPx39RlxjKjl4wDG/qdzOgFA76iaeq2BhDpa4VBcEk3uUbfDZ2MvtSWzsXo\nM7nNFlq3WvCubMdUx8nAuXlKr1PdpTF0CaKueiUvqDtrfAPX/9s/w8/84ZfcnyEjBC6NnufbqWH0\npnRj23EM4rKhlxKmTI0ekMMwpcx4yccx0ipc6uOksiDyguCdsa2g2wlKN620sgLZNk/7EnU2p0PK\ntLUa+obj+LxmFUmGeWMXD0g5MxYoG/ooKTMh/WdzsQLKW8ZeGIgP+8ooKTF6m+NJ/3x7ZntYHsWi\nET+XJWDtmu5iyhJOmEfJdLQ4emcGJWG2H9aHV2b16F0avV7rxBVH3wlIXODXgrz2fiesYeBJtvjZ\n8x4GJX+E3c/A5wXcjH5lFCNRwEe+8HjtZ5juhjlRkuPojRh0y6Jryqi2dpim3NJEo+dx9vLD5WdH\n6hlbSYQSQrr1cgoM8/PGlojA9cb2MPRhqjXzjSZpZYBc1MxcqYtxxe9iz1hLOWMp6gYoDCMP7wqM\nXr8RzbA0QGf0VUlGcsbqTFFm9LLRNRl9IIaSlZ2xeaatYDzOLY9yo5Yy+qp0s1xi9CzdyIYjDNJd\nWKrR14VXBlk2pmzUSs2hHfr2KPODBLlRE4cBAP724ZP4y/uftA9A6lSdzhKc6qSb6ZpsYZ3R1zUe\nYdlvR98e1nl+uShAd077WZqbrtFL18S8P8NA3g3lRjd3oMqLrhhHbwmbLO1yBUlGkm5FQx9XiaOt\nQKLexIg/bzknh1/3hn7VYCPDxtSm0ZvORxujDwz9TXKeriaOXh+X34SmRm8wsVFUZRscdaM7YyOB\n+Us1O4pqk5qhDwMxK3N5FOdRHvw3dTW/+7mzUDb0HPfe7wZih6my8zTt72sLr2wS6cMGrUkcfe6M\n7QR5coyJlPmT+L2b+MF3fw63/ME91po+QGHAe4IBKo0bpszf1eNXZ7mho1InoEk3U/Zon7OacT/q\naE7C1UZdGn0lqzSbXzW7O13A2QeS+kvcO7/0eA5Grz1jkmRYxNGXSVKV+cuSTEkdiKuLhv55i7l5\nRr9mMNvhG97stcowpQpppQaEUgmaMWBITrkkqRY1C4MyE8u1d0O6MZlYEa0gaPRCnZReyRlbTdM3\nE02AdOEzb/4kUVnDjsLQd4X48sjYHvNxJeN2bnmE3dO9bJzsjOXFi8/bCeWIoJEWAeGKutGPJzni\niuMV90A3sDP/1IFeOB6baPR3PXLK+h47WTtBgETZj7cSpcbU1T8gLy7WZWesa+FIr9eu6a5VMtJL\nSh89Y+8tO8j6BxDqo27y8EpLhI7ZJc2W4buS1d3Pa+cIht4suwBkJM+4dlKHuV4YVMMro6qd6IVV\n0sjn0WEGAnhn7Bgwa6NEFgNuftmDLPa4eryyYRtk3Xt0mJJMqr1X42jz8ErebQjMmj/DSLhxSqxE\nCK9ko9nXnae8zU+EG1G7qfvCzc+LiM7opTDMCqN3lFQoMXpLeKXOwNN5ykWt9IilHf0OloaxqL8X\nJXQDazYmYDaeCMRIH6AgD0RUKVSlQ2eqdz1yWhwDpCGs01rbRKteno+zZwvrjN6mbTO47MHeHb1c\nVzbBRe0A4HGHoU87gukJU3ZGn8e0C8EJQEa69DIelm5fg1GCKSOTPVHl626W5wAyUmOrYWMwevMe\nGMVVomfaEqm3Bc/PM/qWYHYkkupCA1UGOxglJQPJMFnnQGL0RuJMlKg8DlxHHl6pyUoAKvMzu0Lx\n+J7A6AfGYpXOWXDGGo5nvgYMieXwIqI7Y/udsDLO1F7zOG+BrZ9bjrBTN/SSM3ZYRMkA7IyTGT0/\nwDuy/qJSduzKKC0dUGf8uKk2wOWd7c5YvdaJjYHrUtLDx+2t+nTpJv1csqEvKnrax+mFvqY6cilr\nxsJKhE5AmMtKRkvHO7fcjNHzZ8hDih0avVlJ0vxqTX9Z11KFk+UihtQExCz3AciBB5LcIlX/HMZV\nZ6x5H4+M5iSMqqEvXp8ktoWhNysxjgx2wDC/nEEUVwwzgEo9lmEUV5i/yegLg2tj/mXpxszcNTMB\nzYxCHhOQwehHVUNfRPqUP6s5TpJulgwJBcji7Q0DHicJiAoJy8nol4aaRm+JozcYvS15aaQ9dNxI\nWnLI6hEhUggeo6TRO2QP7j8LcOtK+XgnLxRs+MjpGiPZC6010PXzTutx9MIup/huQ8w4djlAWpp4\nbqrjjMtnOWx+ru/U6FdG9Rp9QWyyRZJkRm9KN31LTaSVqJrjkR6vSpLqNHq9MTxD8tOYJUaAKkni\nvgZmcEelhDp3v5usnd8mht7IBLVF3fQM5yPHKJtIGX1ZyzcNfRHqmI7LQ9y6lgUhm9tI0A/T38tN\nL6TQLyLCtNF8pNDey5o6UL75JUYvSjejqnQjPXRm2QU+f50zdip74Exn3PIw/btpXbqxNB4pNPp0\nrOSQZSYMcGy0TZIpM3pl0ctXojjf/bmkIGbD1+ybxZEzS9ako7xtokOSUUqln6MT5A5DpzO2E+Tf\nm1RmAkiv1Y6pThGXLxjTxWyxf87BnXj4+AXxOEmico3elRlbZDIXYZP66/lnMMqWTHVDsSyz+cyK\n1WYNWRHgXWn5eBKj7wqRV6NYVXb0/U5oaPTVHThQjfOPtaixSWJbGHpzWztKqsWFgJRNDkssNxEZ\nvR4CqJQSpRvT+ShJKICuSaZfdq4fGgtR1wizM7e8jCmjnWARQ13efqbnLC9WQFW6Mdn1kiGhAMzo\nqxp96UHKe9BWC64tDuMSo1eqarD0cEiAE8gERq/Jcrl0Ixj6FU3LneqFWLFo76XwSkcIY6oNZ4be\nKD2rgw39dZfuwNIwttam4cimJpLMVCnk1OGM7QSYzQy9Lex0YWWEHf2uk9FfGETohoRDT9uDR04u\niiGWeZnlXpiXsHVmxmbnk5L+gKox5XyLCiEYlZ/ZgARGr5XJYEgy5UgwzlKXsZVRdUdvPjtSBA9Q\nDcOMk8k7YoFtY+jLUTdmU22GqdOlX6DA6LuFwzDKMk8rK3VA6HcCwdCXjxfmETDp+7zFMxciM/Va\nYvQAtxMUNHrt5pdYk8zoq9q7Hs+ejxPi7VNGX94d6PNhnM/LH3Sc45ZHVelGbOYcFbIcSzcSo9dL\nOe/opTHjknNPd8a69HJOcALk3gEMNoqXZ925rJm7QzM+XthFaNm9PQfz1xucT/c6+fElLGTSjStX\nYWkQYbbfwQuu3A0AuPfouer88zDHQJQKGaaMYqvAanZnsjWvXxnF5cCDXPMXGL2eHCgEFAzjOKtI\nWnbGmuPSwnLliu7mbrjYHZjPf9nQ6/fRJLEtDL0ZY2yVbjppKBvfkCsjG6MP862vLWwKSG/awtDH\n4riuId0ww5vtGVp+WK5yORIiB4D0AdDZkLTA5IxeMx5Scoh08y9bGL1pJCuMviMztaJyJYdXZg/w\nqPoAExXv9zuB2DZxeZTWygcKRi8b+iJEdMeUnfkPtdA5W5VDnt+UJt3YNH/+vNxvd2FFTjhq4mTV\nFz8z4MD8DED6feaM3lK++dzyCDunus6ewRcGMWZ7HTz/8tTQf+noWevcpnsh9sz00AsDHDtfrXU0\nMti1rTDfyJRuLPfTIPO9MKT+ERxtVgqvFO5hPVSXIcmZS0aRP6Dq35JKGQPpjkMnBUvDCDO9NbcB\nWTO2h6E3trWjLOa5Ms5YEMwGHgw9BFBnSyamOoWMIjlF9XPyTcFbavPLNtP+bVtBfXFJj1tdYKTt\nsdRNi3VwnQ3x59Hnl2r05QduZRRX9H79czLOagXN0nFydM7CSoQdvU6uXdqSoRYHEWazuc06pZuC\nObmYvx4659LLV7RQXFd9e97BXL47ZfTnLX1ZVzJnrMvQ885Nb6/oiqPvdQLMZJ/VJhk9cXYZB3dP\naRFL1XGLgwiz/RC7Zrq4fPe0qNPrjV2CgHDFnmkcOV113OpF6ICC0ZsGfGlYTtIzfWDFecvkLBRy\nRiSNXgo8kPJjZvudyiK5NIxKO1yguiBw6GalJo4R8WV+zklhWxj6rsDobdINUBhldiaZ0OuxFA9R\ndVxqdFmSkaUbZpML2QPPXYLYkcgw2WRR791g9J2yRi8tRMU5CzbJIWKBoKvrLFFi9P2wGvu+MIjy\nED39WGYZXb2gWWmc8dBdMI43N9URm1frDwpfQ7uhT9+fcxj6UnglN2wxE2biBHGiiuNNdXDewtTP\nLg0x3Q2xb0e6g1kQPsMoTjCKVa10oyd9mQEHOoZ61E1et7563oWVUd7pS7pHGIsa67x89zQeP1uN\nHjIT3K7YOyNGGZlt/XJGP6ou9Pr3X/ReKI9bNsgZ85a4RqOXmLqUMCkl4ZmZ4oCd0UvO2BKRGsaV\nRWMS2B6G3nTGOhKmgDKjl5i67ox1STe6vJAzekMKmptKDRw/UMygrIw+5ige+bxVRl9dYOaMxYU/\nh7kImQsfUBiIqZ72kHSrEk/6YHbz3wsZxTD0S0XTEX2e5sJxYSXKjQ8gM6v0+FF+rrl+VzwnUGSU\n8rEAu3RTMPrM6Foikdj47JnplZKKdJxYGGB+rp9/Fmmx0rX3ZtKNVgJBqk2kjZtxOGOPnUullYO7\np/N7RJrfonaND+6ewhOCoc+br2fXeP9cH8eFMtWjpEg0S+coN1BJo4GK+8m2IOgRXIDM6PmZ0BOh\nJGfsyrCql8/1O6Xnhhdl09Cb/i2p5DFQrXLpGf0YMGOMubm1ib72sHA0jZwwVazW7DxtqtGbC0f+\nQGVGhvt0mozelHjOZAaSm2AXcwuxrDtjhaibbhhgqhuUmj8PorjyGXK5JS4eJj4vlyzgc5pM/cLK\nKGfKQPpg9jsBzhgGkNsIzs/102MxUzOlm8GosnBYGX127aayHqkSu14eVqUbqRm2Hl4pRSsB5UqY\nALB7uoszizKjP54ZenOBN+cGoFRnXkpyGmgLQhgQZnuhGAFzdmmUOmK7YX6/mN8DgNxgX65JN9I1\nObM0yhfmy/dM48lzKxWfBIfD8jXZN9fHqQvDStjpYubYZdikm4WVYnHRj2uW5D6/Msr9PUCxIOik\n4OzSML8eDMnQn14aYu9s+fna0e9goDnu8yg0g5iZUTe5hGoWPzN8A0ujqmN3Elg3Q09EryeiB4no\nYSJ663qdByhunsVBhKVhhOVRjEt29CvjdGOqp8ib6HfDkrwD2DX6uqibVHcutFq+cbgnK+OS7IY7\neSE1jKcX0//3zJYXrOle2ehKUTcAsKPfrTB68ybkueo34qkLA+ya7pYWBclpa261iQh7Z3s4s1g2\nMMcXVtDvBPmikIelmozOeNB3THVEI6Rr9ESES+f6eEpwAp5aLB7indk8zxtGksvx8j3An8c0pvwQ\ns4Nwdw2jv3Suj70z5e/TnBsA7Jnp4rJdUwAKtq2DF12WvS7Z0cepReF4F4a4ZLYHIsIlmWTEC6yO\nJ86m5ziwa1pbiKrX+OTCAPuy5+fg7mlEiaocT6/3DwDzO/qIElW5dicvDHIZSx9vOmMvDEaiFKhr\n9OeWR1AqvW4M/ryntES109l3r8eqT3dDLI3KiWSnF4cVImU67pfzHXhVo9f9W3z+vTvKx7tktodT\nF4Z5mOjyMKo4dieBdTH0RBQCeCeAfwDgBgBvJqIb1uNcAHAgf1iW8wt+ibFSA0Xkx6kLg/zGNb9o\nIP0SV6L0pmDDLBn66Z7mjLUw+iAg7Oh1cmbH0oip0126M32wjmfzOrU4xI5+p7JwTBnRKBcGEQKq\nLjA7pzpljV5wPJm7CAA4uTisXDve4egxzbqEwtgz0xMZ/aU7+/lDd+lc+l09aRjnBUO6metXQyKj\nOF2gddlr/66pSgvDlVGMs0sjHNiVOkQPZI5RM52fGW4+LvufDWJxvPJiumemmxthHUopPHl+BfNz\nfUz3QszP9fFNwUF57Fxx3gO7phGQXGqA53cwm/8lO3olg8Y4szTEntmiaNyu6a7F0C8jDNLFMZfa\nDEO/MoqxMIjyHRif29Tpi0Yx6TXZl403F7aTC8MS6ZIkmVGcYGWUyIw+0nebmTHV7k9ekPTznlmq\nGvCDu6cRJ6rUBe20cK+bjnveKUjSjf45njy/guluWNrlAulOdhgn+QK43aSblwJ4WCn1iFJqCOAD\nAG5cp3NhKnN+PX52OWdL5pYMAK7dNwsAeOTkIh45uVh6TceVe2egFPCNU4t46Kk04uDp8zsq43b0\nOzi5kK7W/ADO9qvbsrmpDs4v840ToxcGFaPLBvB4ZgBPL1a3lUDK7s4sDXMD+LWnFnD1vtlK7Yy5\nqbLW+NjpJezfWd7l8Pb8SY1NnrowyFkS47JdU1CqnNJvavRAuvs4bTD6o2eW888GAFfunQYRSgZQ\nKYWzy6OceQOF5q8vHOzf0GWv/XNTlUWDP8/+nVP5sfbt6OGxU4ulcUcy43rl3jQU8sDuqcr1AIrv\nhOXAy3ZNYXkUV8YdPbOMhZUIz9w/BwB42t4ZfONU1dDzQnJw9xR6nQCX7ZzCoycXK+MeP7uM2V6Y\nX5d9O/rWHYJ+r8xb9PKHji/g4O4pdMI09n2mF1YWZj4+G8DL80Wy/Dn4+7tktp+NS6/d10+UI3RO\nXhhgXjf0mZHTF0pebHRDf2m2cBzV7hPeLerSDR9bX9jM6wEU37F+D59eLBZIBhtqlgP5fp415Jar\nsuM9ciL93p46v4LLdk1VMl4vze5BJnDLmvQ4SayXWHQ5gCPa70cBvGydzgUg/SLff/cR/MmXjgEo\nHlodB3dPo9cJcOtH7s1rTTz90qoBf97luwAAN912F44vDDDX7+CKLAFGx0uv2YuPfekJfOdvfAqn\nF4e4dn42Z0I6rt43iw9/4Sj+/sgZfP3EIq7PDIGO+bk+woDwbz58L2779CP4+olFvOyaveI53/OZ\nR/Hq3/oUukGAR04u4g3Pu6wy7tr5HfhfX3wc3/7rn0CSAE+cW8Yt335tacxLnrYHYUD4oXd/DtfO\nzwIqXQTf9MKDpXEvuGJ3dj3+DtO9NLv4wiDCQeMaX7V3Fu+/+5v4tl/7BOJEYRQrnLwwwE+++rp8\nTL8T4uCuafzOXz2EP/ri43lew+nFIV501Z583KGr08/+fe/6W0x1AygUD7O+6F47P4s/v/9JvPI3\nPpkvdjzuSu07e/r8Dnzw8FHc89iZ/LXHMiPMD+1cv4O5qQ7e9qcP4H2feywvH3xhECEMCC95Wjq/\nl197CQDgW95+J67WiMKJbGfB1+uFV+7Guz/zKL791z+BbhjkGaTfPL2EfifIjdS3PmMf/vCeo7j/\niXPQzcTXTyzi2Qd25sbj8t3TuOMrT+FV7/hUPk4hNTb/6NCV+d9dv38OH7/3WGkcH+/NL70q//1F\nV+3GBw8fwacfOpEXJGNDf9UlM/m12Tvbwy/80X343b96CKMkwShSOLM0xHWX7sgN5fMu340d/Q7+\n2fu+kJMnhfR+etWzLs3POdUN8fwrduG9n3kUH//yEwAKKYu/B/6sl8718Rt/8SDe+9lvgJDewwGV\nydnO6Q6mugH+48cfwPvv/mb+Of/hi6+AjmsuSf/m5vfejYO7pxBlu3XesTCeeVn6bP7of/s8+t0A\nCyvpd3/o6j2lcc85uBMA8GO3fx5z/Q4eObmIb3vGPpg4mKkNb3rnZ7FruotTi0Ncu69qc9Ybk/cK\nZCCiWwDcAgBXXXVVzeh6/LvvuQG//7ffQBQrvOiq3bjhwM7KmDAgvO1Nz8Xffv0UhnGCb3vG1HwK\nyAAAB6BJREFUvnzrp+P6/XP45698Op44u4yACN95/bxYm+J/f/5B3Hv0HAZRjIAIb3jeAXFuv/ym\n5+Kdn3gYgzjBcw7uwj82DC6QPgDv+P4X4I4HngKQGot//B3Vcd/5zHn88MuvwrnlCEopvPCq3fjR\nb7mmMu4tr78+z9wNgwD9boAffFn5Os9NdfHLNz4Xdz96Ko/1/d+u3oufes11pXHPPrATP/at15S2\nvd99w2X44Zc/rTTuX7/2mSBKHc7dMEAnTKNA/s9XlMf92zc+G392X9qBKa37kbLl731BscA85+BO\n/PNXPh2PaYzuhgPAM/fP4ZXXz+ev/dNXPh0XBlFuLADgWQeAGw7sxEu1hfI/3Phc/N5ff71UqvZZ\nB3biFddekuvkRIR3fP8L8MdfPgbK5hZkZYmff+XufAfznIM78TOvfSYeOn6hnCF7IP3ennt5eu/9\ny1ddh0QBpxYHpVjqZx/Yie99wcE81+Mtr38WZnohThq7oedevgs3f8vV+e8/8V3PwCBKKs7nl169\nFz/92mfmv//cG5+NmV6YR+MwXvK0PfgpbdH9f777erznM49CAaDs8xNSovOKbDGb6oZ45w++GH94\nz5Hcz9MJCZ0wwHffsD8/Vq8T4Lf/0QvxsS89UbomL7vmEtzyneX7+Gdfdz0+8Pkjpdeu3z+HVz+7\nWBCICLe+4Vn45FdPQCHd9d1wcCde9axLc3bO437rB16IP733WF488yVP21MiF0C6cP3yjc/BXY8W\npaNf8+z9+MGXlp+Jp8/vwM+/4dm49/FzCIO00cwLrtxd2kUAwNMumcG/+K5n4MiZJcSJwguvlJ/X\nlzxtD376Nc/E17JKprumu6XFdlKguk7vazoo0SsA/Hul1Ouy328FAKXUr0rjDx06pA4fPtz6PDw8\nPDy2M4joHqXUobpx66XRfx7AdUR0DRH1ANwE4GPrdC4PDw8PDwfWRbpRSkVE9C8A/AWAEMB7lVL3\nr8e5PDw8PDzcWDeNXin1pwD+dL2O7+Hh4eHRDNsiM9bDw8PDww5v6D08PDy2Obyh9/Dw8Njm8Ibe\nw8PDY5vDG3oPDw+PbY51SZha9SSITgB4bIxD7ANwsqXprBc2+xw3+/wAP8e24OfYDjbDHJ+mlJqv\nG7QpDP24IKLDTbLDNhKbfY6bfX6An2Nb8HNsB1thjgwv3Xh4eHhsc3hD7+Hh4bHNsV0M/W0bPYEG\n2Oxz3OzzA/wc24KfYzvYCnMEsE00eg8PDw8PO7YLo/fw8PDwsGBLG/pJNiCvmcd7ieg4Ed2nvbaX\niO4gooey//do792azflBInrdhOZ4JRF9koi+QkT3E9FPbbZ5EtEUEd1NRF/K5vhLm22O2TlDIvoi\nEf3JZpxfdt5vENG9RPT3RHR4M86TiHYT0YeI6KtE9AARvWIzzZGIrs+uH/87T0T/ajPNsTGUUlvy\nH9Lyx18HcC2AHoAvAbhhg+byHQBeDOA+7bVfB/DW7Oe3Avi17Ocbsrn2AVyTfYZwAnM8AODF2c9z\nAL6WzWXTzBNpo6Md2c9dAJ8D8PLNNMfsvP8awP8H4E8243ednfsbAPYZr22qeQK4HcD/nf3cA7B7\ns81Rm2sI4EkAT9usc3TOf6MnMMaFfwWAv9B+vxXArRs4n6tRNvQPAjiQ/XwAwIPSPJHW7H/FBsz3\nowBeu1nnCWAGwBeQ9hreNHMEcAWAOwG8SjP0m2Z+2rkkQ79p5glgF4BHkfkJN+McjXl9N4DPbuY5\nuv5tZelGakB++QbNRcJ+pdSx7OcnAXCDzQ2fNxFdDeBFSBnzpppnJov8PYDjAO5QSm22Of4OgLcA\nSLTXNtP8GArAXxHRPVl/5v+/vXN3jSKK4vD3A0Ukii8shAimEBuR2KQxiGhjgqSOIKSwtLGVgH+C\nrY1io0TwSWrRXnwTX4ggmKCJCCJYifws7t1kCCQGRPfscD64zJ1zB/ZjdvfszLl3GYjlOQB8Aa7U\nMtglSX3BHJuMA1O1H9VxRXo50fcMLj/vIZY3SdoE3ALO2v7eHIvgafuX7UHKlfOQpP3LxrvmKOkE\nsGD78UrHRDiHleF6HkeAM5IONwcDeK6jlDsv2j4I/KCUQRYJ4AhAfRzqGHBj+VgUxz/Ry4l+Dtjd\n2O+vsSjMS9oFULcLNd41b0nrKUn+mu3bUT0BbH8DHgDHAzkeAsYkfQCuA0clXQ3kt4jtubpdAO4A\nQ8E8Z4HZescGcJOS+CM5dhgBntier/sRHVellxN99AeQTwMTtT9BqYl34uOSNkgaAPYCD/+1jCQB\nl4HXti9E9JS0U9LW2t9ImUN4E8XR9jnb/bb3UD5v922fiuLXQVKfpM2dPqW+PBPJ0/Zn4KOkfTV0\nDHgVybHBSZbKNh2XaI6r0+1Jgr+cIBmlrB55D0x20WMK+AT8pFypnAZ2UCbt3gH3gO2N4yer81tg\n5D85DlNuMV8Az2objeQJHACeVscZ4HyNh3FsvO4RliZjQ/lRVqI9r+1l57sR0HMQeFTf77vAtoCO\nfcBXYEsjFspxLS3/GZskSdJyerl0kyRJkqyBTPRJkiQtJxN9kiRJy8lEnyRJ0nIy0SdJkrScTPRJ\nkiQtJxN9kiRJy8lEnyRJ0nJ+A4Bt+aOPCH8hAAAAAElFTkSuQmCC\n", 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