{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Si Plots" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import datetime as dt\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import gsw\n", "import matplotlib.gridspec as gridspec\n", "import matplotlib as mpl\n", "import matplotlib.dates as mdates\n", "import cmocean as cmo\n", "import scipy.interpolate as sinterp\n", "import pickle\n", "import cmocean\n", "\n", "mpl.rc('xtick', labelsize=12)\n", "mpl.rc('ytick', labelsize=12)\n", "mpl.rc('legend', fontsize=12)\n", "mpl.rc('axes', titlesize=12)\n", "mpl.rc('axes', labelsize=12)\n", "mpl.rc('figure', titlesize=12)\n", "mpl.rc('font', size=12)\n", "mpl.rc('text', usetex=True)\n", "mpl.rc('text.latex', preamble = ','.join(r'''\n", " \\usepackage{txfonts}\n", " \\usepackage{lmodern}\n", " '''.split()))\n", "mpl.rc('font', family='sans-serif', weight='normal', style='normal')\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as mesh:\n", " navlon=mesh.variables['nav_lon'][:,:]\n", " navlat=mesh.variables['nav_lat'][:,:]\n", " tmask=mesh.variables['tmask'][:,:,:,:]\n", " gdept=mesh.variables['gdept_1d'][0,:]\n", "with nc.Dataset('/results/SalishSea/hindcast.201812/01jan16/SalishSea_1h_20160101_20160101_ptrc_T.nc') as ftemp:\n", " bounds=np.copy(ftemp.variables['deptht_bounds'][:,:])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_unitsChlorophyll_ExtractedChlorophyll_Extracted_unitsNSiSilicate_unitsAbsSalConsTZdtUTC
01982.07.016.01.3549.25-123.943NaN12.0NaNNone5.28mg/m^36.613.6umol/LNaNNaN12.01982-07-16 01:21:00
11982.07.016.01.3549.25-123.943NaN21.5NaNNone0.61mg/m^321.245.0umol/LNaNNaN21.51982-07-16 01:21:00
21982.07.016.01.3549.25-123.943NaN30.5NaNNoneNaNmg/m^323.547.4umol/LNaNNaN30.51982-07-16 01:21:00
31982.07.016.01.3549.25-123.943NaN52.3NaNNoneNaNmg/m^328.050.2umol/LNaNNaN52.31982-07-16 01:21:00
41982.07.016.01.3549.25-123.943NaN75.4NaNNoneNaNmg/m^326.549.1umol/LNaNNaN75.41982-07-16 01:21:00
\n", "
" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth Ammonium \\\n", "0 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 12.0 NaN \n", "1 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 21.5 NaN \n", "2 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 30.5 NaN \n", "3 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 52.3 NaN \n", "4 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 75.4 NaN \n", "\n", " Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units N \\\n", "0 None 5.28 mg/m^3 6.6 \n", "1 None 0.61 mg/m^3 21.2 \n", "2 None NaN mg/m^3 23.5 \n", "3 None NaN mg/m^3 28.0 \n", "4 None NaN mg/m^3 26.5 \n", "\n", " Si Silicate_units AbsSal ConsT Z dtUTC \n", "0 13.6 umol/L NaN NaN 12.0 1982-07-16 01:21:00 \n", "1 45.0 umol/L NaN NaN 21.5 1982-07-16 01:21:00 \n", "2 47.4 umol/L NaN NaN 30.5 1982-07-16 01:21:00 \n", "3 50.2 umol/L NaN NaN 52.3 1982-07-16 01:21:00 \n", "4 49.1 umol/L NaN NaN 75.4 1982-07-16 01:21:00 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df=et.loadDFO()\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(750, 0)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EoPJZnK6Bs8A6LG8rS7E44YftfW9jadPBOtc7q6vZFYlw/PjxXHvX1tRwdSzG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lH0Mdt9vrIbt0XKWXZcIZWllIH1EaDBd7sfOIf0hS6e2e66s/MsrxjZM9jZb4xcn0T1CVREykTV\njdkiIsVWysB6B/BF3+16nFOEx4BN/uXW2gPGmCO5lpdw+0pirE+a+iQqImWqKsdsEZFiMoVUspjw\nkzulmGa7N4+5+XpeDl+K79RjzuW5NDU12f379xd3g0VEpogx5ilrbdN0b4dfKcds0LgtIpWr0DG7\npOX2vEE5x/Kcg+9MqYHqbxqj2WkRqRTVOmaLiBSLOi8WgT+QBlJNY2pra1VKT0REZAbQpJkUQoH1\nJPm7L9bW1nLhhRcyMDCAtVal9ERERGaA7GN9qSbNFLxXPgXWk+Tvvjg4OMijjz6a6pQUCoVUSk9E\nRKTC+Y/1pZo0m6rgXUorMN0bUOm82tTBYJBAIJAKqo0xrFq1Sm8KERGRCuc/1peq/0Su4F0qj2as\nJym7NvXatWtTnzZbW1une/NERERkksbqU1EMXvCer8mcVIaSltsrpXIt26T8KBEpRDmW2yu1ch23\nRcqFYojyVRbl9qqRGsCIiIjIRCiGqHzKsRYRERERKQIF1iIiIiIiRaDAWkRERESkCBRYF1ksFmPj\nxo3EYrHp3hQRERERmUK6eLGIVNxdREREpHppxrqIVNxdREREpHopsC6iqejMJCIiIiLlSakgRTQV\nnZlEREREpDwpsC4yFXcXERERqU5KBSkyVQURERGRYlFcUVk0Y11EqgoiIiIixaK4ovJoxrqIVBVE\nREREikVxReVRYF1EqgoiIiIixaK4ovIoFaSIVBVEREREikVxReVRYF1kqgoiIiIixaK4orIoFURE\nREREpAgUWIuIiIiIFIECaxERERGRIlBgLSIiIiJSBAqsRURERESKoGRVQYwx9cCvgCO+xT+w1m42\nxnwO6AfqgX5r7Q73MTmXi4hIaWnMFhGZvFKW22sC/sRa2w/OAGyt/ZExZj5wgbW23V2+HdiRb3kJ\nt09ERNI0ZouITFLJUkGstTt8A/Q5pGdBluPMcHj63fvzLRcRkRLTmC0iMnlTlWO93Fp7wP25Hujz\n3XcMmD/K8hRjTJsxZr8xZv+rr75ayu0VEalmRRmzQeO2iFSXkgfWxpjlZObsTZi1ttta22StbZoz\nZ04xnlJERHyKOWaDxm0RqS5TMWP9eTIH6f6s+2e79+dbLiIiU0djtojIBE1FYN1E5gD8IHC673a9\ne8ox33IREZk6GrNFRCaolFVB/I55P1hr+40xP3RPNwJsGm15pYnFYkSjUSKRCOFweLo3R0RkIqpm\nzBYRKaaSB9bW2o/mWJazJFOl10CNxWIsW7aMoaEhamtr2blzp4JrEako1TRmi4gUmzovFlE0GmVo\naIhEIsHQ0BDRaHS6N0lEREREpogC6yKKRCLU1tYSDAapra0lEolM9yaJiIiIyBSZqhzrqhAOh9m5\nc6dyrEVERESqkALrIguHwwqoRURERKqQUkFERERERIpAgbWIiIiISBEosBYRERERKQIF1iIiIiIi\nRaDAWkRERESkCBRYi4iIiIgUgQJrEREREZEiUGAtIiIiIlIECqxFRERERIrAWGunexsmxBjzKvDS\nBB56MvBakTdnJtH+yU/7Jj/tm9Hl2j8ftNbOmY6NmS6TGLehul9j1fq3V+vfDfrby/FvL2jMrtjA\neqKMMfuttU3TvR3lSvsnP+2b/LRvRqf9M3nVvA+r9W+v1r8b9LdX8t+uVBARERERkSJQYC0iIiIi\nUgTVGFh3T/cGlDntn/y0b/LTvhmd9s/kVfM+rNa/vVr/btDfXrGqLsdaRERERKQUQtO9ASLlxhjz\nOaDfWrvDfxuoL2S5iMhEGWPOAZqstd2+ZRprZEYr9LhbCaomsK7kf1Ix+fbDBcCT1tofZS2v6uDR\nGFMPfBH4gXt7PnCBtbbdvb0d2JFv+fRs9dRw980XgCPAfO/Ar9cOGGOW4/ydoA9lRVVN+8p9HbUD\nT/qWVc1YM97j00yS9TfOHmt8nUkKPe5O3xaOT1UE1pX+TyoWdybEe2PuMMa8aIzZAcxGwaOnCd9B\nDViOM6h5+r0ZpVzLrbUHpmAbp8sPrbUXABhjfgh064NH6qDg/6DRwSj7oJr2zWRV276y1nqvj3rf\n4pxj0Ewba8Z7fJrGTS06dwxp942vllHG1+nb0pIp6LhbKa/5arl4MV9wVG3m48wEePrdZfn2T1Xt\nN2PM8hyzAfVAn+/2MZx9lm/5jOTOpKVeC9baz7s/6rXjaHcPggAN7nftm8nTvqqesWa8x6cZw1rb\n7wuqzyF98d6M/9vHedytCNUSWFf0P6lYrLU/staug4xZtgMoePRmxo5M93aUsfngDILGmM+5pydB\nrx2stf3AOuApY8x27z2G9k0xaF9ViQkcn2YcN2huxxlPYIb/7TP1uFsVqSCS0ybgo9O9EWXkHEgN\nbOcCDcaYA6Rz2zyzcQaC2XmWz1T14JyqBueUpLt/xDEf5/20yRjzlLVW7y0plnxj0ExWlccna+0B\nY8w64Cng9Onenikw3uNuRaiWGev+rNsV9U8qNne2scta6+2DfPunavabO1vyI/dimSM4F84cAR4k\nc4Crd2dR8i2fqY6Q+b/vxxkUq/61476f9ltrj7gpMjuyU2dcVbdvikD7qsrGmnEcn2YMY8w57pjh\nnQEbkX7nmlF/+wSOuxWhWgLriv4nFZP7Zj3gfjKud0/FKHh0+XJgv2iMme8Ocj90UyCW48ykkG/5\nDLaDzFOQ9cBor5Fqeu3MJvMAuB3nIKF9M3lVta/cseQC4IKsQKsqxppxHp9mkiYyZ2hh9DFkRin0\nuFspqqZBjDdIeWZiyZqxuC/eH5IOAuZba09y78u5f7TfxOPOJM12bx7zlcKq+teOMaYNJ/9xNnBk\nrH1QTftmsrSvqsNEjk8zie+6lfk4Y8io46uUr6oJrEVERERESqlaUkFEREREREpKgbWIiIiISBEo\nsBYRERERKQIF1iIiIiIiRaDAWkRERESkCBRYi7jcVt0vul9PueWfMMbMN8a8ON3bJyIiacaY140x\nT2Ute9FtiS4yLdTSXAQneAbuAv7EWtvv3gbAWnvEGHPB9G2diIjkY4w5ZyY2TpHKpBlrEcd8YIfX\nTtZtT51qHev/WUREysZGKqwzn8xsCqxFHPuB5caYTf7ZagC3ta5SQUREyozboXB+9rgtMl0UWIsA\n7kz1R3Fmrp8yxmxXnp6ISEXYBKyb7o0QAQXWIilu+sfnrbUnAQfQ6UURkbJnre0GvqDJECkHCqxF\ncusCmqZ7I0REpCDdQNt0b4SIqoKIAMaY5cB8d+YDnNOKO6Zxk0REpHAbgafGXEukxDRjLeLYD3zU\nrYv6OjDbWqucPRGRCuBeJ7MD5zoZkWljrLXTvQ0iIiIiIhVPM9YiIiIiIkWgwFpEREREpAgUWIuI\niIiIFIECaxERERGRIlBgLSIiIiJSBAqsRURERESKQIG1iIiIiEgRKLAWERERESmC/x/muR0bXcMl\nQAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(12,5))\n", "ax[0].plot(df['Si'],df['Z'],'k.')\n", "ax[0].set_xlabel('Si')\n", "ax[0].set_ylabel('Z')\n", "ii=(df.Year>=2014)\n", "ax[0].plot(df.loc[ii,['Si']],df.loc[ii,['Z']],'r.')\n", "ax[0].set_ylim((750,0))\n", "\n", "ax[1].plot(df['N'],df['Z'],'k.')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Z')\n", "ii=(df.Year>=2014)\n", "ax[1].plot(df.loc[ii,['N']],df.loc[ii,['Z']],'r.')\n", "ax[1].set_ylim((750,0))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 10)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ON/TnXW9fsfErl/nVGXSv9US6GtQZ2tGE133wcxOp/5fYGo/7uo/0q0vlcbw+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\nKkUmk0Epxdtvvx3aJuw9UFdXx8KFCz2pRgP4XpOXu9dfs2bNsP4uu+w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rF3TfsHixuuvc\nc0PP0R80tHyjoqJC3XXuuTmlL6Z+PeWO5WOBBYNhHtFBT+mwD1Uivyoe+rFlBmqyL7jgghn/mipn\nfasgzGTGEmRbznnlx7Jly9Thw4enehhlSS5pyER8hZmvj7Bjq1at8lkE2rbNU0895ZOwaBs0s41S\nyrNN27hxo0+WcdZZZ/HBN99kD1lZyQr32NdiMVYlk0RwvqtPAbcDXw+5F7PqY5f70yfVMNr+ymjT\nQFZucvbZZ/PGG2/4+tTHddtXcepZ6+sccNt9Gcea8Hz3mB7vYeA08HFj34PAkUA/AFcBe4FnLIsL\nL7yQz3zmM7z++us8//zzPP300yiliEQiLF26lPXr19PS0uI9T4tPnfKkO8fnzMn7ujCfW2BCvlac\n7l+pW5b1rFJq2VSPYzKReVuqFAtCuTKWOVuC7BlKMQKYfMH79u3b2blzJ7XpNFdZFukrruCar3+d\n9vZ2L8jWAaiqr+ear3+dTZs2cejQIXK9Rm3bZtasWbz99tuhx82AVgeuT5Itv65wAtRvkw1uzXN1\nW9x2T+OUctel0yHrpa3bWEbfTwGv4QTgR4C1QD1ZIa7uIxLoox+oIbdgVxnXAOdDxGuA6ZidNsaS\nxtGl1+F4gVcAvwH+HngdWAw0Am8DfZbFPKX4NfDH7v3pIP4/gE9Eo/x21ix+fs01vP6BD3hB9YoV\nK1h6+jQNwD7bps8N3u+9994x+VQX84NgqSBB9sxlOr2OBWGmMKY5e7Sp71LZRC5SeuSSoWjruKAd\n3scNa7N8xyZqC1ZnTLsyC+1moku042qfgz7cYZsKaZOvffC4ynOdsL5H8voe7VhSIxxXOdoN4tgZ\nnnHGGaq1tdXnd25KaLT+e7QypFKSNBULxvDVY7lvMm8LglCujGXONhNxgjAutLNDxHC36O3tZWho\nyDkOnrtGBY7bhndunmMTRS+OU0iKbKbXxskkVwItOHKQ5WQlGpDNHEM2O6x/D+bYg+2C7a1AO7Nv\nQtoF91mEjyd4Tti1wtpGRmivcrSLAlfiOEUAXGVZvuevwW2fTqcZGhryOZUUQq7XUtD1RBAEQRBK\nlWlj4SdMPblsfioqKpygCL8d3n7bBjeYznesUCzLwvmwGY5p1XcNjt45GEjqAHGHe1wfSzO8DLsK\n/Az+HiTXseD+QgRcYxF5hZ2T7750WfsMzmMTCRx7Esf2rrm5mV/Nnk1y+3bf82fjPPdKKVKplM+q\ncCQm02ZPEARBEIqBaLKFopNIJOjqcpbirZo92/PEvqKtjf7+frq7u1mzZg3nvvgirz36KHOvvZbz\nmpo8HXcmk8G2bT7+8Y/z1FNPeYscI5EI5557LqlUinXr1tHU1ERXVxcnT54E4LXXXuP06dPMmTOH\nn/70pyilsCyLCy64gHWpFH/ptgMnaITsIskDwOeBNcBRHO2yuUDxFLAU+DVwKXAC2OUePy9w/1qT\nfbXb9mzgPwE/BH4JrMMJdp9x+7gaR/v9n8h+6DjD/XkAeBn4A7cfG+fDyW+As9y/M+5Yh9yfx8lq\nwkfSZD8FvDcW43hlJWe/973UfPGLALy4YwdvnTjBkl//moFYzKfJ1gFwf2en54X+pqHD7u/v5+ab\nbyadTlNZWTmuhV7TScsqmmxBEITyQTTZwrQily5XW+KNRpOrzzO9of/74sXqJ6C+AOrySETdde65\n6nK3ZPoZZ5wxrPLi2rVrh1kONjU1qbVr1/r2zZs3z/d3sAy6th5cu3at2rJli4rH42rLli2qpqbG\n166+vn7YGEazNTY2evff1NTkG099fb3P3i9o9Vfs51EQTbYgCEI5MZY5W+QiQslSVVXls+vT2cux\nZDDr6uro7e0llUp5mt53/uRPmN3QwPt6e1nn9r08kCldtGiRl2lvcStVAr59W7duxbZtL+N+3XXX\n8cADD5BOp7Ftm9WrV/PDH/7Qy8BblsWNN97I5s2bfWNsaGigoaGBoaEhKioq+PrXv+7d65133hkq\nhamtrQXg8OHDXv+zZ8+mtbWVbdu2ee3a2tp4/PHHSSaTRKNRlixZwtq1axkYGKCqqopbbrmFoaEh\nIpGIJ8OYqKxxIVUYBUEQBGG6IUG2UJIkEgkv8AP4yEc+Muz4aAPAsGAvGLQH/25pafEF13qftqVL\nJBI0NDRQWVnp9WuSyWTo6enx7bMsa1igqe/nrk9/mjOeeYa5115LXV0d/Z2d/M6jj7JcKRI57qmp\nqcmzu7NtmwULFvDCCy+QSCR8cpyOjg527NjB0aNH6ezsxLZt7rvvPqqrq1FK8VGluGpoiF+2t/P3\nr7xC/Gc/IwHjlnhISV5BEARhJiKa7GnEdNKrbty4kW9961u+fbFYzHOUGGsxh4kquBO8PmQLsOjx\n6SI6Qb/u+vp6nnzySV9/DQ0NXJZMesVuksCPGxv55O7d3t9aK25iWRbXXHMNV199Nbt27fIF9Dq7\nHiyqoz3DG4B9lkX0iitI7ttHL1kP8bRxzWcsi7/5m79h8+bNIz5++nhVVRUDAwNeu+n02pwoRJMt\nCIJQPoxlzpZM9jShXKuI5Qq+nn/++WFth4aGvCA7aOVmnpsvoBur3MQkzEpu8+bNvn737NnDtdde\ny0UnT/oC5xXAgQMHvCzzjh07+NWvfkUymfTZGAKc7QbYURwxdQPZINsL3JWip6eHnTt38p/POYev\nkA3mdYC9F8eiEOAG4EfAJ91+k0qxYt8+vuxeW7ut+K6pFFVVVQV/uBgcHPSkM5WVlXR0dLBp06ay\ne20KgiAIwniQIHuaEBb4lXogk++DwenTp4e1r6io8II5U/ZRVVXF1q1bfYFeroButGXfw/YXqjH+\n1a9+xZ/CsED5YCrF+vXrOX78uK/9q2Rt8iI4jiBXkHUY6XXbLYdhgTvpNI+cPOmVkb8KJ9BuIJud\nxj2nCb/ndgN+X3BwHEr0NW3bZmBgYNhrrKuri4ceesh7HK6//nqSyaSnDc9kMiSTSbq7u8vutSkI\ngiAI40WC7GlCOS4uy/fBYP369Rw8eNBrW19f7y0ETCQSXH/99QAsXbrUlyXVgV6wT20j+J3vfId0\nOj0sAM+VpdXnpFIpX5lwff3m5ubQgFFn3Hvx+38/iRN8BgNsgHk4Mo0ojqXg62R9vXvJZrEbGB64\nL8TJVusCO81u+173umbVKe2LnXaP7bMsXlXK5wu+d/Zs/uLNNzmIo8kO+3AD/m8U9HEzkx2LxViz\nZg379+8vq9emIAiCIIwXCbKnCeW4uCzfBwO92DDo7BEMhiE80DP71OdojbQ+xwzA29vbveDQzNKa\n52QyGW688Uai0SipVMorxJLr3mbNmsUzp0+zUin+9KKLOPczn+HsY8ewn3jCy/aa9OIPyHtx9NAH\nLTcPnaNwTy9ZzXWQAzhZ7Q7LYplSXqY8BfzwnHOIrFvH9YsWcfPNN2MNDbEGeKOxkesef5wzQzL7\n5msM8GWym5ubaW5uDtVkVxu+2eXw2hQEQRCE8SJB9jRiIvTGk8lIHwzCnD2C2W/wB9VLly712uos\n89atW0kmk16wbFnWsAA8mH0FfOdodBCulGJwcJD29nba29tDtd9h93ZeIuFldW3b5pJLLuHSSy/l\n6quvZmBggN2nTkFvL3/77LM8k8lQUVHBPffc41nt6Z+faG2lXin2WRbrvvUtTu3axWBPjycXyaxd\nS8X3v8/Q0BDPVlTwb1ddxdLdu71M9V1A/f/+3964dBA8u6GBVe6+sNdTcF/YPYa9BsvttTkaZFGn\nIAiCEMpojbVLZZOiBjOTvr4+dcYZZ3gFY/r6+lRfX59X1CV4LHhOZWWlr5CNWSjFtm3V2Nio4vG4\nam1tVbFYTEUiEVVRUeEVbInFYqqystIr3mLbtu9ahd6DLqwTtq+vr09VVlYqy7JUZWXlsHa1tbW+\nojOtra1KKaWei8fV3sZG9Vw87uvzsbY29RaoFKgMqCFQb4Ha1tQ05vEGCV57phD2eiwUpBiNIAhC\n2TCWOVsy2UJZkStDbGasg3rsfBnzoGRlzZo1nsY7Go3yhS98wZOEmDKJ9vZ2nnBlH+N1OAlKYK6/\n/npSqRRKKVKpFF1dXZ4EY9OmTaGLQgGqW1rAyPzr6/SuWkWM7KJKreU+6/Bhem67jTnHjlG1Zo1z\nfoBCXGv6OztZtGEDi4Hk7t3067HMAMpxwbEgCIIwOUiQLZQduaQH+TTeuc4JBuBm0KSU4qWXXgo9\nv7293beYb/GpU/SuWkXVmjW8WV3tSVB0wZeg7MUknwQmGo16izUtyyKTyfgkLJWVlTl14TrQX1xT\nQ3L3bsAJtFM4kpJjr7zCn27f7riU5AiOCwkiB7q7WUw2eB/o7vYF+9OZclxwLAiCIEwORS1GY1nW\ndcApYA4wVynVGbL/lFLqiXz7w5CiBvmZbJ1oodcr1rhyFUHJdc2e227jtUcfJTN3LskTJ3j5/e9H\nLV9Ob28vR48e9TLJlmXxcdvmv7znPagrr+T7//ZvVB45wspolLdra9l16hR/cOIEm195xXPtuCcW\n40tusKxpPPtsPvfe93L2pz7Ffz9wgHc99xyfPn2aZDLJ/4xGSSaTXIlj43eZe85jZ50FwB+++Sbn\nAb/CsfW7DLy/fzp/PvPnz+fc55+nF/j53Lmcd955vPTSS7zxxhu+66+pqiL61lt8cGCAV9xFlNfg\nBN5p4HuzZ/N3v/u7zJo1i7lz5wLw2muvsX//fpRSRCIRL7NvPnc6k6314C/G41S3tNDf2clAd7eX\nJZ+u2uWx3lcpFqMp5pwNMm8LglC+jGXOLlqQbVnWHOAHSqlPuH8rpZRlWdb7gduUUhvc/T9VSn0i\n1/5c/U/VZF0KgUIhVfcmszBNrusFx2m2i0Qi3HDDDaEWeIV6WYNjsXfy5El27dpFKpWawGgPAAAg\nAElEQVQiGo2ybt06li5dytGjR0OPffCNN1j38MOehMKsbhisqGh6UgM8AlxH1qP6buA2/L7TAF/H\niToWAxcD73GPJYEvAveQLRCTJuuNrf2s9X47sC+I6VGSwik0o5mLYwv4KnAcuBD4/Tz9ZYDt7u9r\ngG7gq+CrWPlBYD2QtCxeiET48bx5/P5f/iV1wIs7dvDC+efzrne9i/m7d/MHv/mNZ0f4SCzGd9wP\nLg2WxUduvZWmbdu8awcD8kIphffjWCm1ILvYczZIkC0IQvkypjl7tCLusWw4ybe4+3sLsM049gP3\neOj+XH1OxQKa8SxymswxmIv5IpGI2rJlS1HHFHa9sHGa7QBlWdawe8h3f+axWCymKioqfAsAzX7D\n9utjm93Ff8pdCKhAJUF9JaT9VwJtM+4CQuXuTxl9KKNdymifMdoMgdpl9KECxzM59quQ42HnFrIF\n+8p3/kPuIskhUIMhx98BtRxUW1ubOuOMM1Sd2z4V6Dfltn3HWHipF0k+F4971zD3m+RaLDrV78fx\nQAkvfCzGnK2maN4WBEGYCMYyZ5s1KoqCZVmXARtwEn7gJPgGjCavAe/Ps9/sq8WyrMOWZR3+zW9+\nU7xB5yBMn1qKY9A60UgkMik60bDrhY1Tt7Nc32el1LB7CDsvkUiwdetWurq6vGNDQ0MMDQ2Fjkfl\n+XZGKcVenIxyyt2nNcq9Ie31PoU/AzyEk/m1jP3mVa2QTR/vds9VRtswrJBjuh+9BduEXddsE2wb\n9tP8/WqyhW+ixjG9VeBkuR999FFP8qK/IYBspj3itq1w+6nA1W67P2Mh+zX6G5Dbb7+dFStWkEgk\ngNJ4P05HJnLOdvub0nlbEARhqih6kK2UOoIzWT87AX11KqWWKaWWnXPOOeMf3CiZ7OB1rGPQi/nu\nuOOOoktFcl0vbJy63YYNG6isrAy9h+B5VVVVrFixgq997Ws88MAD2LZNJBIhGo1i2/6Xb319PbFY\nbNj+iooKmpqaiESc0O8AjjTkG7NnswG4nXCpiG57p/u7Doq3A38O3ES2KIw+psuRD8GwtDhuX98G\nbiQrE9HHzCA9ZyrePf4C2UA92Ee+8/IdD14fnDdt0r2fVEgfKZwPItdeey2xWIxe476Cj0dwq1qz\nBtyfyZD9mlzBdCm8H6cjEzlnu/1N6bwtCIIwVRTNXcTNhsxVSj2hlDplWRaWZa0ku0hGMxd4yf0Z\ntr9kKIWqioWOYbKLfwSvl89qr66uzqsMGLyHMLcPXShGs3r1an784x/79tm2ze///u/z9a9/3VsA\nefToUSBblKazs5ObbrqJTCbDP1VWUvPZz/KdBx4gnU4Pux/LsryFj+0VFbycTvOZSIT/lUoRN677\nz2SrLR7B0UD3ArZl8TmlWAy8F3gHR7/9bbfttwPnngJWAx8gG6C+DLyBE+T+Hk42WOumvwp8Hvgm\nziflDI5e/L/gzzjrvtLAbhxNtcLRg5/AKd0+z71GEtgBXAF8zj2vAfgx2UWXX8XRdttunw/HYqy7\n5x5aWlpYtGgRXRs3YruPj86Gf/+ss3jFtjl79Wrq6+uHaa+rW1p4ct8+3rVrF29dfTVXBjTZuRw8\nSuH9OJ2YjnO2IAjCVFJMC79lOF8fmrwEHAa2GfvmKKWOWJb1Utj+Io5vTJRC5bpSGEMhmOMMLlDL\ndw/BY7ZtewG1Uoq3337bFxhrB5DFPT2cVVXF5s2bQ/ttaWnxKhvqIFxntyORCLXpNFek0+yzbRLu\ntWzbpr29nYaGBs8bO8jLOIH1ARzrvbs+/Wne2LmTrtdfB5xA9VWcYHY52Yz5AfzZ89eBvybrZ/0e\n4I/d83+PbNB6/plnsgJY8/bbzuODE/Cei1+aYkpcLGA/cAfZRYwH3PHoQL/L3TcPJ2iP4gTj1+Bk\nmNfjyDlw+x4C3vn0p6kHelet4tSZZ1KfyfjGkAE+9Ld/y+fMwNn9Xb8mLunt5T/v3o0NJB9+mP76\net/ix3zBdLm8F8qEaTlnC4IgTBmjFXGPZsMxYrgOaAOuM/avNLeR9odtsoCmfBjvArV4PK4qKiq8\n6opmZcfKykp1W339iAvnco1HV4DUVRF1H1dEo9549fV0lUe9LTcWBb4F6vOg7jcW95kL/XSlxUG3\nHSHbcmNxoV4k+RV3/zvGYsMhUKcD/errhy1O1AsUP+/+TOEs9HzI/anbpN19+r7SxlhS7t960WTa\nvdfgY7DVHUPK/fndBQvUY7W16rG2Nt/CRf0cfMyyht3z3sbGMb/WyglKcOFjMedsJfO2IAhlzFjm\n7KIWo1FK/UOO/aFeqrn2C+WNqakdHBykvb2d9vb2vD7WJmYGWrcx/x5sb/cWzinCi6GY1zDHA7Bw\n4ULm9Pb6+vjSZZdxdVOTr70pTwEnI6zPAbifrA2fudgwWGnxPhypSFADfgBH530fTnY6STbj/CCO\nlUPE2CwcTfRh4Kjb5xHgo/iz2T04WvBmnMy05fb/J+51zQWPfwL8O47N4P3GmFNkFzrijq0r5DH4\nEtnM+l3Af33lFWKvvELy4EHutCzumDXLy0onk0nq3dXXZub74JlnUplISIZ6CpA5WxAEYeKQio9C\n0dGaWq2tfuKJJ9i/fz979uyhv7/f00lXVlbmXKgZpvnWf/evWUNy925PwhBcOBf08e7o6Bim8T2r\nqsrXx6L162kyAvVYLMY777zj67eX7MJHcN5MZrCovU8U2UBbB7gNhC+01FrtBrIBNjgB7XrwBaRp\nnOC3Bud7/vXA93CCbH2tDHDI7cesC2kZbUyXEgX8IfA/jH1p4DvAd12duR6PHpu5+NN2H4chd1zm\nB5d6pXgm4DSz7/Rpkm6fGeC/2jbf3rmT2OOPs2fPHs7q7x+Tf7YgCIIgTDUSZAtFR2tqtaY5k8mQ\nTCbp6upix44dpFKOb8Xg4CC9IWW7R6K6pYV+yBmMBd0pBgYGhmt86+q8Pk7V1HB8YIA33WxqXV0d\nHR0dbNy40ZfNPmjbrMxkuMq2WfXud3PFQNbN7CBw14IFzJs3jznHjnE28N/wZ6hzobXa5557Lvz6\n194+M8udwsluA3yBbCD7x8CuuXNZ9ZojrR00rqUDdZ2Nxu1HfwDQdINnc6g/dHzXsvi9DRs4tXAh\np06d4sD27d64VpDVnd9tnNMN1Bt/77OsYU4zvb297D51ijnHjnHwzDP59s6d3vO0f/t2bu7pYTG5\ny74LgiAIQqkiQbYwKdTV1dHe3s7+/fu9DDLgW8Bo2/aYbdiqW1qGSUQ0Ye4UYQvmqltaSFRX89mQ\n6pUDAwO+trZt881vfpOjR4/yGvDa7NkMbt/ulRa/1bY58O//TmxggI54nKNHj7J2504u/uUvfRnq\nIHohZiwWo6enh/7+frq7u6mpqaGjo4N/Tia5Crhg7VqeeOstTvb0sB5/lvzMZcvYWVPDoTvv5P8o\nxUHbxlKKA0pxJdmM9vOVlfzB4CArcSaCDLAPx0EE4BOWxZVK0Qscjkb5PfexrKurY9GiRXR0dPDz\nn/+cg8DRigrS6TT/kkrRYFnst236lOI4sOF3f5ezP/UpPjVnDt8IcZrRVCYSxB5/3HvsLz1xwpcJ\nP3TnnbxZXS0yEkEQBKEskCB7lJRzGeepJugSAfDQQw8xODhIJBLh3nvvLcpjGuZOkauMd5gns/b9\nNl1OAI4ePcpDDz1EMpnkoViMR9ravIzsASMjOzAwwDe/+U345jdJJBLM7u2l/tQpvvGNb/j6i0Qi\n3H///QwMDPheXwMDA1RVVXHDDTcAsNq1JLwskaD+H/+Rm1Ipn477VE0N3zx2jCcsi4xSWK5LSjqd\n9jmatK5bx4tvvEH9ww972ebv19RQefw4qVSKZ6NRDqbTpNNp1NAQnZ2dPPTQQ+zZs4eWlhZaWlqG\nlbnXv682ftf30VTA8/TILbdw4pFHePn974fly0kePOiNbceLL3K4oYEbbrjBs2UUBEEQhJJltCsl\nS2WbqWXVpxth5bKLyXPxuPrxRReFlvfW49FOItFoVMWNY/F4XEUiEWVZlorFYqqpqckr4W6Wr+/r\n61OxWMxrl+ve4vG4ikajyrIsVVFR4btWcCyA567S19en+vr6VGtrq1qyZInnTPIVUBtrakKdUCKR\niG9fRUWF99h/zLLUV0B9zLK852LLli2qtbVVRSKRYf3o+3wuHld7GxvVc/G46l27Vh2aO1f1rl2b\n83HXbfM9N9qpJAmqG9QPGhvVjosvVh9zH2dAWZY1Ld5/lKC7SLE3cRcRBKFcGcucPeWT7li3qZis\nt2zZ4gUdZrAhTC2FBuo6iEsZlnHJEMu4oGWg7lcH2TpIraio8AK/yyMR9VhtrXouHld9fX3eMR3M\n5hprrrH39fWp2traYTZ/kUhEtba2qlgsFmoDaAbTViAw1X9blqVaW1u96+T64JgvyDcDYm0lqLdg\noN27dq0azPGhxnxuDs2dq4bc58W0HnysrU2dccYZvvuZDu8/CbIFQRDKh7HM2SIXGQW5Ks8JU0fQ\nOSRfGfmB7m4Wk13ol8aRIfzLOeeQ2LrVkzYMDAyQyWS8BZq6jPfNN99MOp1mOdAwNORpq+uAx9Np\nYgcPkjx4kM/Nn8/QkOMtMjQ0RFdXl1dxUvdRWVlJR0eHJw3p6emhubmZa6+9lkWLFnmLLJfjLCqc\nDVwFnEinOfj8817/gNemFziQTmPbNrZtU+HqpNPpNB/T+mrL4nBFhffY5Sr0omUgt9xyC8eOHaOm\npoY5c+Z4bXrb21lMVi8NWXeSqsce88bW39lJ3cMPU0HWKjBosdjf2cmiDRuI4XdhAWeR5pxjx9iz\nZw9dXV388wMPcEU6zdPj0O8LgiAIwmQgQfYokDLOpUcuDXUYVYbVXxrHnePvgcPf/z6ZTMYL0sM+\nTHV1dTE0NMRyYA+ONV0Sx096DX6rut85eXLYtROJBDfddJPnpHL69Gkeam2lXim+RFYnvd117QB8\n14oYff3Bvn08HYnwlBvwm+NZARzIZKioqOC6667je9/7Hh9Vit1KZdskk3zrW9/iO9/5Dvfcc88w\nDXgikeC2+nouT6XYh+Oioi0XdRvrnHN8AbHpTjIrlaK/s5PqlhYGuruH+WAHLRb1h5+o+7yAoy+H\nrCVjdV0dZ/X3syiddu5jaIgX+/tB3oOCIAhCiSJB9iiRMs6lxWi+XdBWf8fuvpv4z35GArdkezrt\ny1pv3rx52ALNBx90DPMa8Bdf0QsOIzgBYhq/PV9lZSXNzc3s376dW1Mpr7z6bKV8ln4rGO44Yl4r\nmN39k/e+l6f+9V+HtWlw+/nw0BALH36Yj4T0o9skk0kvY64XXVZXV/Pt9ev5SSqVDcozGQ4ZH2D6\nOzt5165dZPDb/+mfFyWTJDdsoJ/sBxtwAuzE2rVc2dLiW3haFfA5P7R2LRw5ApbF3C9+0VuYagbj\nFvBaR0dORxlBEARBmGokyBbKGv3tQldXV0Htq1taqG5p4WJXDlFVVcWmTZuGBenmh6mtW7d6Gehe\nstUPzeIrZhCsWbx4MatXr2b/9u38154eKtz2GbKZWn3OXwB/iT/Q7sUJcsEfzA4BR15+ma/geFPr\n8egAfzmOz7W2E7yFrOd1GvgITjXHLpysNzhWihs2bKAO+HOGB+XP2jb/8ZOf0PN3f8cnT570Fd4B\n2OWOcQX+ypsNjz/u8zDXAfaiDRs8/+sX43FejMd9bTSJRIKNGzdy8uRJfuf0aZa717GBjx4/7mXM\nBUEQBKHUkCBbmBZ4VnquxdxI3zaYQbQu0V5VVeXpr83zGxoaiEQipNNpPkhWumGWSodsRrsBJ1g+\nfvw4x48f536y5cyD1R/13ytxCrd8ESfT3ev2oeUoGeAy4C3g+8BdmQwx/DINTbB8+tU4wW8zcANO\nRUdwitg8BRzHCbgBniArT0nhBOmvAncPDbFu3z7vg0KwYmQjTun2K4zH5lVg48aNzpja20n093Pr\nqlWseeEFn577ha99jcj73se7L7mEge5ur+hMz223cejOO0kpxe+6j8n/cMcdcc9/68tfpufFFzlu\n6MUFQRAEoSQY7UrJUtlklbqgmQjXl5HsGZuamtRyUIOGM0kKVNpww0i57hnLA44f9xvnKKN92nXc\nSLn7htz+tQvH592fQfeOpLvPdOHQTilfCVxPt9cWf/paKtDnO+55ut8hULuMMaQCfQavnXHHviVw\nD8vdbbPxuCx3jyXd62o7xYxxXu/atb571/u3BMat99dBqDvKZNpDjhbEXUQQBKFsGMucbeeJvwWh\nLNC67EgkMmbXl7AFlCbz58+nAYYt4kviZHsHgU7CtdVdbhsz8h4C4sBG99whsjKSKI7Uw1xQiXtd\nnZ0Gv0RFO6X0utdLGcctsu4j5jgsY9Ol1vX9JHHkK/PwL7zUpXPS7jXSRl82sDRwD804CzP/yv25\nnGwp9j/HWXwaNe5Rn/euXbt89673L3WvaQX2XwkMDg56z5t2nbn99ttZsWIFiUQCQRAEQZhMJMgW\nyh6ty77jjjsKkoqEMVKg3tzczFORCEmyMor/NmsWV+EEi1cBfzV/fmi59AM4QeC3gMfcnw3Av7a1\n0bdkCX949tn8OXAT2SB3COh2/065/ZgB+p3uzxTZAP+Lbr8ANxrHk2TlJ1e5Y0gzPOjvIhv8rnTb\n9+L/IBEHWoCv4chbgtfpxn8PkP2gUGGM7xnL4q5YjEeMxxTjsX3r6qtD979SWxu6vxenYqZZeTLf\nhyZBEARBKDaWkwEvP5YtW6YOHz481cMQJonOzk66u7tZs2YNLUVa6GaWCA8L1BOJBPu3b+fSEydY\ntH49CeDGG28k41rm9fb20t/fz44dOzj//PNpa2ujv7+fu+++m7feeotf/vKXpF0f6/vvv9+7j61b\nt/Jnf/ZnKKVYjhMIv11by8MvvcTFr75KA46++TJ3HF04AbDpjw3DrfwArrIsfnnxxfzs3e8G4Be/\n+AXLli1j6enT1Dz3HO+xbZg/ny6l+M7x4wCcccYZnod3VVUVLz38MJH9++kFDkYiXHrppcybN48l\nS5awdOlSvnvTTVyeSrE/EmHe6tW8unMnV6TT7I9EqK6u5hvHjmUXYS5ezLzVqz3PbcB7TN99ySWo\n3/zGK3WvHUheBV5/6SXmXnst5zU1efaCrwLzLItepTgUjXLfffd5j+lo/NOnCsuynlVKLZvqcUwm\nMm8LglCujGXOliBbKHk6OzvZsGGD93c8Hi9aoK0pJOBuaGggmXT8PyoqKnjyySeHtTX7ATwXlObm\nZp8v9ZVXXukVmLEsi0gk4ui5bJu0azEIjuXg5Zdfzty5c71rzJ8/n1VHjvCpgweJ4gSzDyxYQP+n\nPkVzczPAiPeyYsUKBgcHiUQi3HvvvcMe34ThxhLmq232H/zbtOsbrxPI1q1buf3220mn00QiEb7w\nhS+wcOHC0Hsb6TmcaiTIFgRBKB/GNGePVsRdKpssoJk5NDY2+hYSNgbKoE80YYsgzUV0YSXPLcsa\ntuAy2E88HvfKlEejURV3S7Bv2bJFtbW1qWg0qmzb9kq6g1PKfMmSJerCCy/0yopHIhEVD5Qm12XO\nk/hLl49UNn3Lli3qtvp6b2Fi2MJR3U6PX/fV1tamGhsbVTweV/F43Pu9mIy0QLWcQBY+CoIglA1j\nmbPFwk8oedasWcNut6CJ/nu85MtyBvW8XV1dnkWgtvLzyqvjyDWOujru/s5OXtyxgxfOP5//N38+\ng4ODZDIZat55h1/efDMfGhriAJDJZGhtbfUy1rFYjPvuu4+jR4/y/PPP8/TTT2NZFplMhueff94b\n23KgIZ3mf7iZfTPjfGjJElCK365ezeNHj4Jrn6fHMDg4SFdXF/u3b+c9L7zAAy+8QDqd5qcqWw3y\nE5kMp06dYuvWrSw+dQp6e7nryBH63G+80mmnJuM777zjVac0nxv9e75vGvJlxUdCqq4KgiAIZcNo\no/JS2SQjMrOYyEzpSNnQ4PHW1lbPIlBnkz/vWtWl3J8P1NZ62WRtK/cF1zbPtOILs/jDzVi3traq\nWCzmy46bbfQ1Tdu6eDw+7LofM86LRqO+Pj5u2762pm2ftgDE7XukMefaamtrR3zszUz9aDLSz8Xj\nam9jo5epL2eQTLYgCELZMJY5O28m27Kszyulvp3n+K1KqW+MJbgXhNHQ0tIyYTrsMOcJMyMazJZC\nttiNzmDfh+OWoa3rmg8e5P/8+tdekRWAe/FXeAyWNTfRGWut8QbnA7AmeE1wHEtuuukmvnPppb7i\nLvVK0eee05BKec4ilmVxhVvExiyio6tBapcO3XdYKfZcmFn9+eefn7Odfuy1xtwsZ6+P58pQBytF\n6qI1QhaZswVBEEqHkeQinZZl3Qa0KKX2hhzfAMiELZQV2q4vWErdxKwICXhB909+8hM+tm/fsKqH\nNvDWW295AatZcj2FE2hrW7tet08zMD1o2zz99NO5x8xwj+5eHPlGr1KswR8oL8fvNrLSvcZ+pUhm\nMj7bvr/HCap7yQbSvfiD7ydDxhSJRMhkMnxUKd+1dl96ae77cB97LWGxbZtYLEZVVdWIbiAD3d2+\nDxMD3d0gQXYQmbMFQRBKhJGC7CM4VYx/YFnWizgT9/9nHLfCTxOE0mUsul4ddDc0NPDlyy8n6WZi\ndfnxJBBZt44XFy1i/x13cPSVV7ibbJD6SG0tb/zrv3LwjDOo/6M/4soDB/jzffu8wLQRSLiZa8uy\nuOCCCzhx4oSX8e1124ETYN+EExBXRKN8dNMmGjdu5IpMxguUv8LwTPQzSvGMbfMJpahXygvuKysr\nueKWWzj4jW+Aez1dMKYB2G/bPAOQyWBZFosXL6a+vt5zLjne3EzsF7/wrjXn2LGCHntTkz3StwsA\nVWvWkNy923tMqyZAmz9aSt2xBJmzBUEQSod8WhLgkPF7C/AasMXY939Hq0+ZqE20fcJU0dfXp7Y1\nNanHamvVDxob1Y6LL1aPtbX5jp9xxhnqY5alvmrbvmOavY2NPi10/KKLPFeRoBMJrnb5imhUdS1Z\noq5wXUi0Q4lSjmZdtwV/6XJTU21Zlqf1tm1bNTY2eo4psVjMdywWi6nW1tZhriJB/XQuZ5PRPqaF\nuIZMpSZ7op1NKIImu5TnbCXztiAIZcxY5uyC3UWUUp2WZX0f2GZZ1gBOtkQQphWFeDrX1dVR99hj\nOfsoJFMezMp+95VXSLvyiY6ODk9/3t3dTU1NjVe8pa6ujotDsqm6/c0330w6neZoRQWrUimvKMzR\naJRIKkUkEsGyLFKpFLFYjPb2durq6ti6dSvpdBqlHG/ulStXsrGmhjnHjlG1dGne+6luaaEfxuWF\nXei3C9UtLVMmESkk215KyJwtCIIwteQtRmNZ1mEVYrxtWdZlOJWclyqlIkUcX06kqIEw0eiFdVrC\n8WI8PmLAWKgdXVjBFl25cJ9t0+d+6rVtm7/+67+moaHBp1HWFRhH6t8cB2QXEkK2siINDRw3gnZ9\nvnm9R265hcbt232PBYwvkC53JrqKZDGK0ZTynA0ybwuCUL5MeDEa4H0jHF8x2tT5RG3ytaMw0QQl\nHHtHKHpTiB3dc/G4eqy2Vl0RjfpkBlu2bPFsAetc6zwt6YjH477jWhpSqOVgmIwhaPMXJrcwC+6Y\nj8UQqP4zz1TvjHD+TMB8jMYLxZGLlOycrWTeFgShjBnLnJ1XLqKU+n8jHN9TSCBvWdZ1wCml1BPm\n38CcQvYLwmRQ6MI6nTV++eWXc9rR6XLi2nKuEWch4SH3uHbZWHr6tK8YzErwMtHRaJSMu9gwk8kM\n619TiIyhEGcO01HlyXPOIeK2jQCL337b524yU509gq4zpYbM2YIgCKVD0Ss+WpY1B/gj4H+5f78f\n+IRSaoP790+BJ3LtL/b4BEFTiLbYlAxEIhHqgCuAvThOHZFIhIMHD7Jx40ZWHTniC2yvAv7JtQzU\nGuSgM8eVQFVVFeD/lsmyLG97+eWXSSQS9Pf3e5ptbYsHcPDgQRKJhC8YDPsAYerP36yu9slZ1G9+\nQ9oYuw640/g/gBTitjFSmzJw7JhRyJwtCIIwMUxGWfVlwCHj75U4mQ/NKVcvuCxsv1LqyCSMURCA\nkRfW9fb2eh7Ptek0j5P1h/6ryy/nrkSCnp4eAP45EqGRrI3fnKYm9rS1+QLJVz/4QZK/+IXP4/pI\ndzdHjx4llUoBeJlygFQqRWdnJzt27GBoaAhwSpmvXbuW733ve6TTaXp6evjxj3/sy2i/WV3NvU1N\nXHriBIvWrwfwFXZptG0SQGVlJXv27PGCcsjaFKaAZ5YsYe4Xv0h1S0tBGuWR2ky0zlmYEGTOFgRB\nmADsYnZuWdbKkK8P5wADxt+vAe/Ps1+YQXR2drJq1So6OzvH1X60/RRKVVWVF/SaVRErgEtPnPAC\nY4CnMxkabZu/AH4/GuUKI8DWweXmH/6QT1gWf2FZrMTxp37iiSd48MEHsaxwS+NMJuMF2JpnnnnG\nF4wPDQ15VRT1tb66cyef7e/nzepqBrq7fWO/wpWjDA4O0tXVxT8ODLC7rY2nGhvZt3YtTzU28n/j\nca78l3/xMvxdXV2cPn3aJ1MB/2MfJmUxGem4MLnInC0IgjBxFC2T7X6V+FKx+hemH52dnWzYsAFw\nsrNA3lLqudqPtp/RMDAwgG3bZDIZnsRfFXHutdcSu/tuT7Zh2zYJpXgaiCjlyyybGfE+4JlIhEsv\nvRTrZz8jk8mQSqVYvXo1P/rRj0ilUp5kRLkOJJFIxBdoX3vttdxtXLuiosLnMBIMZD8VkI/0uv1Y\nlsWDDz7oWfzlyiwnEgkefPBBvZiOSCRCQ0PDsMe+ra0tb3XNQqpvCpODzNmCIAgTSzHlIpeBZx31\nEaDKsqwjZBfJaObiTOxzc+z3sCyrBafAAgsXLizawMEJ4Lq7u1mzZs2EBWhCfrq7u4f9ne+xz9V+\ntP2MhoaGBiorK0kmkxyLxdh9yy2Ol/SaNTS1tLC3qYmuri4Ali5dyqZNm0IDyKbSlsMAABLjSURB\nVIaGBi9YByc7/cILL/iC1ra2Ntra2nzWfKZFn9Zk69dok3Ht5uZmLzgOC2Sr6+roB17csYO7jhzh\nYCZD1Lb51Kc+xc6dO0f0gu7t7fWy9pZlccMNN1BXV0d7e7uv3bFjx/L6X4+l+qZQNCZ8znb7m7R5\nWxAEoaQYrR3JWDZgG3Cd+/scIG4c+2m+/bm2YlpBxeNxr3IerqWaUHxG+7jnal/s5280Nm752sbj\nca/KY9St4ohblbG1tXXSxmweK7SqYa528t4pHIpg4TdRWzHmbCUWfoIglDFjmbPzFqOZCNysyAM4\nGY7blFIvWZa10myjsnZQofvDKGZRg1WrVnkyA4DGxkYef/zxolxL8DPabxBytS+XbyLMIjJm1nsq\nFwAW6vaRq125PPZTTTGK0UwExZqzQYrRCIJQvoxlzi56kF0sijlZm7pSgHg8LsGCUHRKwcqukLLy\nwsRQqkF2MZEgWxCEcmUsc/ZkWPiVHTqglmycMJlMdaETs3hOcvdu+kECbUEQBEEYI0W18CtnWlpa\nePzxxyXAFmYMQVu/gcACUkEQBEEQCkeCbEEQALcqJI6lX76y8oIgCIIgjIzIRQRBAAorKy8IgiAI\nQmFIkC0IgsdIZeUFQRAEQSgMkYsIwhSRSCTYunUriURiqociCIIgCMIEI5lsQZgCEokEK1asKAlf\nbEEQBEEQJh7JZAvCFNDb20symfSVLxcEQRAEYfogQbYgTAENDQ3EYjEikQixWIyGhoapHpIgCIIg\nCBOIyEUEYQqoq6tjz549U17hURAEQRCE4iBBtiBMEVNd4VEQBEEQhOIhchFBEARBEARBmGAkyBYE\noeTJZXc4WhtEsU0UBEEQJguRiwiCUNLksjscrQ2i2CYKgiAIk4lksgVBKGly2R2O1gZRbBMFQRCE\nyUSCbEEQSppcdoejtUEU20RBEARhMhG5iCBMAYlEQuz7CiSX3eFobRDFNlEQBEGYTCyl1FSPYUws\nW7ZMHT58eKqHIQijRrTBAoBlWc8qpZZN9TgmE5m3BUEoV8YyZ4tcRBCKQD4XC9EGC4IgCML0R+Qi\ngjBOgtKPkTLVVVVV2LaNUkq0wYIgCIIwTZEgWxDGQVhAHZap1kF2IpFg06ZNpNNpbNumo6NDpCKC\nIAiCMA0RuYggjIOwgDqfi4Vun8lkUEoxMDAwdYMXBEEQBKFoSCZbEMaBDqh1JltLRnK5WIS1FwRB\nEARh+iFBtiCMg3z2cmEyELGREwRBEISZgQTZgjBOcgXUE9VeEARBEITyQzTZgiAIgiAIgjDBSJAt\nCIIgCIIgCBOMBNmCIAiCIAiCMMGIJlsQJplg8Zqxnl9VVcXAwICvn0QiQVdXFwDNzc0F9Z+vv7Ey\n3nsUBEEQhHKnqEG2ZVnbgDjwGrBSKfUP7v7rgFPAHOCUUuqJfPsFYbowUjXIQs8fHBwkk8lg2zaV\nlZXs2bMHcCwCk8kkAA8++CB79+7N23++/sYaHI/3HoWpQ+ZsQRCEiaPYcpHLgJ8C24zJ+v3AJ5RS\nT7j7bsu3XxCmE2HFa8ZyfiaTASCTyXj99Pb2MjQ05LUtpP98/Y2VQu8xkUiwdetWEonEmK8lTDgy\nZwuCIEwQxZaLxPVEbbASJ/OhOWVZ1mXAsrD9SqkjRR6jIEwa4y1Go883M89mPxUVFV4mu5D+R+pv\nLBRyj5LtLllkzhYEQZggih1kz3Un4/cDuJP3HMCsJf2aezzXfm/CtiyrBWgBWLhwYVEHLggTQVCb\nPN5iNOb5YRrq3t7eUWmyR+pvLBRyj2HZbgmyS4IJnbNB5m1BEGYuRQ2ylVKd7q9HLMt61rKscen1\n3P46AZYtW6bGOz5BKCa5srXjLUaT7/yx9F2M4jgj9Snl5UuTiZ6zjT5l3hYEYcZRNE22ZVnXWZbV\nZuzSWY5TgaZzgZfy7BeEsmS8+uvpjM5233HHHSIVKRFkzhYEQZhYipnJfgn/hDtXKXXEsqyXgG3G\n/jn59hdxfIJQVCRbmx8pL19yyJwtCIIwgVhKFe/bO9feCVydnmH7tNJsN9L+MJYtW6YOHz48sQMW\nhAlG/KKFXFiW9axSatlUj8OkmHM2yLwtCEL5MpY5u9ia7OAqdb0/dCIWj1VhuiHZWqGckDlbEARh\n4pCy6oIgCIIgCIIwwUiQLQgFUk7FU8pprIIgCIIwHSm2T7YgTAvKqXhKOY11JETTLgiCIJQrkskW\nhAIoJzu+Yo91srLk+sPC7bffzooVKyQrLwiCIJQVkskWhAIoJzu+Yo51MrPkUhVSEARBKGckyBaE\nAhhvOfRiMtGl2/MxmYFvOX2wEQRBEIQgEmQLQoGUoh1fsUq352IyA99S/mAjCIIgCCMhQbYglDGT\nLamY7MC3FD/YCIIgCEIhSJAtCGXMVEgqJPAVBEEQhJGRIFsQyhiRVAiCIAhCaSJB9jgQD1+hFJDM\nsiAIgiCUHhJkj5HpVPBDEARBEARBmFikGM0YKafiJEJ5ESz2IiXSBUEQBKH8kEz2GBEPX6EYBL8h\n6ejoYNOm/7+9O/Zt48jiOP57kMDuAEa5tAHCFFelkZkA7AhYqlPETjoDbuz2KudPEHz/gXVAgKRL\n7LRpTAEEUmwRWX2KKEDaXBQC1wQEhHcFh/KKx5UseZa7O/P9AIbFkbya4Y4fH2eGM/9kxgQAgI4h\nyb4lPnCGOqzOkHz//feceggAQAeRZL8FPnCG2FZnSD777DP9+OOPzJgAANAxJNlAi6ybIfnoo4+Y\nMQEAoGNIsoGWWZ0hYcYEAIDuYXcRAAAAIDKSbAAAACAykmwAAAAgMpJsAAAAIDKSbAAAACAykmwA\nAAAgMpJsAAAAIDKSbCBjRVHo4OBARVE0XRUAAJLCYTRACxRFUcupjlddtygK3b17V/P5XNvb23r4\n8KEePHjAwTcAAERQa5JtZn1Jn0s6lTRw98NQfk/STFJf0szdJ1eVAykrJ7u9Xk9HR0dREt3rrjud\nTjWfz3V+fq7z83M9e/ZMX3/9dbTfj+4hZgNAPHUvF3nu7och8O5LkpkNJO27+8TdX0j68qpyIHXl\nZHc+n2s6ndZ+3aIo9Ntvv2l7e1tmJkly96i/v6tiLqHp4HIcYjYARFLbSLaZ7WkxwiFJcvf74ctL\n5ZJmZrYrabiu3N1P6qoj0Abj8Vi9Xu9ixHk8Htd63fII99bWlj799FP98MMPOj8/j/r7uyjmrEJd\nMxR1IWYDQFx1LhcZSBeBuy9JYbSjL+mP0s+dhZ+tKr8I2Gb2SNIjSXr//fdrrDqwOaPRSEdHR9HX\nZFddtzzCLUmffPKJnjx5Usua8K5ZN/p/2+cj5rU2JHrMDtcjbgPIUp1J9jJIL9fuvTSztxrhCOsD\nDyVpOBz6W9cQaInRaFRLArbuuutGuOv6/V0Tc1ahrhmKGkWP2eF6xG0AWaozyT6V9G7p8UzSrl5/\nSGZpJ/zsTkU5gIjqGjlPQcznpoPPMzEbACKqM8meSPqi9LivxTTimaSn5XJ3PzGz03XlNdYPyBYj\n19ViPjcde56J2QAQkbnXN3sXtnfaCQ/Pwvq+5Zq/C6XpybXl6wyHQz8+Po5bYQDYEDN75e7DputR\nVmfMlojbALrrNjG71n2ylwF6TfnaQMweq0Cz6joUB91AzAaAeDjxEWiZphLdrm05BwBAm5FkAy3S\nZKL7zTff6K+//rp0KA1JNgAAt1P3iY8AbqCu0x+vUxSFvvrqKy0/o7G9vd2FLecAAGgtkmygRZZ7\nK29tbW10b+XpdHpxOI2Z6eHDh4xiAwDwFlguArRIU3srrx6c8uDBg438XgAAUkWSDbRME3srd/Dg\nFAAAWo0kG4Ckzh2cAgBAq7EmGwAAAIiMJBsAAACIjCQbAAAAiIwkG8hUURQ6ODhQURRNVwUAgOTw\nwUcgQxyhDgBAvRjJBjLU1MmSAADkgiQbyFBTJ0sCAJALlosAGeLwGQAA6kWSDWSKw2cAAKgPy0UA\nsNMIAACRMZINZI6dRgAAiI+RbCBz7DQCAEB8JNlA5thpBACA+FguAmSOnUYAAIiPJBsAO40AABAZ\ny0UAAACAyEiyAQAAgMhIsgEAAIDISLIBAACAyEiyAQAAgMhq213EzPqSfpV0Wir+1t3/ZWb3JM0k\n9SXN3H0S/s3acgBAvYjZABBXnVv4DSV94O4zaRGM3f2FmQ0k7bv741D+UtKkqrzG+gEAXiNmA0BE\ntS0XcfdJKVjv6vXoyJ4WIx9Ls/D9qnIAQM2I2QAQ16bWZO+5+0n4ui/pj9L3ziQNrii/YGaPzOzY\nzI5///33OusLADmLErMl4jaAfNWeZJvZni6v8bs1dz9096G7D997770YlwQAlMSM2RJxG0C+NjGS\nfV+XA/Zs5fs74ftV5QCAzSFmA0AEm0iyh7ocjL+T9GHpcT9MS1aVAwA2h5gNABHUubtI2dnyC3ef\nmdnzMCUpSU+vKgcQX1EUmk6nGo/HGo1GTVcH7UPMBoC3VHuS7e531pSt3eaJPVaB+hVFobt372o+\nn6vX6+no6IhEGxeI2QAQByc+ApmZTqeaz+c6Pz/XfD7XdDptukoAACSHJBvIzHg8Vq/X09bWlnq9\nnsbjcdNVAgAgOZtakw2gJUajkY6OjliTDQBAjUiygQyNRiOSawAAasRyEQAAACAykmwAAAAgMpJs\nAAAAIDKSbAAAACAykmwAAAAgMpJsAAAAIDKSbAAAACAykmwAAAAgMpJsAAAAIDJz96brcCtm9l9J\nPzddjw37u6T/NF2JDaPNecixzf9w9781XYlNyjBu59ivaXMecmzzjWN2l49V/9ndh01XYpPM7Jg2\np48258HMjpuuQwOyitu59mvanL5c23zTf8NyEQAAACAykmwAAAAgsi4n2YdNV6ABtDkPtDkPtDl9\nubVXos25oM1voLMffAQAAADaqssffESizOyepJm7T8qPJfXL5UCbmdmupKG7H5bK1vZl+jhSsRq/\ngS66Sfy+SueS7FxejErt3Jf0k7u/WClPsv1m1pf0haRvw+OBpH13fxwev5SUTJtDez+XdCppsPwP\nnfJ9NrM9LdolJZpohjY+lvRTqWxtX069j0tp3ds3VRXDU7Yav1NXFb9TVhW/U3KT+H3dtTqVZOfw\nYiRdvINadt6Jmf1iZhNJO0q//UOVOrakPS1eqJZmZrbr7iebrVZtnrv7viSZ2XNJhyn38/CiVH4z\n8UQJJpruvmxTv1S8ti9r0eeT7eOp3ds3URXD3X123b/tuNX4nbr/i98N16dWVfG72VrFd5P4fV2c\n7toHH6tepFIz0GL0Y2kWypJuv5ntrXlX3Jf0R+nxmRbPReeFd8sX99Pd74cvk77Pkh6HACZJ74a/\nU2+zVN2Xk+3jQQ73dlVVDE9WRfxO1hXxO3Xr4ncObhWnOzWSrepGJjHisxSmFZfLQ5bvHE/Cf+ok\n2x/+0542XY8NG0iXp9/CvU+2n7v7zMy+lPQqHGawTESSbTPyu7dVMbzZWtWH+H0pfifriviNCl0b\nyc7RU0l3mq7EBuxK2g3rGD+W9HEI3KvTqztKJ5gvA/MkBOfyCEHKBlr06ZmZvWq6MhtU1ZdT7uPI\nI4ZXxe+UEb+J39fG6a4l2Vm9GIWA9czdl21Mtv3u/mL5R4s2/RTa/Z2kD0s/2k9oROhUl+/fTIsX\nq2Tvc+jTx+5+GqZXJ6vTrkEybS6p6ssp93Epj3u71poYnqQr4nfKquJ3sq6I3zm4VZzuWpKd+ovR\nhdBxT8IykX54h5x8+8NazT1JX5jZIHxQ6LmZ7YXn5GmzNYxqostruvpaTKGnfJ93dDnpeqnFC1VS\nbQ59dV/S/vJFqKovJ97HpcTu7ZuqiOFJW43fTdenZlXxO2VV8TspN4nf116ra4fRrL5rSvGDFiFQ\nPdfrzjxw93fC95Jvf07CyMBOeHhW2qox2ftsZo+0WJe7I+m0tIVfsm3OXW739qoYjnRUxe+UVcVv\nrNe5JBsAAABou64tFwEAAABajyQbAAAAiIwkGwAAAIiMJBsAAACIjCQbAAAAiIwkGwjM7J6Z/RL+\nvArbcMnMBmb2S9P1AwC8ZmZ/rp46GOJ3v6k6AWXbTVcAaINwcMK/JX3g7rPyQQrufmpm+83VDgBQ\nxcx2czjgCN3DSDawMJA0Cac6KRwbe3GSVQZHBANAFx0ovVNSkQiSbGDhWNKemT1dPQ44HInMchEA\naJlwyuIgg2Pc0UEk2YCkMIJ9R4sR7Vdm9pJ1fQDQCU8lfdl0JYBVJNlAEJaI3Hf3dySdiClIAGg9\ndz+U9DkDI2gbkmxgvWeShk1XAgDwRg4lPWq6EkAZu4sAksxsT9IgjIhIi6nHSYNVAgC8uQNJr679\nKWCDGMkGFo4l3Qn7rv4pacfdWeMHAB0QPlcz0eJzNUArmLs3XQcAAAAgKYxkAwAAAJGRZAMAAACR\nkWQDAAAAkZFkAwAAAJGRZAMAAACRkWQDAAAAkZFkAwAAAJGRZAMAAACR/Q93oxLB307mqgAAAABJ\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(12,5))\n", "ax[0].plot(df['Si'],df['Z'],'k.')\n", "ax[0].set_xlabel('Si')\n", "ax[0].set_ylabel('Z')\n", "ii=(df.Year>=2014)\n", "ax[0].plot(df.loc[ii,['Si']],df.loc[ii,['Z']],'r.')\n", "ax[0].set_ylim((750,0))\n", "ax[0].set_xlim((0,100))\n", "\n", "ax[1].plot(df['N'],df['Z'],'k.')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Z')\n", "ii=(df.Year>=2014)\n", "ax[1].plot(df.loc[ii,['N']],df.loc[ii,['Z']],'r.')\n", "ax[1].set_ylim((750,0))\n", "ax[1].set_xlim((0,10))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 10)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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58iT8fj/GxsZwBSF4FoA/nUa8txdH2tpMZcfefdfkgo9SCI7ATBMhAE4gEygF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\nIgWmIFtEREREpMAUZIuIiIiIFNj/BSOZgYJO+9hiAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(12,5))\n", "ax[0].plot(df['Si'],df['Z'],'k.')\n", "ax[0].set_xlabel('Si')\n", "ax[0].set_ylabel('Z')\n", "ii=(df.Year>=2014)\n", "ax[0].plot(df.loc[ii,['Si']],df.loc[ii,['Z']],'r.')\n", "ax[0].set_ylim((750,0))\n", "ax[0].set_xlim((0,200))\n", "\n", "ax[1].plot(df['N'],df['Z'],'k.')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Z')\n", "ii=(df.Year>=2014)\n", "ax[1].plot(df.loc[ii,['N']],df.loc[ii,['Z']],'r.')\n", "ax[1].set_ylim((750,0))\n", "ax[1].set_xlim((0,10))" ] }, { "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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uA8CpU6d6Hr6d3Ob//jGAMwB2AfyK52NJAQtX8iz6DM7RnEVmiiMWYmryApx3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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(18,6))\n", "iax=ax[0]\n", "iax.contourf(navlon,navlat,tmask[0,0,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n", "iax.set_xlim(-126.4,-122.1)\n", "viz_tools.set_aspect(iax,coords='map')\n", "ii=(df['Z']>100)&(df['Si']<5)\n", "iax.plot(df.loc[ii,['Lon']],df.loc[ii,['Lat']],'r.')\n", "iax.set_title('Z$>$100 & Si$<$5')\n", "\n", "iax=ax[1]\n", "iax.contourf(navlon,navlat,tmask[0,0,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n", "iax.set_xlim(-126.4,-122.1)\n", "iax.set_ylim(46.9,51.1)\n", "viz_tools.set_aspect(iax,coords='map')\n", "ii=(df['Si']>200)\n", "iax.plot(df.loc[ii,['Lon']],df.loc[ii,['Lat']],'r.')\n", "iax.set_title('Si$>$200')\n", "iax.plot((-126,-124.3,-124.3,-126),(48.77,48.77,49.27,49.27),'c.-')\n", "\n", "iax=ax[2]\n", "iax.contourf(navlon,navlat,tmask[0,0,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n", "#iax.set_xlim(-126.4,-122.1)\n", "#iax.set_ylim(46.9,51.1)\n", "viz_tools.set_aspect(iax,coords='map')\n", "ii=(df['Z']<220)&(df['Z']>100)&(df['Si']>100)\n", "iax.plot(df.loc[ii,['Lon']],df.loc[ii,['Lat']],'r.')\n", "iax.set_title('higher deep si slope region')\n", "iax.plot((-126,-124.3,-124.3,-126),(48.77,48.77,49.27,49.27),'c.-')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GvXV3LViKXWFJl5+DoAAAAJiavSFBSulZSuk0pXSSUnpUuf9RSumi/G+3zZy39YHqMSXx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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(18,6))\n", "iax=ax[0]\n", "iax.contourf(navlon,navlat,tmask[0,0,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n", "iax.set_xlim(-126.4,-122.1)\n", "viz_tools.set_aspect(iax,coords='map')\n", "ii=(df['Z']>50)&(df['N']<1)\n", "iax.plot(df.loc[ii,['Lon']],df.loc[ii,['Lat']],'r.')\n", "iax.set_title('Z$>$50 & N$<$1')\n", "\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(48.4, 49)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Nnqf4WHUHqqWH4NT3XMSMFojmaIFoZ86Brc0Ub12Dat3twpxfV0wizRaITMqBomw3UJ3d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\nMAAAABaFAAwAAIBFIQADAABgUf5/BNuTZjqGTbUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(12,6))\n", "iax=ax[0]\n", "iax.contourf(navlon,navlat,tmask[0,0,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n", "iax.set_xlim(-126.4,-122.1)\n", "viz_tools.set_aspect(iax,coords='map')\n", "ii=(df['Z']>50)&(df['N']<1)\n", "iax.plot(df.loc[ii,['Lon']],df.loc[ii,['Lat']],'r.')\n", "iax.set_title('Z$>$50 & N$<$1')\n", "iax.plot((-126,-124.3,-124.3,-126),(48.77,48.77,49.27,49.27),'c.-')\n", "\n", "iax=ax[1]\n", "iax.contourf(navlon,navlat,tmask[0,0,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n", "iax.set_xlim(-126.4,-122.1)\n", "viz_tools.set_aspect(iax,coords='map')\n", "ii=(df['Z']>50)&(df['N']<1)\n", "iax.plot(df.loc[ii,['Lon']],df.loc[ii,['Lat']],'r.')\n", "iax.set_title('Z$>$50 & N$<$1')\n", "iax.plot((-123.6,-123.43,-123.43,-123.6),(48.47,48.47,48.67,48.67),'c.-')\n", "iax.set_xlim(-124,-123)\n", "iax.set_ylim(48.4,49)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Lat,Lon)= 47.05 -122.31666666666666 not matched to domain\n", "(Lat,Lon)= 47.1 -122.7 not matched to domain\n", "(Lat,Lon)= 47.1 -122.68333333333334 not matched to domain\n", "(Lat,Lon)= 47.166666666666664 -122.51666666666667 not matched to domain\n", "(Lat,Lon)= 49.29933333333334 -122.983 not matched to domain\n", "(Lat,Lon)= 49.30222166666667 -122.94861166666666 not matched to domain\n", "(Lat,Lon)= 49.3025 -122.939445 not matched to domain\n", "(Lat,Lon)= 49.3025 -122.93277833333333 not matched to domain\n", "(Lat,Lon)= 49.304833333333335 -122.94116666666666 not matched to domain\n", "(Lat,Lon)= 49.306945 -122.941945 not matched to domain\n", "(Lat,Lon)= 49.30722166666666 -122.93527833333333 not matched to domain\n", "(Lat,Lon)= 49.312778333333334 -122.94111166666667 not matched to domain\n", "(Lat,Lon)= 49.312778333333334 -122.9325 not matched to domain\n", "(Lat,Lon)= 50.47666666666667 -126.17833333333333 not matched to domain\n", "(Lat,Lon)= 50.4882 -126.3484 not matched to domain\n", "(Lat,Lon)= 50.49666666666667 -126.31166666666667 not matched to domain\n", "(Lat,Lon)= 50.60466666666667 -126.35616666666667 not matched to domain\n", "(Lat,Lon)= 50.60516666666667 -126.3565 not matched to domain\n", "(Lat,Lon)= 50.605333333333334 -126.3565 not matched to domain\n", "(Lat,Lon)= 50.6318 -126.4979 not matched to domain\n", "(Lat,Lon)= 50.63466666666667 -126.422 not matched to domain\n", "(Lat,Lon)= 50.63483333333333 -126.42216666666667 not matched to domain\n", "(Lat,Lon)= 50.63483333333333 -126.42166666666667 not matched to domain\n", "(Lat,Lon)= 50.63483333333333 -126.4215 not matched to domain\n", "(Lat,Lon)= 50.63483333333333 -126.42133333333334 not matched to domain\n", "(Lat,Lon)= 50.635 -126.425 not matched to domain\n", "(Lat,Lon)= 50.635 -126.4225 not matched to domain\n", "(Lat,Lon)= 50.63516666666666 -126.42233333333333 not matched to domain\n", "(Lat,Lon)= 50.6355 -126.4245 not matched to domain\n", "(Lat,Lon)= 50.63783333333333 -126.35433333333333 not matched to domain\n", "(Lat,Lon)= 50.655 -126.183 not matched to domain\n", "(Lat,Lon)= 50.655166666666666 -126.18466666666667 not matched to domain\n", "(Lat,Lon)= 50.65533333333333 -126.183 not matched to domain\n", "(Lat,Lon)= 50.65533333333333 -126.18283333333333 not matched to domain\n", "(Lat,Lon)= 50.66016666666667 -126.10983333333333 not matched to domain\n", "(Lat,Lon)= 50.66983333333334 -126.067 not matched to domain\n", "(Lat,Lon)= 50.67066666666667 -126.48383333333334 not matched to domain\n", "(Lat,Lon)= 50.671166666666664 -126.48416666666667 not matched to domain\n", "(Lat,Lon)= 50.671166666666664 -126.48383333333334 not matched to domain\n", "(Lat,Lon)= 50.671166666666664 -126.48316666666666 not matched to domain\n", "(Lat,Lon)= 50.67133333333334 -126.48333333333333 not matched to domain\n", "(Lat,Lon)= 50.6715 -126.4835 not matched to domain\n", "(Lat,Lon)= 50.6715 -126.48316666666666 not matched to domain\n", "(Lat,Lon)= 50.67283333333334 -126.48016666666666 not matched to domain\n", "(Lat,Lon)= 50.6795 -125.93683333333334 not matched to domain\n", "(Lat,Lon)= 50.68443333333333 -126.23803333333333 not matched to domain\n", "(Lat,Lon)= 50.69166666666667 -125.8445 not matched to domain\n", "(Lat,Lon)= 50.69316666666667 -125.7835 not matched to domain\n", "(Lat,Lon)= 50.693333333333335 -125.785 not matched to domain\n", "(Lat,Lon)= 50.693666666666665 -125.78316666666667 not matched to domain\n", "(Lat,Lon)= 50.72 -126.5735 not matched to domain\n", "(Lat,Lon)= 50.72 -126.57333333333334 not matched to domain\n", "(Lat,Lon)= 50.72 -126.57316666666667 not matched to domain\n", "(Lat,Lon)= 50.720166666666664 -126.5735 not matched to domain\n", "(Lat,Lon)= 50.720166666666664 -126.57316666666667 not matched to domain\n", "(Lat,Lon)= 50.720166666666664 -126.57266666666666 not matched to domain\n", "(Lat,Lon)= 50.7265 -126.18183333333333 not matched to domain\n", "(Lat,Lon)= 50.7265 -126.1815 not matched to domain\n", "(Lat,Lon)= 50.7265 -126.18116666666667 not matched to domain\n", "(Lat,Lon)= 50.72666666666667 -126.182 not matched to domain\n", "(Lat,Lon)= 50.727 -126.18116666666667 not matched to domain\n", "(Lat,Lon)= 50.72716666666667 -126.18066666666667 not matched to domain\n", "(Lat,Lon)= 50.73611666666667 -126.15408333333333 not matched to domain\n", "(Lat,Lon)= 50.783166666666666 -126.61166666666666 not matched to domain\n", "(Lat,Lon)= 50.7835 -126.61166666666666 not matched to domain\n", "(Lat,Lon)= 50.78366666666667 -126.61133333333333 not matched to domain\n", "(Lat,Lon)= 50.784 -126.61366666666666 not matched to domain\n", "(Lat,Lon)= 50.784 -126.61183333333334 not matched to domain\n", "(Lat,Lon)= 50.7845 -126.611 not matched to domain\n", "(Lat,Lon)= 50.784666666666666 -126.61933333333333 not matched to domain\n", "(Lat,Lon)= 50.78516666666667 -126.618 not matched to domain\n", "(Lat,Lon)= 50.7926 -126.48951666666666 not matched to domain\n", "(Lat,Lon)= 50.797016666666664 -126.49456666666667 not matched to domain\n", "(Lat,Lon)= 50.801 -125.62166666666667 not matched to domain\n", "(Lat,Lon)= 50.801050000000004 -126.49818333333333 not matched to domain\n", "(Lat,Lon)= 50.802533333333336 -126.49893333333333 not matched to domain\n", "(Lat,Lon)= 50.8046 -126.5291 not matched to domain\n", "(Lat,Lon)= 50.80765 -126.4941 not matched to domain\n", "(Lat,Lon)= 50.81283333333333 -126.52383333333333 not matched to domain\n", "(Lat,Lon)= 50.813 -126.52483333333333 not matched to domain\n", "(Lat,Lon)= 50.81333333333333 -126.52533333333334 not matched to domain\n", "(Lat,Lon)= 50.814 -126.52566666666667 not matched to domain\n", "(Lat,Lon)= 50.815666666666665 -126.42466666666667 not matched to domain\n", "(Lat,Lon)= 50.81763333333333 -126.2207 not matched to domain\n", "(Lat,Lon)= 50.820166666666665 -126.39266666666667 not matched to domain\n", "(Lat,Lon)= 50.839 -126.33066666666667 not matched to domain\n", "(Lat,Lon)= 50.839 -126.32833333333333 not matched to domain\n", "(Lat,Lon)= 50.839166666666664 -126.329 not matched to domain\n", "(Lat,Lon)= 50.839333333333336 -126.328 not matched to domain\n", "(Lat,Lon)= 50.84 -126.33 not matched to domain\n", "(Lat,Lon)= 50.84016666666667 -126.32883333333334 not matched to domain\n", "(Lat,Lon)= 50.840333333333334 -126.33166666666666 not matched to domain\n", "(Lat,Lon)= 50.8405 -126.3295 not matched to domain\n", "(Lat,Lon)= 50.8553 -126.51111666666667 not matched to domain\n", "(Lat,Lon)= 50.861333333333334 -126.6195 not matched to domain\n", "(Lat,Lon)= 50.8615 -126.6195 not matched to domain\n", "(Lat,Lon)= 50.8615 -126.61866666666667 not matched to domain\n", "(Lat,Lon)= 50.861666666666665 -126.62 not matched to domain\n", "(Lat,Lon)= 50.86183333333334 -126.6215 not matched to domain\n", "(Lat,Lon)= 50.862 -126.619 not matched to domain\n", "(Lat,Lon)= 50.8735 -126.552 not matched to domain\n", "(Lat,Lon)= 50.873916666666666 -126.62033333333333 not matched to domain\n", "(Lat,Lon)= 50.8762 -126.6183 not matched to domain\n", "(Lat,Lon)= 50.884966666666664 -126.42748333333333 not matched to domain\n", "(Lat,Lon)= 50.89233333333333 -126.57666666666667 not matched to domain\n", "(Lat,Lon)= 50.9086 -126.5451 not matched to domain\n", "(Lat,Lon)= 50.91466666666667 -126.24516666666666 not matched to domain\n", "(Lat,Lon)= 50.915 -126.2455 not matched to domain\n", "(Lat,Lon)= 50.91566666666667 -126.245 not matched to domain\n", "(Lat,Lon)= 50.91898333333334 -126.27181666666667 not matched to domain\n", "(Lat,Lon)= 50.935833333333335 -126.482 not matched to domain\n", "(Lat,Lon)= 50.93633333333333 -126.4815 not matched to domain\n", "(Lat,Lon)= 50.941066666666664 -126.48468333333334 not matched to domain\n", "(Lat,Lon)= 50.99816666666667 -126.72866666666667 not matched to domain\n", "(Lat,Lon)= 50.998333333333335 -126.72766666666666 not matched to domain\n", "(Lat,Lon)= 50.998333333333335 -126.7275 not matched to domain\n", "(Lat,Lon)= 50.9985 -126.7275 not matched to domain\n", "(Lat,Lon)= 51.008833333333335 -126.70366666666666 not matched to domain\n", "(Lat,Lon)= 51.009 -126.7035 not matched to domain\n", "(Lat,Lon)= 51.009 -126.70283333333333 not matched to domain\n", "(Lat,Lon)= 51.009166666666665 -126.70416666666667 not matched to domain\n", "(Lat,Lon)= 51.018 -126.523 not matched to domain\n", "(Lat,Lon)= 51.037166666666664 -126.71633333333334 not matched to domain\n", "(Lat,Lon)= 51.0375 -126.71716666666667 not matched to domain\n", "(Lat,Lon)= 51.0375 -126.717 not matched to domain\n", "(Lat,Lon)= 51.03783333333333 -126.71633333333334 not matched to domain\n", "(Lat,Lon)= 51.038333333333334 -126.7165 not matched to domain\n", "(Lat,Lon)= 51.041333333333334 -125.568 not matched to domain\n", "(Lat,Lon)= 51.062333333333335 -126.7455 not matched to domain\n", "(Lat,Lon)= 51.0625 -126.742 not matched to domain\n", "(Lat,Lon)= 51.06333333333333 -126.74333333333334 not matched to domain\n", "(Lat,Lon)= 51.0635 -126.74266666666666 not matched to domain\n", "(Lat,Lon)= 51.099666666666664 -126.74783333333333 not matched to domain\n", "(Lat,Lon)= 51.099833333333336 -126.74983333333333 not matched to domain\n", "(Lat,Lon)= 51.1 -126.75 not matched to domain\n", "(Lat,Lon)= 51.10016666666667 -126.75 not matched to domain\n", "(Lat,Lon)= 51.10066666666667 -126.74916666666667 not matched to domain\n", "(Lat,Lon)= 51.13633333333333 -126.6915 not matched to domain\n", "(Lat,Lon)= 51.1665 -126.94683333333333 not matched to domain\n", "(Lat,Lon)= 51.1665 -126.94666666666667 not matched to domain\n", "(Lat,Lon)= 51.166666666666664 -126.9465 not matched to domain\n", "(Lat,Lon)= 51.1805 -126.92416666666666 not matched to domain\n", "(Lat,Lon)= 51.18066666666667 -126.92433333333334 not matched to domain\n", "(Lat,Lon)= 51.183166666666665 -126.65833333333333 not matched to domain\n", "(Lat,Lon)= 51.183166666666665 -126.658 not matched to domain\n", "(Lat,Lon)= 51.1835 -126.65833333333333 not matched to domain\n", "(Lat,Lon)= 51.18366666666667 -126.6585 not matched to domain\n", "(Lat,Lon)= 51.3595 -127.11933333333333 not matched to domain\n", "(Lat,Lon)= 51.67433333333334 -127.28216666666667 not matched to domain\n", "(Lat,Lon)= 51.67466666666667 -127.284 not matched to domain\n", "(Lat,Lon)= 51.675 -127.28416666666666 not matched to domain\n", "(Lat,Lon)= 51.675 -127.28366666666666 not matched to domain\n", "(Lat,Lon)= 51.67516666666667 -127.28466666666667 not matched to domain\n", "(Lat,Lon)= 51.675333333333334 -127.285 not matched to domain\n", "(Lat,Lon)= 51.675333333333334 -127.2835 not matched to domain\n", "(Lat,Lon)= 51.6755 -127.2835 not matched to domain\n", "(Lat,Lon)= 51.675666666666665 -127.293 not matched to domain\n", "(Lat,Lon)= 51.6775 -127.3335 not matched to domain\n", "(Lat,Lon)= 51.678 -127.33333333333333 not matched to domain\n", "(Lat,Lon)= 51.678333333333335 -127.332 not matched to domain\n", "(Lat,Lon)= 51.678333333333335 -127.33166666666666 not matched to domain\n", "(Lat,Lon)= 51.6785 -127.332 not matched to domain\n", "(Lat,Lon)= 51.678666666666665 -127.33266666666667 not matched to domain\n", "(Lat,Lon)= 51.678666666666665 -127.332 not matched to domain\n", "(Lat,Lon)= 51.678666666666665 -127.3315 not matched to domain\n", "(Lat,Lon)= 51.67883333333333 -127.3325 not matched to domain\n", "(Lat,Lon)= 51.679 -127.33233333333334 not matched to domain\n" ] } ], "source": [ "#d1=et._gridHoriz(df.loc[df.Z>150].copy(deep=True),tmask,navlon,navlat,wrapSearch=False,resetIndex=True);\n", "d1=et._gridHoriz(df.copy(deep=True),tmask,navlon,navlat,wrapSearch=False,resetIndex=True);\n", "d1['k']=np.nan\n", "for ind, row in d1.iterrows():\n", " ik=et._getZInd_bin(row['Z'],None,boundsFlag=True)\n", " if (not np.isnan(ik)) and (tmask[0,ik,row['j'],row['i']]==1):\n", " d1.loc[ind,['k']]=ik" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# drop Saanich Inlet\n", "tmask2=np.copy(tmask[0,0,:,:])\n", "tmask2[328:371,180:217]=tmask[0,0,328:371,180:217]+2\n", "plt.pcolormesh(tmask2)\n", "plt.xlim(150,250)\n", "plt.ylim(310,400)\n", "d1.drop(d1.loc[(d1.i>=180)&(d1.i<217)&(d1.j>=328)&(d1.j<371)].index.values,inplace=True)\n", "# also drop east side Vancouver Island points:\n", "d1.drop(d1.loc[(d1.i<10)&(d1.j>=460)&(d1.j<480)].index.values,inplace=True)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([2006.])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.unique(d1.loc[(d1.N==0)&(d1.Z>20),['Year']])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 50)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OAjkHab94+sXG/vLq1eyaPDnvHCb08Y7fudPDTX/yYx+j8aGHsJETORuqqthY\nU8PPolHS6TR/+tOf2L9/vytn77//ftcnpb+/n/2PPspf9fcTTyR48txz2bNnD827d9OWSrkz5t+e\nPp1PO34rWWBrJEKjlnNi3nnn8dprr3FXJsP5SEPxEJI/fg5wnnMdSm9EjH1dv5hlqlyvr5dBYcPc\nr04hY9jvRcDUe7q+U9ejO/Crz1eRKwpjffp4CvhALMY1Y8fSEo/zxvTpnN/WxsaNG6nYvp0P+nCy\nTTtFf0EMddvxxWmVVj2I21corI3J4xOiOMe2UGputfmFz1HtWltbXc6VzjFWMZdBxnutrKwUd+Af\nSkkPGegXIq8QF8yvry7w8M+zWr8mz06d1zxm9quHMfz6mWd6Qlutb2jw3JeQUxYixPD4fSf7dqw4\n2ccDpcYvPh4wQxEq2avijSu9o7bW1taS+tXvq18IxEI6NJlMeu6JXlcPd6g4yo+0tIh76+s9Ok3p\nnIWanvLLraD66ET68GwmP464ybdWem7IRyfqIfYWBujT+0CcccYZefz6rNHX5gLn/2UkIl5IJj1h\nHEv5D5/o/1sIieHI7BMudIe7BQnrY23E6UlJdKGmn6enp0fE43E3wYmK0axvbU4iHDXOjo6OPIcU\nJUj0mNymQMpq5emAB1vv6xD5ca67HCGzEG/CHeVEo45t1PoVPv2qF4iPnneeOETOIfHKaDTv/gxH\nYISCJsSphNDIDjFcKEMtZcheNenT0NDg0Te2bYv29vayZKd5jqN5odENy0EQ3W1t7rHutjaP7tKN\nXn1yaiGI10C8DeI58p3iO32MY924HiTnnG8a9XpfU6dOFY+0tIgdFRWukT+g6bGenh7R3t4urohE\nxEa8RvsgiN8H6Oiso2vXzphRMHdHiNGL0Mh2UI4xlkwmRUtLS1kZ/ILe3BX8ZhE6OztFS0uLmDhx\nomhzBIw+zmQy6QqV+0CsGTvWNXo/5Qi5lPOwK29xFc1ECUE/b3CBfMNXhrTKJhYkoAtt5kuAmkn4\n+/HjPX0kk0mxorXVTa5QSqB8JbiCFEE4Ax7iVENoZIc4GryQTIp7p0zxyF4VVcUv+7EZcaXUc6xv\naBArSoikUkpfQasP3W1tngy+lxtJfII2PSpLUNSqQbwRwfQIVYMglk6c6Dvr39PTI1a0toq1M2b4\nXr86rr88fIp8Yz+NN5unOQm1vqPjqO5riOOH0MguE8qw1Y3DYiiFXmIKN2U4JhIJd3a7tbVVLG1q\nEsmpU0UyfEBQAAAgAElEQVTLhAl5b+22bbv9THRSf+tGsp4GXp+FXgPiVyD+k9zSmJ8hbab29aO0\nBBnaWxMJ8apliW8kEsK2bWHbtojFYqKhoUEkk0nXYFZh8eLxeMFZFDXzr87hF3YviAYUzm6HOFkR\nGtmnN0ZCdpl6RZezbW1tefI7EomI9vb2oufVJ5KCJjcKGc2lTF4pPdHa2iqamprEjbW1YkVVlfg/\nU6aIr595pqsX9cknM3yuqZv0yaiuAvWbEwnxd7GY+O8TJ4pJkybl6T+/1WddR10Vj4v/HY+L99u2\nR5dOmTJFtLa2in+Ox8WbILZblvhiTY1Hr9bW1ooba2vFnZYlGiEvu7Df/6LYxF6I44PhyOyT1vFx\nypQp4pFHHimJ+B/k8LJgxgzOfOklN8JFS0sLjz32mKf+zp07Xee7uro61/nFtm3uvfdeGpHe7f31\n9bxUVcXu3bvZ8e1veyJn3Fhby1/u20cmk+F54GKkc8iV5Bwn9gC15Ly7h8glWdGhfi3bKCvmEGKi\nkJe2Xx8HkU4tZwBjtPJ/Aj6BjCJyY1UVz44fz7/94Q8IIYhGo5x99tm8+uqrZLNZEokEmzdvzvvN\nbrzxRjZs2JAbm2Xx93//99x5551u2dKlS/nqV79KNpslGo3y2c9+loMHD/Ld736XoaEhIpEIn/zk\nJ0NHxxAnDULHx2OLQo6OIJ0QzUQ3R9NfuWNTyXOU8yQEhw71G6saj0p+Y7a77LLL2LZtm6efSCRC\nNBplaGgoL8qK0nU1NTV8//vf92SfnIV01E9NmMAky+LPzjiDOb//vesU2VNdzTMTJ3LW668zMDDA\ng5kM7wXmAj+MRvnXd7yDr/f1MRv4GTLpzUVIx/gzgUrgLeANoA5c58qDwHhkSEGlnzJOuz8BE7Rj\nljOWAXI6UTkfvgVU4A1daKIcHRpUV1nherhelfUYcgl/cMazmlxI2q2JBM8nEhw8eNDt76p4nJZ4\nnB8fOkSPY6tZloVt2yyqq6MxleK/Jk3iVxMnAjIT9kjoQPO/Xup/fySfkdGI08rxEShp6SuIZmA6\nH8xyZrL1+rFYzPMm29TU5HKxQS5p6X1c7ryZ6mULyedZFwpib+6XEwC/3L78jpd6fr1ep3HNhWbC\n29vbPb+PuZoA+TPZfnWCNnNWIESI0QrCmexjhmL0snKdz0aartbe3u5SHdTscqEZY3OspYxnypQp\nBSkWarXUsqy81Vd9M538TGc/P/1gOtb/Zxl6rZBuKkc/Dmcbrv4tNt50gX6O4K879fuuH1Oz+gMB\n7eLx+FGvjuj/rUKrGYXanYqz7cOR2fqE6EkHFaO0EMwENap+X1eXG/w9Btw6YwaLFi3y1NeTmgBs\n2bLFDd0E0CSEp48mIbgKPGVzyb096yGJSt0vtB1tX37HSz0/2udc45qbKR1dXV2e/SlTpuTNdpt1\nCmFoaIjPfOYz9Pb2ljGKECFCnEoIkvsKpvzvKyJjivVXDnp7e3nwwQfVZBFRJ7V7UP9+Yy02nlWr\nVvHaa2ZCbwnLstxkPJlMBiGEmy/CD83k5Dvap6kv9O8Ro84lAW2CNuFTjxLbHs1WTv9B1+43XrtA\nnRjynsbx6s5m8vXqLGATsAg5g++nc9Pp9FH9P83/VldXV0n//ZF8Rk4lnNRGdinB2FUSgkgk4qlf\nPXcuKWQ80DRQf/vtnvq27X9rbrjhBmJOYP9u8PTxlGXxpFHWRS7YvxIcpUzJUmaboDqU0EepYwpq\n22Vcc7dTrr+QgFyqnDdvnqdMxcBW+NKXvpS3zGTWUf3atk08Hqe1tZVIJEesyWQyRR/w3t5eli9f\nHhrjIUKcggiS+wqm/K82ZEy5/ZWD7u5u16i1LIv58+czb968wP79xlpsPIUmJj7/+c9z1113ccMN\nN5Q2XqR8H3L21WchPZLR9gGeM/aL6aBMQL3h6qhy9o9WJ/ptltGnfi/US0UEmdRNoZt8vdqMNLyV\ntsuQnyAvFosd1f/T/G/NnTu3pP/+SD4jpxJOa052ECevt7eXZcuW8cQTT3h4aWPGjHG5cyqz2PvS\naZoti8k33cTB97zHl5M9C5npCXA52bWWxRlCMAn5IMWRb6S1SJ6Z/qarP5S2UWa+9esPtF5P39dn\nC/x+fb/jipM9HngbyZ1LAQ9XVPBPFRU0ZDJc8tZbbAaesSxuvvlmJkyYQDKZRAiBZVksXryY+++/\nP+98q1atcnnvfsll9Dr19fVUVVXl8RCDkhD5QedDhlzuECcKISf72GK0crL9+NjFeK+FONl+9Vet\nWsXixYvzzh2JRNiyZYt7vubmZtLpNLFYjCVLlrBjxw7q6+vZtWsXu3btIp1OMzAwwIIZM6jv7+eF\nPXuIHzzIpHe/m5pXXyWyfz9jxowhPXEiO2Mxznr9dVLpNA9HIkwbHKQ1k+HHFRU8PG6cLyc7Bkwj\np3OywDbgb4D3AsuAKqQhOQ6pj3ReddbZcMoyQB+S4z2G/GQxZgp4UweaM+nFrCNdn6p2WfJnqzPA\nD5xrfrdWvgW4AjkjPQT832iUb40fT01NDX19fVx04ADNyAm8/unTuSoe56s7dhBz+nzsrLPonTYt\n5GQfJ5xWnOxjze3T+UWJRMLjtd3T0yNaW1vF9OnTRasR2sdsF4vFhGVZIpFIFPQMPu+889wX34V4\nOW0pJO/5CPlcrhT5/Dd9SyMjjuhxr/XwQZ+Jxz2ez+bxKyIRl5Olh0uKRCLudShP8o6ODs/1HW+O\nVqne+mZCIT20VRitJMTxAiEn+7TF8ZAzSi7X19d7JlZ1v5gTJe/085Yavi8SiYhb6us9Pk4Djs5S\nvHKlj+9pa/OE1uvEPwfFAIjvV1WJpU1N4hvTp3uOf2v8eNHa2ir+4i/+QtTU1IhJkyaJiooKUVlZ\nKSorK13/rE8Z/X6xpkbcWFvrO06lY4PC6ZqhAv1+nxORiCmExHBk9gkXusPdjoewDgqlYzpEmo52\nZvzrUuJwt7e3e/rUQxZd4RiEs5BhiXrxJor58JQpbhihTqfOTufTzwnxlvp6sbmlRazv6PCNpaoL\nAcuyREtLi1vPtm1RW1srKisrRVtbW55TYocR83M0Gq3K+DdfGgo5H4UIMdIIjewQxxpBIWVHG3TD\nUekMvxCEsVhMXG5ZeeH8LMvK0z2qz/XO5M/6jg7RPX262Dh1qri3vl6sb2jIM1S729rEzyZO9CTL\n8YOp974xfbp4cswY8YiWWGZ9R4f4flWVuA9EozP2pqYmX31875Qp4opIJNQ9oxyjzshGMiMWGWV/\nDVyrPouVB20nSlh3dnbmPSQtARmb/Lx0gwxO08gudbNtOy+7V7FNCdnOzk5PtBTbtsXUqVPz3rZb\nW1vdmNd6fZAxP83xnAwCwozlPWbMGNHe3u4biztEiGOB0WhkH0uZLUIj+7jDlPH6CuRoR2dnp2ci\nROVkML/rBvjRRtUoNCGkvwiYOrehoSGwL/27aWTbtu1mh9Z/o1D3jE4MR2YrR+ERh2VZ1wKLkRQs\nVXY+8AEhxGJn/z+AJ4LKj9XYhgM9JmksFvNEHlGOeb29vaxcuZIdO3YghGDcuHEcOXIEIQRHjhzh\nlltuIZvNYts2N910E7/+9a+pqKhgxowZzJw5k0gkwqWZjMvfXovkdIPkdX8BmAw8CDzglDdkszRv\n2+ZyzZrJOUE0Ix0pJmmf3Ui+3q/XruUzAwP8XAj2Ay8Ba7NZEnv20AHMR/LEUsA1GzaQsiw+9KEP\n8ad//3cuO3LE5Zu/9dZbefequ7t71POxGhsbaWxsZN68eS6HDGDNmjUuVzJ03AhxOuFUk9mnOkrh\nzTY3N5NIJBgcHCQSiXDPPfeU5ccUFIPbr/7atWsBXOd2Xa7q41q6dCnr1q1jzpw5fOyCC+jr6uLg\nq69S+corPFVTw+vXX887X3mFiq1budyy6LUshBCMHTuWQ4cOuXGi//rss5n6+9+7uiidTnPzzTdz\n5plnMm3aNJ5++mn27t1LJpPhqnic/xaJ8Oy4cdTW1nL+7t38+5Ej7DnvPKa+/jqXDQzw2uAgFwOv\nAw/G46wbP54tQ0PUvf02H8tm+Z/I/BZDjz/OwkjEo3Offu45xo0bx+TJk3nve9/Lxo0buSSV4m3H\nX+vV//ovHlu2jFQq5blvs6uq+PMDB9hMTtfbtk11dTWrVq1i9erVro2gc60L/T6nOi/6ZMMxdXy0\nLGsRUCWEWKntXyCEWOrsPwIsB97nVy6EeL5A3wKglPFvWLqUA+vWMXHOHFpXrCj7OkxHldtuu40f\n/ehHCCG4+OKL2bdvH/X19Xzta1/zhEKaRc7o3Wr0uRC4ExmIPwPsRSZ6mYTX4VE5UZixTtRVW5QP\n5axRDLpjyEHyg/kLZ+z/jExIo9AyYQLvT6d5OhrltXPO4de//jXZbJYLLriANWvWuI6KygP+lVde\nYc6cOaxYscIVEP39/ezYsYO5c+fy8ssvu0J5RQm/nxJOkydPpqOjw5NQKMixUiEUUCGOF0aj4+Ox\nlNlwbBwfCzkwngzPcylj1OuAdLxXibhUUpklS5bkOVP6tS12rlWrVnHrrbd6dFkkEuH8889n3759\nVFRUEI1G2b9/P1VVVVxzzTVu8hql86aTm+Q5CJwLHAbujUT4dibDQuB2pBOgnrgFYBfwZ+RCBfYh\nHe13I50EE0gnwQq8uugZ4HNIfTQF6Sz5e6TOOg//UGrFdKF5XHeKNKESyFlIx84xxvj0PjNOnQlO\nWRb4DXC20+ZJpFOkPkk2GznJthr4Dt6ACv8ci9F2zz1s3LiRH/7wh+5vcf24cVS1ttLU1MSOb36T\njYcPM1BfT0dHx6g1ykfbeHSMOsdHZDjHDm2/w9hPIpcafcuL9O0urxTC+o4OT0D39QZvqxTojnIq\nhbhfshp9CwokD5JPXSzIvSizvNB389Psz+zX7xzFAvb/uITrhhx3zu+etbW15XGlzc3k3ZkwuXLm\nkmKYqCbEaAGjky5yzGS2OAZ0kUJJZU6G5BiljNF0pvejF+h+M0F0g1LPVSgxTaFNyf5MEf2xJkCf\n+OmncpPHFDp3IR2nj8FPzxbaLzTOUuoFlatrGfI5ZjpyDiB53372xwD5iWui0ahLZRlNz8hoG4+J\n4cjskypOtmVZiyzLetayrJKnQg6sW+cJ6H5g3bqyz6vHf7Rtm0wm45usxtOG4AQtKiJroSD3fscL\nlRf6bn6a/Zn9FhpbUD9/SW7mvlBiGiEE6wJ+g40bN5JKpQquTgS1VTDjw+ohGP2OhwgR4thCl9v7\n9u0b0b4LJZU5GZJjlDJGs046nXZlpGVZJccyLvVchRLTFEIzUvYHJV5RumK2cVyfLS6k6/z6NNsM\nN3kMeM9b7NylnreUekHXpe5jxKgD+UnuYsBV2tib8erhGF6dPDQ0RHd396h7RkbbeEYCx9vI7jf2\nJwKvFCj3QAixSgjxPlHGdP3EOXM8Ad0nzplT3oiR/N1NmzZx1113ce+995JIJIhEIsRiMU89PYFN\nN/4JWkAmb4FhTBWUuFFm/0c7FiUom4tcN0ilMCfgN5g9ezbxeDwviY2OoLYKZuIaM6mQeTxEiBAF\ncVQyG7xyu6amZkQHVyipzMmQHKOUMZp1YrGY+33x4sVs2rSJRYsWuToqKEdAqecy9Vqp6EbK/kKJ\nZAA2Gsf96pZaNlJ67Gjaltu+lOuAXPxv835CfpI7U9d249XD+taNzDLa3Nw86p6R0TaekcDx5mRX\nASuE5iwjhPhAUHmRvgVwXDjZJnTO0M6dO13+7+zZs9m+fTt79+7ld7/7HRU7dtCM5FftnzaN3/zm\nN+54/TjZ45AcrZSzjSWXmAZy3DXzYdRhBt8Pgm7GlvIPOIh8C04hk9KcgeTGRZDCYBAZZmCrZfHB\nM86g4fBhno5G2VVdzauvvooQggsvvHDUc7JDhDheOEk42SMmsyHkZPthOJzs4V5TKee65ZZb3CRi\nAE1NTcyYMYOtW7fyu9/9Dtu2efPNN93jbW1tTJgwgRdffJEJv/gFDYcPc0EqxZXZbB4n+5tIPvFC\nYAGwB2l0zwb+AqmXdhhlFcCb5DjZY5F6R9eFgmBOdhq4AKmv9NlzHUdjBem6NOPsH3I2/ZXS5J6/\n5VzHEPAyUv+rxDwZZHCD54EzLYs/CuHhZP9TIsFf1dQw5+23qaqq4shHPsJHv/lNBgcHsW2bK664\ngqmvv870N95gwg03hJzsEcKo4mQjba5HgP/AG/bpWn0rVh60jZZQUIU4RH4hgdrb210+nck9/m9j\nxngSw+jbQmRQ/SFk4HozBrbOwRoC8Uty8bTvcMqFc6xX208j42ub8Ub9Qhn5XWuhwPjD5VeNxtja\nIUKMNBhlnOxjLbPFKJLbIYJRTG7rPkqFws35hbFrb2/PCxur/GTa2to8oWOnTZvm0YFTpkwRyWTS\n9bNSCVz++uyzC/rxmDoy5ehSpQMzjk6cBWLs2LGe+mY8bnOzbVt8eMoUcSe55DJfikbFdZWV4rzz\nzhM31taKOx19PaTp4H+rqcnzFwo6p23bIhKJuAl3gvyKQr157DEcmX3CBftwt9EirEsVOApBGSGv\niEQCHQY7NeNZd35IG8a2MsTTFHaSOOLsKyE1u6rKFVLKIaLUa30hmRTd06eL7hkzPIkE1Ge5cadH\nu+NDiBAjhdFmZB+PbbTI7RCFUchgOxoZ7ZfMTemFFa2tBZ3m9SQ66zs6xBdt2zVsgyan/IzYOzRd\naToONjQ0uIbuEeO4eS7LskTS0Xnt7e1i3rRpYsDR0wPOOdT16Pr4CIh/ra72HW+xwAGAiMfjRe95\naHAfGwxHZh+zONmnCxSHKJVKEY1G2b17N729vYHLHIrfbS79Td+wgfi2bUSRT1IzMuzfQuAOp63p\nJBIBbgQ+CFyNzCIRcTah1Z8JfBcZANd2jj+AXH7rBrb29+fCDQ4NsXLlSmbPnp1HsdCvNR6PM72/\nn4u++EXizniGFi/mNtvmO44zzt133+2pXwq/ys/xYbQtGYUIESLEqQyVRyDomK7DyqW4fOQjH+Gh\nhx5y6/X3S3r/RXv2uM56ug4EGUJw5syZLF++nObmZl6qqmK5EFwGbEI6+aWAa8gPlwvecLr/z9nX\nnQ6jwNWWxZupFF9FUkt0ekcMGS7vE865BPCoEDxx//0s+dWvGBwc5J5s1qWk2Eg6jH49FpJaaQM3\n9vVxA/ATZHhClROj2Wij3wOFdDrt0Yt+8dL1kMNBHP0QxwehkT0MmH/qTZs2sXbtWh588EEeeOAB\n1qxZ4/6xe3t72bJyJRVbt/LE0BDTP/lJl1e8du1a9u7dS21tLYNVVfwluQfxUuA+4ErnnDqPTGhl\nIB/KB4B3keNk6/W7gPO1sgjwTiTfqxl4L5Ir5wqqDRv47oYNNAPfffxxvv+//hdXWxYvn3MO1113\nHbW1tcybN4/U9dcT18YRBf4hm+XnwLbBQfr6+koSxjpMQ766utoVrKGgCBEiRIjyUCrHdbhcWD8j\nb+XKlfzxBz+gSQg+CzzjOLNXVFRQV1fnab9jxw56e3v59ZtvkkVylAUyNjRAI/A/zzmHf7r1Vp7O\nZLBtmzPPPJPLhOB/kzNKAZZZFv8X6BE5lvVC4F6kbkwh43PPxcvPtoHxQjBlxw7X10j3fRpCTlbp\nBvCNwId27OAc4Is+92WP1ofOH1cTXWqSDOCTwGeQ3HV1/cpJ0cy3YVkW27Zt48YbZesf/ehHvG9o\niIPAP9XXI2bNYnBwkGw2y+DgIGvXrh21HOfTAcfU8fFYohwHmqMh0isj+aI9e7hgwQLerqvzfUtc\neeON9G/YwGbkA7XwwgsZuOwyfv7QQ9xD7gG/Bthm225oOT14/8fwD61XDkynDtMg93P6MNvqs+V6\nH+r7IaQAPA+vM6Zy2Pj/kLMFra2tzJ49m76+Pjczle7QGOSEqLKH7d27lx//+McMDQ0RjUZZsGAB\nM2fO9PRX7Dct5BQVIsSJxGh0fDzWmDJlinjkkUdGXNmPZmepkcJwZJk+q2lZFhdffDELFizIk72r\nVq3i05/+NNlslssti5vOOovJN9/MBRdcwMurV7MnlWJyPO7qwI4rr+SKTIYtts1WyyKTyRCLxfjI\nRz7Cww8/zAIhPIatOcOsG44WcA9Qj5xgUs70aeBFp1zplmeBA077d+AfBlAgDdV+p6zaqDcS0M8F\nuQggEa18AOmkWWo/+jXsRzqKTkQmtVGTZ485ZXuArwB/BbQBtQTfa8uyuEwIPgHU1tZyxjXXIPbt\nC3XiMDCqHB+P9VYqt+9o+WNXRqMejtSK1lZfXrJf4HfFe1YB59MOnwuDf6VzrYX26fc96Jjwae8X\n9L6UesMJpK8fX0jOiVJ9+vHmCjlwFEpKo8pt2y74mxZKVBEixIkGpyEnGxhxX4vTwY9juLJM94sh\nQPbqPOmgJCZZ7dxLJ04syBueRY7vLBz95qf30kb/w0lMMxL1/PRroe9BermYHi3l2kodv/o9zDop\n416r+z3g0zbUieVjODL7pEpGMxwcTXDz7u5urhga8gR1v2jPnrw4jmZCBD3wuz7Tm8Uby7IZufyk\nB5s3ob99+wXqN+uan2aA+1LqlRpI3xyjmm2Y5JRfJgR3AAuEYBNwF5I/N8s5HpQYRv1m8j+dD1Wu\nlsOWLVtGb29vXr1CiSpChAhxYjDSSSZOxQQWJoYryxT9zkSXkbRHJaBpxj+JCVpZ84EDBROONePV\nezY56offOVQ4Pl3XqZnhQrqrWJKYcpLJBPXp952AdsX0aFD7oGsrdu2m3aBm/7uNfpvxJq6BUCce\nT5zyRvbRBDdvbm7m6WjUE9T9ggUL8oL+mwkRzG3I+fw03mWcbvyD9+PzqR8P2sx2I7n59ek35gjw\n3yMRNgNPIQ3re8kJ1QTSgQSCE8Oo38xMJKP2VbIa26HdPPHEE1xzzTV5hnahRBUhQoQ4MRjpJBOn\nYgILE8OVZcpnqLW11VM+10jak0gksG2bpywrT5cNOfWUHuuicMKxbqTB5zfxoo6r9lmtXOmRjcDP\njPJy9Fux48PRd37jGIlzlHJNQefOGO2fwt/xsxtv4hrI/ZahTjz2CDnZJbTVOdlBHKadq1bx8urV\n7Jo8mQMHDmA/9RSbnWPXjxvHW5dcwvltbTz00EM8++yzpNNpxo0bx7v7+2kGKoEbnPpZpDOi+h7R\nzqOEkpohUPB7Mx7OL2tysZWg1N+WDyEjk+x2xmkDZ+PPebPIOXKoGZFBYHVbG5/+3vcCx6F+M8W9\n9vvs6uriiSeeIJvNEolEuOuuu7jzzjs9/YSc7BCjFSEne+QQcrKLQyUA8/OH0e/fGxs2uMnbdE72\nhFSKB3btokcIGoGbzjoLcdVV/M2//ivpdJpYLMbf/M3fsGPHDma/+iq3vvSSyxO+LhJhq2WRzWbJ\nZrMuJ3s/8C1wI1R9DxnBYxawWSt/E5lsxkbqoIvJJaXZj0zsUovkKyv0I3nRg0iD8nxyDo2Qi/RR\nzA9K50371c04fVnOueJIHWkhk8llnC0NjNf66CPHF9dXq7PA68DbyAAFPcARZCKaXcBFeDnZc5Ev\nPn7Ol7Zt8653vYuPnHMOddu3M3bcOMa+//0hJ3uYGI7MPi2M7JFGsexburNJJBLhgx/8oNu2traW\nyspKvvGNb5DJZEgkEu6MuMpUWFFRQdVLLzFj3z66kYasepC+EzAmXWhNIueJXA7uQM48R5EC4T9b\nWthYX8+WlSu5Cng6EmFbJMLQ0BCNwOPZrBvOKEq+AwrOfhp4vraWS/fuJaL13fzYY2WO0IswVFGI\nkxmno5F9IuV2iKOH38tM0AuO30uBn8zWjfp3tra6ff3LkiWMf+45np8wgY1OmD+QGSbf8573uE70\n9fX1fOMb3yCdTnNFJMLnLrmEf3njDf7597932zQ0NNDc3My6deu47LLLWLdunZsd8X/8j//hCSk4\nC5g/dSpnfuQjfGPrViq2b2fuoUMsyGbzHP3TwN8B/3bhhaxduxaQUcNefPFFnn76abLZLLZtc9NN\nN3H5k0+y6LXX3OgkppGvygaBD1gW2ysq2LRpE+BvY6iIZkNDQ24ghVgs5gkQcCq/dJ4IhEb2cYAu\nJKLRKEIIMplMnpGnHoLVq1eTTqcD+7Ntmy9/+ctUV1ezePHi43UZHpx99tm8/vrrNGSzbEJytTLA\nMxMnQm0tb15/PS9VVVFdXc327dsBuO7557neies9hBQUugBSGAJ62tqY2NTEBYsXE0MKppeTyRF5\niy53But0mPEKcXIgNLJDnI4wJ6n8Jkp0PSuEcI1IkGnen3zySU9f5kpnf38/K1eudNvYts3999/v\nzuAHhR3cs2dPXvSVpUuXYq9cyZfxzoRn8EbziEQibNmyhZ07d3LLLbd4xhyNRnnks5/lgytXuvxo\nXW+C1IuP1tQQmT+fl6qqAifxFJYvX86XvvQlMk5Yw2uvvZZly5aFeu0YYjgyO4yTXSZ0Jxv1EAkh\nPIlT1AMMMDQ0VKA3+WA2NzezbNkyT/ksctzltc5nM94Zar3O88glNFV/K94wSWZ7/di211/Htm1+\nZlm0CEFbNssngaYDB+DAAQZffJE/tLWx5uGHaRKCpyMRrvvc50ht2+bOVP8D8FlyoYZ+UVnJwSlT\nmHj77VzlCKydMOLUjUJJE0yEM98hQoQIcXxhGrS6zF6+fLlv8rHu7m5mHjlCkxB5q7JPPfUUS5cu\n5eDBgzz44INkMhl3xbhmwwbmADuAvx8/nkfffputSCf59vZ2Xn75ZaytWzn3lVeYfvPN7hiam5v5\nxEUXcaS7G5YuZcPLL9O6YgVLly5l5cqVLCSn20Dyxrdg6NNMhv87ezaPv/WWx8AGaQfc9vDDxIG/\nxBuqcAh4FPhGJMLl8+e7IW7B/wVEwcwpERrYoxPhTHaZKDaTDfLBGBwcBMh72CBn4G6xbabedBP7\n9u2jpqaGhx56yDWcFyBnlEEascqbeAjpQHmxUUdHCvgxMhOk/hallqWOgJuZKo3MFqkb3pcCreTe\nsEv+9j8AACAASURBVDPAKrzZrn4E/EckwjsyGVfQrJw2jav7+nj6ne/k3nSaOXPmuIl3RgP0N/8g\nDneIEMcL4Ux2iFMV+gzzbbfd5lInP/e5z1HlzNLqM9aKunH/xRfz3l/+khcTCT66b59vJkczOYvC\nQqSeUsgg9aWeVfG95BLTZJG69DtOn0/h9Ru6o6GBb27bxizgG0i9GHH6/RmSF62gdK0+1oVIHb0H\naZS3AVdpbZRflaKcbPyLv+DnP/+5e/yGSZN4z/797AdqgDemT+eyJUvo6+uju7ubrVu3UllZSWVl\nJe9Lp7lsYIDJN99M64oVeTP8pWbmDI30wjit6CLRaFR89KMf5XsFnOeOFfw42dP7+6nasYNtY8dy\nxw9+4IaZ0wXCC2PHUj8wwCYhXNrE1U6f9yIT0ijjF7xcLbWveFtmiB/hU19vY37X9/XjQVB19Ld5\ngRQmU5AOJiqrZBY5s74ZOBSJcGTcOC6LxchkMuyMxUi89Rb/GYvxwrhxgMwCVlVV5UYGOHjwoJsJ\nc968eXkPvuL69dfXu8tqpVJFlEC3LIsbbriBjo6O4yZYinH5Q5xeCI3sEEeLQgZSuXJS9TWtu5sp\nW7fy/PnnE73lFpciqGTxqlWruPvuu7Esi1tnzuTsX/+aXZMnUzV7Ntu3b2fv3r08+uijblhAP6N4\nFnBtNMqTQCaToUkIpgMf18ajjNAM8AOkYTsdaawqPXQY6eD4R2AaOcdCQb6+03WkfixIn5aiF3Xo\n+tQMWBBUT53r58BB5xre4VzzOLzJbbLA48CF5Bwd1yCdH9V1p4HrYjGe0iiqlmVRUVHBV+bMYcwz\nz1B5/vnUvPoqWBa/mDmTJf/yL2SzWY9/mI6RNMJPdoP+tEpGg/M/bWtrKz+i+AjDTBSggvPrQfdV\n+X14g8tvxpuM5miC1gcdFz5bsT78jgUF7y8UNN8MmK8HwjeTGPhtiUTCk1zCvNeXW5ZvAoqenh7R\n2dmZV55MJj3JGcz+jxX0hBmJRELE4/FTOnlGiOLgNExGU2oSsRDFUSgJT6lyUu8rkUiIhYasXqjJ\n4kgkItra2tx9P/1mym+/OoUS3hTSPaXUKUVflaL/SunD1KfF2pUz5lLG+vOAuvf5/A6N2j3X2wxo\nv5tt26Kzs7Pk/9hI/l9PFgxHZp/0cbI3btx4ooeQlyig2SlvhoJB+wGuJOcwaAbkV0STcpLDFAq2\nr6NYH37HigXHN2fNIbf85hcIv9nZn4WMbDLL+A75iSvMe90kBIODg546asb6S1/6Ul787L6+Pg+F\n53glrzATZqTT6VM6eUaIECGOLQol4fGTk4Vkzdq1axkcHERFTVayWo+inMlkePjhh939ZorrN786\nZpme8EafhTb1UdTYL5YExtR9pei4oH79+vDr26+dGXGr2LkK6Vn9c4axXwjN5O65fl79d7NtOy/G\n/Egmejodkkb54aQ3smfPnn2ih5CXKOA/o1Fs22aLbecF7V+L5Hspvhh4l4+UkfpPQBJvEHlzo4Qy\nvzql9FPKhk9bE36JdlQg/G5y8VC/7OxvxpsZ0kwuYd7rbiTvvbq62q1T6GFubm4mFssx2Y9X8goz\nYUYsFjulk2eECBHi2KJQEh5TTj5lWSXJGpX/Txj7CnIyT6KbwklpguqYZXrCGzX9oesLpUOGjGO6\n7jLLi+m2oH6GowP99KFZXux7ufod4EWf8w2SC5SgYFkW8ZYWUuTfQ/XfiMVi3HvvvXkUjpFM9HQ6\nJI3yw0kbXSQSiXAiONl+nKK6RYs8kTNW1NW5dR7fsIE9Dz/M7vPPp7Kigp/+9KdcPTTkxrT+JvIN\n00Y+IH3A/yEXD3st8AVkAPpqZLD9ASRvy3zoTK4Xxvcg+NURSEEYJ/emnCXnMKLzzQ472yRjDBng\nu5EI2y2LOifKyvPA2fE4T0ejbD18mPvI8dD1vi3gk9Eov7n9ds+D/3ZdHfe0tjL+2Wf53muvsRX5\nBt7X1+fWMb2u9YdZea6rmKZ+nO9jAZV5LeRkhwgRYiRgyhRdjug6qb++nuurqvhqAVkzb948Hnzw\nQVan09jAx8eO5YVp07j0llvYv3Ejjz76qFz6tm0ymQxCCLYCn6+vpyUeZ9fkycyfPZtap67iY79Y\nWclHolGasll+N3Uq8cpKdu3axQ1/+hOXp9M84eiFZnI5HvTEbI8iucrmsTPxZpFUhvhrSH0igAqg\nF+no34DUnzFyM4uCnE4rRU+CP287SH+q8gFk4hzVXiCN3Z8h/ZiGgN84x2ciE9jYTvkvgTHOsZ8j\nE9TMwsvJnu30pUc7UZg2bRpr1qyhsbGRDUuXcmDdOg8n+83rry/43yj0HysXI9nXyYST1vHxRDjQ\nlBsCzq8+wNVXX+2W/fPtt1O1Y4frnFJdXc3GjRvZsGFDwbEsJD9BjelgEuSFHY/HSSQSvPXWW4F1\nTJjhALvJZeMaRHpw34jXIH8NOSv9C7yhBifHYlyYTnMZUmjMxOvUaWv9Xg3MTyapq6vzBN+/LJul\nGXhSC9qv/xYnu4NFiFMfoeNjiNGEQjJTj1axZMmSgjqwVNm7fPly/vZv/9YzO97S0sLcuXPZvn07\nDzzwAJlMhlgsxj333MOSJUs4cuSIW19PwFYD9NfX81+Vlbz00kvs27cv8LxBelKf9MoCX0Ma+JVI\nPXQEuJxcRC9dZ6WdviqQq7EHnf7/3LL4shCeCags0A5UNzXxlxUVbkjb3t5efnDHHfzdU0+5uSoe\nO+ssxMc/zppdu9wY3nXaJJ55f1etWsWtt95KNpslHo+zefPmUP+NIE4rx8cT4UDT2dnpOs3Zti1a\nWloKkvf1+pFIxHUq6OnpEe3t7aK9vd23fWdn53BWrjxbbW2tGDt2rIjH42LKlCm+dWaBuAOvo6a+\nr9fTHVXuA9GFdNgUIFIgniPYeSNl7JvOF2kQGee7cgJV/d4BoqGhQYwZM0ZYlpU3nkMg7hkFzq8h\nQpQLQsfHECchgpzKh9NPIpFw9Uw8Hvf0aZ5H7SeTSTFmzBhh27bbNhKJiGQy6daLx+Ml60ql9+5z\ndIoooKuCnBPTIAbxOniaTqRqGwJxhJzD5yEQL2hjX9rUJO4zjq9obfW938qWaGpqEg0NDaKpqcnV\nk7rNEWJkMByZfcKF7nC3EyGslXeserht2w70klV/fr8oEsW8bHt6ejwRMMoRFKVE7FD1B5wHfsAR\nCEGe4vdpBnXWMYiVkEg59V/XBI6fp7bQ9s3P34PYaAi4IW0cra2tnvtxh1Y3BWL1hRcel98/RIiR\nRGhkhzgdoRvPxSacgtomk0nR0tLiGpSAsCxLTJ8+XbS1tbn6wk8v6mXmBJKaEPLTVX7fzckifXJo\no9FHxmdf1V87Y4Zob28XiURCWJaVp+PuREbCUvdJ3bdYLBao482XlhBHj+HI7JOWk30ioDhFy5Yt\n44knniCbzTI4OMiyZcs82ZbMhDWf+tSnPNxf3TFPtf9wfz8XbN/Ojysq+NnMmcwSgivxz9YIki5y\nO5Kv9SpyGSuKfLp+DywnF2R/OVCH5IZFgCpkbFGdC30XOe9j22nzGHIJbT5e3prt1N0OPOKM617g\nnUXun2qfMfp7CPgh0OSUZYCuykp+evbZzF+yhLq6Oh577DFSqRS2bfNkOk3KqZsGJs6ZU+TMIUKE\nCBGiEEaCYufXh4rXXT13Lm/X1eVRKG+dOZMd3/wm33nySXYuWUIjkkv+XzU13Ld9O0IIlixZAsCt\nt95KJpNhFpLCcS6Sm70fuFgI3vnSS7zx0ku87IxnM3hyUujJaIaQmSH1qBt/QupHyMXo1nWVHv0E\nowynvkBSTCqcMrO+3i7jjO2+F19k64svuse6yaVdt4AWYPPgIN/+9rf59re/ndeXH310/Pjx7Ny5\n0/09xu/c6f4O4J99OaRZjjxCTvYwoCc1yWaz2LbtCeSuZxa0bZtrr73WNcJ3rlrFy6tX8/Xnn+dp\nx4GkExm2TmEjuZA7upPhEJLr9Q78Mz36Bd9X5UEw2/hB4C9oQAqJt5GOHTG8QsjvU/ce3wOsq6jg\n8044u0ag2bJ4ElyeNZCXuQrgB3fcwbmvvOJmuDIRCosQox0hJztEKRgpWWb2YybHCvI36u3tZe3a\ntQUThKl6Zh/jd+7kgsWL3cyNH6utZf3evQA0AgvjcW5OpdxsibcD30LqEoGcfPmK07/u16PqKEPY\nTPySAd5CGsxK9+j1dAf9YiHw/PSoGa7W1Lt+Ifj89CHATqTj42TgADLZzFZySXf0a/oK8C6n7mqk\n4+Ri4Ayt3iJyhrbCFZEIj2UyxJF2RMTZ0sCtTibJuro6mpubSafTxGIxup0U9yFyCDnZxxE9PT2i\npaXFpY6YnGs/Wsn6jg4PJaPRWa7Secjm0lOhIPlC2/z2gwLnl7oU5nfOQstlQXQRvb7O474DRCwW\n86XGRCIR0d7ePqzg9adC0PsQpz4I6SIhimCkZJnZj+I1q/329vZA/yGdNw3BCbz8fJDWNzTk0Sgg\nR9MwfXB6ffTIIJKeaPKkg/SYn/4rRUf56cqg9n7nCqJDltpvIV1bat0skqZi6lOdfmLaG11Onaam\nJk+b9vb2o/rvnooYjsw+aeNkP//881x33XUn7PyNjY0sW7aMRCKRF/dR0UquvfZabNsmm82SSqX4\n7T/+o7s0lUCmkJ1HLhkNeN+As1qZ/tYcFGjf3A8KnK/X93vjNo8XC8xvhjUyx6yeWhUfW4+ZqpKy\nmIhE5JzDcILXn65B70OECHFqYaRkmdlPV1eXZx/wjWGs2ukIGodfHORdkyf7xtJuRq7UqpnlLFJH\nHNH6U3pFJa1R+7ZRx9Qzelt95tgvCQw+nzr89KBfnaC+CulfQeHxFBuLeX517WZsc/DGJjcx2fl8\n5ZVXAs4c4mhw0hrZQggef/zxE25ob9q0ibvuuisvlJFphFuWxb/+8Y8MgUu/mI+Xx6wLia8AG7Ry\ns47f5nfc7FdHob7KOYd+bBcy9J4yqP8f8G1na7YsVre1scyyuAa5JBaLxYhGva4BlmXxyU9+knnz\n5g0reP3pGvQ+RIgQpxZGSpbp/USjUcaOHUs0GnX7nTdvnq8uU+10BI3DTx9e2dHBdZEIfweuzAc8\nidpS5LjPs8DVkWrTjUjhtMng1TumYVqqztKPF6pXrI/h6Ey/85ow6+NTTx3PIpPYmVQRwI1p/uOG\nBpd+o/pZ7XzefPPNbqK2WCzGvHnzCHH0OGk52Y5XMWPGjOHw4cMnejiBULy3DRs2sG3bNu5DcqYU\nH6qrqorW/n6Xg/ZLZKxO9aB0knNoeAX4Krlg9UG/nMkRK8S7DuJxq2N6uT5b/Sek02UEOfsQRTqZ\n/Hf8nTAApkyZwquvvupy/AD3QV65cqWb8EDntw+XjxhyskOMdoSc7BClYCQ52SrXQCaTIRKJuJMZ\nxfI9lMLJLqU94PbxxoYN/PYf/5Gx+/ezIJslitSJSmdciUwdrpwUn0U626uMhipJ2zRyDvu6789v\nkDqqG+nw+B5yM+eqrjkTHgRdF6oXgixyQkk45zFnzYtBIHNJDDjXYeriIK65XrYRuJhcYp4U3pcZ\nHe3t7dx///309vby9Cc+waW7d7Pj/PPZeM45zJ07l7q6Ok8OjzDGdj5OK042zgtcS0vLCDBtyke5\nsUKTyaSAHBdNhb57IZkULySTYu2MGaLReNk140HPMtqbIYGEthXjR6t9sw/Fmw7imWVB/JjgEEhd\neON76qGTOjo6RvSehghxMoOQkx3iOCMod8OJxIrWVo9ObET6MV0ZjXrKL7cskUgkRGtrq7tFIhEx\nCzxxpQeRIWnx2WY5x3WdNgSi09FdxTjPfvGwTb6zHu7WTwfrofvu0M6rjv8ebx4KtWWQnHV1rjQy\ntJ8Z7k/x3vWtlHB+o/G/MdowHJl9woXucDfLsk6ogV2uM0pPT4+IRqMCEO+3bbG+ocENQK+QTCZF\nLBYTtm2LRCIhlldWemNlaslY7gCxpohQSJOfCEbfjjgPc6HYoEGGthIyZgB/3WjXH/impqZj9XMc\nE4QGf4hjjdDIDnG8MRqdwnt6esSV0f+fvXePj6q8E//fZ24BLzQlokhdtKC20E0bEANTII6Fxmpr\nm5q2uytuXAsGirry3dao3XWb1t8PJPaCvyo68cKPbOlut41QbUtFWUbUDMYL1KzSxUspuojF0GhV\nksnMPN8/nvOcOefMmcl1cn3er9d5Zc5zrjOZ+Xw+5/N8LgFxM4jFgYCIRqOW7H0hGhW7KivF1rq6\nLHnsNgrXV1WJreXlYpErkd5eF/sml77qJmOQ25Mu3U4pZYx3kW3Q2h1fx80l5XG8Xe+qB4d7y8vF\ncdu2LhCLzAeH467j7P0s1PGLA4Esx53dsaXspN7aKCPtuzHS6I/MHrV1sufOncsjjzwyLNf2Skbp\naVolFosh/0ewxzDYX1VFla0+JUBtba2jZepb27aRaGiw4tB2yYcL9ghhTQf9LzI0Yw+QCASYnEzy\nFrLM0SnIqbIvIssBTSMTZrIfGZby3+Z5LkVOV/nJTIepvwo1FSbI1OQGOUWlElLU+VX9z5i5z7Jl\ny/J+PiMJr1JUetpMo9GMdlTc9EgLpSv5whfYefgwkUjEKtUaDochHAZTT1a5jlHx4kpOL66rIxwO\nc5oZnrJ7924mvfSSo1b2dUh9BTLc4xqkDrwJZ9KlV+jIM8j45TvM7Uq/7UGGaETI6Lsa4GoyoR3d\nSJ18v3m9CPCk3883kbpU1czeedZZNPz0pzQ1NbEkGuUKIay8rbeAYFkZOyorIRbjwLRpXHHxxezd\nu5el99zDBTh7aYAsIDBjxowcn7qTkfrdGO0U1Mg2DOMryL4nnwWeEUL8wjVeDHQIIR7LNz7SsP+4\n/X4/hw4dIh6PO+qKur+oboFQUlLCunXrHPvE43Gr/vPzL77Iiy++yJvmNZswfzxCsIDMD/rb5nLm\nmWfS1dXFWUeOECFjPEeQtUY/BnyZjJE8C9hovvYjY94eQH74FyIFzjFkjLX7S6IMcGHuvxmZwHkJ\nGSN9k+2eDcOguVnmPLe3tzOro4PiffusQvjueq3D/SPvz0NUX8hXr1YLNs1wMlZltiZDOBzOq6vc\n9EU+9XXfpqYm7rvvPpLJJACtra2A1Bk33HADM2fOZNfatcx55x2OffKTfOm224BM74Qrr7zSivVu\naGhg6tSpTJo0ieeff55TTjmFv8XZdC0cCvEPp57K0jffJJVKsRiZlA9SB9rjre0OpiQyHvy/kbW8\nlyN1pEoN3EN2HLTP52Mq0B4I8O7MmUzq7iZhGOx5+WX2IHXlngkTqCRjtL+2cCHXmJ/bBfffT0t3\nN2HgMWQ1luS+fTz8+uv8qL2dPYZB8De/4ZJLLuHNs87itoMHrc/u5JNPZsaMGezfv597772XzZs3\n98pZZP9uaAaHgiU+GoYxF5hsE8avAucBk4EbhRArzfFHhRCfNQxjhtd4rvNPmDBBXH/99az3aERS\nSJQQKSkpYe/evWzatIlkMml5PCF3Uf8bb7yRBx98kPnz53PoZz9jUTLJk4EA63fv5pH6ej65Y4fl\nUVbdngJkDOAmpFfa3rimHZl0EUL+SCfmuG97QobdI43ttT250X6cnXwJHZ3IBjOvIz3lboNdedjv\nMO83AVSddBKPvf8+IDOa0+k0yWQSn8/Hxz/+cc4991zqTA+Fm3g8zhMNDZx7+DAzly93dK7Khfof\nXHbZZZ7fncbGRu6//3727t1LOp0edE92Y2Mj1157LalUiqKiIjZs2MCaNWsK5jW3f18dHiLNsDPS\nEh8LLbNBJz6OJHozY5drHy9jWsm2ZDJJIBDga1/7GkePHqWsrIx3333XSpycM2cOe/fu5d577+X8\nVMoyVJVTRjmR3kYm9V1Fxtv7BLJDsOryuAzZkGULsjBANdIYLkY6fuYjZ3DtCZHvIYsH5Gou4yZX\nMQD79hTOxnH25Me3zHtR68pB9QzwO6TDawKycMDHkEmQB8g04fk58BHXe+hCes//Gu8iA16cddZZ\nfO5zn7OSTo89+CDH58/n3U98IsvZp50+3oyoxEfgK8B62/pzyN9MrWv85/nG85y/V8l0g4k7Zsmr\ngH+u5AGV+AjZCY3fPeMMR/yVSnJwJ0skXPv0VJQ+V0H8fEmNueLI8h2X717cS4KekzTcSyAQyIoP\nU3F89s/RHePupq6uznFe93fH/j8CRFVV1aDGpdnj8kEm91RWVhYs2SRXUyQdazcyYITFZBdaZgsd\nkz2i6E2im9c+XrG7btnWm8Udd2yPOVYNZ7watbmT83uzeOkor7jrnvSiW0f2Vg/3VU+q+OzuHOdN\nkJ2omSvZ070s9PmymuLZ/486Ljs3/ZHZBauTLYT4hRDiRgDDMIqBGUKI55EPme22XY8hH0ZzjVsY\nhlFrGMazhmFYrpAHH3ywQO8gG3cYAWQX8M9V11SFS0CmEL8qsr/wzTcdxfa9PMo+MmEb+RrF5Cpu\n71W83utceOzXmwL+Pd2HvZFAmuzmBPlIJpNZzQ9isRiLkknH59je7FWGP4P7u+Jeb3Yd/8EHHwzq\nk3wsFiOdTlvrfr+f6urqgtX0Vt9XdU3VFEk359F4UQiZbZ7LkttHjx4t2P1r+kZvanB77eMVTueW\nbb26Ps4mM0GkV1bJdMh4hu0zsfZxL91mH8+ni9zk04u91ZP5rtnXdXtZQvs+Kt9pmu0YkJ9db1ic\nTjv05gXg+D/qRm6Dy1AlPq5HTjsOCCFEI9AIWHWyL7vssoGette446pramqoqanJmlrxSh6YMmWK\ndZ4YMlRCxWH94bzzWNjaaj3xKFHlN/dRY+66nvnwCgvBY92LwQwgcp9LJZ+opEx7HFtlZSU7duzI\nOkcgEMhSAJFIhBsDARLJpPU5llTnFzOXXXYZDQ0NjnU71dXVjutX93C+vhKJRCgqKqKrqwufz8ed\nd96Zlew6mEa9+r52dXWRTqfx+Xy6OY+mtwyKzAan3J43b15h4hM1Fr2d7u9Noluufex6UMmToqIi\nOjs7rQT/fBiGQUwIusnEPncjQz0uIqM3kkjdF7SN5attnWvc8x5s+/ZWr+Y7V3+Oz3X/IN+7vRs0\nSAP7XmRozV8jw2HUMfldTBliOO2PGPL/UVJSQmlpqef/VtN/Ct6MxkyMec30iGAYRi1QLIRoMNd/\nDqwD5nmNq+PcDHdMdl8Mong8zuLFix3tw2+sqOBzEyZQUl3Ne6WlbPr0p/k6MqZ5O5m45TTwA6TL\naAWZ2DT7f63LHLcXqXcb2R8AJ9i22xM81P4GMo76ZLKL4OM6n4oZt+/3PjLmWsVfv2sYLPH5OC4E\nR9Np/mQYvPCpT/H3Gzdy11138fDDDzNp0iSmTZvG8uXLqa2tpbGxkebmZqZMmcLLL7/MtGnThjwm\nu7m5merqamp7cb6+MtTxbjome+Qy0mKyFYWS2aBjsgvNUFVG8pJjblnT0dHBvn37csZk33ffffxD\nMsly4J0TTuD/nzKFs/74R25F6rMU8CjwXaRBeT3wcfP6aeA/gMvJ6KAkMr7JHtucQMZDn0TGc/sB\n8CHbe3HnJ9n98fZZZRV77SNbP9qdYQIZ962M5LfN63/IvAdVmUvFZJ9GJl/pYrJjsu/x+ZiRTvMy\nshqK3TFVaxhcJgS/IH9M9llnncX06dOZPXs2R44c4ci2bVbxhFaffMxRTeBg+IsPjFRGVEy2abwv\nRU45grQT1RRj1LbPo7btWeO5ltEU27d27Vphet6tZdWqVdZ2VYzfXuD+04Zh1eAEWe9yBc4YNRXj\n9SaIthxxXylkrJu9nnUSxHac9TR7s5x55pl5t6v36PP5RF1dna41rdHkgREWky0KLLPFKJPbo5HR\n0lBk7dq14tOGkZVTs7WuzlHzWdXHVj0k3DWv7Q1bkjjrVqt4ZnX+FTibqG0ku0dEkuxa0+7lJjIN\nZYT5+n/IHROdSxe2tLSIVatWiaqqKuuv0qGGYYjJkyeLZcuWibVr14qtdXVia3m5+PqsWQ59qz6b\nXPrYK6+opaVFFBUVCcMwhN/vt3J2RvL3ZaTQH5ldSGE9F3gV+XD5HPBn27al9qWnca9lNAnrlpYW\nEQqFrC9/MBh0fPG3lpf3KhnQy9DOlWyRxNn9Sgkedaxd8Gw0FyVYzjjjDM/r+/1+x/twb3OP+Xw+\nYRhGr7pNaTTjjZFmZBdaZotRJrdHI6Mlca2lpUV82+dz6L1dZnM51YDGnciujNJgMCjAO3HSq+GM\nwLtTIyC+efLJ1rhyRvXkfFrhoXe9Ohyr5YbiYvHM5MkitmxZ1vtR/6uioiJRVlZmGbxqcXezdN/j\nncuWiXWTJuW8Z8MwRNSjIIAy+qPR6Kj4vowU+iOzCxaTLeSU4cwc2zxrqeYaH+2Ew2FisRg33XQT\nr732GpdffrljGmbm8uUkWlut6ajpyDJG9mmhMPAZn4+dqRQNQB3ZCRHqlwWZWK4UUnOCLHE0y3yt\nwk7uIRMTdxWy5N6eN97wfB+pVIqFCxdy9OhR9u/fb43Pnj2b66+/nlWrVinFC2AlwiQSCZqamvTU\nk0YzgtEye/QzWhqKhMNh3vrWtxzN1lROTRwZX1wNlLqOOamtjYvmzGHPhAn8z+TJfPbhh7ncDMO0\nekmQaTijekAI87UfqfduQIZr7H7vPS4g03fCXevazQLzvlJIHarCQ5Qh9R1keIs6zwpgfUeHXNmy\nhceBC37yE0CGZHR1dVGeThNJpYjt2+cIVVkA7ETW+Vb63I8s6XMlMnzmqi1bCAH/iCzp575/IQSr\nV6+mtLTU87tQWlo6Kr4vo5q+WuUjZRltHhH3lI776fLOZcscT6z2p2L79Ndx2z6qHF5P5fe89vE6\nJkXvSupVVFQ41lXoi3vcax/N8BGNRkVlZaWnZ0Mz9DDCPNlDsYw2ua0ZPLxCJtxe63x68oVoNCu8\npKWlRayvqhJNs2eLL0+d6vAA30RmprarD95ne0iKe9xdXjCBbJPuDk1Rx2536dxnAwFLBkejy56i\nUQAAIABJREFUUcsbnyTjiVfXc3vk3SX8ttO7crgqrMT+f7C3sdfe697TH5k9atuqjzbc5eGam5sd\niXUPHT3KXJyJEdWTJ8OxY3yHTFkjdym8BJmnc7snW2FPTrQXs0/jbIOutr/di/fS2dlJUVGRo8oK\nwG233caiRYs8SznNmTOnF2fWFIrGxkZWrlwJYFVQKURip0aj0bjJlZD5Xmkp8fZ2IqXSZ51PT7Y3\nNzOLjB48tmEDf770Uq7dto0Q0sOsvLnKoxtBJhbadaT6q/TsDchyeO4ux92YM7u2cyk9nDTHlC7+\nPTIpU50zYh7XjLNaSmkyybs7drByxw6qqqqowdmRssZ2vRhSv6tt6r5VCb9moMIcy1cONxgMOqqE\nPNHQwG/N8reJZJI7GxoIb92a42jNQNFG9hDRU3m46upqNu3YYVXtSAEnpdM8jhQQPrLLGRnIH6gb\ne/iIHbW+jUwFkwlkDPcksrReT5xzzjlMmzaNw4cPs3z5cscUk9/v9zSy9+7d24szawpFTw95Go1G\nUwji8Tj19fVWKVF7/eUbKypYlExyo9n52K4nFwCff+EFls+ezfw1a/jYlCmWI8kHzN+/n03791uG\nr924XYCsMhIkEw4pXH+VPv2yxz3nM3rVPajwE4GsZqIMb4F0Vp1wwgk8duqpPH7wIBeQ0bPqHg8f\nPuxZr1uxb8IElnR2UoMM5fQj7YJNZEJj/pvcoS4VFRXMnj2bmpoah44+/cABx2d27uHDee5CM2D6\n6voeKctonHbsabr+zmXLrKmjTrwzn+1VROxLb0JGukHswhmGokJUVDZ3byqO2JMzAoGAWLVqlTUV\n6K6iopaqqqoh/rQ1dnoKV9IMPehwEc0YJ1/XWXdVrfWmjohGo+Lrs2Y5tqlOkPak/4Spv+zVSFTl\nkLhLd6pwSFUVRFXYsu8nXPunzfPb5abSmc0u/dxtG1OhH4sDAVFzzjmeyZlKBm+tq8sKFzEMQxQV\nFYloNGpVAVnk94um2bPF+qoqEY1GHYUGgsGgqKurc+hln8/nWSnE3ilZfWY9dUrWZOiPzNae7CGk\ntrY2r/fwE0eP9ljvWoVzuL3U9n3t291TY4uRyRT2abUmnE/DC1zrfr/fUePb7qlOJpNEo1E2b97M\nhg0bCAaDVjdMO1OnTs35vsc7Q1E7W33vClkDXKPRaOzYu876fD6WLl1KfX29THw8fNjTo1pbW8u5\nzc2E9u/PhE4iQzWU51iFTDSR0V+Pm9fciZyhtaP2xzxHN5n62/aGLuDsBdHk8Z6uJNPDQs08K42n\nQll8wN8lk7z+8svWWAr42cSJTFq8mKhNBrfNnMmr99/PgWnTuOrii/mirZ+BV6OyeDxOIBCwPlPV\n1GzmzJlcc801pNNpioqKPBvJxGIxWoRgCTIUpriqijqtCwpLX63ykbKMFo9IX2pFq8SOBM4ER3v9\nzo1kaoOmkDWyX3E9fav9O13H2z0AP5s8WXxv4sS8yR3KM3D22Wd7JobY646qGpvup2xAFBUV6eSK\nHIyWkluawQftydaMcfLJN7u+c3tU3duUJ1vpRnepvUAgIKLRqFg3aZIjWTCFTHrcCCJMdlLjAlNP\npkydl7Qtaz10ozvZcKPtfBvJ9oIrfWqv+z1Q8tVC78ne0PpmYPRHZmtPdoGIx+M0NTXxwAMPkEql\netV9q7S2ljZkgkdHWRkHDhzg9AMHONLdzYnHjyMuuIDW1laufPllgsincRVP9jgy/gzkE7a9ffnb\nyDJ+9riuLx47RgD4Js7SPxHIinFreO01DMNggRCsCIW4PJGwYt1SyKf4z5ltWZubm5HfRdmq9fzz\nz2fDhg26NFAOlKcnlUpZsYr6s9JoNGOBfCUFlb5TXtzFpaVZ2/bdcQcxITj2sY/x2V/+kgohiAFP\nGwbBYJCqSy5h6tSpVtzxXbt3k9iyxbKMXwyFePerX6XsmmvoMLtR7t27l2fuvRdSKSJkcp7c8dHf\nRMZaq26MqguzKguoPOn2WOirwNLNTcAzfj+b/vZvMR5/nEMzZvClqqp+fY72bpqHDh0iEJCmm7v1\neTgczqs/RkuJxzFFX63ykbKMZI+Ielq0xyf3p5uS/alUnZMcT+PHzadx9SSdxDue7Cac3R/tpX/O\nPPNM8Z3KyqwYN3Xs+65r2OPR/p8TTxTBYDCrmL72YudHexbGL2hPtmac01v5Z98vFApZeUBu1q5d\nK8KQVQ7X7iVfu3atpadWmJ5udydld06TKper9J29w6PP5xPl5eWioqJChF26ORgMimg0KkKhUK8a\ns3l5ot2zwz6fL+sz0N2Vh4b+yGztyS4Ayjsp/yfSo+t+4uwJd8mjK6+8kq6uLsBZogiktzlAphyf\nMF9/HeeTtjpuBZl4Mnvpn0OHDrHZMHiE7IzlCPIp3n4Ne0nAX73/vhXzZhiG9d6TyaT2zuZBexY0\nGs1YJl/OSV9m8q688kqArGoZdiKRCLdOnEjk+HFHOdz25mYwY48jkQhFRUWUHT/OHWTK4abJLrem\nvNvKe500X89AerZfMgz2FhWxfPlyVq9eTQrZTEeRSqW49dZbrTylRCLBmjVrHLO7bY2NvHr//eyZ\nMIEf7dljzXxv2LCBu+++m3379gG2XKl0mmdSKaZPn044HCYej3PhhRdatsKuXbsc8dvqswdoapJR\n5pMmTWLfvn06P2cI0EZ2AYhEIoRCIRKJBIFAgKuuuiqvYPASQqobVDqdpquriyNHjniWxgNnaSFV\nF9tAGsWqBNEC8/VpwCVkkiuPAF/E/PEKwZ6DB5mK7Dp5g7nPW8CZZJJO3PW2D9jPAewRmTQSIQQv\nvvgiDV/+MqcfOMCb557L4ro6hxBQP/y+fkZjhZ6m+DQajWY04nYWbdiwgXZbYl9JSQmGYeDz+QiF\nQpSUlLBu3TrLKFQhEmvWrMnqy6DOr/ZR592wYQNPb9hAYv9+K0nSeP112hobKTUNyiuvvJKP/sd/\nEOrosGpiPwyUA6eSKbdnL0LwB2Ai8BEyxvsVQlBx/DibVq4kZdt3AbAOmJFOs+WNN3gIqR/fBk5p\nbeWGRYu4/ckneWvbNiobGpgFVCLDPvcAXV1dVgdlpbuvMq+bAP5JCM74yU9oaG3l3w8etBxwXV1d\nrFixgoqKCubMmcN1111HIpHA5/NhGIajgAHIngmvvvoq69evH9M6dljpq+t7pCwjfdqxt9M39mmw\noqIisWrVKnHnsmXih6eeapUjugnE5ydPzltWTyVeqERHNd0Vt02J5ev6qBI/DrrG+7rYE0j+DKID\nxAdkkkm6kYmaDweD4htlZWKhz2dNr/l8PlFVVZX1mbmnFKPRqJ4a6wd6SnFkgQ4X0RSAgf7Oe3N8\nb69hT9Lz+XwiEAg45Lgq7xcMBsWyZcuE3+8XhmGIYDAogsGgMAwjK5F+1qxZory8XCxbtkwEg8Gc\nHRo/bRji34uLHWEj1xYVOTpBqvJ5qryflz7Lp+vs2w8iS+S+3ovzJED8+KSTxG9dYShx876uJlNc\nwF26sNvU5+qvCltxfw65yul6Lep/4RW2o/VGhv7I7GEXuv1dxoqwtgsh9UPxaqHemxrWXm1YlXHr\nVT/bvu42uoVr8drffaz7HO7FK87N6/2549bcgjoYDOoYZg/yCUMd+z3y0Ea2ZrAZ6O+8N8f35Rr2\nfe05O36/X1RWVjrkel+MQi996aUj7TrRbpymbes96b18sdr59J7XOdz7K+O72+N4+/3aj0m4xpSh\nne9z6Gmx/y/s+WNabzjpj8xWzZA0w4QKLTEMGf0VIVPdI2gu6nWkh3PFkFNJSduYypy2o6bC7Ov2\nca+OkV77u491n8O9CNe6el/u99fd3W11BIPMZ+T3+/H5fKRSKUcMnyYzLXvLLbewZMkS4vG4Y7tX\n7KNGoxlbDPR33pvj+3INlXNy6623cuedd1JUVITf7ycUClFdXW3Jdb/fj7Rh+kYEp76MuO8VqRO7\nkaGNPjIxsgHba7dOJM+4W695jXkd4/VXxYO/Zv61H6vyrCCjOwUyrCVtG/ORqSPeW1vBjs/nc/wv\n7PljWm8MHB2TPcwoIaTK/T2eSFjx1Sp6SpXki/Vwrj3IcnybgXPIbmTTdxHWv2N6e74k8j2635/P\n56OkpMTaz54c6I7P60sy6VimpwQie56A/tw0mrHJQH/nvTm+r9ew55y4m6uo9ZKSEit+uC/EyOQj\neelIpRMjyHjoO8xxlciYQhqng63n3LjPb3c8AdwO/BinQyyJfG93IMsJ+sz124HtwF22sWaggtyf\nA0AwKIv8dnd3W2PnnHMOmzdvztn4RuuNgWP05+lxJDBv3jzx7LPPDvdtDCoq8WDSiy8y8emnOT5/\nPq+//jqn/f73vPXxjzNj2TL27t3LvffeSyqVwjAMFi9eDMDRo0fp7u7mlVdeYQXQaDuvqiTyMlLQ\nHAPOQiYzHgfeBz4EHDb3/zjy6asDONm23W87H2SewpWw6AT+gqzN7TNfq+SRt4Anp07lrESCUzs6\n+EMgwO4FC1iwYAHF+/bRUVbG5gMHePjhhxFCUFRUlLOuuE7QyMadYOT12enPbWRhGMZzQoh5w30f\nQ8lYlNsjjYH+zntzfCFkSTwep6GhgaeeeoqjR49a41VVVRw7dozdu3d7HufuUJwPte/bSD0VQ3Z9\nvAmYZu7ThdR7kDGCvab8U8CfkLp1MlJ/vgn8lbl+AlInvgh8Eigyr3saTk/3bcC3zXu7Eij+8IcJ\nnH8+x994g5gQnHLppcR/+EMWJZPs9vlY+K1vcccddzCnqyurU/Plp59Oe2kp392xw3GvlZWV1NfX\n09TURDQaRQiB3+/n1ltv5eabb877mWm9kaFfMruv8SUjZRnPsX25Ym9bWlpEUVGRMAxDXA3it8iu\nVV5JIdBzYkRZWZk4/fTT+xwn57X0pk54vk5Wmp7RCSqjC3RMtkZjoeJ/Vdy2YRhWnwV3neyioiJH\nsYBoNGrpPr/fL/x+v/D5fKKoqMiqUQ3ZNaaj0agVKx4KhbL6PEyaNKlXseIlJSVico7iBCeddFJW\nHHkziOeCQfHzykqrU/KqVaus99VT8mFLS4uoqqqy3qeqx62oq6uz4tzt59Ix1gOjPzJbh4uMQnKV\nfIvFYiSTSYQQPOD347/6aqZPn85HS0qY1N5ORUcH+/bto6ysjOLiYg4dOkRjY6NnacBgMMjGjRsB\nOWWkpphEnpmPqqoqHnnkEbq6ujAMg4ULF7LHrPsZCAQ4dOgQ8Xg8b41TPTXVf3QpQI1GM1pRIW/p\ndBqfz8fSpUupr6+3ZJq9n4Da3+5dtYc72Ler1/Yyf2rs0KFDpNNp0uk0yaQ9m0n2e+ju7uaee+5h\n+/btPPzww1kl8BTnnXce1dXV7N27lyNHjvDrX/+aZDJJKBTiBz/4AWvWrLFK8rb6fFxhztR+xSav\n161bRzKZ9Az5c8v2cDjM1q1bc3qZ169fT1VVVdY23Zdh6NHhIqMENZV2+PBhIpEIxcXFWT+S3oQM\nuM+5ZMkSOjs7PY3nVatWUVNTwy9vuonpr73G2yCnsMhMy/n9fstIP//88/nTn/7EwYMHAdny9eZI\nhDN376azs5MmYG9RkaNYvtc9aQGgGQ/ocBGNRqL6JWzatMkyTnvSXwO5ltKTfr8fwzAsA1sZ0Sqs\n5HHg0rVrOXToENFolOVCUI2Mgb4vx/mVgyj15JN86UMfIlJfTxxobm5mypQpHD161LMJTF/1t2bo\n6Y/M1kb2ABkKozAej7No0SKHx9kwDCZMmJD1Q+zr/Sjh1tjYSHk67YjxqqioIPXkk+xIpwkhY6tT\nyESLJWTHv9kb3rwFPI9Mzgia27uAC4GpVVWUl5db92hvSDNnzhxHswKNZqyijWyNRuogNVvq9/tZ\nsWJF3sZkXsf3Ruep/Q4dOmTlNfn9fq42Z3xbW1vZtm0bK3AmFW4480ze++MfORkZu63YikxC9IoD\nXwDsRCZVJoCL/H6eSqeZLwQR4KlAgPW7d+u8mVFGf2S2DhcZAEP15NnQ0JAV0iGEcJTUsf8w+3IP\nav///cUv+I+337aEwhJg9+7d3ESmNJCw/a3BmUDyNjI7ush2blUySSV5hMxjGh56iIcffhi/388l\nl1zCr3/9a0fGs8/ny5v4qBkctEDXaMYuo+X33dTUZFUVUR7lvhjYvdHBbu91ICBNn1AoZDl2zj33\nXBYAG5F6TpXHu+GPf8wq1yeAKmT35AvJNrRrkLpQdUlelEqRxGZ4J5Pc2dBAeOvWXr1PzehFG9kD\noKeyaYPF4cOHs8YMw8Dv99Pa2kp9fT2pVMoSMurecsWmeYWZfMI0sJURHUEKjrfJCArIlD1SLV7V\nthSZdu4Ke0a2yvqIIR8Q0uk0qVSKbdu2Zb23dDpd0M9To6cmNZqxzHj5fdt1cFdXF/X19Y44boDG\nxka+973vcfz4cWtMea/tJWFBOoqUga3K36p1d+aSD2lIqybvETKl864yt9v1XgSnw+pcl14fL/+z\n8YY2sgfAUCXqLV++nNbWVmu9srKSGTNmsGnTJn75y19a8dSJRIKmpiY2b96cFW8WCASs5I5QKOSI\ni47FYjnrjZ6CNKADSAP7MeAPwNVkhIXyVqsC+eA0ttVYA/BcMEjQTCjJFark8/l04mOBGaoHRI1G\nM/SMpt93TU0NmzZtsvRoTU1NzweZKB2skgofe+wxnnjiCctAbWxsZOXKlY5j/H6/FY6ybt0663Py\nQhnbKaT+86qpfRrO0JDNeBjqfj+Pp1IOHTtz+XLHeUbT/0zTe7SRPQCGKlNXJUg0NzdbCRMqE1kZ\nqoZhEAqFAKwfajqdtrbbX3d1ddHU1OQoOH/rxIksOX48q95oDKfx/V1z/Eoy02mK/cAsMt7tJPAD\noAzYahj4Vq7kcVOA2pNcAoEAF198MVOnTtUx2UOEruSi0YxdRtPvOxwOs2vXrn7pUaWD6+vreeyx\nx7JmQZubm7OOueSSS7Karajk/yakFzqI1G1Jc9kENCFrai8H5iL1XDcy/8juoQZnR0YD+OZ557G/\nqoodHR0U79tHSXU1pa7Ex9H0P9P0Hp34OEqxTy0FAgGuuuoqywOwZMkS68le4fP5HOurVq3i7rvv\ndpxPlTlas2YNnZ2dAEyfPp1/+NjH6H70Uf5LCFp9PhYtWkT37t38PfB1pHDpBn5EpjMVSAP7w9Fo\nTqN5uGMGh/v6w814f//DjU581BSS8fT7zhVq4eXJ9tJ9dqfPpw2DK844g/aDB5mDrCTygM/H3/3d\n31H0/PN86s9/pu3IEauZDUhPdhCpB++sqiL0P//D6v37reTJV6PRLKM61/sYjP/ZePrfDyW6Gc04\nI19TmsrKSkdh/dmzZ4tAICAMwxChUChvEXr7eVtaWsSqVatEMBi0mgNUVFQ4CuvfdcYZ4ueVleJ9\nEEkQaRDdIN4Hsb6qKu/9vhCNil2VleIFWyH9oUAX5dcMN+hmNBrNoJFLH9bV1VkNZfLpPvvxL0Sj\n4n2bHvu0YYj1VVXW2HEQG21N3sIgvm0Y4saKCktvrq+qElvLy7VuG0P0R2YPu9Dt76KFdX7c3bNU\n9yvV6cprf7eAUuewd7xSXaTUOiBWrVoldlVWim4QwjSyhWlwbz/rLMe57D98tyAbSmGku0tqhhtt\nZGs0Q0NP3XDd2+36LAHi2z6faJo926HjkqbeWmAuqrOyvSPlcBi5WrcVjv7IbJ/bs60ZG6hYtaVL\nl1qhIiqD2j591NbYyLb586lbvJh//ud/JhKJEI/HgUwihvxuZSqa2FFJJB1lZSSQ8WuQSYiMHDxI\nW2OjZ1JHe3OzFcsWBNo94ucKhYp/8/v9Ov5No9FoxjDhcJibb77ZM3Tiriuu4OGFC3n4299myZIl\nxONxSqqrSSDDP7qB87/1Ld4891wSyCRIkDHZQWR1kZ3ArebfuYlElq4bSrRuG1kUNCbbMIyvAB1A\nMTBZCNHoMd4hhHgs37gXIy22r78xUAONnbIfD9IwntXRAbEYLxw+DG+/zW87O4mT6WLVeeKJTEok\n+LgQfC2ZxEAKkoh5zspgkBNTKT6VTvM88DFgGnAAOBeZ5BFClvfbj0wI2WM7/1eBOWQqjtxrGHz7\nwx/m2LFjgDTW77nnHsLAzJUrCSIF19OzZvHnSy9lv0c3y0Kg49Y0w8lIjMkupMyGkSe3xzJDrZOG\nOp64sbGR5uZmvjhlCp84epSS6mqrs6IqELDtxhs5/NOfcmjGDN74q7/i6aefZv78+Zx88skcOXKE\nSS++yN0vv2xVBokB5yOTGc9C6rnHkAb0DcgkfgGcSaY525PAYjKJkP9KpmTf48AVJ5/MZ//yF3Z+\n6EN8avv2vO+prbGR9uZmz8TIvqB1W2EYUTHZSKH7qG3d9LYzA4jaxh/NN55rGci0Y09TR309vr8x\nUPbj3KEc+e5RxUlXVVWJUChkhXAYhiEWmFNY3a7Y6BVmHFnSNtWVtoV2pEF0gkjZju3t0g3iTyA6\nQLznsT0J4k0Qm804tl0g2kA8COKWqVPF9okTRcI8TwJEM4jFgYAVUpIrZnug/8e+MJTX0owPGGHh\nIoWW2UKHiwwZA9FJRUVFVv5Nf3RZX6/n1qWhUEgYhiH8fr+oq6vzlLvRaNTKCbKHHKoYaUBcX16e\nc5s6dru5XfSg91J90IWbQXSZr93H/RrEayDeArGzvNzxnvKFT2r9MzLoj8weKuE9VwljoBZYb9v2\nc3O753iuc/ZXWA80KcDr+P7GQNmPA4RhGGLixIkiGo3mvEclhOzCwr7cZBMayoBOgIi7DGr7X4FT\nEOTbR3gsXsKmp+1q6TLvL+3a9ziIu8rKsoSO+rzzfUaDjU4k0RSCkWZk25dCyGyhjewho786adWq\nVVn5NoW6npdcdV8fZB6QW+6Wl5dn6buEue6lC93bvJxRXvpPkFunuV976UCv1/bFbmi748B3VVbm\n/Jw0w0N/ZHbBY7INw5gLrARuNIeKgXbbLseQHpFc4/Zz1RqG8axhGM8ePXq0X/fjFRs80OP7GwOl\njjMM2bpFCNkqvbm52fMe4/E49fX1jhbkWfcHjtjoJHIKy95byl4kH9e42mYf83rt3se9eJ3Xa1/V\nNdJ+TwYy1m3ua685YrZfvf9+lixZwi233MK1115LV1fXkMS9DfQ7o9GMJgZTZpvnG7Dc1vSNoY7L\n7c/1eitX7bWvFdOmTZPnAEfstP0M+bZFyNS2TpGJs3brLjXmpdPcr71ar/ekDz/6/POADBMxXn/d\n0tfdQEl1tXwfWv+MagpuZAshnkcK6+cG4VyNQoh5Qoh5U6ZM6dc5Bip8vI5XSYa33nprn1qhquNW\nrlzpOGd1dXXWNeLxOJFIhB07diivEQCBQMAy0kHGRi8BbkG6mW4x129H/nDVozy21+5197ae9u/t\n4nVMGing3Nu7ga5LL3UIyQPTplnCJpVK4fP5hkSJ6EQSzXhiMGW2eb4By21N3+ivTqqpqbEcP33p\nvtif69nlqt/v59ChQ8yZM4dgMOjYz+fzEQgEOHTokJWUX1dXRyAQYA/wWcPgO0g9p5qoGYZh6cJ/\nBb54wgnWNnAa4AlkwiI4nUd91W92PZf2OIf7vAB/mDuXtsZGZq5cycL9+wFomT3bUVdb65/RTcES\nH01vyGSRSZB5FekdmQEUCyEazPGfA+uAeV7jpsDPYiAJNIOZbDhYSQXuc7rXv/GNb3DPPfc4jvH7\n/WzcuJHS0lIaGho4fPgwkUiEH//4x1YHKzsLkJnQAM8j53tPQyZ5dJjbJgFbgbvN9c8gkx3dqI5W\nqqU6ZJ7eBRkPOsBxYLLreB/SuP5NIMDnkkmrDW0K2BcIELrrLkpra3n8iis4cft23r/4YkLXXONo\nOLBhw4Yh6w6pE0k0g81IS3wstMwGnfg4GhhKWeduBKPk+t69ewGYM2cOe/fu5YEHHiCVSjkazdjv\ns62tjdWrV5NOp/H5fAghrOZr9opYJSUlhEIhjhw5wrxk0tHh+NfA58iese1Ger0he6ZX2Mbt3vA0\ncvZ4MtAFfNjc5rNt/92kScx55x1iF13Eoh07rKZuT1VWEnnkkazPSeuf4ac/MruQbdXnIacP7bwG\nPAust40VCyGeNwzjNa/xQtxYOBwe0Bd1oMfnO2c8HmfdunVEIhFuvvnmHo/r2L6druZmvmfLRq6q\nqqKhoYGHHnqI8nTaIUieNgzL+FbVQN4GTgHqkYa3YjWwEWlk2w1oJShUW3V76Ina77+AvcgqIx8A\nX8TZdlYghdLpZsySYRsL3XUX75WWsnHOHFbs2ye7Zm3ZwqsVFUPSxt6LQvzPNZoRxoiV2Zqhwy7r\nCm3chcNhYrEYyWTSCodob293dGRct26dNXvZ1dVFfX099fX11v2oTsWBQICuri7OT6W4EHjcMGj1\n+0mn06TTafx+P5dddhkAv/3tb9lz8KBVFWsj0Am8BHyCjD5LA38GTiV72t8dMqK2+8zlDKTRPBGy\ndFwX8MdVq5iDDAtJ7NhhGfQqTMT9OWn9M0rpaxB3XxbgK+ZSB3zFNr7UvvQ07rWMxQSafAkOKusb\nMskgiwMBz2xkdZ4wzszrcJ7ED3u1EVVpZAGyGki+xI3eZmN3k50skrSNq6omj5xwgrixokIs8vtF\nl+2YbjKJIBrNWIARmPhYSJktxqjcHqsUIuEuX9OzXNfxaqzmLhAQCASy9Nr7IO5ctszaJxgMOrog\nq/2P91G39ZTMmPLYbn/dhqz2ZU8OHa7Ox5q+0R+ZXUhPNkKIX+QY96ylmmt8vOCV4KCeXsPhMLt2\n7bKe2tvb25m1bRuh1lbLQ9ze3Ay1tdZ5LiCT3CGAyyZPZs+f/4wQwpH4IZDJh3aPdAgZLtIEXIVM\nPEyTSVZU+6ox9zSa3cOtzo9rH4HTu+0HPvPBByzavZvNOJ/+00BHWVl/P1qNRtMLtMzWKPLpo/4Q\nj8cd4X4q7EPFc+fymKvt9fX1PPbYY1YipL1AgM/nwzAMIkI49Nonjh5l586dNDU18UIg51fUAAAg\nAElEQVQ0SoUQ1qwuyJncILmT+rFtE67Xar8UmeR9e8iI13kEMAu4A9j04ovWttLaWhhAXWzNyKWg\nRramb6gEByWE3AkO7imjtpISEq2tWdNM6jy7OztJCGFtP3vFCozvfx9hCholKOwCwV11ZA9wIZmw\nkrtcx7gFkF2weGVap4D/BbYA15OZZlNGud3oTph/08C1wO9/+EOIxZi5fPmACvVrNBqNJj896aO+\n0pMTKZ8BHw6Hqa+v54knnrDup7q62rF+2WWXEduyhQQ4dGJpOMwTDQ38wDTAE2SSJGPmfvZQEHc1\nEKW77LoOZFxVG7AIbx1q/2vXi6pT5MSnn+7Fp6YZ7WgjewTR0xO9m9LaWtogq0OU/Tw7Ojoo3reP\nkupqTistxfjBDwApYB4Gvmw7316gFClwupFebLWvPTP7LrASFe3CRZVCCpL9FA8yGTIB/I15voeQ\n3vKryJTyUwmTP/X7+ePChUx/7TW2/O//khaCnckkodZWEq2ttJnvX6PRaDSDT1/1UU8M1Gj3up/S\n0lLHemNFBddt2EDEMCi7/npLR5x+4IDDwx0ho9eWGAZXCMFFwEfNa7n1l3t9O/B5ZDy3qkySBn6A\ndB5BZnYY4A/AIXN/1RlyshkfrhnbFLSteiHRWep9Z926dfzLv/yLlXW9ANiFNIq7kR5rgM/4fPxX\nOu0wrEFmaafTaeYLQQ2wgoyxnUS2n/0u8NfI0oEfQQqUNLAP2akiBjwXDDJnzhyeeeYZhBCOBMwp\nhkF68WK+dNttViLokiVLWHP8ON8zr9cN/Lq8nCrtCdCMYkZadZGhQMvt8c1wVclo+PKXuXbbNkvX\nLT/zTDrnzGHq1KlWmcInGhr4R3MfyMyyqnJ8ytudAv4FuM1cV/orBlYiZQRZqWsO0Aw8NWsWv//9\n75kvBBcaBh+5/HKu+clPCvZ+NYWhPzJ7XBrZ46EcTltjY5aHOx6PU1FRQTKZtPZbAFxoGMSEII40\npK+++mruvfdeUqmUtV95eTnLly9n+/btHD58mHPOOYeJW7ZwF1L42Kfg1Hl3kjHg3TVMJ0yYkFWq\nKVc5vruuuIKTt23ja++/b3kBKn0+au6+m9oCerPHw/dEM3xoI1uj6R9e+i0f8XicGysqWJRMsgto\n9fkoKirKqumtzmtMmcL5W7YQRBrVBpkyfklk5a37PK7j8/ksJ5adaDSa5XXXjD76JbP7mik5Upbh\naqs+GogtWya6bBnWW+vqrIzuaDTqaOWOma3t9/uFYRgiFApl7VdUVCSi0aijuolhGFZ29k3mX1xL\nvm2fNgxx/9lni53l5eKZyZNFbNkyIUR2lvXWujrRaWZsdyGrnajzBYPBgv3/xsP3RDO8MAKrixR6\n0dVFNAPlhWjUs6pWT2ytqxO3T55sVdkyDEOcffbZImo7XrV2X7Vqlbhz2TJxs2GIBWY1kFeRFbFS\nZKpvAaK8vFwEg0FhGIalF93LQp9PbD/rLBGbNUtXEBnF9Edmj7uY7MHOmB5OvDytbY2NhM0ncJWo\n8ez3v89tZgev6667DmGbvVgAXCgEu4GnzC9FW1sb7e3tbNy40fIuNzQ00NXVZR2nzuGO17bzjN/P\nM8iulCEhSCaTpNNpwsCjQhB65RWr6ghbtvDEk08y/49/lJ7xHTtoA6Zu2ECITKv102zXS6VSBfv/\njaXviUaj0Yw0+jtT2N7czCzIqqqV7zpPNDRw7bZtfAHphV4C7BGCV155hU0rVzLxjjs4+Qtf4G/v\nuMPSc6FQiAWLF8Pu3fwYKDLPp7zaNwDVwHvvvUcqlXLoVTsrgLvTafwHDwLQtXKlzikaR4w7I3uw\nM6aHi1zlkNqbm7NK3+1Mp2UB/K4uvv/971sNat5GlhIKCUFCCCl4urtZvXo1gJWxvXbtWt577z0W\nINu8zUBWB3kIZywaZOLRdhsGi775TYqLi62OXPfffz8TJkzgb157jdAbbzhKAQrg06aBrR4Ojm3Y\nwKKEqjEiOTMQYGE6TUU6zVN+f8H+f2Ple6LRaDQjjVz6qze4m7d0lJVZDdzc57Dn9HglPqqwxtBL\nL5F46SXm2ra/nUhwyu7dTAfL0WOn3Dw+8tJLTDLHImT04emnn85HjxxhoxBWiT+QzqJX779fG9nj\nhHFnZA92xvRwkcvTqgQQSAP7GuQP3ufz4ff7Oa+7WwoVsLo3qizoiLlvKpWSwuP4cWJbtvAeUpg8\nDlZSyE3At5CCQ8VjA9a5E0Lw2dtv55MrV9LW1sa/rV7NZ1IpYsDvDCOrLrfC/nCAYTjGAN6ZO5cd\nra3yGt3dvNrWBgXqRDYWvicajUYz0hjITKG9qlZHWRmX//jHOY11dZ1d4CjtFzO3R3D2i/gW8AUy\netGr7rXSWacjCwcEkHHa2F5vAprefJMLwGFgq/iRH+3dy2nxuNYr44BxZ2TD2GhRmsvTWlpby7ZX\nX6X19tvZJYRlYC9dupSysjJ8DQ0OoQIZozYGXA18HTiPTCk/VSdbVRJRx6h1gSzF91GcAqtCCG67\n556MtwAp6H4rhGXguxvYJM17ebK8HP9f/kK3bfvj5eX4iouta0DPU4UDYSx8TzQajWakMdCZQtW8\nZd26dXmN9ZKSEgzD4GnDYIkQWTOvMTLGdwr4Ihmj2N23wV7zWpWvDZr721uq+4Fa4EpkOb+UbX+Q\nM8DJZJL9NTWcdMMN2qM9xhmXRvZYQHlam5qasrZVrV/Pn2bO5Llrr8WXSlFUVER9fT2xWEz+wMl0\nU1SCwwd8A/h723lUCaMbgNvN44K27Wnb368jv0zKUDbAmkKrQcazqfjrKpyeAXWtJLBv8mTev/hi\nFmzZQsgce3L2bP78hS/wyLvvcvqvfsUFZLpIGlOm9OFT02g0Gs1w09+ZQnscN8ChQ4cIBKQZ4zbW\n4/E4a9asIZ1O4/P5eM7nozWVwjAMvlFayvwDB/jggw+4HjgFuAi4gOzGMrhe2xvNKL3l7mjsR+q8\nG4B/B/6OjNPqt2RykhIrV/L47t2Io0d7XSlFM7rQRvYoZ/PmzSQSCTZv3uyYKqutraW0tNRhhJeU\nlADZLWSVMX2FOeY2gL+ELL5/DfD/AsVkntghY1y7W6jfhBRac8l4rdU2d/esNFJY/bikhHO3bWOh\n7byTXnmFn95+O2VCMAfpGQiYf9/89a+J62k3jUajGVV4zRTmS4a0x3EHAgGEEKRSKavsbE1NjWeo\nSDqdxu/38/nPf54PPviAL06ZwvItW6xExi7gOuDjrvvL1c3YHuaYBjqBE237KM+1DzjHXPYBzweD\ntM2ZQ8VLL1H03nuWLgxv2eJI9teG9thCG9mjmN7EtdmN8IsuuogaMkkc7rav9qRD+3YfsNEct39h\n1L72lrT2bQIIkxE67pg2t/AygAUvv8zzZLwDBlCWSHCP6/zqfr/c0cGSRYuoufvunHW2NRqNRjOy\n6SkZsqmpic7OToQQVi1qVdFj+vTpWXI/EokQCAQsT/ZvfvMbUqkU56XTjupbQaR+U7rNK1cInHrL\nrrNOdO33EDAP+Csy+q0MmN3dzbWtrXyFjNNJ6bHeVkrRjD687CPNKEHFtfn9fs+4NrcRfvjw4axz\npJFTWLcjn+jtxT3BaWgro9ftCfcqXGQXVAbZCSTuY3xI478WWfHkN7Zz2M/jfh0AFqfTrF69mltu\nuYUlS5YQj8c97kij0Wg0IxUvp5EiHo/zwAMPWEZ1IBAgGAzm1H0KtX86nSaZTJJKpdglBN1k9FAa\nZ/ik43jXX2z7ufWRQDqHbgee9dg/BCwnk8uUBnaEQiSQOrgbWTlFM7bQnuxRTE9xbe7kkuXLl/Nv\nzz3HVakUQaRAeABoQiaCPISMnz4NeAvoAL5JJs7aniUNUkikgSeRHmvV8vx5c10Jpi3A+8BVZJ7Y\nnzL3UR6FFBlDPmheP0GmNik4BZ16rTLF0+k0Qghd01qj0WhGIfmSIWOxmNWB2DAMli9fTk1NTd6Y\nbnWMagri9/sxDIPnfD4u7O6mxtzveeDHOD2OSr+kgFac+swLlbCvqnndTiaJEjJ68zDOKicHv/pV\nXq2o6FP3Ss3oQhvZo4zGxkaam5uprq6mtrY2bwUMLyO8tLSU/6+hgdMPHODeAwd4ypx2m/Wxj/EO\nsHr/fkC2V1+4cCEP7d5tZWSDTOSYhixdVIw0nBchhUwj0mB/NhBgvc/HF7u7+bkQfBspGPecfTYf\neflldpGpURpB1uuea55LtU1vKyvj/k98gqk7dnDCiSdywsKFHH/qKTo6Otj1zjuUmR4Kdb2Q308y\nmdQ1rTUajWYUks9p5DbAVfx1PmeK+5gNGzZYIYVtbW3ccccd7N+/HyEE/w0Oo3uu+fq/PvIRHn3v\nPb76zjssR8Zfg0yUDAITkbpxP86qJeAsMJBC6rXd5eW8ec45HN++nYkXX8w1P/mJ3Fkb12MWI1eX\nopHOvHnzxLPPPtvzjmOIxsZGVq5caa1Ho1Fqe/nj9EoocWdqx2IxSkpKLEHU1NTEPfe4o6EzfCcU\n4l8SCcuDfeepp3LgssssARiPx7nwwgstIbdr1y4AKxlzzpw5tLe3W9ec1dFB8b59eZ/o161bxy23\n3EIqlbJKE9bX11v3r2OyNaMFwzCeE0LMG+77GErGo9zWDA796RDZ0zGNjY1ce+21JJPJrI6Nfr+f\nW2+9lZtvvpl4PE5TUxNHjhzh4MGD/O53v0MIgWEYWcdVVFTwfzo7+UJrq1U3u2XiRI5ddx1V69f3\n9+1rRgD9kdnakz2KaG5uzlrvjZFtTyjx+/1ccsklAEydOpWaGvn8bk842bBhA7FYjEmTJnkKEZC1\nt6d89asktmyxpr62HjtGy733snnzZjZs2MDTGzbwT11d7AKeSSYt43rTpk0kEgkMw2Dp0qUAVFdX\nU3XzzT2+F7d3or6+3hKe2rjWaDSasUl/+hb0VMGkvb3dYWDb9V0gECASiVgGtrFnDxWHD/Oxj3+c\nT1x+OVu2bPHUjbt37+Zry5aRaG21dOOHN2ygQnurxyXayB5FVFdXs8Ps5qjWc2EXJPaEklQqxbZt\n21iALFlUd++9lJaWcv3x4zIk5Phx/rByZdbUl50FQCSdZsuWLZxWWckZe/awLRDgiWPHAPjU8eOk\nVq7kLuQXLAFcn0rx4WiUXULQZZ5HCGG9H/W3trbWEmpAVlkm3YlRo9Foxid99Wa7Z2ubmpq47777\nSCaTGIbB+eef7zCUhRBWGOPEKVN44pJL2NrRwV8DdyPDGZN/+hP3Aa+ax0TIDhX5/lNP8XpFBdNf\ne41pl1/On4AV8+czbdo06urqtN4aT6ikgNG2nHfeeWI8Eo1GRWVlpYhGozn3aWlpERMnThR+v19M\nnDhRRKNRMXHiRGEYhgDEAhDHQaRAdIPoMv8mQHSar98398O1rLDtf9xc7PsvMF8nQaRBCNc1cp0X\nEOXl5aKlpUWEQiFrrKioSLS0tDje3wvRqNhVWSleyPMZaDQjHeBZMQJk6VAu41VuawaOW6+59UKu\n/T9tGOLbhiEW+f2WDlR68CaXPlL6q9vUXymb7lL6TI132vRfl6kbvfSaz+dzrAcCgR7vXTMy6Y/M\nzlvCzzCMFT1s/1Z/DHtN/6mtreWRRx7JGybiLoXU3t7Ozp07rXhu1YHRXs0jYC6qZXkQ+YRuZwFw\nl23/oO11CPiOee4QmazqFJkSSV7nXYBsWrMAmDZtGrFYjO7uTDP1RCJBfX29VZavrbGRmStXsmjH\nDmauXElbY2NvPjaNZlygZbZmrJKvxF+u/ed0dvKoEHxXCB5JpZhveq0XADuBW82/C8xjLj35ZEsH\ngtRbQZw9JNR4CKcuvMt2Hjvl6bSl40C2VO/p3jVjh57qZDcahvGyYRgX5ti+Mse4Zhjxqp8dDoe5\n++67qaiocOzrbgwD0jBOAdNxCo0Izs6Oqsa2Ku+3FFkhJGmOdyErjlwDjlqgMfN8bkF35bnnEolE\nCAYzzduFEDz22GNW/ev25mbHg0C7K05doxnnaJmtGZP01BfCa/+IYTj0hfpRRMh2KH3aMPjwX/5C\nkkxfB0Wa3P0d7L0k3HfkZcyrWG/N+KAnI/t54GvAvYZhPGIYxpmu7V6NkTTDjIpbvvXWW7O6Zt12\n221s8fmsWp0qMSNpLl3AL819r8b5lB9DGsvKiF6NFFqPkWl17gc2Af9qblsN3AcsMceWkIld+8KJ\nJzoEXfG+fYTDYWKxGKtWraK8vByfz0c6nbY8FyXV1QMu3h+Px1m3bp1uWqMZi2iZrRmT5NNrufY/\n/1vfcuiL4qoqotEo75SVOcb/qqyMR4XgavPYXyJ1XQqpE78BbAVeNMeUYZ0215Pm/jHXPURwGvNf\nO/VUdu/erWOyxxP5YkmAZ2yva4FjwFrb2Mt9jU8ZrEXH9vWflpYWsb6qSmydOlX8YsoUceeyZWJx\nICBuBrE4EBBby8tFtxl/ljDj1vCIY/ObMW4qji3hEXNtj4Hz+XwiGAxaMXVb6+ocx7ljrHPF4A0k\nJruvcX0aTaGgADHZI1lmCy23NcNALn1hH99VWZml8xaAuNkjh8iel/S+ue7WiXZ9mU/HaUYX/ZHZ\nva4uIoRoNAzjP4H1hmG0g/XQpxnhtDU2OjpKhcNhwlu3OvaZe801xGIx1kcinNTW5iw/VFVF3bnn\nEovFmDptGh+9+GImtbfzQ7Oo/+rVq1mSSmVlWfv9fuuLtgD4+2nTmHb55ewvLrZCWNpmzszZ7SpX\nJZHS2tp+F+/3iuvTXgXNWETLbI0mt74ora0lXlrK9oYGPnngAEkyM7uiooIf3nYbACfHYlR0dBCL\nxZjyyiuccuwY1yAb0sSQ+i4QCLBixQp+WFNDW1sb3/jGN0in0+wBLvL7+eZ55zFz+XLd0XEckrcZ\njWEYzwqPwtuGYcxFhtvOEUL4s48sPLqpQe9QiYIh5HTWq9Fojz/0eDzOjRUVLEomecLv55RLL+U3\nv/kNqVSKUCjkmKqzF+mfOnUqf/2Xv2A8/jiHZsxgxrJlrFmzxko+CSGn1Z6ePZvJ118/LALHXjPc\n/V40mqGkEM1oRrLMBi23NSMHped+m0xmdNOsWTB3LuLoUYwpUxBHj1JSXc17paXULV7MI6mUpUsv\nMnXj1KlTrcZqyhmUrwytZvRSiGY0X/UaFEI8D8wzDGNJXy6mGXram5uZhfxHC3M9lxdYebxbTziB\nFiHoBiKpFLFt20iY+9i9v26D9afXXUflPfdIIfTGG7y6bBk7d+5kf00NoVdesWK2F7/0Ep0rV9IG\nQ25o6zrbmjGOltkaTR7sem6RaWAHkDHWRR0dfHLLFqtCVhpI7djBHeecw+WpFEXmuAC+ed55VG3d\nmtNxo3WLBnowsoUQf+hh+87eXMQwjK8AHUKIx+zrQHFvxjX9p6S6msSOHdY0WK5EQeXxngWUA6/5\nfPwQrKf2JcDThuHI6naHXhx78EFLYCmDPlJbS2L+fPyvvGJlZqvyR/kM/kKiBaBmrKJltkaTG7ee\n+yefj2Q6jR+pl857800MMjpMja95+WUEmWoiKWDm8uWADkHU5KfgHR8NwygG/gb4mbk+A/isEGKl\nuf4o8Fiu8ULf31intLaWNvCMe1ZP9B1lZRx78EGHx/sfTjqJ0LvvWuufMQymfulLADQ0NHDs2DGO\nHj0KyFa0AMfnzydhGtMpwHjjDbbdeCPHnn6axWRK2ajyfx1lZaxbt84xxWb3MPe1u5dGoxk4WmZr\nxirumd3PzZvHr//wB6qOHsVPpmKIKktrL8+H+ToFPDR5Ml8zdWkkEiEQCJBOpxFC0NraSmNjY1b4\niNZl45S+Zkr2dUGWT64DviIyGe/rbdt/DszNNZ7rvDpLfWC8EI1ana3eB3G1Kws6tmyZY/3OZcsc\nnRi9llAoJO5ctkz8YsoURyfIFWZnrLS5JED8vLLSsytlrnVdBUQz1mCEdnwslMwWWm5rhhml9+zV\nPtxjO8vLRReZrsXdZnfHtG1ZAVbX5ZaWFhEMBrP0oWEYoqioSOuyMUR/ZHZPdbIHhGEYS0X29GEx\n0G5bPwbMyDM+7mlsbOSiiy6i0dXd0D6ea59cuJu6lACfNQz+7eyzeTUa5YKf/IQddXX829lns6Ou\njnc/8QlHJ0Yvuru7+T//+Z88d/So1UEyiMzCvhD4WXExu2fN4vfRKDtnzKCzs5NUKkVnZyc333yz\ntZ5IJGhubu5Tdy+NRjNwtMzWjGVKa2t5NRrlqcpKXo1Gea+0lF+1t7Ojrs4a8xUXW92QU8ipmQfM\n18qTfQrQbDZCi8ViJJPJrGsJIejq6uL+++/XumwcU7BwEXMq8bVCnX+80NjYaLVD37FjByBbq3uN\nu/fJhztWe7dhsHfCBGY1NVFqTm9d/uMf09XVhe+HP+Sf/umfCAaDJBKJnOf0+XykUil2gdXsRnV4\n3APsPX6cXfffz3vApn/8R+X9QgjBsWPHABl6EgqFqK6u5oknnrCSSXSHLI2msGiZrRkPqJJ+7oTF\nDRs20N7ezqyyModu/K553JU4ddpVZn6T6kTZ1dXleb1p06bR1tamddk4pZAx2XPBKh11PlBiGMbz\nZJJkFJORgn1yjnELwzBqkVOUTJ8+vU8309jYSHNzM9XV1T0aoCOJZlfb8ObmZmpra7PGvfbJhz1W\nu6OsjC8UF/N9W7xYLBajq6uLdDpNOp3mRz/6EXfeeSd79+7lyJEjHDt2jM7OTiKRCO+++y4Ac+bM\nYc2aNTyTSHARUJFO819CWHWzk8mk9RTv9eQPMHPmTJqamgiHw5SWluo4No1m6Bh0mW2er99yW6Mp\nFPaExa6uLq699lrS6bSslFVXR/G+fXSUlTH1wAH27dvHkoMHrV4QFXV1lo4Nh8Ps2rXLKmUL8Ktf\n/YpUKkUwGKSuro66ujqty8YrfY0v6c8CrCcT31cMRG3bHs03nmvpS2xfNBp1xEpFR1HXpVz37h4f\n7PfX0tIiAoGAo1vj2rVre3Xc2rVrRUtLi2hpaRGrVq0SRUVFjng0e9dFdyzbaPrfaDQDgREaky0K\nJLOFjsnWjCDseigQCAifzycwuzZ66Tq7buvNuXu7r2b00B+ZnbcZzWBgekXuRXo4bhRCvGYYxlL7\nPiJTDspz3Iu+NDW46KKLHCEVlZWVPPLII71+D8NNLi+8fRwYdE99Y2Mj1157LalUiqKion43bvHK\nrLaPtbW1jcpZBo1mIBSiGc1gUCiZDboZjWZkofRQSUkJa9as0U3KNHnpj8wuuJFdKPoirO3xywDR\naFQbc71kMEoPudu6azSakWtkFxJtZGtGKj3pOq3HNIXo+DgmUAa19pb2nYE2brEX/0/s2DEsXR41\nGo1Go8lHPl2n9ZimvxS0hN9Iora2lkceeUQb2EOMu1Rge56ETY1Go9FoRhpaj2n6y7gxsjXDQ0l1\nNQlk2aN8bd01Go1GoxmJaD2m6S/jIlxEM3zka+uu0Wg0Gs1IR+sxTX8ZF4mPGo1GM9LQiY8ajUYz\neuiPzNbhIhqNRqPRaDQazSCjjWyNRqPRaDQajWaQ0Ua2RqPRaDQajUYzyGgjW6PRaDQajUajGWS0\nka3RaDQajUaj0Qwy2sjWaDQajUaj0WgGGW1kazQajUaj0Wg0g4xuRqMZVcTjcWKxGJFIBMB6HQ6H\nPfexj2s0Go1Go9EMFdrI1owa4vE4S5YsIZFIEAgEEEKQSqUIhULs3LmTcDjs2Mc+rtFoNBqNRjOU\n6HARzaghFouRSCRIpVIkEgm6u7ut17FYzHMfNa7RaDQajUYzlGgjWzNqiEQihEIh/H4/oVCIYDBo\nvVbhI+591LhGo9FoNBrNUKLDRTSjhnA4zM6dO/PGZLv30aEiGo1Go9FohgNDCDHc99Av5s2bJ559\n9tnhvg2NRqPpF4ZhPCeEmDfc9zGUaLmt0WhGK/2R2TpcRKPRaDQajUajGWS0ka3RaDQajUaj0Qwy\n2sjWaDQajUaj0WgGGW1kazQajUaj0Wg0g4w2sjUajUaj0Wg0mkFGG9kajUaj0Wg0Gs0go41sjUaj\n0Wg0Go1mkNFGtkaj0Wg0Go1GM8hoI1uj0Wg0Go1GoxlktJGt0Wg0Go1Go9EMMoHhvgHNyCMejxOL\nxYhEIoTDYc/tTU1NANTU1NDW1kZzczPV1dXU1tbm3M/rXL29pkaj0Wg0/WWgOsZ9fC49WFZWRnFx\nMSUlJbS3t2udNt4RQhRsAdYDM4Bi4Cu28a8AS9Xfnsa9lvPOO09oBp+WlhYxceJE4ff7xcSJE0VL\nS0vW9qKiIgEIQPj9fus1IKLRqLVfKBSyxouKirLO1dtrajRjEeBZUUD525+lkDJbaLmtGSYGqmPc\nx0ejUYd+c+tBtfh8Pq3TxhD9kdmFDheZCzwKrBdC/ALAMIwZwGeFEI+ZYzfmG9cMLbFYjEQiQSqV\nIpFIEIvFPLcrUqmUY3tzc7O1X3d3tzXuda5814zH46xbt454PD44b0yj0fQGLbM1Y46e9Fpfj29u\nbnboN7ceVKTT6X5dTzN2KHS4SFQJahtLgQ7beodhGHOBeV7jQojnC3yPGhuRSIRQKEQikSAUChGJ\nRDy3d3V1AeD3+x0Cprq62tovGAxaBrnXuXJds6SkhCVLlljrO3fu1NNtGs3QoGW2ZszRk17r6/HV\n1dUOh5NbDyp8Pl+/rqcZOxTayJ5sCuMZAKbwLgbabfscIzM96TVuCWzDMGqBWoDp06cX9MbHK+Fw\nmJ07d+aMXQuHw+zatavHmOxwOEwsFutVTLb7ml5eB21kazRDwqDKbNByWzP89KTX+nN8aWmpjsnW\n9Ighw0yG4EKG8RywBFPYCiEazPEocnpyhte4h1cFgHnz5olnn312CO5cM9TE43HtydaMeQzDeE4I\nMW+47yMXgy2zQcttjUYzeumPzC6YJ9swjK8AM5QAJuPl6EB6QBST4f+2d/+8bVxZH8d/x7LlagGt\nvGkNRCmeKo3DLdgJkPwO7N3OQYrYRfrHSBEgQApDqdPYQQLYXeL0KSwB7FisrNGpaOoAAA+ASURB\nVNRbRAukCpDHjoCniWlIZwvekUbMUOJI987f7wcIIl6NxTPD4ZnDO5f3aj/8v6gdPXPZXgcA5ZGz\nASCulMNF9nU64a66+56Z7Wv6DfbMylntCeNDgw2HQ4proFrkbACIKFmRHZLwnfAN9DWFb567+4GZ\nPTezzbDp1lntAID0yNkAEFfSLz7OG5vn7ttl2gEA6ZGzASAellUHAAAAIqPI7plUi7yweAwA4Dxt\nvFa0MWY0Q+p5stEgqabGq2rKvfF4zIwjANBSbZyetShmSVyLsBCK7B5JtchL2b97kWK5jckZAHCi\njQuNzcb87NkzPX36lKIbC6HI7pHLLi0b4+9etFhuY3IGAJxIdQ1KaTZmSecW3VybkKHI7pHYi7zk\ne6QX/bsXLZbbmJwBACfauNBYPuYbN27op59+0tLSkiQVFt10ACGPIrtnYi3yUtQj/emnn5777y5a\nLLcxOQMATmvjQmNZvNk17+rVq/r444917949STrVk00HEPIosnEhF+2Rvkyx3MbkDABov/w1T5Ju\n3rx5fD2iAwjzUGTjQi4zfINiGQDQJmdd87imYR6KbFwIwzcAAH3BNQ8X0dsimzmXL49P73FwLgJA\n83HNQ1m9LLKZcxlNwbkIAEA39bLIZs7lcrKe1hs3bujVq1f0uEbEuQgA1VjkriF3FhFTL4ts5lxe\nXNbT+ubNGx0dHenKlSu6fv06Pa6RcC4CQHqL3DXkziJiu1J3AHXIvsDwxRdf8CY6R9bTenR0JEk6\nOjo67nHF5XEuAkB6RXcNL7INUEYve7IlvsCwqKynNd+TTY9rXJyLAJDWIncNubOI2HpbZGMxs0vK\nMiYbANA2i0zBxzR9iM3cve4YLmQwGPju7m7dYQDAhZjZS3cf1B1HlcjbANrqIjm7l2OyAQAAgJQo\nsgEAAIDIKLIBAACAyCiyAQAAgMgosgEAAIDIKLIBAACAyCiyAQAAgMgospHMeDzWo0ePNB6P6w4F\nAACgUqz4iLnG43Gpla/y20vSxsaG3rx5o6WlJX311Ve6f/9+4ogBAKjOeDzWs2fPJEn37t2TJFaM\nxLGkRbaZrUj6h6R9SWvu/iS035F0IGlF0oG7b5/VjuqNx2NtbGxoMploeXlZOzs7ZyaM2e0//PBD\nvXnzRkdHRzo6OtInn3yi999/n6QDNBg5G1jceDzW+vq6JpOJJOmbb76Rmenw8HCh6ya6L/Vwkefu\n/iQk3tuSZGZrkm67+7a7/yDp4VntqMdoNNJkMtHh4aEmk4lGo1Gp7X/99ddTvz86Ojr3b6Sy6LAV\nhrcA5GxgUaPRSG/fvj1+/PbtW719+3bh6ya6L1lPtpltatrDIUly97vhx1Ptkg7M7JakQVG7u++l\nihHzra+va3l5+bhnOhsCssj2S0tL+vHHH+XukiQz0/Xr18/9Gyks2iNftuce6BpyNlDO+vq6rl27\ndtyTfe3atVM92XVc89AsKYeLrEnHiXtFkkJvx4qkV7ntXodt57UfJ2wzuy/pviTdvHkzYegYDofa\n2dlZeGxZfvtffvlFX3/9tdxdV65c0ebmpj7//PNaitaiHvmiOBbdDuiw6Dk7/D3yNjppOBxqNBox\nJhtzpSyysySdjd17YWaX6uEI4wOfSNJgMPBLR4gzDYfDUkki2348Huvp06fHvcJ1FdjS4j3yZXvu\ngQ6KnrPD3yNvo7OKrpMU18ikLLL3Jd3IPT6QdEsnX5LJrIZtV+e0o2XK9oI3IZYmxQzUhJwNABGl\nLLK3Jf0z93hF09uIryVt5dvdfc/M9ovaE8aHhMr2gqe0aCxNihmoATkbACKy7MtpSf74dHqn1fDw\ndRjfl435O5a7PVnYXmQwGPju7m7cgAGgImb20t0HdceRlzJnS+RtAO11kZyddJ7sLEEXtBcmYuZY\n7aayi9oAqAc5GwDiYcVHnOsyRTJT4wEA6kAHD+pGkY0zXbZIfvbsmf744w+5O1PjAQAqUUUHD0U8\nzpN6xUe0XNmVH/PG47G+/fbb40Vprl69ytR4AIDkLnPtWkRWxH/22Wfa2NhgpWAUosjGmbL5o5eW\nlkrPHz0ajXR4eChpuurjRx99xKd9AEByl7l2LSJ1EY9uYLgIznSZ+aNnF3jJVsMCACCl1GsfsIAZ\nFpF0Cr+UmAqqHRizBhRr4hR+qZG30SVc3/qlcVP4ASzwAgDoIq5vOA9jsgEAAIDIKLIBAACAyCiy\nAQAAgMgospHEeDzWo0ePmDsUAAD0El98RHQspQ4AAPqOnmxExyT9AACg7yiyEV3qlbYAAACajuEi\niC71SlsAAABNR5GNJJikHwAA9BnDRZAUs4wAAPqA6x1m0ZONZJhlBADQB1zvUISebCTDLCMAgD7g\neociFNlIhllGAAB9wPUORRgugmSYZQQA0Adc71CEIhtJMcsIAKAPuN5hFsNFAAAAgMgosgEAAIDI\nKLIBAACAyCiyAQAAgMgosgEAAIDIks0uYmYrkv4jaT/X/J27f2lmdyQdSFqRdODu2+HfFLYDANIi\nZwNAXCmn8BtIetfdD6RpMnb3H8xsTdJtd38Q2l9I2p7XnjA+AMAJcjYARJRsuIi7b+eS9S2d9I5s\natrzkTkIv5/XDgBIjJwNAHFVNSZ70933ws8rkl7lfvda0toZ7cfM7L6Z7ZrZ7m+//ZYyXgDosyg5\nWyJvA+iv5EW2mW3q9Bi/C3P3J+4+cPfBO++8E+NPAgByYuZsibwNoL+q6Mm+q9MJ+2Dm96vh9/Pa\nAQDVIWcDQARVFNkDnU7G30t6L/d4JdyWnNcOAKgOORsAIkg5u0je6+wHdz8ws+fhlqQkbZ3VjnYa\nj8cajUZaX1/XcDisOxwA5ZCzAeCSkhfZ7v5BQVvhNE/MsdoN4/FYGxsbmkwmWl5e1s7ODoU20BLk\nbACIgxUfEd1oNNJkMtHh4aEmk4lGo1HdIQEAAFSKIhvRra+va3l5WUtLS1peXtb6+nrdIQEAAFSq\nqjHZ6JHhcKidnR3GZAMAgN6iyEYSw+GQ4hoAAPQWw0UAAACAyCiyAQAAgMgosgEAAIDIKLIBAACA\nyCiyAQAAgMgosgEAAIDIKLIBAACAyCiyAQAAgMgosgEAAIDIzN3rjuFCzOz/Jf277jgK/E3S/9Ud\nRIGmxiU1NzbiKoe4yvkfd/9L3UFUqcF5O5Wmnnspsc/90Md9Lp2z27ys+r/dfVB3ELPMbJe4ymlq\nbMRVDnGVY2a7dcdQg0bm7VSaeu6lxD73Q1/3uey/YbgIAAAAEBlFNgAAABBZm4vsJ3UHMAdxldfU\n2IirHOIqp6lxpdS3fe7b/krsc1+wzwto7RcfAQAAgKZqc082cClmdsvM7s+03TGzzez/57XXENeW\nmd3JtW+Z2ZqZreTbK4yr8PnrPF4hlt/N7GXuv/89K14ghjI5BWibOq+LbdW62UXChfFA0oqkA3ff\nbkg8tyX9y91/CO1bkh5Lei1pM2uvMK7C56/z+JnZiqT/SNrPNX/n7l9WfbxCQngg6V+5tjVJt939\nQXj8QtL2vPYK47qlk9dq28x+NrNtdz+QdEvSC0nbWXxVxRX86fnrPl6SBpLeDcdHZnYndz5Vcryy\n51Vxbih8DzYtt8XU5X3LlMkp9USYRtnzvO1m9mvV3Z8UtHdmfzPh+v1PSd+Fx50+t2PVUK0qspv2\nojah+DlDrcXPHI0ofiTJ3bPieSXXvKnpmydzEF7jQVG7u+9VFNeapL/r5LU6CG17kh5X8QFuTlya\n8/yFx7Gq45VPeuH1y3+oq+R4zcsNklZV8we5qnV53/LK5JQU74U6lD3Paww1ilBoPnD32+GxS3rS\nk3N8oNOdGZ0+txWphmrbcJF5RVBd1jT99J7Jih9pejF/r6YCe97z13r83H07V2AXFT91Hi9penF8\nlXv8WtPXc157Jdz9B3d/KB0n+bVcIlsNt6jv1DT8oej5az1eMzZnkn5Vx2tebpj3Hmxaboupy/t2\nnia9F1Ioe563mrsf5ArsWzr5Ilwn9zdjZpsFPbZdP7ej1FCt6snW/Be1lk9OoUcsu4VQWPyE+LJt\nq1T0/E06fpvu/mXucd3Hqy22JH2QPchuVUraC2OPjz/IVKHo+at67vOE2/f5D3KVHa95uSHEVOaD\nXBd6hbq8b712gfO8E695uFY9kPQwNHX2HA+9t/vnbtg9UWqothXZTUbxs6A6i59zZOOsMquaxrk6\np71Soef1sbvv5x6v5T6sVJrYz3j+ecexanc1HVMnqdbjdSo3oFea8l6oQm/O8/BB4qGkl5Leqzue\nxG5Jxx8s/i7phpntqePndqwaqm3DRWaLrka8qEXFj4XZDIJKb6Oc8fxNOX53889b9/HK+V6nE+ZK\nuDMxr70y4YPJXkjuK7nehfwbf7XiuOY9f+3HK5gdS1/58ZrNDZr/HmzKezOFLu/beZryXkiqxHne\namGo2aY0HToS2maHEEgd2V/peLjiD6End1/TL7fuq8Pndswaqm092d9r+mk5U/uLmit+9sPtsuyg\n5w98HcXPn57fzPbVjOM3mImj8uMVXrfbklbMbC8bL25mz+1kKqItaZpMi9qriiv0IDzWdPyXNO2N\n/WvY/k4ouNd0cuuykrjCOfWn56/7eM1s8jr7YV68iWObzQ2FOaxB780UGpe3UyiTU7qkzHleS4Bx\nDZTLKcG+pF11c3+P5b47shbO7/0On9vRaqjWLUZjM3Mx1jlNTjjpnuvk082p4idr0zQBVRrnvOdv\nwvEzs5eSNvLDQeo+XkBM5+SGwvdgE96bqXR53/rsIud5281cq/b9ZGq3Tu5vX8WqoVpXZAMAAABN\n17Yx2QAAAEDjUWQDAAAAkVFkAwAAAJFRZAMAAACRUWQDAAAAkVFkA0GYQ/nn8N/LMD2VzGzNzH6u\nOz4AwAkz+z1MCZtv+znM1w3Urm2L0QBJhAVKvpb0blhA4njFyTDp/u36ogMAzGNmt7q2+Au6gZ5s\nYGpN0na2QI677+eWCFb+ZwBAYzxSt1YbRIdQZANTu5I2zWwr34stSWa2wnARAGiesOLi2mzeBpqA\nIhuQFHqwP9C0R/ulmb1gXB8AtMKWpId1BwHMosgGgjBE5K67/1XSnrgFCQCN5+5PJP2DjhE0DUU2\nUOyxpEHdQQAAFvJE0v26gwDymF0EkGRmm5LWQo+INL31uF1jSACAxT2S9PLcrYAK0ZMNTO1K+iDM\nu/q7pFV3Z4wfALRA+F7NtqbfqwEawdy97hgAAACATqEnGwAAAIiMIhsAAACIjCIbAAAAiIwiGwAA\nAIiMIhsAAACIjCIbAAAAiIwiGwAAAIiMIhsAAACI7L86XwtaxddFYgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(12,5))\n", "ax[0].plot(d1['Si'],d1['Z'],'k.')\n", "ax[0].set_xlabel('Si')\n", "ax[0].set_ylabel('Z')\n", "ii=(d1.Year>=2014)\n", "ax[0].plot(d1.loc[ii,['Si']],d1.loc[ii,['Z']],'r.')\n", "ax[0].set_ylim((750,0))\n", "ax[0].set_xlim((0,200))\n", "\n", "ax[1].plot(d1['N'],d1['Z'],'k.')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Z')\n", "ii=(d1.Year>=2014)\n", "ax[1].plot(d1.loc[ii,['N']],d1.loc[ii,['Z']],'r.')\n", "ax[1].set_ylim((750,0))\n", "ax[1].set_xlim((0,50))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:python36]", "language": "python", "name": "conda-env-python36-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }