{ "cells": [ { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import cmocean as cm\n", "from mpl_toolkits.basemap import Basemap, shiftgrid\n", "from matplotlib.patches import Polygon\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc') as b:\n", " bathy=b.variables['Bathymetry'][:]\n", " nav_lon=b.variables['nav_lon'][:]\n", " nav_lat=b.variables['nav_lat'][:]\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-126.410291443 -121.308351746 46.849664917 51.114801178\n" ] } ], "source": [ "lonmin=np.min(nav_lon)-.01\n", "lonmax=np.max(nav_lon)+.01\n", "latmin=np.min(nav_lat)-.01\n", "latmax=np.max(nav_lat)+.01\n", "print(lonmin,lonmax,latmin,latmax)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(898, 398)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nav_lon.shape" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "thalweg_pts = np.loadtxt('/data/nsoontie/MEOPAR/tools/bathymetry/thalweg_working.txt', delimiter=' ', dtype=int)\n", "thlons=[nav_lon[jj,ii] for (jj,ii) in thalweg_pts]\n", "thlats=[nav_lat[jj,ii] for (jj,ii) in thalweg_pts]" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cmb=cm.cm.deep\n", "cmb.set_bad('grey')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "masked_array(data =\n", " [[-- -- -- ..., -- -- --]\n", " [-- -- -- ..., -- -- --]\n", " [-- -- -- ..., -- -- --]\n", " ..., \n", " [-- -- -- ..., -- -- --]\n", " [-- -- -- ..., -- -- --]\n", " [-- -- -- ..., -- -- --]],\n", " mask =\n", " [[ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " ..., \n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]],\n", " fill_value = 0.0)" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bathy" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ZsmUsXboUOzs7vv32WwYOHFgoGZJVahAwcOsP7Br2yRPnjxxdg4mJEW3bvF+o\n/gEybnqSmvSAlPRkNFKDdfk63PDYXej+SgNra2tmzZrFlClTOHDgQGmLU6Y4eXJUaYtQdJQhS7Ls\nSPoMvL29cXd35/79+1y8eBEjIyMCAwOJjo7Os31qaiq7d+/GxcWFZcuWMWHCBNatW0ePHj0ArfL8\n448/kFJmx3E/i19u/EasQo+U8Eya1n7Sby0lJSUr6ie50PeYnp6O8/+0u5lCCPrvmoHnnQNP1MAp\nC4wbNw4/Pz+OHHluUmgdryg6Z/IS4OjRoxgaGqJSqbC3t6du3bpYWlri5OSEk5MTaWlpuLm55bIM\nExMTOXDgACtXrsTHx4c2bdqwY8eOJxSNEAKNRsP+/fsxMjIiLCyMkJAQOnfuTLNmzXK1vXDhAjdu\n3kFlV4HhvYyZ0OjdJ2Tdu3cvesbJmJkVvNzqqGObiLobQdDeu1jWcEFKSaYmk/sBetChwN29FBgY\nGLBkyRImTZqEh4dHsVSd1PGSo3MmL346d+6MRqPJ/oGlpqaSlJSESqXCyMjoifyRERERDB06FHd3\nd4YMGcLevXspX758ni49PhH/UMEhBUvLGBLi7Gnfvj1WVlZP5I4MCQnRloQwE6SEqOjXN+8d26FD\nh7J97zL8YqPpkeN4QOhBLE1NsTJv98Q1/zv6K7EBISTEpJKeYoba8xSRnqdIU6diqG/EvvcKP23P\nLxkZGQQGBhZ4fTY/9OvXj1WrVvH7778zZkzJVnp8lD5NT0+BqakB3bvX4IcfemJiol+icvy3KTuT\n2LIj6WMIIXJZIC1atKBTp06Ym5tz+vRpzp07h7e3N0lJSVRr2IfK1avwICUcd3d3fvnlFzTSkwsX\n1+fKnn39wV8cOb6Ga+e9MbY3IyEhiSjFLeL0PTA0NMTHx4eQEG2ERmZmJjt27OD9998nLQ0q2UVT\nxTlvp3QhBIbG+rn+eF4K28OFc55cdb+d5zWZ93yI2JDEg+/+IeLXraRnpJOSnkyNaWO4G3anCJ7g\n09kfvI0/ty5g0eLP8oyRLwqEEKxYsYLZs2c/dzmjOMb+55/hJCTM4Nq1sbi7P2T+fF3i3ZJEN90u\nAdzc3LJ3jE1MTGjevDkZGRk4OTlRuXJlMjMz+WX1al5r1Q5jY1uq1B9E2xE2nPDfg1+EOcmh8ejp\n6RGYeBxLA2OCHoZz3cuXXp1eR6OE3657o4wOJyw0hssnr2NteI0qVarQqVMnAJRKJZ9//jnvbZlP\nA2s1DTv1GY9sAAAgAElEQVQ2oo5t3jHUfuEHCExO4l5KOicDttGx6hCuX/DG2MKYIOO8Sxwcm7UD\nM6NyqDLSUWWocHj9XS7tn1Msz/JxHgaEkaROoVP314olF+YjmjZtSteuXVm0aBELFiwotnHy4pFz\nRMWK5ejRowY3b0bwxx8eLFlyjgcPErCzM2Xq1NaMHat1Oo+OTuHdd/dy9mwQCoWgXj07Tp16F4DF\ni8/y3XeXSUhIx9HRnDVretKxY1WuXAnhs88Ocft2FCYm+gwY4MrKld3R09P+2I8cucf48QcJD09m\n+PB6eHtHMnJkQ0aPbgzA779fZ9my84SHJ9OihSNr1/amUqXSS2D8X6XMKskOHTpkv4+KiuK7776j\ncWPtl+vcuXP88ccfvJOczGlHW0SqISr/q+zZ3xGTd5Kw0ShxaufKfc/7nD15jfIWFpibm5BqrMc7\nPx5CKg1o28CCQU1GcOrqVgJTM3l3fBuqlOucSwaNRoNTUjw+0oBva+e983jq/naOH7lEuqEBN0MN\nsTjrwcYr/lREzfEjUUz4MO/4W+tO/bCuXJugDcvpsfZDfh44vWge3DP49Nx6KiaE4+4fS3kjDROb\njiz2MRcsWEDDhg354IMPqFSpUrGP9zjBwfEcOODHW2/Vxt7elH/+GU7VqlacORNI9+6baNHCkUaN\nKjw1jZqvbzQ//HCFq1fHYm9vRlBQPJmZ2hR9SqWCVau607y5A8HBCfTooc0vOX78a0RHpzBo0A7+\n/LMfffrU4vvvL/Prr9ezE1zs3XuHRYvOsn//cGrUsGbRorMMG7aLc+dGl/gzKhZ0a5Ily6PMP0lJ\nSUydOhUfHx+++uormjZtyuTj+4j0iMX4ZhTDbrqjWWxBuEwlsE417n3+Bj2r2hITn8TFq1707daK\ncd2n5vJldHGZzeLln3PPL5gqTXKPu+zkKi6Hq6hS2YLdh1aRlJBMbGISrZvWR2NpwP27D/APDCU2\nJJpBw7rytqoef17djCYzhWR7S5wbmLD9n+sEt0tjUqPcX/76vSy4PGMVUko8fojhaPPtZKgz6FEM\nYY+jj6/n9oE7OFRXkFTRlvBAA+KtTIp8nLxwcnLi448/ZubMmWzcWHLlcfv124qengILCyN6967J\nzJltMTT89+fQtm1lunatzpkzgTRqVCFXGrXq1a2z06gplQKVKpObNyOwsTHJZek1afJvyGulShaM\nHdskKzP6axw44Ee9enb07au11MePf41ly85nt1+79iozZrTBxUXr5zt9ehsWLDhDcHA8zs5l35os\nSwkuXgklGRoayoIFC9i7dy8zZ87kr7/+yt60OZjDYXn55Z/YvCeAmlX0mbhkO2HXq3AmIgTLptWY\n9s68PKNyhBA079KYU0euIAVk2JfjYXIae47do529IDnVmMz4RBKsTGnk0gvf4GMkJCbjfesOUSmp\n6JW35Ou3ZmSXiDAMOsDtwwkI/RiEMg0T62rE+wVBjtypUkrueaVQ86uJeH3xDfbD6hIaEsGd63f5\n4ZAv+z+ZU6Dn8+WlX7BJS+bz9p/nOt79259RZAYgFAqsqlXC/+97aAzv49jFkQMfl1x89dSpU6lV\nqxaXL1+mRYsWJTLm3r1D6dgxd9TKwYN+zJt3Gl/faDQaSWqqmgYNtJtxT0ujVr26NatWdWfOnFPc\nurWTbt2qs3x5VypWLIefXzQTJx7B3f0hqalqMjI0NG3qAGhTrD2eCs3J6d/PgYHxfPbZISZN0rpJ\nSak1vkJCEl8JJVmWtkPKtJJMSkpi+fLlrF69mtGjR+Pj45OdFDcvJrX4kEktYMDmH5k0pCdfrdmF\nz6AWPEhKITTRjYf3YlCkZ1KppiN6+no4mHbkbPhfnPYPJq6cIfd8g4nxySBWnUFsSBo7vPU4OG96\nLqf1KKUnv3y3i1Hv9uKT18c+EWFzwVNNhiqVt8c0YHTlAczZMR/LBCUbz/3AkBZj+XrzbDw872Fo\n0Yx7874FKfl7rHYq3/bADBJvJdDq0lLOb5iS7+d07VIQqnQ9tuycikNDc0yNFaSmZGCgiiV84wNS\nVakIiwiMalXh0vpZBfxfeHHMzMz4+uuvmThxImfOnCmRnJOPB5qpVJkMHLiDjRv707evKwqFoH//\nbdntnpZGrWPHqgwdWo+hQ+uRlKRi7Ni/mT79OOvX9+Ojj/6hSZOKbNs2EBMTfb799iK7dmk36ipW\nLMe+fb65ZHjwICH7vbOzOV980ZZhw+oX63MoNYro/1gIYQicBgyyXnullDOFEF8BY4CIrKYzpZSH\nsq6ZAYwGMoDPpJTPdNgts0ry119/5auvvqJ9+/ZcvXqVKlWq5Pva3cM/IjMzk7EOM+mx9RwdPQMI\nN7dGOlhzJj2J5IOnMFcouZtyjNf0DYmLjiREz5SoiHju+SjITJNU716DbQPHZfeZorqAEAJnYwsa\n16xGt8cUZELqWf64fZuo65FIJBMavAfAsvcWMWfzl1zzCSMjbClW5iZMeKcnG7zvE4rMNS1xbFaN\nO0E3UKf8+2N6Hj1/+onQ86kkuf0DSIh4G5GSgQzyxtDQnOgoX/psGcfKdh/ku8/iYNSoUaxevZpd\nu3YVOurpRVCpMlGpMrG1NUGhEBw86MeRI/eoX19rSf7zjy+urrZUr26dK42ar280ISEJtG5dCQMD\nJcbGetmKNTFRhbm5ISYm+ty5E8WPP7pjZ6edrfTqVZNPPz3Ivn0+9OpVkx9/dCc8/N9ggw8/bMaX\nX56kYcMK1KlTnvj4NI4e9WfgwDol/myKg6Kabksp04UQHaWUKUIIJXBOCNE66/QKKeWK3OOK2sBg\noDbgBBwTQtSUz4jPLrNKcsOGDezZs4fmzQuXeFSpVPLbx4tZXnEeJ9yDeH/ur+gnpDPs/a7crVcZ\n9dZz9LgdyAV7U3ou/ohurtrEFb/d2wxAdVNjdl9eiyY6BY2NMeJBAunpapISU3m9VcNcCjIl9TzL\nl2wg3c6EnoOtidA3zyXH7KFz+WrrV2isTdh/MZRWLgacmLgBpUKJRmp499gG/ug8gq39xtDi+BTS\ng+PyfZ9hV25jKOzItKyK5cDWqOPTSD1+A6W5A+nJUVjX71XqChK0z2H58uWMHTuWPn36vHCN9GeR\nlxFjZmbA6tXdGTRoBypVJn361KJv31rZ55+WRs3LK5zp049z504U+voKWrVy5uef+wCwbFkXxo7d\nz5Il52jcuCJDh9bjxIkAAGxsTNixYxCffnqQUaP28Pbb9WnWzAFDQ61bW79+riQnqxg6dCdBQfFY\nWBjRpUu1V0ZJFmVYopQyJeutIdp5fOyjUfJo3hfYKqXMAO4LIfyAFsClp4paVhNcXLx4kddee+2F\n+woKCuKnX+YyaHAXvr4SSqsDxzEOicP0k45E6Cmou+E4wUPaY2xRjlSpITwxmfQ0Fa7xKaCvh4mF\nCeXOe3PIxI6aDSrQrcvrVHd60hXom42zaN6pMdO+cuPbsc1o2/zdJ9pc8t3Kod2nmT5hJT0W/kpS\n9F3CtuwhMNI/W+n2+3YawTfU9B7fmLkNn50koNvyn0mJu0/gj1tosWYuOwcX/271i9KnTx86dOjA\npEkvX2Gz4kRKiZPTSjZvHpCdw/Jl50USXHRoM6FQY7qdXfnEmEJrll4FqgM/SSmnZk233wXiAXdg\nkpQyXgjxHXBBSrk569pfgQNSyqcmQSizluTkyZM5ffr0C69fVapUiWmTV2BmZsbu+koY/e9/XlJS\nEp/ciOCdFfswTFdjrskkTBqQrFEQYWCGcaaaUCNjdto7MSL4GlZ2zfC87kNoVDRWVcrzz8NoKqQk\nE/EggiP++rgrUjFztMXjph9t8zCAW9Qcwkb1UebuWUBcYCIG5cyRUmbf45vrfyM6TEHi0dPM/W3F\nkx3kYNXN9cQF+2JZqQpIWSYUJMDSpUtp27Yto0aNwtbWtrTFKVaOHLnHa685YmSkx9Kl2p3tR4W/\nXn2K1JLUAI2FEObAESFEe2ANME9KKYUQ84HlwP8K03+ZVZLx8fHs2bOH/v37v3BfFhZ57xaamZnx\nx4IfyZibQVpaGsO3rWXjoDGYm5ujVqvR19eGsX0iJbN2f02dVYdoe+Ai/s1c2V3VAfuMTGLqOnMu\nSpAYEI+evheNTRNIjsx7KimEIMHJgUSj8uhfvU3ow6sERQWw5dByLJ1sib7tg8JAn9e/e/eZ9zPp\n9FrM7t/HQOGAz8KVOHf++IWeT0ni6urK0KFDmTt3Lt99912+rpFSEhgYiJeXFzExMYwaVTay5Vy4\nEMzw4btQqzXUqVOevXuH5nJD0gGxccHExQfnq62UMkEI8Q/QTEp5KsepX4C/s96HAM45zjllHXsq\nZXa6ffjwYT7++GO8vb0xMDAobZEAWHz5Zx7cuk/l5W40I5HEcgboxerx00ed2Dt+IVJKrt7Zxokj\nlxg6sCtKC0MczTqh0WiyY8g9/Xfx4Q8niN1yCvv/dWX6B6/z4IofwTKTo4eVJBzeT9OFfalQ05E0\nNaxumTvJb9uJS7GuGktiVAUC1qxGgyQw8l5pPI5CExUVRe3atTlz5swTET+xsbF4eXnh5eXFwYMH\n+eeff564Pi0trVjXNHVoeZHpdse2+ffOyMnJM0tzjSmEsAXUWVNpY+AwMBfwllKGZbWZADSXUg4X\nQtQBNgGvAY7AUeCZGzdlVklKKenevTs9e/Zk/PjxpS1SLtLT0/nN4zdCLt2h3xUfdjVxYdGEf60i\nn7hDhPuHc/HcDSpXrsDDe2EM+F8P3E5e5f6tIPQdLXBP1uf+vlSaDTfijm8KCmV5UqJD0JyNx6xv\nLSpUSCY1VY3QN6RbC0fK21lim5bJlxuuIcKqonY/T6ypHs3G1iAqrjyzB9nTymFAKT6VgrF48WIO\nHDjAmDFjOH/+PNu2bSMmJibPtv3796dbt27Ur1+fevXqYW5eMsXY/uu8kJJsVzg/3JOnlzyuJOsD\n69Fu0iiADVLKZUKIP9F6H2uA+8AHUsrwrGtmAO8DavLhAlSmlaSXlxdvvPEGvr6+WFpalrZYTzBv\n3ze0XHGAcyNaMff9JahUKlbtmo+ZFMQnpWBiboIiQ4OlvhF374cgTA0YNqAztRx602HedOQNezJV\n6eCqxqV6Ar+OWUyjnuOxdHAleP8qNBoN1T4bi4E5vOmk5lRsBnauVTk2eBkWA7uT7JmEcUw0sk0F\n3utiz7j+s16autePkFISFBSEl5cXHh4ebN++HS8vrzzbNmnShIEDB9KoUSPq16+Po6PjS3c//yVe\nSEm2L1yY7clTi3SZyQtC/fr16du3L9988w1LliwpbXGewMHKjBN9WtHtxj2W75qLT2gstrbm3Lnm\nw+Kp32Fra0t0vBvffbuFBs1deavnxOxrd308hX4rVmJXrxYBh65i1b+BNmNRYBCZ0WnYDRrMyaVf\n0OHzb/DfvZm7Sn1MzcrjlaEmQ6FHmx4VyTD14PRDexJ2H2HDw7dZPLYaQVEBpfY84uLisqfKhw4d\n4u+//86znb29PYMHD0ahUHDo0CE8PDzKZHJhHc9AF5ZYcsybN4969erx0Ucf5VlOtjSpY2FNetUE\nYk+l4GUXgkstB4Y1HYXzQGf09LSPPiI0htc6NyEqNPdU0sbGBluzON6rm8HilUmc2eRNrxPTMDEy\nJcj/GAEX7qKnp8fln+cTv3QKERERxMbG8t225fyxZDNKpZKenp/jZG9EnOMQHv62CYCB239j5+Di\nzUWpUqnw8fHBy8uL8+fPs3Xr1qdmie/bty/du3fPnirn3ESTUuLu7s7mzZsZPfoVSeygI4uyMwMo\n80qyYsWKjB8/npkzZ7Jly5bSFicXrRq8g6tTDJ7nvOigryQ5A7weHESFI8cPhtCgQQPOnz9N6zaN\neGggOOOzmba1tAksYmJiqCcyifYPo8bXr3Nr4h6MJ72JT9BfDPhlbLaSBe3uvIWFBVvPfU8NBzuU\nSiVfemwk1EsiDNK5tm4RrTVqQn/fSUJw/qN1noeUkuDg4Oyp8o4dO/D09MyzbaNGjRg0aFD2VNnJ\nyem5U+VHOSf79evH4MGDn0h6rKMMo7MkS5bJkyfj4uLCpUuXisTBvCixtrZmtsaZmZvOcHJmd9KD\nwzh96DIfjf6SatWq0aZNG/Ze/Al1mpojp6+TJiSNKjryx+976N+jHU4V3+D4kZ/pvXUIm3sspeni\n/7Gi77QnxklISOCnP44wbKQ2nVtMUDh6lvG06q91yDSyEOgrDYg494Av6yzh6x4FWziPj4/Pniof\nPnyYvXv35tnO1taWIUOG0KpVKxo0aICLi8sLeR88Sqa8ZMkS5s2bV+h+dLxklKG15FdCSZqamvL1\n118zadKkEkuQUBBsqiggPY3Gzna0c3HhiPJSrpIIfVt+SFiVMGZvW8DBnW4k1HfFsXpFGjVwQSHs\n8Po7mivTd5KmTkcVFsKpyL10qpB7p1pKSUUbMxwdyyOl5OzmALr2cmBplo+kzLSmXL3ehJ3aSsDQ\nz54qq1qtzjVV3rZtG5GRkXm27dOnDz169MieKhfX5tk333xD48aNGTt2LE5O/xVn61cbXaq0UmDU\nqFF8++23/PXXXwwY8HK5uvRwsUXf0Yjz/uEMa/Ux7w3p8kSbChUq8PNn37Fl7xLSyMS8pj2Hjl/E\n1NAD0yoGJJ5MocaUUdTUBBITHEGQ2XEqmb2Rfb2pqSlp1rbsOnqdQzb+GNmncfX+v7WZTWxV3Pfc\njYmxJRsHT0RKyYMHD/Dy8sLT05MdO3Zw/fr1POVv0KABgwYNonHjxtSvXx9nZ+d8/yEKSjxGpceS\nFReUSpUq8eGHHzJr1izWr1//Qn3p0FFQXhklqVQqWbZsGePGjaN3794vjYM5wP+6TmLlkqPI8wFo\nhmvyLD72CMdK9mw4eoGlbccyf8vnjBszEKtKD4hS6hNxOQTfTi4kHrxEk5r/KsC0tDSUSiW1XOxR\nKBVc8ZVE7bzKpZBfAe1UXPXgHolpCajUqqcqOGtra4YOHUqrVq2oX78+rq6uL/Qco6Ki+O233aS3\nvsuiNh8Wuh+A6dOn4+Ligru7+xMVK3WUPeRLNtt7Fq+MkgTo0qULNWrU4Mcff+Szz54+pSxplEol\nkeblqC3hoy3zWPv2nKe2VSkk9lIQrDmHlbU5m3YcprOVGd/7fktXl09pNdAWlbkjf20+QpWGdzkc\nlogq6AFGZsZ80qsNm/afIvSKH5lVFZjZWJAck/dGTc+ePenVq1f2VPlZeTgLi62tLVFWJlz76x49\nPRdjZOvA7iHPTsrxNMqVK8e8efOYNGkSbm5uL92Sio4Coptulx5Lly6lU6dOjBw5slh++IXFz9GW\nZn430HPQzxWG+Ahvb28cHBzw8vbH2NqMWmZdOBO9gwqdOvF+dUNuJcSSpk4j3S+cebN+YsUv09l1\n4Dynjt4hPiiE5PAw1rL0iXHNKlbERK8iNoY2JMX60eWXj/mt/+SSum3mD5rF0J++JjFYRcLDm/xo\ntQwfcztWtSx4wo3Ro0fz3XffFVnMvo5SpAz9kSvTETdPY+zYsVhYWLB06ZNKo7To9M1XfLb7b46O\naMX3n32ffTw2NpZPP/2UTZs28cEnA2nSpQlGZsYogXA0+CvKce6b20R5HibZQkWs3908+7e0tGTo\n0KG0bt2aNLtQlvxvBy0mvMZtbz1MRDXC/v4BI8sa3Lj9d4lbYenp6XSeP5uUK2DWpDxWtqF83rYe\nHZq/V+C+jh49yrhx416qmP3/Ki8UcdOtcNUxTx6eVeIRN6+kkgwNDaVevXq4u7u/NA7mx4N3YNNt\nMgG/TKN/a21G8507dzJmzBhSU1PJyFDTpcfrqO0scDY0YOumo6QlJOfZV48ePejZsydrL57Dvl4l\n3upanY+ajAWg/8ZfuX/MC4fXa+M/7wc0Gg0qpRGOb/fm6JzpGBsbl9g950RKSf8/v8N/7U1MjG0x\n6VSOBO8kek+vzZwG7zy/gxz07NmTrl278vnnnz+/sY5i44WUZPeFhRrz5KEZurDEoqBixYp89tln\nzJgxg61bt5a2ONy/f5/7J25ira/H+TMeZCav4udlBzh37hwpKSnZ7Q7tP5frOhMze+yaN6R2dX0+\nG9qTUyev8s383wB4EH6YS8leuLzmiOZhDFF1TrPd7y4R3reo1r0xPtO+p82KoRimJNH/9bq84Vow\nRVTUCCHYM2o8cqSk9cS5JO30RmloQVTAQ2hQsL6WLVtGhw4dGDlyZK76QjrKELrpdvHyPEsSIDk5\nmVq1arFz505atmxZQpLlTXp6Orv+Wo7eOXccznrRxTuA9AwNj9+DuaUZ/ddMp4aTJeevmdC6vUBe\nvMn44bMxNzcnMzMTpVKb3v9h6GG2HzrFpfJ1qBXjTe/mDfl8w3Wi1h9AABXe+ZiUdE+aGiXww8KN\nL9VGR2ZmJh3nTEfplknL0fp0eKMJ3SoNKVAf48aNw8DAgFWrVhWTlDqexwtZkj0XF2rMkwem6SzJ\noiKng/nZs2dLVUkYGhryVv9J0B+2nP6elfP/xC1TcispDT+fIECizsgkMT6ZFCNH3I6rkSo1FU1N\nuJ+Wzj9uP+Hi5Eh6uprmzd5GX18fh4rdsC3viSZDcOKcIyqbID4bVJONNaeQdDcNm2YmpMXVo6r+\nw5dKQYJ2t79uA0suHg/h9No0nE3v8JHvWn7snP9aO3PmzKFOnTqMGzcOFxeXYpRWR7Hwkn0nn0XZ\n2YcvBCNHjiQpKYndu59avqLEMDQ0xNDQkKFtP8Zg3EC+qWrP9DdbseanGZw58xtjPxhAxy7NyUgD\npbECY2dDtu1Ox8O8EQ9Do9m39xTuV7xRq9XZfar0BCnR8Vi3sSBQ4ciioVvx/WIp1boac2/9Tfw2\nXqVho5dTgfw4aBaO79Uhpaoxqz/fgZ7XDYKTjuf7ejs7O6ZOncrUqSVXH1zHf5PnKkkhxFdCCM1j\nr4ePtZkjhAgRQqQIIU5mZf/Neb6iEOKUECIqq0BPznNuWX2+/djxUUKIxBe5uUcV+KZNm4ZKpXqR\nrooMIyMjateqyvmubWhw1YeGzarh4enLtys3MfbzwTSrr4eemZL0CDWGtvp83a8C3Qa3p2GXRsQm\nJOF5ZxcAKeqLjOoyERKCiPdMYWA9feLiglCaVOD8tJNYNq3AtBHtsEp9OavrjTi4Dp956xBXPUlT\np+OnVw3nHBFE+WH8+PF4enri5uZWPELqKDakEIV6lQb5tSTvAPZAhaxXdsV0IcQ0YALwMdAMbTHw\no0II0xzXLwKOA22A3kKIdjnOSSAV+FoIof/YuC+8YNq5c2dcXFz48ccfX7SrIuP1Ru8wcNA0bgxo\nT+KSTYRHxqBUKknLyCAoTqCKziAjORNVbAb2RqbYGZlSvU5lTKvZUtFBWxxrz+6TfP/jDJpbCaRH\nKB83nIJB9VY0edOKv/4awPEvP8fW1hZvb+9SvtsneXPdeiJu3UWRkUpUzD2afj+DQ58WvDqikZER\nixYtYuLEiWg0mmKQVEexIUThXqVAfpVkhpQyUkoZkfXKmRzwM2ChlHKPlPIWMAooBwzP0aYpsERK\neQdYBzxeK3AbYIxW0RY5S5YsYcGCBcTGxj6/cREgpUSj0RAZGUlUVFSebQwNDfG6H0mNa76I2HgU\nCgVSKRhdzQR9CyVCIVAaK9BTKLA2NEVPoaC8mRnpmkzWbJ+LdQ07XPo354q6FupoH3ouGsLiTd3o\n2a4Z2/88xIFjP+Du7l7qm1aPM9PtByJu3EQjbBBCgUZq6Fan8F/+wYMHY2hoyIYNG4pQSh3Fziuo\nJKtlTaf9hRBbhBBVAbL+rYC2mA4AUso04DTQKsf194CBQggjoDfg91j/SWiL93yRVRaySKlXrx79\n+vVjwYLCObDml/DwcC5dusSxY8c4fvx4dlmC8PDwPNuXt6rLmf5t6eV9j1Me66lbszI3/IKQEjRp\nGtQJmdyKjyEoOZZjYTGcjY7n6iVv+nRvTZS1Cd9uTSR5iz9Oc3oTaVide553GdhrInbO5Tl36jo1\na9akRo0axXrP+WXsiXX0WTmdazfiUQgDfL75DsP6nfD0vcbY+gV3Kn+EEIKVK1cya9YskpPz9ivV\n8RIiCvkqBfKjJC+iLfLdDW3d2grAOSGEVdZ7CTyuBcKzzj3iC2AxkAgkSCn35THOL0A0ULjiF89h\n3rx5rFu3Dn9//+LonvPnzxMeHo6rqyvt27enY8eONG3alEaNGnHlyhVCQnJXrRRCMHHiRCw7t6Sq\nkSEP/IJoVmMwYUERGNkqUBgryEjI5HJMEveTE7EyUNBQT4m7Rs2ZmCha2tigUUkyq9gT45FKapge\nlfRMSdVcZuzwr+jf90Pi4uKeGLek6TBvHv1WTyPT35fEaDu85/6MSydHgqIC8Dy8Ghsbmxceo2XL\nlrRt25Zly5YVgcQ6SoKytCb5XBcgKeXhnJ+FEBeBALTT6kv5GURK6SWEcAIspZR5znmllJlCiFnA\nH0KI/BVcLgAVKlTg888/Z8aMGWzbtq1I+96xYweNGzemRo0aeHh4EBcXh0ajwdHRkVq1atGjRw9u\n377NnTt3eOON3JsTTerVwt/aDJOgSLx8d1HRwIjKlQX3UgxJDkjn4IYUIt6C1+0MaNn5NRL1NCz7\n6xLHTQxQmJpj5GJORmImMkViUMmKk8evUKNxNM2a9eHatWtcu3aNSpUqlbgb0LHQXazYfZe4LZdJ\nVOpzPcyTci26037TPP7oXvC47eexcOFCmjZtypgxY3BwcCjy/nUUMYpX2AVISpkCePN/9s47uopy\n68PPzOlJTnovEAgkhECoCb0XASvYFbvYvSroRfzsYkNs14btgmKjKoL03gOhp5BCeu/l9DLz/XEg\nirQkBBQvz1pZK2TeNsOZfd6y929DZ6AM1yQ46E/Fgo5f+2M9+UwG8g9lFgNHgNdaOq7mMHXqVHbs\n2MGuXbvatF0vLy+ioqLYtWsXarWa4cOHM3LkSHJzc1m9ejVbt26lrKyMrl1PPWkO9B3JpoFx9MjO\nB6rUtKcAACAASURBVGDyxLG81TcGzwglCq2IoBbIzpRZX2inTHQwN7uBjj4q7o7vyENxSiLCC3Ga\nJBAFinRq4vpGs3ndXpxOJzfddBNlZWVtfr/NwWa1MyrYQn11BuphvckpzyJl5ad8dwEMJEBkZCRT\npkzh+eefvyDtX6aN+Yctt0/i+L5iF6BEluVcXMZwzJ+uDwF2nL6FczId1yw1rpX1z4i7uzszZ87k\n6aefPiXapbXIsozD4cBgMACcZAjHjBnD2LFjGTFiBKNHjyYkJOS0bfSNjSE/0JvQB2eSm55GmbmR\nf/XV032CFqdRAkHAZIH5GUbqGgS0keFsOZhGoN6T23pH4ZvociRIr5Z5cV8NhnAfvt8zB29vb66/\n/no2bdp00U9/R4VMZHmaA3fPcHZ98kJTpNCFZMaMGaxcufKM4sGX+RvxTzq4EQThHUEQhgqCECkI\nQj9gMeAGfHu8yAfAdEEQJgqC0A2Yh2vvsVVZuWRZ3gqsBh5rTf1zcccdd2A0GlmyZEmbtLd79266\ndu3Ktm3b6NWr10nXFArFWQV2TzA48W4a+/cm7+vp1D37X/Inv8n3O0rIOSojmaSTpPfsZvD10jFo\nQHeKq6oJDwvk1oFqtCEqigvAbpKp1Puz51gZP65/n8DAQG699dY2+1JoLhqNBtlpo6Eu76L17eXl\nxcsvv8y0adMu+v1e5p9Lc2aS4cAPuHwlF+Pyaewvy3IhgCzLs4D3gY+BPbiW2mNlWW7uUePpPs3P\nAqozXDsvTiiYn6+DuSzLbN68GQ8PD9LS0hgwYECrc0MLgkB0xwjqqk1Y5k5l5dgxTHr7W157/lVu\nSV5Lw8pKRBEeifPC0xd25sBnKRLmLiEEaj3o6OFOTH8V1/ZV8MRgD8aHuzNwcBwODw1f/PY27du3\nvygzuVPuSw5EkiSGP3/xJOvuv/9+ysvLz5jT+zJ/Ey6h5fY/VuDiXFx55ZWMGTOmVXJbkiSxbt06\nvLy8MJlMDB48uE20DTds/Jw+g7rxS3E+e0plsjcY6bttH91Kcph76830nqAlI1V2fXXIcPtwNVU2\nB2OCAgjVeaJVqqgwNxKo05NZX8mbydUM8mqkMqOQq4f0Jb79xRGqXZb0ORazlZuH/4t2/h0IvXMS\nPa7uxucj7iG5fBlOh5N+YRcuD9Hq1av517/+RUpKymXNyQvI+QhcDL3pw1b1uXXhEyf1KQiCBpfL\nofr4zzJZlp877n2zAGgP5AE3ybJcf7zODOBewAE8Icvy2rP1+Y+O3T4bs2bN4o033qCmpqbFdVNS\nUoiPj8doNDJy5Mg2exHr6w0gy/ipVUT6yPj1cmdHdE/KffxoV1ZKtJfo2pYRwJhv5btNVtKrZbZX\nVZHRUIVDkig2G6gwNxLp4cPbA8PYUqUnpH8s2ZkFrN/6xUmx3xeKL3bmseDnLTgcDgQEhE1lVKZm\ncvdXM1iwdDNH9mVc0P7HjRtHx44dmTNnzgXt5zLnQRvNJGVZtgIjZFnuhUt0b6QgCINwrUbXy7Ic\nA2wEZgAcD5m+CYgFxgOfCudw/fifNZJxcXFMnDixVQ7mFRUVeHl5tbmA7eDBPdmydi8+DTaiPFSo\ndRA2wZMVXQZyw6rfKCg18ugoNzrFCri312AutpG9x86qIzI/F9WR0VBJlsHAf3OK2FpRhCgIxEbI\nbM4VOBrih6eHG2s3zrmghvKZpLkUbTVT7dMRpVJJVslRigp2cPC1JeTPl1m7TmafV/C5GzpPZs+e\nzcyZMy9alNVlWkgbHtwc97gB0OCyabXAtcA3x//+DXDd8d+vAX6SZdkhy3IersCWxLMN9X/WSAK8\n8sorzJs3r0UO5g0NDSgUCux2OyrVn0PNz4/AgFFMmDAID7sCdWENQT4y/n4y+iE+LBwyls5PLyW1\n1oQogMZLRBeqxlpmx26UKKkT2FdbR7nZiY9GYFG2hVcPFpJbJaBQQG6NQL6fCq9IP35e+SHFDc1X\n3GkJNXmlBAxoz4SeXgCo1WoKqnLxH3o7x1J+wrRzDYeW5V+Qvv9It27dmDhxIjNnzrzgfV2mFbTh\nnqQgCKIgCAdwedpsPh4eHSTLcjmALMtlQODx4mFA4R+qFx//2xn5nzaSwcHBPPXUUzz7bPODfPR6\nPWq1msLCQmpra9v8FFWlTKRnj1uwN1q5OdIbf3dwDxQp79WBXDGQQSNmkrmohtHdBMYNVuA0SdTs\nNtJQLXNDRAemREUxJiiAh+K88NGBJLl+HuvmzaigMFJFmfh+Xdi59SBJqT+06dgB1j76JUUffM3i\ndVXsLnR5EAiCwJ5FL+EzYiKiKOIWeOGX/OCKsvrmm2/Izj59XqDL/IW0oZGUZVk6vtwOB4YIgjCc\nUw99W/2i/k8bSXA5mO/atavZDteCIDBo0CCMRiPu7u7k5eVdkHF5qXWI5Sb8NRAVKuPfVc2WsYOZ\nOeFeXvzmE448vZfkIhlBISAbnJgqnbx25Bi5xloqrWYA8ioEfPQyie0gQONGjc3EnmJ4M6Weui4h\nHMspoqhu3TlG0jLumPsgFrsZXW4Q6Yd+N06yLEOJGafkxG7St2mfZyIoKIhp06Yxffr0i9LfZVpA\nM5fXdRXZ5B1Z1fRzNmRZbgBW4lIjKxcEIcjVlRCMS50MXDPHiD9UCz/+tzPyP28k3dzcmDlzZot9\n6/r06YPVar1gs5QRw6egERRoUgvo4CHQMUjGvb0GaVAIz095kh5F2Txx28v0P3wATE7MBVZSk5x8\nlVnNnEMGvs2uQ62GqjoBvVJEq1ChFhUEe8lUH3Owu0imJNyP3XvbTkpt3d6v6aPT4T54BLaiZP6b\nVA/AGwfnMW3529RnrUOWJSTrxfOoePLJJ0lOTmbr1q0Xrc/LNINmzhy9gzsT2WNC088pzQiCvyAI\nXsd/1+EKbDkA/IpLcwJcwSnLjv/+K3CLIAjq4wI9nXC5Lp6R/3kjCTB58mTMZjOLFy9udh2l0hX2\nrtVqsVgsbT4mURTpGns9w3p2JzyvkSg3gWEDRBQ6AVUHdxZPnsSTN06lc1Eer2/6HGVmA9YqO4UF\nUF8qUZgLZiMolZBndFJhMfB5Vin7Ntow51spS7Gzr0iLxdp2YsSZhaWo/D14dXofHLYG/INd6yMh\nMxcxtxi/3jfgf+s1bH3rgmiYnBadTsebb77JtGnTLmtO/jMJATYd35PcDfwqy/IGXII6YwRByABG\n4dK05fh+5UIgDdes85Fz+RP+z/pJ/pkNGzbwwAMPkJaWhkajaVadgwcPotVqsdlsxMe3MOVfCyir\nXE/SwTR0cWFsKjfTYBZoMEBdvgNLiR3/TVncl7GK18Y9gO9oL2x1TpBB46sgvKOAXgNWJ+RkyTQe\ns2LLtqDr7oZfnIbexmymXf/SuQfRDB7/7ClS8mIQkvIpzVqBwdJIj7efpTLlKD4R8WTNegtZlsmp\n+LNS3oVFkiQGDBjA448/zuTJf23WyH8S5+UneWfrNGy2fvv4RU8EdnkmeZxRo0bRpUsXPv3002bX\nCQkJwel0UlFRce7C50FwwGgcIugNdmK8RBKCBXy9ZHR+CvTRGkriIlnVrh9PbPyB+vW1WMvt2Buc\nWCodFOVBaZ1AoBvE2tLo5HUEq1yHZXcjtZk2Ajzc+XHVu6zc+TnFja0/8Z6y7D0kuxNjSimlWSsA\nCAqIoSGvDI1bCMfeeYfQB27iWHlmGz2V5iOKIu+99x4zZsw4KYXvZf5CLqGIm39stsTW8M477zB8\n+HDuuuuuZuVzLi4uJjw8nOrqamw22wWN7pg08nGWr/uY4BA9Vm83RoZCnpedPXkCXr3cSaY3wnYD\nbyz7gE/63UrZoA44zRLWage1TgUWf4Fu3j6MveppXnJ/h3xnBA37TWzuHsLIcBlvWcH2zQfoOshC\nd98rATBbdqFR92uKPzdZd7EmO4O9RwsJ83ZnR0EDdklBWY6N4AgJgxyP3ziZyr2uAxqzLZsOe4ZQ\nmjIfbcIoBowKOatkW1JSEpGRkQQF/VlU6vwZNGgQAwYM4L333rusFPR34BLKlnh5uf0nHnroIdzc\n3HjvvffOWXb79u3ExcXR0NCAw+EgKirqgozpBLIss+jXd+k0MJpCiwWHLJNrtJNZJVCRJ1H7Wy2h\nBdncm72O5SG9yLpnDAqNCAJE9VLQtaKQUQnxZJSU8e6qPKT9fghOCclDjc8YL4bHGtGX1qIWFXig\nwm6xodVqsEgOxoxKZOmiDVhD3HEG+5FXWkdBo46GUhljpo3KpV9hshkIjBxJ4L0J+EUo8MpNoUjt\nS9kBJ2NHKXjt5lfOen/z5s1jyJAhF+w55uTkkJCQQEpKyhkVmS7TfM5ruX3Px63qc+vcxy4vt/9q\nXnnlFb755huOHTt2zrIDBgxg586deHl5XZTIDkEQGDP0PnJ3ZBElatArlYS7KQn1knHzFdEP96I0\nLIrZMRMYW34Yy5JUTAVWBBGcEmzKq8LNXcuVve9jUmcllnbFGPyqwWCjfnE5v8y2srwhnOyIYIaN\nSSBuTDwhA6IIbR/Iqt92UC5Z+CXNxqIpO9jw2M9Uz2vEnGejLiMDj6vHcMXzV5OU9CX9+igpTDpI\nqVUmIULDM3eFoMur4b8/vMq+gjOn921oaMDDw+OCPb+OHTty33338cILL1ywPi4Ul+Jk5qxcQsvt\nyzPJ0/D6669z6NAhFi5ceM6y1dXVHDt2DKPRyIgRIy7YmP6Iw+Fg2YoPEEM98WrnT73dwfpCO3UN\nULLRgLi/jBtyNtOvJptPI4eQe/UI3NtrCJRS+OqBWSe19U3SpyzYUYipwRvnXidKhQZEAc0Qb8L7\nanDXup5zD08nioOFmKIDWLQQJt7rQbibCiGthAkjHkGpVFJVVUWpfSezFmxAqdXw6V2v4ObmhiAI\n1NbWsmztJ9SYTTx11+unLLvtdjuvv/46L7300gVVUa+rqyMmJoa1a9fSo0ePC9ZPW1JeXs62bdsI\nCgpi0KBBzZLfuxic10zyvlbOJL++PJP8W/DUU0+xa9cudu7cec6yfn5+1NfX43Q6MZvNF2F0Lvej\niddMpaObNx5FJvRKBQEeMhoNKD0VSPFBLIq5guk97+TWkoPcP/dL6vcZ6RKo55UN75/U1l39HmH+\nXU9z7Wh3vCfYsMaU0+hbSuOqXHJmFXPkFxP5R2WyLAqqe0Wycr8WUSMyJsiPcElBWmM9arUaURQJ\nDAyka+CVaGQnPbuG4e7u3mTwfHx8uH3SdDwdHdm+fftJY5BlmcWLF5OYmHjB00x4e3vz4osvXlKa\nkwqFAi8vL6Kjo1m9evU/I+HZJSS6e3kmeQa++eYb5syZw86dO8/54p7IbW2xWOjTp88FHdefWb9h\nDpEdw/AO8eLH/EJ2ZkL1YTPWfBtCpRXR7iChYB/XFe3lPwNvJdtfIG6gjX69O5LYIYw+fled0qbZ\nbObBhW9zdK8JXWkwgqig/YP+WIxQtcdI/xvc6F5bTcb+LCYMu4uEBFeG4NraWq5++XHCI7z5/qkP\nT6thuXnzZpxOJyNHjkQQBKqrq/noo4/o0qULN9988zmfdXZ29nlngLTakujZ425mz57NlVdeeV5t\nXSzq6urYuXMncXFxHD16lPj4+L98X/W8ZpJTPmlVn1u/fPTyTPLvwh133IHFYmmWg3lMTAwVFRXU\n1dVdhJGdzKDBPTmaloO32o0ArYJ2YTIeUVo8+7qjHeyF01/H7vjBvDhgChMPrcWj2otyczRrD1ax\ne9N+UrNP3SPU6XR8e9fLXHd7BxR9DSDJOBwwsacCbYia7V81kltehSBBbGxsU717l88j2ldJg0fs\nGUV+rVYrUVFRpKWlYbVa+fnnn5kwYQK33HLLOQ3krl27zktMt7xiPdnHlqFSKZk9ezZPP/30RZGO\nawu8vb0ZP3485eXlBAUFkZ6efsac7pdpWy4byTMgiiLvvvsuzz77LFar9axllUolsiwjy/IFjeqQ\nJIkPPniaisrf/RmTklKI7xmNQ3ISq9cT563AM0BAVAloA1SIvkrEYBWKkYEc8uvElORvcdY7kZQR\nyN07kpqTz97sheTkrTilv+cGPIybzowkODHXSuQ0OjAX2cAhk15tpFP3DicdtIiCRI5Tz8qHHj3j\nPfTt25eioiKMRiPz58/Hw8OD3r17n/W+Gxsb+eWXX1izZg0PP/xwi5/b1F1zeWLJTLZtO8BvK7bj\ndDqZMGEC4eHhfPHFFy1u769CEAQSExMxmUz06NGDPXv20NjY+FcPq3VcQgc3l6yRLC0tveB9jBw5\nktjYWD755NxLg/bt2yNJ0gXNcy2KIlGdIsjKKuCHn97gpZcewMdHT3CwP2tK8/FRa/FSKVAqwaed\nAq9QEd/+HnhEa/HurCHj+QlkhfVg8ldz8U4rYfVmJ4uNARTmlbEvOQ2Hw3FKn3df0QWzTxU1C6tY\n/69M2FcGDU50QQHYrTZWbP6U3fvms/fYIsrT6jFUnf0j5efnh91uJyIiAqVSyc0339wU4vlHzGYz\naWlpbNmyhSVLlmCxWHj00UdbnCLj280f0r64EMnbj/woP0xBOlRK197n7NmzefXVV/+SFcD5kJiY\nyJ49e4iIiGDnzp2UlJT81UNqOZeQkbxknck3btzIpEmTaGhowGKxYLVaqayspKGhgfHjx7dZP++8\n8w5Dhw7l7rvvPquDuZ+fHzU1NaSlpREREXHGcufLwIHx7N59hPbtQ4mLiyK2a0dskgObJLOxopxY\nvQdqpR1RBFmGDh2hoEDBuG6uT9mqF8Zh23CQu+fOxRgYwJzJd7JyoB+9wutYt/NLxg89eaZ2Q+xd\nVFz3Fgt2OZC3mBAkFYLNE4LbscUBU8KVHNufQ2ZeEXYL+LRzO+c9KJVKkpOTCQoKalpiy7JMbm4u\ntbW1NDY2Ul9fj1KpxOl00qdPH7p3796q57U3v5z0khAMVVmo+7hz24jf94x79OjB1VdfzRtvvMGs\nWbPO0srfC6VSyfjx48nPz6eqqoqjR4+iVCoJDAw8d+W/C5edyS8sgiDIGRkZ/PDDDwQEBKDT6RAE\ngYCAADp06EBcXNtmo3344YfRarW8//77ZyxTU1NDYWEhGo0GjUZDhw4d2nQMf8Rg3MHGjXtpF98O\nQa8hxtOf1PpK9tc24K1SsL3MjsEs4HS6BC46+csY7TAu1IMl+QZKywVqUixErk3l4UPLWDVgKDuu\nHs6rAzRYnXYG9LrjpP5kWea5759n+9cyKlGFbKlDULmhuyEGjZ+Cp0fp8VNrySmrZPPmA9w8tB/B\nfr6EBo05/fgNBlauXEmHDh0ICgoiM9MVqqjX6ykqKsLNzQ2bzUanTp3O+/9y4DPT0WhCGNTXyMzr\n/u+U66WlpXTr1o29e/fSsWPH8+rrr2Dv3r2EhoaSnZ1NQEDAaXO7n7luMWFhnoSGuqTrZFlukXfB\neR3cPNz88N8/svWzRy76wc0laySTkpIIDg6mXbt2F7y/8vJy4uLi2L179xlPVgsLC7Farej1eqqq\nqtrcUP8Zu93OotXvkzisJ95qLUpBwYbyIiQZQnUadlQZSCsVkCTQacHLTcZXC34akWKTREomNGRZ\nseZbuXf9EvK8QglbMI70TQeYdvN4Qj1HndSf0+nk+v9MpzavI4qD+cgOC5pJPUACQQG6YBUeASL3\nB0msWbQFURB46cXPTruUBtdKQKvVUl9fz4gRI0hPT6eiooIxY8a0qR/gHV/OoKSgAxO6lzDtppdP\nW2bmzJkcPny4WX6xfzdkWWb16tWMHTuW7OxsysvLGTp06Fnr/PDDEV58cRMajRKFQuCRRxJ46KG+\nLe77vIzkI600kp9efCN5ye5JJiYmXhQDCS7x1qlTpzJjxowzljGZTLi5uZGRkXFBZ5EnUKlU+Hl7\nYa83U2Y2sPDHtSTqfamxObBLMrGeGhIiwE0HBiMUlQmUNEKBQUKrAI27gFuYGm1HLd/efDOdTKVI\nz61E7NyRTev2sCf/5FN9hULBFUM6I/gX4/QJQlC5YVqwC1uVHYVOgcMk4+kh821qPloPDT16RJ/R\nQAIEBgYSHBzMsGHD2LhxI8HBwVxxxRVt7igtALYqEz+sOLOwxdSpU9m9ezc7duxo074vBoIg0KNH\nDw4ePEhMTAweHh5UVlaetmxtrZkOHT7khRc28cYbo0hNfYShQ9vzyy9HSU6+yPual9Ce5CVrJC82\nTz75JElJSWd8kYxGI2q1GqfTiZvbuffl2oKR/e8l9WA2giAgKSDnSD4Tw8NJrjWSZ7ThkECpcDmZ\nyxJUVAjklAnk1AgE+cvofEU0fkpUPkq+GDyJqD1H2TvHTlHnEI6m5bFk7QeUN25u6u/hvg+S0C+A\nqCsrsMeGYaw7hrNRont/BVo/kZQfDVRYwug6rjc+vp4YDIYzjv2Ev19xcTExMTFt7vO3uexnDpT/\nSsYRGWN1OQPvOvMXl5ubG2+88QZTp069JDUnQ0NDsdvtTVsHKSkppy3n46NDFAUmT+7OTTe5Vjp3\n3dWDw4fL0eku7vHEJeRLftlINpdzKZhLkkRDQwP+/v4XbUwqlQoUApIsExzoQ3CwHwe3pxKrEdGr\nBJzI6LWg04BCDU67jKVepqZcprhEQBBA6S6iDVThEadBr7KhqKpj/S8OlpQF4tcpmM0b9lJY+Xta\n4nfGPsmw/jE43ArxmHAjlq2r2P1iGVWf5SHbJCJjVRxCw1F3idVH5p9x7IIgoNfrcXNzo6Ghoc2e\nSXLVcr5a/hYHdhwheecRIkdE4RUvcm98+FnrTbopCoezkQULFrTZWC4miYmJTXnGT4SB/hGHw2X8\nP/lkArNn78JudwKwYUMucXGBOJ2/f6Yl6SJswV1CVvKykWwBkydPxmazsWjRolOuxcTEkJqaetE3\n/0N8fXEzy3iodMRET2TI4HuQM6sY6OfHqEAfrgrzINoXdDrQ6gUEESS7jN0kYTPJCAJoPEXCHPWU\nRwSjGh+BLdNC4/xsXplTzwKzH9sPpzFv2ZtNXw53db+HniNDCO1ahCAooK4EqbEEhY+SwmyZ8gYB\nH38vDuWc3R0qNjaWnJycNjGSKzK+Y0PxYn5Zl0SZtwdJqijCEqMp2+CgLtVMr4Crz1rfTT2At9/5\nF88+++xFCy9tS0RRxN/fn+LiYgYPHkx6egZr1qyhvt6VQkOpFJFlmXHjOtGpky+jRn1LbOwnfPrp\nXhQKgXHjvmPu3AM4HBKi6DJG8+cfYv365mcS/ady2Ui2AFEUmT179mkdzPV6PVdffTXu7u4XdUw9\nu9/IsYwCDMfFZHU6HZ4e7rg5RNyVKixZVXQurCW6Lo/OAXb0fgIqNxFkcFplJLvM4FjoLxVwLCYK\n/24aujzog2JEO+Q8C3Vf5PDFSh3z07W8+8MLzNv7OQCfXfkkNwzshD2xA6BAclpxVrjS26qUMqJC\npNHu5LecM2dk9Pf3p6qqCoVCQXl5eavuf3bqt9w37wW2Hz7GkaR0IsMCSTqqR3LK/JRmI3K0nStu\nOrc2KMDgIb3o1acjH3zwQavGcoK/6jC0Z8+eHDhwCEEQGDiwP716DeSXXzZitVqPBzq4xvX551ex\nfXsBTz89gIKCp1i9ejLTpw/i44/3MmXKcgoK6qmuNpGaWkmnTs17di3m8p7kP5eRI0cSFxfHxx+3\nTsWkrXF3dyenppqAMD827PgKgNiYa6gsrMLSYEYjKJgw5jFu7NWL9rmlOIuy8fe1N33gJLvM9qPg\nn1lETaAfOp0r9+YVN2jp9bQfXvfHIGQ0IG9oJCeyC1Vl1cxe8Qa7i5dyfbd76DwmHP8HApAcFlAI\nmAus1NYJpNU5oHNnKvflklK87IzjF0WxSSmoJby2/7+MmPk8x5KPEhzmw7bdAou2yyzcpUGyykwf\n6o1GA4WpJUwa3LzUGlplP15/41HeffftVhvtsrIyvv3221bVPV8EQaBnz3jS04+yfHkGwcHvkZPj\nyYYNG5AkCYXCNZvs3z+cHj2Cycqqaar7xBP9+e9/r+HgwTJ++OEIfn5uvPXWaCIjvS/QYFv58xdw\n2Ui2glmzZvHWW29RXV3dJu3t2FFwXvVvG/MvDh7OpEaysGLjx2i9skjPK8TH0x2rxZXoq13YOJz1\nVvrZbMRlZqNyE5FlCM0rYsbMd6i2asgf0AVDA4R6yVzhqadj+lF66wtIfDEA/eRg6hsFNhWEsiZd\nw76dKXy95zN+umUqme+nYLM20LBpAaJGxM9Hpru3CrVWzWq7mqMZ+dRYtp927CqViuLi4hY5Qm8r\nXEzmtsMMGhHOnq1W9hw0Ej3IndjeEg5HLX2GKAnRuhOqd2CuFkkMuKbZbUd1iuD2Oybw4osvNrvO\nH1EoFDQ2NmKztV2CtTMhyzJO58kHTZmZ1dx44wYWLEhl+/Z7eeWVUXTr1o2sLFdeoROzyf/8Zxwf\nf7yH/HxXtJHTKdGjRzAbNtzJs88OvuBjv2wkLzI7duxoUuK5GMTGxnLjjTcyc+bM826rttbME0+s\nZvnyjFa34enpSUL3LtQX12Cy2dix/SBXDLmPtVv3YcfJb9s+w+bcS2CgD3dNnsDVNwzn9REBPDBS\nS7/KTH7tP5L1t02goQqUalCLsHznAW69bjTXRl5Nj5pqrlSU0MWSyy0R5cg4WFEawarkQr5M/pxh\n/9eFhroCFAo1IQN0lBTBqKAwHokO5uqOHqSmHGPpwvUsWXGq2ru/vz82m41ff/212fdbnF/ObaN7\ns2OdgcfubMe6Z15g7qRpfHHbi3QLrmHXcjO/lZayL1nCv13LTqu1yn48+9w9/PzzojOeEp8NPz8/\nAgICOHDgQIvrtgRJcjl+KxQnv8KJiVG4u8usW5eDj48rhDM0NIyysjKAptnkkCHtCQ/3ZMaMDU1/\nB/D11V3QcZ/gEjq3+WcYycjISNavX39R+3z55ZeZP3/+eefdTk2tpLTUcN57P4m9J9M5NJSslDwq\nlQ7S81cQ3ymSlPJS1AolP/26gR69YkAhUuWw8PKuSr47aKPHyt3kJsRgrpWQZWgodpJdKdClzLlA\nZwAAIABJREFUXQhzPl2Mp6cnt46bxgOTX+aRIQ9zy/ipDFAU8vIN3tg9olm3v4hIgxHvuGswGsqx\nmUGlFSg2N+CQJa7sFY8zIY7EK/tSaj/VVzExMZHw8PAWqfF0ighm/d40bAYDGYrfM1uKokh4u0CC\nous5WCFjLXFScsjO/x34rkXP0sfHk+kz7ubpp59uUb0TYzjh4ZCXl9fi+s3vx2UxXn55M926fcrD\nD6/g88+T8fDw4MEHY9FqRQwG12xWqVSctE96Yja5dOnNrXIibxMuISv5jzCSoaGhNDQ0nNUvr60J\nDAxk6tSpPPts63NIOxwSb721nWuuiSY2NuC8XS+GDrmPuOgO9OreCTe1hrrSOjq6eZNbV4M+IYqD\nUiPz83JIbzQwoAM0Fjv4z5AbuWL2IhwWGSS4ZqiSulKJJTUe1NvMlNRsI6/R9QXk5+eHSqWix4QE\n1m/ex0MdLMT1jybZP5pxs2Nwc/OnLsOK5IRlxTV8crQCi9NO91AvMgxG1O5a1u75iuTMhWw79C1G\n604sjiRC29XiE1Rzjrv7nT7tJuGPgISR7FINmRW/8fOmj1i8/kNG+ATTyVpL5jozva/WIggKerYw\nI4RW2Y8HHrqenNx0Vq9e3bLKuMROjEYjeXl5Tcvc8+XPy2qAF17YyLZtBXzwwTiGDYtk1qyd/Ppr\nBjfemEhoqJbvvz+C0Xjqsv/ErLFr1wCGDm3fJuNrMZeX2xcXQRCIjo5u9jd3WzkMP/XUU+zZs6fV\nkRqVlUYkSWbkyA7Hx+UykmaznYKC+ha3JwgCtTUN7P55NzUWI2s3JBGTGM1NowaTVGlnRa6Nzamw\nKtPJpsMygijQ0M6f0KoKGvc2Iksyy7Y4cFhkilc3ckCRyLysAr5ftomk/d+xccdXvPf1s+iKDNx/\n7SgOVFSQnlpBzVEn25eaUWk8qZ33M2ULa0jLFygpFVhdVkIXTz27Kux4RIeTaTWRnVmAw+Fk9cYk\nNm9KJiMjH0OjiX1Hm+ejKEkSq/MkoiKd3NxN5JsvlrFtXTJbNyTjH+iDUqXAaXewb5kZnY8fuQUt\nT/mr1w3ijbceY9q0aadVRzobnTp1on///jgcDqqrq89LpeeEcTxh2EpKXNJopaWN/PhjCj/9dD2j\nR3fkuuu6UFNjZv78w3h5eXH99UGsXp1Naurpo2/+ci4byYtLcXExJSUlpKWl8cknn+B0Os9Y9siR\nI8ydO7dN+tXpdLz++ustTgVwouyaNcfYv7+0yUgqlSI5ObX8+9/r6NfvK5YsSWvxmO668wXunPw8\nSpPM//37A2qOVXBkXwZjQ3Ukhgq4e4GpTsZc4aAx00xVtYqlEQP48KdZzHhmJn5f7MawuBQxuwH7\nESsZ6304qI2iXGWnVrbi160dnqFe/LpyO9f06MZonRVzqhnHIQOiqAJBQMrYR8m6Riy1ThavsfPv\nb8pJ327n2yUmVh3ypDo6BCHMG118OJ36daZTnyiKovxYfSCFGst2HFLyWe9RoVBw2+BAEiP9ydmR\ninvfzvQbn0BARABVpkb27ExtyhLpFuHOvpLWHaJcedUQAgJ1fPXVVy2ueyLqqnv37hQWFraqf/jd\nOL7//i7i4j7lm28OYjLZcTgkevUKYc+eYm6/fSnh4e9x223d+O67iQiCQO/ePvj7u/Hxx3swmVxb\nGX8rnYZLyEheslJpf2TFihUMGDCgaWlkMBjw8vJqul5cXExhYSGlpaXU19cTH988l5DmcPvtt/PB\nBx+wcOFCbr755mbVEQSBujoLS5ak89hjifj5uZGZWc22bfnMmLGBsWOjeOedMVx/ffMVXU4giiJq\ntZrhQ+8HYMjg+0jPWEpedgXxsWFUB9WTrxEw+qmo0yuwVjk4UBfHk34dEc0GHstawyFjFVtCe6Co\nsUCtSMUKb+aUeqDx9UR2wENjtOz060DyvjQmdIsg5h4lJSkO6r5U43RasZoqENb9hpg9FM1of5Bk\nFDoFTrMTp1nit1U21ng4UWgEZKcFnZ+Ih6dAWIAP27bsRy2LxMVX0i70zJJ3dqsdvac7WpvMJnso\naY12Aq1WfkvPQjfqOtwEkcq9JmSLCoWtdTlhdKr+vDXrX1x39VPcdttteHp6NrtuZWUlPj4+qFSq\nFp10/1mJx2JxcPvtSykoqGf27DEMGtQONzcVpaVOKiqM3HTTYu64I57c3CfQ6zWUljayd28Jfn4a\n3nprBAaDEzc3FZIkXfD8QX8FgiCEA98CQYAEfCHL8keCILwETAFOLCOek2V59fE6M4B7AQfwhCzL\na09t+XcueSNpNpsRRZGEhARsNhtVVVXodL+f0FVUVJCWlkafPn0ICQnhwIEDdOnS5ZR2cnJyKCws\nZNiwYS3q/4SD+b333st1112HRqM5a/kTL8GJsLCwMD1btuTx0EO/0bmzL08+2Z/nnhtyUh1Jkps2\n6ltDbMwkFOIv5KeWMKxrCAXuZtbmO/AOFWlQKJF6uWMtUUMW/Cd6HHcf28C44mRsopL5kUPJFjpg\nXmfF1N4NhV7B++V2BoxTE9G+I3p3LVWHjHRNVJAqjaHuqzVYTJWIogJr8X5YHg19Q1F6y4gqAUEl\nIMvgMElIDgGtnwJLvYTdLGDQBdEpTiRcqyE/p5TDh/9D507tCGsfhIdqQNP9HC79lQCnAkNYAM4Q\nf1R5UL7fSYWqM9XLSmgsWUlgbG90vj44rTLZB1rvjtOzVwxjrxjAm2++yZtvvtnseikpKQwZMoSi\noiLCwsLOWd7pdPkx/tmQZWZWU19vYceOe1GrFTQ2WqmtNRMV5cuVV3YmJMSDSZNi0es1rFmTzQsv\nbKJfvzDuvjuUyEhP/Pz8AP52BrINh+MApsqyfFAQBA9gnyAI645fe0+W5ZNcKgRBiAVuAmKBcGC9\nIAidz5Y065I1khs3biQkJITY2FimTJkCuJIlhYWFkZSUREREBPPmzSMiIoJrr70WHx8f0tPT6dat\nG3q9/qS2ioqKSE5OdsVCt4IRI0bQvXt3Pvroo3OeiJ74sM6ff5jffsvEx0fLJ5/s5dprY3jiiX6E\nhLjGdvBgGWvXHmPChM506xbYtFRq7Yc9uvN1lFf8Fymnlp5dgikxV1FikrGaRMSOGtQ+ShqsEmKp\ninldJoDDhtrSwGPHNhCavY7NQd04Uh9LTkxHHKV2tpTZQBRAakAf58be7424ddQiOV0GSXLaMTYU\nYjaW4a0Zh9XHDbc+7ig0IqJGwD1AgcYNBrSDjDqorhcw1MgsPyzh4WVmQkd3fFXeNFaaWbdmN55e\nR+jeK5pAj+Gk7s+k76BupJgaKTHbkWWoL86ne2+JJ17tQ0V6IH7hAXy02I53SAlxw1ofKqpV9uOl\nVx8ksfdkHnzwQSIjI5tdV6lUkpuby6BBg85Z9sSyesGCFAoLGxg6tD2JiWHExwexa1cRzzyzlspK\nE9u3F9CnTygxMX689dZo5s49wDPPrOOdd3aSlVXN9OmDePjhBDIzM7FYLE3t/62W2tBmVlKW5TKg\n7PjvBkEQ0oET30qn6+Ra4CdZlh1AniAIWUAikHSmPi5ZIzly5Ei2bt1KREREU54VvV5PRUUFjY2N\niKJI3759sdlsZGVlceDAAerr60lMTDypHUmS2LhxIxqNhsGDW+9EO2vWLIYMGcI999zT9O19Nk6c\nOkZH+3H77d254orfdSodDgmNRoHJZGfIkLl8+ukEbr21dcrcf2TIoHvJz88nffcKOsf44aOWEQUn\njRYw+ilRuulxWj2w1ztwGCTMmRbead8RVYOZoce2c9vRVfzamEC6bwfkYhFdlDuNCh0Na1xiCqYc\nE2qdP0q1HovRlV7D6bRhyNuCe0MMFkMEUqAWdbgahVqD1Sig66DAKTnxcAOLQcBukqg1C/xQYccr\nwIGHTiYk0p9+SoHf1u0ipl0BxY2NhDmsdPfyJlrvZNGCZO69zocHRj5FQc1avj26i0VH/XA4LBTu\nt7LkgQfP67mFhQXyyGM3MWPGDH788cdm1ZEkiaqqKrRaLWq1+jTXT14dbNqUy+OPr8LhkIiJ8ef9\n93fzwgtDeeihvqxdO5msrBqysqp54YWhHDlSwR13/MyUKb25555eTJoUS35+PfHxQU3t1dXVnaSs\npNPpaGhoaNGWwQXlAkxsBUGIBHriMniDgccEQbgDSAamybJcj8uA7vpDtWJ+N6qnb/dv9w3TDE6k\nlLVYLGzYsIG+fftSWlrKli1biI+PZ9iwYSxdupTevXs3CU6sWbOGoKCgpnQAJygrK2Pfvn0YDIbT\n7ilaLBYcDsdJCa/OxKOPPopKpWp27O/hw+UnfbAB8vPrEASB8HBPRFFgzZpsnnhiNQsX3nhK2dbS\naNhOcnIaVrudTHM9hAegUgjYNDr2F4HDDhot+OplCosEqvYYcWaaUJst3H9kGUE2A6LkxASEWOt5\nd8w95EeEo9CJrqNAGZwNToRCM6asTUiSDbvNgE9oP6TunVHk1qMcGoDGT4mocr0t3hEKvPUyFptA\nbZWM5HSFTAqigKAAva9AiJuZ20L8kfQq6ux2fis2kJdagqfWyZc3urQ+f06dx6FlSaw4pkfrXsxj\nj4/nls6Tz/uZVddvJj7uJhYvWsaAAQPOWraqqoqcnByqqqoYN27cSRqZfzaOq1dnM2JEJG+/vQNJ\nknn55eEAzJmTzMyZWzl8+OFTHLwXLUpl6dKjfPbZlXh7nz7nz4kxnJgU1NfXk52d3aYpj89HdHfk\njM9b1efGNx88bZ/Hl9qbgddkWV4mCEIAUCXLsiwIwkwgWJbl+wVB+AjYJcvyD8frfQWslGX51LSh\nx7lkZ5IAWq2W8ePHs3HjRsrLy6mtraWsrAyn08kNN9xwUtkxY8awfv36k4RgMzIycDgc+Pn5nVFx\nfNmyZeh0Oq655tyhbS+99BJdu3bl0UcfpXPnzucs3727KxTvxIuzcWMut9++lL59QyktbeSXX27h\niis6YTLZqauznFT3xB5Wa9B7DGbEcNesebDBwP7DC6hvNNEoNtK1rh6tIBLu4YddoaZbvDsrZTdM\n7TUYM8x80u5OhAorSDKCJCNGanh18Rx+rh1Kclx3FJ4igkJA10GD0FmLFD4BRUYlhuLdlOWsIzCy\nI46qTIzf70TbdywefT3wjFRRV+SkDlB5iPgEumTcBAQa6sFqkGmskbGYdLxnNuJwwI2xambEdeCj\n3BzGxEc33VttVR1dJ/Rh04J6unbVcE3k+eXoPoG7u45XXn2IqVOnnjUXe0NDA7t27SIgIICEhARE\nUcThkHj77e08+mhik1ErLKzn44/38NNPqWzceCf3398bb28tDofE9Onr+P77I1RUGPnooyReemk4\nubm1LFiQyurV2aSnVzFr1ugzGkhwRTIdPHiw6d96vf6i+hGfk2aa1tr8DGrzM8/elCAogcXAfFmW\nlwHIsvxH36cvgRO5iIuBPyahCj/+tzNySRtJcB2cjBo1iry8PLy8vFCpVKfdWxRFkerq6pNihH/9\n9VcSEhJQKBSnVTk/duwYGRkZPPfcc80aS2BgINOmTePZZ59lyZIl5yx/4kUTRQFJklmwIIVx4zox\na9ZoPv98Hz17zuHuu3vSq1cIAQEulxKnUzq+HG+b/zoPDw+GDrwPcC3RPD09EQSByqqNpKQfw2Jq\nYHJfX0otdlZq3Kjfb0L2VIFaADeRK6Z4MH1bD55O/oVOKRtZHnMNZncfTCF6RB8lQoUNlGrc/boi\niErM+1fhsJsQRSXWfetBMQZbrYZH7vbEIcn8tNtO8UEbuiAV/bpDcJiCLQUSdRUyNqOMuUYGGco6\n2Emtr6TO5qC9lx/5jetZl5nD6pRS7O5xBPcPJqC+iqLiCqz2JagQCQsPRK879/7g6dAq+3HbZIlP\nPlrAokWLuOmmm04pYzAYWL58ORMnTmTnzp34+/vz3HMb+OKLfURH+/HwwwkAfPHFPh56aAXTpg0g\nP//JpvplZQZuv30pSqXIwYMP8csvR3n99W08/HAC7dt7k5dXx9ixUWzefHezxux0OnE6nSgUCkRR\n/HsJCjfTSPpExuATGdP077ztp6Y+Bv4LpMmy/GFT84IQfHy/EmAScCLG9Ffge0EQ3se1zO4E7Dnb\nGP4RfpKCINChQwfGjx9/Rul6cCnmeHp6cuTIEWRZpmfPngwZMgSj0XjSifgJduzYwYQJE86ahuDP\nPPnkkyQnJ7N9++kFHc6EKAqEhurJyKgiIMCd558fygMP9OGHH44QFxdAVJQrbHHKlOUMHjz3JN+3\nttoy8fb2RhRdJ6yBAaMYOfQBooKCqUvKpnZfJjpLOgHDdHgO9EDbQYNCJ1Jhglt/Gs/sqBEcUih5\nYt9XvLb5LUYvm03dsu8xp67HUrIPh7kKN59oPAJ74uH9+0GKbe8GnJsLmbfeglIU6BMHai8ljTlW\ntm5zsiZDwl0rc3VfEaVGQOMlovES+XmVjQ93GDD4BLE6aR+7tx/CvdpIVKLLbequvmpKvfw5nJaN\n0WrBbLezdcs+tm77mrzSVa16Pm7qAbz1zhNMnz79pEORE3h4eODv709SUhINDf54er7Fzp2FbN16\nDzt33te0bL7uui6Eh3tSUeEK07RYXM7qKSkVmEx21qyZTHCwB/n5dRQXN/DZZ3sRRYE5c646xfPh\nbCQkJLBnj+v9N5lMLfocX3DaKCxREIRBwO3ASEEQDgiCsF8QhHHALEEQDguCcBAYBjwFIMtyGrAQ\nSANWAo+c7WQb/gEzyT+iUCgQBKHp2/PPuLu7k5CQQFZWFps2baJLly4YjcbTzjwlSSIiIqLFyd//\n6GC+a9euFuVseeml4ezeXcw11/yIr6+OzMxqxo6N4vHHE1GrFbz77k7mzTvItdd24cknVzNmTEdu\nvPHCJhyL6XQdPp4DCQgIIP3YzxQVVbDL24wglrHBqidlSyiHrTKKHgM4gsxud18UThtXNVbwWlka\nX3uFUqnUYle5YTVVoNNHoPTpiHvXXpj3rETrEQJ2M40/5PFRRjAjJ7sxaYiSH5c5MBdYMaSZaYjT\nUeILfkGu5TeALlCJqdxJfb2WYk8PgmKVVOdLGHdZiRyhY2WBFZ/wIEo9BOqVAl30aoKDOqJosPLl\np0sYNsQVz9yjRw98fX1Pe7hyOoYN70O3+Hb85z//4d///vcp1wcMGIDJZKKoyHX49umnV9K1a0DT\ndadTIjDQnTvv7MHChS5RFq3W9RoaDDaqq028/fZ2duwoJDRUz+7d99O7d+tSW/j6+jYJCCcnJ7fp\nfuT50lYuQLIs7wBOfdnhjPGksiy/CTTbn+uSPrg5HWlpaVgsFnr37n3KtXnz5nHVVVfh6enJjz/+\nSHh4OHV1dXh7ezNq1MnZATMyMjh27BidOnUiOjr6lLbOhiRJJCQk8Mwzz3DLLbe0qC7AsmVHmTfv\nEAaDjfffv4Ju3QJZujSdG25YyNy51zJsWCQZGVXceecvLF9+K4mJ5/bDawtkWWbH7nkcKCxg447D\n3DduGKKbEv/oEBaXGNnznQHZICHt301jXQ7hNiO31JfhJTlwk52oZYmjOm8+8+uALLuWfqKgwPOq\nm5CKbYhWB8q+nug7adHqBaqPWLBkWcApI/oq8Un0QFSCWuc6zFEowFAlYci1oXATkWwyGj8l7oEK\nlBqXGnuXAJkInYquXp7oFErS9mWhU6kpzdVyww03kJKS0pS8beDAgc16DkfSFjFi6BTS0jLPKvF2\n442L8PRU8/XX12K3O5kxYwMGg405c66irs5CZOQHfPnl1U1fdJWVRtauPcbXXx8gLi6AWbPGoNO1\nzi3tBIcOHaKkpITIyEhiY2PPq60/cz4HN6Ne+KJVfW547YHLKWWbw9mM5JYtWwgPDycqKuqUaytW\nrMBmsxEQEMDevXu5//77MRgMhIaGYrPZMJvNWCwWAgICWLp0Kf7+/gwbNqxVvombN2/mnnvuIT09\nHa32zBvsZ2LnzkJqasxcdVU0hw6VMXDgf3n11eFMm/b7ixwT8zFvvDGyVZE558uJL5dVB/9L8v4M\nVF074PDwINZTxQ+77dgNEmWzf8JidglXiKICSXIy2lhDV5uRBV6hVCo1gIx3YA+EgCgUPT2xF9lA\nIaDpqEHjr6RhlwGh3rW1IHbSofZX4RauQqEWUKoFnHYZQ5EdS7ENWQafnm7ofES8PGFUhBKt1YGp\ntpGu7cPw8fBAdMKWNXvw8eqFyWRCo9EQHByMt7d3s7NcWhxJPD31fSSHL59+eubUqAcOlDJx4gL6\n9w9nw4ZcBg9ux/vvX9EkZPvqq1v44YcjHD362En1zudQ7mJyXkbyxVYayVcvG8lmcTYjWVdXR1JS\nEvHx8aSlpWE2mxk5cmRTLO3atWuRJImBAwee5DO2fv16vLy8mtyKhgwZgiiKjBgxAgCbzYbD4WhR\nJsRrr72WwYMH88wzz7T6XqurTYSFvcfdd/dkzpyrmv7+/vu7+PLL/WzadBdBQSe7J12sl2zNps+Q\nJZmgEH/Wrd3N9feOY0dVNe5KkYX7HVTvN+E4YsCUuR6lyh2bpRaH3UScpYFrGyvRS05+9ArhsNYT\nUaFCpfLAPbg3qDQ4vTwQQtQoPRVIVgn2FIBSg9PXG3U3NzQBKlR6EYVGQOMuULbNFXqo9FbiHaNh\naCzcEBzK7i2HiO/eieLiCuqNRpChXXgw3eNuPK97L6lYS4+4m9myZQddu575S+rhh1fw889H+fXX\n32f8J6KuGhqseHu/xXffTeK2287fD/Zic15G8qVWGslXLr6R/EftSYLr8GH06NHs37+fhIQEKioq\nWLVqFV26dKGsrAx3d3eCg4MpKCigW7duAGRmZqJSqejbty+1tbVs3boVd3f3JpeJuro65s2bx7Bh\nw+jVq1ezx/L2228zePBg7rnnnvPKonjHHfEnGcjFi9NYtCiNJ57oR1CQBwcOlHLgQC6NjTZuuKE3\nYWGe5x3K2BxEJ5isNg7tO0rnjuGs35hMmdOOT4dQOoWrEEQ3DKFqRNswaKxC074/CJCXv5fXNfl4\nSk4erS1glLGGD/w7YrM1YC/cikbri1CmQF0YhKTzBaUa2WFGABR1jdhSwOarQh2iQtSKWH0UoBBA\nlkGWsdZJGB0Ceq0WjVpF+/YhdIi86pz30xJ8fb14ZvpdPPPMM/z2229nLPfYY4msWXMMWZZxOCQU\nCqFpZeLpqWHt2jtISAht07FdCvzdwiTPxj9uJvlnTpTLyclBo9EQHu5KLbpo0SL69OlDUFAQmzZt\n4qqrrqKqqorDhw8jiiJ6vZ6MjAwiIyNpbGzEbDZzzTXXnHIQ43A4jitEn27v2OVgrlQq+fDDD097\nvaXs3l3Es8+uZ9iw9rzyyggWLkzltde2Yreb8PMTycpy8O23Exk3rm38A8+FLMtYrVY0Gg2CIGAw\nGDiUupjymlokpcDa/2fvvMOrqNI//jkzt9+b3kNCSEhIQg29gwFEqmLDLruu7q66lrVhW/tP14Kr\nrqvuqriWxV4QEZEO0kIPBAiQBum93CS3zZzfHxeiCCjSBMzneeZ5YObOzDknyXvfc877fl+nl8rm\nMFqLJa58N3h01GgTWqNG67Kv8LqbGNZcy2WNZRiAZQFRfBnSEZ9qQjVYUBQjisGColoRioow2kAx\nooeEQpwFxar4g9gB3aNjDDZgCFTpNUDlmsRwjLUedu3ay7BhGQQ4TlxZAo+2DpfbTZ9eV/LKv95g\n7NixR/zsNdd8DvhLJoSEnBrl71PB8XiSYx59/ZjeufDhG9qn20fDLzGSP8WWLVsoKirivPPOIzs7\nm7179zJx4kTWr19Px44dKSkpIScnhy5duhAeHn7YadXMmTM599xziY+PP8wb/Gow6enprF69+qgC\nzH+KhgYX5533HhkZ0Tz+eCYVFc0MHvwmL700jqCgcoKCTNTURHPvvQv5+uurSEs7dTXAD0dLSwt5\nJfN47+259L96JP/+2Is9wYw5SKFhlxtPjQ/VoeApcNOy6kuE5mVscy2TG0rItwTyz7i+KIoRoRhR\nVDNCNaGYHAiDBd0RgDSqSJOCCDeCAqpDRbUILFEm4ruq/Dk9hG7BUfz3v3MoKixl0vkjyeiVgtEw\n4Ocbvx+Ptq7t34oQKPs9IJ+uowjBnNn7eOihh9i8efMRvyh37KiiT5//8NlnUxk//vh+B04njstI\nPnaMRvKhU28kT//V4ZPA0qVLmTdvHlVVVcTHx6NpGk6nk8zMTObPn9+W0mWz2bBarZSUlBwUYzZn\nzhyqq6tZuHAh1dXVhIYeufRCREQEd911F9OnTz/udgcFWXj22XP5/e8ziIiw89572VxzTU9+//ve\n9OyZQkFBAVOnduOtty44pBzE4ZStTzY2m43I6DBGjeyHrHby3M0xhMQpJHeUDBlnInyAjV7jLMRO\nCcY2+HwcHQbzTUAEt3YazEZHJI8XrkbRvUipIaVv/3Ra9++MS9oCkmWDD+nU/dcVgWISBFolDmFg\n4cK1FBX6RW+/+nIZTzz+BuWVC9HlhoOOI2lY6tJvDA2Kgv6DL2aT2h+D0o8pU6YQGhrKzJkzjzgO\n6ekRvPzy+FMWhXBG0K4nefqiaRpVVVVceumlaJpGdXU1ixYtQlVVWltbSUpKoqKigj59+uD1etmw\nYQMej6dNyLe2tpYNGzbQ0NBAZWUlo0eP/tnNnNtuu420tDRWrFjB8OFHHwx8OIYP/15uv7X1+7ow\nAQGBOJ3+zYshQ+IxGBQWLcpHShgzJglVVX6VXdPGuiaaXK0MGNQLp+ZlcpLK6s9XoAfayFBVekT3\n5Qunh0F/CWJndgD6vxsAnTWWUEosQTxctIZn086nVfqQ0ofuaUYxByBNKtKk+iPkJKCAMAhUi4I5\nUKGuGRSv39uZfu/vWL16K6NH/YkG5wrMR1B78unr2zzFA7g0H8GGgQCYDuMoCiF4/vnnmTRpEpdf\nfvkhClMH+MMfDg1J+y1zBi1J/vY8SVVViY6O5uuvv0ZVVVwuF1u3bqW6upotW7aQnJyE8cHEAAAg\nAElEQVSMqqoEBgZisVjo2rUrEyZMoKamhqamJlavXk2XLl2w2Ww0NjbSt29ffxpfVRWVlYcvE2C1\nWnnyySe58847T0hq2IGlhoSEYGpq/MHCzc1OAgL8u9zz5+cxadIsrr32C55+eiXp6f+itLTpVwkr\nSek4mU4dovFWt5JoD+HjHC8mReHGqefRLSqGyuwCmuo0dudKNJfEdkVf1MwMDLE9KO80grfDU3hs\n64d0aihGMVgRqhG8LpT6BoRbA7cOBoGwKEiPRLUoKCqYDJKI4EBGjx6AxWImLCyIL2Y/z5pV2Xg8\n+0OKRN+2w6D0QxHiIG8RwGb4+SDzvn37cu655/L000+flDE8K2kvBHZ6c0CZXEpJbm4ut99+O6NH\njyYmJgaj0di282a322ltbWXjxo1UVVWRnZ2NlJKkpCQsFktboHhVVRWLFy9m794j18++4oor0HWd\nDz88ujouP8WB9t1660BKS5sYOPANsrNrAMGcOZt4//1txMYGsG3bjSxYcA3jxyfz4IOLfzVNwV49\nppKzLQ+pSboZy1lb7aHK4+KC8bcxZfAApiqV/KlTK926tRLd3YAjxYJ5RAiyZxj7zp/K4wNv5Nqy\nzfSp3oUwWEBRQTUgTQqGzhaEbb/6kLo/yNwEQRYwqd9PlOx2KwaDitlswmBQUcThs09+6Em6fF5M\nav+j6uP//d//8eqrr/7k70A7Zya/SSNps9kwGAzMnj2bPXv2YLPZMJlM1NTUkJ2d3Rb8XVhYSEFB\nAYqisGfPHsrKypg4cWKbCsyBjZgtW7YQHBxMRkbGEd+pKAozZszgvvvuO2ze77FgMCisWPF7xo3r\nTEBAGB06xPLFFxupqHDy+OOZbTupo0cnkptb01Zi9ACnymgajUaCgh20ulw0r9hJdKdItm/azbby\nL1FtRi4+/06SEmIZbVCJ35LFpH4+emaaCOltw5FqwXBdCi90vYjutXno7gb/2iOAJvFVeDFGGDFH\nGTGF+OfDnhaJUeUgrzA42EGHDpGcM/IGbNaDM2t8+vqD1iQP3GczDjrqPsbHx3PzzTcftRjKb572\nNcnTG6PRyNixY3E6nTQ3+9fxSkpKCAwMxGq10tTURHFxMZs3b2bfvn20trYyefJk7HY7GzZsoLGx\nkZ49e6KqKrquoygKqqr+rIDAyJEjycjI4J///OdxBZj/mEcf9Qe8L1xYyLp1DVx11YCDAsw/+WQH\n8fGBBASYaWnxMmvWVq6/vs8pjVWLDA+huKiC7ulJJJh0dhWWkrdxD4pPMiZzFwMGdCfYZMWiKYgm\nuLRvIq50L7fOL8Zdr+O9OIO6f24ivrGEEsv+TSnpP6QmscaYsYYqtNbrKKrAoko21ZbRP9y/WWIw\nGA67eeXyrcWgqLg0LzaDaf/0+9j6eM8995CamkpWVtYh4s7tHEz7muQZgsPhICrKL2Tbq1cv1q1b\nx/r1fo9i5cqVlJaWMnz4cAYOHEhaWhpbtmwhMDCQO++8s01taN++fcTFxR2ixtPY2HjYAlBPP/00\nTz/9NNXV1Se0L7quk5e3m379Yqmubmk7/8ILa6isbGbatF4AXHLJR8ycuYmKilOrLdg1/WJs1j6M\nHDGNP1/yNx697mkuOH8koWFBzPlyOcuWbWTJio3Mm7cSHUl5axMf7yvBHiTQPBKpwTfDLuTSyp3o\nrv01uvd7F1IHd50Pd7PEEqTgCIKUABM9gv151S0+D7oBKipqWPHdm3i8a2lwfcfqNW+zr7Acl+bF\nYRx8xCn40eJwOHj88ce54447Tr9yCacbZ5An+Zs2kj9ECMF5551HXl4eS5YsYdeuXWRmZuJyuYiM\njOS9994jJiaGLl26EBAQ0Da1PuBNHkg1q6ioYMGCBSxevJiioqJD3pOamsrll1/OY489dkLbv3fv\nXurq6pg+fQwff7ydSy/9mMzMt5k5cxMTJ6YwfnwK9967kNraVl5+eQIREXbg+1rfp+KPukuXLm3B\n/Iqi0DttKolJHbh6+lR6D+lG6siupPVLwaCqNJXXY1LA5wN00F067kArjaqRS0o3obQ2oDa0gE8i\nBEifRGoSqUOoQzI4LBKLwYhP17EZTITYHQSHB+L1+liyZD3LFq1HKIIduwuPanPmaJk2bRpOp/Oo\n9ER/07Rv3JyZhIWF0alTJ5KSksjIyKBTp06kpqayePFiNE07rOxZXl4eiYmJeL3+HdPs7GzGjBlD\nRETEEQPMH374YWbNmsWuXX7F5aKiIh555BFWr159zMYqPz+fnj17kpoaTk7OTWRmduLSS7vyxReX\nc9NN/Zk5cxOffrqDxx7LpEePSBRFsHdvA888s5KCgrq2qfep9ICklDQ2OGn2eilqrsesqMjIACrc\nTgr3lBBuNuDzgK9FQxgFhmCV10f/iQaTg0nlW0FRQAh0r0Rr1dHcEs0nsRnBYfRXrTT84GfmbfUS\nEuLP1x88qCc11fVMPG/oET1It9vNnrzZFJd8c9TjoqoqM2bMYPr06bjd7uMcobOXM8hG/nIjKYS4\nTwihCyFe+sG5SCHEf4UQJUKIZiHE10KI5B/dFyOEWCaEqN5fE/eH15buf+ZVPzo/TQjxywQdj4Pg\n4GB69uxJZGQkw4YNw2q1kpSUxBVXXEFBQQHR0dGH3KPrOmazmYiICLZs2dK2O+7z+Y6oURgREcHd\nd9/dFmCekJDA9OnTWbFiBatWrfrF7a6qqmLHjh1tykd2u4mbburPTTf1JykphJycSl5+OYsHHhjO\nsGEdMRpVGhvdfPxxDnPn7mbXrhrcbr/w66lcpxRC0Ck1nrp91VS4XdgMRgZ1S6bB46a4phZZWEWv\nRIliUlAMAgQoHUx8O+B8wtxNOFxN4JVoNT6kJtv+iAJN/in2j0lPT6S8vIbGxmYWLcyid+9UVKXf\nIZ+rrlnM4iX/ZtXqt1EUhdzcIsrKf7I080GMHj2arl278vLLLx/z2Jz1nK3TbSHEIPwFv7f86NJs\noDNwPv5qZXvx17P9YaLq34FF+KuYTRJCjPjBNQm0Ao8LIX4c6XvKXBshBH369GHUqFGsX7+ezz//\nnLlz55KVlUW3bt0ICQk55B6fz4eUkj59+hAcHMygQf4dUZfL1RaAfjhuu+02Nm3axPLlywF/LOVf\n/vIXFixY8ItqkSxbtowVK1b8pO6lqipYLAaGDo3HZvMP70cf5bBixV6mTu3Keeclc911XzJ//p6j\nfu+JYlD3KynZVYJP01hXW81uZxOXjRyKwWrCpKgYK6sITjKiWhWkz1+7G5tKXnwKQyu2+3e6BaBD\na7kXT4NOXq1gY92hCvURESH06pVCzrY8pkw5h9iY89quVVZWsmjxv/lm/r8oKChlyJBejBzZF4fD\nRkFBSduyxNHy7LPP8ve///2Erz2fNZyNRlIIEQS8B/weqP/B+RRgIHCjlHKDlHI3cCNgBa74wSP6\nAs9IKXcCbwE/DkD7cP89Nx9DP04oJpOJMWPGMGXKFCZNmsTw4cOZOHEiixYtOsSAderUifz8fIQQ\nJCQkYLFY2Lx5M507dz5E8bympqZt2maxWHjyySe566672gLMc3NzAdiwYcNRtzUjIwO73X5QfOeP\nMRgUdu+uZdmyItxuHy+9tJZvvtlDWlo4N9/s34Wtq2s9aMPnVCGEYMCg7ni3l6EIQaTZTGlrI+ER\nwSTFRRPfqHFzhhXFLBAGgdaioxY3Ym5qoTgwGnRAk0ifRG/V8TVrNDphVZXrsN5kdHQ411w7kaee\nnEl5hb+GfdHeuWzfMZsRI3ozduwg+vZNx2Ty/+z27NnH4ME9iesw7hf1Ky0tjcsvv5xHH330uMfo\nbORsnW7/B/hISrnsR+f9yqnQtgCzX33Cjd9rPEAecIkQwgJMAnb/6DlO4FHgQSHEr14cWAhxkNGx\n2WyMGTOG55577qA6OomJieTl5eFyudi5cyfz58/HarUetvria6+9xpw5c1i+fDm6rjNhwgSqq6u5\n9NJL+eqrr8jIyCAqKuqQ2shSyiNm6gQFBeH1en+yTERycijz5l3FJ59s5+KLP+Khh5YQFWXn7ruH\n7K+dsp6tWyu54IK0Q+49WWuUB57r8XjQmr3k7t6LS9Oo83qo87hJ75HEhs07SUrsQG1uKdYwFXtn\nC4ZAFS3MwcIOvZlS8B1pxXvAu3/TZn9IUH2Rj7wywbuF+expPNiT8/l8vPP2V1x/w4XMneuvQ7Rz\nZyHDh/c+rEBFenoiTmdLW473L+Hhhx/mgw8+YOfOncc2SO2cFhyVkRRC3AAkAQ8e5vJOYB/wpBAi\nRAhhEkJMx1+q8YfFOR4EngaagEYp5ZeHedbrQA1w79F34dRhNpu57777yM7ObjtnMBjo0qULGzZs\nwOFwMHbsWFJTUw97/6BBg5gwYQK1tbU89thjvPDCCzz44INs2LCBMWPGsGXLFioqKg4KSpdSMnPm\nzCMWFvN4PGzfvv1n65f06xfL559fxsSJKQwaFMc99wwlLMxGdXULy5cXce+9Q3E4TOi6pLCwnquv\n/oyysqaTska5e/dunnjiCVwuF9t3fMbOHQX8/upJ9A4OoXhjHlmLNiAl9Bregy2786mpbWB0soeO\n6Qq2BDPWDBta5yBeSp/E5KI1mF1utBofaNK/ieOSeFska4rgy9IqSlsa8Gj+Nde5c78jc/QAVq3K\npqHev9ztdnuprq4/pJ26lAQFOdA0naVL17NoURZLl71OfcOP/YTDEx4ezvTp0w9bC+c3zxnkSv6s\nkRRCdAH+D7hSHihM8gOklD7gQvxrkjX4PcKR+CuR6T/43Fb8hjNSSnnYwi9SSg14ALhVCHFs1Y9O\nMmazmZaWFlauXNmWgtapUyeGDh1KXFzcEY1KU1MTdrsdt9uNEIL77ruPRx55hOuuu46MjAzuvfde\nvvnGX7vowLT7AJ07d2blypVs27btoPM+n485c+YQFxd3RGGFH2K1Grnxxv68+OI4EhL8JQQ8Ho2y\nMieDB8dTWtrEjBmrmDRpFs3N3kOm3790Xe5IJCcnM3LkSJ566laEECSlxLNwZy5bGxpQnB5GZ/Sk\nbGMh4RYbfQZ1w24w4d2YT6TBhcGmYAxUMUYaaBqQwLsDJvDgqnewetyI/Zs7QoDHKWmul+RWCf6z\np5TX8/ZQ3FxP5nkDSO2RiNFoIKN3Kl5fFuPH3cyOHQXf9/MH3rMuJQMGdmfYiD4MP6cP/ft3JTt7\nD5u3fHBUfb3lllvYtm0bixYtOiFjd9Zwlq1JDgbCgO1CCK8QwovfCN4shPAIIYxSyk1Syj5AEBAj\npZwAhAP5P3yQ9FP3Uy+TUn4CbAUeP4b+nBJcLhdRUVFkZWW1Zez8FI2NjSxfvpxevXpht9vJyMg4\naAr2zDPP8Oabb2K1WklNTT3ISAohGDlyJJMnT2bz5s188803FBQUUFtby6xZs9A0jfPOO+9wrz0i\nqanf60y+/voGiosb8Xg0Ro16m61bK5k+fSiff34ZPXpEUV3dQkGB/0emKOKESK4JIRgxYgSZo/oz\n96sVbMraQWCTjxCTgYZAE9gMNDpbMGmChLBwim3Qs2cKqWV19O0mCetswBRiILSvjdqMDrw+4Hyu\n2zwXKUF3/8DA+aClBfbVCIqaJB/sLePdvXtZ46yhw7AUAgIdNDb6q2V6vX5PU5cSXUo8mg+X5sWn\na/h0DafXjUvzIY0KFVW1FBSUHNVShNls5plnnuHOO+/8yY283xpnkCN5VEbyc6AH0OsHx3rgfaCX\nlLJNr0tK2SSlrNm/mdMP+OIY2zUdmAac3Hqpx8ill15KcnIyaWlp5Obm8vnnnx+x9KyUkrVr1zJy\n5Mi2lMdNmzZRWlra9pkuXbowZswY1q1bx4UXXkhERATz5s1j7dq1uFwuHn300baYu927dzNv3jze\neecdVFXlwgsvJCws7Jj60dTkZsmSQsrKmnjmmZVMmZLGO+9cyDXX9GLlyr1cdNGHZGa+zVVXfcbv\nfz8b4IQqCY0ccT3deiQT1TGCfoO64dF1YrrE8eWnS4kODyVwvwTdxIE9WbNzD726JlO5ZRcRQTq2\naAO6VxKUaqE8I4G82HjSygsRBoEwCoTi18FAgqZBQ4ugqN5vLLfWe1hS2UgtLlatyWbBwlepqKjF\n5/O1GcTS1kaqXc1UupzUe1rR8etKbsjazp7cvfTp15VPPn32qPp58cUX43A4ePvtt0/Y2J3xnEGe\n5DEpkwshlgBbpZS37v//JUA1UAT0BF4A1kkppx7L8/afmwOMBnxSysAfff6EKJMfL16vlxkzZhAc\nHExYWBgXX3zxQRsoHo+HBQsW0KtXr7ZMk6amJtatW8fy5csJDQ3lhhtuIDs7m08++YS33nqLlStX\nkpqaiq7rbN68mby8PFRVpaGhgcDAQBITEw9bLvdYWb++lHnzdnPhhel07+5P41u6tJAnn1yBlLBg\nwTXU1LRw4YUf0r9/LDNm/DKv9efQdZ2PP3uW4LhQqqIcNPt0+lttdLQF4wi04dlvtAqrq9m+fhcD\nuqeSlbsbd2oceY2CsgqBaoTqDS3c/8G/+WTsRApSk1CMAoNNwWwXGExgs4JBlViMYFTBq4EZH/0D\nDZyTkEigyS9qUu9uxaV50fF7lIoQWFQDBqFSUVxFdXU9kWEh7N69l+wtzdx779Etn2dlZTFlyhR2\n7dqFw+H4+RvOAI5HmXz8S28d0zvn3fr7M0aZ/McWKgZ4B9iB30C+DVx5HM8D/+aN8QjXTguMRiPT\npk2jpqaGnJwcPvjg+3WqpqYm5s6dy4gRI9oMJEBAQACjRo3ij3/8I5MnT2b27NnMmzePAQMGcM89\n97T90SmKgtPpJCAggIiICCIjIykrKyMm5sQu1fbrF8vf/jayzUACrF69j+ZmL2vWFDNz5ibCwmz8\n/e9j2LWr9iCh3xOBoihcdsl0aPURpksMiqBc+MCmUtraCMD8eatIDg4nNK0D323OITEkjLDdFQQW\n7SE0yB/mY44x88LvbuD87xYRU1OJUAWKCrrmT8zx1wgT6BI03W8oSxuNLG+AZZUlzC7Oo9BZi0U1\nYPrRLreCgk9q7Nq9lyEDphEVmcnw4b1/kdr8gAEDGDVqFM8888yJG7wzmDNpuv2brnFzoqitreWb\nb75h165dDBgwgJEjR7Jq1SoGDx58VF7DASUhl8tFWloab7/9Nna7HZfLtV+4Io9u3boRExNDTEzM\nz6oNHSv+ol4a/fu/zksvjSMpKYShQ2dy8cXpRETY2b27lrffnoLL5WPfvgZSUsL2t//4KzO6XC6+\nmP8SFYqGNzmei+KiqPO4SbQH89HnC7FbzPTt341Gk6RxdwWeZjfpXZNYsT6bIruJnKYoNB+Yypr4\n3Wcf8toN12G0K6gGgckKZjMYFDAbJapCm9KPa7/N92mCMLukZ4iRvqGhNPu8mBV1vxepYFAU3LWt\nbM/Jw2Aw0NLiIjOzHw770KPu4969e+nduzdbtmw56IvzTOV4PMkJLx+bJ/n1Xw72JIUQcfgdtCj8\nG8WvSylfEkKE4I+9TgAKgalSyob999wHXAf4gNuklD+ZTtWeu30CCA0NZcqUKYwYMYLW1lZmzJhB\nx44dj3padWCK/sMA83Xr1jF48GBaW1vp2rUrX3/9NVar9aQZSPDnoa9evYIePaxs2VJAeXkuL72U\nzooVRbz++kZGj04E4MUX13DXXQtYv750f/vFccdTWiwWLp10J+VZe5gcHMyq6mq2NjRS5mpCUwVj\nxw4iNyef4pwiItJiCU6LYeeOAjqFRZAZGEpC83Z0jxNH7wAWZp7DvTNewNzU2raOpWm0eZFe7fsD\nwOUV+HSobBKsKPMyp6Sybard4vPi0n3oUmIMsTByVD9GntOXoGAHmq/7L+pjx44d+fOf/8wDDzxw\nXGN1VnDi1iR9wB1Sym74N5lvFkKk4Z+JLpRSpgKLgfsAhBBdgalAOjAeeEX8TJxbuyd5mqHrOn36\n9CEzM5PMzEwGDBhAeHg4s2fPZuDAgSfVA8nPz2fnzp2sXFnHq6/u5emnM5k2rQ/fffcda9c2cttt\n45g3L58nnlhBdXUL/fvHEhJi4c03Lzhhbairq+P9D59l6rXjeGjTPlLDYP3ybbz7x6cAyMqeRVVF\nLR36dCLUbMXT5GLN4s2MHt2f3XtLmb9tB0Wx3QjIreKmV9/gg2unsq9/F1QVjEa/B2lQv//dkVKg\n6dDq2l9HTIGYUEmIGTw6jIhwYFVVwswWTIqKWapsXruD6KhQenQ/qiX3g2hqaqJLly7MmTOHfv0O\nzRs/kzguT/Jfx+hJ3vzTa5JCiC+Al/cfI6WUFUKIaGCplDJNCHEv/kCbp/d/fh7wiJRy7ZGe2e5J\nnmYoisI//vEPPvzwQyIiIlizZg3vv/8+AwcOpEOHk1ttLykpiXHjxvHYY5fz6KM9efjhZTz00FK6\ndOnHTTdl8uKLs3n11dWMGNGRL7+8nDfeOB+n08u2bd/X9jneL6+QkBBsVjPfzv6OaVEGTCoERIbw\n0oLnABjQ80qK91ZQurOYGncrVQYfPTO6MPfrlYwY8Dsmde9Kz+2b8PYM59WX72HEN8vIWJTl9yR1\nvzfp0wS6LvBpAp8Gbg8010uc1Tr1pToNLYIyJ3Syqzh9Xjy6RpPXQ4PXTVlpNZpPI71r0jH1LyAg\ngMcee4w777zzN605eSCj7ZceP/PMTvi1I9YAUVLKCgApZTlwYNG9A/7klwOU7D93RNqN5GlIZmYm\n3bp14+2332bEiBGMHj36JwPVTyQHVNZvuWUiixdfSceObjp0CKCwsJWtWw1ERBgYMECQlGQjNNTK\nrFkXtdX3PqCpCVBTc+x54L+b9jDjx91ITV4lQ8KCKSqLZO6WWl6c/X9omsaf/vA4vgY3BVm7sQoF\nLdqKIcBEUeMCOibE0KtfKgMqi+gna/n40etI3rCTxDU78HrxHz7w+MCn+T1Ic3E9weU1xGQXojX6\nKM7VaGoVNPl0WjUdTUKL5qPF50OGW7BEOsjKyjnm/l133XXU1dXxxRfHGiF3FnCCQ4CEEA7gE/xr\njE4O3fA95m+k32T5htOd8vJyxo8fz5NPPsnjjz9ObGzsr9KOtLR4zGYfX3zxLc8/vxuHw8CUKXEM\nGpRCdnY2brebkJAQUlJSDso3f//9rbz66nreeedCOnUKPqZ3h4SE0LnTWJbMfx+fOxxPSxDGmkZy\nc3NxNm9gw9ocnF43K7/bwuU3X0CnXoms+24rOZv2gJDEdowiSpqwf7uApmenMugv79JjzWYWXDsJ\nV1gAQvg9y8CSGu549HlyOibTbLNhW72cVyZfQU2xYG+gQJc+TIqCVVWwGwzomiSgYxiypIkv5r/A\nsEEZhAed84v6pqoqzz33HDfffDMTJ048oqTeWc1Rft/X5O6gZtdP574LIQz4DeS7UsrZ+09XCCGi\nfjDdPjDdKQF+KPQat//cEWk3kqcZRUVFLFmyhD/96U8UFhby6KOP/qq6hImJiSQmJtLaGovdbmTC\nhM7s2bMHl8vF6NGj27KJJkyYiKIIsrJKeP31jYwYkYDBcHwTldTUVJKSHuDrl++n0anz5989i6Io\nFBcHAivo070L23cUkLe1gPCeCTjToomNtFO2IJvzRg+iY8w4yqofJdxmZu9//0jROznc8MSr+Kwm\nmh02aiyBSK/k+SuuoygxASTc9vp/EALcNT62rVcw9FeJNOu49mcaKUIQpJgIT4zAGuVg8/qdjBl9\nzi/u29ixY0lJSeGVV17h9ttvP65xOhM52klReFo64Wnpbf/fPXf24T42E9gupXzxB+e+BH6HXy9i\nGn45xwPn/yeE+Af+aXYykPVTbWg3kqcRTqeT999/ny5dumC323nooYdIS0vjlltuOaJoxqniyit7\ntP07LS2NsLAwVq1axbBhwzAazaxbl4XJFM7f/raaHj0iufbaXsTFHb+Yk8FgIMhhpLy1pS0KIC4u\njrvvfp4lS9/khlsuxWWSxNmDaPF5WGmsYJ9ZsHTlRjrGlmCWKr7iBob0SSLlpn68OKwrriaJzKlF\nCTLRYrHuj8ETmD1uQhvr24LyhCKoaRYMTonAohrYXFeFR9dp8HqIMFuJCAyk7KedkJ/kueee45xz\nzuHaa68lNDT0uMfqjOIErRwJIYYCVwFbhRCb8E+r78dvHD8SQlyHP8llKoCUcrsQ4iNgO+AFbvq5\nXeD2NcnTBKfTyYcffsitt97KlClTgO9VZH5J0PKpQAhBZGQkQUFBbNq0mVGjzqFLl3TuvXcxmtbA\nlClJdOlybKmSP2bBxpmkWcDRIZTbZz3UttnhcDgYd95NbFi1Fb3Fg0fTCDbZ6BYYhEEomBxmissr\niYgPp6K0Bk9pE8Vrd9HLUMHwbmDsE4YnxI5qFigmga9FQyltYntCMqpVQSiAhPK9Oo+sL8On6/QJ\niSLIaMSnS8pam3HtVxY6Vrp27coll1xywusdnQmcqI0bKeVKKaUqpcyQUvaWUvaRUn4jpayVUo6R\nUqZKKcdKKet/cM9TUspkKWX6z8VIQruRPC0oKipi4cKFnHfeeVgsFtasWUNLi3/j45ZbbmHz5s0s\nW7bsV27loXTr1p3Q0BBWrlzJ9dd/SFOTi7FjI0lOtp2wd/TueD6+4nq6BtdT6THw1KwH2wyl0Whk\n0vhbyN6Qy/zVG1hVVcyW+npW1rUS7QjCYrdS4WnhoktHs2TxOnas383w8GgcO/Zyrijm9mFGEtIU\nemYoXHuBFZESRFppIUIFa5QBxSyQGjTWStbVVmFSVVICQlAEuHUdl+ZjzYZtfDnnBdatf++Y+vfI\nI4/w3nvvtdU7+s1wBuVutxvJ04CNGzfS0NDAmjVrWLp0KeXl5W3qQhaLhaeeeoo777zziMK7vxaK\n4ldjz8oy0tRk4Y47RvPXv15EfHz8CQtvCQ8PZ/pfnyckLIjKnfkYzKaDxsFsNnP55LsJsljwFNfi\nlZK0lEgCIgI4p+/VmFwaHq8XXYWrfj+JgT2v5LoL72dC32ks+HAJznkLUOavIu8/UmoAACAASURB\nVPWrNUz98DPWpPXiwSkhPJAZjMEqMDkUfG74fLeHnPoqnN7v1c51KRkxuh9jxw7CZDKyavV/267N\n+epFCovm4vEeMfwOgMjISO65557fnubkGWQk24PJTyMObIKoqsr48ePbzuu6zqBBg7jtttu46qqr\nfuIJp54NG0q59tov+Mtf+nP11T0JCDAfFAp0PFRWLaK+oYni4koWbMshJCqYey59tO364iX/JrxD\nOEmJseSVlvHlt6vpOa4/i7N20d2gYjEZWfLZd1xy+bnYY4KozK/AHmyn2QhqnYvVq7PpGxlIh7Ia\nmleW8N+//gHdJ+maDBYVxseEEGQ08/DaCgAigiUjo81Ems3UeT10CQjCohiItgVSU1PPnj3F9O93\nFbO/fIHY2AjCwoLYtauIkSP7EuAYdqRu4nK5SE9P56233uKcc8457nE7VRxPMPnkN49NEWnOH6ad\nMQIX7ZwEAgMDmTRp0iGlSBVFYcaMGdx///20trb+Sq07PH37xvLOO1O44II0AgL8ZVxPhIGUUvKv\nlz/E1erm2zUbqa13EhV6cDhRh/hIvpq9jEUL1rJ8wXoyzxtIcauXwf2SCYmPoKqils6JHdhbUEZ9\nUQ2Fuotih0KF240lysH0XfvYt8HF6jIHr4y7jIQ4SUwHv4G8MiGGGKuDWFsQTw/pgMXsD0RfV+Nm\nQUUjAQYDFsVAc10zXk1j+/YCevRIZtPmD+jbN52BA7uTnBzPOef0Y8OGHaxZe2SjYLFY+Pvf/84d\nd9xx2s0WThZnksBFu5E8DYmNjaWysvKgc8OHD6dv3768+OKLR7jr16Nv31hiYwPIy6vl1VfXnZBn\nCiEYO34IxaWVRKZ2oH+vFJq9Xj5d+k9y6ucBkJp8IV16JpHUtzPnXjICq91CZ4cZoxB822yltEtn\n9Lgg8gtLqFd9VKzbQ6pPwbOlEvMTH/PmBaPJnTacVSOHYOhoI8QMw6KNlDlhXW0135SVsqa6hNkl\nJRgNkjGxZpweaPXC2lonq/ftZf2qraxYvpEmZwvl5dUYDCodO0ajS4nT60Y3Cjp0jKK52fWT/Z06\ndSpms5l33333hIzfaU/7dPvkcrZOtw/gcrlYsGABwcHB/vIGSUnExMSwe/duhgwZwo4dO4iIiPi1\nm3kIO3dW8/jjy/nf/y46oc91uVx8NO8fmFOi2VFaQw+rhZQuHVmelYMVQcbArtRpXjJCIrCpJlya\nj+z6Kt7MbqFHnCS9voGqD1fSU2uhPMfJzu6pbDh3MEarQFXh4gRBbWEFkTY7uSF2Npf60xT7pmj0\nCbIiDSqf5rkYHqdg2C8fVOj04W5oYqBP4Gv20NzqwmIwMmnScLT9BtKj+9A1jcXfZHHVJff+rIe9\nZs0aLrnkEnJzc7Hb7Sd0DE8GxzPdvuC/7xzTO2f/7tpTPt1uN5KnKZqmIaVE0zTy8/MpLCwkIiKC\nN954A0VReOnl69o+a1DObKGEo8Hr9fK/eTPQunVELa3G6PQQlRJLlUEQZTHT7NMYGh5DUXM9MVYH\nec56Pt/rxPVtMee/+RkrevUlv3Mn6uIiMQSoBMWp2KzgdraQUpnP6CG92JK1k61JyRTntRJcuYVx\naYlEWB1kle4lNqkDnZNiEELQ4PWSXe/Gp+kMbvZQkldGh9hIYjpGkNY5gWqXE5+u45M6jQ1OKgsq\nOWfIH36youUBrrjiCtLS0nj44YdPwageH8dlJN8+RiM57dQbyfbp9mmKqqoYDAbMZjPp6emMGzeO\n5ORkLr74Yt773zvMnr20rWCVT1+PT1//K7f45GI0GomLCCegsp6gTtFsLC5n3cZc1C0lqHl1DAiK\noMzVhEfX2d5YS6DRRFW94IoPPuaNtAkU/GkY3sEdCE0zEZWsEuiAy1KsXB2hkhoYRlJwBPmtzVSW\nQUNRMTdnDiYhNJyqyjpuvXACUko+/XIlZbUNBBmN/LFzJwJMKs64QJqCjTQ0OKmrasTl82IzmPBJ\nHV1KHIF2vp63kq05Hx9VP5966ileeumlg8p7nJWcQdPtdiN5hiCEIDg4mHPPPZfb77maF156n1lf\nLuTb79bx9rtf/SYUZYb1vpqdZdWUN7tRqxq55+KHuGTyHSz+di3rV20lzGSlWfNhVhRKWlvoFitp\ncSpEPJDCa6OSeG1CJ8akCHpGQUakoNLtISwxksTkDixcnEW2qyNVOflM7GWmd4/L2LGniKi4cFwu\nD78bcjNPT3uSL5bk8N53ubyZX4BJhb0tXoISo6k3+ggMC2DBd+v95R+kxKAomBSVm26/jH1llT/f\nQfyVN2+44QYefPBw1ZvPHto3bto5qdx/5wsU5JcgDAphnSJp9XpYtGwdu3afvaoyUkoqqhbT2Wpj\n9T6Fzj0SmTPvJVpdq4mJjaCotAKTYiDAYKRV04ixWMmMDCJnTB/sj6/ik30FOIxmrkxIYXJsFC5N\nUuj0saPJyVqzxubkODzNzVhCFO6adD8Gg4HIyBCMDjN1jU4ATCYT7934DPf2vZxdSzeh1zZQ55Ho\nVjMhYUHUNjTibGqh1eXGohrQpcSkqnz60UJiY49+Dfm+++7j66+/ZtOmTSdrOH992j3Jdk4mFouF\nmx68lr8/+Do+s0Lv8wdgTQhlb3E5FdVnb33nDz+YjzEhHJ8H8sIi8WgaLa1u/vTHJ+gQFY7T52bR\nrMUEOX1UuFwEGU1kTRrGhPw1fPNxLZ8V5/H8zlyaNS89gmzUueHbPI11xYKdW90M6dTK/64d3va+\nqIhQigpK+W71FmpaV7SdlwG59AwJYFBCBxxGMKkCe0IEDR4XhUWlFOSXEmyyUtLqxKQYGDtmMM0N\nLehyw1H1MygoiEceeeSs1pxs9yTbOencd/3TKAaFbz9djiIEgcEOUnp3JmttDsUl3/zazTvhCCHI\nvGAIK7cW0lqvk7tqG8kZiUSEjSJ31+ckdPLLyekmlS/fXYhBwsb6OiwBCgvGj6Hruq18tNJLkwei\njDbMqkJ6sMLQBEHtXo36gjy8ZhP/fPF91q57F6+2jv69ryImPpJWzcuuXYUArM/5gA/fnUfm8D7M\nr24i3KSSYLPSye5AJISTMaE/aoiFWncLCgKDUOic1AG35qO8vPqo+3v99ddTUVHBnDlzTsZwtvML\naDeSZyhCCP794kxee/I9nM0umnw+ajU3KUNS2LQpl8rqRWedF9K/y2XYfD5MNp3USCt23S9i1ery\nYLWaMQiFwedkYLGYKV2ZS3fVSocQSU63dEZtzeIvo+x0djVwwR0v8vHs79i8fjefz3UjVMGYLirm\nTUV0SomnoqoWt9uffjii1zVYLCayt+Xx3aq32LRtF1f8YRJNZugWZCLcbKBvaCyxtkA62e1UCcFX\n9V7KXM2EmS34pD84fOjgnuTnlxx1jrfBYGDGjBncfffdeL0ntkLlaUH7dLudU8GwYcPo0qszH/zn\nSzy6RoPXS5PmI61/Crt37zsol/hsQSgKEgWj14cn2AhArx5T2bRtF4pLJyU+lpGTB5KWnMD2Dbvp\nbZe4GjS8iso/5jRRvCSHCzrHM+MPzxDQ6qLvSCMJXQSjeqVx/tRRlO+rIig0gMLicjRNQ1EUwgMC\nmTxhOMuWbwCXRllrM7qUaHVOdn+ziY2F+ehSYlZUegUF8te0eIKMJhwGEx7dh0/XEUIwZEgvPB4v\ntXVLj6qv48aNo1OnTrz22msncUR/Jc6g+Xa7kTzDmfnCu3zy2hyqq+px6RpNPi+VwkNwehSOQDsL\nFr7KluwPaXGv/rWbekJYU6DhLNaIDA1kX0EZ4E/bTIiL5oPPFmBRDSQkxlJUWoH0ajT4dEwmicXt\nZvwQ8Ll9dO2WhBCCjNQEQnN2UVvVQkh0CIvmr6VjQhRLVm7kqznLeeSpm/j7i3dgsBnBpDBkVB/i\nO0bj1Xy4dZ2d63O54pJzWb9kC7sbqslauZWOtiBq3a2YFJWvFq2hwePav9Ptr+UdGGinocF51P19\n7rnnePzxx6mrqzsp4/lrcQbZyHYjeaaTkpLCiAuH8c6Mj6h2e6lxe6l0e6j3uLF3DKbvsB44Au0s\nXJDFshVvUlWz+IjP8mnr2LDxfyxf8eYp7MEvw+cy0VJdyZuf5GFt/X45YXDva0hNjMeiGgkz20ke\nksr484fTMzKMhLy97IxO5MtFLUgpiYnx1+S5eNCfufXyh2nas5t/bCrH5DATHhXKXbdeRUhgAEMG\n9CAqMYqYzjF4dY3S4kp6d72ITatyUBBEBAYQGhBAXNd4Pl62iV0l5WzauINwiw2DUCjbto9PXpvL\nplU5bN6US3l5NTt2FBAfH3XU/e3RowcXXnghTzzxxAkfy1+VM2i63a5Mfhbw32fepVNKIt0uHUVA\nQgcUAQUGD1a1mQCDQqTZRPzgzoQKEzt3FLK++WV0KemWnkRsh0hMan82bppFTU0DjgAbxcUV6Lp+\nVBkip5JLZz6BoIG6vHKeevxcBsf+KP1RQk2zkxCbHbOi4tK8pASEYrw0CduyVbTsayZoYBx9el/Z\ndouqqtw0vhd7thcyX7fxyaz5/CPIwb595SiBJjbsyGfPhj3cdf/vcJgtREZGYrWY8TS2EBsdTl5e\nMWW7SgkPtdJisxAeEMiWVTuI7x7HA/deR3FxBVlZOSxf5t/Zvvba6RjUzr+o34899hjdunXjxhtv\nJDk5+bjH8XTg1/IKj4V2I3kWEBYWRs+rJvLJ0x9y7pN3IiWYDP760g6TRqGxFYvaSrRFJaCjgxBT\nKIkmO3t3lbBzZyEuz3ckJsRidpgRiuCyqdNPOwPpdrsp2lKOwMTCfzx22Nx1u8WCVfWvUypCUOtu\nRaOFq9LD2XhFdwZsK0F32Q7JoR6bejX9I+tY+v7TDLtoKLvz9zFhygg2bdnF0399kf+8/jBVlXU4\nXa3sKZyD7nRhDrThdXtZuWkbTdVN9BrYBa22mYyel1O072s+WZLFLZdMJC4uCikl6emJJHeejNls\n/sV9j4qK4s4772T69Ol8+umnxzaApxtnkJE8vf4S2jlmFj/3X6p2F7NzQQ5VRTrl+yQl+yC/RLBj\nn2BriWBFsc6qKg/r65x8W1uFOyGQkN7xpA1LJ7pzFKVFlYSEB1HvWvlrd+cQTCYTnsZWBo2OPqK4\nh8/nw2420+Lz4JU6FtXAvpZm5pTUs6J3P4bu2MxH3zQzbcGhSjsWi4VBukbArmKcHQLJtgkUs4Gg\noCCmTMmkoaoBLcjMex/Mo0/fNMItFmzhgQwemcGVN55Px9AQmiua+OTzZ9mek0eQJqh2+dce4+Ki\nKCoqOyYDeYDbb7+d9evXs2LFip//8BnAmbQm2e5JniWYzWa6TL6ELW/PYvCtf0MxKAijwG3cXx/E\nAEIRVJsFe20C1SRZZ28lxC4JMkGcTSVsQAINjU42b8olOGAbHZM7EBYaiNliIsg89FftnxCC8HgT\nxTVH1ls0m02UV9QQEB6AR9MIMVowCIEuwVkL9UHB3Lg7h892hsC5B9+7J28OwYEOkkIDiYqO5P15\nq3CUNABQUFRCdHQ49esrGdi3G3NXbCTlnAwizUbsdiv5ZRUYEBjMRqSu893qbKbdcQkrqyu5uGMg\nQgh8Pg1N01BV9Zj6b7Vaeeqpp7jjjjtYu3btaefp/1Lap9vt/Cps+M+/CElIpnj1KmJ6DgbpT+cT\nikAYBEIBxSRwmRVUi0KLTVBrFlgCBKUBGlYTxNoESQMSMUmoqW6gvLSKutpGunapIC31xEqg/VJu\nu3IIE1KuPOL1IYN/x9Jlr9OU48IYaaclLowmn0ZygEq228eszIkM27iO8duz+efyF+mREs+IqCko\nioKrNZFBw02YwmysqamheEcRT/zZ/66WZjedEmPoUBBJoN3GuP49yfbpGCwKe8orKdtcRFx0BBPG\n3IjJZMJufoXa3Aoi3B70eIkiBHa79ZgN5AEuv/xyXnzxRWbNmsXVV199XM9q5+g5s7+O2jkIIQRz\n33+HPQs+x9PgwtesobXo6C7/obX6D2+DhqfWh7tGo6VSo7FUp6wE9pUJdlTDkjI321o81EVYsXSJ\noF9mL/bkF1NW/rOF5U4qk9Ou+UlDI4Qg85w/MmLQtTSXN2AQCiFGI5EWI5YQBVOwgdWDBhC0tJF+\n173Clje+4qK/Xsq2ws9JT09n2/Y8VlXXUNzspffQ7nRNvxiAvv3T2bRxF1s35CKEoEeXJKItRkJM\nJoxGA6pZpa6+EbPZjBACs9nE4oVZGFWVZqe/oJvNZqH6JyILjgZFUXj++ee577772grFnbGcQbvb\n7UbyLGPo0KEERHaibvnXXLHiawbv2ExqUR66S0P6JFIDpETqEt2jo7VouOt8tFT4aKnWqauGqjrB\nnnpJbpObguZWdCnJGNaNgqIyvl3wChWVC486D/nXIDg4mIToSGq3lxBgNBJkNJIQJ4ntacQSZeLN\nsRfzyv130P3jHKKHDWB7Tj5bmhbgUEykuCQ167aToFqoqV8KQFjQCAqrK2lytRIUHojT58aoCHIa\nmzDYTJwzuj+WYBvFZfMB6No1CYNBJaPXVNau3UZLiwu73cKGDTuOu29Dhw5l8ODBPP/888f9rF+T\nE1VS9pS09UxMXfstiO4eD3v27OGCrj3pPf5PpLY2kFhTSteqQnRVYUVab7YmpbIvyp/rLIwCU4gB\n6ZP+r0zdPyW3hKmYHYIOEZIB4UY62e3EWOwEGyxs35ZPbW0DRqOB7t07ExYWjCL6nvJ+Llr8b0JC\nAg4K6TnA2nXvMn/JWoafP4jgiGCWVzVQ3iqpbhJkRMPiTZJxH8xlX3Akey5IZ5C3kkRHMHt2FiEV\n8NkNGJs1zj9/JKrVyBuvfEJAgIMRw3uT0KMjiyvLMSsKdoNCvM1Oc34N4cGBJHe+AIDikm9oaHBi\ns1n471tfAnD99X8jPj7+uPudn59P//792bZtGzExMcf9vGPleER3p35xbCV4P5pydbsy+dHQbiR/\nnrh+o5Gaj57XTENqoLXoSKeXETs30q0sn85VxRRHRrM9vjPL+w9CsxpRTD/43dNBMQsCYg1ER0oc\nJpgYG4jDaMSqGgg325E+nV3bC2locBIYaCclpSMhwSNPWR9zdn7KR+/P5w9/voiOMeMOurZg8ask\nJMQSEx9BlbuZeWWVNHklHh0qnTAkxsDsNS6ufvkdPr3hMsxJDjKi4cLYWOzCxKamKrI++Y7Gyka8\nusa1V00gLj6KWXMXM2xsf7Y2NODTJQZFENDioWFnGVdMuafN2/ns8xns3lXEnXddg0Htf8IqSB7g\n7rvvpr6+ntdff/2EPfOXcjxG8rLZx2YkP7yg3UgeFe1G8uepqakhNjGRzCceILRzHFKHhgIPulci\nvRLNpdOhpoKu+/IYszULr9FAYVw8H02YjMdq8T9EgNT9f9yRaQZCA/xj3jlIYFcVzomMJNBowaAo\n1FU2UJBfgqZphIcH07lzHDbrkJPWv2bPar6dv4btOXmkpyayZXMuGb1TuXDKnQB8+sVzDB3bjwpX\nMz1ConF63fwnLx+nF5IcKtm1GvEOQVlePRf8bSbP/eUvBHYyMbKT4PzYjrxbWMTE2Ag+/3QJ3kon\nzc5WgoMDCIoNJjmzB80+jUq3F7tBwdXsIm/THqZfNAGvz8vKlVvQPBpNTS1cfdUDJ6X/9fX1pKam\n8u2339KrV6+T8o6f43iM5OVfHpuR/OD8Q42kEOJNYBJQIaXsuf/cw8ANwAG14/ullN/sv3YfcB3g\nA26TUv7kYnu7kTyL6fenq6jcuoOLX7gDixG8GlQ3CBrKdHwt/lAaX7OO7pXYWlr+n73zDo+ySvvw\nfd7pk95DEhISIAmhSglVQCmKiIAiKu4qrq5113VX7P2zIbZd111dXV1FRcWGigrSm9JLIAFCSEJC\nSM9kJpNMn/P9MSECUkKY0Jz7uuZi8s5p7zvJj+ec85znId5Uw53fzOGlW26jNjoaRSV8kYQkeN0S\nlU4hKE5FWDjoNJIwPYTrIEStkB0ZRozOiN6r4Gh0sH17AQaDjgEDuqPXDfL7va36+V0i4yLpkBDN\ngQNV7NtThoICUlJvbsDj9XL55BEoioIiBPVOG5vqajC7PMTrtcTp9YRpdJTZrMx9J4/LFi3m41un\ncceoWLqGRPJuUTFhGgWX2UqsotArKYGI4CCsLid7Gy0YVCp2Nfg2T1QC2FzMrs0FREWH0blzEj0G\nZLBj3W4mT/pbu62l/etf/+Krr75i0aJFZ2S97pRE8ts2iuSEo4rkMMAKzD5CJBuklK8cUbYbMAcY\nACQBi4GuxxOUgEiex5SWltI7uw9T75zIVWMHo4sOwRukY2llIw0OqKoVuB1gq/Xgsvg2dlIq9nPJ\n2lW8M+ValGC1z33Ipz0IBZCgCVHQ6ATGENBpIMwoSTAKOgVp6R0eid3jJlJnwNvgYs2arQQHG+mf\n3Z2I0OGtGrfFYmHz5s107dqVxMTEwz7zyk04HE7e//QHLpw4GBWCCrsNu9dDrEZLhEtNcFgQEYYg\nKmwWym2N1DodeKWkzunGLSXJRj2dgkIA+LC4Eq8E49wtpO4p5LtbpzA4GfZaJH2j1exvcmN1+XJx\nG1QCrQpSg3TE6PRsrbeQYtSxvtZGrzITMZHhHDhQTVJiLFUWM507JlBrstAjYxJarRaDweDX79fl\nctGrVy9eeuklxo8f79e2W8OpiOR189smkh9ffvTpthAiBfj2CJG0SilfPqLcg4CUUr7Q/PMPwJNS\nynXH6jPgJ3me4vF42LJlC08+9ATvvPMO/3fbTNaum8PIsQOItVWzS+WgLMxNRZOkOkqFqUrBafFS\nokqiLDqOWX9/njnjJ7GtZw8UrYKibv69VIG7sXmXHIFDCw2NAnMQFNQ7+Km6nKQgQc+wIDoFhTBw\nTF/UHvhx6Tpc6rV0MIYhBKRndiKpwyWAz5dTspnGRhtffrmUwr37GTp0CvPmzeOuu+467L527Cgg\nL6+ILqlJhGl05DfUY/d4cHglOXYrNQ4vGouJjFAdRpWa/TY7ZpeHIJVCiEaF2eXLgQNgdjqosAgc\nLvCMvICe23Nx273sMgmCtWByeugVZqDC7sTk9FneWkVQZnNS43CRHRlOodVKiEawtLqCVy75c8uz\nX7zsP6R3Sebbb1fyynf3kdktleuufciv37FGo+Gll15ixowZjB07Fo1G49f22xNxevxq/iSE+D2w\nEbhXSmkGEoFDQ2KVNV87JgGRPE9RqVSEhoYyYcIE5syZw4IFC7j00mmsWTaXuLhI3IX76d8/lSqj\nJFfjJNwI1WYVJrXgx8vH8MPgEVz/7VdMXLQQoYApLIzPxl1OdZdEUMDjlDgFSKtEH6pQWwNqnSAo\nCBrskiKLFYPaikrBl+IgswNdQ3QkBoVgFGoKthWzv3Q2dZYGPHY3kZGhlJRUsHfvfq6e8mfy8/OJ\njY097J6amprYX17NZZOH8315CYsrK3B5QRHg9ErMTondA14pWVFpByDeIIjSKbilxNtsRaqFQqHV\nwoIyGw2NAo8L9EaB26AltqIKYuPQqEAtBGpFUNDgoYNREKFV4ZW+9s0uL4sq6/BKSDCoUR9cxwWq\nqpegGNTU2K0MGtQTvV6L2WzlrbcfY8zoP5Camuq37/myyy7j1Vdf5e233+bOO+/0W7vnAf8G/k9K\nKYUQzwAvA7e0paGASJ7HXHjhhcyfP5/777+fv/zlL0yZMoVxl/4JgN69PCxZ+h8MKsHFGXFYhCTH\naKPYILA2qakTgjnXTcVj9yLdkkhLPX/45gt2d+3CwtGjUBkUkKBoBNILhmBwOaG+RqLWCnQGUKl8\n03GLRiIl5FY7CQ+qQRGQmWhEV2th6IAMXIrEcqAe11430TER9OzZk549e7bch8e7EUFfft7wAZ26\nJLHTXIPZ6cEtfZadt3nlxS2he5gGD5JQtQqPhAa3p7kNSYXdTZ3TQ1mTF5MNzFZBUozkiqQQOgeH\ns2t1NJHlNTT2jUOvgga3F5PTRQejr49ah4cGlyTBoCJM4zOFgtQqPJX1DOj6S3Qet9uDt9FFZWEV\n3bPSGDNmEBaLlVdf+Yig4ELAfyIphODll19m7NixTJs2jfDwcL+13a60cpJemZNHZc7J+5dKKasP\n+fFt4GAejDLgUD+spOZrxySwJnmeU11dzcqVK3nzzTe56KKLePjhhw/73Nq4hoVL1pKalUyZHqoc\nLiptXnaVCyzlXjx2L16nRKgE7iYPv184j3nDx2CPDUXRCoQiUOl9v/HGcIEQ4Hb61jAVNWg0PrGE\nX87rqlW+zz1e6BQlSTIqJBl0pAeHsXTeT+ijgug3tAcOUxPFeaVs37aH++57lVf/cR9BHSMw9u9C\nndOLqvkvzeaRKAKmdIzDqNKQ31BPrdOJw+slVK1CLRTqXC5KGt00uX0bWC4v1DcJ4kIkd3RN5Kv9\nZWQ+MJtV2QPZPzQTvVZyQayC0ytbRLjWIYnQCiK0CiFqFRpFEKpWU7mukCsn/HqDZtv2T6kzWRhx\nYd/m78LEpk07iYmJoF+/bn71Lb3llluIjIxk1qxZfmvzRJzKmuT1C9q2JvnRpcdck+yEb02yZ/PP\n8VLKiub3fwUGSCmnCSGygI+Agfim2YsIbNwEcLvdfPjhh8yYMYPc3Fzi4g4P+ur1etmy7ROKD1SS\n3D+N/U4Hbq/Eg+SHPR6stRKX1SeWwSYzd3/8HjP/eCdSr0Gl91mUCJ8oCpVAHDw52LzZI5qPlKnU\ngpiaGoIbrezt2Akk6IPB6wWPC5LiJXo1hDZZoPAAYVLN8JF9WbJwPaNGZ7Mldw/hnWPJ8QhCNAKz\nU9Lk9nWVEqyQGWJkX5MvEniD24sCNHp8vyd2NzS6wNZcXhGQEiLoGWYkPSSc+TM/R7XfwsIrLiE4\nXKDVQEKYZEi0gUHRCaiFQoWtgTKbFbPLRbBag0YRFG7dy6CMdDonX37UZ5+3+wvKq2q5aNgvgrh+\n/Q42bdrF1KmjiYke5ZfvuLy8nB49erBhwwbS0tL80uaJOBWR/N3CtonkkGGEcwAAIABJREFUh5cc\ndXd7DjASiAIqgSeAi4A+gBcoBm6TUlY2l38IuBlwEXABCgBQU1PDnj17mDt3Lna7nTfeeOOo5Wrr\nlvHzuu24o/UEJ0XhlpI8i52KRigsBKfFi/RIEotKueuzD/j4sons6NYNRSUIdTVSbwjxiaLK9zt8\nqEAiYcqX85AIjDYb5fFxLL14BFKtAuErqyigqAXBYdA1qImB4cEsa3STZTET7lGT1CGGpigtn+0z\no1OBV4LDAyoFdM3CHKoFt9e3E93o9q1R1tsg0uj73Ob2CaRaQOdQhZ5hoRTUm7ngyqd57L4H0Mdr\niQqTRBrA4oCxCT6RVBBU2BtYWV1NvF6LUaXGarIQVONixLCbW56hx7uR2jozIcFGDPrBAHy38J+M\nGpWNVvXL6tb8+avweDxMnDjSbxblM888Q05ODnPnzvVLeyfiVETy9z+2TSQ/GBtwJm8VAZFsPR6P\nhzlz5jB58mScTicZGRmsWLGCrKysY9ZZtua/SCnZZzUjUmPxqNXsrvdSYxFYaiVOixfF7eWGuZ8Q\nXW9CSIlTqyW2rgZTWDh6pwO3Ws38sWPJ65aJQHLznI/Iy8xg7cBsAC75cTHDfl7Lx1OuIjcjw2eB\nKgJF3TxVVyA4QuD1+qbsbjcEGSSP9+nIu4Wl2D1gsoHDJVApoFIkahUY1KBTQ6JRweqS6FXQNyKU\nn2osmJySJpdPuA1qn1N5t9Bg8p74nDpVEOvHDuXZEbEEq7Wsqakk1+zLmJhsVNHg9lJpk3QMUugc\nrMegUmHJq2BIv+6EBA/D6/WyZOl/qK420TU9heqqOjK7pyK9kLurkJEX9ydY80s8yYaGRtavz2XU\nqGy/iWRTUxOZmZl8/PHHDB3a/qHtTkUkb1jUNpGcPSYgkq0iIJInx9KlS7n44osBeOWVV1i6dCnz\n588/bh2z2RdL8YcVb1GPG3dSFKqQINbs9WBvUJDS54gOID34pthSItzSN+32eLhu3ld0KS7GHBbK\n4otGkNuzO4raJ4BeLwiXlxtnf0TH/WWYwsLQOxyUx8fxwbRrkR6QXlqsTI1BEBIpUKsgNkRSbRWY\nTWD0uTuiVoFGLYkwQLTet6OtCEGIWoVXSrbVOzHZfGU1KtCrfb6P4zqEox92L088+QiX9FfTKyyE\nREMwy6srybe4UYRvM2h7vYsIrSDJqCbBoCdUUVO4di8Txt8NwKbNH7Fi+SY6JMZw1ZTRVFvNvPva\nF1x+xQg6dk1ArVJRtrecjh3jCA42kpdXiBCC7llT/Ppdf/DBB7z++uv8/PPP7R5z8lRE8sbFbRPJ\n90cHRLJVBESy9TidTlavXt0ikg6Hg6ysLN566y1GjWrdepjD4eDDT58nLC4cc30D3iAt64PjsTao\n8bgkTqvvuxDKIcLWPM2WXt973yaPTyCFSuB1+3a8hfCd5lHsbjwaNX03b2XcosUAuDVqKuLj0DfZ\n0TscqDxu9sZ05OvrJhIWr+DxbVzjcoBGByFB0DFM0uCEKANEa1UEqRVWHHDh8Qqcbt9JIY0KIgyQ\n8cESEtbls3rgQDYP7MvFvQTZkWFEafV8V15JiVVybUo4MXojwWod+xrrKWxsJEGvp3z7Pob2ympZ\nU2xqauKnn2fTvXsaUTERHGgyE6TWUGk2U5Z/gLiwcOrqzC2bO8uXbeTOu6YSFzvaf182vvXl7Oxs\n7r33Xq677jq/tn0kpyKS05e0TSTfG3X6RTLgAnSes2TJEoYP/+Wki06nY+bMmcyYMYNNmza1ytrQ\n6XTcfMOTNDQ0EBwcTF1dHRHrZ/NZWRWqDmnowoy+0GvN1p/SvHstPc3/uiVel0SlEy3rk1qjaCkP\nII0ahITN/fqwZcAF4PageLzEV1VRHRKB3Wggwmrmpg/nIJotUY8bvB7QGSDIAFFBkiC1wKACtc1B\n3aYDpM9eQNANk6noEI8QYKyqQxg09PxkETUh4cy7706cTRKNRvBTEey31hOiBbMT6qyCJo+bJreL\ncK2BziGRFDc2ohECtVMSEz0Kk3kF1fVmKkqrCYkLQYZoqLI34JZeTE47Xy1ex1+ueICa2hX06jkV\nyWYaGhqx253ExET4/fs+GHPy97//PZMmTfL7KR9/cS5FJg9Ykuc5CxYs4JJLLjnMPUVKyZAhQ7j9\n9tu58cYb29y20+nk2+X/5sc6C+6YZGx2DaFhvo0Rm8MnZE4buByyOUr6L5s5By1NofjchqQXvB7p\ney8P3/Dxjdn374ilKxmwaQsqr4fZN/0Oc9c4DHrf5k24QRKihaGFJejfWkBJlxTWTxzBZS9+hMcj\nMDY1UpkQh0eoWDjpEpwxIajV4PGAy+Wzcg/2rSgQGy6J0sO4DpHoFBX7bY0A2GosJHr17C3cT1RE\nGC58O+maED3xKbGgVrB53FjdLio2FXHVuL8CvqAUy5b70vXm5RbSvUdnJk38W5uf//G46qqr6N+/\nPw895N9TPodyKpbkTUvbZkn+7+LAdLtVBESy9WzatIm0tDQiIg63Wn766SeuueYadu/ejdFoPKU+\n9hbPZ8nyDezpFIdJhOFwQFiIRN98Ss7cJHA6we3yWX4tNIumWusTJrfLd/lgGUUNbgeodT5fS6/X\nJ15OGwSrnfz5yX8w79arqcrqhFYt6bE5l/7frqQxLZ4N08ehBBvYXgWaUhOWsFC8KhVC+NpSqyE6\nVBJjAJ0iKDRLXB7Qa3z+m14JHYKhU7Aap0dicnrxILkwOowoNGxdlUtWj85s27ablJQOREdHYLM5\n2FNQQlxmB5QII7VNNmy7K7h67D0A2Gw2li57mzFjBuLxeFm1aguDBvUkNOTCU3r+R6OgoIBBgwYd\n1eXLX5yKSP5hWdtE8t2LAiLZKgIi2XqWLVvGyJEjjxol5uqrr6ZPnz488siph/P6/IsX0QfpyMxO\nZ4WpjgKLbx6tU4FWgbQQNbUOn/qZnJLqRt/OtKf5WKH74NRcgtMJXjct1qei8k2pwSeUUoJWC2qH\nk5tn/ofKlASMNhs7sjLZMbIfyZG+HWmHV7Kj1oul0Wetepr7CG7+P8Gok1ydEopWUTCo1CyqrKXW\nIRkTH4xaKKypteD2QpBaEKVTEa5R0+Dy3cOA8Eg2LNtGp/REBmT9svYnpeQfHz9Bj4t6U221U5pT\nwP1XPUFpaSn//e/TjBk7iCFDfKHNiorK8HolXbtMPOXnfzT+9re/0dTUxJtvvtku7Z+KSN68vG0i\n+c7IgEi2ioBIto6Kigp27drFyJEjj/r53r17yc7OJjc3l/j4+FPur7a2lrXrPqJLtxTiOkRR77Jj\ndjlQhECnqGh0u3B6vbilF5dXYna5qHK4aXL7vst9DRKnG1xu39+At3nqK5rfa5vdgxwuWjZtQnAS\nX1pOVVoCxhDfEnuMwRe+TaPA5iovDpeg5bdFSpSGWg5szCW7XyrGLh0ZEROOAti9HlZVN2B1weSk\ncBZW1JMcpEYjBIoAraIQolZjdrnQKIKSRgd9G8HhcnNh9vSW57B220fUupqoiAgiOr+aieP+wt7C\nbyguLmfEiL4t68B2u4NlyzYy/rK7T/nZHw2TyURGRgZLly6lR48efm//VETylhVtE8n/jgiIZKsI\niOSJMZvN/Pzzz79ajzwSf1sbUkpyts+lsrIWKSUao5aK8lr69c0kMjYck60RnV6LRig0Op3YFYnF\n6aCsyoTXYmNX8QE8EaFExEeiMhqxeSRaFYRpFFQCRsbE0uB28kFhHXaXz/VHrYBR4/tXq/gcySO0\nCkkGPW7pZXeDnb1mSXoY5H2yFGFzcf114/DEGWn0eihqdBCuUVHlcKNVBNE6NReER1LrtLOsqp4L\no0NxeL2YXS4itRocXp+VvKfBRoJBS8PWYsaMzKau3oxWpyEl6hJe/eppwvt0ZcuKHB64chQae0/2\nlfzIgAHdW57VunU7SE9PJiryIr88+6Px2muv8f3337NgwQK/t30qIvnHlW0TybeHB3a3A/gJRVFQ\nqVQnDMb66KOPkpGRwd13331cB/PWIoSgd69rWn62WCwYBxnJ2/kFu3MKUatVmEwNqNW+sbmlF4/X\nQ3JUOA1uF78blE1oyGC+2zIbl6uO7IGZuLySILuHmuIawjp0JFij5f7uwfx7TwkRWoFWAaXZ2gtV\nq9CrFILUKkI0GtRCkGQIYnKijh8+X0GYW4WiVdNYZ6VfRgqKomBQVbKroQmHV5Jk0BCt0xKq0ROp\nM7K13sLm+gbUQtAnPASvlBg1agoaGgjRqHBLiSo+jA/em0//QVlUVtQh+3iJVmlRSS/JGUnsyC9m\nXPYYVm2sprakgHopuTwhGSHA5nWf8jM/HnfccQf/+te/mqNAXXriCqeJc2hzO2BJns+sX7+etLQ0\noqOjj1vu1VdfZfHixXz33XenaWStY92GD7CYrVhcdoI0Ovr3mcradR/RqXMiDU025i9YjcXSSHGT\njStvupTI6DASDAbUQuAFIrQ6tIoKo0pLQX4Jpup6BvW/nuDgYGrrlrNtWz7DR/bD7PJlhCyzWWl0\nuwlRq+kWFgPAt2XFHLC52VlsYpzKi8ftQatSY6q1EDU8HbVQKGq0kxqkp1NQMHXWRqx7awiKDmZd\nTTXa+ChCdh/gktEDcTe5WLNhO0XJMegUQdPeEgZ27sjFme2bQ/ubb77hoYceYtu2bajV/rOLTsWS\nvG1V2yzJ/1wYmG63ioBItg6TycTWrVu56KLjT+cOOpj/5z//YfRo/zo3+wOPx9OSb9vpdLK/bCEG\no56S/ZXkFRST0CmOxI5xeJFonBAXF0l+QQnS7SU2NpKC/BKiwkLp3/f6w9rdX7aAnJw9DBrSixrs\n2DxunF4vNo+HYbG+aFqzi3ZjMlkJL6ll2mV/Q6fzHS2c992rZAzJpNJhx4tks6mJrOZAvwXrdnHd\n6LuZt+Y/NKXFs29XCUm1TYQFGemYHM+O+hoKo+Kp31/FNYnhjOr/h3Z9flJKRo0axdSpU7n99tv9\n1u6piOQdq9smkm8MC0y3A/iRiIgIhBC4XK7jRq0+0sH8oCCdLRw6Hq1WS1rqBAA6xEHfXi727NlD\nw/6NgO+UztaiCpKT49Fo1JhqGhjc73pCQ0N/1W5S4qVER41k9U/vE9MnCafXS4PbRYLeyHZTBYoQ\nFJTVE1Fexe+vfLTFCtuY8zFWtxMpJdFeFfUNVqptsLTRweRkDdUOO3kH5nPA7ULrlqiTk/B29tLk\ncrF7135Cg/VYdhUQ1LUzG3bv5uJ+/s2keCQHY06OGzeOadOmHfVZnG4CzuTtTMCSbD2bN28mLi7u\nV7lijkRKydChQ7n11luZPn366RncWcI///0A468awe6i/ZRV1BCk0XLA3shPVU4u6hFHZmgoo3tP\nB2Dbjk9pdDrJzEolZ/se8vIK6RgVjbl7LBuqPGSGSYIKyklLSUBKSZ3FSvG+cnbZnXjTe6DGxej6\nemwGWG11g0ZDD3cjd05sn6yKh3LTTTcRHx/P888/75f2TsWSvHNN2yzJfw89/ZbkSZ+AF0I8JITw\nCiFeO+RaiBDi30KIUiFEkxBilxDiniPqdRBCrBBC1DQn6Tn0s+XNbV5/xPUbhRANJzvGAL9gNptJ\nSEg4YbmD1sZjjz1GU1PTaRjZ2UNNpYn3/j2PUEXHzRMf4rrxM7hl9D2MTAnFcaAOj/OXzRUPEpfH\nTV29mYLtRXgsDirdjVwQEU6YHg4cqKVnagpDe1zPuh356OJCiYsO5/LsTCgrJCZMgz0zFrfZjulA\nDZroaESwnrmrXqfesaZd7/OZZ57hrbfeori4uF37aQ1CyDa9zgQnJZJCiEH4ctluO+KjfwBjgeuB\nTOAZYOYRojcTWAIMAy4XQhyaOk8CNuBpIcSR88KAyXgKKIqC2926HdTBgwczePBgXnnllRMXPo+Y\nfM1oJk0bRXFZRcu0t9q6mjRjCING9kY4vfyU47N8+va4lppqE/WWRqLjI/EC1moLVTZfiKFiWxA/\n7shDCEHPpESEgEaXi/E9p3NZdASDdJKtDZIlLugTomaQx0x+SBxar2D2u9/i9mxot/tMTEzk7rvv\nbtejiq1FEW17nZGxtragECIM+BC4Cag/4uMBwAdSypVSyhIp5YfAWnwh0g/SD5glpdwF/K+5zqF8\nChiAuwjgN9LS0igsLGx1+ZkzZ/Lqq69SUVHRjqM6u4iNDqe0pBKJxO31rW12SRxP14TRlG0opM7j\noLSimlXr3wNgWL/rqaqsJUivAySm/XX0DYvFbIeuyQaavJIq2wo6JcZTX1pDVHMcycsvupMtG3dR\nW7gfdXQcEanxhET61geXa4xUHKhmx469AOTmfY6tWXj9yYwZM1i1ahVr1671e9snw8Hz+yf7OhOc\njCX5FjBXSrniKJ99D0wQQiQBCCGGAL2BHw4psxeYIoTQA5cDe45owwo8BTwqhDjzK8vnCUlJSRw4\ncKDV5dPS0pg+fTpPPPHEiQufJyTEjiUlLpaGWisOh7Plenp6OlMvvxe9zcOIIb2pNflsg5iYGBqr\nraz8aSsd4qPp3KUjP/2cw7B4DeVmaKqzEGsYQXraRIxOhXqHL3OjSqXigeue5umhN5Jeu481hbW8\nuxk6hQp0eg1dp1+MlJIvvnyJlSs38/0P//L7vQYFBfHMM8/wt7/9jTO5rn/eWZJCiD8CacCjxyjy\nIJAHlAghnMAy4AEp5aEi+SjwAtAAWKSU3xylnbeB2ub2AviB5sX1k6rzyCOP8NVXX5Gbm9tOozr7\n6N3zGi4cdC06TfavPuuTMYmcvELCjcGAbwlj/KV3ERpspLqunoSEGJxOF3qVQnQwpHSKZ+uez3C5\nXGwvKOKCjF8yKSqKQocOHXjgmqeIVlwYoxQujosgzghWN2g7hXPFFcPp2DGOnG35lJaW+v1eb7jh\nBux2O5999pnf224t55UlKYRIB54Fpkl5MPrfr3gJ39T6cqAv8FfgZSHE2IMFpJTb8aVvjJVSXnu0\nRqSUHuAR4G4hRIeTuZEAx+ZkRTIyMpKHH36Y+++/v51GdPYhhKBHjx6/crb2eDxsz/ua/YXlpKT9\n8itpNBq56XePkN4jFY8Ghg3ujd3jpdEFdR0TMNVY+GbhP7lz+mR6Zxw9+nikSiEixMO2ejMjYsKx\neSTltiY8Hi8ul5t77nmBrVu3+v1eFUXh5Zdf5oEHHsBut/u9/VaN4TyzJAfjy0KWJ4RwCSFcwAjg\nLiGEs3lq/BfgXinl91LKHVLKfwOfADMObUj6MB2vMynl58B24Ok23E+Ao9CWadWdd97J7t27Wbx4\ncTuM6NyhtLQUh83J2AsHkJo4/rDPoqOjqampp3f/TA7IJrSKwKAGo0ZB2zmK+NQ4iooP8OWaf/PJ\n/JdYvvm9w+rfNuYvZNSWYfNI1EIwJi6cjXU2Ghx2igrLiIiIYMKECe1yXxdddBG9e/fmtddeO3Hh\nduBcEsnWOJN/BRy55fYekI/PwmwO2M+RVqaHNrgYNfMAvp3wujbWD3AEUp6cw7JWq2XmzJnce++9\nbN68+axzMD9ddOrUiU6d7jvm52mdEvlp6Ra8XaPQBRnICFNhcnrZYW5EW1xGR2M4Xo2X7kOzKNy0\nl6rqJcTG+FI+REdHs7m6gbRUL7PW1xMS7AvY8UPODgaO6NPu9zZr1iyGDBnC9OnTiY2Nbff+DuVc\nciY/oYhJKS1SyrxDX0AjUCel3CmltOITtJlCiBFCiE5CiOnADcCXbRmUlHIlsAD4U1vqBzgcjUZD\nWVnZSde76qqrCA4O5oMPPmiHUZ0fDOx9Pb17dyWo3pfvO1qnJiNUR4lVktYrjW690xjevydbTGb6\nZndj27b8w+r3CNUzLDqIhgoLVTl5WHbkYrM7GNrvhnYfe3p6Or/73e948skn272vc5m2Hks8cv42\nDXge+ADf1Hwf8EjztLst7YFv82YrvgTiAU6B7Oxsli5dSmJi4klZkwcdzKdMmcLVV19NUFBQO47y\n3KW8vIbUpA5ER4XxxcZtdNYbcSs65lU40GsqSQtRKGvy0jvcQZXtl7MRHo+H9dWNVJc3om/Yy0e3\nP3/c46PtweOPP05GRgZ/+tOf/BIFqrWcqalzW2jTdFhKebGU8u5Dfq6RUv5RSpkspQySUmZJKV9t\na3vN13KllBopZVhbxhjgFwwGA507d27TTumgQYMYOnTob87B/GQoP1DD6iWb2Lf3AM5qM9vX7aab\n00yGxkZaiMKWSonFAUuqTJRYG5BSsn37dv7x1bP065fKrjwPwxJCT7tAwi+bdPfdd+wlhfZAaePr\nTHCm+g1wmnG73bz77rttqjtz5kz+/ve//6YczFuLy+Uid8deBg3owbe787F2TaFDahwhFhdZDhXe\nzQV0DnFTkONld7UgMimWuV+9yLJls7E7XawtCqa+sBhXx9O7Jngod911F/n5+fz444+nrU9/btwI\nId4RQlQKIXIOuRYhhPhRCLFbCLGw+TDMwc8eEkLsEULsPNQD55hj9ccNBzj7yczMJDv71z6ArSE1\nNZWbbrrpN+Vg3lo0Gg1PPvoG3dInE+7wUFdhojI2GL1Oy/BBf2Bg+hWkKB4UjcDaCLrEKCZeMYLr\nfz+eqUMGkJwKTqude7P9F8LsZNFqtcyaNYt7770Xj8dz4gp+wM9+kv8DLjni2oPAYillBrAUeMjX\nr8gCpgLdgHHAv8UJ1qACIvkbQa1W06lTJzZv3kxNTc1J1z/oYL5jx452GN25j0ql4qoRg9Gs2Eai\nXkON2QJAVlYWu3eWoNILbPWSPWYvdo8bTZCWjaKJ3CUOrsk+87mxJ02aRGRkZJtnGyeLPy1JKeVq\n4EjXwonA+83v3wcmNb+/AvhESumWUhbjO/l3XOshIJK/IbKysrBareTm5rJy5cqTqhsREcEjjzzy\nm3Iwby3Llr/F4iVvkrM1n6nTLkETZMCo+NYXtVot0WoNwZECe7WbUR2M1DgaWVheytyfXBiTtDSd\nJuvteBzcpHviiSdoaGj/wFunwU8yVkpZCSClrAAOrmckAocuzpc1Xzv2WE+q2wDnPMOHD2fEiBFo\nNBpqa2tPqu4dd9xBfn4+ixYtaqfRnd243OuxO34dGEIIwQX9Mrnwor5YbDa2rs1j+4bdON3rAah3\nOumdJBEq8ErJQ4uq+GqHG5VW4GgwY1efHT6o/fv3Z/To0bzwwgvt3tcZcCZv80H1gEj+RunTpw+L\nFy+mvv7IgE7HRqvV8sILLzBjxozTtnZ1NrF+fS6rVm351XWn00VosJF5O3bwQ85OHrn6CTp0iOZA\nuW9ZI0Kno84m0YWreOkjM/ZaD84micNio6txP49POlZIhNPPs88+yxtvvEFJSUm79tPa3eziDTtZ\n9u8vW14nQaUQIg5ACBEPVDVfLwM6HlIuqfnaccca4DeIwWBg/PjxrF27luXLl7f66OKVV15JSEgI\ns2fPbucRnj3k75nHd9+/RmldLQ2Ki037vmj57MPvXyImIYrVpUVY91Xx3I3Pt5xO0jRbiIN7ZWLf\nsZPYZIXQNC26CBUqLQzW7uPl659uycN9NtCxY0fuuusuHn744TM9FADSBnRj1J1XtryOg+DwJIzf\nANOb398IfH3I9WuFEFohRCrQBVh/vIbPnm8nwGknODiYSy+9lODgYOrqWncC9NAI5o2Nje08wrOD\nkpIKdDotoRHBaNRqqsvrMJlMvPfZs2hjQynFzuYNO7l5wgMIIRBCMO26B0js4Ntw7Zl2JUk6LTek\nB+Fpjn9s2beXiwf0OCO+kSfi/vvvZ9myZaxff1ztOCX87AI0B/gJSBdClAghbsIX5HuMEGI3MKr5\nZ5pPDM7FF7Xse+DOE+WCCYhkALp27XpSgXkHDhzIsGHDePnll9txVGcPLq8Hh9vFzwX78MQE4XA6\nKaj5kYS0eBKTYzlQUMY9Vz3WkkkRICzslzMQq9e8S9eIaDoFheGxS9x2yehEGJh+1GBYZ5zg4GCe\nfvrpdo056efd7WlSygQppa75QMv/pJQmKeVoKWWGlHKslLL+kPLPSym7SCm7SSlP6BwaEMkAhIWF\nYTIdNzjTr3j++ef5xz/+QXl5eTuN6uyhDgd5lRWMze7BvF21REeGUVZrIsRgoKq4ikiD4bgBQIYO\nuYkGh505uwvxuiVCQIPj7D5te+ONN9LQ0MCXX7Yp/MIJOZeiAAVEMgBSStxuN4sWLWq15ZCamsof\n/vCH34SD+YSBt2BSC17dJtm/u5qBmddSU2Viua0JW5WZqWP/etz6QgiuuPhOutXa8DR58Tgl0QnR\nrMk5PGOglJLc3NwzFuPxUFQqFS+//DL3338/DofD7+0HRDLAOYUQgssuu4zu3bvz+eeft7reww8/\nzNdff33eO5j/vHUOXrsTt82Fx62ws+Z7VpWbKM4/QM/unQGw2+3k5OQcVi9n+6csXfYf5v/4T1as\n+h+6CAP/ujEJy/YmfrIEUVhZdVj59evXs2LFCrzeY8W2Pr2MHj2arKwsXn/9db+3rUK06XUmCIhk\ngBYSEhKIjY3F5WrdVPCgg/npDo5wOtlR9CWlpZWM6dcd8PK7PqHkbNrNny7JppPioWeqb8e1tLSU\ndevWHeYatXNvCX2H9KDv0B4Mu+gCglKiKWmyogpSsDXoKa45fImjsbGRzMxMjEbj6bzF4/Liiy8y\nc+bMNp3SOh4BSzLAOUtMTMxJOZnffvvtFBQUnNbgCKeTkgNVDBtxAf8tUWOtOEBUh0g21dXz/a4i\nRvTJbCkXHx9PWVkZr/x9BpbG1WzZ+jHbc/awLnc33+QX8FxuIX9fY+Wfq61oItS4bR70RziRh4eH\nYzab22V621YyMzO59tpreeqpp/zabkAkA5yzxMbGUl1d3ery57uDuWL1sMPThJQgPU1M6vdH7A43\nHiEwO35ZOwwJCaFfv35YzFaWLF5P7o69jBren9Xzfsa5rZiBURpcdomrSaIOEoQ485g+8vDsyUlJ\nSSQkJLBo0SLmzJlzRrMZHsoTTzzBJ598wq5du/zWZkAkA5yzREQA9CaGAAAgAElEQVREnJRIAkye\nPJmwsDDef//9dhrVmUNKyZXJXQkNl4QGe3jpsydJDNaiKILGQ9LPAkyYMIFRo7JJ65JEj95dUGvU\n/PWeFyhSQ5nNibPeg8vsIbu3g8szE4iJiTmsfkxMDC6Xi6SkJGJiYs4akYyOjuaBBx74zZ7bD4hk\ngMNQqVQIIXA6nScu3IwQgpdeeum8czDfWfQ1dWoXMzbuJC4Uho3tib5HGrUpaZhLKrkgJflXdYwh\nBlRC4ct5y2iwNBIZGUmyXkel1Y293AkaJ/rd+8hfWY/FYjmsrhACvV5PcHAwycnJbUq50V78+c9/\nZseOHSxZssQv7Z1LQXfbmr4hwHlMjx49yM3N5YILLmh1nYEDBzJ8+HBefvllHn/88XYc3enB0rAK\nlVuy127DYRSU5hSic5hJjzQyKDSMy655nOBgXx7umpoaIiMjURQFo7YPlTU/cen4YQzqcz0ejweV\nw8WAUA3rDF6kt5HMjgn0HHE5r7zyCh07diQrKwuTyYTD4SA2NpbQ0FC+/vprxowZc4afwi/odLqW\nmJObNm065cRwyjmUCSxgSQb4FTExMSftXA7w3HPPnTcO5uvX51Jf38D2pnCKtxbRP9jNhXoDD175\nKFMvu7dFIJuamli4cGGLG1SXLl0w1ZrZtbcERVFQFIWMjokEN7jRx2lQqcNQo8Ls3cTfHhhN586d\nWbhwITU1NdhsNtLS0njrrbeIioqiY8eOxxviaedgYjh/LKucS2uSAUsygN9ITU3l5ptv5vHHH+ft\nt98+08NpE5am1bwz70e0iZF881MVTquNN666kYyMjKMmUcvPz2fYsGEtxzr1ej1RcZE4K30uM3//\n+98JCqljVV0N6k5DUesEdZ3CaSwrZ9fmArr268LYsWMZMmQIq1atIiIigkGDBjFq1KiTStp2OhBC\n8MorrzB58mSmTp16Sm2pzq5bOy4BSzLAUTEYDNhstpOu9/DDD/PNN9+wffv2dhhV+/PtNyu5eGgf\naiOj6RJqY9kjz5OZmXlMwbJYLGzfvp3KysoW/1KTpQG1Tk1p+QJuuukmMjM6MX1YX24eqqOpys2X\n6zzMKQ0nPz2B7Vvy0af5Nso8Hg86nY6OHTvy1FNP4Xa7T9t9t5bs7GyGDBnC7befWroJBdGm15kg\nIJIBjkpCQgIHDhw46Xrh4eHnrIP5Z5vfpljnZavFzLJv8umaFnfCOtnZ2eTn57Nr1y7WrFkDQJ3b\ngc3l5LNPF/Hzljms25JLWU0dPcIikV5w2yXuhlKKduxjR309jRVmwLeTXlFRwZ49e8jIyGjTf1Lt\nicVi4f/+7/9YvHgxeXl5p9TWuTTdDohkgKMSHx/f5rXF22+/ncLCQhYuXOjnUbUveXnFmBKTeefT\nHD6//S/cM+KeE9bR6/WkpKTQq1cvVq5cyXvvvUcYaoRQSEiJo7rKxNDs3lTXmTE5bLgbPNTu3snv\n+0Zw3wVXIfdWkhR2IQBerxePx0NkZCQdOnTgvffeOyuOKDY1NfHiiy/StWtXCgoK2LhxI5s3bz6l\nNhUh2vQ6EwREMsBR0el0J+UGdCgHHczvu+++c8bBfN3uT7AajWxbUchfJnUjKiqq1XWvuuoqLrsi\nkem3DMBk3oHX7SUxJZ4h/a7F7nETnRJFzPCevLOnHrfVQ2rfSCx2J1lZWcx86r906tQJgL59+7Jk\nyRL2799PZGQkYWFhZ3Rd0uFw8Prrr9OlSxfWr1/PsmXLmD17Np07dz7ltgOWZIDzArPZ3GahnDRp\nEuHh4bz33nv+HVQ7YDKZyN9WSFxiJDFRkqv633rSbfy48Gc2b9pFcmoHIiNCGdX7RqKjowmNCWWJ\n1UySUUedWaAJVVFbHoWz1pdsS6PRtAhhREQEISEhWCwWFEXBYDCcEZF0uVy88847pKens2DBAr77\n7js+++wzsrKyTvtYzgYCu9sBjomUkpqaGhISEk667kEH88mTJ3PNNde0uMycjazc8iFpPTrx7dKt\nfHzH8ydd/5tvvqGgoISLRmXTLWMSer0eAKvVSpBWx2aLl24hgocGRjJLVUddkZsiy9Gd7sPCwtDr\n9Wzfvp24uBOvifoTj8fDJ598wpNPPklKSgqffPIJgwcPbpe+zlREn7YQEMkAx6RPnz5ttiTBt6kx\nYsSIllSlZysHLBb2m+r56LZn2+QkPXLkSC6//PJf5aoxGo1Eao10LyrFpk1AhgpiwiU1TonBcHSR\nCA0NBXxLFr169Tr5m2kDUkq++uorHn/8cUJDQ3nrrbe46KKL2rXPMzV1bguB6XaAYxITE3PKIbKe\ne+45XnvttTbtlJ8O5uV/SIROz7fFtjbnmwkNDT1qMq/g4GCGDp5OTIdIvti0h7e/XYbXVIcmVMUO\nZwivLX3lV3UGDBhAREQEVqu13fNfSyn54Ycf6N+/P8888wyzZs1izZo17S6QENi4CXCeEBQUdMpn\nsTt16sQtt9xyVh5V9Hg87Fi3k0V1jYQmxbdLH+vLv2JRwT5CVZCVFEdpvRZFDVKbRIWpkdkb3vxV\nnS5dujBp0iRSU1PbZUwAy5cv58ILL2TGjBk88sgjbNq0icsuu+y0rYGeS2e3AyIZ4JgoiuIXF5SH\nHnqIb7/99leRu88kXq+X/303C1tUGGXVHuZec3e79LNxaz5RESGkx0Vwy4QHGO4uB+FBemBNjpeu\nsa3fRfcHa9euZfTo0dxyyy3ccccd5OTkcOWVV572DaKAJRngvMDtdtPU1HTK7YSHh/Poo4+eVQ7m\nS5cu5YBew6bVeTw5aFy79WNwS/LKzNw25l5UKhUmRdIhCRx1TsKD6hiUPKXd+j6ULVu2MGHCBKZO\nncq1117Lzp07uf766085UEVbUYm2vc4EAZEMcEzUarXf/ohuv/12ioqKzhoH80Xly9hTaSNhUF8G\nDhx43LLWxjW88MLdbTomuMPcQL9YY4ulZlAUPGjwOCQ9MuN44/sX2jT+1rJz506uvvpqxo8fz9ix\nY9mzZw+33HLLGc/3HbAkA5w3+EskNRoNs2bNOisimDudTsrs0FBn5d0r7j7mVFNKybr1s3n//flk\ndks96WchpcRsd2N1/XK/nWKjSBMm1EFqdtQmYbe13XvgeOzdu5cbbriBESNGMGDAAAoKCvjzn/98\nWG7wM0ng7HaA8wa12n9eYhMnTiQiIuKMO5g/N38mQaEGOqYefT2wwb6GjTkf8/2C13E4XHTt2pEr\nJtzD/rIFOF3rjtmulJJt27a1/PzlujdxGkKJDPL5TbpcLupLa4kLNRCUqMLjlOzxKszd+Jbf7q20\ntJTbbruNgQMH0qVLFwoKCrj//vvPquRi5xoBkQxwXAwGg99cUYQQLUF5rVarX9psC8FeSUNdAzGd\nDt/RllKyZv37rFi+iSCDnvikaCQwZvQdCCH48ce1FBTsP2a7lZWVrFq1quXnnfsqcDU1kdIjFSkl\nn86dRWVxFdEVNi6RJaR2qGRfVSLfbCg45XuqrKzknnvuoU+fPkRGRrJ79+4Wv8ezEX8eSxRCFAsh\ntgkhtggh1jdfixBC/CiE2C2EWCiECGvzWNtaMcBvg4yMDAoKTv2P+CADBgxg5MiRvPTSS35r82Rw\nOp1UO5wMiAni92GRFO2bz/79+9m670vmfD2LGpMZi9tB3t59hBuzGT7sDy3TcUVRjpl3ps6ygg0b\nP6W6+pcd/C4pccSE6ijKK2bVT++CAGOwgZ/VXlRC0OiQKCqFDqHaNt9PXV0dDz74YMuRwdzcXJ5/\n/vmTOnt+JvDzmqQXGCmlvEBKmd187UFgsZQyA1gKPNTWsQZO3AQ4LmFhYb/KxXKqPPfcc/Tt25db\nb721TUceT4UteXPJSk9CMepZuXk7XRMTWLzwWdJ6p7L/QBV9+3djYvbR3YFM9Rb27t3PzrzPmTLl\nl13pl1+bQfduqehD9FwybmjLdaeUmM2NZPfsTUVRJQajjppoHc7aehp6pOEuFaisHipsEinlSbnh\nWCwWXn31Vf75z38yZcoUtm7detZFMj8efl5fFPza4JsIjGh+/z6wHJ9wnjQBSzLAcVEUBSEEs2bN\nagkqe6qkpKTwxz/+kccee8wv7Z0MsWFDibFI1KV1xMREkF9+gOSsjlRX1nHL1IcYm33LMeumZ3Ui\nrmM0HrmXpqYmampq+HHt2yQlxaIO06PRaRgy6EbAN3WvLanGoFWRkhyPy+7ynYVHQ5E3jRU50Fgn\nUbRe6kytz7Pd2NjIrFmz6NKlC4WFhaxbt44333zznBJI8LslKYFFQogNQoiDX2CclLISQEpZAcS2\ndawBSzLACRk+fDhOp9OvbiMPPfQQ6enp5OTknLYzyuBLMRESMhWbfQNJiZe22nqTUqISCpGx4cz/\ncgWDB9awbuOnRCdG0mVEFpVbS7CYfWucNTU1PPnSPaRf3JtLuySyYOHP6A06MjJSmKaDf65x4LLW\n47aUMShRy+033n/CcTgcDt566y2ef/55hg0bxooVK+jWrdspP48zhZ99HodKKcuFEDHAj0KI3fiE\n81DanJ83IJIBWoVer8dms2EwGPzSXlhYGI899hj33XffafedjI6OBlrvQL5yzTtIlSA2PhJTfQOX\nXDGM5ORkNu3Skp6ZwrriEvROD8OGDWtpv2/vdOJCQ9lQVIaxWxpZoTpe2ODAbrHTX1VIelocl17w\nAOHh4cft2+Vy8d577/H000/Tu3dvvv/+e/r06XMqt39W0Fqfx81rtrN5zY7jlpFSljf/Wy2EmAdk\nA5VCiDgpZaUQIh6oavNY21oxwG+LzMxM5s6dS1FRkd/avO222yguLmbBggV+a9PfWGyryc8vIT+3\nmOQuCRhDjeTmFFBjXYHJ3sQeWwOVufvo278bsbGxNDU1YTKZuHLc3eQXlRFidVK6JofPdjbhcUNN\nbg6jBvTg2ov+clyB9Hg8fPjhh3Tr1o25c+cyd+5cvv322/NCIKH1fpL9h/bi1vuntbyORAhhFEIE\nN78PAsYC24FvgOnNxW4Evm77WAMEaAXR0dFcd911lJaWtind7NE41MH8bEt6JaXkky9n8dTj/8Fi\nsRISHYwEduYVcfn4CyktKicrI5UGt5u1m3cx//tVFFcswOVy8Y9//AOj0YhRp0PqNcz6/dN0rtyD\nEC7i+2SxO7eItRs/OGq/Xq+XL774gl69evHGG2/w3//+l0WLFjFo0KDT+wDaGT+uScYBq4UQW4C1\nwLdSyh+BF4AxzVPvUcDMNo+1rRUD/PbQarVccMEF5Ofn+63NK664gqioqDPuYH4kdfUrOFBSyR+m\nP0hwZDB9B3dnQ/5eEiMiiI8exSef/kid1UqkVsPF141i9Lgh7Cs+wKLlb+MUZVRWViJtToIMOgwG\nA3+d9BDd3IXQVMX3q7ZQWqQ/rD8pJd999x39+/fnueee46WXXmL16tWMHDnyzDyAcwQpZZGUsk+z\n+09PKeXM5ut1UsrRUsoMKeVYKWV9W/sIiGSAkyIkJMSvjuBng4O5lJJ58+Ydlga30ekgyKine/fu\nhMeGU+6yUVZYzuD+N6BSqRg8sCcHtpWgtbmpDwpidmU1q4K1XDJuCP1G9eGHVe9i8roZPcQ3PQ4J\nCeHp654m21nPjaNu5Oqrr27pa+nSpQwdOpQHHniAxx57jI0bNzJu3LizLu+2Pwmc3Q5wXqPRaE4p\nYvmR9O/fn4svvpgXX3zRb22eDJ9//jklJSWH7RavWrqR4AhfyokwnQGn1YEa0SJckyb8lQuHXs+G\nNTvooFcRpJbU2eCZHYUkZyYz7ophaBRB15jLDuvrwbteYcKECQD8/PPPjBo1ittuu40//elPbNu2\njcmTJ5/X4niQQDzJAOc1aWlpft3AAXj22Wd5/fXXKSsr82u7J2L37t3k5uaSkpJy2Dl1Q5ABrVqN\nx+NhzPBbqcsvxxVu4MMvn0dKSV1dHXq9Hk2TF11uBfF7ylGklzEdDDi9HubvLaJLwtED+W7ZsoXx\n48dz7bXXMm3aNPLy8pg2bdoZC1t2JghYkgHOaxISEvwuZikpKdx6662nNYL5li1b+Pjjj0lOTqaq\nqop58+Zht9vZtWsXdTVmBmX3ZOWqd1AUBZcKBmamUWfzxddcvvI93njzSSIjQpg4/h6iwkPpmL+H\nn2ua0KvUVOft49LBhzum5+XlMWXKFMaPH8+4cePIz8/n5ptvPuNhy84E55JIBvwkA5w0B0/h+JsH\nH3yQjIwMtm3bRu/evf3e/pH06NGD+Ph48vPzSUhIIC8vj5kzZ5LWWUVNVR2RMWFoS7TU1i0DwCG9\nEBXMK+veZHDHaIJ3G9EG6/jih1fRatWsNDlRFwomJgrSQkJasiYWFBTw1FNPsXDhQu677z5mz579\nm4/Kc6YEry0ELMkAbUII4ZfUDody0MF8xowZxwwk4U80Gg0dOnRgxIgRdO3alYkTJ/Lkk0+SnJGI\nubGJ2koTPbqnkbezCKvdTl1NPd6QICrW5mJV3AwY3pv8mmqER2IwGrh0XG9A8OjnOaQnJ1FSUsKt\nt97KoEGDSE9Pp6CggPvuu+83L5DgSynblteZICCSAdpERESE3/wlD+XWW2+ltLT0tJ/CkVKyt/Ab\nFiz8F3m7ixlxcX82bduNWq9h+fKN/H975x5U5Xkm8N8DKCclQoUjREWJEa2XekFN2NjZgMqkqYPR\nSbtJIGlipqKZZtcaxVmNF1gdki60ZjYXNK6jmzVlUuOOm9bRVKKAJOK6aqA0kBJq8AJsEC+gBAHx\n3T++75jjCR6O5yKe4/ub+cYz751nXp/vvTzf81xpvsS5LxppPlTF0Ok/5MuvGvj63EWmjRzBE6lL\nefcvJyj5m+JR63lSrFd5b8thEhISsFqt1NTUsGbNmjvWbVlfoLfbmoAnOjqapqYmr7vksjcwT0lJ\n8arT355oamoiPz8fpRqwWr/PAyNjibDcw6FPKhj34Ch2Fx9mwOAIoixhBF2DiRNHceLCJSInj6Tx\n48+YGPsoH+z+LcHBglxt5f28HRw9WMH8539BVVUVMTExPh2/v6K325qAZ9CgQTQ1uf05rFPmzJmD\n1Wpl27ZtPmnfRmtrK/n5+SxatIjnX3icru5rdHUOZ3BMFIPuG0jb2cv07xZ+9cKrfPnXUwjCPzy6\nhLgrivss/Yl9aBTvffgmpUXHqNhfTsFTy4iwWKj8cxWvv/66VpABglaSGrcICQmho8N1F1+3gs3A\nPCsry6cG5uHh4WQsfJhPD73Hkf/5C8OHxTB37lxqa04TN/Q+BsdEEUIQ3d3dTJo0mi+qv0JEiBkU\nRXtlPWOiorh6pZPt23Zz+atTHPm0jJ3vFxIbG+uzMQcK/rTd1kpS4za+NF2ZOnUqs2bNIjc312d9\ntLW1sfmd/yI0tD/h4WHMfXwJOz7I5WpXNydqzxATE4WlXz9CQkL46ROZiBgOgqdPeYaq422kTJrP\nJ8WfsXLFaj7I335bbuQDhYAOBCYiK0Xkmoi8YZd2TUS6zX/tnzftygwWkRIRaRaRLIc2i83yzzik\nPy8i3gmwovE6QUFBXr/hticnJ4e3337bZwbmoaGhJCTMZk7qr5j9k3+ipbWUc+cuEh8fy7jxI4iK\niiA4+Nv/IhkZGWzevJlRo0ZRVlbGyhWrSf3xz+jq6mLChAk+GWOg4k8ryVs6FReRvwMygAqHLMdP\nCx7EcFX0e7u0XwP7gUXAdhEpUkodNPMU0A6sF5EdSil7F9i+twXRuEVoaCgdHR1e8zHpyPDhw1m0\naBFr1qxh69atXm8/JCSEefPmAUbsmzffeJ/H5yYxJSGdixcvUlSyjatdXXR3d1NQUEB2djYjR45k\n586dJCYmcv78eSIiIu6qL2W8RUBe3JjRxt4DXgBu8KihlGqyf4B5QI1S6hO7YlOBXKXUF8A2DEVq\nz++Be4CXbv3P0PQFFouFK1eu+LSPFStWsGfPHsrLy33aj+3o4K9fGN9nDxw4EEHxwY5CJkyYwDvv\nvMPWrVvZt28fiYmJAERGRmoF6SaBut3eDOxQSpU4K2Q6vnzKLG/P34CfiYgFSAW+dMi/DPwLsFpE\ntEGZH2BTkvX19RQVFVFcXExJSYlXb73Dw8NZu3atzw3MRYRly35DTU0NSil2797N6lVbqaw8w4YN\nGygtLSUpKan3hjQu4U/bbZeUpIhkAA8Aq10o/gzQD/hPh/TVGI4wLwGtSqk/9FD334FzuBnVTHN7\nsVgs1NbWcvLkSZKSkkhOTmb8+PF8/PHHlJWVea2fjIwM6uvrfe7BPDw8nGnTpjF9+nRWrlxJTk4O\n1dXVPPaY67FwNK4RUEpSREYDOUC6UsqVU/oFwH8rpc7ZJyqlKoFYIFop9XRPFZVS3cAqYLGIDHah\nL00fYrFYaGtrw2q1EhRkTCWr1Up6ejptbW1e24rfDg/mhw4dYubMmSxdupTFixdTXl7OvHnztHL0\nEQGlJIGHgSigSkS6RKQLI57tSyLSKSLX7UBEZDIwDWNF+B2UgdNv2ZRSOzFiVKx38W/Q9BEWi4WY\nmBjq6uq+kxcZGenVW+nU1FSio6O9foFz/PhxZs+eTXp6Os8++yxVVVWkpaXps0bNdVy53d4F/K9D\n2n8ANUCOw030QuCEUuqAh+P6Z4yb8PMetqPxId3d3QQHB/doLxkVFUVtbS2nT5+mq6uL+vp6EhMT\nGTNmzPXVWWdnJ8HBwS4pJJuBeWpqKmlpaQwYMMCjsX/++eesXbuWw4cP88orr7Br1y5CQ0M9alPj\nOkF+ZKLdq5JUSrUCVfZpItIGnFdKVdul3QOk40HAHbs+D4rIR8A/AndWhCjNdWwhZs+cOcOFCxcY\nOHDg9by4uDji4uIAw1VYXV0ddXV111eX/fr1o6SkhAULFjBkyBCX+psyZQopKSnk5eWxbt06t8Zc\nW1tLdnY2hYWFLF++nO3bt2uvPH2AP5kAues9oKdrxqeA72GsMr3R3gqgHOjqIU9zB9De3k59fT0d\nHR1cvnz5BiVpT3x8PPHx8YCx+jx+/Dhnz54lLS3NZQVpIycnh4SEBBYuXHhLn/+dOnWK9evXs2vX\nLpYsWcLGjRs9Xo1q3MeflKTcDr993kZElD+OO9CorKyktLSUp59+msjIyJuW6+rqoqKigpaWFoKD\ngxk7dqxHzh9WrVpFQ0ODSw4wGhsbefXVVykoKODFF19k2bJlTseqcR0RQSl1y9pORNSlzkNu9Tmg\n/3S3+vQErSQ1btPS0sKFCxe4//77OX36NMOGDbued+3aNcrLy2loaCAsLIyJEyd6za1aa2sro0eP\n5qOPPmLy5Mk9lmlubiY3N5ctW7Ywf/58VqxYQXR0tFf61xh4oiTbOt0zEQvr//BtV5Lan6TGbSIi\nIoiIiGD//v20tLTQ1NTE1KlTaW5u5tixY5SVlZGVleV1M5rw8HCysrLIzMyksLDwhvZbWlrYsGED\nb731Fk8++SSVlZUMHTrUq/1rPMefttv+c8WkuWMJDw8nKSmJ5uZmlFIcOXKEWbNmkZ2d7TM7Q5uB\n+d69ewHDo89rr71GfHw8J0+e5OjRo2zcuFEryDuUIAly6+kL9EpS4zHjxo3j6NGjtLe309jYSGxs\nrM89ioeEhJCXl0dmZibV1dXk5eWRnJxMaWkpY8aM8WnfGs/xp5WkPpPUeIUDBw4wZMgQiouLaW9v\n5+WXX/Z5n0opBg8ezIgRI9i0aZP253ib8eRMsqvb0fTaNfoFP6gvblxBRPxv0BpNAOKmkqwD4tzs\n8qRS6n4367qFXypJjUajuV3oixuNRqNxglaSGo1G4wStJDUajcYJfqEkReTvReRDETljBgx7zi4v\nRET+VUQqROSyiDSIyO9EZFgP7TwkIvtE5JKItIrIJyISaZc/VkQ+E5H/E5GFdukFIlLo0NaPHAOi\nmekLROSKiPiNSxlvydeuzl6znScc0u9K+YLnMhaRgSLyhohUi8g3InJKRPLt569Z7q6Vsa/wCyUJ\n3IvhY3Ix8I1D3veAyRj+JxOAx4FhwF6Rb61PRSQR+BNwAHgImAL8hhsdaGwC3gIeA5aLyANmehHw\nsIjYG//NAE4ByQ7jSQbKlFK+CUrtGzyWrw0RycTw3NTTjeDdKl/wXMZDzCcT+CFGBIBHgAKHtu5m\nGfsGpZRfPRjhH57rpcxY4Bow3i7tU2BdL/W+svudC/zU/B1vtvcju/z9GK7c2gGrXXo9sKav5XS7\n5WumPwicBKxm/hNavt6VsUOZn2C8kO7VMvbd4y8ryVslAmMlcwFARAZheFj/WkRKReRrETkoIjMd\n6l0UkUfEiAyZghmsTClVizFxZpjt9Tfb2wMcw3wTi8gPgMEYb+1A5gb5AojIAOB3QIZSqvkm9bR8\nXec7Mr5JmQ5uXJlqGXuZgFOSYoST+C3wB6VUg5ls23JkA1uAR4FS4E8iYh9VfhlGvPCzwH6l1J/t\n8oowJxgwHTirlDoBlNilz8CYsIe9+TfdSdxEvgAbgT1KqX1Oqmv5uoATGduX+T6wDtisbow9pWXs\nZQLq220RCcZYzYRjhK21YXsZbFJKvWv+rhCRGcCLmLG+lVIHRMQKhCmlWhyaPwDkm2/gZIyJBVAM\n/Jv5Oxn4VCkVkN7UbyZfEfk5MAkjtvpN0fLtHSdz2L5MGPBH4DRGqJPraBl7n4BZSZqT632MQ+2Z\n6saAY43mv9UO1aqA4fYJSqmrPUwuMN7CoRhblGSMiQXGWecDInIfRoA0T+P73JH0It+ZGGdobfJt\nsDiAHSJy0L4dLd+b04uMbWXCgL1ANzBHKdXpWEbL2LsEhJI0b+x2YEyuZKXUWft8pVQd0AD8wKHq\naIyLhl5RSp00y84GEjEnmFLqG4wznZeAaAJwgvUmX+AVYCLGatL2ACwFnsMF7mb5gksyRkTuBWzB\nx2ebsnGZu13G7uIX223z7RkPCIZiHy4ikzCiKTYAOzG2enOM4mKLDdCilLIFf84DskWkEvgMIyZP\nIvDLWxhKEcb2vMk8y7FxEMO04xLGZPMrPJWvUqqRb1frttNR62kAAADBSURBVDYBzpgvKFcJSPmC\n5zI2FWQhhinRPGCAeVkGRlA+V2NBBayMfUZfX6+78mBsAa5hbDHsn60Y3kR6yuvGw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5))\n", "fig.patch.set_facecolor('none')\n", "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", "# setup of basemap ('lcc' = lambert conformal conic).\n", "# use major and minor sphere radii from WGS84 ellipsoid.\n", "m = Basemap(projection='merc',llcrnrlat=latmin,urcrnrlat=latmax,\\\n", " llcrnrlon=lonmin,urcrnrlon=lonmax,resolution='h')\n", "\n", "p2=m.plot(nav_lon[0,:],nav_lat[0,:],'k-',latlon=True)\n", "p2=m.plot(nav_lon[-1,:],nav_lat[-1,:],'k-',latlon=True)\n", "p2=m.plot(nav_lon[:,0],nav_lat[:,0],'k-',latlon=True)\n", "p2=m.plot(nav_lon[:,-1],nav_lat[:,-1],'k-',latlon=True)\n", "\n", "#m.fillcontinents(color=(.6,.9,.6),lake_color=(.9,1,.9))\n", "pl=m.drawcoastlines(linewidth=.5)\n", "pl.set_alpha(0.5)\n", "#m.drawrivers(color=(.9,1,.9),linewidth=2)\n", "\n", "p=m.pcolor(nav_lon,nav_lat,bathy,latlon=True,cmap=cmb)\n", "\n", "m.drawparallels(np.arange(np.round(latmin),np.round(latmax)+1,1),labels=[1,0,0,0], linewidth=0.0,fontsize=14)\n", "m.drawmeridians(np.arange(np.round(lonmin),np.round(lonmax)+1,2),labels=[0,0,0,1], linewidth=0.0,fontsize=14)\n", "\n", "x,y = m(-125.4,49.4)\n", "plt.text(x,y,'Vancouver I.',size=12, rotation=-40.0,color='navy')\n", "x,y = m(-122.6,49.55)\n", "plt.text(x,y,'Fraser R.',size=12, rotation = 27.0,color='navy')\n", "plt.title('Model Domain')\n", "m.plot(thlons,thlats,'r-',latlon=True,linewidth=.5)\n", "disx,disy=m(-125.316526,50.117820)\n", "ax.annotate('Discovery\\nPassage', xy=(disx, disy), xytext=(disx+300000, disy+75000),color='navy',\n", " arrowprops=dict(color='k',width=.5,headwidth=5,headlength=6),fontsize=12,\n", " horizontalalignment='center',verticalalignment='center')\n", "cb=fig.colorbar(p)\n", "\n", "\n", "fig.savefig('/data/eolson/results/MEOPAR/biomodelevalpaper/figsMod/Bathy_Thalweg.png',dpi=400,transparent=True)\n", "fig.savefig('/data/eolson/results/MEOPAR/biomodelevalpaper/figsMod/Bathy_Thalweg.eps',dpi=400,transparent=True)\n", "#fig.savefig('/home/eolson/pyCode/notebooks/figs/mapLabeled.pdf')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:temp]", "language": "python", "name": "conda-env-temp-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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }