{ "metadata": { "name": "", "signature": "sha256:f1cb0b0597f4ac5cecbdf57d8cc859a8473eb5bf3bafff8681aa2f85ded973d3" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Check on a 40 day run with no stratification. This means no OBC temp/salinity, no weather and no rivers. Temp/salinity set to ocean values through whole domain." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import netCDF4 as nc\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.optimize import curve_fit\n", "import pandas as pd\n", "import csv\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "First check that it really is no stratty" ] }, { "cell_type": "code", "collapsed": false, "input": [ "path = '/data/nsoontie/MEOPAR/SalishSea/results/stratification/no_strat/2d_grid_T.nc'\n", "\n", "gridT=nc.Dataset(path)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "temp=gridT.variables['votemper']\n", "sal=gridT.variables['vosaline']\n", "\n", "sal.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "(20, 40, 898, 398)" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,axs=plt.subplots(1,2,figsize=(10,10))\n", "ax=axs[0]\n", "mesh=ax.pcolormesh(sal[4,0,:,:])\n", "fig.colorbar(mesh,ax=ax)\n", "ax.set_title('Salinity')\n", "\n", "ax=axs[1]\n", "\n", "mesh=ax.pcolormesh(temp[4,0,:,:])\n", "fig.colorbar(mesh,ax=ax)\n", "ax.set_title('Temperature')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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zpB0bvsnMvgX8FvDqOjZVtEPRgC3bP1jOIpolfRsZkehXG8iEtUSX0TAJmOiC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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thalweg" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dep_d = gridT.variables['deptht']\n", "\n", "# Call thalweg\n", "lines = np.loadtxt('/data/nsoontie/MEOPAR/tools/bathymetry/thalweg_working.txt',\n", " delimiter=\" \", unpack=False)\n", "lines = lines.astype(int)\n", "\n", "ds=np.arange(0,lines.shape[0],1);\n", "XX,ZZ = np.meshgrid(ds,-dep_d[:])\n", "\n", "# Salinity along thalweg\n", "salP=sal[-1,:,lines[:,0],lines[:,1]]\n", "salP= np.ma.masked_values(salP,0)\n", "\n", "tempP=temp[-1,:,lines[:,0],lines[:,1]]\n", "tempP= np.ma.masked_values(tempP,0)\n", "\n", "fig,axs=plt.subplots(2,1,figsize=(20,5))\n", "mesh=axs[0].pcolormesh(XX,ZZ,salP)\n", "axs[0].set_title('salinity')\n", "fig.colorbar(mesh,ax=axs[0])\n", "mesh=axs[1].pcolormesh(XX,ZZ,tempP)\n", "axs[1].set_title('temperature')\n", "fig.colorbar(mesh,ax=axs[1])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8N1OYUsEOBvaNiA150qXAa1rN38zMzMzMzKwj7aj5qyBpnqRbgYeA70bEpjz9\nHEn3AX8M/O+KVQ8FfiHps5JulnSRpEV1RZrUPf8NCnOopFsk9Ut6SZ52CLAlWWZrnmZmZmZmZmY2\ndwzkfz/phxvWjv5ViIjdeY/6ZcDxkvry9LMi4tfJbp3/+4pVu4GjgAsi4ijgaeD9dUVqONq/pPXA\nQRWzzoyIqyPiLOAsSe/PC/MW4AFgeUQ8Juko4CpJRzTKp8ratWtHpvv6+ujr65voJszMzMzMzKwD\n9Pf309/f3+5izJyilf+AvuyvsGFd7SoRsU3SNcAxQH8y63Lg6xWrbAG2RMQP89dfptXgPyJObjS/\nqjARsQvYlU/fLOknwCqylv5lyTrL8rRKafBvZmZmZmZms1e5QXfduvogeE4YaG4xSQcCQxHxuKRe\n4GRgnaTfiIi788VOBW4prxsRD0q6X9JhEXEncBJwe11eDYP/cQq5KiLuKhcmL/xjETEs6Vlkgf9P\n8zfzhKTjgA3AG4FPtZq/mZmZmZmZWUequb+/wsHAJZLmkd2Wf1lEXJc/vu83gWHgJ8BfAkhaClwU\nEafk678d+LykBflyb6nLqOXgHzi3qjDA8cDZkgaB3cCfR8Tj+bw1ZPcr9JI96u+bk8jfzMzMzMzM\nrPM02fIfERvJ7tsvp/9+zfIPAKckr28DXthMXoqoef5gG0mKTiyXmVlZ+TnZNvfNtmehz0bncDZn\n8aHK59b7tzYz6r7n/vzNbKpIez7vfq6QFJxUE89+u33vezIt/2ZmZmZmZmZW1mTL/0xy8G9mZmZm\nZmY2lZq/53/GOPg3MzMzMzMzm0pu+TczMzMzMzOb4zqw5X9euwtgZmZmZmZmNqcM1PyVSFoo6UZJ\nt0raJOncPP3jkjZLuk3SlZKWVGUj6QxJt0vaKOlyST11RZp08C/pXZJ2S9q/VIC7JN0h6RVJ+tF5\noe6SdP5k8zYzMzMzMzPrODtq/koiYidwYkQcCTwPOFHSS4BvAUdExPOBO4EzyutKWgn8KXBURDwX\n6AJeX1ekSQX/kpYDJwP3JmmHA6cBhwOrgQskFY8yuBB4W0SsAlZJWj2Z/M3MzGzv4EfMmZnZrNJk\nyz9ARGzPJxeQBfCPRsT6iNidp98ILKtY9QlgEFgkqRtYBGytK5Iiap4/2ARJXwI+DHwVODoiHpV0\nBrA7Ij6aL/NNYC1ZBcF3IuI5efrrgb6I+IuK7cZkymVmZtYp6p6XbntygG9mtveQ2ve8++kmKeiu\niWeH9nzxCZsPAAAgAElEQVTfkuYBNwPPBi6MiPeW5l8NXBERl1fk9WfAJ8j6FVwbEW+sK1fLA/5J\nOhXYEhE/Hm3YB2Ap8IPk9RbgELIaiS1J+tY83czMzMzMzGzuGCom+vO/enkL/5H5ff3XSuqLiH4A\nSWcBu2oC/2cDfw2sBLYBX5L0RxHx+ap8Ggb/ktYDB1XMOovsnoNXpIs3fEdmZmZmZmZme5W+/K+w\nrnbJiNgm6RrgGKBf0puBVwIvr1nlGOA/IuIRAElXAi8GJh78R8TJVemSfhs4FLgtb/VfBtwk6Tiy\nFv3lyeLLyFr8tzL2PoVlNLgfYe3atSPTfX199PX1NSqqmZmZmZmZdaj+/n76+/vbXYwZNNjUUpIO\nBIYi4nFJvWRj6q3Lx8d7D3BCPihglTuAD+br7QROAjbU5jUV99ZL+hmj9/wfDlwOHEvWrf/bwG9E\nREi6EXhHXqBrgE9FxDcrtud7/s3MbE7wPf/N8z3/ZmZ7jzl/zz/bauYuGfO+JT0XuIRsMP55wGUR\n8XFJd5ENAPhovuj3I2KNpKXARRFxSr7+e4E/BnaTjRvwJxFRWfPQ8j3/JSORekRskvRFYBPZnQ5r\nkkh+DfA5oBf4elXgb2ZmZmZmZja7VTzXr0JEbASOqkhfVbP8A8ApyeuPAR9rJq8pCf4j4lml1x8B\nPlKx3E3Ac6ciTzMzMzMzM7PO1FzwP5OmquXfzMzMKnRCV/apuPWg2fdRl1ej9X1rhJmZzT0O/s3M\nzMzMzMzmOAf/ZmZmZmZmZnOcg38zMzMzMzOzOa7zgv957S6AmZmZmZmZ2dyyo+ZvLEkLJd0o6VZJ\nmySdm6d/XNJmSbdJulLSkqpcJK2WdIekuyS9r1GJJh38S3qXpN2S9s9fr5S0Q9It+d8FybJHS9qY\nF+z8yeZtZmZmZmZm1nm21/yNFRE7gRMj4kjgecCJkl4CfAs4IiKeD9wJnFFeV1IX8I/AauBw4HRJ\nz6kr0aSCf0nLgZOBe0uz7o6IF+R/a5L0C4G35c8sXCVp9WTyt87T39/f7iLYJHj/zW7ef7OX993s\n5v03e3nfzW7ef9bZmmv5B4iIolZgAdAFPBoR6yNid55+I7CsYtVjyWLveyJiEPgCcGpdiSbb8n8e\n8N5mFpR0MLBvRGzIky4FXjPJ/K3D+CA8u3n/zW7ef7OX993s5v03e3nfzW7ef9bZmg/+Jc2TdCvw\nEPDdiNhUWuStwNcrVj0EuD95vSVPq9TygH+STgW2RMSPJZVnHyrpFmAb8IGI+F5eiC3JMlsbFczM\nzMymxjmc3dF5zWT5zMzMZkbzA/7lLfxH5vf1XyupLyL6ASSdBeyKiMurVp1IiRoG/5LWAwdVzDqL\n7J6DV6SL5/8fAJZHxGOSjgKuknTERAplZmZmZmZmNnsVwf9PgZ81tUZEbJN0DXAM0C/pzcArgZfX\nrLIVWJ68Xs7YBvcxFDGhyoJsJem3gesYHbFgWZ7xsRHxcGnZ7wLvAn4OfCcinpOnnw6cEBF/UbH9\niRfKzMzMzMzMZo2I2KML+VwwXjybvm9JBwJDEfG4pF7gWmAdMB/4BFnM/MuafLqB/yKrHHgA2ACc\nHhGbq5Zvqdt/RPwn8Mwk058BR0fEo3nhH4uIYUnPAlYBP83fzBOSjssL9UbgUzXbn5NfAjMzMzMz\nM5vbJhjPHgxcImke2Zh8l0XEdZLuIhsAcH1+m/33I2KNpKXARRFxSkQMSforsgqDLuAzdYE/tNjy\nv8dGpJ8Cx+TB//8AzgYGgd3AhyLimny5o4HPAb3A1yPiHZPO3MzMzMzMzMwampLg38zMzMzMzMw6\n12Qf9TelJK2WdIekuyS9r93lsT1JWi7pu5Jul/Sfkt6Rp+8vab2kOyV9S9IzknXOyPfpHZJeUb91\nmwmSuiTdIunq/LX33Swh6RmSvixps6RNko7z/psd8n1xu6SNki6X1ON917kkXSzpIUkbk7QJ7y9J\nR+f7/C5J58/0+9hb1ey/j+fHztskXZmPqF3M8/7rEFX7Lpn3Lkm7Je2fpHnfdZC6/Sfp7fnv7z8l\nfTRJ9/6bYR0T/EvqAv4RWA0cDpwu6TntLZVVGAT+JiKOAF4E/M98P70fWB8Rh5ENBvl+AEmHA6eR\n7dPVwAXK7mex9nknsInRR4N4380e55PdMvUc4HnAHXj/dTxJK4E/BY6KiOeS3ZP3erzvOtlnyT77\n1ET2V3Gv54XA2yJiFbBKUnmbNj2q9t+3gCMi4vnAnWRPrfL+6zxV+w5Jy4GTgXuTNO+7zrPH/pN0\nIvBq4HkR8dvA3+Xp3n9t0EkXE8cCd0fEPRExCHwBOLXNZbKSiHgwIm7Np58CNgOHkP2oL8kXuwR4\nTT59KnBFRAxGxD3A3WT72tpA0jKyx4V8mtHHc3rfzQJ5K9VLI+JigIgYiohteP/NBk+QVZwuUjYq\n7yKyEXm97zpURPwf4LFS8kT213GSDgb2jYgN+XKXJuvYNKrafxGxPn+ONsCNZE+qAu+/jlLz2wM4\nD3hvKc37rsPU7L+/BM7N4zsi4hd5uvdfG3RS8H8IcH/yekueZh0qb816AdlJ9JkR8VA+6yFGnwax\nlLHPmvR+ba+/B95DNhhnwftudjgU+IWkz0q6WdJFkhbj/dfxIuJRskf13EcW9D8eEevxvpttJrq/\nyulb8X7sFG8Fvp5Pe/91OEmnAlsi4selWd53s8Mq4HhJP5DUL+mYPN37rw06Kfj3yIOziKR9gK8A\n74yIJ9N5kY0i2Wh/el+3gaRXAQ9HxC2MtvqP4X3X0bqBo4ALIuIo4GnybscF77/OJOnZwF8DK8ku\navaR9IZ0Ge+72aWJ/WUdStJZwK6IuLzdZbHxSVoEnAn8bZrcpuJYa7qBX4mIF5E1QH2xzeXZq3VS\n8L8VWJ68Xs7YWh/rEJLmkwX+l0XEVXnyQ5IOyucfDDycp5f367I8zWbei4FXS/oZcAXwMkmX4X03\nW2wha/n4Yf76y2SVAQ96/3W8Y4D/iIhHImIIuBL4HbzvZpuJHCu35OnLSunej20k6c1kt779UZLs\n/dfZnk1WcXpbfv2yDLhJ0jPxvpsttpCd98ivYXZLOhDvv7bopOD/R2QDOqyUtIBsAIivtblMVpIP\nxPEZYFNEfDKZ9TXgj/PpPwauStJfL2mBpEPJuv5swGZcRJwZEcsj4lCywca+ExFvxPtuVoiIB4H7\nJR2WJ50E3A5cjfdfp7sDeJGk3vwYehLZoJved7PLhI6V+W/2CWVP5RDwxmQdm2H5gGHvAU6NiJ3J\nLO+/DhYRGyPimRFxaH79soVs8NSH8L6bLa4CXgaQX8MsiIhf4v3XFt3tLkAhIoYk/RVwLdlIyJ+J\niM1tLpbt6b8BbwB+LOmWPO0M4H8DX5T0NuAe4A8AImKTpC+SXegOAWvy7pLWfsV+8L6bPd4OfD6v\nIP0J8Bay46X33wRJugd4a0R8Z7rziojbJF1KVsm9G7gZ+GdgXya57yStBZ6dV+TZFJF0BXACcKCk\n+4EP0dqxcg3wOaCX7Ekd35zJ97G3qth/f0t2rbIAWJ8PKP79iFjj/ddZkn13QPHbi4jPJouMHAu9\n7zpP1f4DLgYuVvb4v13Am8D7r13ka0EzM9vb5N1H/yQirmt3WepI6s5vE2i0zFomEfw3k4eZmZnN\nDZ3U7d/MzGza5WNd/DpwtaQnJb1b0osk/YekxyTdKumEZPl+SR+W9H/z5b8m6UBJn5e0TdIGSSuS\n5XdLerukn0j6haSP5V0Xi/lvlbRJ0qOSvinp10vrrpF0F/Bfedr5ku7L8/qRpJfk6avJWjNPy8t1\nS55+j6SXJ9tcm79n8lvrdudluBf49nhlMjMzs7nBwb+Zme1V8lby+4BXRcS+ZANg/jtwdkT8CvBu\n4CuSDkhWO43slqdDyAag+j7Z+Cf7A5sZOxI1ZM8kPppsUMZTyR4tVjyy6gzgtcCBwP/J80+dCrwQ\nODx/vQF4PvArwOXAlyQtyLtBfgT4QkTsGxEvKN4iY0eir+ridzzwW8DqJstkZmZms5yDfzMz29u9\ngeSewoj4Ntn9+afk8wP4bET8LCKeAL4B3BkR34mIYeBLwAtK2/xoRDweEfcDnwROz9P/Ajg3Iv4r\nInYD5wJHSkpHPD43X3cgL8/nI+KxiNgdEecBPcBv5suK8R97VTV/bUTsyAc+a6ZMZmZmNss5+Dcz\ns73dCuB1eZf/xyQ9Rja46UHJMg8l0zsZfcxb8Xqf0jbvT6bvA5YmeZ2f5PNInn5IzbrktyVskvR4\nvs4Sshb6yUjzaKZMZmZmNst1zGj/ZmZmMyjtCn8fcFlE/FkL69b5dbLbAYrp4hnF9wEfjohG3epH\nti/ppWSPJ3tZRNyepz3KaGt+VVmeBhYnrw+qWKb8/scrk5mZmc1ybvk3M7O90UNk9+4DfB74fyS9\nQlKXpIWS+iSlLd+qma7zbknPyLvOvwP41zz9/wPOlHQ4gKQlkl7XYDv7kj0C6Zf5s5A/BOyXzH8Q\nWJkOKAjcSvbs5G5JxwC/R+MKi4mWyczMzGYhB/9mZrY3Ohf4QN7N/XVkg+ydSdad/z7gXYwN8ssD\n6JWD6fLrrwI3AbeQDSZ4MUBEXAV8FPiCpG3ARuC/N9jON/O/O8meLb8jL1/hS/n/RyT9KJ/+IFnF\nxmPAWrLKjdqyNlEmMzMzmwMU0UzvxSnONHs80SeBLuDTEfHRGS+EmZnZNJC0G/iNiPhpu8tiZmZm\nVpjxln9JXcA/AqvJHmN0uqTnzHQ5zMzMzMzMzPYW7ej2fyxwd0TcExGDwBfIuluamZnNBTPfpc7M\nzMxsHO0Y7f8Qxj5iaAtwXBvKYWZmNuUioqvdZTAzMzMra0fLv1tEzMzMzMzMzGZQO1r+twLLk9fL\nyVr/R0hyBYGZmZmZmdkcFhHNPD531hkvnm3X+25H8P8jYJWklcADwGnA6eWF1jJauPmMLej8ZLq7\nJm2otM5QgwINjl/mMeaPM3+8D7VYPy37fKC3YtkibTCfnl9arzf/e+YBMDgE8w8ge4bCkiSTqg6o\nww0K2OjDSrfZnfwtBvaDtbfB2uNLyw4AT5XSFgLbkrKlaQC/lqf15OlD+d8AsDMvf0+eNszYHV7e\n+YvztB6yz2U4KysDedow8Eie90A+DfB0kndPnjac5182XHovRbmLz2lhntadr198ZsUyC/PXRXnT\n97IzL9dAksdwMr/4n+7TtCxpmborlmF0mbVXwtr/UfH+yl/q8mdct1xNPpXLlt9b1XbK63Qn8xpt\nf7xyjVemqjyrXufTRadvDWfTw93Z31DXaGerXT3Zl2q4lMkQXXTnH0IXw+z7xA6Gu6FrCLofSPJ7\nmuwIWjzxvRvWXgRr/5BsXw8kZSqyKL6HSyAWgwYgerL/xYEzerKyAiP5juS/jewhcz8Hrif7zTzM\nmN/P4DYYyr+Xg/m+HHldOrYULwdL/6uWGU83o8fWXmB+N/T2jF2md2E+UfedrNtw8b+8XnrsGQKe\nhh074YmnR8v9BNmz+QbzRYppGPve/oXsZAgT/xzS5Rudn2bqhD/eObIV5c9kIt+LdJ1mP4Nmt1/4\nCvB74+Q/3ufSynts9z6tSx+vXFNxTVbOuy7P8Zb7HPCnSXpv8n8R0NsN++bn5/mLyc7R6fm7OMcX\n5/Zu4CHgALJjdHENUhx/n2b0GmdxnrYPe17HFNcnZXU3FZUvftPz43AyXXe+a3Q+hdHroOI9dpVe\nT+S6IDVUM11+PVyRPgRrr4G1q2u2U7VO3fYb5fl0TVkHyM6BTwGPMrqfn2b0+wA8dB/svwR2DMCj\nO7Ovx458lUHgyfz1DsZ+BQrF+W3fJJuq88hE/G0bnvZWRZqTcf+IusfZvW9GSzHWjAf/ETEk6a+A\na8kOHZ+JiM1VBZtfMV28LtRVDJQP9unrweT1IHt+CFU/pGZPKlXqylcVxI+3bi9ZmYsTUm8PdOeB\n3fwlwP6MnkhgzyCwkB4Y0wN9o0qBQhr4F4FrEVgvIjvhlfMqXYSPvE4Dvv2StCWMPdFUBX5djJ4c\nyyfK9D3tk7wuAuyFpdfF5/E0Y78AVcF/+cSYBt5FOYvgPw26F5depxUEafBf/qy6GbtfigqE8jLl\nM0VRnjStKugZ74q4lZN5MyZyJT7V6i5uxtOoQiEJ/ItguXzn93B3N11DQwx3ZwsXgf9QUqDh0oYH\neuZly/fAfkt2Zfu++N4MMfq96Wb091dcYJZ/O/n3LhbDroXQ1Z1tv6d790jAX1RQFJUTaTn37X6K\nnqfJvo/LyX6zxYXwI8AAzO+B+fn3tbeotEsD5OS7XFQGlCsLCkNDY5edX7Gv8o+S+V2jr+cXv7Hi\ncxpZmLH7bbw786suouvkFYO9A9lfUeH5awPw5NNZ+YuLu8H8f6HYjfuX0gqDNemtmomfXSsVAOlF\nb9UFMFQHyOXDX7qtVk30c+5h9BRWlX8zn0ejoLcoTzPXIhNt0GjWRAL9iVZ0FIaovhaqU1e50ujz\n7y6lLSaLxYuGmG5GKw97i2NIcR1RBP3FMSY9xqbH2iWM/qiLwL5Yp/jBl49HZc1cj01Gs+fgRhXe\nU6HqB9wp2ykqTrpKr4vlAA4mG8msh9HrumLZ/Bpyv8VZxdH8nqyCeH+ygL+oEC6y62W0AiAN8IvA\nvzdZBqpjGOssEzmezZS2fGci4hvANxotM79iunzAhrEfajp/kPqTYfn6vXysSCsGyvmlmq0QKJ90\n5if/i7Sq4D89CZYD/sHh7P/84kDza/kKRdC8mNEDVvmKqlEwO5Hgv9hGcSJcnL+pJTSuyS3WKbeW\np2nlE2u6Hsk6kAVDyUF2ZF75vXYn6/ck6xSvi+mixbSowR1K5pXfS/FZpPmmwXy5gmSA+oA/LWeq\n/CWtqggpq6r0qSprVX4zpdPPWI0CvQmUfXicZasC/7QCYLi7m+GurjwA3zX63S6+Pwcw2sIwn9GW\npKKc5eC/O+2FsJvh7m4Gki9Y2iNhiK4xZelaNEzPkh3Z9/iAis9hJ6OtIcVFUlpRVeqxMr/0v3eY\nMRdXaU+BoaEk0K8K4IvfaPqbq+oBM9GKn/QCvep3lR5Xi55JTzPy257/NOyfV0w+8XT2PnYMwfZk\ndch22f6M/alXtexMtnfEVJtIkD9VdYbQeoBbPr83m18z2y3O13WBZ9XXJs2jqNyfiKrPfyIXm+Pl\nN9nrn3T59KfS6L1O9PvcqHGobtnydeQB+QLd3aM9hkaur9KK+iL4T6+BYM9jbrHePoye34vrmm3J\n+umxZYg9W+mnswKgaie2Y6jSqQjYp1r5uqtcIQDZvkn3Z7pP0wN7V16JlF9P9ha9RBgN3ovfwg6y\n72M3owF++t1dRFZpAGMrkIttkSxrnaHZ47Gk5cClZBFdAP8cEZ9K5r8L+DhwYEQ8OpkydfTldzlI\nrzqBpulQfWAvXtedaOouBsb7cOryqKqsKE+nrfhp1zJIWsNKab0LRwP+Xhh7UioC7iWMnqDSs22x\nQRgb+BfG63JdrJ+e2NLAIg/++57D2EA2zTcN9hcytmxdpbRy5UVxkE26UY209Ket8+m84v/iZLtp\nhcVQ6XXx3tPeAD2l9bqSeTD6GZcDrMWMrcBIKxeK/NJlyvNTxXtPVX05y/u77gvc4Ivd95yK7TVr\nuo4mk70AKpermYubiV4AjfPe0y7/Rav/mPmlDQzTRVf+povAf4iuke/TUP4b6x6CgcXZ1ye64IQT\nGPvbL36nufQWhOHu7ux/VxfDXV1j8gYYoGdkuvjfxRDRswM9xeitRYUhsqC3CIC7Gb21pvgeFbcX\nFPPLXTNLzbjzk+/f/GJe+QRQDv7TwL/8WygH/5TmV0mPUXUVc8X/ogKgaOmD0YqAIdgv7wo6OJB1\n/4SsMmBwCF5GVp+SnocGGfsTrOvmORUtvXUXi5O5oJzoObQZk+0FkQafzebTjBeRtcwV6gLP8Vr3\nJ9pK1MphtxyEt5pPq13+izKkeY/3edc1UjdqHKq6ZiwqDtMeQycPw749+byqWxrTY0q51b9QXKek\n10TF//J1RLoNStuwCetbNc0ZFBUzdZUlCxk9t6WV0EUPjwFGe8gN5dfxXTB/IKsIhqzXUBEPFKvD\n2EvN3uSvmJ/2GnDA35kmcEwfBP4mIm6VtA9wk6T1EbE5rxg4Gbh3KsrUsYeacrBfDqBJphvV+la1\n+Nd1ExzvxFzOu1zeqvy7a/4X9+9DFuB3d2fdggaHxnaBLWqgh4rawvQe+MXJ68VJWtFFrawcsBZp\n3RXLVElrtqsC24XQ93xGg+fCAHsGbz3Jct01aeUPtVzWYpn0nrtyBUcxnS5HPl1u+d+ZzCvSypUE\n5TIV20zv9StfPBRlS9PT7mHlVspUWrEwXhe9quCokObdYB+PCf473XRWNrSY30Qe8Fa+17+cNjq9\na6QFPrqycQSK3gTdC2GgZwFdQ7sY7oYXnwSxM1uGhdn9+zD23v2iImK4q4uu4eHKMQeK/Iu/0TJ1\ns2sh9KS9VgrFxU8R8Hcz9r7H8u8Pxv62SZZJf4PlioGK2xhGli3SukvzSOZNdP/WlblqnbT1P+3F\nVNyGkf+fPwDzi+PNcNYN9FVkx/zyrQ7FZqF+bISqn/RUjWXTapfFuo9zoheo5cr5VlrHm5V+juXA\ndLzrg5fk/xuNP5T2DijffjheedJtllV9puUyNyp/o9P+RIL+8a6PytdeaXl6K9LGU27sGfmcS4VO\nA/09eg91wX8vVi5XEqZBevl/+VhSPi6Uly96DKTn9LofSTta32exvsOY/lskGl07lW/76EqWTa8h\n814A83uyWwB6B+CRR7Lv7xBZI+Ago7/dNKivCv6HaPzbtc7Q7Dk0Ih4EHsynn5K0GVgKbAbOA94L\nfHUqytSxwX8RHNcNdFdertBdMb/QTHfJ8oVF+YSZnqyrapUppadlL1r3i25l84sL26Rr2fwhsvtl\nh/L7ZfMDx3zGLkf6urivbJixLf8TGdSvrkKgXGGQXlSXA9mixbEcFBSBbbnlP/3gyifDtLWwHFAP\nJOtQWqccCBR5VbX8F8sVQUq5J0K6bvk9lLvlpeWrah3oqXhdHjCofHJJy1P0cCgrf4ZV86r2dbr9\nqkqhciVHO413Up9oS24rGgV8NYqAe0xaEXDnLe1pt/py4D/S8p8vM0xXFvQXwXt3N7CLXV0LRn5z\n2XZ3MNCzgEVP72KgZ3SAwe7u3cl6+Xa7upJgf2w5drFgTPm6GGIXC9i+qJcFh+5AxUVseptOMWBn\nEuiOBMMw+ttNe/AMUdvyP5IGo7+zcnf+9LdcpKUVfqmJfq+bDfzTnlPFFVnxnooBO4v/RYVIMYDU\nQH6sH07GSCgk7708PgLsOaAi7DmoYrqZqdDsR9dofIam1m8QAJXHhpgq432OUN94UBgvAG0m72al\n20w/r0afT1U+de8Vxn8fjfZTeZ3i1p26MT4albHRdtPxPmBsYD+6cM3/RrcGVQX/3eOsU163SCtu\nySx6ApXP591MbQ+3qToHdsI1QLtUXQdXLTPM6C2di0vzioFAklvBeCJPfwKeWZwHdo7t+l80bBax\nRrGpfRk7aGw3e3b/t87SSgV6Pij+C4AbJZ0KbImIH0/V4Igd+7NOg+ZiuirY3o8930SjFoxmKwAK\n5ZN88brq3r6Rlnyqu/PvXwTm5Rb8cpewAUYvHou0oWS9xcm8pNV9TACetoKnb7R8MEsD+uLCs6di\nOdgzeC0HtumAOKni/ZBst3zBUPRaIFkuDdrLwUI3e5ZxcTKdnlirboFIKwnSCouicqEI6otKiDT4\nT/MsylZVeZF+TkUZ9mF0wLZ0wJ/xLqCKfVMOPpq5SKoLeOpOZK32pZ2o8XoypKaqJaSVYHC8efnn\nVdfqX7S4N1LuXp9ODyUt8E/u18ui7TsY7u5mV9cChhd1MUAPXV3ZF3OABXT1DI9UCOzqWpCtOTw8\n0sW/2HZV0J/mXwT+adm6GWaABWxfPMDixbtHP4M0AB8iqwQojktFoFtUshXLpd+1dJyN8m81DabT\nCtByhV6511Cj4L+s0f6putCvWq98fEiPXcUxMK0MSYL/keXTzwHGVCbMz1+nt0L0DlUsn9vjyQpT\nWAPQTBBfFfyP+ztucv/0TuF7Aaoj+opxJyaiclyK8Y6vzYzB00RlZy/U11KUtjne+9tjP1ZVhDWp\n3FJfux+bDYLrfpvjlblq3xTp6TVKentjeltR+RhQ7u1XJQ34ix6a42mlMmCyV/XlsaKmctt1Wr3u\naHbd9Ng81brIApGnGL0WLq4Zi2u/YcY+IWIbI7fN7VdU6j6Q3QKQBvPpW+slC/z3Y3Tg2Plk9Qh1\nvXoaXWK5wmDmTDT4z7v8fxl4J7AbOJOsy//IIpMtU8cG/3NN+ZFTUy4NfAuTOaCWTeW26rZftrMm\nvRVFS+R4eQ5UpLWqavtP1aTvjWY68Ic9L65nQFXgX9XlvxmLtjd3yl4wvKul7Tdr8aO7p25j091d\ns1NM9/uc7Z9jO46LE6mANCur+u5UfafKDSLNms6gtVGeM226+65P92dYdd2Ydv2fpKqvWS+jA/+1\nohNHoJ+ris/6JuDmcZaVNJ/sybH/EhFXSXousBK4LW/1X0Y2FsCxEfFwq2WaltOepLXAnwC/yJPO\nzEf4R9IZwFvJfo7viIhvVW2jGEi6aGUvClp+tF/R8l/UfC1qUK66e8ka3WOWdrtJ/6cNv8V9Oumz\npUdG409H309b/Iu09P7YosaweKb7TkZrDXeWtjHE2FFkD2Bs63lNK8aI8kGpuAWhUV/G4qSW9l6A\n6sHryq12VYF32n2/XNuctvann035uboky6V5pL0ZyoPvpbX46XpF9+V05NZ0sJbCI6X3srhU1uL9\nlkf1L/cEKD/qZ4ixI6OnFxFVLQ1l6T5Ply+n1d0GUPd6Mpq9kOgqTVc9srEVrbboT1EexT322XTe\nwl7q8r/nffXZdBfDY7v805Xf3z/Erq4FbGcRXQyzIzmND9MFXVlrfg8DWa8AhqALuhmm+skCoz0L\n0oa5LnkAACAASURBVPm78gH/irSs1b+HBezilwfvw4E8lX2Hi0f/7cdo18Zyt//iN1V8vx9l9JiT\nPiGgruUfRo+Vixn7u6hr+YfqfdPsd2q831xdD4BC+l7Krftpb4Dh0jyS15Tml4/RVen5/6KnQJE2\nJYNBNdNDom75ie6LRnlVnaeqBrBtpCogSPdZ+jmOt04qbTmuSq9br7xsM+fium032n7xfcmPs/Or\nlq06j5Rby9NyTHXwNplgbbwxPZpp9S/+V40XVN6/xetyz4Dy53MAowHhUrKW3/KlezPf23YE51WV\nEK0cR2dS8bmnZW/1uzredUSx3bS3aHHd+ExGB4BdTLbfi+v54vVQdufu4H1ZDJH2ACha9nuB/bph\n38Uwf1sWc+xHtt6j1D8ZxoMAtl9xhfYSRseGAfhMaTll0f1ngE0R8UmAiNhI9i0qlvkZcHSnjvYf\nwHkRcV6aKOlw4DTgcOAQ4NuSDouIKWxGmjrT/qOZ7trO6W6tb4fpfj9T2fJv9v+3d+9hktR1nu/f\n387sqq6iCxpouTTdToO2FxBYZAfc9Sg1Khx0ZkR3dcRHGRmZGdeeVXd09QiMSo+7iDrrKpwjz5xV\nRGYGZhkvLDyyHNpLncVHpb30QGuDgNoeupFGmi66oKorO7O+54+IyPxlVERWXiuzqj+v58knI35x\n+0X8MiMyMiK+3z4p9PiLMjI7vfBIIrL89Prkc6nfwZLl2H5XQBZdcpIvh70W7rJ4OfB24H4z2x6X\nVS+ex7wbderlf3JZzyRcBNzi7oeAXWb2CHAO8IMe1kNERERERERk0TS6Iz3k7t8FViwwzimd16i3\nJ//vMbM/Bn4EfMDdJ4ludgpP9HcT3QEwz4uIrrzPUPvXJCuFznFHRSkzqoXpW7QS6YBIWf9eZ93W\nFAadS27nrlAfHT5Msxff7j1C3H0c9bfnh7f+h7eNJfVO3wIa3oIY3jae7g+DB4bPNef9ix5eGEwv\nOylLb4usqPZJHdLR7cPtm+S9zqtD8r6K6Jn4ZPnJVfhk+4aPREB9MMRkvHCdwlv3wkjhSVk83IfB\nktuvwtRkSZCydDsfRf12CtN6Jdswnf0gDBgYRiUP2yn5lzgjeFd1/HR3+gJv1uc6fcte3rTd1skV\noqzbDDvZWzV7e3FWdOhmpgskt/qHkf7LhWh/nk6bV+uuD7QXKjEU3fLPcBTArxB3MwQQ39pfC/gX\nzmuWIYYpxatWS+sXdie39qeD+6XLSkHdCsMVSidOMzQ7y/DsHIUyWHI7+/HUPlvJdyP8TkH9YwDJ\n7e/Jdzvd9mHsj7x9J2S3Xbufmaz9X96wvM9PKLydP3zUIe+W/vQt/2S8J8PTZVn7j6zhzcyrWc3c\n0r/QbeqNtnk4TqP6tfK4UDPZcLKWlfc4Xda47Xz+8oKthfPMeyQs1Oi2/6z+9DEsa3nhcgsZ07Ry\nt2Ez22ahW/hb+aynx2u0v8gKapjVnc68lBzvofZ7IXn86blx92PUnmvdQW2fCLVsKXkafa7Tj4K0\nIt1urTyi042ziHD5vbhjtVHshHaWl67vUdRu4YeoTY+jPvB0EvX/LKKzouTYl8zrKDh+XTzOwWA+\nye9QqJ5jnJR83+LzkANPQbkcpwqnli4woVv/+2uk1X30Imj7a2tmW4ETMgZdCVwP/HXc/3HgvwCX\n5cyqK7cw9ES/nlWSfMvtMYbFsBj5b6Ul6RN8ERFZpnTbv8hhKzfg+1I8+Xf38xceC8zsC8Adce8e\nYEMweH1cNs+1RH/WHQJeAbys3YqKiIiIiIhIX01MTDAxMdHvaiyakVU5A57NKV8EPblmZ2Ynuvtv\n4t43Et3cBHA7cLOZfYbodv9NwLasebyX+bf9i4iIiIiIyNIzPj7O+Ph4tX/Lli39q8xi6HWq9zb0\n6obdT5rZvyC6pf9XwLsA3H2nmd0K7CS64WGzu2fe9r/prdSeEQ2fv0qnRzuS+c/Rh+ngYP6zlcm8\nslIphcLnvMPn3cJUTckz7+WgHuEz3ccyP11M1nPxYUuE9c179ip8rj+pQ/g8ebiO4fYCvABWid6h\n9oxyubCCYiVKvJA8o1ydVSV6rrdQjqat1jNejhegFP+7VS6sqKY1K5SjkYZnawkdktRnhdT2nh1e\nwfDsXG5dwjqEbDZ6bj9MqxbWIUmtBtnPVpcYZuiYWpj/0coM04WR6rPSiUnWADBEiVGmKVQq1XUM\n1y9Zl5nhUcI0aWUKFON78AtU6p+XTtoueRY6qmC8oZj/+UgMZ/RHK1ov/fmuZMyzF8/apWU9p5r+\nHpQzyvNkPVe80LOwC63nQs/bZozjhdpnLxH2V4pFKoVa2rwwfV/4fH3d9HF/gXJ1/CS9X4kh9rOm\n+nlKTDNCiVL1mf5ZhiilnvlPlhguL4kfMB2EpikxVFevaJpaHIApVlMcrlAYrjBEiQJlhikxOj0D\nRN/B5PNdKUIxTHeXLDrZjyaScdJRkhs9L96ovVp5uqKVo2Gr35P0PjP8Pqaf+yejv9Fy233GOu97\n0Ox3o9nngpt5vj9r2kb7inRcm6yYNVlxb8LPXvqzmJQlFnpcqpVny5t59CodTycvfkFWG6SfUW8m\nLkIi/EymfxctFCslnCZsh4XqENY1rZVUfaFm4l40at9GcTGyvr9JXYapxXU6jtpv1Pj57/IR0f5v\n7+hxjDLN2t/EgY12xOMk2y/vKuBC8Zua0cy0rez/epHmr5nfH91I29eu8PMX7jeGgZdQv65PAycT\nxb/ZR9S264An4GtnvpbXvPFbHPnTUjSsGJXzWDxdkio3STO9N5jvsUF5cpyswJFhDLIkbkS3YpBI\n5/Ku/PdRTz4K7v7HDYZdDVzdi+V23QD+WyPSMsVJEBE5PGh/vzRtybgO9h+CpFnXeX2/iCwNA3gu\nqf+BRERERERERLppAE/+G+YTFBEREREREZEWrcp5pZjZBjP7jpn9zMx+ambvjcs/bWYPmNl9ZvY1\nMztq/tSt0cm/iIiIiIiISDcN57zmOwT8pbufRpTk7i/M7MXA3cBp7n4m8BBweadVGtjb/r9x86ur\nwdnKQZCpJDjWTByYaooxgGo5UA2ClQ6wlkwdhtoaYpZhSgzFUaeSYWlhWSF4qC49/2R+QDDvUl2g\nuaS7koqakrWe0XjF6rhJPfLmF+YPLzEcB/1K1nB43vjpOszG0yTBwZLxRpimQpFRpqsB75Lu4Tis\nWFif6vZKggoO15aVtEsYXKy6/OGhuu2arHMYFC0JRDacWma0zUvz6h/Op0A5CvAXtHc431mGqRQK\nlBiaN49pRhllutYO8aBCIQp6Fn62Qsl2CoePMcXI8HQUMI0Ka5hkaHaWI1bN1YKgZQWnLFO/00j3\npwMcJW2QBPjLeh40DP7XahCdVoI2LbS3aXZv1CiQX1Z3o7qkA2Y1s7yM4JmhvICVSbC8Wnfte14K\nvnfV+VS/87XxJllDgQpTjPEEx1W/i8n3b4rVVChW91Elhhljat4qJUtPllliqC6gYDTt/IB/U8Aw\nJaZYzXAcWDAZPwn4Vxitfc8YproPSvYTUVDC2voOMRuNGxtlurqPCN+Hg/1o1r4xvU9MB1HM2mcm\n2yJLuF7FuvUM9/nl6n4ofXxJzzvc3rWy+ceSrDpk1TvcDsn2DMeZTZWFx5dG8wzLwu2cHjevLrXh\ntW1faGmnkn0MDy10jG5WEvgyfE/XITzmppfRaJlZ23Uh6WNkqNH2XWhZ7dSlWe1s9zzN1jP9Wy9d\nl/C7m0gfmwvz+svzxku+01nTJ/VN9t/Jfnkmzk81xRgjTPMExzPFWHXaP+PvmlrHjrT7yz5r8zcT\ncHIQZAXW7HZQwDBgd2ITPPvy6Bj/m+F17GcNRzPJY6yLfuM+h+rxev+Ja7iZt/HfC29h7Zn7OJZ9\n7OU4ns8veCE/Zz9rqoGlR4kC565hshqQN/kdOcbUvO9/uJ8aYjZzn532+13aLLKAJgP+ufvjwONx\n9zNm9gCwzt23BqPdC/zbTqs0SF9dkQUlO0GRpayXP8ZFlousE3+RpWaKMdYwGfWcGAf2O7GJCT+b\nmQyrvryZIIDXOHw4GC8JLvjxLgcQfLvDPyoooUidNp75N7ONwFlEJ/uhdwK3dFolnfyLiIiIiIiI\ndFOLJ/9mthr4CvA+d38mKL8SKLn7zZ1Wqe2TfzN7M3AV8CLgd939J8Gwy4n+nagA73X3u+Pys4Eb\niW6CuNPd39d2zUVEREREREQGUXzb/8TjMLG38ahmthL4KvD37n5bUH4p8Drg1d2oUidX/ncAbwT+\nNiw0s1OBtwCnAicB3zSzTe7uwPXAZe6+zczuNLML3f2uDuogIiIiIiIiMljiK//jvxO9Elvurx/N\nzAz4IrDT3T8blF8IfBA4z90PdqNKbZ/8u/uDcaXSgy4CbnH3Q8AuM3sEONfMfg2Mufu2eLybgDcA\nOvkXERERERGR5aPJgH/Ay4G3A/eb2fa47ArgWmAI2Bqfc3/f3Td3UqVePPO/DvhB0L+b6A6AQ3F3\nYk9cnukPrvhm1PEMUbTO5L+OMjADjMTvWdHNh4GV1EflTOJrheWFuH8VtWcyRqjlYFwNnBDPd3W8\nBkfH4+2Pl70aWFOGg0VYPcvQqlmGVpWolAuMrp7mxBWPUaQSR+msMBxHmU9H7U/6Z+P4+dOMMBNH\n3p5lqNoN1EXHDqcvzdUHwyuXC1TKRSrlArMzQ8xVas29olCO+svxhinGG/LgUH1/aviK4VmGR0qM\nrp5mZMUMBcqMMlMXcXyY2bpouWGmgcQws9WyYWbnZQBIR9oOo04n0XST5SWR+ZOyJNppIol2nuQ8\nqFCs1jEZP4pIPsQUY3WRyMOI3tOMsob90eaIh43E0f+TeSZ1H2OKMaYoUKlum6TdhphljKkgWnqZ\nMZ5hdHiaoefMRt1Mc/RvZuBp6j/DYRaARCUuS2cFSEf5XyjqbfJdCvcKjabpRqT/ZuLeNROxd6H5\nZw3PivTfRiRjL0QR/qH2DkGU/2KRUiGJnF9b2CxDVCgyzUg1Cnv4uU2ij4cR3ZOo0vs4lr0czyjT\n8Wd2iDGm2MvxTDPCWvYxzSgVCtXPYToCdhjNvLbfGa0OTzJghPuYMKtGVvT6KGPASJADpBZxfoRp\n9rGWaUaYZE1d5PlkH5dE9Z+NA3uGEY1LDFWjHYfCoHCNotNn9TeSjvgdZolJhPu6IWbnjZO0Z1if\nZLtlRc5PZyhIhqWj9Yfjl+I9W9a6N8p80ihaf3r71dV1LjVdufltWizWB/ArrKjPlhN1l+v2jemM\nOvPqE6xjGAU+a9wwin76mJRkqAizXdQPnx98cKGMB0ld0sPyMhiEn6FwveojedeyXqSj12fVK+v7\nm94mWZkDsrIbZC0rnC5vGc3Oo9GwhTJjpKdrN3NAo0wL6WxM6f1Tsv6zpeiz8/STR3PsCU8ytKLE\nBh7lT/lCU3UaCFnHwkGLEpb8NmjmN0JWNoBWlgPRecKqoHsYeC4ccWCOZ4+Mjvc38zbGmOLnvIBh\nSuzgdIaI2n+KMV7Iz7mXc/n1Qy+CVdG5w1EbH+fpXSfAduBZ4Aiic41ngF3AGuq3/WpgMh5OsO5F\niJME1H4XNuAfbX1TSBuafObf3b8LrMgYtKmb1YEFvspmtpXo9DftCne/o9uVqXPPVdF7CThhHI4d\n7+niMjX/b40sEkX7b0M3U91IVyjav4j0gvYtg2cDjwLwZ9zU2Yyyov9nlSWR/a8Jhl2TMd5HvPsR\n/w9TRwxXeD4A1/S5JoNvYmKCiYmJfldj8bQR7b/XGp78u/v5bcxzD7Ah6F9PdMV/T9wdlu/Jncsr\nrore01f+RUREREREZEkZHx9nfHy82r9ly5b+VWYxDOCF5KzbC9oR/nV4O3CxmQ2Z2clEtytsc/fH\ngQNmdm4c1OAS4LaMeYmIiIiIiIgsXcM5rz7qJNXfG4mCEKwFvmFm2939te6+08xuBXYSXbPfHEf6\nB9hMlOpvhCjVn4L9iYiIiIiIyPIygFf+O4n2/3Xg6znDrgauzij/MXB6u8sUERERERERGXhL7Zl/\nEREREREREWmRTv5b8IkH4o5DzM/lkVS7TPQEwaG4f2UwfCXzV29lTnconDZvnKxpgDgVVynum+Fo\n9hVPqqUThFp6wbxZRBPWp+koU1vFLOGqJikMk/LEoaB/FcylP42FeAZJprFisbbsYq2CcxSZ4Qhm\nCkfXlnEEUSqS5wTdYVPMEKUlScY/BIwFZUl9R6gFeFxdqytrg3Gejee3EjiKWsrHlfFyieswQi2l\n4wnxfFbPctTa/ZQODrPmyElGma6mAZxmlGlGmZkbqaauKhYrdekMpxlhOE6zlKTwG2GmmoIoSSUI\nUXrBNUxSpMIaJuOkZ7PVdFUlhqvLPpYnmWEknu8oJYaZYjVTJ84weuI0Y9PPUChHaeQKZSgmbRSm\nv0w+L8PUf13yyhqlvQnLW91DpANNt5tiL52hIGs+WWn8ihnDs5aflQGhmXRGxSi1n1Wi91CY5q9S\nrPVUCrW0UEk6qCRF2zSjden0slLnJZIUetOMMskaHmNd9bMJMMkafs4LGWKWfaxlkjXVz2mSRgyo\nS6OWpBOciVNsTgcpRZN6Jek3h5hlkqOpUJiXXjNJcznNKLvYyGT8ZXyStUyVVjPzzCgbj9nFQ987\nI9r2u4i+12VqKYsOpt4hv52S8kPU7ytngvGyPt+tZr4IP6srU2XFjPKkbCRVlpWOqrpvzRmeVefw\nOJDev5MalnfMaHa75G2r5FgSHlPyxgk1SqOZtX1XpYaHZoPxDjJ/26XnHx5Lk3EX2matpAVbKCVq\nevlhebos+fyEn/GwPuG2CLdxer5h3Rqlbw3nnxwX0tuy0U+wrOWF802kt2ejpATJeuV93sPl58n7\n/Df66ZfMs9HvrTzhMRii30MbYR8nMfTnpWrE/4GXPoZmfVfT4/XyTKKZNH6tjN/q/ELJd6RI1M6r\ngceA59ZG+RFnM8oMSZrd+/eezlylyI8KZ1fH2XD8o/D3wHeLUICnOQG+CbU85kSR1FYDU4dgZGW0\nzKl0/Q9RO+gl7yuBfTQ+CMQ+2vUMcpJlAG/771bAPxFp0/nc09sFKNXfwEnnchdZkto5SZLe0v5+\n4DzGydzLKxdvgdd4dmq/LB9pcrxmXdzl+aVd1uP5J7Z47bWQ57RWp128qM1KyZI0gAH/dPIvIiIi\nIiIi0k2rcl4pZrbBzL5jZj8zs5+a2Xvj8mPMbKuZPWRmd5vZmvlTt0Yn/yIiIiIiIiLd1PyV/0PA\nX7r7acDLgL8wsxcDHwa2uvsLgG/F/R1p++TfzN4c/ztRMbOXBuUbzWzGzLbHr88Hw842sx1m9rCZ\nfa7TyouIiIiIiIgMnCZP/t39cXf/57j7GeAB4CTg9cCX49G+DLyh0yp18uDpDuCNwN9mDHvE3c/K\nKL8euMzdt5nZnWZ2obvf1UEdRERERERERAZLGwH/zGwjcBZwL3C8u++NB+0Fju+0Sm2f/Lv7gwBm\n1tT4ZnYiMObu2+Kim4j+vdDJv4iIiIiIiCwf8VX+iR9Gr4WY2Wrgq8D73H0qPM92dzezjqNe9irk\n9Mlmth14Gvgrd/8u0a0Lu4Nx9sRlOX4Sv4dp/NLdI+mJmJ/OLysccTpXUTMhi7PSBBZzhifDynEq\nnyLMhPl2VtaPk5mXqFGawlQepfJCdUnLmvcI87dx1scjnU4x7hwjSksyTHazTAaTJelwZoOyJNVT\nsmpHBItbQy1l1sH4VYiXmaQmKsTjjcTzXhnXp0CUcmcNsGqYp9ecAGWYOeFohtYeYGT1NAClg8PM\nPLkGDlotddQqYFUUOnnFcFTZ0bEoncq60ccyVjLbbJwybYYRjmVf09MlyoUVTI9Ge49CpcJwMUom\nORSn3LFZ6lMMJan/DoYzid/D1GPNaCXdVTNp/rLkpQPM+hos1N/scsMUbq2MH0un+UuUC9GTVJVC\nbYRKnOYvSduXfB6S9wKV1LAo/V4x2PhlCswwypOspUKBx1jHExxHmQJFKkyyhmPZxw5Or44fVbtS\nTS85zGx1/CFKdan+SvGHZ5ah6jRTjNWtwxAlphmhQpEpVvNoaUO0jGJUz/2/XcPcriNgAriP+jR8\nZXho8gx4OC4LA948ntrGUzltYEDeIS93WN4+vpkvwEIfjAb72fR/4lnp2ZpJUbnQrrzRoavRd7fR\n6rcTLb7dXxILpfTM2i6VVFmYoi49bqhbqfs6GTeRlVIwvQ51n+eshm42FfFhYqHrUIsRJN6I2vHS\nRVhWr+Wl4m3WQtM0Sjfc6nKS72Ayz3RayvTwHnqGMZ6Jj50VCsztPQJmYG4kOsb6GcHI3wFOBH4D\n0cERqrmrHZiaiVagmsJ2CspJHmuAp+Lxy8A0tWNdszslpfpbFPFvnfFXRK/Eluvnj2pmK4lO/P/O\n3W+Li/ea2Qnu/nh8If2JTqvU8OtpZluJsqSnXeHud+RM9hiwwd33x7EAbjOz01qv2lfj9zngRRD/\nqBUZBD/njIVHiv1H/lO1+4NcmznO7/G93OmfbZgQWZaiSqpNk/bfyiuyRhcRkSXC/1u/a9Ciy4N/\nRj7T3N28Xfcmh3/MWfalqX9uLnP4Yg/rmU7v1+10iID/NdjHuz7bJWFiYoKJiYl+V2PxNJnWz6JL\n/F8Edrr7Z4NBtwPvAD4Zv9+WMXlLGp78u/v5rc7Q3UtAKe7+iZn9gujvpT3A+mDU9XFZjn8bvyuR\nsIiIiIiIyFI2Pj7O+Ph4tX/Lli39q8xiaP6Z/5cDbwfuj++eB7gcuAa41cwuA3YBf9Rplbp123/1\nLzgzWwvsd/eKmZ1CdOL/S3efNLMDZnYusA24BHIug4qIiIiIiIgsUeUmr/zHj8jnZeF7TbfqAx2c\n/JvZG4lO3tcC3zCz7e7+WuA8YIuZHSK6Z/9d7p488b0ZuJHoyew7FelfRERERERElpvZ4bzz+blF\nrUeok2j/Xwe+nlH+VWoP7KeH/Rg9vC8iIiIiIiLLWGk479L/TE557/Uq2r+IiIiIiIjIYWmWoZwh\nOvnPcCDoTnJ+hbk7oJoSI536rivSucaSRloZdCfD8lLzpVMKhsPaqU+WlTnjNFMeDp9J9Yfjp/uT\nsrg9ykXYvxL2E0V/SIJbhJOFmyhZXJjiKKxaktIvSf93kPq0M8l0z1LfTEl/kurvCKIHTJ4GjqKW\n/i+ef2n/kZSOPjKa1zPU0hESr8MMMFaEIsyV4wqM9e/L2nXJtstKj9MvWV/ztKx0PY32ZMWccRZK\nopAxz3SKv0qx9l5N81eMCpOI/knavQoFynHav2j2lSgyakqFAtOMUKTCLMPVZH1TjDHJGsoUeILj\nmGQN04wyyRpmGeYx1vFzXsh0aYSp/WMMj5QYXT1NuVygdHCYQpySr1AsV9PzARRWVKjMRXWcmhxj\naFWJQrHM8FBUuyd2PjdqkzVl+G4x+p5MAXvjGawm+q49TRSK5rfAPubvFg8SfQefTK9xEtS1TC1N\n0aH5w3wk7k9SGwU8nUY1mTb9gQ6X1Q056VA9NU45GNZw0e0ekpP1bjZAblYl8rZNOM+slLaN6pHO\na5ievtGxsBfBftPpbNPLa6c+ecfaRPJFCI+lZaLPcVJ+CMplar97Zohy2T5FlNXpUFDe7O+dvHEa\npRHOW4dw3G62SxcPOJkB2TtI11nV7PoeE9eh+UxAAy9JDZxVntXdSHjcLqTee5F+L/3zvJwa1qi/\n2ypEvzFXNzPyTPBKKpV8Bg8Ao9T2GzNEKf6S36VTKEj64Ck1G+5/EQ3wyf8g0OYZOD3O0brQQWBq\ndG3Ls/wb/qr9+gBHDFc4IukpEO37Cd5b8b96kB7nTQukwbmjT6mDloCX86O6/vO5h290Ia7LXKUI\nmX8tdMls72YtS0nWH9/d1O2TTZHe8qX+cX1/cDz/20U6die/IS5ukO4vrRfp/tIp/tqwnZfVF5wB\nFmdy9tT/Ql63uE0AmN3bcR1ksJRyr/z3j85uRURERERERLpoVlf+RURERERERJa3Qbzyn5d/YEFm\n9mkze8DM7jOzr5nZUcGwy83sYTN70MwuCMrPNrMd8bDPdVp5ERERERERkUEzzWjmK83MbjCzvWa2\nIyg7x8y2mdl2M/uhmf1uN+rU9sk/cDdwmrufCTwEXB5X9FTgLcCpwIXA580seTDneuAyd98EbDKz\nCztYvoiIiIiIiMjAKTGU+crwJaLz5tCngI+4+1nAR+P+jrV98u/uW919Lu69F1gfd18E3OLuh9x9\nF/AIcK6ZnQiMufu2eLybgDe0u3wRERERERGRQTTLcOYrzd3vIcqbFvoNUb4ygDXAnm7UqVvP/L8T\nuCXuXgf8IBi2GziJKGTv7qB8T1wuIiIiIiIismx0+Mz/h4HvmtnfEF2w/1fdqFPDk38z2wqckDHo\nCne/Ix7nSqDk7jd3o0I1txGt5xzwPODFcXk6j0o3knNm5XrNSzael8clnTQ0nad6ofwvWTmHw/Ks\n9SymxstLu1ROjd9MbttkumS+yfR9lpXjvR0Hqa3OCPU5YaU/Wvl4FYLurJzD4fD0OHmfoWLGuDEP\n5lcpQqEcvadVilFhhQJlClQoUgkqU4lnPkSp4QGhQpESw8wyFHcP1T0nNhSn8XuSY/kN65hlmBJD\nPLHzubDK4Rlj5uAQM48cHX3WD+asb7gOB4HfQinJrlaJy3YT71qK8GhQnkyzKp7PDLAvHnc1MBm/\nCtR/xzqW5D8+RC1fetKdl08+1Mw+fKFxm9mHhnlDs1Y+mUeyT07v85vZV7e6UbOSXocOBeO1s9x0\nar6w/q3mj08fz9LH2Kx5JPLqEErPI71tsoYvpNF2SdcL4BhqN00eoHHbpB1ocry0vN8Szchbj1bk\nzaPZ3yV5km2XXpdO55u1rul5riTKsf47HS5rgKWPqQsJm6KQek+OPVnHJYJxWvk9lozf7G/EVuff\nF+nP3lT8GqF2zEveF5p2cExMTDAxMdHvaiya5Cr/zyae5GcT+1qd/IvAe93962b2ZuAG4PxOErwh\nCQAAGZVJREFU69Rwj+/uDRdgZpcCrwNeHRTvATYE/euJfj7uoXaUS8ob3L7wv6Mcv73n/lLM7k+V\nbcLs4bh7I2a74u716cmXLLt9fpm/quEUvarK4npl53lsW/aHOcu8e5ls0zadxc7M8t/nm/wTr19w\n+n/gnbyCrd2uVtf4/WCnpMoei94taHr35If0SqIfNY2ZPdWV+okMAvcRYKT6uXbfGAzNP+aa3djL\nakkbPJ3Ifal7l8MXOzhOvyk+9n+9zXm8vce/Vz7i8PG4blt6tyz/1y2M6+dWu83+Z1D+Wsy+0M1q\n9c34+Djj4+PV/i1btvSvMosgudCzaXwdm8bXVcu/suWhZiY/x91fk0wCdOVD0Em0/wuBDwIXuXv4\n/93twMVmNmRmJwObgG3u/jhwwMzOjQMAXkJ0eV9ERERERERk2Wj2mf8cj5jZeXH3q4gC7Heskxsx\nrwOGgK1xMP/vu/tmd99pZrcCO4nuRdns7slfapuBG4ku79zp7nd1sHwRERERERGRgdPsM/9mdgtw\nHrDWzB4liu7/58D/ZWbDRM84/nk36tT2yX+cri9v2NXA1RnlPwZOb3eZIiIiIiIiIoNutsmTf3d/\na86gc3PK2zYAEdxERERERERElo9S87f4Lxqd/IuIiIiIiIh0UbNX/hfTAJ/8p1NXHMroDtOthGl6\nWl2tRimV2klz1840raTgEzkMpb9OWSn+oD6dEBnl6XHy5tOEJN1fubCCSrFIpZCdD6lCofpqet4U\nKFKppgfMU6ZAgTJP7j0xKng8jl68GngyGDGd2qhbe/+s3XHfhGn/FtJKyr8s7WzArI3UakabrHnk\npa1LulvRalraZrWyvVrJ9JOMm5fqL2+aVnWSeSj8TZCkp0wyW+Q+QbmAJOXlYlsoheVCZlos77Vm\nU0GGkrquDPqP7FqNhPbS/HU6zpJwiPpjXPp4p7zVg0ZX/qVp7v9mEZc1Pz1NGNKhPvXQ8uALZ1KT\nXrsglVrnfy2v1H8nMMke1rY17Zu5nX/gTQC8k3/IHe8ezmcjD2YO81MMeyTofxXY3UH/K9uq2jz2\n5mCe307V4ZfZ03gHWZUapdMy+1r7Mxbpo6VznNVJRRb3P+x3FXrjsjZ21henpnljCyn/Lnb4+yZ/\nCyR1S6cjfG9q+Z9pML+P9CH9cZPcX5vq/1PMru9TbaRdzQb8W0w6+RcRERERERHpohbS+i2aFe1O\naGafNrMHzOw+M/uamR0Vl280sxkz2x6/Ph9Mc7aZ7TCzh83sc91YAREREREREZFBUmIo89VPbZ/8\nA3cDp7n7mcBDwOXBsEfc/az4tTkovx64LE4TuMnMLuxg+SIiIiIiIiIDZ5bhzFc/tX3y7+5b3X0u\n7r0XWN9ofDM7ERhz921x0U3AG9pdvoiIiIiIiMggavbKv5ndYGZ7zWxHqvw98Z32PzWzT3ajTp1c\n+Q+9E7gz6D85vuV/wsz+t7jsJGB3MM6euExERERERERk2ZhlKPOV4UtA3R3xZvZ7wOuBM9z9JcDf\ndKNODQP+mdlW4ISMQVe4+x3xOFcCJXe/OR72GLDB3feb2UuB28zstNartpXafxPPA57f+ixERERE\nRESk7yYmJpiYmOh3NRZNs6n+3P0eM9uYKn438Al3PxSP89tu1Knhyb+7n99ouJldCrwOeHUwTQko\nxd0/MbNfECWy3UP9owHr47Ic6UWHeYvzlFPvSmYgsqwUmJ9mupganlZMlSfTp3cPObsLD6atFOvf\nQ5VC1sKhEi+8nFk56Y107uOkbCGtJpduVTdymWfNo9W89YfiacL3Vpbf6vLyhNswnat6qaWUS2/D\n9DYqUtvevVzuYurnsjuVtEPe78WF1m1lPO1INyt1+CgARwDP9mG5lUVeZk+l95ODv98cHx9nfHy8\n2r9ly5b+VWYR5Fzlb9Ym4JVmdjVwEPiP7v6jTuvU9tlxHKzvg8B57n4wKF8L7Hf3ipmdQlTxX7r7\npJkdMLNzgW3AJcC1nVW/Ne7v7vkyzGo5ud3f0vPliSwbr8zJt/vtJnP+9sJzHJ5qf/kn8SS/Yt28\n8jP4+YLTvo2vNLWMXbwo6jg+fgX8gsb93eD/1P15tsv93wBgdmN/KyKSw/1tXZrPuzG7rivzkvZ1\nqz0PC28MjvF32/yyxNtzfgvkuWyB8d8fDP9UH39PdEH6PMbsU32qiTSr2Sv/OYrA0e7+MjP7XeBW\n4JRO69TJpfHrgCFgq5kBfD+O7H8esMXMDgFzwLvcfTKeZjNwI9FfpXe6+10dLF9ERERERERk4CRX\n/icn7uPpiftanXw38DUAd/+hmc2Z2bHuvq+TOrV98h+n68sq/yrw1ZxhPwZOb3eZIiIiIiIiIoMu\nufI/On4Oo+PnVMsf3fL3zUx+G/Aq4P81sxcAQ52e+IMeihcRERERERHpqqy0flnM7Baiu+ePNbNH\ngY8CNwA3xOn/SsAfd6NOOvkXERERERER6aLZ5qP9vzVn0CXdq01EJ/8iIiIiIiIiXdTslf/FNMAn\n/2GalW6nxhGRJa3ZPVeX9nBhar9KEQrldFnUU2mQzq8yyLvbZS08ljSbBqmZFGb9SHOWdyxsJ71T\nOjVuImu90svtZTqpIlE6wV5/X3qdEis9/7EeL6+XBj99WHPCz1TyOU+n/EuPl6cXaRtFOrWU028u\nT81e+V9MS/LXqPv7+12FXEr7ItJlr0ql8bk3larnzAZpfh5JjXtyiymEADvG4UD76YFO5jEAfsbz\ngebS/Eln3C8FwOwL/a2ISCz5THZ3nu/B7DNdn680x/1P+10FadWHWv8NMMjcP1TXb/af+1QTyTOI\nV/5XtDuhmX3czO4zs382s2+Z2YZg2OVm9rCZPWhmFwTlZ5vZjnjY5zqtvIiIiIiIiMigmS0NZb76\nqe2Tf+BT7n6mu/8LolQEHwMws1OBtwCnAhcCnzez5LLZ9cBlcZrATWZ2YQfLFxERERERERk4pYPD\nma9+avu2f3efCnpXA0/G3RcBt7j7IWCXmT0CnGtmvwbG3H1bPN5NwBuAu9qtg4iIiIiIiMigmZ0Z\nvNv+O3rm36KHSy4his5zTly8DvhBMNpu4CSiKBS7g/I9cbmIiIiIiIjIsjE3O3gB/xre9m9mW+Nn\n9NOvPwRw9yvd/bnAl4DPLkaFRURERERERAbawWL2K8XMbjCzvWa2I2PYB8xszsyO6UaVGl75d/fz\nm5zPzcCdcfceYEMwbD3RFf89cXdYvid/lt8KujcBz2uyKiIiIiIiIjJIJiYmmJiY6Hc1Fs/Bpsf8\nEnAd0WPxVXFA/fOBX3erSm3f9m9mm9z94bj3ImB73H07cLNF+WdOIjpz3+bubmYHzOxcYBvR4wLX\n5i/h1UG3cqmKSIZFTj9dKda/A5QL0Q1UhUqFSqGwuBWSHmg3T/JifBgbLaOZw3m7dUxP18sswVnb\nP295zazPIOS9Xgq/YTr5/A7CNs7TzrYvs0QzYYtQ/10uZpT11/j4OOPj49X+LVu29K8yi2GmudHc\n/R4z25gx6DPAh4D/0a0qdbJ3+4SZvRCoAL8A3g3g7jvN7FZgJ9GnbbO7J4k1NwM3AiPAne6eG+zP\n/coOqiYiAjy/Ozl9i0c65QO24HhrmcoddhqPdKUu0rx0Hm6z6/pUEzmcub+nh/N+P9G1FsmSzoMe\narTd3N/di+pI4oLuHJulnvuVmG2p6wfqymSRzbY/qZldBOx29/trifM610m0/zc1GHY1cHVG+Y+B\n09tdpoiIiIiIiMjAa/62/zpmNgpcQXTLf7W4CzXSfU0iIiIiIiIiXZWc/O+YgJ9OtDLl84CNwH3x\nVf/1wI/N7Bx3f6KTKunkX0RERERERKSbkmf+nz8evRL/2PhRDHffARyf9JvZr4Cz3f2pTqvUMNWf\niIiIiIiIiLRoNueVYma3AN8DXmBmj5rZn6RG6VqgDF35FxEREREREemmJp/5d/e3LjD8lG5UB3Ty\nLyIiIiIiItJdbQb866W2T/7N7OPA64luQ9gHXOruj8Y5Ch8AHoxH/b67b46nOZso1d8qolR/72u7\n5iIiIoumF3mSu5UffSXt16+dOvQyr3uSl71MlBW4HQvVr5ttebhdQ2mn7XuZY/xw2/4inXP/WL+r\ncPiYWXiUxWbu7T1CYGZj7j4Vd78HONPd/zQ++b/D3eel9DOzbcC/d/dtZnYncK2735UxnrdbLxGR\nXpudrmVbKRdWUClGP0CPLHSQ0FX6zuw68k9uBv3kv9916JZwXaKTf/f3YHZ9xrjl6vBE4zasn647\nsk8+3d/fxWU0FuarD5fbOI/9++vGqfV/aoGlDdbJf3ISY/afg7Ire7Y8EekuM8Pdu5fEfoCYmbMl\n53z2Y/1b77YD/iUn/rHVwJONxjezE4Exd98WF90EvKHd5YuIiIiIiIgMpIM5rz7q6H4pi/5qvQSY\nBl4WDDrZzLYDTwN/5e7fBU4Cdgfj7InLRERERERERJaPAXzmv+GVfzPbamY7Ml5/CODuV7r7c4me\n4/+v8WSPARvc/Szg/cDNZjbWw3UQERERERERGRxL7cq/u5/f5HxuBu6MpykBpbj7J2b2C2AT0ZX+\n9cE06+OyTFdddVW1e3x8nPHx8SarIiIiIiIiIoNkYmKCiYmJfldj8Qzglf9Oov1vcveH496LgO1x\n+Vpgv7tXzOwUohP/X7r7pJkdMLNzgW1Ejwtcmzf/8ORfRERERERElq70Bd0tW7b0rzKLYTmd/AOf\nMLMXAhXgF8C74/JXAn9tZoeAOeBd7j4ZD9tM9IjACFGqv3mR/kVElppCuVyN+C+SrZdR9Xs5716m\naUvTd2jwrWTwMkSIiAyoJk/+zewG4PeBJ5KMeWb2aeAPiO6o/wXwJ+7+dKdVajvVXy8p1Z+ILBXP\nzhYAOGK40ueayGJZOB1alqV6wrTYJ/9Rqj/3D2F2XSqN3/XxsHdnTSxdlvc5d//QItdERJarZZ/q\n77U557P/s369zewVwDPATcHJ//nAt9x9zsyuAXD3D3dar7ZT/YmIiIiIiIhIhiYD/rn7PcD+VNlW\nd5+Le++lPnZe23SPnYiIiIiIiEg3de+Z/3cCt3RjRjr5FxEREREREemm5OR/agKemWhrFmZ2JVBy\n95u7USWd/IuIiIiIiIh001TSMQ6rx4MBzWU5MLNLgdcBr+5WlXTyLyIiIiIiItJNs+1PamYXAh8E\nznP3rj1A0HHAPzP7gJnNmdkxQdnlZvawmT1oZhcE5Web2Y542Oc6XbaIiIiIiIjIwJnJeaWY2S3A\n94AXmtmjZvZO4DpgNbDVzLab2ee7UaWOrvyb2QbgfODXQdmpwFuAU4GTgG+a2aY4d9/1wGXuvs3M\n7jSzC939rk7qICIiImmLmaKvW8okqf5ERESWvCav/Lv7WzOKb+hqXWIWnZO3ObHZPwEfB/4HcLa7\nP2VmlwNz7v7JeJy7gKuI/iD4tru/OC6/GBh393+XMV/vpF4iIiKDIsqXfmiRl7oUT/7B/WP9roKI\niCwSs/p898uJmTnFnPPZcv/Wu+0r/2Z2EbDb3e83q6v7OuAHQf9uojsADsXdiT1xuYiIiIiIiMjy\nMYD/wzc8+TezrcAJGYOuBC4HLghH72K9RERERERERKRLGp78u/v5WeVm9hLgZOC++Kr/euDHZnYu\n0RX9DcHo64mu+O+Ju8PyPXnLvuqqq6rd4+PjjI+PN6qqiIiIiIiIDKiJiQkmJib6XY1FtNiP/C2s\no2f+qzMx+xW1Z/5PBW4GziEO+Ac8393dzO4F3gtsA74BXJsV8E/P/IuIyHKhZ/6bp2f+RUQOH8v+\nmX+ezhl61NJ75j+leqbu7jvN7FZgJ9Gvj83Bmfxm4EZgBLhTkf5FRERERERk+cnI69dnXbny3226\n8i8iIsuFrvw3T1f+RUQOH8v/yv+vcoaevOSv/IuIiEgG9w/1uwqYbel4Hs2emOctq9H03aifiIjI\nYGnuyr+Z3QD8PvCEu58elx0D/Hfgd4BdwB+5+2SnNVrR6QxEREREREREJDST85rnS8CFqbIPA1vd\n/QXAt+L+junkX0RERERERKSrmjv5d/d7gP2p4tcDX467vwy8oRs10m3/IiIiIiIiIl3VUcC/4919\nb9y9Fzi+8/ro5F9ERERERESky7oT7d/dPQog2LmOb/s3sw+Y2VwclAAz22hmM2a2PX59Phj3bDPb\nYWYPm9nnOl22iIiIiIiIyOCZjl8/JLpzP3k1Za+ZnQBgZicCT3SjRh2d/JvZBuB84NepQY+4+1nx\na3NQfj1wmbtvAjaZWTqwgSxxExMT/a6CdEDtt7Sp/ZYutd3SpvZbutR2S5vaTwZb8oz/KcAfBK+m\n3A68I+5+B3BbN2rU6ZX/zwBN5TCK/7EYc/dtcdFNdClwgQwO7YSXNrXf0qb2W7rUdkub2m/pUtst\nbWo/GWzNBfwzs1uA7wEvNLNHzexPgGuA883sIeBVcX/H2n7m38wuAna7+/1mlh58spltB54G/srd\nvwucBOwOxtkTl4mIiEgPuX9soJe1mPUTERFZHM098+/ub80Z9Jru1SXS8OTfzLYCJ2QMuhK4HLgg\nHD1+fwzY4O77zeylwG1mdlo3KisiIiIiIiIy+LoT8K+bzL31wIFm9hLgW0QRDADWE13JP8fdn0iN\n+x3gA8BvgG+7+4vj8rcC57n7v8uYf1eiGYqIiIiIiMhgcvd5t5AvBwudz/Zrvdu67d/df0qQa9DM\nfgWc7e5PmdlaYL+7V8zsFGAT8Et3nzSzA2Z2LrANuAS4Nmf+y/JDICIiIiIiIsvboJ7Ptv3Mf0r4\nz8Yrgb82s0PAHPAud5+Mh20GbgRGgDvd/a4uLV9EREREREREcrR127+IiIiIiIiILB2dpvrrKjO7\n0MweNLOHzez/6Hd9ZD4z22Bm3zGzn5nZT83svXH5MWa21cweMrO7zWxNMM3lcZs+aGYX5M9dFoOZ\nFcxsu5ndEfer7ZYIM1tjZl8xswfMbKeZnav2WxritviZme0ws5vNbFhtN7jM7AYz22tmO4KyltvL\nzM6O2/xhM/vcYq/H4Sqn/T4d7zvvM7OvmdlRwTC134DIartg2AfMbM7MjgnK1HYDJK/9zOw98ffv\np2b2yaBc7bfIBubk38wKwP8JXAicCrzVzF7c31pJhkPAX7r7acDLgL+I2+nDwFZ3fwFRMMgPA5jZ\nqcBbiNr0QuDzZjYwn7vD1PuAndQe11HbLR2fI3pk6sXAGcCDqP0GnpltBP4MeKm7nw4UgItR2w2y\nLxFt+1Ar7ZU863k9cJm7bwI2mVl6ntIbWe13N3Cau58JPESUtUrtN3iy2g4z2wCcD/w6KFPbDZ55\n7Wdmvwe8HjjD3V8C/E1crvbrg0H6MXEO8Ii773L3Q8A/Ahf1uU6S4u6Pu/s/x93PAA8AJxF9qb8c\nj/Zl4A1x90XALe5+yN13AY8QtbX0gZmtB14HfIFaek613RIQX6V6hbvfAODuZXd/GrXfUnCA6I/T\nUTMrAqNEaXHVdgPK3e8B9qeKW2mvc83sRGDM3bfF490UTCM9lNV+7r7V3efi3nuJMlWB2m+g5Hz3\nAD4DfChVprYbMDnt927gE/H5He7+27hc7dcHg3TyfxLwaNC/Oy6TARVfzTqL6CB6vLvvjQftpZYN\nYh1RWybUrv31X4EPEgXjTKjtloaTgd+a2ZfM7Cdm9t/M7AjUfgPP3Z8C/gvw/xGd9E+6+1bUdktN\nq+2VLt+D2nFQvBO4M+5W+w04M7sI2O3u96cGqe2Whk3AK83sB2Y2YWb/Mi5X+/XBIJ38K/LgEmJm\nq4GvAu9z96lwmEdRJBu1p9q6D8zsD4An3H07tav+ddR2A60IvBT4vLu/FHiW+LbjhNpvMJnZ84D/\nAGwk+lGz2szeHo6jtltammgvGVBmdiVQcveb+10XWZiZjQJXAB8Li/tUHWlPETja3V9GdAHq1j7X\n57A2SCf/e4ANQf8G6v/1kQFhZiuJTvz/zt1vi4v3mtkJ8fATgSfi8nS7ro/LZPH9a+D1ZvYr4Bbg\nVWb2d6jtlordRFc+fhj3f4Xoz4DH1X4D718C33P3fe5eBr4G/CvUdktNK/vK3XH5+lS52rGPzOxS\nokff3hYUq/0G2/OI/ji9L/79sh74sZkdj9puqdhNdNwj/g0zZ2ZrUfv1xSCd/P+IKKDDRjMbIgoA\ncXuf6yQpcSCOLwI73f2zwaDbgXfE3e8AbgvKLzazITM7mejWn23IonP3K9x9g7ufTBRs7Nvufglq\nuyXB3R8HHjWzF8RFrwF+BtyB2m/QPQi8zMxG4n3oa4iCbqrtlpaW9pXxd/aARVk5DLgkmEYWWRww\n7IPARe5+MBik9htg7r7D3Y9395Pj3y+7iYKn7kVtt1TcBrwKIP4NM+TuT6L264tivyuQcPeymf17\n4P8hioT8RXd/oM/VkvleDrwduN/MtsdllwPXALea2WXALuCPANx9p5ndSvRDtwxsjm+XlP5L2kFt\nt3S8B/iH+A/SXwB/QrS/VPsNMHe/z8xuIvqTew74CfB/A2Oo7QaSmd0CnAesNbNHgY/S3r5yM3Aj\nMEKUqeOuxVyPw1VG+32M6LfKELA1Dij+fXffrPYbLEHbHZt899z9S8Eo1X2h2m7wZLUfcANwg0Xp\n/0rAH4Par19MvydERERERERElrdBuu1fRERERERERHpAJ/8iIiIiIiIiy5xO/kVERERERESWOZ38\ni4iIiIiIiCxzOvkXERERERERWeZ08i8iIiIiIiKyzOnkX0RERERERGSZ08m/iIiIiIiIyDL3/wPd\njNzwXBQ/xQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, so we had a thermocline... Double check if there is a better way to remove it. Can really see the tidal mixing. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tides stuff now" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# pathname for data - all of the tide runs are stored in this directory\n", "path = '/data/nsoontie/MEOPAR/SalishSea/results/stratification/no_strat/'\n", "#path = '../../myResults/'\n", "\n", "\n", "#joining the two string together\n", "name = path \n", "\n", "print name" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/data/nsoontie/MEOPAR/SalishSea/results/stratification/no_strat/\n" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "#observations\n", "filename = '/data/nsoontie/MEOPAR/analysis/compare_tides/obs_tidal_wlev_const_all.csv'\n", "\n", "harm_obs = pd.read_csv(filename,sep=';',header=0)\n", "harm_obs = harm_obs.rename(columns={'Site': 'site', 'Lat': 'lat', 'Lon': 'lon', \n", " 'M2 amp': 'M2_amp', 'M2 phase (deg UT)': 'M2_pha',\n", " 'K1 amp': 'K1_amp', 'K1 phase (deg UT)': 'K1_pha'})\n", "print harm_obs" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " site lat lon M2_amp M2_pha K1_amp K1_pha\n", "0 Sooke 48.36700 123.7330 43.8 282.7 56.9 266.4\n", "1 Port Angeles 48.12500 123.4400 51.8 307.4 66.9 261.4\n", "2 Pedder Bay 48.33100 123.5490 34.2 308.0 62.7 269.0\n", "3 Esquimalt 48.43300 123.4330 36.7 317.1 64.3 268.1\n", "4 Clover Point 48.40500 123.3470 40.3 320.3 64.2 269.8\n", "5 Victoria 48.41700 123.3670 37.3 316.1 62.7 269.2\n", "6 Finnerty Cove 48.47300 123.2950 44.7 357.7 70.8 277.5\n", "7 Port Townsend 48.14500 122.7550 65.2 350.0 75.0 270.8\n", "8 Sidney 48.65000 123.4000 55.4 5.9 76.7 277.6\n", "9 Patricia Bay 48.65000 123.4500 60.3 14.4 76.0 281.3\n", "10 Maple Bay 48.81700 123.6170 68.5 17.0 79.3 281.2\n", "11 Fulford Harbour 48.76700 123.4500 58.2 12.7 75.3 280.0\n", "12 Ladysmith 48.98300 123.8000 70.8 16.3 79.8 281.8\n", "13 Patos Island 48.78300 122.9670 68.0 25.0 79.0 285.6\n", "14 Tumbo Channel 48.79200 123.1080 72.6 31.0 81.1 286.9\n", "15 Whaler Bay 48.88500 123.3250 83.4 32.9 84.7 287.5\n", "16 Silva Bay 49.15300 123.7000 92.2 32.0 86.5 286.7\n", "17 Ferndale 48.83300 122.7170 72.3 23.8 80.1 283.6\n", "18 Blaine 48.99000 122.7600 77.4 25.1 82.3 284.3\n", "19 Tsawwassen 48.99000 123.1330 81.1 27.8 83.4 284.8\n", "20 Sandheads 49.10000 123.3000 86.9 30.9 83.7 286.5\n", "21 Point Grey 49.25000 123.2670 94.5 33.9 90.6 287.0\n", "22 Point Atkinson 49.33300 123.2500 91.8 31.2 86.2 286.1\n", "23 Squamish 49.70000 123.1500 94.2 31.2 87.4 286.8\n", "24 Gibsons Landing 49.40000 123.5000 94.7 30.1 87.2 285.2\n", "25 Halfmoon Bay 49.51700 123.9170 96.4 31.5 88.0 285.8\n", "26 Irvines Landing 49.63300 124.0500 98.8 31.9 88.0 286.7\n", "27 Winchelsea 49.30000 124.0830 95.2 32.6 87.5 286.7\n", "28 Northwest Bay 49.30000 124.2000 95.6 32.7 87.2 286.7\n", "29 Cherry Point 48.86300 122.7570 73.2 21.8 81.5 281.9\n", ".. ... ... ... ... ... ... ...\n", "47 Sneeoosh Point 48.40000 122.5467 102.6 18.3 78.4 282.0\n", "48 Turner Bay 48.44500 122.5550 94.4 16.7 75.4 281.4\n", "49 Armitage Island 48.53500 122.7967 57.3 0.5 75.6 276.4\n", "50 Friday Harbour 48.54670 123.0100 56.5 9.7 75.8 278.8\n", "51 Richardson 48.44670 122.9000 52.2 340.1 71.3 270.9\n", "52 Cherry Point 48.86330 122.7567 73.4 22.8 81.7 282.8\n", "53 Blaine 48.99167 122.7650 76.3 24.8 78.4 286.3\n", "54 Port Renfrew 48.55000 124.4300 70.8 241.1 45.3 254.1\n", "55 Little River 49.74000 124.9200 99.4 32.9 90.2 287.0\n", "56 Twin Islets 50.03000 124.9300 101.3 35.4 90.4 287.5\n", "57 Campbell River 50.04000 125.2400 82.5 18.4 84.6 284.0\n", "58 Seymour Narrows 50.13000 125.3400 94.6 320.1 69.2 272.1\n", "59 Owen Bay 50.31000 125.2200 85.0 319.9 67.8 272.7\n", "60 Big Bay 50.36000 125.1300 75.5 14.9 83.3 283.5\n", "61 Chatham Point 50.33000 125.4400 90.3 305.1 65.4 270.5\n", "62 Yorke Island 50.44000 125.9700 117.1 271.8 55.8 260.0\n", "63 Powell River 49.86000 124.5500 100.7 34.3 90.4 286.6\n", "64 Lund 49.98000 124.7600 102.2 35.4 88.9 287.9\n", "65 Nymphe Cove 50.13000 125.3600 61.5 350.4 77.0 279.9\n", "66 Brown Bay 50.16000 125.3700 93.5 315.9 67.9 270.1\n", "67 Maude Island E 50.13000 125.3300 55.6 7.4 81.1 283.9\n", "68 Welsford Island 50.22000 125.1300 99.4 35.1 91.1 286.9\n", "69 Redonda Bay 50.26000 124.9900 97.5 36.7 87.1 287.4\n", "70 Channel Islands 50.31000 124.7500 102.6 35.9 89.9 288.0\n", "71 Turnback Point 50.42000 125.1200 102.0 37.0 91.7 287.6\n", "72 Orford Bay 50.59000 124.8600 101.5 37.2 90.3 288.1\n", "73 Waddington Harbour 50.87000 124.8700 103.4 38.0 89.2 288.2\n", "74 Shoal Bay 50.46000 125.3600 89.9 307.5 66.6 269.6\n", "75 Kelsey Bay 50.39000 125.9600 117.0 276.3 57.7 261.4\n", "76 Tacoma 47.26670 122.4133 113.9 11.8 83.8 277.9\n", "\n", "[77 rows x 7 columns]\n" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "\n", "stations = ['PortRenfrew','SheringhamPoint','PedderBay', 'Esquimalt',\n", " 'Victoria','CloverPoint','FinnertyCove', 'FulfordHarbour',\n", " 'TumboChannel','PatosIsland','WhalerBay', 'Tsawwassen',\n", " 'Sandheads', 'PointGrey','PointAtkinson','GibsonsLanding', 'WinchelseaIs',\n", " 'HalfmoonBay','IrvinesLanding','PowellRiver', 'LittleRiver', 'Lund',\n", " 'TwinIslets','CampbellRiver','MaudeIslandE', 'NympheCove',\n", " 'SeymourNarrows','BrownBay','ChathamPoint','KelseyBay','YorkeIsland']\n", "numsta=len(stations)\n", "#again with spaces because the text file likes that\n", "stations_obs = ['Port Renfrew','Sheringham Point','Pedder Bay', 'Esquimalt',\n", " 'Victoria','Clover Point','Finnerty Cove', 'Fulford Harbour',\n", " 'Tumbo Channel','Patos Island','Whaler Bay', 'Tsawwassen',\n", " 'Sandheads', 'Point Grey','Point Atkinson','Gibsons Landing', 'Winchelsea',\n", " 'Halfmoon Bay','Irvines Landing','Powell River', 'Little River', 'Lund',\n", " 'Twin Islets','Campbell River','Maude Island E', 'Nymphe Cove',\n", " 'Seymour Narrows','Brown Bay','Chatham Point','Kelsey Bay','Yorke Island']\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "stn_lon=np.zeros(numsta); stn_lat=np.zeros(numsta)\n", "#ax.pcolormesh(X,Y,bathy,cmap='winter_r')\n", "for stn in range(numsta):\n", " location = stations_obs[stn]\n", " lon=-harm_obs.lon[harm_obs.site==location]\n", " lat=harm_obs.lat[harm_obs.site==location]\n", " stn_lon[stn]=lon\n", " stn_lat[stn]=lat\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "\n", "\n", "#constants and fitting\n", "# M2\n", "M2freq = 28.984106 # degrees per hour\n", "M2freq = M2freq*np.pi/180. # radians per hour\n", "#K1\n", "K1freq = 15.041069*np.pi/180.\n", "#O1\n", "O1freq = 13.943036*np.pi/180.\n", "#S2\n", "S2freq = 30.000002*np.pi/180.\n", "#P1\n", "P1freq = 14.958932*np.pi/180.\n", "#N2\n", "N2freq = 28.439730*np.pi/180.\n", "#Q1\n", "Q1freq = 13.398661*np.pi/180.\n", "#K2\n", "K2freq = 30.082138*np.pi/180.\n", "\n", "# initial phase calculation\n", "# our start is currently April 21 2003\n", "# data for phase output from bdytides.F90; found in ocean.output\n", "K1ft = 1.065505\n", "K1uvt = 111.481741\n", "M2ft = 0.982328\n", "M2uvt = 250.506179\n", "O1ft = 1.105495\n", "O1uvt = 142.040782\n", "S2ft = 1.0\n", "S2uvt = 0.0\n", "P1ft = 1.0\n", "P1uvt =241.335269\n", "N2ft = 0.982328\n", "N2uvt =205.684028\n", "Q1ft = 1.105495 \n", "Q1uvt =97.218631\n", "K2ft = 1.159036\n", "K2uvt = 42.361669" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 8 frequencies\n", "def octuple(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha, S2amp, S2pha,\n", " P1amp, P1pha, N2amp, N2pha, Q1amp, Q1pha, K2amp, K2pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.)+\n", " S2amp*np.cos(S2freq*x-S2pha*np.pi/180.)+\n", " P1amp*np.cos(P1freq*x-P1pha*np.pi/180.)+\n", " N2amp*np.cos(N2freq*x-N2pha*np.pi/180.)+\n", " Q1amp*np.cos(Q1freq*x-Q1pha*np.pi/180.)+\n", " K2amp*np.cos(K2freq*x-K2pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1,1,figsize=(12,5))\n", "for stn in (0,4,14,23):\n", " print stations[stn]\n", " fT1 = nc.Dataset(name+stations[stn]+'.nc','r')\n", " time = fT1.variables[\"time_counter\"][:]/3600. # want hours not seconds\n", " ssh = fT1.variables[\"sossheig\"][:,0,0]\n", " ax.plot(time,ssh)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "PortRenfrew\n", "Victoria\n", "PointAtkinson" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "CampbellRiver\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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2FAWXSpJYwakhkLuOg6kwxB5ZRt0ibV3GcEGaYm16upaD7PV60NIUi3mOboV+\n6M/+bDNk3wOwlCRwKwgE3xdzpCwDOn0fC66LWJKQjBLp5ZZxQwK5jN11ZRnznCMY0QecKEyAe2Zm\ntrjQmga4aYhlx9lRIHcsC/t1fSCQy/ZJAvQUBfujCM6Ic3DiGK00FQ7y9PTAATYMwAnF/XNbrZHL\nSq4koaUoMBlDkCTVBXIcwy+EZV9VwZ1NB3nsEIskQSPPRYjF1BS6xz288pUiXHFcPFmGLctoMgan\nTgxzEMBIEkwrihgD64R5ZBlsAJYsw685BnqKgiXDgGvbtQSyEwSYiWPYWQan5ipOV5Kg5TmqLEYW\nhcBw5AjwUGESdMqHeQx6va0Gy2cBfOzqqyuFWbiuWBRyHIgB/Zd/efJcoichuyKQtW/ejbV//Efc\n++d/jgceeQRBN0KWVRfIdxTLAMf374d3so89e0T1n7H1nevi6NwcntdooG2atZJjVrMM83mOOcbQ\nqenednUdBzQNTlEPsypeEUc2raro1sxE7ikKDjOGTs3ZsxuGWHAcZACiCjfxrW8FXlZErK8WrtFK\nhRjIUhOtrAAnihu/Pj8/didblo8uNcmn9+/HtS996eh03HLnxnvuQZKIx2bPnuLWlTsyDnZOOAvl\n8nMR+16rBHWp7IcEcqtV4RiOIxoU5QlrCWTfx2/u34/7LrgA/Uc2MD1dMY7a93FfUR/v+MJCrWf/\n0TTFRa6LHmNIatoXHVXFuZqGbhEqUrm952E2DDGrKGhXivEaOoYk4ULOsVbpJm49h+kgwBSAXgWB\nXJpFSQL4ABbTFE6rNfa9KGOILQvoeTEahUDwR+UBeJ549h3njA02XFnGgizDH3Edy1zW1UJVD4dY\neGmEZd+HqyjgI/oAT9OwqOvwDWOLQI5joK8o2JfnIulsG4Isg5XnQiAXpSdKFzrMXLA8F+ECI66j\nK0loqCoasgwPfKtATlPgVa8aPelLEni6jkVNg6Oq4DUcZDdNYQNoKQp6zSYe+JZoWKWerVsI5IYk\n1RLIThShGYbiWhpGPQeZczQ4h6Uo8GuGGXqahiXLEhun1OiL+mGIZp5jKs/Rq5no3lUUnJem2Kiw\n20u5fcCJE0C76Ds6MzNjf4dhgdzvA6+78kr8zG/9VqWYwSAQDrTjQGT8/cmfVNz17fHlxhtvxLve\n9a7Bn8eLXRHIhw5cAuuan8SL3/IWLDznOfjcP0a49trqIRaPFpnIp5aWEKz0MTMjbvS4g3ziuvBV\nFYcNA52P8J2FAAAgAElEQVT5+VrOaS/LMAOgJcvo1xTIPcPAfsOAo2n1BXKWYVrX0am0jdImviRh\nvyShU3P27IYhmnGMac4rdQ7/+I9iaQgQA9N8nqNb4TuU7uvqKrBefO56hSXiTkeEW6WpEAmvfOMb\n8epf//XRD1EZp/zYY4P9Bmy7+Mhxajn3eiKJYnoa6HbPDLH4l3/ZuebbpAK5bFQ4yN2uqOVcRSD3\nkgR/MDOD6y+5BN6xTvVqbd0uji4vAwCOHzqEU/d0cPnl1QpJrGQZ9iUJ5hnD6gQT1MO6jm4R7lWV\nju9jJoowq2milnmdc1AUnCtJaFtWrXPwogiNOMYUY6NLpJ1GWbVkZUVUI1jkHK5ljR3MXpZYs22g\n68awsgwm5/BHifQgEDPKwv0dFoauomBBlhHo+rbr/KdkGTNpOoh1Hi7z5ucJZpMEKueItouD5hyB\npmFO0+DpOnggYpBlWXykq6rYI0kYFU0e5jmMQiC7zSak0B8IZC/3cGhjY8dwgUCSYJUCmeVbrkN8\n3/34+j33jCxZmccxQlXFgqahL8uALxzkQV80Bm6WocG5CLFoNtE5KsafKu+xpyiwFQVNRUGd4Don\nDNGMIhGuskPs+LbnwDlsxoRArmkSubqOxWZTVECpE2IRRWhxjuk8R7emSO9oGg7L8ugqLqfR7Yqu\n/PhxMVEGgM7UVCWBPD29uQKZltdvp+XAa68F/u7vAGwVyEdPnMDL//APke9yLedhrrrqqienQGaM\nfQLAVwFcyBg7yhj7+dN/Z9FPkcgKbElCpKrQITrjLQ7yKAcOALIMJ2ZmcEjXcXJ+HtFaH9PT1QRy\nz/cxFUWYVVV09uwBHAef/Wy1RCcvy2AXS2X9uks7moZl0xQdfp3OIYpg5zmmdF10lHXOQVGwV1XR\nM4xaIt0tBuhpzist8Q73Q64sY1mS4FTo4Ho94b667mb28sZO2dj9/uAmO47oGBqNza+tpenoDrJc\nOjpNIHseEJ48ia8++9mjO5eydm8hkM8IsfjhHwbe9rbRX9z3RaN2G77Hqwtkz8O/XHYZ/nRxEbym\nQH6kCIk5NTODZLWDw4fFNRhbpzoOji4s4ALTxLEDB3DzP3Vw++3Vdn3vZRmmOMeSouBUzYGxYxg4\nbNvo1Uyu6YUhprIMU5qGbnFNquJKEhZVFd4OoQHb4ccx7CQRQqdCu3IMO3kS8AuB7OwkkMsKKsDA\nAbYsoO/HsNMUFrC9QE5TEUpzWoLdQCCrKuYVBcFgx40z8QDsSxIRp1xs0lE6yAFL0CzEa7jdd8gy\nBLqOPYVARiAcZMaEwA0UBTOqinDE8xTkOQzOhaizbbAw2HSheYh9/b5wQ0fcy1CSYKgqGooCX5Fh\n6RlkGVAU4O+OnsAL//RPkYzYvSFIks3QBEkC82uEWHCOBiBCLGwbwboH2662EuQpChrFnzprOF4c\nw45jNGS5tkB2ASGQVRW1ghvyHJ6uY6nZFPetTiWNOEaLMTSBSk763XcLowgAuoaB/ZYFr0JfVuY5\nt9sizPOQ44iV4DHH8W53q4M8YCcH+Q1vAH7qp8C5eMzn58WweUO/j+tf9CI89jTcd/rxqGLxXzjn\neznnOuf8AOf8r07/nWbMkSpiWSZSlIFAHrzYN92E+LLLRhfm8zycnJ/HZY0GNmZmEK/XEMhBgKmi\ng+nOzKD7WB8/+qNip8dxcfMctqKgpWmou0mzp2lYMk04ilLPQU4S2HkOU9MQyHKtWE5fUTCvqvB3\nSrDZ7hzKbGjGKs2ey1MNQ1ELc1nXRy5tns5QOCPWswx7wlAkO47qZA8fFoX8i88dCFxHnLeZ56MF\n8tqaCLhaXx8I5HI19SPT0/i+D30I+TgCeWYG6HS2VAIYnPdO99D3hfsrSYh7wfC+CePheXjzj/4o\nfknXkW10YRjC1KsikI8UpbJWm02wbhvNpriOY5svvo+js7P4nlYLx5aXsf6ACG/YaW48TC/P0WIM\ni5o2iGGvSsc0cU6zKXY0qzEw+lEEm3M0DANezRALX5axoOvw6k6S4xhWWa6rQrt+XzxGq6si2WqR\nMeF8bue+njghal/fdReAzRAL2wZ6YQo7y0YL5DDE6tIS/CLg8QyBrGmYV1UElrXtOfiMYTHLRD9x\nWohFnIuQAYNzhCNEeqDrmCv6Ox4KgQwAqsGRSBKmDAPhiHsZcg6Tc9iSBK8QyIYBqCoQ5yEWg2DH\nShqhosBQFDRkGb3WNFqq6HcNAzjSEeJiZcR44CcJrCSBJUliBA1qJOlBlCgtwxuCDa/y5rSeqsLW\nNDRVFW6NSWqUJNCzTJzDDqEx254D52gwBlvTajnIie8jlyTM6boIdawxBvazDE3GYDEGr8Jq1nve\nI6JpAKBj29jfbMKrMAYOJ8i10xTn+n4lgbwlxMLhiIp+NNhJ4BZjVJKIyWW5yc3R4r09VbdU3ZOY\nXQmxUFMZqSQNBPIl50b4+Mc3O8kb7rwT+he/CP71r29/EM/D2vQ0LjBNdJtNpB0hkKsUguiGIabL\n5LaZGdxzi5C4998//nfxADQUBS1dH5QHqoqv65ixLOSMIa7TOSQJ7DL+asTAMvIcFAXzmgZfUSq1\n/+hHRWfsxsI9asny2LPnMoN+cVEs8bq6jmXDEAP0mGEa/b4QyK4LdLMMh4IAvZ3WGDudgQrb4gCv\niPvPGdvZQT7vPKDXO8NBfqzo2NqjOodeTzyoQyEWi4tFYYn1Dfi6vmMsLPd9fE5VwWdmkG90Bs5R\nEAC47badZ3m+jxXbFsfq9DA9XW1pFgAesW0cZgwrtg2530GjIdz4cTUm932sNRp4fqOBU3NzCE92\nYBjVNivpcY4pScK8aWKtjkDmHF3bxqFWC11VBa+xtOpHESwAtqYJUVQjWddTFCwYBjxFqecgJ4mo\nZ6uq6FcQ6cOrF74sY0GShIO2XR9QmhbF+1OGN1gW4MYJrDyHxRiC7fqAMMTixz6GNxYxyMNVLPyA\nw9V1zOv6Gf3YffdtumweY1gqY4SDYEsViwQZDEmCwTmi00TKxz5WnH6SCAe5cOzZkEDW7BxGmsK0\nrNECuXCQbVmGa1mQI5Gkp6ocKWIsRtGObmgoywOB3G/NYEoRfYYoVydMo40R7f3CeWWMwWYMPksr\nl3nzAFiMoaUocAwDccfHOedUmyd6qgpbVdGsaG6UxHEMLc+hSRIkoN4YyBhsWYal6yPj17dtHwSw\nwxANWYZb0yTqc44WY7AlqVIcdKlX3DBHrChYaDbFRHnMY3S7okyo44hyrYejCH3TrCyQm01gxU1h\nRRGWgwDtnXKyiv8fdCNY1qZ+O1qu5NYseflkZtcEciZvOshKFqHR2LzANxUPeHfUSOl5cEwTB3Qd\nXdsG724K5HFf7m4cYzrLhIPcbKL7mBBIVfYkdyEGxilNQ9+yKu9Cx/McnmHANk008hxOjeB+L0lE\nBq8kCeeljgOsadhjGEIgj9m+3wde9zrgc58rsqGzDJYkjb3E5fvCcZmfFy+pq+vCQd7JAR5ieKMC\nP88xXySubNu+dGaLl7gUuI0GsL7hwohjeIoyWig5juiRut0zBPKpYoAYuU2t74sGhUD2PNFBSRIQ\nbPRgX389bt9hN7M75ubwI56H2y69FHm7u6WDwi/9EvATPzGyPfc89AtVkPd7sO3qOQBHLQvfrapY\nMQwojhDIVcI8vDCEkabYp+s4NT2NZLWDSy+tlvzcBzAly0IgNxqVE215GKLTaGDRsqBxDr9miSkL\nELGkFZybYXxFwaxlIZEkpDVXcKwsg6mqqNK6nGA6jqhGsCjLIgZzu+e3zGwvblIpTm0bcBNRastk\nDP52Dlrx3W4qwllKB1rXgYSJWs5NXUdwmkh/y1s2XbYyFKRfbEgy7CAnyGDIsnCQTzuHn/kZsRkV\nL2J351RVCJFhB9nOYUYxDMsauRoXcg4DEGXFDANyHODzxz+K/7lxGCnEuJJKEtJxHeTGFKYUD0mW\nQNMwyGcZ1Y94hYMMAC3GEEpZ5RCLCIDBGJqyjL6uI+l6OHy4okDWNNi6jkbNCWKUJNALMdjIc7h1\nxsDCcLN0XUwyK66iur4PO46hSxJSSUJWQ9w5AJqFQK7SA5S15x98LELT92HrOtxGY2yjqhTI/b4o\n17o/z+FXyGcqwwwtC+hEKaZcFw3O4e2UaJvnwMGDiI+cgGlubrRzinNYSTIoWfd0YneqWGQMmSyK\ni4eyDCmJoOvA22/4FYTP+ggelITI6IwQKdx14eo69us6usXe59PT1bbqdOIYDc6Fg9xson/cwRVX\nVHOwPFlGQ1VFDPLMTOUl2jhJIOU5VFUVsUt13Kcsg80YTEmCb9v1HChVxaxhIJIk5GO2v7PYTPyR\nR0Q2dCPPRZmdMT+zjDQQyQEcjmli2bIqZdGXIRauK1yd+TwXA/x2I0Sp3oo1xGGBu9HzMO84MPIc\n7qhr4PtClRcOcpkY43nASiFsN0Z1DuWHTk8Dnc6WMI2vrws74c7C3d2Ofzt4EADw8MGD4H1nq4M8\nRhD9ShRhOo7RkmW4aVx5YAVEQsnFpokVRYHmdmDb1RzkfhCgmSRY0jScajbB29UFco8xTBXhQWvl\nTKsC5U6YuiRhinN0awzOPufCQS4StmrVEdc02JYFO8tGD0zbnUOaCnGqqggqDExbBLKiYFFVxRLz\ndoNzufZexCcOJ+l5RfyxJUlbSm1lmdjIgHMMjhsyBvj+lhJtEctgRRFMXRdJetu8g74kYRHCnOCn\nxSAPBDKwRSCX86YwFH2uUiTY+bIMKRLxww+1H4LUcmDGkXCQz5IoWH6tABAhFqVATgL826kvoJ09\nhkhyYDMGI8u2TxSEEMh6kaTXa7RgSj1o79WQnvtPcLgQjOujdvNL04FAbsoyAplXDrEIGYNeCGRH\n05D1qwvkSFFgaJqIx56aqhwidLpArvP8u6VAlmWx+lCxHrkXRWhEERhj0PN85H3bDgdikly11NyJ\nEyLf+tFHfdhRJCbaFYTMcIhFB8A+zkUuw5hjaDn+mCbghT4aYQgbGF3Tuhy85+YQn2oP2geBMC3O\nDQJs1Aw3ezKzSw4yQy7LaMgyIlmGnEbQNOD/ufWPIT3/r/FAsbNVf9TsOwyh5Dn2qCq6ug7J7aHV\nqtY5+FkGuxDIXdtGuNrHc55TrZarW2TwtmQZ/ampygLZL5Z2AAiBXCMT38tzkaBQdg51HChdR8M0\nYeY5/DFduDKR48SJzWxoS1HGFsjDSzttJ4eU55gzDDjDGXNnY+gGDwvkoBTIo5Y2NzZEPEMxwJcO\nVqMBbLg+psMQ03k+ejcmzxMfehYHeUXXMRfHozsH38frr74a73vWs5BtiFAKVRXHOemI8z5ZWlrb\n8HBRwaUzOwvW7w0cZN8H3ve934tPvfjFI5/F9TjGQhxjTlXRNg1MmfHWd2eMAaar67jItrEqSdCC\n6iEWThShVQjkFcuC1BMCucqOhD1ZxpSmYV7TsL5nD67/ux4+8IHx2/ueB6sYkKeBSgmmg2Pk+aaD\nXLNElK+qsG0b9k7OzTZ4aQprOA9hDNJUPP9LS+Ke+aqKRU0TS8zb3f+1NdHJDr0/ZZKel+ci1EuW\nEQwJhLvuEhsZPPQQkBV9Ux9ANuT+qiqQshxGHG8K5CGRUnZJrisEcosxSIwhThJkmWiv60AicRiK\nIgTy0DmUz9TqKhDEMcw4hiVJ8BQFLA6haRzn/9H56F/xOzDDCIauIzzNxX7wQbHKE0WbDnJDluHp\nOtTYx72dO9GU9yBUerAkCWaej9wVNFRVGKoKW5bRt5pIta8BAOID/4I+A/aE4ci69n6awiqe16ai\nIFJ45SoWEefQiyRzR1HAPQ+HDlWb48WyDE3TRJJds1lZIMdpCq34njZQaze+UJJgKooYA6vGiqGo\nBFW8d0aeI6zxDgZFFQ1bUcZOsuN8M8lubd2HlSRi0lVhHB92kF3GxOYzxb0c67wLk0ekHriiVCNE\nn7It5eA9O4t0dVMghyHQl2Ucgihd+XRjdwRyJiGVZTQVBaEkDQQyADCzh0enWjg3DNEf0bm4cSzK\niikKupoGLejDtjdFwjiUzs+0oqBjmoDTx7nnVhPInqJsOsg1NtnwwnAwQDclqVbn4BU7CFmSJJYm\nK3YOGeeIFQWGYcDK89E1TIfodMSLdfKkcLEHAnnMzqHMnm02gY2umLk2FUVk0W937z//eTECFI6D\n54kB3nWBgHPsYWx0otPGhgi65BwIwy0Ct+sHmI4iNIDRIsX3hUAeikEu4/76qopz0nRkua88CPBX\n55+Pv9+zB1nXRTEfhGkCPU90ih3DGBmDdmRuDod1HZ2pKTCnv+kg+xxvv+YavPsNbxhZKq6bppjO\nc8ypKlYX92Je620K5LvuErOGHZRqT9ex3GhAYwwpCyo7yE4co5mmIsFO02CGHZx/fkWBrChCIKsq\n1mZm8Efv7eGtbx2/feB5MIt3blqS0KsxQfWLElODga1Ooq1hwCoEcpU+oNMRj7Jf7CRWJVG3XFot\nuy1PVbGg60Igb/f+OY4oHH7aBNMwgAD55mYNQ03K0uBHjohYz0YYYpoxrMvyQCBLEiCbHHocwzTN\nMwRyGdlx6pQQyJYswwTgx+mgAoWuA2kpkBlDOPT+nC6QjVKISBKkOISniri6ZPYBGFEIwzDOqKTx\nNaFfcd99QAgRmmBLEjxNg5IEOOkdw7PtFyNRYliKIsI8Rkw0Q0URVSxkGX2rASY9hOXGMpKZb8GR\nJCwlyZaJxulEaTpwXluqilBnsKzNXQnHIWQMhiQNEuSk0N/c8GEMeDF2qJomSt7tZG5s9z2K79lA\nTYHMGHRNE6sXNUwiN4pgF59rVhTI732vGAMDxmAW8djjCmTfF6snYvFrSCCPSpQ9jX5flFhLU8AF\nQ1NVoWcZgjF1wPAYFoYeGkmCBmOjdyTs98XgPTODbL0D0xTvsKqKMXC5bjWRJzm7I5BzBi5thljI\nWQRNKzoC3UHPMHBQktAf0bk4aSrKiikKuooCLepvjaO89Vax5e8ISoE8o6ro6Dok18GhQ9X2CnCL\nDN6WLKPfbCLacPFjPzb+MfwoGsxcG5IEr85OREU2tSnL8KvutoKi6H0UgRkGLM7HdpDbbZHQvrpa\nVPMARJmdMWeOw/UXu/1CIMuy2E1pu3v/rW+Jn+vrg4pRxYZaCADMMwZXUbYXyOXMtyh3skUgRxGm\nkwQWxDXdDu55CJeXz3CQfb9Ypt4hBu1E0RFnsoys76LcxNE0gW6RnNMdVaouy7DRaOBCy0Kn1YLk\n9gcOQFxYPzNpOvIh7KYpZvIcc4qClT1LmFOGBHKpBL75ze2/RJ6ja1mYsm0sKApcGwMHedwYZCdJ\n0MoytGQZKZPQsB1UXYTpqypahiEE8vQ0VF+EWIy7wur7/mCZekqW0a1TAQYirKBRJGxVDbHIkkRM\nUHUdFkT5rnHIc1Et7VOfEpNkC4CpKCNrCA9TboTYbAK9PkeoKJg2TUSKAr7d4Oy6g9UTAFtqEAfg\nsBiDedokuczpWFvbrJfelCR4nA8ENgBodgYjimAZhoihHOrH2m1RbaPXE8mEtiQNYp3LxRZdBxKZ\nw9A0IZBPc5AXFwuBnCQwhwSyHIfoSQ/hRfteBGafgBknMBVFOMhDD9JQ+XOEAEwUMciaBi1z0Yt6\nOLdxGVIl2xTII+5DqKowNA22LMMxLDB+ElccuAKpdRyOKmMJGCky4iyDVowXTU1DoEtIlDWs4tub\np73D8xwxBl2WoUoSFM6Rs3CQMDzOUJRxDolzyLouHORGAyce9PHOd+7cdnAOaYpyvawhSZUqQAyO\nIUnQi2vp19iNz4tjNIr3zuB8bIF88iTw278NXHfdpkCuOgaWw1HfDWEniZh0VRjHSwe41SpisUuj\na1R71wVe/3ogiraEWMSpj0aawpYkuKMegDLRfHYW+UZnyxjW1zQs23btij5PZnblG8lcgpSlMGUZ\nIWNQsgi5LG5mrneRKAoWDWNkXWEnSdAoS7TJMvTY2SqQf+RHgCuvHHkePkQG74yioKOqUPw+9u0T\nE+BxJ7Geqg4c5F6jgW//u4N/+ifghhvGbD/kINuKArfGAO0Vkw1LkkQFhDFfrJtvBv74j4sko2Kt\n1ALGFunl7mv9fjHZkCRYmgZ/zCXe4RCLnhuiURaLHzV7Lq2k48cHg2sZ9hkAmJZlZIwh3u4aeJ5Q\ns6cJ5EYD6KcxptJUZISPuAb/90teglaSIO/3zwixcDUNC5o2snN4CMBSFKEty8gdb9C5WBbQi2Ps\nCwJ0pqe3F1pBgG6ziXMMA51GA7K/KZDDoNj+utEYqVQ7eY5pxjCnqliZXcCc3IVu5AhD4DPtDl75\nnveM3qwkCNBtNDClqpjXdXg2Q5c9AG1qY/wY5CRBk3MwxrCQc0hzMaqG8HqKAts0hUBuNKC4XRw6\ntLlfy04EQQCzGJCnVRW9Ou8fY7CKGEivRh3xwPfFBFWSRIm0MQVCmStx110izMMGYErSyBrCw5QC\nudUCukEOI0mgGAbkPEcyJBB+6qdEXyG+rCfsquI7DleQCFnRB5wmkIfD/p0oEg6VLMMFBg4yAFhW\nBD0V40KgqlsSLsuw/7LahqUoMCQJfpYLcZ4E+NuNdyBROAxVPUMgD/dVQZrCTFPRXzIGOQ7QYQ/j\nkvlLYMYzMNIEhiSJGOSh61i60J2OEENGsWrgKioaehuz5iyWzANIVWEUnC1RcJhoKMTCMSxI+Um8\naN+LkJjH4KgqFlV15GpclGWbDrKioGc38ZdHX4d3HLlUCOTf+z3g+75v2/ZAISyLvqrJOXI5HoQq\njvMexpxDSxKgdJAtCzd81sN73jN6r6Qtx8gylHun2pJUawyMZBmGqop7WmMV1UsS2MW92mliM0y5\n4+B994mNX0xVFWNgRYHcagFOEMHKMvFMVVgGKMegZrOIxTYM2HkOb5RLcOutwF/9FfCNb2xxkOMs\nQKNYkR5lEqHfR144yHyjPRjDDAPoGwYWp6fFNai5N8STld0RyJAgZbnohAqBnEh9zJlzMNUUzSAQ\nVSFGPGR+KmputhQFLmPQs60C+VSSINlhoBkWyF1FgRL2Bw/ruLk+bpHBO6Uo6FsWTj0g1MGoEs5b\nzqEo8A8ADVWtJ5CLjtqUpJHJLafzjncAv/IrgB+GsKIIKFyZsIKDfOiQGHTCXNzPKgLZdTddR9cX\ns2dTkhBo2vYWYJnBdezYlplvFBUzeE0TiR7btS8rSAwJ5LJMlZ8monPYwQH+j3POQQLgwYUFRG6y\nJTHG0zQsmOZIgdzOc1wUhiJGy9kaYuFkKQ5FETqt1vYjlO+j22ziXNNE27Kg+pshFnHSRSMMsbqD\nQO5yPhDIq9NzMNV7ob5Xhnrgm/iMaeHTV16JaNR2WlEE17LQVBQs6DpWpufwCzdfiK/Mvn78EIss\nQ7N43udyGdlsXilEAwACWYZpGJjXNKxZFvY1elheHn9w9sMQVimQdb3SLo6DYxTx/w1ZhqvrlR1k\nLwgGk2RTkhCMOTiXc8WHHjpNII9Z6rEMsWg2gW6YiXMwDOh5jrh4f/JcbJb1uc+VJ+sJK3ZIIJcO\ncswAQ5ZhqeqWOOhyV/PV1SI0Lk2FGcDYVoFsBqLEWimQh0R6uTt1vy8mRVbR34W5EMjXP3g9Pr3+\nfyJSYxiaBv00gez74rQdZ9NB1iUJKQCeR3BxCsuNZTSSvdCTFEbZlw5dx3ZbLCN3OkVoQhlWI8uw\n9Q4W7AUs2fuQqmLDitMTBQHglls2d+ANVRVG4by6ugkpXcPFey4G4yocXcOSYYxMuIyybBCa0FQU\ntK0pdN17AQBd/hj+u6LgA3v3jnwGQsZgFPeqxYFMzwaGwTjvYZznULNsIJAd08Sph4U4HXfDnyjL\nNh1kWa4nkAsH2SonqRVXUbcI5Apj4LFj4vl/8MFCIOs6dE1DNGaIxbCD7BV9UaNYlRj3O/j+pkD2\nFUU4yJzDHyWQywz7I0e2Osg8RINzEUc96j44Dr7vmmvwO895DlhXOMhpnkJvZIgUBXtaLeGC1wiX\neTKzKwL55MV7IeeiE/I5Qx5E2EiO4eDUQbTCRTSDYMc4njBNYeQ5pGLnmlyL0efH8QD7LCInxPK1\n1+L/eO1rR27rVQpkVZKgcw4uBWi1tu6qthO+qsLUdbRkGT3DgHvSwb5943cO3pBArhK7tOUYsgy7\nTFCosBNROYZ1epsutskYgjEdrNKV6fWKZA9ZhlXuTjXGMYZnvn4Qwcgy6JIkCpVvN8Cvr4uArfX1\nweDMWBF7DgZjJ4HseVgb2pO83CjEMICIJ7AKN3DbLGTOsVFUmHj04EGkPeEA6zoQpjk4Y5jZodB7\nL89xIMvgMobU97csT7k8x/48R6/RGC2QbVs4yIYBLexDNzPE6hrivI8LNjbQNgzkIwSyAxHzPqso\nWGvNIJL/BQAgPftaPFSc0KlRcUJxjEDTYEoS5lUVj84tYF9i45j8FfgBFyPHDiLNyXO0ir/PQEM4\ny3Hz+qcr6ctAVWEaBlqyjFBWsDjTx/x8BYEcRWJjGABThjGRQC7jUas6yH4UwS6e15HP3mmsr4uY\nv2PHRD1bswizOr1E2nYMv3+9KBPJwroOnXNERX9QLiKUj9KHzz8fe1760sGzORxiEUuiDzAVZcsk\neagqoqgclKZoKApcSdoikE0zgpblQuQrykAgJ4noTsoiJb6iwFIUsQLJhUD+92P/jpYyh0QFTF2H\nIctbtooOAhGikSSAGyYw0xSs2NQhUXIE2MCcNQczm4FaiPRQ085wkM8/XwjlsKgaZEsSXFmBrZYC\neRmpKsPW9bMK5Fe9CrjqKiDPcySKAk1VYRe1p1m8jv2t/TDi/XBMA0ut1kgnMs6yQXJbU5bRbkwh\n8k7i2c3vRVd+AB9+0Yvw5//5P4/siyNJgl7cKxsMrJlBkjD2Sk6c58JBVtXB6l/nmNiNb9xqUHGe\nbwrknYTZdt9DlqHr+uYqakUHOUxTGMXnnu2+bcexY8Dll4v+JpBlGLoOXdcRjekgl3k4U1NAEMWw\nSm8UagkAACAASURBVPd2TIFcpNJsVqFQVVENh/PRK8FlNZpHHx0IbMsCEojKXg1VHblteBYE+I+F\nBfzz3BykrnCQz/vgefBe+Ido+T4atl0r3PPJzq4I5JXz5iEVjmMAQEeETnIKy81lNNM5NKJIJJuM\nOEaYpptLo7KM1Mrxvtv/Jz7U/lFE/gMAgLsuvHDTZjkLfiGGAGAWQKIng22Hxx2kY0WBXjrIuo5g\nzcELXjD+Vp1+Ub8UABq6DleSwDnwmc+MXSccXrGsaUnSGbF7oyiTER87GsEoZnpG4cqM2750kCMA\nuqIIgTuqjuoQWwRyWAhkxoRAHmq/pb9cXxdJQkPhDUBRYkaSYWqaSHTa5jusRhEWrrkGd5577pYQ\nC8MAYp7CKl2h7SYqYYhus4kLTBOri4sDgWwYQMBTNIIAjR0KvfcATDOGFmPo8XxLiIWDHMsQm8ds\n9xBmngfXMHDQMNDRNGhRH3934vfwxvsWkKCHhSiClucIRlhAfpFgNKeqWG+2IGcP4j+d95+ApTtw\n0jRgpCnWRtxDHkXwdV0IZE3DsdlpvHr+f4MKA6vhMVF36Dd/c9v2ANDPczTL5d3cRH8mw89d/0r0\nlAdGttvyPTQNpmGAMYbpMIG94GNhYfydwIJYDEoAMG2a6Koq7vwWr7Sbn1+8fw1ZFhVUqjrIUTSI\ngzZleewJ6tqayAHY2Ch2dpMkIS7HfP+Gd8HzslyEWRmGEMhFf1AK5LIbvW1uDhuqetYQi4SJPsBQ\nVSFwC1xXuL+uu1kOsqGqcBUFUZBvxiAbog/QGEMiSQOB7Pvi3ZiaKkIshgRyUCTnPdR5CN8792OI\nVVnEIBerkyWlCGg0gG6QDcYOC0Aq5fB5G3PmHAy0oJUhFqclK3Y6ous500GWYMo9zFvzmLNmkagq\nLMM4o5IGICbzQFHaLEnAZLkQRDpY3MX+1n7o2TIiVcXczAyCEcvUUZ4PHOSWLKNj2ThPPoBDjYvQ\n08USppamIwejSJKgF6UpbS6B2UW5tXEd5DgWn1GWitN1pH0fl10GHD++c3tAOMhacWFsVYVbI3Y1\nUhTohrFpElUUZmGSoHgMxb0f0/nc2AAuvriIbVcUmIYhHOQxwwuGQyyCNIFVVBWJxtyPIIrEJFmW\nC4FclIu0gNGblayvi87j+PEtDnIiiwS9ncy6R4v3p6eqkJwesuYRPNZ7DPmBz6EVBCLMqkKi4VOF\nXRHIexYksDyDKUmImBDITipiuKx8GnYUC4E84gYFWTaY8U0rKjI7x78e+zKWtPPQUcUa1qmFhZ0F\ncjF7npEkJGY22C53XBMoKgRyS5bR0zTE6w4uu2z8ShhhksAoa0DqOlxZxte/xvGKV2zmSu14DFns\nyGTKshiYxuwc1tZE/cWNjQh68cCbkjTYBcv3R+8q2O+LChJJAgRcLK8akrSlPNI11wB/8RdDjf7k\nTwbBfMMCOUxiGHl+hoN89KhY1hyEvPR6wo4q3N9ycDUMIJDFElcD2HaZ7r7i379w0UVnCmSIZ3Jk\nqTrPQ7fZxAFdhzM1hczxB+05C2GHIWxNE+W+trkP5eYWU5IEl+VbQixcmWFZUUYKZL9Ykp9TFHQU\nBUbUx9faXxCnZxzBTJ6LGLRR29QWMetzqop1uwk5OYZXX/xqZLN3Y9228OwowtqIDjaJY8h5DlWS\nsKCqODHXxPOMA1hSLkbX/QZ+92d/Fu0dLKQwF24hAKi5in6rhVde+AokB/957JW5QNNgFRbkVJBB\nmY0wNzd+JQy/KI8GANOahl6ziauvDPGa14zXHiiSxhRFCJ1RCaLbfYcoglkI5CplEtfXgYsuEt+1\nXME5PXb2uuuAL37x7O3L98c0gSDfzEPQOUdUnE+/L96/shstxUtZ7WPYQU5kBl1RoCkKkqG+23E2\nK804aYpmngunsNlE5kdDSXbCQVYlCbEsgw8J5LJCSr9fCBFVhakoiCQGXQce7jyM5818P5IibMEo\n8lsG17hIZGo0AMdLYQz1d5mcwc03MGvOQocNJRMC+fRQL98XBXA6HbGcbhTi1pcYTMnFgr2AWWsG\niaoLgXxaJQ1gM6zajxIYZXK2LMPTVehxhD3WHlh8XmwYYVkinnab5f5hgdxUFHQaBi40DmKvfQC+\nJW6YMzU1cjAqxw4AMLkMXgjkcbXNQCBDiPS+roO7opbyuInqUZ5DL+5VQ9PqbVddjMNWuYoz5jvI\nuZiHRVm2KZDPct+2o9cDLrhAjKVhKZBlWZhEY1zA4RCLKBcCWWMMiSwjr7AKBACGyRGqiqiGgx1y\niTY2xIm321tikBM5RUOSYOv6yDDBY5yLLa1lGbLbQ2jfj+8/+P1QjTaaQShCXUgg10O3GOQ8FWII\ngCVHSNU2Zo1ZmGjBLGthjpiFhVkGc9A5aEhtYMVdwffOvQKxfgx2HGO1WEbfjrJcEABMSQrylliu\nq+IgR6oK3TCEg6woSHtupVquwyVubFWFZ9u475viobr77vGOEQ+XuCkE8mOPCR05ohACOh3gwguB\nbi8eCGRDlgedwx/+oRiAt6McdKamgJADuqpuOsjFi/EP/wB8+MNFA9cFfvmXxa4B2DpAp5mYKBhF\nZZNyYCoLkQyuhesOsnW2dA5GMXDqOkxgy1a3/+2/Af/1v4q/rxff88G5ucExNmMoxU6AtqJs3zn4\nPrqNBg4aBpxmc5BkJ0pNubDjWAilRmPbi9+TJCGQVRWOJL7DnSt3ImreA1eVsKTrwgXZpnPx4xhW\nkmBWVdGWZZhJHw/2v40fXPwJxGYbM9h5R6ry2Z9TVWzYFtRwBS8//+VI7OPomSYuUlWMilLwh0Td\nvKpiZbaBZ2vzmNcOIeP/P3tvHm3ZeZZ3/vY8nOmec+eaB0mWZA22JbltxxgwadvQDI4Dqwlhgek0\nbWA1TeJOBxahA52xgeAOSbdJCE0HzAIbsByD3djEtiwjy9ZsDSWVhlKNt+qOZ9xnz0P/8e29zz63\n7j11xR9auBffWl63XKq979n7fN/3Pt/zPu/zPs8v/tiP8f/mXs37jSBNMfLg3HMust7p8N5D34J2\n+NmDrb80FTKPHGHVPYgb8WvqpunGcbmPFC3ns9Fo1rn6+nvkultTlgllmeS12lyFYVls9Vo64U0B\nZCgBclCZOx/4ANNgvwL4qvKiMI0xczrKgJJBHo3EIbqQ/m/lC+5CvV7eo2SQZbEHlAA5f6+jUYVB\nzu0ga7KM02iQjkWTjvtfuJ/enf8EPUlRJAkpy0jy+VUwyIVTTKgoGJomCAFdp6ZHbI23uL39FiJN\nLQFylUOv6jQdb+L+YMsykZbhJEJioUsWShwKomBXoaDnCQOPXm8iTdBlGQnQFI+l2hItyybUDFTj\nequ5LJtYY65vCqs5yBvMGDLzSR1JkmhlbRqeJ1yJZtgGhmlaFrc1FIVBzeAN+hGWastIRpflXo9+\nrTYzBgayXK5BM1OJbIkoiTggviMMAvR8T22oKqPcYjPnMA40whwUgiCJXqv7QZy/YzVnkL1ZNp+7\nxs//vIiBfp69hNeWxen3xZxIEvBUIfcyZJnggLVA47HAG60WBIgMpiRJ6ElCeIAvoFgbAHozwYwi\n5FoNW5JmS7X2AMhf632KWAuoq6ro5jdDbtZLU04HAT1JQnEHRNYVTrVPMRecpBYEot32X0IL/ld9\nvC4AOUNCyhIUSUKVQFJjul6XeXsekxpmFIlAYRj7np79CoNckzQGdZs31E9wunUrmdHnjl5PtJ6d\nsUq9nC0EaMo6UTNP89QOBpDTNCVWVTTDQJNlNCBJvWLeHWgEUTTxgFREJ671c2JDnMXegsicZdkk\nTWYXDLLr8tBDgn3dD2Tv7AiLtaUlGAwrAVpRygBdpFdnmClgWSI95CNh5CChYLAKfFb2vChybvnP\nqdROFmIV6SVFKXfnIlVetOP82pEjPHLzzTAcXs8gqyqWZQmZRmWD+53fgd/9XfHnbpqyEkWcy7v1\nTWmQ5QxLVcVBZdfmUEyjzHEYWBZHDINhs0nmCICsaWDo4wlAnmE1NJRlGppGS9NwVAnLgnf+P+/k\niyv/DWNNZdWyxEFnFkCOY1qqykiSMOghSfCmxf+KyAxoy7KQmczqwpUD5AVNo1fTmPMzjjSPUEtW\naTsOC5Y1u0lBGE78u1HY6dQ4rbRYNA6TaoI6eqUwN99nFKwnwLXhk6zNL3KHehgWXzgYwI0iPMPA\nyu9heTKBnbymdtde3iYacj/0RpMTnZEo5jrg3j5WVWxdR5KkG1eP7zGqncReK4N89Kj4s59NJE67\ntbNTX6Npwu//vrimckBNU+EggSRNAeThcNLKHWCg61iSxJZlkYTJdJMORewBmqIQalqpfXWcCYM8\nzjJqWSb2mXqdzBUA+WPPfAxJjVASMWf1LCPK529hPFMUwga5dteUZca1Bg3Np+t1Odm6iVDTkTXB\niu7FIDca4AYT7a6lKCRqxigWEgtVNpCTEG2XzKO4x6FDYm+PJAk9B3JWKpGZKUu1JQxDItQNEiU/\n7Fdeve+Dqorv7NpmKN43AiB7hkw7ETOxSYO654r9fA+5zIUL4tUGFe1uU1EY1nRuspZZqi1hakNO\n7uwwME2yWQC5wiDrqUZoZ+j/XMdfeOTgDHIhVyn27nBcas4PMoI8cwhQM01h0/kaRpBlGFEEueTL\nUxSyAy7er35V2BC6cYqZzxdTUa6Txuw3+n1hM9pqgadrWLY9yaIe4DNUXZAiJaHon3rQbn5Vkkhr\npNQ8Hw4CkAeDIn2M58Gl4Bk+/OgH8Bub1FXRGXGWjroLrKYpEhDHLr5+RcSPdAXb9yfFkn/NIP9l\nfosGaUyURBjIZEbGjitSXJpcw4jyE/yMjjhe3skIoJapbLTa3Gmf4FjrGKmZcLvrikKlWQxybhcE\nYEsmYUNm293GrkcHkliEUYQehkgFC52mxHpQ9dG/4fB3V/DW62xdGPPWt87WURaB68EH8wIFXRep\nGUki9n3OnBH/rjDp3z02N0XRy/w8DJ0JQDZVtdwcLlwQ/3Y/Nm0KIEtSWT0e5AC5uK4smCoQd+6O\nMA2QRZGEJkkkkkSaB4XiPa6tAVnGO375l/nArbdeJ7GwLPC1CUAOK8xNFSf2sow3RBE7uRVQVWIR\nKaLRyW4njuIw8eqrwlDeiiLaqsoo1+JYltAW1houtTieNIzYZ+66kkRN12npOgPLRLHXSbMUV95g\nZGqs1uuMNW1fL1o3irDjGEWSqEkSmA4nWic53b6Z2E5pq6podjKrQDWf+/OqysBWWA2bwm4tOMXC\ncETdNGcWaXhhWDbYGHSv0WsuYA5dlq0j+LbEUhBwrtWaXSAkSSV7ddl5kM3OIkfTOlnj8oEOqFH+\nfrR8I8/cMVfNy6xpDxwYILtpSh5fBECu1bnlkPOadMxuPmcgZ+6DgO3tyaHuRmOKQa5Iy86fp1zH\ne43CHaI8oObWZ4V2tlgCZZwrgFYusJ4GyJPPoEvSdQC5OLAMTJObDIPN5WWCnlsWyZomhKo4qOuy\nTKjrJbisMshFBzpTlvEti8z1ME14ZuMZzGgFJRbXaGlKmH+GgiUrllSY73eWojC2atS0LmmW0jBt\nQk0nkiMMVTShKr+jCoM89icMsqUoJBoMIsEgK4qKFIfiGRTlOqu5pSXxHKEkoRfMawqZBku1JdEy\nWzeJlOg6oFW49nQ60O1FJUCuKwqeLtNJRCSoSXVs38eSZaHjrADkNBU66E98IgeG+d83VJVRzeC0\nucBKYxnd8FnyPIwkYTxjMRTtrgHU1MDPF8PW4h8e6IAYRlEJkCVJohEnaLVQEC8HZJCLbn6QywwP\nWORdXp+mAiCbJlrO6EcHBGaXLon52x+LAw28NoBcWpW2xXzSCoJmVrv2yigObrYNsZyUNVFGmhK8\nhjoeALUWU/PFDQ1FIZj1DOOxSDHnDPJT/S9x18K9RFZIXdcnOup9Rg9Rt9VWFFw1xVUFQLaZxwz9\nST3UXwPk1z4ySUJOE4bBEAOZRIOuLzTIimKiFimuGSycXwlsVqqy2Wpyu3GEw60VUlvjkCxjpinu\nrEKlvOIawMws3JrK4q8s8tKh/+1AATrwvHKTA2GTozZEoV8c70t+T9+jUj1bk2XGtRo7l13e8pZJ\nWnOv8bWviZ+PPjoByJIkYacpXhCwtSUCZwFydw/HEcGi04GxG+2Z4r12LU8H7uP2VcgTGg0IJGGz\nU2WQu10RXMsakatXRYTYAyDHxJiITVZP07KKvgCnm5uUAfeqqu4psfA1Dcuy0GWZIH+e6h6RptCV\nZU5kGcO80Ki4h2FAqGTYeeOXcYXFeOIJ8fOpp6Dv+8z5Pk1FYWTbSO4Y24ZXuq9gtwbUImGyPp7h\nxVmA0zlVpddqI+svcHPnZlazexmZOvP1+sxNvtpidk6WyWoxpzunuKlzmshSaes6dUmaafReFDot\naBqOrbEYixc5l64yNx7fECAXIB1gY/Ms3fYSWa/Hau0wTqvG28OQ7U5nptYhBHRF4droGmFwhfWF\neVYig9haYzC8sQbQ832sYk6MrnKV/0JgtfiT0T85OIOcN9iAHCDbNU7Mj1henlm+MDXc3PsURKvc\ncRTxt//2DS1oCUOxxv0oKjWxtmGUzgU/9VNwxx0zfq87YUW9CkAOcoC8syP2AMfJ8UahCa+sv6IL\nXpZN6hAMSSLM/zwaTQBylkHftrnJttlaXCTojnc16ZAnB/UKQK4yyIXe1MoBMp6HrAWsDdewoxMQ\n788gF3xJwSCLGFFDNzaZt+fRNAg0HV8K0XbpoKsaZC+a+O7aqkqkgxMNmDPnkBUVKQn2ZZAXF8Xn\nCWUZLT9Em5lMqkks1ZbQtAzPMPBUYVlZXcEFQG61YDCMSu1uTZYJdIVWIoCqJVmYgSc6oxrGFEAu\n/L3Pns0lFvkzynHMuGZwXJ9jtbmErqd00pRWHNOfEcyCCkCWYwPf1Pilb/0lRrWnD84gV/aZepJi\ntgLm5g7OIIdZVrLxdVWdWb+x5zMUADmfjFYeA280skys8fvuAyecsNhVkuhGo98X8aneSbFyQb5R\nyJwO8AxVB4lYzSYAuVIHsOfY2IAgKK8HCOtnqfkB5NKfcMb+//jSEj8+P0+WA+Tt8Arfdep7iQ0V\nUxWFrr6q7lto3pMk2rJMW9Nw9YyxIgCyqbTQQ09o8/8aIP/lRiplSFlKmIRoZERmysef+zhZliFr\nJkoSTOyKKhtUIWEdDidMBIAZqWy3atyir3K4uUJsWSxrGvUkYTQjQPuKcD0AMGKdrVaLO2snuVz7\nlADIa2szffyCMBQLMx/1VEZpJkjSwXXMUwUKijBadzbH3HnnbIBcxLrnn59Y3ADC/zAMywzKflKP\nIrjOz8PYn+igTU0rU5OjkZAp3YhBtm0IFaGDNioBurCBK4Ir3e6k5JfpNrWJlExSXGla+lB2u+I5\nhkMEW5tvfNleEgtdx9p1eg4C0cqz3Rb36ssyx2WZgaKQOeOpzxCpwkd5N0AuOoFduwaDKKJVNDTJ\nATK6w83/7mak2+7HTnKbnl2B7S/+Ar74xfy95ZrVlqrSbbZR1Fc51jrGvHQTjm3RbLWoJcm+Lb/d\nOC6dT1qqRmLLnGqf5OjcIULTpG1ZN+yEVOhma4pCKkM9FS+yLi/QdHOAPEOD5lUA8subT5MhM3Ac\nVhuH6Lc7vFXT2Gm3Z0bJoovXY1cfY8U5QbdRIx65qEmLjY3zk1Pgfp8hCEqA/GsP/xqmc5ygvsA5\n/3F6zgE9RHP3BxAAuW/bHJ17bQC50L4D1CQJJ4555JEbNyv5hV8QgKvqZ2sZRtkq+kZOGtUmN0Fe\nh2DKsghsQcBwKNZ3s5nvA7skTtW5n0kTBrkqURoOYWFBVMkH45iBbXPKttnpdAi7Trn+UnVEpAqA\nrBUMcr6GqwC5aNFsyhO/5i7nONY6hkYNORFrRs+yPRnksZsRahp6bjE4tmwM7Rodq4OkZ6hJgiMF\nAiBX3tWUV2yYTiQWqkqiS9TVOqqsIikKWSoAcqwoZLs0yAVAjiQJPV8feqoQaxqL9iKplqLHMX3Z\nv65QsAqQh05cAsuaohAZKq1UAFVd0TGCXIO8ax8pMoIXL+a68/zvL22ewzXqaH7IkbllVF2mk2U0\nkgRnhh7Xz9PpANveVVzT5kfv/GGG+tkDYZsojksGGaAWp2itmBuU/0yNQj9fvAunVmPjgsfnP3/A\n69MUIwxLgGynKd4BOuGNx4I9vuUWcOOs9IM2VZWDwrrCpq3eSf5SAHmKQdbSsibKyLIpmeB1Y2UF\nfuInyuvP987z5cYPYwbik9+IQf7EW97Cb4UhF2o1Ajdhy1/jVOcksVojwpvoqPd5jyNJoqmqdHSd\nQc3ATS5zpHkETamjhEIeNNb1A0tdvlnG6wKQY0lCSlOCJGDTvUCkqZDBe296L5lqQBxMml5UNoeH\nHxYmCJ/7nJBYWPnmo0cq202LU/ICq60FArvJvGXSuEGhUqAo6PnpWfNVNuca/K9v+hlGygW6o5Eo\nWf63/3bf60Pfn9ocrFQmq+eWbQcFyJXigLqi4FgWyWDMLbfM9nJdW4O3vlX8LCp4Aawsw4si+v3Z\nALkIrp2OADtlgNZ1URyJALYnTux9jyybVLDbdl4NbRgiQOcnx25XBJTSlnI0EhUNOb03xSArkyri\nqg/rzs7EazkbjYgUBRvoxvEUg6zbKVKWodq2WNz58xQpsLm53EMVWFVVhopC6rjoukhBmyYEmoSt\n60J/VTk9FxhvfX3CnDYUhaFpovhjLiaPcHLuJHL7Albh47qrAv77vg/e8x7xZzevwm8pCt3GHBLn\nOdo8Skc5ga9p1Fot7CRhvA+D4MVx6d1bV3RiS+fU3EmWm20Cq07N0KjL8mwGOG+JKkkSajAm1YT6\nzVDr2H4OkPO1sef1FZvF57efptH1uRjHrDQW2VpY5t5Oh26jMbOUvZBYPLr2KPPefRzbGfHSeIwV\nHsX/3H/kyR/90ZnXe7k9WpZl/PELf4yx8S10bZNjtZvZTA/m01Z4oYMAyEPLZNEasbAw+4A69Ry5\nxRQgmPs4Jk2FNndWLcLXvy5+Ot6k1a5dFGYFQSnzmmGHXYK+og7BkCQBkH2/ZF7LosV+X2gE8ger\n+oibVoSeijVjVDIwhYyj0YDedoBnGCzrOuN6nXgwYZD/j7UfINAzDMMQDHKl0UcBLB0nT6fnANk3\nTSTfY5AJD3xVNsmSXGJRAchVDbLjZahxjFwAZNNGV7foWB1SNcUMQ3qSvyeDPOkWNilusxSFsWGy\nqM+Lv1Bk0tQX66LSUTDLxD0WFnIGuRI79FQh1XSWaktEirDL6ysRpqpOOTFVAfLIiUSDjfw7j1WV\neiz+rapqqKE7SVNX9pECkF26JJjXInY8v/4NfEMY+C80msiaRVuWSsJkv1EwyEma8NToD+nXGxxW\n2vjKJmPvxlYyYRSVhw0AO5FQ6hGt1mtgkJkA5HouT/vX/9Tlfe+7sVNaGIoMjBGGQuCNiIHuAdK3\nhaX+oUPgphWArGkHBsilTVvLE0WXkjQhiQ7AYlcZ5LDmYigi9uoVq8XrRvH3GxvlvP7MS5+hla1g\nhDlAVlVm/fYXVlYAOHf6NLrbZ8Nb40TnMKFu4WfjCUDe5xlcRPalrWlszC2R+gIgy6qGFLkokoSc\nZQeWunyzjNeJQUYA5Dggjcc4lomWwIK9QKpppIk3AciVxV0UrT39dM4gFwA5UOk1TY7JbWxLwbU7\n1HSoI2yF9huhPPGATMYJW60a7116O3PSccKrf8Ejt91G9swz+14fhOGUxMJMNeJcZX/QjmB+hUEu\nmMdkOObkydkn8KtX4d57KwA5D9A2ArxUNPh7jmp6NownAdrUdXxZJkuz0r90r+coqtdlOV/cqrIn\ng9xuUxZNnYtjvvcHfmBPgJzIEw1YtUhoZ2fCIA8dBzOOOalpXNH1KQbZsEJxgtc0cXrOP2fVZ3I4\nFMVpbU0jA8auXwLsC+HjBLqEZRhColEpjun3hd/ztWt5F640FRILw0D2XS6HT/Pdt3w3qmSjxaIB\nzm4v5/F4kq3ycs1qS1Xp1ZuQXuRY6xjL2nGarotUdELaZ5N3k6S0JqtLGputBjcZq5imhGc2kLVY\nBJp9Z8+0bpaoh2cUL7KGHoyFFtA0982gVFnsl4fP0OoqvKIozDfadFtz3H34sGh3PSNKFjrOx64+\nRn14H6f6LmfCEDNd4lfvuYV7fvM3Z4pwC3u0V3uvEiUR4dVb2W7UuG3uDrra/ut26h5QpjVNRUHK\nMmzDOTADlmU5o1kwyIrCKEpQVTh9en95EkwY6u3eJINTSMvCoc9gIO6xn5a5WngWKPI0g1wByOVe\nNBiICrF8QRcFqgCmHZWMZhUgD4eTbns7XQ8rDEsQEw79cv294HxVNL7Q9SkNcmGjNTcnfp+HYJCt\nXIol+R6+JAq0FdmARARUHcpOqFVwOw4FQ0vuYuEaFqq8LQCyIgByN3PRNG0KIBf7nXDsmDDItqIw\nNGscUoTjSqYqJKlgXPU0Jcrnf459RMezXRILJZWJVYOm0SROA+wgYCSF6IpCFZoWAHluDpzxRAet\nSBJyEiFJ+YFUlZEjd0+g1e8L55LNTcG8FhKLr134HL5hiSybKSMpczRkCRuu68yYJEKikWWZiB26\nzh889weoccaw1kJzfcysw5Z34xRKGEVTEgszlpBq6WuSWAQVNr4gia6dE9/BLC/l8+dFDDrz/KTA\nFEQW9SDdKLe2xIGn05lmsU1dn2L+9xtpKuZVvQ71uosZiv3akCRRB3BADbFtw8XxWeK5HS72RYrA\ngPKAeN0oTu4VD+MHLz7IbfJ3ooeCsZ0JkJOEK/Pz3GxZbK2s0EgHXHXWONY+TKBbDOLBRCq5zzOM\nZZmaptFRVTZai1i+x7w1T6brEIsTvZEkB9JRfzON14dBloEsI0xCWmqdoWXw2+/7KACRrhOn3oSF\nqwDkV18VmryLF0Vb4QJQJY7P9twc85EqeoE32ihmSgNhK7TfCBUFPQcJl/tP0m22afoZi+pJg2yF\nLgAAIABJREFUXP9p3vbRj/LnMypqg2Ci2wPQE53IztngGzDIv/Eb8LGPCUbFrDLIhoGZjFlZmQ2w\n+3144xsFUA40bcIgS6IT3kEBcr0OURqX7G0hbQlGIZIkUrTl5/g7fwf+/t8HposDBEAWIL0M0J43\nVUQ0HMJDpsmfHjrETh6cpgCykkwAckV/1etNmpF0HYeO59HRNHqKsqtRiDs5we8BkAvA4yoKNU2j\nBfQj0Vb18uAyH3riPgIjwTbNSYDPT7+9ngAq3a4INmaa0lBVhrqOGozZSS5yqn0KLV1Ejv2Jl/Ou\n4hoQeNPVNKwCINeaEK9xtHWUBblD3ROBoZam1wHkp5/Ov7sKQLZTlfW5OqeUBQwDnFqDWA3LVr77\njUI3u+PukIZdti0xf1LTRAodMRdnaAELFrvn9RhFPVauNXmk0yFUYpa7Xez5JgPDIJslsZBldFXl\niatPYOzcw929gIdVFYtFXjy0CkB49uy+1xeFgg9ceIB3n3w33uU6F1dWuMs+hqOf2/e6qfeAmPNR\nEnGhf4GaFyOb7oEBcphlaHGMXFjNKQrDJGN+XrBT+xX6ZZmQSb3tbdB3rmeQty55LC6KAL4fiV71\nEQ9lpQTIgSzvCZC3xmPe+Q/+AWkFIE+adEToOVtnKMoUg1w0T+r2hObbVhRc0yR2BEBeG66hKyaR\nquNkLpokCReLMCSKBLGnKHmmKRUA3JRFQxM59PAQFp+SopKmucQCSh10kT23bRgHuWNBrkEeGxaq\nvEPH7JBIEVYQ0E2cCUDeY6+JKvZoliy62C1roqdjqkrEOUCuFgoW16uq+F8oK2WRXpYmxJpoVhP6\nDmYQMArHgsXeVaRXdLkfexFa/o7jNEaORgSa+FSZJiPF4z33kX5/4rsbIMCYF3k8sf4AkaGROg6q\nConewlJEltXdBbT+5E+E0q3vZChpiqxp/Pojv85t/veWLe6b0mG2/DX46Ef3r/RGgDg9yzizeYb3\nf/z9ZKFPaqWvqRttIElsuRu4kSukYZbF5gVhFTerI+1DD4mfj3w9QI8jPv7cxwGw4Lpn3mtsbYk1\n2unAWB7zxy98gizLSpLoRqPQ8MsyuHMPoYUe31j/xp4EyX6jYJD/y6ufJ1FNNseiYMeA/SUWm5vi\nQ29slHH87PZZltXT6KHHOBxjqCr75g3GY7qtFrdYFpsLiywZfa6OrnKkeRjfNBmlo4lMZD8GWZax\ndV0wyK0Wx+IlJEki0RSSWBBgRpoeyKrum2m8TgzyRGIhpRFDc44ffoMw64wMjSB1So/L6he0swP3\n3CPSSz6U2kFneJnu3BKS42AY0G+2kOxMMMi7JlmaTk6lQQUgn+3fz1Z7CYZDFvUTrLcFMPhG6VF2\n/QijaAogK5GBb+edwW7AIP/UT8HP/My0xU1dURjpOks1UfgVhvtLoPv9XN/rZqSShFror2QZN45L\n1nO/z1DVL0ZMnDSK6nJn26fRYNpT9uMfF55pXA+QfU3FLPRXOYNVLN4CIF/Ln/Ps4iIkyVQVfaJO\ntKDVVp+uK1jswQCGnkcrCJjTNAaKMhXgh40vTU7wqkq4S2JRMsiKaIddpMKL9NQ98+8iMFTsPaqQ\ni3c5GEyAYUNRcDQNNRjTja6yWl9FllpIcTCxqsvnbhSJOL2wIOawl4PTlqoyqNXIwqscbR6lLhvY\nOUC2mXahOHsW3vQmUTDopil2oRlPZLZaNsekORQFhrU6w8wRncpmAeS8wcaZrTOko5i1VlN8J5ZJ\nEg0mAHm/QsMcpD+z8QxHjDtZ3WnylaNH6Y6usbq1QT/oY6Qp3gz9Y6AouLGDIiuE3VXe6qZ8qdWi\noyzTchxOuy7nZ1TbuZFoGfyl81/i3SffjXvRYKvV4qQ+j68fzELCkyQsReGH7v8hTv76SQzPJdH9\nAwPk3frHmqbhZJQAeT+Z1GgkAuutt8LQm1hMFZ3w+us+i4vMTFVXs0BBnsFRZZksd7LZDZC/Cnz1\n8GEu5Iumun5U20EtJBaVA2YVhPeHAXYYlkWo8UhYtL208xIn6rcRqSpbwZaQWKiiVfR0K+m8mFAW\nHf98XUcOfNysR9tqI6kKWc4ga0wDZF3PGzhFk9bGpizjGiYKosA7SXyh/w0GaLIsZB4VHXMBkMMs\nRSvft8LQtFhVBUCOVZkoc0mzFC3LSga5ut/V6xDlhzuANA4Fe5skeO4YIwgZeA76Lha7KrHwgokG\n+ez2WaQwYKTK+WeQyBIHXZKEk8YugFwc1sNMHDYeuPAAb2i+CS3IcIIASYLIaKBLQj7k7oqBzz0n\nfj7xrChue3TzKXpej8ODd7A91wLHYU4+wnZ4Cen227ky1elpeoRxDFHAt/3Ot+GEDlveWWIro0jA\nHaTfhpvGfOyZ/8T3ffz7yixqOHC5557ZHWlfekko9s5dcFDCgA995kNkWYYtSQdikLe3Jwyyr4bs\neJu8tPMSlq4LL/4b6DuqHsSu+QJGFPDlC1+exMAD6KALBvmZjWeI5SZbrnB62m1VOjU2N+H224VF\nm5thWAnneueoq030KOLi4CK6phHst/+Px/TqdW6xbTY7CyzUr2AoBjW9Jvae+MYAeayq2IZBW1XZ\nbDY4mgqJUmioROkEIAcHeAffTON1AciJBFKWEcQBJD6OWSu/CM/Q8bLhngxytyvSS1tbebFHDqg2\nB8/Sa4nGD4mU4JomYyOhIcuMdk3yj31MSIs9b9Im+ref+m0G3hm2220YDlkxTzCqwUoQcKnYFfcY\nQe4Bef8L9/PA+QfIAhPXEpvmLAa5eKThELw042L/HOvOet6JS2PecstCv/0A7mAgFnZrXqQcpTzS\nFZ3wBgOxeczSL5YMcpZOm6RbFuMdv0ytjkZMNoumCCRTDhK1FDJQLWsqxVt0wCrA6Wb+fV05cgQc\nZ5pB1qJSA1bdHDwPlpdzcOu62GnKnGHQ13U8V2zE2+42jzf/Z4xQzCFDVcvNYTAQv79kkHNwWpdl\nnDTBNOHpjad53/HvJ9ANEjm5jkEuDiODQd6gJgfII1VFi8Z0w2scahxCViyIvOsA8nAoPkOnI+Zw\nAU5bikLftsmCTY61jmEpGpYvaJfdge3FF8XPZ58VhWUFQE4Cl+1mE8MNiJKEUNPoSaJV+6w0oZs3\n2DizeQZpx+DSkaMwHDKumfhptywY3ZdBrgDkQ/JdrI5WuNps8hvBJgvbG+x4O9TiGGcGgxDIMmvj\nK7xl9S04I4m7NBMfSA+d5LaL5zmWJFyZAbC9KMJKkhIgD/sSR/sDbK1NUrt8kE6v+JLEtrvOk9ee\n5OH/7mHkaIOBtP3aAHKlgl4cTLghg9zvi/mwugpOkEwzyJbFeNubynzs+fxVBlkVNQCQF7mG4XUA\n+WL+Qi43GlMH1DRLcW/+GH4gkLihKOX6KWQYjQYMRgFWbmPomibJWDDIr/Ze5Uj9JpQ0pZuMRJFe\nziBXAbJpCju6suOmrqOEHk4iAG6mKsSpmG9ViUUBkG0bvDAt9aZFjFDo0bE6xLGPHkYM/IFwoajE\njzCcHMbDLCsZZD0TDPKS3AAgVgAyRsFoqlCwut/VaiL7qBXyvMhlUBNrxXVdjCBi5AsGOdwHILsV\nq7knrj4BrkRfFftfqMskyRAjt5rLdgHkxcW82DAFXZb57Euf5a3t78LwMwb55w2sBiipAIu7UOrL\neSf3F14Rc/cfPfgL/MK7fgFpYLDTbAiArC7jyAKsPbLHPrK9LRySwjjG8/v89vf+Nn/2d/+MKB4w\nsge8sH3mhs1GHnlE3MfJEt5x/G2sO+s8eulBHN1gqe5NOyDtMS5cgG//drjmXERPYhp6g3O9c4I1\nPwAyLzKc7bY4lCzXF3js6mOiuHKXQcBeYwogKxcwopgzm2eu2/9vdA/Lgmc3nyXSLLqBOFEbUGZx\nrhtbW2LjqNVIu32S2iUW7AVkNUONYjacDYwZADlyHDxd56Rpst2ao127wKHGIeI0JVIVNtLBpJZo\nv0JxRaGWA+TtZo2j6RwAga4QJ0PCJJyqJfr/y3idJBYSpEJikSUeI2sCkH1Dx0F8Qd4uHU+vBzfd\nlKe6ZblsEHDBeQDXsglHIza3t1kYDNj08zTxrij5la+In489Jja5b2w9zc994ef4zu7vEmoq4+GQ\nRXOVccPmnUnCxcXF61b5xz8uOlQFUUQWefyLv/gXfPDTH+SKdwbHMrn3o29CaV/ZF9xevCjkD8eO\nwabncGbzaf7xF/+xCDyaStsSIGkWC10Ua8wviAKFH/3M3wNEgHXSjCgS9Tj7XV9ln2LVxQvEqa8o\nnnG7uwByweTt7ECWTQWMzB5iRiGZYQhwqyhlirfKIG9qGs0sY2NlZcqm7cLwFdLlc2yPBZrYDZDz\nf844CARA1jQGzSbxOMCy4LMvfRY7a6NHOUCubA7XMciqiq1puUY3w7LgxZ0XuX3hdgLNYCfanpye\nKxKLkkHOOzg2FIWRoqBHY7b8q6w2VkE1SBJPdAID4nzuFp+h08nb1GoalmGI7ouWhRIMWW2sosgZ\npu8QxMF1DELhWnL+/LR3r+/26NVaMBzScxzmHIetyMHQ9ZmFJn7ekve5zedgrc3lQ6vQ77PTajBM\nrpVawP0AcvEZntl4hsX0LtS5Dn/4T/8pX1Lh9qefYtvdpp4kMwFyKMtcGl3kzStvxnFAX57nJx9/\nnKffdDurG1dYVFW2Z1zvRRF6HGJpFivmCbIMTg0HBDSQWpcPVIUfSBKPX3uUn/0bP8vbj74dfVDn\n8f7XyWobr4lBfnF0AYBa7mM8Pz8pDN1r9Hriv8/Pg59UDqh57YXX9aYOdns+/xRAntQhmGlKEEVT\nAHk4hJ084F4+erQ8oJomXOhfQJY0kijX3la0s8W/qddh5IYlQB7rOokjPIzP989zuHUaPYrYTIeC\n+cwZtALcQu5VnkugilbOauThxAIgo8gkmUeWA9jCpqoKkMMob0yR65hd3UBOBxMGOYwYR2PBIO8C\nyJqWu9Uw6dymZzJjy2BRFp0BQ00iyRD3yLISpFfBUK0mDiQFgxxFDsP8MOl6HkYQMvRzmUfl+yoA\ncrMJfpig5bHpi+e/SDqoMcgBcqDJxMkQEBKIaBdAnpsToM5HQiblj57/I95a/wB1J2M9f66xXSdU\nEqHT3gW01tdFNurKptBsx4rEj9z9I6RdjW6jRuY4NNV5yMTEe2EPucEHPyiyH+PAJ4t9vvPm70RT\nNE7F306g6/zgJ3+w9K3ea2SZkBf9w38IgSxxdO4wP3nvT/Kfn/8DHENnse7e0Elme1tYtPWCdfQk\n4V3H38VXLn5F2OMdACAX66PeCohVlZsWTvPyzsuTRh832EAKAgjAZwcjzLgwuPCaALJYwxkv7rxI\npBv04x3RH0KS9gfIo5HYGBYXkba3iKw10f9BCVGjlC13a6aPcc9xmCukirU6c9ZlDjcPM05T6p7P\ntWwofv8u/JVlE57MVVVs06Sjaew0bA5n4oDpGTJZltH1utcB5F5PzJtvZsz8ugLkIAlIE2+KQXZN\nnaHUFSm4XWmKblekl3q9vDGFopBlGReSB5kbR1yLIja3t5kbDNke94QV167fffGiMFp/9lmh3f3Q\n53+C3/vA72EM3sii43PN81i0Fxm0Wtxr28LLdVcp+h/+IXzqU7C540Po8qn/9lN84vs/wZnoY2w1\na1hBwqXF39yXvd3cFKzoiRMwjENuah/n/rP3E8QeRpxSqwlQciOAPDcHc4t9jCjiE899gjRL8w0x\nE+bljRt3wavXIZ47z9mtZxmH4zLF6/X8cjMfjYCdHa7efTdZlk35BwO8aN6PHoWcGZ6bahW9W2Kx\npeu8UVHYXFyE0agMvl+9/BCporM5EoyFmYPDLBOb0PJyzv7GMbU0FX617TbpaIxpwmNXH+MW3oMW\n5QU+FQa5YAlKBlnXsU2Tuqri5gB53Vnn8NwqvmGwFXdFgM8LDYt3XbRO9XJgaMgyKSBnHpvuNVbr\nq2SaQZTkBQqV9NJugOwaBnbRntzWWYwbqLJKLHnogc+2m4P0CkC+ckXM/YsXcwY5//uxt0W/LjIf\n3V6PpjOm6/b31NHdfz/85m+K4pxI09ByiUXy4iFePHKErNdjc67BTnZJFJvN8nLOZR5PbzxNO7wL\nq6XztnPnCL/wRRZeOM+2u0P9Bl3lAkXh1cErvHnlzYxGoN9ygp/+5Ce5++WLHD7/FAu6zvaManQv\njlFCj3cee2f5jk+5Lt3MIGteOVC3WV+CV/sv80N3/hAAytY89cYRvjz+v24IkB2nKNSNuPU3budr\nl79G3TRxNYVOh5ktr4v12+mAn0asDy8TJqGQSBkGft+fySAXa8OyQKuNCVWFNVfQbWaW4ecAuV6f\n7CM7koSeZVzLK28LBvnM5hnUdI44EQfz3Qxywby6vgDItiwzNoyyTfSF/gVWm8cww5DNaIAuy/tK\nLAJJxlQULEXBV1XkyGeUA+RElSCNcKNcx7wfQM5ZUktRcDUDJREAOY4C1DjBCceCQa4E+CgS97Cs\naYCspQqOpdPJj5yhKpMBbuQKFnsfBjmSJ/K8MB4wtEVredf30cKEYSAkFmFlDVbt6qJUMMhREvHZ\nlz9Lsn6YnmlCkuDqMkkW4YQOepoSVmJgMW+aTdE98U/O3s/7bnof7exmGiOZKzmrParX8aRcL76L\nJNrZgTvvhKub4nD3d+/5ILIkE44U5CzDGY9p6R0iLaXl+1zdg4k8d0682rXhNjqgyuKwoPrLpHqT\nHXcHffnVfdfgubxE4MknxUF5tbnC3zz1N/nKhQdQ0oxOy515wAQBkN/4RgiVTYw04Z7Ve/jG+jfE\nvMgywnC21WJB4Iz1C8SqwZHWCi91XxKHN8s6EEC27Xw/xcOIxFrQJYlIUcpmVze6R6T2RcGkoWFo\nJuvO+lSh7O6ROQ7/+u67GR4+jNzdJjbXWamvkCgxSpSxNd4SJNE+AHnkujTDkDlVpWvXaGhXOdw4\njBNF1D2PtaS/Z4Hou98NP/dz+bvL42hbVek3TFYzsTjGhkqayhOAXNm/v/xlodAs+gp8M47XBSB/\n5dabyVKEi0XiMTbt8osYWSYDaWdPHc9gINJLmgaeJGOqKs9tPoeWNTgyzHhBUdjo9WgNHLbHXeqa\nxmiXl+u1a8LA/9x5od195+lv5T2n38NwCCvjiItxzFJtie3OPHctLNBvNK6rdDtzRmQ4zry6jZIk\nHGsd421H3sbpwffSnZvnn9/7s2xaD+4bHLtdwRwdPQoeCcdbh7n30L18/pXPY8YpZk28i4MAZPPQ\nM+hxxGpjlZd3XhatajMRWIsT/F7rrLpZp4YPaSTSS/np2e9PGOThENLtbQ7/m3/Dp7/jO2AwmAoY\nV+RHMcKIh7efRM0XZVzRIBf3GGoat+g6G/PzZatoy4LHrz5OKtXp+aI615Bl/Eyw4LIsgnyawigU\naf2GIlpyp46LZcGZrTMsy7egRoFgXyun590g3dU0bMOgpmm4svj9G84Gq60lElmmmw6v01+Nx8IK\naDgUDHLR0KQBpJaLrujU9BqppuNXChSKzaEAb+02bO2kpLKMlmuQHVtjORWylUgK0MJQMAC7Nsh+\nX/h1bm8LeVHBODrjKwyaHRgM6A0G1MceO24P0zCuA8gf/jB86EMQZRlaFCHpOs9tPof+9O08v7rK\nucGAmu+zYfbRpUxUYu8nscgyjCzjzNYZGu5dgklpt9G+8RRX9EXWh9vUYWa760BVean/Im9eFQDZ\nuv0k9iuv8Ae//O9Y07ZYMAy2ZxTJenGMHHrcd+g+hkPxju90XZ5DBillZ3hjhOxmKSuNZep6nTSF\nbEdFaR7i8eGfzgzO166Jef3oIz56FPHht32YD//5h6kZBq6hsdBJZ7a8rgLkkbrFq90X+cKrXyhr\nL/zebAa5WBuaBhf0L6AmCZ+5KIxjjSzDj+OyKKwEyLLMzWlKL5eSFeD3XO8cerJMEnvEabynxMKy\nwA2FpEVkujRS1y8lTu36AkYUsZEIeUO4B0AW7dwnDLKvqqiRzyAqADJISAyCHGTvAsiWBWk26UBn\n5yy0HI/oWB2CMEALY0ZBBSDvYpAtC2Jp4v6gpjKuqbMgCSowUGWSVGYcCga50EFX9dp2LSNUJxIL\nP17HqdUFg+z7qGEqrt+lQS6k6rWaKIyOQofff/b3OdE6iTxo0e90BMg2FOI0ZRSMrtNxFq4izSaM\nsoCaZvA77/8dPA+ansqarhOlKb5h0FfDPVuXFwB5YzvGiCK+4/R/LdaCCx0vYNt1aZvzhIbCGx2H\n7q6W8Vkm5A1Hj8Jav4clTWJs7Jo4lsbbjrwNDj+6L0A+fx7e+U44+2JGqCgcaR/mps5NdL0udhhR\na964DqCwAJVsAcbuXrmbpzeexlJVvCzjX/5LkfnbT2pVMMCufJVY0Tk0d+g1M8i2DX2/jyqZ6IHE\n5cFl0ixFT5IDyQs8D7rJRY7PHcc3NGr6HJeHl6esSnePc1HE/3LHHXzy7W9H7W0RaOus1FaIpRg5\nlNgcb6Lrujic5fd4+mkRw5IExp5HLY6F77tp0pQ3BEAej6n5PjtRd89Cwy9/Gf7oj/Jnz/sFtFWV\nYd1iJRVzZGxqxCh5E7hpmUhxWHn11Ru+lr+y4/VpNQ2QQpiEpPF4CiA7lslQHiBlifiCK19QsVl3\nOjCWJB5f+zq/8vCvcNz9AKcceNo0uTYa0Ri4dN0etq6zO7xfuwbveAecvyy0ux+878cBEUBOuREv\nAgu1ebbm2rzx2DEGtdoUg5xl4ot+73vhSn+rtGcCOLz2t+i2O9xuHaOrPC82hz2E9js74hkWF4Xh\nfMea43tu+R4+89JnMKMM1RYLaz+A7Pvic5gmaHOX0aOYe1bv4YlrT2BpGq4k0WqJAFo2I0yS69qm\n2jZIcgpGwkptgWc3ni11fVWAPBrBpbyU/pXcUqIaMHryGlYY8tJYrAAzTfHj+LoOWCNN45hliUNH\nRWJxZusMiVxnGIrfUYDD4r9LkviswzChlmUixZvf1DTh+a3naakL6FHE1dFVcXpWFKjcowTIuf63\nruu4qoxuhTihQ6vRwA4C1tP+JEWcb5C+L8AMgBNnpbyhAVDzOdQ8BECsq3hpruPcBZALDfJWT9jR\nSapKS1HwLJ3lVKR3fSlEDSLBIFecBEB89pMn8+KcSmHn1miiv++NRthjn77fxzSM8h1U5y7A2IvR\n45gNf5s0zaiFq3z7lSvcl2W8/cwZHGsOLxjMBMhulpFGY463jhOPm9TriGj0pS+xpq2yOepSYzZA\nDhWFXtTn5NwpwXYuWjA/z23nnuAbix4d02RnFkBOEtJwzL2H7i3f8b1RxJOqihos0v/qF+GBB/a9\nHsCXJY7MrZbfkzrWcaw6F92z9Eb7M0DFbb/ykIcax/zSt/0S10bX6I/XGdQaLDfcAzPIoephKxoP\nXniw9L4Nh3swyKNRuZ9UD6hbygvoUcRTvecBUeQaVNZfCZB1nZsUhV6rNXVAvTK8giLVULNMrB9V\nLZnPKoNcaL4tWcZTVTJXMMhdr0vLamGGIetht2TQ9mSQZRmz6IKnqqixzyDMNcQqSKlM3+/vySCr\nKijapLWxlcvw5KQAyCFqlODsAZALBtk0IZImDLKayLiWynyekwk0hQR5wiDv0kED2PUMOct4eSAi\n/Ti5jGs3wPNwwhAtSBgFjpCqqGr5nRUg3bbB067iuF0++OkP8uN3/U+ogUq/3YbxGEdXiTIYhQIg\nh5U1VIDsVgs8KeMNnVNIkoTrQiPQuWJZ9MOQOcdhXQ6wVfW6GNjtCjeozR0XLY452T4pnmMMi17I\ntTCkY87j2TZvlOWS2S7GaCS+i9tvh77nYsoTgBwOa/RrFncs3UE2/8K+APnqVbGftZcdIlVjodZB\nlmTuXLoTPYowW+ENAXJRZKfbPlqScffy3Tyz8YxgkIHCoXU/q8VifYyzHSJNZ7mxzJXhlalusLNG\nEUPXRmvYShslgobRYMfbETKnAxQKui5sRRc53jpOoKvoeltoiHcB5E9+cqLHfirfEx8/dgzFGeCr\n66w2VgnlBDlUBMGiqoLkyefOww+L6y9fFlLFWhwL9tcwqGfbHGocwnEcLD+kHwiC0q8A5ALrF480\nzrOgbVVlVLdYSMRnGpkGUaqJwx3TThxrayKW/zVAPsBI8Hlq/SnixOH3vvtdjDyPOAhEahsdLxKp\n6rhyCis263YbRiR84fznePLak9yy9Y84Gds82WxyyXVp9Hx6Xk+kmau/MxEL7vbbYX3HQ48i3nr8\nHYAAIKdTlbOKgpmELPZ7dGyLvmlO6RRGI2FZdOedsO12S3s0gGBTY6fZZCExiCWfrpv3ev2t35p6\n9oJBXlqCSJVZqLX5rpu/iz975c/QQpBMMan3A8gFGJAkkO0NtDjmruW7eG7zOWxNw5OlEtCVxYI/\n/dPwrneV9ygC7JXhFTLJYE6f41zvXCnO9wf+VHr2ak6FXc71DtUA3YvXMKKIl4fCk6dIrRQbSAHS\nR6bJYctiYNskjktR23Shf4FUMRlEOYOcdwHa7ZThRAk2uVOHbZONXVQjFN+1ZqLFCWujNVHckusP\nCxlHwaa7hoFlWaKYyjBR7TUWa4tkCIuo9aA7SS/l4LCYd63WNECuIZPVI1bruSWZruIVFbwVo/eC\n3Wy3odufdH+rKQqRqtDORHD2pAgliBn4gz0B8okT4nAVIg4RWZax7n6dfmtOSCzGY+xxSN/viUKT\nio94lokNcmUFXj0XoMcxD116iDcvvp2aLfGfHnmEP3j+ef7vX/+PqFmLMHJEgdCuCNft5k1isgwv\nGHDf4ftKppLbbgPP4/nGzfTcIXVJmnLi2D0CVeXkwgk8V8YwxLri6FEAXmqNaNg2oxl2S34ck4QO\ndy3fVbL0d9VqvKTrqMkq/320za/9h/+w7/UAgayw2Fgsn80ILLZ0g+ON0wz05/e97sUXRXr35WuX\n0eKIhtHge275Hl7dfpaB3WCpNi4zJ3uNwiO804FYTTjWOsRzW8+VoC8c7MEgN5vwkY+ln0FUAAAg\nAElEQVQA05rYbc5jRBHP9oVRfOECUwXIjgMjVeWEotDNT4vFvF4brSErBgqyYJ80rSwuK9aPZYGb\niOYwtqLgqiqZJxjknt+jqdfQo5gtf0cUueYAuQosTTPv+lkwyIqClvj0/S5ts02sgJQpDHzBIBdO\nNAWwBNHQxIhzgKwo+LqKHI3pWB38MESJMsHeVmQe1XtYlgDIaiGxSBRcU2cu38kDVSHJVCHzYKKD\nLgA2AO2r6FHEP/va/87WeIsw3cSzG+C6OFGEFmaMI2dPHXQpFbGu0lJtXvwfX+RvnfoRdFdjc35e\n3MM0CFPBwum70tTFgaPZhFCGw83Vcj7MhRYXWi26/T5zoxE70agkTIoRxwIY3nwzDKI11CRGV/Ty\nHse8gPNZxrw9z7he53bDKA9UxdjYELK348dhHAZY0mSN+l2LnWaT07WjJM3zMwHyoUOwfGKbWJnY\nlN69fDd64KPbswFyGIp9udkE1YjQElisLaIrOlkW4kkS586J+LdfR8piffT8HUJNo6kv0/W6KKRl\ns6vxeFLUuNf1ti1sDi11DiWE5doym+PNKYJka2tSQwIIjcEnPgGI9bXuX+DY3ElSSUZV2+x4O+gV\nJ5ksg+//fvj3/178/3VJ4ngYcn5uDtkZ4MpCYhEqKQSa+P2FE1MOcItneOUV4Y5USxLmVJWBoVNP\nexxuCgbZ8iOcWNQRBKpaFoju7Ii9aH09l3cZBrVcg+zZNvMxpFkmHEhSa8IgV/b/q1eFC9lBO5T+\nVRyvG0CO9W3+1UP/iige0J1r8PNRxGg4pO756LTK9FJxes6yCVDpdMBXJP6He36MMz91hmS4xF3K\nIl86cYKnAHMA/aAn2rZWAmxRJLG0BFu+CCqmKjbG0QhusmzO2jbOeIuF7iZBOCSWZYIKQC42hyNH\nYJwOsKh0a1rX2GnUkRyHJfkWxsPH+dIb3kBUGDbmo2CQm/MusaLStpqcbp9GkRXkMCIzBLDaDyAX\n5uQAibaNHsfcunArL+68iGUY+LJgkKECkD/96UnrLiYB9vLgMsgWtmxzaXCpZJCjoWCQC/Z3Pd/p\nriwsTLG/buSSJB56FHOuK4RlhQayKuNwXXAMgyO1Gn3LIhq4GAYkWczacI1Y0wkyV3zv+wDkUZJR\nI2+okqPuQN1iwV5AUiK0KGFtKABy0eijuEetBo6XkMgyumEIv9pGC0O/wHJtGd8dYwYh66PNqQAP\nk8xFswnjZGJHV5NkslrGoYZgkANDxWVAmqVic9hDYjEYTgCyJEnogY+Ve7B6cooUpiLFrCglQIAJ\ng7yzk1fhy7I40IQJvYZJNhyy5XnUnZhB2J+kCfPfNR4LgHDTTXD5igDID154kLfMf6toOW6avO9r\nX0Mz26hJk1E4EmnCCoMcBOJg9+lPi8/gBD3uO3Rfua747u+GO+9k2zhKzx0Ip5D9AHKWEWgapxdO\n4zhirgPwW7/F537u84TKkLptM5rBII8CFyVLqev18h2bq6vctb1Ns/N2nj15ks+8/e2zm5UoModa\nAmT0emAlNpumyR2LdzK2n9v3uvPnRRZpY3QFPRHr9VtPfCsvbX6Dfq3Ooj0+sMQiVeF485A44Obg\nMx55U8WlJdJ4XoD26toYSNuYUcQr7mWyvLtaFSAXtZaOpnFU1+nl/tbFfnpleAVZ0dGyHCCrailR\nqjLIfiIsDi1ZFvuqJ4r0ul6XpmqiRzGDIJdY7McgK6I5kynL+LKCKXl0PSGxiFQJKdMmEosKQC5B\ntj3pQGfJMr6mIkduCZDVKL2hBnlsXeaJNbEXyrGMZ6jM5SliX1eJMr3UQe/FII/nvoGaJDx09et8\n5GsfYd69Azd/yU4cowUSbiQ+Q7XldhUgJ/oQS1a4Zf4W8Y5HBpfzPtZDyyRIdbEXzgDIkaqwWGuX\n82E1bPLs6irdfp+m4zII+ti6jluJgcWcaLfBk9dQ02Tqv50IE16VJObtDv1Wmze2WnR3eQ2ur4sY\neOyY0M9bymSNBpsaW3NtThsrRLX9AXLpQXx0i0jVMPKX+6aVN6GELsoNAHIRQyUJFC1Gyx/jVPsU\nYeoylmVeeQW+5VtmM8i2DTveDpGqkWU1VuorOP5O2cX3V39VSNv2UjsU8e3K8AqmWkcOYKm2JABq\n5Xt73/tEQWI5fvEX4Qd/sOzOuO5dYrV5AisMUNTFMoNY7P+FNKFgkLeBNyYJG7UaqjvEQQDkQM7I\nPJ2+37+uE97aWl4QfwHGcUwtSYQ8QleoxyMhsXBdLD9GkVSiJEBJ06lC8+VlMX/7g1QUBes6Ujwm\nMGrUgpBxkmCFAZ40JwDyrkLDwUDEn4N2KP2rOF43gJxduyP/g3iB/6emsT4asTQYoKYNcXqu6K/i\nWEgGVBWaczGBqvKGxVsAMVEPLRzi7/35n/On8/MsXJLoB12hw6ycngvmdXERHOkcWiUFMhzCbe0O\nz3U6rPvbtLtbbLlbzEURgwpI2NwUAHt5GSICzMrp2dlQcXWN0HFY0k/hRs/yHR/5CP95Fwu2syOA\nhjy3RqIY2LqOJEm86/i7SKMxiS5W+342tFX2KFa6aHHCrQu3cnb7LLau4+sac41dLa+LTTZ/n8U9\nNsYbpIqJLTe4NLgkApemEeYAuQiuG1HEG8ZjtnfJI66OrrKgrKJHMZcGYiUX7Gmh8bIs8NyMkWVx\ntNFgYJrEA7e8fqm2RKTLWGqdK8MrpQ9r9TltG5xEeFwWAFnyXHx5i8XaIqkSo0aZ2Jwqm0O1C5cb\nhNi5vKGuKIzsOrp2iZX6Cq7nYYYRm86WWNg5+5QkYu5pmniXbkrpWWujkphSySD7hkpKKjaHLCtP\nzwWAbDTAHYdT7cnVwENRhf5xLKdkgTRhkCtzt2CQ+33BIOuKwuNXH2c1uRMtzeh7HptRhOXAIOiJ\nFFllgyxcExYXYXtLdJ768sUvc1fz28Q7npuDs2cJOisocZNhMMRMU7xKmvGxx8TPhx8WAHng7XDv\noXvLoMv73w/PPIOZb5B7uciUI0kIVZVbF28pm1EAcMcdjO99D3JqoBrCF3w/M9Ve4JTrrwDIHD7M\ndz33HJt/4/38f+y9e6w12Vne+ataq+77du7f/euL25/tNrYbbINNbAOeEWhIBA7OTAIEi6AENJoQ\nIUTCCJhLYCbwTy4K4AhEQoB4QLJAXJQIc48v47S77ca4bfrm7q/7u55z9n3XvWrV/LGqatfe3/ma\nSEgW1mRJVrdPn12ndtVa73rW8z7v8779uef44uXLele4z8iE5MLOxfYZBeaAu0HAw/sPkrjX7/u5\nkxPdyTIsJ+37fOfld/Lc8VPM/R57bviqEotGSzoaVZRCcKF/yDgak+UrUiHIwoTBQD/XOGZd1VTv\nkk2BHsCynOBkGYbtMIknuIZBotS9ANm2uey6TOoTa8MO31jcAGEjqpp9aorLqmpDg5yqAr8GyJEQ\nVEmC7SjmyRxPWlh50bK/Z0ksXFdnDVqJhWkSyBDDMPAsj0KYVJXUDLBhbDDIDTh1vLV/sG+aJJbA\nzgt6do80zxE57edzIdqccMMgW05JYeW8OH2evMypUqW1n2V9ILAsCuW0EouuzKNhsePgRew85+se\n+e/5yY//JFfGf5PQ0wWtq6JAZiZhsVq33K5jbwPSfR9KJ8SvC9uSBPylyyt7e6SrFZkURKWvD6ls\ndlRrnkV/WJALyUGw286Hc+xwa2eHp6dTemFCmIdaZrhFEjXNSnLrGNmJRVEEDwFftCwOertMByNe\ne3Sk3Ww63WqmUw1Oz52DggJfrFvSx3csxsMhD8gDEu/+ALk5IPaPTjVArifJY+cfwyhCTLd41SK9\nJisHYMgSWepY+dDOQ4TFQvubexrc3g8gN/vTOBqT2RZF7nJxcJFZdNJ2g23Y57MabjWfv7m8iS17\nGKnBYXCoJRKdDOKzz2r2tB11B5V0kWLbcDe8w27vPF6aUYkjxtF4w4u862AEcCoEjxoGd10XK16w\nrDRATkwoY3cNkDtOTA04HY9rgKx059oKsKpMM8hxjJMqfFPHf6e2i2w+Pxxq3HLzbt7KBK9PX8Is\nC8IsZpHnDMKQqNo9U4O8XK5Jni/X8SUDyGa6V/+LXlyBUtxYLjk/XSDLvtZfdSZZV/Nq7d2kEBZ7\ngdYRhCE4h0N+8ud+DvVTP4Uz22GZz/Fcd8Pwu+tHWzjXcYr1yXy5hGtXjnDSlP/kKrzpmJPwhGFR\nbADk2Uyfvo+OoDSzjfTSfGqwm6SchiH79gUmu3pyPlV7BzejSa9a/SlF5/T8nqvvoShnFFJPqtZl\n67d+a0NL2QWOpbHEzhWP7D7CC5MXsE0IPZ+Dvv7bDUD+ru/9Xn7x/e9v+9Y2BuXH4TGVsPEYaQZZ\nCGLLIl9piUUjjxhXFa9JU6a+vyGxOI1OGcodrFyRlRlRHm2keBsGOY70/RzUHsbFPNQn2tlLXB1d\nJbcEtvD06bluk7nNIIdVRWAYbaW/mURE5jGHwSGlWWAWmg24H0BOswS/BoyBECyDPsK8xVHvqLZn\nyjkJTzSDbJqQZe28M4warLBuUOMYFqVrtgxybFuUpqUDFFoC0MzdxjEkjjcBslksqeosxkoYqFgw\nT+cbAbKZuzs7+hqJ0gD5v9z4Lxxmb2MvVLxcVRyXJV5ksSpmax1dHeCaeXt4CJNJhl3qA81l+Zie\nS3t78NnPku+ew8x1gPTKkqRTA3D9eu168DSkVMzTCW86etOaQa6HawyYJ3N6UhJuAeSiqEnQLCO1\nbd54cG0TINfzXpYjUDHLV2nJtcgi/Fr/2G6YFy/yN+u18j/86RPcHg7JN3YnPd7/fvjxH4dcWpzf\nWTPIfXvIcb/PgztXUIPrXdn+xjg50a4ipjNr3+eF/gUcSua+x44TvSqD3GyuSkSU0sYTDtf2r/Hs\n+Bmdnk00QG4LbU9O+Knv+R7S+rs06xcgyefYecGl4WVuLm9qF5izALLjcMX3mdaLOknAdhS3lrdA\nSoSyNYNcS5SKOEcpTUp4HqSVdnCRpomoKoo8AXdOz+5R5jkyL5nVHsTN+rmHQZYCR8qaQTbwrYW2\neAMyaaCURZiHGxmULkCW/hKZ6zntCUFqm/SV7mKXFAWyoGVvcynvYW+n1YtUhse+O+CJW08QxQsS\n28NMUlRVkdo2WelpmzfDaAsFuxKL2LuJUxR88Ft+nuf/4fN4iweJXEczyEohM0lUrNYyj617CAJA\nZvh1cVuSQH/h8dzBAcerFbvLJQmjNYPcAcjN8zT6dyilRWC77XxyB32+9WMf40eTBD/KCfMlnuMQ\ndQrVG2cTKcHtzdtufs01HpKCF10XK+jRjyNG58+xcpyNNdg4A+3tQWGW+GJdxLe6JTkd9DkkILXu\nsgrPPtw2ANkenW60an/j4RuhWFA6r84gN3sLQCVA5DomPzh6kGU+JTIFR0e8qlVcsz5O4zGpbZMW\nLpcGl5iEd3QPhiRp/efP6ujXapAXN5GWh5EYawaZtbygmTct11Aj3uT5G3ie3oMHzi5emgDn9B7W\ncWKaTDSwbMLYqZS8QUqOLQs7njMr1gC5iAKmyVTX0XQKzWezdWfdUCmCqsIwDPzCoLIcjoIjVkmC\nmyk8c6D3oE6hYfO+9vbg5DhtC2WfuftFZJIyy3MWiwWDOKEqRhq/bemoG4D83xjk/5pR1LOm7j9f\nADejiPPzJbIYaKP2TqvPLkBWwxcppIVdH+mjCPzAgMNDjKeeIvSuEhVLXCl1qqQOUA1ANk0Ido/b\nVF1V6f/We+iIf/gbv8FH9oa4d0+ZJlNGZcmss0s2G/HREShZtCwA6El0Pk25naYcuBfIPMXrFwue\n2d3dKHJoAIXpz8il3QLkd199N3l1TCIrPn3703i+0ifw979fs3P16AJkZaTIvMKzPM73zxMlU1Zu\nwJ6vQX2vB6tpyi+/97382jd8Q3t8axio4/AYJSzcSrP2VZmSSEm50gxy0xFpVSouK8XUcTYY5HE0\nZiCHyLzkqHekT8/o4NCVWMRZRD+OGUjJwrIoFppBvj7TBQqZLbFFn5PoBLtuk7kNkCM0a9R0WzKT\niLA64cA/0BY3mU73OobRulB0AXKSJ/j1gu8JwcILENzmKDgiThLsrNSBoSOxaMBtcw9N5zUA13DI\nXFt7IAORa1EZ9Qm+k15q5m6/D0m6BshRHmGUC3Kp5/FKmhSxrU/fnQDZnbu7uxBXBrYQ/MGLf8Bh\n9PVcXRp81vd5UQh6S49lPtVVyFsBsmGQJ5MMWRS88/I7yRKp59K1a1AUpA9cawGyqxRJZ+7fuKFl\n7C+9BGGZE9guvuW3m24zPHPIMlvgWxbbLoMf+pDW7s5PUjIpubbz0D0A2fdB5COqImQZBPegzCTR\nG2dYZrh1erfJDnHpEm/8zGf47N/+ThJzyVGScGtrh1wsdNHLz/28IrMsDgZagzydwp7X43g04gHv\nAmL35fsyYKen+lm6gyV2uQYBX3lwjaXvMJThq7rQNAB5Ek9QpgOlxcM7D/PC5AV9MCnz1okmDOHP\nZjN++Du/k0/trFPqngelKknzCDsvuDi4qDMwtQtMAwC2JU5Tx2klFglTfMtHCQNZORogGwap65Is\nsvZw6HmQoT3AAbyqIlcFyp60BXJWrtlkuwHIeX6PD3ImBW7TEtsw8OQaIOdCQGlrezPTbD2Eu+A0\ne+A/kWcL4jzGM00yy6RXyyPSosAsTKKi1iALAXnehl4hYK5uogybc70DHr/5OKfhDTJLexgntad1\nYgw0g9wByN3vkdkTrKLA8wc8vPswaiVYea4GyFWFzB3iIlyDlC2AbFmAVeIYHQa5klxeLvlgHLO3\nXGEUfVbZSsfSMwBy4d+gEBZWLUGKY/B6gn/2S7/EXcPAySqiYoXtuhvNStpsD2D3l+0e2Py3N/g2\nXxgMSLIZR+MxpSiJbHujFqGJRXt7oMyKQK67zS5OBU5RkMQpthpwstq0SG3GfK7jkfJPSG27Bci+\n5SOzipVYthmYs5JQzfeoqorKBKE7vPDA6AGm+ZjYkhzsV+zv3x+QNdc4iWfYWc4qdbnYv8gkvK0L\nlJOEO3fg7W8/2y6u2d/uhHcwpYOKzQ2AnJQlea6f1/nzna6atRF1/sVXWpKqZ/ZxsxxZHpwJkBt7\nW4C5lBx5HlZVoQiZF5okSkyTbNlbM8gdiVHTgbELkAGcvMKQI4QpWGYZdgGuMVxnQbdkgvv7cHyc\ntlaLz55+ETMqmJYlx4sFu6sQsv5aYrEFkJs6mi/X8SUEyBrt9oyrgLaeemk+5/wywiz66xd0BkAu\ngpfIpWx9KNtF/+CDcOcOi/41onK51mFudTQD8AYLrGJt4SMl2AOXf/SRj/Drv/Ih5LO3mSUz+sBi\ny2puMNCL25AlXs2AJ4nOBF/JUl7Jc46CC8R9h3cUBcdNj+F6NJtj5cw39FfX9q5RqogJK77q576K\nLzj/jjiq+Ni1a7yyv7/x+VZiUeWIomo/Pw3vELoeO64GyJ4Hk9qFI9X/Z+Mad1d3KaWFym0uDi4y\nDm8RC0EZaoBsmjogL6uKS8DUtu9hkAdygJUpzvXOcTe8q1O8NUBuGKwkD+knCZ5pkpom+VI7UJxE\nJxwGh2SWxJZD7eFYB4d7GGTDIGgAsm0j05CV0sGhMBVmbuoCh6ZIbwsgZ2W6AZCXfoBR3eEoOCJK\nEuy0ZJHNWg1l1Snyg5pB7gBkG4fUcbkY1ADZcSjwWwa5AcjNNVqAXP/8M7efoophVe9fKylII09L\nLDo60OYANxjo/6VAVia8PH+Z3uKtvH5l8UPvfjdfCAIu33QpqwJRlbrQ5AyJxWyeI4uc91x9z3ou\nveUtei29+Z1tgHNru7Bm3LqlZQW3b0OocvY9DdbaIr16+OZAZ3Bs+x6roj/5E/3PT3w8QyjFxcEF\nlsstgO2BmY4oi9WZAPnv/31dJBursn0XrcTCceDoiK+4e5PHz1kclCXjLQ3y00/rBgOTaEYmLXqB\nRueTCRyOJE5RsGPuwvD6/chrTk70ZmEFIVa5/o5vO/wKVr5Dz3h1gNwwYJN4QilsUFID5OkL+EqR\nqWyDQX6+roN4sX5QzXs7iU7YkbtYecnF/kVuLW/pAk3YYJDDVFEIwW4QaEaxZpBjY8Ket0cpwVRe\nK1HKbJt0la+7ZbqQGusGNR6QVDllA5DzHJlXrPIlJlAZBuVZEgtLxzvDMLArEE7CjqvnUSZNyspl\nla2wOs1KuuBU9V5BFDmfvPHJFiAPlP4DSVEg8hogdyQW3c/P1W2UaXOhd8Qnb36SO8svktuaYk+K\nAi9NSarB2ov5jELBVMx1u+sanFZTm3GgWflVVSELn7hcIe/DYucqAwEOawbZdeEnPvUp/tlgwAvn\nz0HuExexBtkdlre5hnJPKYVsreYawuNclvG/X7/Oez75EnGpGwalUrYoswuQLW+FrA93SulQ8cDu\nAKso+LPoNjuLKatsgVOWxJ2F0MSinV1FZYr2kNq0lt6PY07DEL865CQ6u5Vk0+iqdMaIskQ0QRYQ\nYY9pNUVK/czPMpNo9pa4iDFMC5HpZ3lpcIl5ckrkuJzfz1+VhW7W0Gkyx80zFplmkE+WN0jqItTJ\nRMs0Jmfg/HYNhidU0kIlogXILpokuntXx1xNTKDnQpLAgw9S3DltSSqfAC/LENneOou6BZCbe1hJ\nSc/3GQG5HeLLPrawiYVJvBi2h9RticVZAFnmJZWlY8oiz/FSnQFsJBZNDViXQZ5M1gzys+NnMWPJ\nVCleXi65NF9QJfXnO4W2sAbI/41B/q8YVa4XxCM3Hb739z5PkCQ8M59zFKWYeS2xgDMZ5MR9iVzI\n9tTZdrQ5OtL/ffAImYqxDYjvA5CtYNGegho9IIB45BHe9ws/z4vmOSbRjMAwiLZ8KAcDiIuISghk\nuWawRiO4UlW8XJZc6F1gMRzy1Z6nfX/b4+M6SKXGjNyykEJ/D8MwqFa7LI2Cn3zvT/Ln5ocpZ3Pe\n9a//NT/+/ve3bhobDHJVIGuq5dreNcarm4SOz66nAbLvw+1oilUU3B4O21XWSiyiY0ppURYWF/oX\nGK/ukApBGSUtaPF9WCk4qkFb3mkTfRqdEsgAkSmOgppB7qR4GwY5LRN6WYZpGLhKEaVpy0Dv+/sk\ntoVt7KwtakzzHg1ybIIvpZZYWBYyi1iUmkHOTYWRSa3f6rCn3SK9QqX49YLvCcHS9RDlCUe9I+I0\nxcorVrnuYGUpRZ7nG/MuCLSPawuQS8m053NR7JAphVFVlMZwfYLf8lDt9SDNcpz65x+7/gmqpcei\nDoQL2yJe9jWL3QmQjcqhrV7H4E/vPsm3vf7bSCLJe6MBX//ss/zBr/0ahtzFNfuUZaxZkDMkFotl\nhihy3nHpHetnfHQEN26Qve1rIR2sAXKHYWo6WUYRxBXseHoxbUssAjkkLBa4lrWhfwQtpf2Kr4DP\nPTPGznP6dn+zSI/6UJSOyLO5blayBZD/+I91ljLOFV6tf2wBMsBP/AS/+Ne+nVOW7ACTLcP+Gzd0\ngdGl12qtYdOBrpE+PTAek5YuVXDnvjUAZVlngZy4LRAC+KrR24l8D+JlK214tQKfSTzRB9TC5jW7\nr+H5yfN4VUVRZRte5i/W8/alw8ONeX1ndYcdax8rL9ebc53abN6L50FYFvTiGM/3yUyTMtQAeVVO\n2PP3KCSYpc5+NMxnuszaua/dH9YA2QcKSgpr0rFYU7iilifU62cDIHsVaV3cA2BXYDhZR2IhKAuP\nMAvbLBKsQWFVVShngV+J1rO9FCZ+VRfYlSWikCRFhISWQc7zNbgd57coTYtrew/zu8//Lp84/RBZ\nDZDjKMLLMqoy0Axyp1Cwy2Ln5lzvHfX6VFOLieeg4piVYWCW+ikZlW79vg2QT6NTDHxqJV0bH77t\n7l3+12ef5X1PPkWV+UR5dI+Os3mepT2hELJlkNt13O/zf/zn/8yVO0oDZCk1k1jvdd3DrOlESFW1\nn/c8EIf7fO0LL/Cb1ZLhbMw8mRMUBWEHpTZ7oDtYgengbh1S95OEcRwTGIecRnfhX/7LewplG8CV\nWFPdOrzjtWxMjxhXIYUqtA3bGYfUZg+dJTOE4VHVEovLg8tMVneIXI9zQ13oej+ZU3ONcbzAyTLm\nicOF/gXuLm8QS0k6T7AsrbV+VYAcnaCERRELDvxD7oZ3206ot29r9rjtNzab8X/9vb/HJ1/7Wsrj\nMZ6vNCDGwc0LRLKv97BOo4/JBC7qMgniWNul9l2XkWmSuwl77qG+HymIl4HW85fJRh+JRmIxmayl\nigDkGYWlJ8SiKHALE7vSEjm7qlqA3NUgz6brLOgXxp9DLAPuWhZ/GkU8enxKFesi722Z4HKpn2VZ\nwts+9SSfvh978Fd4fOkAch1Edpf7vGf2Jg2QheB8XGDktcQC7gEZAKl1h1xKrA6D7PvAP/7H8K/+\nFa4rcIxAywU6foZdYb/prLDq03OjqQI0Cw18wXuYcTjTYKzDojUTZRJPMPEx6oXZnIgvC8ErVcXF\nwQVO9g746qMjjrfEiM3CWmZzcilJ03WKSj373yG8Xb77se/muvokUaaFR7fOn9cVgp3Px3mMMCzM\neid5ePfhGiC7jJw1g7yKF7zxzh1udTydm4B4d3WXQkqK3OF87zzH4R3dYjVPW9DieTV7a1mMlGJa\nFK30YByPCawAM684Co64s7qjOxGVqv0d34e8iuk19mZVRZhmLcDecffILYk09nWwqIPDPRILodnj\nQAhCy0JkEbNcM8iZoTASm0k8WfsYbzHIeaU7gYEGyCvHxShOtcQiy7BThWN6bQertAbI3Q5aiakb\n1ADIzGQSuJw3B4RZRpAkKPaYxtP7SizyIm8Z5N/889+E6QXmDUB2bFaLka7i7wTIbkvTwUC3R/7k\nzU/wI+/+EaIIdgYj/p+f/mne8MILZMEOjtEjzyMNkLckFnt7EMYpZpHylnNv2TiEcPGiBjOJXn8u\nbDDIzSHw3DnNYg/dfrv+ugxyIAeExRzXsjaKZEGD06/7Onj+1i3sIscwjDM1yImOY+sAACAASURB\nVCQjsmzG0nE2KlXjWJ813/teiFVFIHUM6K5tvuM7+N13fQ+rYsquYTDZEhK/8op2oTl8+JjKMBA1\ngmsA8oPTKSexopIR4dNPw8/+7MbnmyJbwwBTat1rM15nfy2mUvzQf/whPvznv0qN0e4ZXYBcSJuy\nsHh4t2aQ0XKGpkgvimCc5xzmOScHBxsZnLuru+zYO8hccRgcchKenMkgZ1VKL44xLAtXKcI4RUqY\npWPtQSwMjDLQALnW8G8D5Mys8Or36RkGmVGSyQ6DXFT0raGev1V1D0C2vQqDClnHbbcyMOyyA5Al\nqvBbBrl5bA1+miUzTMPCrQRP3n4SwzAQRYlt6gWaKoUoTaRpUaqsBchd/DXJblMKiz1/xL/4xn/B\nZfNhUkfLI+IwxMtzyPzWKu4sHXReLTeK27LQpFeUTPOclWkilYtj+qjOPTTXsCwd88DDVOsDsOsC\nQcD//Ud/xC/82m+gOgC5uYeq0r9r25DJCYVYNytpNelHR/D5z5N4R8Rqubb76rjZNIdZ04pakN7G\ngb09vvGJJ3jCNvFnU+bpnKAszwTIwl+gDBtpbgLkwzTlTpYxEIfMoxd4LAhIfv3XN+Z/C5CNKU6H\njQfIT/fA7vE7z/5OKzHaHs2eP0tmmMJFpTVAHl5mHN4kdD3Oj+K/UMccBLCMVrhZziLUDPAkvE0i\nBKtxwu6ujgmdGsV7Pn8SnlAKQZUJhvbeWuanFMfHtVvHro4b1XTKj377t/NTjz1GdTrGGkzp232K\nrMDNS6poT0sstgDy3l5tEzrRUqme5zESgtwrOfA0MRgJgSp8hs6IOFu0e2CSaFB66VLNIANNuC6K\nmMjzoSxZlGULkBfpQheIbjHIoxEsVhogV1XF8/OnscdHvDga8Xt5ztfcPkYl/ZZBbjKISuk52hSI\nhosl1v3a/P4VHl/CRiF6QSgFdx/5a9zZ2+Mz+/ucy0qMrH+PE8AGgyy0XKHZ2NoN+m1vg+//flwX\nHKOPKuONNHOXQTZljCzXxXvtBv0DPwD/9J9SVfucrKa6a9SW28VgoBcmwoV8XUU/GsEV1+Vly+Jg\ncMS81+fRhx5i4TiUnVW69l+ckVkWSQ2QiwLiWZ+lZXEYHCINyanzIueWS17oiJiaYDZNpriih5nr\n7/HwzsPcXbxC6DgMrA5ATkOurlaEUlLUK725xnF4TCEFeWZxvnee28vbuEoX3G0AZNOk5zjsVBXT\nothgkF3pIdKqlVg4pqn1fM66WUleZvj1u/SBKM9bgD3093HTFGkeaQbZskilJA7Vpv5XCHzL0gBZ\nCOw8YpZrF4vMrKgSd12kV7OnXZBeVhlufQ+BEKxcFyOfcq53jjjLsAroyZGWONT6922JRSJNvDqY\nl2nKLAjwMsVquSRIU0S5s2aQ6+DQLdLLygK7qrizusPnTz+HMXmIuZRUVcU4CFie7uu/32lT2wXp\ngwEkRsnl0SUe2nmIKAJrb6An4HhM1tvFMfoURbTBIDfzdjiEVXUXqywZusNNgIwGMyqui/S2GORm\nA7xwQYP0PV8XyW4zyD27T6xW2Jbc6OZXVWsd863pXey6SPYsgKyiEWE6A8PYsJp7+WVtlfymN2k3\nj57ltvfWrYUdOTuEasqulEy2rOZu3NCbxejiMU6eY9Qgo2WQ45jrqxUyO+DJj/wiv/8Lv7CxS28w\n3kIh8/UhYDIx8CPF+679T/zA7/4AXlAQjWP4+q/fcNNYxwBdqFtmHQYZKM1iQ2KxKEseqComu7sw\nm63Tw9EpA2uAzEoO/AOOo2McKe8ByGUV0avjoFdVrOKstWjb9XbJhQm5387dzLLIVlsAWWwBZFOR\niU2AHFjDNftUFBsA+WX7j7HzjNO626RVGWCtAXIqJUXe0wy0EG0XugacvrJ4BavawVWSJ2/pfrWi\nKBBCL45EKcxS4IqAvEzOZJAn6V1KU2ILwQfe8gG+e/RBSmGSpilxFGmP5UwzyNaW1ZxlaRY7U0us\nfD2nkgQuxBkvAivTxMTHNjzKsvb13/JBPglPMAwHUW6288b3tY6pP6BKfeI81oeV+kBdljqeCgGZ\nOaE0xQaD7Hno0+uTTxL1HyRVq3U2rQOQ28OsTBH112jjwP4+3/yHfwiAPZlpN5qy3GgZ38SSRC2p\nDBujdgBpfn4pTbmR5wzlITeGKU898gif7VhJVNU6luTVaoONj2NQiYXj7/LTj//0fZ2c2vUTTzE6\nAHngDDBVQeS4HA20l/irAWTXK0mSBCfPWa3gwD/gNDrBUorFLGV3V4PbswByFIHtZYR5SGYIzNLC\nrXY3AHKDC7Q0Aeb1ha73elTjMXKoCZ44SXAKRRXp/cPeAsjd+2gBsm1T+NpaDiC0LMBjaHcAcpa1\n99AA/RAI6msXxZzT0QiWSxZVhVtJLNUByDX2aWJ0vw9RpLOgryxewRM9erNd/uM73sFJWfKO8Ywy\nqiUWHSem1UrPL9PUc6Q4Pca+efPsF/NXeHzpAHL94PKyaIMXwMUSyLTEwjaMM1t9RuZULyrbpiz1\n2u9ImHAccOhTlHHrZwj6JTfBoTIT7BpYbjDIb387/NiP4VQjJtEMX8qNZgfNwp7GUwzTpszWDPJo\nBFd6Pa57HmUecvH0hKLn0s9zlp10QnP6nSYLhFLMo/Umb+UeM1+f6C46r2dpvcLbTk60PGILIM+S\nGbb0MerY9dDOQ9xZvERsbwLkuIjZKUv6SrGon0XDOEziCbklyVKHc71z3F7dxlOKrMo3JBahMAkc\nhxEwqz2KXbd2jZAuRg4HvpZYuEIQl1X7rDU4TfEacIpuOtC0qR24+7hZBlzQGuSawcqW6abEwhIE\nrYeqiSgixokOMKkJKvIYR+P7MshlVeDUm01PCELXwUhnWmJRFFhFhS9G+rnWh7ONFrM+JFK0ADmK\npiyCAFYrwtUKP80Q2YhpMr0HIDcMclEUiLLgBz/yg3zj1W9DZD5zz2OWpgRJwjy+qIOLbetOeLAB\n0gcDSE1447lH27lg79fVLNevE+1ewq56ZMVqg0Fu5sxoBLExbqvXu24IoP9OGQ9YZAtcwyDealYy\nHNYNbkyD/WCXLNOH3G43Wt8V2IaPYSriTgV9FOnN/Y1vhHF43NYAnKVBVqF+D0Ges+qwV6+8ouUR\nV65AYRj0ba9df3X9GgA73g5RNWXXtpluaRxu3tQpy2B0V7NXdSxqAXKe82KSYOdHfM/f+mY+8MM/\nrL2a6tFNU1dGhdkByOMxeGnJud4Vhs4Q+9LnKP7fT2ldyO///sazWK8/izyzudC/oAGqqsAt285v\naQpL4AHD0J60HQa5m8E58GsGuXaB6RbpKeIWIPvAKukAZFd7EJMP1hXwNUBuDmaeB7k0WgcX3zQp\nhCI1aoBcFBogC10Bb9UAucu8Pm/+IW6W8TsvNi2xTSqrYtfb1cBTCvJcF6dZUt7DIE/iCcIIcJTg\nzuqOZg+LHMOsi/SUQiiBawbkeURumvdokMN8SSEloi6uzlIDL1HMy5IkjvHyQssbiuieZiW2DWEe\nIg17o7gtTeHNYcw/euQRPnvuHKYRYBkeqkzvYZCb74HpYGwD5CCAl16iOjhEpTWDbBhtmrp72IiY\noISJ2S1U99EAOc8Jdx5EoTApN4p1uwDZMMsWILc/932O5nP+4Hc/ws7TLzBL5gRVxeoMmeEyW1IJ\nC5WvZYbDIVzOMl5Rih37kGWg58vnOp+P49pyz4Ky1AWm3fVjVzalE/D4zcexh5MzGeQmqzZLZhjS\npkjWceacP2LlOBz0k/tKLBrNdcKMoRxiFyXL5drH2FWK2Sprmdv7AeTCPmXP2yMxDARyDZDr+N88\nk0Zi8cpiwbnVihdcF2M6wejVADlNcUtFGltYpgWm0oXiVdVmp1sG2XXpex4jxyHzJOf6tcTCtinp\n07dGROlcfz5NN8DtcgkJ4NbrOM9POd3ZhfmchWHgVhZWObwHIHc70saJzoI+ffw0V7xH2bs74GOP\nPsrfOD5GjEYUYQcg18+qS4LoJjdmqwD4chpfOoAsa22XyluA/Nhzz7En7VYDeVaaGmDFrAXIbcvk\nTibXdcGmT5GHGyChecmqUigjQ9TrcoNBroejdpjFM3zLItpq2LBmkB3KdDO99OhoxNP7+5wsbnB4\neke7PBQF8046oVnc03SFk+VMQqe9Rg+Lyc4ORBFXgmukzozXpikr26bYZpDjKbYIaGbhA6MHuL24\nTmTb9OUaIIcqZWgYjJRilmUUBTWrUjFNpmRSkqbajeHO6g5uVVFUxSaDbFkEnkdgmoRlucEgS8NG\n5tCXey2Dm1Rr4OV5oMhw6+foGwaxKtYaZnekmTx1TjPIdaOPdJltMMipFHiWhWkYeFWFsFLGsdYg\np6ZBGen0rKBqGeTmPi0LhMyx6nvoCUHkWMgsZtfbJc5zrMIgMDUwawpEtzXImdCtcgEW8S0Wfh/C\nkDAM8bMcI6tP3x2bqm43P2UmrKIxpmHyv7z+J3ATmzuHh5wcH3Mwn1NW55g1Psh6B9m4h35fFzNd\n3rnUzgVvUO82cUw1GGJVfbI8JBWi7YTUPIfRCHIxxan9x89ikMuoLtKr/XSb0dWhFUKw39trU7bb\n688zhlSm0u1K69EcIs+dg0RNcMpNdqIZngfFSr8HryyJO+xV01728mUohcnA7W1cuxm7/oiUGbuu\ny2RL5jEe62tIX+ugmzGZ6E3o4ariOaUYiIcYLZdMRyPSxu+JdZpaxxEwUrFxbT9TLLKMt154K8b5\nz/DM3WNe8yu/QvT00+3vbQBkaZEmNqZh8uDoQaoiw/I1cmkcJOam4KplMe33YTZr3+cknuBJH5lX\njOwDvbnX2u+uh3FBQlB/Vx8Is7wFyHv+Hpk0UelwLbGw7XsY5EJUrd7UE4JcVMQdgCxK8MWaQc63\nGOQ7PIOdFzxxqnsAy8pESdhxd8irCqEUWTlaA+QtBlnrTV1kCW8+92Y+c/szGGUGtc1YUlUIJXDM\ngKyIzmSQl9mSUgoMJdpr+2l96E8S3LJs5Q3WGU4ay3RJYA6QxXpdJAl80zLhE3vautQr+liGR6G0\nU8u2D/IyW4JpY6jNZiwMBjpFcnhImWiQ7nQKBbvPclXNsPICowYZ7UH32jU9R3ev4tCjKJINFnv7\ncCeLtQa5jQN7e3zD7/8ep8aQSTgnAMItJ6d+Xz+LSliU2eYeeAl4Bdh1DgkDl3dfv84rW37LzT1k\nWYqVFa0MaTwGV9iEQvKmozdRHT31qgyy3odt8ni9Bi/4e8SOzZ5/f4lFw7hP0zF79h5OXrBcwr6/\nr73ElWKxylqJxf00yJmli8xjw0BgYxU7OrNbO8k0pEIjsbi9WvHodIphmszTECOoAXKWad/5GIbu\nkEKlLfPfxJudHTidKBLLwvM8Rq5L6ttc6B+SK4UyDJTVoydHRNm81SA377bX0/ecVuDUcTkrbzId\n7epOrKaJb7iIUh9yuxLXLkCOaoD8+M3HedD9Sg4WPX7it36Lf/Lxj8PhAXkUaJli55DbzTL2+7o+\nwO4yo18m40sHkIVemHZ+iJTw/LPP8vj3fR/0AqqkLtLrVPB2WbR5OdMbm2VtLLZmOA5Yqk9ehK1d\nS3ONBlg6Rq91f9hgkOvhGZoJDKTcaNW5CZBtiniTQR4dHHBuNuOPshnDyYlmSMuSRb3Kq2q9OCfp\nCifPWoA8m8HA0EbrhCEX/KtknuKclIzynEl9lO5KLCzpUqUGVQWe5bFr+8SORU/EJEWC61bERsbI\nNBlWFfM8b59DmK9wpUsmBUmiNci3V7fxgMJYA2Tfh8iSBL6v5Q31Qm4ArmFYmAX0zL1acqFTvF32\ntzRyvPpdBqZJQtkyYD3R0wxycbi2SHMc8lW6AZAzaeLWG0KgKiw/5zisLW4E5JHDwBmQ5sv29NzV\nMbtBjlN2ALIr2VUBpmESlyVWaeAZNYMMZDU47WqQc2G27inj+AXCBiBHEX5WQNpvuwFmWwyyYYB9\ncANLlfzy+36ZHufoLTy+eOECd27f5nC5xDEHrJoCh1o7uC2xyIXggZ0HNuZCg1AdB6TqEWVLDNat\n2pvnMBxCaS1w6jPfNkB2XVoG4H4AebSXkUuLUTC8R17RXMOuBhRGtuFD3jhpDIdgOMu2A912kZ6+\nhxHTZIan1AZAbvS/hxcSSiE3GOQNgBwMyI2Qoe8x2erG17DNwp5vsFfTqb72V5omTzgOF83LfOUL\nL3CY59zouNA0m/MqWyFMjypdh83xGPxCV4Q/du4xyqNP8xFSXrh4kc91pCLNNZoMTlOHcHV0lSrP\nMLz1odz3YSEEV22bSRDAfN6+N12U6iNzRd88bCVKiWlqN5Ba4lQZ6wyOZxiEhc7gjCOtQc6EoEyH\nuq4B3Skrj/ItgKxbnEMNkGVFXHUY5NLAN7UG2UKvny6om3EbJ8958qQDkIWpP68UTp6T5iMtsbgP\nQDZNDZDfev6tfOKVT0AZQ61DTwCjkjhGQNowyFsa5BYgV2vnBTeHeVURxjFeqVBJDZC3dNCWpd+5\nawbIYpNBfl9Rsvz3/57/8DM/g2EPkHjkRXwmg7xIF2BKzGKLQa7brHN0RJl6baFg2rmH9nuoObIs\nWuTfSiy++ZvhHe8g3r+MRY+yiM9kkKuqojIUZs1ib0gvDg/h05/mjjxg3ADkjsywWfPLbKmL07YA\n8hUpedk02XX3mA+HvA046UitujEnzzKsomwB6GQCnnRZSclj5x4j2/3MX6hBroRNGq3X+MVgj8ix\n2fViXVid3lsH0BboRWOG1gi30ADZEhZ9u49bKVZJfq8G+Vd/Vaevqoooom1UlZgmlmlTpi7CEAij\n2mCQGyZ7HkWMqopzhsHUyFC+3r+iLMNV+tkMnSFFEbfxv9syfrJI8dMU07IYWDaTXp/L7g6xUvhp\nSuX18MWQMJlpiV6ats+7iQUx6P2pzMjUK8yHezCf87Lvs1t6rc1nN4Pf7B/9/rrQ/KMvf5RH7Hfh\newY/8olP8NCf/inm0QFFFOhCWyFai8EkWb/zwUATTYmK+XIbXzKAbEjFZ/72mMuzb8ey4OF+H6kU\nZi9AJRpk2B0fvSaIqEqxzJctQO4ahjfDdUGqPlm2JD6DQdYsZx8zO0ODXA/PGOlWnZZF2AHIXXCK\ntMhivTDbDXp/n/c89RS/MPTwTk+0xraqWNQgPUn0hiEEzPMYN885XdjtNXZMyWQwgDDkUv8yiS84\n8jz2ioJxfY0ugyyFi1kY7Sn7wcEFEkci1Zzdn9rlj83/jdgsGErJyDSZ1exvw17tertkliSMPC2x\nWN7GBZS5xSDb1pkAeRyNMQwLUZr47K89HGFDYqHMfF0BLwQJCterGEdjPHydEUhG+vBSSyyKML2H\nQW46LnkVWEFMWqYMnAGJaZLGNkN3SJwttTyhwyAD2F6BVVdtB0KQOJK9Uk+euCyRSuAaawY5q5/V\nBoMsTf7tZ/8tWZlxPf0jIn+gJRZJgl+UVGktDzoDIAOIndv4rL1LB6HHs+fP86HZjLfduIFjansn\ny2ADILef740ppORc7d3bbjY/+7PwwQ/WALk+YJYl2dbcdxww3eV9AbLjQL7qAOROgVAT7J2dU0ph\n4drOPQV6zfpzqiGlSrWLTL25NmvEMMDpJ63F1DaDbJog8xGTsAbInfRsU7DSOxyjTBtHSqrqXoDc\nC0wsNUDaJsuOzAPWQN2QIdYWg7y7CxcGA9yiIL34MBdOjrlcFNzoZIAagDBLZgjpopJNiUVQwkIp\nru1foxg8xzM1GfDMGSBhEk9ILYsoqgHy8CplHlN1AHIQwMK2eSAImHgeLJdrBjmZYJkOsgSfg9Ym\nMTHNtZ2XBdJeA2TfMIiLsv38rrdLJgVp6jB0h6R5qAFyuCmxKAXY9WHDl5JcQqhqgFyWiNLANQaa\nPeJegLxUOvP3Z7NnKFSBpSSlLdnxdjYAcss+GQZU1SaDbNqYCv7um/8uH3zig1TGEtVILADRAORi\nDZC7DPIqW1FIAUr/IE3Bz01mhsEiyxgUBWVaF+mdUSi4yla4wr+HQZa7A3qTCd/+e79H6fexKp+y\nSM4EyA3zSrlmkB0H7YEFmJcvUsT+PTroDYmFCrVEaVti8drXwic+ge0YWFWPrIjabBqs40BSJAhs\njBqkb8SBRx4BpXjRv8o0mhMYxobMsLnGIl2ghCRPNiUWr3UcnvF9+t4Oi16ftxwectLcOJtdINNc\nA+Tm/DkeQ8/2mbgur9t/HVn/+b+QQVZSknQA8uX+EYltsePGGEanXXtntAfMeMxADLBL1VoyHgQH\n2KokTAv29tiUaXz0o1rnNZkQRRAZxxz4B8RCIE0dD3e9XYyqJGVdG9Hr6Ti3yHMGwIGUzERF6dYM\ncp7j1s926A7J8rC1Ku0C5PkiolfjgKCS3B0OuKB8oqLATxIqz8c1+oSZ/jLl1h7Y70NSGdhS8uz4\nWazYZT4YkM7nnHoeQzloAfJZBOVgAGleIJXiiVtP8ID5Ln3t4RCefx55tE8WBrrZj2VtAOSuTDAT\ngnl+H3uRv8LjLw2QDcP4JsMw/twwjOcMw/gn9/1FWTGwdvnQfzAQAr0zAezvo6KOj96WxGKZLglk\nTwMqIe7LIMuyT5ovz5RYLNIFrvAwztIg1yMQI5Z53ct+S0fZnlylRRJu+bB6Hv+gMXu9OeYkPGVg\nGMzPKJKYpSFOlnG6XDPIe7bFpM6FXBleIel5HPV67CnVVuN3QbopHKQy2sV9tXeR1JG8cOczDJwB\nn8r/HbGlGNm2BshKrRnseMKOt0dmWUSxs5ZYYFBZ5UYHrMh2CIKAQEpCmgVTMY7HVAhEaeCxxzga\naw2ksSWxMAuaEBlISWJWGqhJh6pQuHlBlQxZZkvtP2rbFOGmBjmTcgMgm0HCvr+PYRikwiSJbIbO\nkDRfaR/jJN1gX223aG2NPNOkkIIdal9ZpbCUiVPdyyA3C9v2UjJp8Pidx7n0zy/hFT1iT/sQLZOE\noFRrgFwfEpq529yD0ZvgdgDyKHcoheDnbJsf++hHcR0TV3igsjbF1gXpkfc8hVi3Zm03tg98AL7v\n+9q53zhxZJ3W4s09CD/Cxtz8fGftZMsaINdpwuZeLUtv8HJ4ou/Bsu7xQAZ9r5YakOWrDReZLoh1\nvAS7BhkbFm31sKsh03iGX1UbAHk81qHC6s0phI2BRZJo0N2tQ/A8kPkOylastgBycx+lirBy7ded\n5/o79vvAwQFvv32bP3vjGwmWJ1wyTW50WOxmDc+TOUK4bRapub8+JguleHjnYbLeC1x3JV89m/Fy\nDWaqig7A1RKnKNY3f3V4lSyPqNwtBtm2udrvM62bNjTvcxyNEYaDKEBlDp7lUZklaQcgA3hBhlsf\nSDwhiJXaKtITpKnLjrtDki3JLIs8XEss7mZfJO8fExeazvMsi9w2WNUAOSlLhDKw6bUAOS/Ltfdv\nmWvrzaLgaHiBFyYvIJUkl5aWSGUZTp6TpbXEovEy71xDSyxsjNLgrRfeyqOHj1LlFalZb8KAaVjY\nRkCS6/sstzTIy1RrkFVtz5ll4JeCmWmyTFP6ZXkmg9zIIzRADhBbANk6rGnG1Qrl9zSDXCY6k7UN\nkLMlCAn5ujDN82jlEeY7v0ZLLPIIu3MPGwC51M1+smrLxaIetg1W1SMvog27r8YxY5WtkKauHYGt\nOPDwwwAs5AVm8UKTIuVmUWKzFyshSbcA8sV+n0gIksGQ8+NTzj3yCCee17aMb/6WqhRFrrDzsmVo\nJxMYuQGTIOCB0QMk7ot/oc2bEpqoas66D/TPkzg2Q2fdTXb7Gl0GOZADnFI1Lqoc+AdIVRLnBbu7\n6260ADz/fPtPDZC1xC8xTaTQkk9ddJqTGEb7TPp9fY25UgyBQ8dh5prkdg2QiwK/fo9DRwPkphts\nc6+9HszDmH4dT/1SMh4EnC99ojDEzzJsT2Ab6/ifdiQWUDPAhoEjJU8fP427OGAy6PNMGPLQeIzZ\nH2JmtRPNFkBuGOSszFF5xLe+7lshGeq5e/483L2LuHSebKUZZEvKMwFyb1CSS8nVvav3vti/4uMv\nBZANwxDATwPfBLwB+DuGYbz+rN+tLNWsF13cXeu3jPPnKOMaZJxR6LTKVgysAVZeUpacySA7Doiy\nT5QtqYDiDIBsS6/V7p7FIPfkDot8+qoAuZQWcagDVHfzf3ueM33f+1gdl9xZjBmYZttspDtZwzTG\nyXNOZ2sWet+WTIKAarXigd3LLHt9Dkcj+jXDsX0PhmkjqzVAvmhfIbMtPv/yp/mhd/4QhgGhXTB0\nHIZSMq9TQw17NXT3sPOcReKy7+/r9KgC6alWV+p7FaHr0Ov3CWybVW3BpqwFnvTIKpDKxFV7awbZ\nNNvvKQQIt6DZ830pdVGde6o9kJMEuyjJEkHP7lGUOi1YRJsa5MzqMMiY4GVtBW8sBFni0LcHRNmC\nVAiKKMOyNCMJUA1vkCTaj9M0DKwsx5camcVKISu5Bsi1j2UX3N4yPkUhLf7Nt/wb3n313bxr+X8S\nuroN6zxN6RclKq6zH/cJDjgRTmdTc1349d/4Df7k4x9nz7ZxHPCl1g42qdHu53PnNrm0WpnHWQDX\nLHr3dKLsbqCmk2KrswGylGgddVIXWdTrryulMIJjirpRz7Y8ApoMzkBLnDpFst01It0MqwOQtw+o\njtFnma7wgLjYLOLZ29MWiaW0iVfyHva4mS8i36EkI3SclsXuMuFxmiCLkhs3OqyyAVy8yN946in9\nvKMb7Nk24w7T3BwK5ukcIRzyaB02JxPoC8Gsqnhw50FS52VOXIs3WhbjznxoskjjeI5QimWiX/CV\n4RWSfEHZLXr0Yem57A0G2LUUoHmf43iMaVjIUr/jA/+AtIxIbJuBv35ujp/r4j90gV3MGiDveXuk\nliRKXEbuiCRfkkpJGa8B8h/e/C1KKXlm8gWgBsiWwaqYtBIJqUysSgNkq07PNqDuODxmJA6QRcmj\nB4/y9MnTCGVRWDYHwQFpmuLkBSoJWou1vD4gNvKGeTLHNK1WFvDbf+e3ovnKHAAAIABJREFUqV7+\nKhoCPzUMBBYWwdqLuSg2PIyX2ZJCmlRqLbHwS8nYslgUBQNVUSbBq0osHOEi87WzhFIg9nc0s+g4\nSFciKo+iiFsWu7lGwyArIaiKLQ1yvw9lifW6hymiNYN8VsOUqEiwypJVuiWxaN53R2bY7ajWvA99\nCHGp6i+4kQn60R+F557DqYbM4roe4gwGWctVrJa9bdaVMRrxhuNjXrYUV+/eYffwkGmHhm1izipb\n4Qkfq1StxGI8hv1ewLjX44HBFWLnpft6kTcAuRASy7RalvfAvEhq28hCp/DP8lJeeyCP8USAq9YM\n8mFwiFQFUVm2ALn5/PzOHRZvfSu8+CJRBMtSSyxiKbEtjzDUBcKqyklZFza3DHJVaQbZ95l5kkyu\nAbJn6H115I5I81VLkDTxpt+HVZS0Xv5uDZAPC4flakUvTevsXZ1BrBt9bDPIKQaOZfG548/h3DrH\ny7tDPlmWfM1zz9UUsa5B6RapdjXIWVFSpCs+8OYPrK/92tcCYL7hdVimbgRkmpy5B5rDm2SWxbC3\nFbS/DMZflkF+O/B8VVUvVVWVA78KfMtZv5jYxeakbSikN7+ZIqp1nB39VXtqzZYMxQBZlKxWnMkg\nuy4Yea9NM6dnAmS3BchnMcg9a0BSrvBsm7CjYWx1zMkUJSXhfA1uWxbskUcYzWY8472Gu4tThkIw\nr08D3UCUpAlOXrTBYTaD/YFAKkUYRTywe4lFf8jB3i5902RZb/JtgUE8pTJtJKJd3OfkQ2DA87e/\nwF9/7V/ndcHXEroVQ99nZFlMa9a9Acgj/wAnz5nFDqahW2UaZYHhrRkS381ILQvPcQhsm9AwdBcu\nUwPcVClEJajSgEIVCGGQmcYG8BK+wql9PwPLIpEGlTvWm3OaYte+ySN3pE/PNYPcLGzHK0ktC7f+\ngV2ZKF9bW4EGyEbl0reGRImu4M06KWKA5OAJFvFtPvbyxwCQWYZtaXQXAzYCuxy1nfCyWkrSLOxb\n5WfJpeT86Dwf/h8/TH/5GkLXgtWKeZYxULSHO6fT6KAbHCorbgFyA76/Lop41+OPw2iE44AnepRl\nortwbWmQE6k9wG3HaSuxtx1czLpNrd1pFdoNkkiFrIuUtgEygGsGNRBYy0S6G7DyTtpOltvyCND3\nYxYBRRFpF5ma8WhcIqDxD15LnLYZZM/UMcAD4g44bQDyPJ2jhCQK7TMBsueBmY0oiiWrjlfUarUu\n2kyyDLtQTca0TWLx0EN84MMf5sl/8D/zTG/FjuPQbXPQFM3MkzmG1BZTjbx4PNbp01MpcaWLUx5y\n3PN5dGeHce1O0z3UT9IlTp4zbSQWo6vExZzCMYjzmF986hdx/Yyl6zIYDFrLrW6RnlED5CjSm3uW\nrUhcjx1/zXpb/lp/70lJUqlWgzyoO9lFqQbIzfrpHlCfmf4ZJR43l7rnrm/b5LbJIr8PQAZypVpA\ndje8y461jywUjx48yueOP4coJZHjcmDvkMYxTlFQxGuAnddNNloGOZ1hmBbUAFlgoyKHsLFDNE2E\n4WBRg8u6ULBr0bZMl5TCpOhILPYLh5eGQ5ZFQd9gLW84Qwe9ylbYwm0Z5Ob7Gbs7muk5OtKSFuWR\nFTGZlFRbPsiLbEElJSpfu9S0a9M0tZWb8gmzTZDeZZDDQksTlom1kZFohm2DKHttNq3LIDcAWZh2\ny2JvxAHPg9e8BqfSTKIr5YbdY5dBLoUgCrea9ezs8JXXr/OETNiZ3qUvpe6IuWUxukyXBKKPXapW\nYjGZwPm+zWQw4Kp7xFJcZ7W6t9PO2glqSiYsLGG3xXiD4jIGFXm8bpb1agyya/o4VdXuofv+PkLl\nZGXJ3t4aYFcVfO0P/iB/6/u/H05PCUPaRlWJlFi220osyiojPYtBriqGpsmO6zLzfcrqjpZoKIUn\nzJZBTnOdxdlmkKM4bb38ZWYw7fscFS7TMGQ3jjU5UdUESd3oo/tutQuSiSMlT95+EvulaxwHLn9i\nWXzN5z+PMRpSpT2tIe4wyM0e1O9Dbi6oioR3X333et699a36D1y5gm1DYAVgVhtWpc3cTYMvUgqB\n/P9hkd5FdAFrM27UP9sYP/Pbv03xS1f4ju/o/PDqVfjhH8a6eEixutcJYENiIXpYRcl8fm+TAqhB\nQl6D7DrNAJsA2ZI2qi5uO4tB9j0T1+xTiYKoA5AboDBLZpRCslye0cnru74Lvuu7WMgrHK/G/x97\nbx5rSXbf933OVqeq7vL27n49G4ccDjcNRYmyRFK2Ra+RYkP+QxQSIIYVBwpAxyYgIE4gRkbAIIkV\nCAYSK4IsW4AjCUIixYBMS7akQIoliJFGlEckzVk4e89M90x3v+3utS/541TVrfuWVhA5AgnkAPPH\nvNe3br1765zzPd/f9/f9Mta6S0trJ3ZVV2RZji2KdcZ641e4m6acRRFbI8t0NEZueYy1ZtEsUhs6\naKkxQnaT+7p8P7pI8UTAk3tP8sTww0SBYXswYOT7LHufwySZMA72sFnGtGGwDoeH1EWBsG5ifOZX\nP8Pv7nyKME0RQjC0bkOKY4g5YS/cI6lrdC1JEsF+uE9JTqrXJd6iKhCjU+d7ittcUwO51wDsNMUW\nTu+74++Q5UtSYyijNUD+len/QG40s8ZD1daayqvWDLLW1LXPwGwxz2aYqiLqlYjP4jNqlbFnDvin\nX/6nAKgsRWt3kzHgCYMpewxyVW2A25PyFoXWXdBBuVBEVlOvVszynDGCsjnc9X0sW5DtmnMEXrWW\nWAQBzkn+lVdgawtrwZdD8iLuus/797AS98iMY5Dbn/fD6qztHQ57UaH9DVSoGlOuGeT+xgpg5aDz\nom19LPsMdG6OyRoW+2qAPCTPVxs+5P1DpNDriPTLJBahcgeNQIgNBrkFw7NkRqEN86m5kkEm2SHP\n5ix7O2TLFANkuTO8vwCQb95E3b3LN7/2Mq+Mluz4PpPeh9wv79bK4Em1oaG8YQ3HzeI/qt9HajTv\n3t/ndGcHlsuNDWuSLt0BNXLP1GNbj7EqTyk8wY9/8cf5m//ib7J67B+Sep7zAK9rVr3Gm9PolBqN\nrlw0+8HggCSfk1jLTrC2x9NhhNeceUNjiBtJyll8xsDuYPOcRe47e7zMAeQ+g/z69DUq4fPm4g3q\nuibQmthalvEpO77TECvWALndXDcYZL2LKUo+dM0xyOQFs4GPLermkFxQxo0PshCOQe4D5GSKVLrz\n3U1TEInHvJmPiZQo6aGqgDiPHUAuy45BTssUKRWVEGTFGiBfK0O+8J738GO7u4yFoIjDC17MmxIL\nH9E8kt0BtX14rl1zVas6IC1iZFVRXsYgS0WVX/Q5774vQqLMSSzag3YfIMdFiikLlonuwkP6SiJX\nRR2SpK4aUF/CICttqdPNZ7o/fLHFPJ3hn0tE6zPIhdaslhcB8se+9jVueTCY3cEXNfMw7HQK7Vqy\nyBaEeoCp6g0G+XBHkWmNycDgcxqdwT/4B3DOSaadg7lS+J7pALKfPI7JU2aRe7/LGOS+BtmTAQGb\nAFlUGSkVu7vuc/U8iJclzz/6KL97eAinp0QRTLOGQTYG3wZOYuHvUtQpiZTdZ9IxyEIwVoptYzjZ\n2sNL7zmb0bJkoB151fXRGEO+dJ+857lrODs4hwOWi1PmgzF6seQsithpGGRTbRIk5xnkTEqM0Tx9\n52nU7e/koTjjf93f5+Nf+hJie4sqbTTEvQp+n0HO/WN8oVBSra/9l/+ye7ikdCSPHlCJcgMgd0Fv\nwdt4WdY5sHwjjT8uQL4kVPXiOHr+eXjuf+Sllz4H/LZrcvc8+NEfxRjIV6MLUYV9icVADTBFyXx+\nucTC9+m8lC8DyIt0gVIWWbiJct5Dtb2GFSNQtTPg7jFpYdhu0IrlTFNVa2YLgO/5HvjZn8Uv9zle\nnbgTtFif1NsO+KEcYstyg0FuAfJpkhDVK7ZWK069jJExLM5puCbJhEoaPLFmkK9X34rJcz56+B0I\nIXhy+ymiwLI1HjOwlpUQGwzy2LjNcbZyoO1wdEhZZNQW7szv8PPP/jyVPCJsPVStZaU1cVQT4WKi\n07pGo4lj2Av2KKqE1BiGvttFfuqZnyK7/gJJ6m5yYC2JUeSmAdhZhletGeSkWRyqeK1B/sPFb+Dl\nGb/61v8JOIBcWrFmkBuT9EFjM2WriijNu4Xh9cnrGLbYEtt8/sXPkxQJooxR2u04MWCkQeQj5lnT\nwVvXG5vXveItvCxHNLtUGkn8wnlLz8qSLaW6Z9fT+sLicHdxFyWGXYl4AyC/+CLcvOm8b6XTDrYA\nuc9iz+t7FFpjrL2U/bUWRDbqkijP+1hWdUUtBbJ4AINsnOWYkWsP1v4iG8mjjsU+72Hczh3yAXm+\ndAC5YZD7KV61qjr/4MskFoEasioagNxjr9przNM5hTFMJ+bS+RsEQLxDkk5ZBkHHIPdBepoX2Kq+\nCJClhO/9Xp7/tu8l4oydwYBJ75Dcyk1m6YxaelilODlxvzs9hYfGlqPmCxuad3Pj7Iy9vT1Ot7c7\nB4rBwOly06LAT1MmDci4ObpJUs9JjeLXXv01fvg7f5jpwS8wTBJ3QK1rlk2AjecXLLMllVDo2kWz\nXwuvEaVTEuuz5btv7/Mvfp7Fu34JUbh1MDSGVAo8v3SBMN7IAeTMsm23WaXOIqpI1i4Wr01eo9Ae\nSZVyEp0QSMnShoxri9W2WwNUOew0xH0N8iSeMPZGqHLNIJd5wiIIIElIkwRbVuRR0Dhp1F0FpQWn\nTlKmOwY5TUHEHjPfh9LprpX00HXgGl0bgNwyt4t0wcjuoMuKrHSfd5bB4/U+v/fkk0RKIT1Dkbh7\n0FcwyEZ7yGJN3FhL78Gu8TyQpXOhaCO3+9dYZAsqrTr3h/78bocnejroXuR8iynissArchaJufSQ\n63kgiiFRvkTWdedmswGQlUeVXcIgt3NIOLLB13ojEbNfzS20Ztk8u10laGeHj33pSwDoxT2qfOki\n4xuA3L6X6zMK8apzEos9we5qxdlqxUgcMp+8yM/+5m8S/cRPdPewCZBdfHmbZj0/87FpymtnrtrR\nFZCKokPKfYmFlpYA1k164QFUGVkDkGm+3sltdwoupKQ8PiGO4Sw9ZjfYp5ASOwg6BjmrYlIpNyQW\nyyXMpGRLa3a05nS8g04am7i6JvR0xyDH2YzUGOJZ1h1cnIPEOuxqMr/LInS2j5M4Zid381WVDfZp\nvMgvaJCV5M7yNofDQ7LJdT4Su3Xim954A2/sUyaNTVvvcNau/0EA9eCUgbik+tE8nK4KOqAUhate\ncA4g22PnI/7/IYP827/923zuc5/r/vt3Nf64APlt4JHe/z+CY5E3xud+/deBz6HU54BPbvzO8yBb\nDUiKBCPFhTL1IlsQSNdFPJtdLbEg6zHI51i0eTpHCoOpBaenFzvgoen4Z0RZr/0Iy9IxCda6a2RK\nY5THZLLurt+4hnCa3NAYWkOTvj3N2Gxhe/qr9j5uZhnvZBnz2X32plPurU4YWUvb87mhg5YKT6pO\nfzWfC8LE57Edpwl67877WYYhW+Mxoe8TnQPIW3qMzQtWkVsAD4eH5EVK7dV84c0v8Ocf//N8UPwV\n/LRpDNCaOAio44RlddIBZCPcaXIv3CPLV8R+yNhzr/nF538RUW8zjY/cNYwhspaSI/aDfdLclX87\ngJw3ADlxJd66rrkVv4yf5fzabZfypDAUnlozyMYgZNjZTHl1TdIDyG9M30CKIV5l+ZbDb+FXXvoV\nRDVDeg2DLASe8pDFWt6TnWOQ76a3nXtKA5DjGPbjkrtlyayuGWtNvmxef0kS3kl0gpQBothklrl5\n073Bo492DHLXfX5Ogzwpjt3p+wEAuU6HLPNlV2LrP/uLdIEQtruHSwGy7xgAKetu/vU34Ui4kofy\n7JUMMtmQNN90kemzVLWokE0F59ImWTMiKhYutrxnNdfX/xZKc3Z2ucQiDKFc7RCnZ06D3GyMfc10\nVpTY+hKADPBLv8TTn/5fSOQZO8Mh095i3m/Sq5TBN3oDID+2G3LUfKgH3OBgOmXP9507zXy+UR7e\n9/axRcFi2cgGpELWHqkRPPPOM3z2z3wWpaeM4qZzHedJG8dQ6InTK9Y1pl4zyMtk4sKCrPvc/9Ez\n/wjFkDR1CCLwPBItUOGMsR1TINwhuZFYLJIzMimpGgY5KzOOVkeUWrEf7vPy6cuESrG0AdcaDX9a\n1xjUGiALQV7XHSCbJBNGeojOSz548EHuzO8QZ6fMwwYgZxm2LClySWhC6ip3TXrnGGShFHXDIGcZ\n6Ewz3dpypWhj8KSPrNcMctZjkBfZgoE3RpUVSblmkG/4e/zPP/7j/MxXvsJ/Mp+RR4Hbf5SirV1s\napA9RF5T1+f6CwDGY+e5XoVrkN4cUvteyqVSlPkaPFwAuKIJKzmng7bWfR8IiSkKFom50KAH7n1k\nX2Z4qcTCUKRXA+RQbbEq5l0yY/s3QCMVSecUSrFoXJi6g+7ODu+9dYv/6V//X3h3XiZOJ+RKUfQA\ncrsW+SrE9hjkdh7uRRGnyyXb+gaz6gX+4x/+YT7fm4N9DXKqNL6/llicnICfFbw8ccXsjkH+zGfg\niSeATYmFlBZfssEgV2VCrupuTx8O4Z13TjicTgmBk8WyiQ0/Zhwe4Oc53sgxyM6VJSJtGOTxeB3S\nMVeKsTFsa83paMwwipysqa4ZtgDZ32KVTsm0Jpml3Zo5HEJS5F2ewL3pq0ThEGYzJlnGTmPd2H7v\nbZrlBQZZK371tX/J3/jmv0Ecwz88W3LrJ34CNRphLRTRcG3Tdo5BFgLkcEYgvY2f90cHkOvcAeRz\nze65PHb76Dl/+n+X45Of/OTXJUB+BnivEOJdQggP+A+AX77qH7eV009+cv0zY6AsBENviBBVV+Jt\nF5FltiRUIbqJcbyqSa/zUr5EhzlP5whlMEJydrapjWxHEIDHmKKIXDdpknQLkRDuGrlShIHh5GTd\nXd8fA/Y5i08Ire28lNuJPUtmDPQIv9pkkLe24JGi4K0s4/jslPF8ztvTI0bWbrDQrc1bITVWrwHy\nbAZBXjNvQMVj24+wDAcMt7cY+D4rY4ijutMvDtUQW6714DeGN8jziMIKXjp9iQ/uf5Ab+l34SRM8\nohRxGCLiiHnhNMQJoIUmitzikhVLkmaDXqQLvnLvK6jqBsvUncAHSrEIR1TlPdekl2XYhq3dCXaI\nGwarip3E4o3pG4RmC5tlfOH+H1DXNbryKIziYHBAXdckxiBlQCAaBrmuibOym5RvTt9EyRBZSj79\n0U/zA5//AUgFmWjAqpR42jr2NVtbDPbZndPs1MUj98z59/OKu8BdrblhDFkUNDpsSSYlRV5TVa75\n7TQ+RUi/s1bqNsYPuVQ83vUurAWPobP5uUSDfJofOweXxgP8coC8ZpDTniwnCBywlNKnvkx72LtG\noAbUor5UYrEoXDzsMru6SY9ssAbI5+wJ67qmBOpUslo1DUXnyISB7yFRWLmZ5tfX/2bGcHLkdQEf\n/REEUK12iNIzltZSN5tz3we2qCqCmssBslLsDseUImEwCJj0uvC7e0hnlFITeA4gR5ErND28O+C4\n+bC25Rbb8zl7xnA6HMJ8vnFA3TW72KLYsKGS5RaJp/nIjY8wtmNu5N9K2Ogph43lVhRBpk87/a/B\nMcgH4QHL5IzY87r593u3f48ge5Isdwgg8DxSJcA/WXsQZxnz1PmIx9ncSSyatL27i7tcH1wnN4r9\nwQ1eOn2JQEoWfsAN1QBk3Bogi0ZiIeWGBnkSTwj1AFXUWG35rse+i3eKp1kFA4hjB5CriiyDgTeg\naDT4VZpTFG7+zJIZtVw3t6UpeKlmNh5DkrD0PIwMnMTiEgZ5mS0Z+luYsiDuSSxsIPk7v/Vb/MAz\nz7BvPURlScsUpZVrsmNTYqGlh2j0/xs9AE8/DT/3c05iUTYgvWkUrGs6u7lVvqJSkjy9mkG2MiAu\nInSvEtV+lqtsxVAN0WXFYikul0lZEIVrNrwSICtDnUvy/HKJRaCGRMWycSW62Gy1SBfkWjOdnpNY\nCIF4+GE+809+krdMyCSZMMxzFucY5EW2wCiLpd6QKO3twW6SONmAOeRoyz37L/QAVZ9BzpRiENoO\nIB8fwyCTfOX4Re4u7nYa5NUzz5CdnEAzf1oGWQhD4CyDKUt3yCzKmELW3boyHMI7R2dci2MOgbeT\njDCE4+iYkb+Ln2V4W02Tnr9DXMUkSnW5CR2DrDVb1rKtNZPhkJv52PnwA0PfkGUw8ra6Kk46TzcD\nNsocv1mH3pp9hSgIqadT7uU511qAXGyu/xcZZMVXT7/KZ779M8QxXNsd864vfhFu3GgA8lpicZ5B\nBhB+QsCDAbKvBpRV2h1yNxjk+gTTk819I40/FkCu67oA/g7wfwAvAL9Y1/XXrvr3beX0E59Y/0wI\nt4iMvBFQXZiYzh/Zx5QV8/nVDHKro7kKINfSwxPySga51fLkeeQ68eN4YyFaZAsypRmOLEdHDmRf\nAMhqh3nWWMU1i1yfQR7IAbaumEzc3tvexyPA7ari/nTKYLHi7ekR4yBgITdZv0kyoZAK3+hug51O\nYZCLrinQhBqbZRzLFaHWRGFIOku6DTpkgC3WAPlweEhSRpQGXjp9iSf3nmTb28NmTcODlMRBgMkj\nplnDIAuBUaaTWCTZgsjzGXkpzx49ywf2PwA6ZJrfo65rQqVY+CF1fsReuOfKzA1AdiXeaaebCwJ4\n9uhZnhx/k0vbM4Zb01uo2pJ5HofDQwcQigJsiC/WDHKarUvEb87eRDXs7fd/6Pv5wx98DnHnQ6ya\nNTdWCmssZKN1g1rvuavrmkk2w+bFBkC+UcCL1vLlrS0+5Bmy1B3uytrZtKXLvAsJcWyF123w3eLy\n4Q/DD/4gfOITTQrkZnNNfwM9i136Wy3VAw6HDqRY2DB6b587qXyXV83VDLIvBwhRbgDk9tmfpku8\nvOB0cbUGuUoHRNmCSkrKXtz1YOCiz6U01LG4tEFvfQ8jjKiJe0mWfQY505q79yx377p0vv4IQ8gX\n28zjM1RdkzYAs319XMQo6RNKxyCfnFysAA0GAlPsIqrIdeE3FFN7jbaDPvT1xiH5+mjIUUOJByZk\nsJqxrTUz36duAHIbErJtdrBNzG07THxI4nl8z7v/PQB2xWMEzQF1oBTLxp87lS4Fr2Vv2wPqMjkj\nNR4jL+XL977Mhw4+hJZbJLlj/kOtWQUh2rvvAHKeY/OcVaoZ2zGLdI6qa4rcVXDeWbzDzdFNCi3Z\nDx7mpZOX8KVkZS3Xlfs7EyHQcg2QjXDVvz6DPDBh19z2V5/8q5zxFeIgXDPIdU2euwafqsrJjaGI\nMicXEA7UoSR13gPIuWbaAOSV56HNoAOnHq5RcCMFzxtjipKkWNu8eR5u4b19G0YjPCOwyiKEC+Xp\nezE7gGxQpTs895uP+NjH4PDQXa8INhjkFhwLAVEeUUpJnp7rRegNT2uUUEjJRpNeG3c9UAN06Z6b\ny+aw5+Eis/PIVVEbQNKXKiIMumkku+waQzMiLpf4TfDM+XtdZAtypZhM1gxyN5cffRR5/y5f9W+6\nXpc8Z9HInPoSCy19rOAig5xlnEQRB/4hy0HFJ46OeHl7u5M6rlYQBLVjkLVmOPI7icXJCYxLj8f3\nn+Iv/NxfIBi4xth3/8iP8F/+7b8Nd+50a+dpdApCEwjhpI/LluSJqGzPmmwIJ/MZ19KUQ2O4W1cE\ng8LZYZoxQZpit1yT3ra/TVQ6L34tK2eNqZuQGGMYNwB5Ogi4mTdN4kIQWudiFIgtlsmkA8h9Bjkr\n1wzyreWX0GVNtFjwel3z7kaDLJq4dguXMsipUXzfN30KXw3cc/3QAdy5AzdvOh/8xH2fuqngX2gC\n9TL8nhPTZfIeKwcuxfESJ6akOnMkzzfg+GP7INd1/Wt1Xb+vrusn6rr+0f8nrznPtHuec5GoRHHB\nJmSZLbHSx5T1lU16vg9l7OyCLHSLQweQszm10FglODu7WmKhy9Hay7UByO0iMk/npFozHnq89pq7\nh/Ms2EhvsyimTtrQaHG68mw6I1ADbF270/SiB5CN4baU3F8u8RcZd+f3GQUBi3PWXpN4Qi4VQQ8g\nz2YQVqKTY5TlnK3VilurOwyUIgpD8lm0BsgywJYlVeUYjsPRIXG5IDeSl09f5n377yPQBpMnLvpX\nSlZhyI6NOI1cDn0qBF4PIMfZjMSzDE3KV+9/lQ9f/zCV1pRVwv3VfQZSsgwGVOmRY5DzHCvoGOT2\n9EziNMivT17nsdGj2Czn4w9/nKdvP40oNCvf56Z/QJxlBFmGCjwsDiBbIC7WDPIb0zcQ2u+kBTf9\ndyOSgNbeMlYK6wVdEl6bYNWyt7N0RqBHeEVOrdfWSu+rDf/ZJz/JJ2/f5t2jkDSFkR1RlSmZtcSz\ndaPTSXSCUBbyc5uN78NP/zSEoWNT6x5APre4REmEV5SsInFlg2rVVE9aL+f+e82SGUJaquxqgGyt\nW+AqUXXzr78QztIlXpFzNPWu1CBXyZAoX2GLonORaTelWTLD6JAiEpycXJx74N7LlyOUrDp5UlWt\ngf4snZFrzZ23HUA+PLx4D/lim1k6Y5jnrJrNua9htioklA4X3b27Vrq0IwxBZ3vU+YLpcNhl1vbn\ncCE1g14VaW8Pdsdj5kFAUVVIYzHJBE9KBJD2JBYOIG9hy02APDr5Tpa+5T967/cBMFYH2NTd/1Ap\nVk1lI6JhkHsSp/1wn3l8StIC5Ltf5lsPvxWpfbJyTlEVbg77IUrdc69PU2xRkKSCsR07DX7DfPo+\nvL142wFkozgIHuXls5extWLlW64rt8GntBr+nga5Bywn8YTQBJ129/s+8H3IoiYOtiBJyPLcaSYz\nCExAUabkTZpfq7td5SsqKaiKtcTCFprZcEgZx2RKoe0QeQWDvMgWhN7Yedz2GWSLQ3a3bsHuLsaA\nrwPquthw0mhZaCE0snbM7QWJBQ0QbkC6rmuKc17MLUBO04v6zHamJ3A3AAAgAElEQVR4HvgqBLF2\nAmglFqtsRagG6Ma79yoGmbzxUu75ofcZZKRGC3nlPhp4Pnmdoo3qAPJ5BjnTmtNTS12fI4k++lEA\n7leHnEZnjMqSxblK0iJdOP1vA5Dreg2QD9OUd5KEg+AGy6HHx6uKe02TazsH8VZO/64147HtQPbx\nMYyqmkf23ofVltn4d1ksUo62t/nqU0/BrVsbGuQKjZWyk0Hsh/uk+ZK6950Mh3CUxBwUBYfWck8p\n7I5rUM2zHD/LCEeqs3mLswWJ77M7yjeuMfMsW0HgDsyDgBu5+9AXSjEyhjCEQGyzTB1AzpabGuSi\ndgC5qAreSp4lSGqmScJrQvB4M1/pV0Gb3IN2jR8OazKt+YtP/sV1wut7neyEw0NaV86hN0Q0Ers8\nb8KbNKRFCgo81jLDy549KwbkZewA8rlG87iYbQTtfCONP7mo6QcMZxMyoqbonAD6GmQjfUzlGOTL\nNmhroYib8lJdXwTI6ZxKKnytOD6+3GaqFbtnhXNUIEm6B62oCtIidRNzy/LSSxfZJ4Cx3WJVTAl6\nALmvnbLK2cvs7rqF4fjY9Wu9t0kiupck+IuS+8ujCwDZ2Jy0TMmkIvTNBoM8RNLGz+f5lGEU8fb8\nbcIG3BaLuHOx8PGxVdXptG4MbxCXM3IjePn0ZZ7cexJ0hpflvHL6CqFSxNZn1644jV2TXiIEnnYm\n6XvhHlE6JfYsQ53w7P1neeraUxSeYKC2ee7ouU6/WKYNwC4KfESnQV42Gkgyx2Ddmtzi4cEhJi/5\n2MMf44tvfxGZKeahz0Nqh3i1IsgyrC+cNVHS5Mj3APLbi7cRylAX67KmLNYpiZHW+NanSoYbSXgt\ne3u8OubAP8DkDki01/i45xi0//x3fge9M2pKZCOKZnFIF2uAfBqfunvoAeQLpdUmKjrJFh2D3IL0\nqq5I0gTTlOSvAsitVVbr5dxnAGbpDKEMRSKpa64M+rByQCXX82+jepLEeHnB0am6kkHuDqhV1QHk\nTl6UuoANXQuefx6uX784d9oeACnWADmO1/7B02RGKSWTmcfXvnYRIEvpwkom8ZxhUbBsGOT2M3MA\nOcA6iVzbI7kxwhBkukeSTVgFQQeQuya9ZEauNKPhJkCWvs/+bMb9OCa3BlInUB4VBYuei8UknjBQ\nI/zSxdy2RLm6+xRJMOBdgaPFQ7ODyVyJZ6A1y8bLPKKxSQSM1B1AnsXHJJ5haFKeO3rOHVANqFpw\ne3abQEoiP8SI+65nIEnwmkNyqBsP1Kpy5VzfMcgPjR4iM5oD/wlePHkRVUoi33KtYZBTIdDqIkDu\nM8iBsqi8oizdOvFnj36aNBg6BjnP8XG63lCHVOcAclVXxHlMrWRnj5amYHPNdDRitVo5p53BENGy\nt2wyyMtsSWhHmKK4CJBbBnlnxzFgyoc67wByd418iRIa3RzWztssQgOQi6ZJj83AFGgAspJkD2KQ\nG4Bci6qTebT3GuWRkxk2B6t+82v/9VUaEufxxh7YB8i11HgNg9xKATbmoC/wxRAp6g1HnvZe502g\nTIXH6al7fru/4+/9PXj1VWS2y9HijFHlmpnba7QMshQefkNUzedNed6HR7KM23nO9cEhs+0xHw0C\njnd34d496tqtJamYsOXvUAnBeHcNkE9OYCQEi7rmk499khP/aU6S+wC8ub8Px8esVmDCiLquyWrw\newD5IDwgLufU6/A/BgM4qQquVRWHYcj9wMdsNQ4WcUyQ552UY9vf7kii/dHa/2M0gqXnMWwA8jK0\n3Cjcmyy0Zmytk3bWWyxitwf2AfJwCDklvhB8+e6X2ZOPM0gl98qSlz2P9zfhP6TDdZN2U21qv5dV\n8DKZMbz/+vvWP9/fd7987LEOIA/MABqCpP/6O/M7wADVq4Jetn94DMjzdaN5f56sshk6L/lGHF8/\nAFmPKLnIIC/SBVp4eJVjkFtrtP7w/bWOxl4CEubpnEpoAi154w334J0L2yIIQBUjkqxJ4+uZ8y/S\nBUNvSKYUOztug74MIA98DyU8pCeJGnq5z6J50sfrAeSTE/esfmQ45PmdHd6oKuTScBQdMbSWpe9T\nZ3mzOEydX6IQhMEaIE8mMJaKeXuwSOeEUczd5V3HIPs+xXzNIBthsWXZAeTD4SGrekJmFIEO2Pa3\nKVWGySpuTW+5zdVatr2Ik6iRWEiJ53ndBr1KpyTGY2hSXjh5gQ9d+xC5JxmKfZ69/6xLZvJ9qmTi\nAHbpJn2SOP3WIjlzUdGNxOKN2RvcCK9h8pLveOhj/P6d36dOauahz74IiaMIvzk9e9WaQU7Lcu1A\nsbxHrQ11z3tUFF6XsrawlpEfdjHn5yUWx9Ex+3YfL1/LUeIYvm3vGpNPf5qPvfgicmvUyIPGFLkL\nO8mWPYAcnVIrQ5ld3ZzTAeSexKJfPRnpESZfb4yXAuQmZKC12uozAK7RySNPFEninvteCmx3DY8B\nJYX7HtjUIMdphCkKjo4uxkS3869sQHpf/9h/9pWy+FLw5S/DtWsX547rARghREXcs0hsgcAkdTro\nJz7o8/TTXQjZ5n2IMbN4zqAsWTbsVSfRSGZoFeADjzzi5KMPnTOkDEMQ8R5R4nTMLc17voN+3ADk\no6MG7AvBu46PuTWdsrKKrLhHWZWMypLlarWhQR7oEbbZ2LrnaiJdRHcD6j0vRGVugg+NO9TFMazK\nsw4ge42/+V64xyw+JtWagU65s7jDo1uPUnhga59Xz151B9QgRNZH7Pq7XYOc70Mgx+75r2vyquwA\n8o3hTUql2LPv5dbkFmVaEPuGa7JhkKXEaA+y4boDXogNgGyUjyzrtmeTOlZEgd8BZFvXDXsbdhrk\nVmIR5zG+9qkknT1amrqwhLPhkNV0yjCOkb63Zm+B4pyLReiN0WVJlK9dLDqADGsGWQVUZX7Bi3mZ\nLRFoZLOfbEgsmuF5QB5eymLXdU1SJI5Bjh7MIFsZUovygovFKl8RSBewsVxevQ7UWdPo12sUvACQ\nm0ayywCyteCJIbWsSC5xI1hkEaosGYwtr756TmI4HsN73oMpdhxABha9g3KrQRbSI1Bu/zs6Wq8F\nj1QVt6uKw9EhJ7u7fHR/n5PxGE5Pu898kU/ZDg6wRcHWgd/ZpR4fw7aWLOqab3/o27mnv8gsP+XP\nvvIKd4ZD6sairQ5O3QGxrrFKdQA5NCFFnVPYdWl7OIRpXbIH7A8GnPkeauRippMkwS+Kzi1j299m\nlUxIrcfuIN24RuQZwjBkW2ui0HItd6emhTGMfN95tJdjFk1DbbxKNxlkUWKF4Dde/w3eLf8c25Hi\nXx8ccDNNGfp+U71rJBbN+t9nkE/0c4i6RgfBGvgKAf/m38Df/btrgOwNqHESuz6R8/bibZQMoNi0\nrT3/3BgG5GV0qVVplC7Qxf8PkP9fj3ZxqGTZbdB9kKCFh2kSsTYCOprh+5BHPYlF08ncgoR5OqcU\nisBTvPLKRe0wNB2b2Yg0mzsGuadBXmQLxnZMqjW7ez5f+pLbZC+7Rii2qeqUyFpoTLtbFs0IH4t7\n/1u3GubOwmBnh/ceH/Mvr19HRmNO4iOCRvubzWKUgmU5cd2yUjIIvQ2AvGV0B5DjfEmwSnlncdcx\nyEFAsYi7DVoJD1vXGwxyxCmplrxvzzlhlDLHpDWvT14nVIrIcwD5NHYLTColfgOQ94I9lskZiecR\nqpS352/zyPgRCiMYykOePXrW3Yf1qWIHkNOyxFeiSxHqAHK+btI7CPYwWclTex/lheMXWKZHLIIA\nGcXdCd5a0GXDIAtB3gCPqq44Xh1TK0WdrU++svJZKkVV18yDgOFwRJH4rslOOFasBbHHq2N29Q6m\nKDsgE0Vgb+6xfft2Rx+6JLxRV17KFmsv55P4BLSh6DXnXAaQVTUkylwpsehpkGfJjC29hddjkC+t\nnrTPfm+B7OQRyYxaG/JYXroptvPHY0Ahiq6827/XJHWhDq32/jKLxLw9oF7CILsmWUugHUC+jEH2\nfSc1QRbEzT302e5ZFmHznCc+6DaYJh13YwRyzCyZM6wqVj2Q3koslPKxQnDtmmO/zoPsMIQ62mUe\nnzrN6DmZxix1fsE7W14HkNsN/j0nJ7w2mzEJFFnhpEWjqmKRZR2gOYvPCOQAW1Xd5gywOmuAY5s+\nogUyX7HKVi7Jstm0FmUjsWiiY1sN8tnqvrNZ1Al35nd4ePwwpQbLkFfPXm0OuQGick16SeOt6kqj\njQd9U8ZtJRbXRjexWUbFmCd2n+Du5C1i32NfugcwlRJPG+egki27gIt+k54WBl3Ubc8mVSSJfdcA\nnZZu43drf0BRJmRaU8T5WnfrDSgk5MWaQR5Hljd2d5menjLIMown1uxt46TRd7EIjGOQo2ydpOd5\nrDeRnR0XqS596jq/ILGI8giEQlcNi3kFg0x+UebRejEbaciVJE6v1nEa4/bAQpadVVZfYuFLi66c\nd28/5bIdnsc6rrrnZrMBkIXCaNURTZftox5DKlV2ALm917qumWcuOny462SGl+2jXrnL8fKMgRBE\n52LvnaOOIVROLvb22+v58yhwW0q2x9eQdc27H3mESRhSzmabTlCNj//owN+QWGx7kgXwzTe+mWOe\nZ1XMeDiK8KuKeXON0ls3mfs9gCyEQKPIzSZAXlI5D2Pr8gnC4G3HICcJQQOQ2ya9VTol8ewGQB5s\nNX1BgwGelMiyZCzcFzf3PEZB4AKOCjcHbVURJfkGg1zKElnm/NQzP8X7i/+Q3dTyK088wVONvsX3\n3feelimmkVj0n6/74gVs48S08dx927fBcLghsahlRdZkHnR7WHQC0nZE01USPcOALI82Gs1bR5yq\nAp2vk5S/kcbXFUAuyR1Qahq4WomFQuNRM59fziBbi8sDz1cuja8pM/T1w7lUhL7mueculmehTeMb\nEWdzEq03JBbzdM7QjsmN4aGHLbdvu5yT8yMIwGebvFgRNV6s/cmtpYeHAxgvv+zkFQDs7vK9zzxD\nZAxmechpct9takFAfBp15dkdf4dMSkaDTQZ5x/eYNb6t82iFFxW8PWsYZGupVxEmSCiqgroEv8cg\nW22RpSTyfT609V4AcpmjU8mtScMgex4jE3cMcqIUvm87m7dFckqiDaGMuwaf1FOMykd59ujZ7j6q\neO4AdpMi1EospskZsq6hyjuAPNZbmLyEIuAvvecv8Xz6v7MKQogikjgmaBgwXfYY5IYBO41OGdsx\npRIU+TrFTpceS2uZpynDOMZsjclSwcg65jJrAHLLIG97O+ii2gDIwcHQibTeeguuXXMAWY268tJ5\nBrlS+o8GyE2jk220g+09zNIZI+1SJOfzy+UR1q7BqddY1fWf/Vk6o1aGdKWubJCzFjQDijp1h8Om\nE7rdGLM0xxQlx8eNb+n+xblTrJq/odck23mIpzNQlqGV/OZvwqOPXj53dDmiYg2Q+0zZLIvw8pzP\nfs7ya7+2GZbSXUOOWWYLBnXNsgeQW5AulcUCf+pPwbvedRHohCFUqz0myRnDLGPVs4prWehcKXZ3\nXIm5D5DfvVjw2nzOSWhJCsH95X1Gdc2i50t6Fp9hZYCtKhoHOHf9U+n6HhokmXsVJiu4Pb/tKknS\nOQ9Ms+aAKgS+cT0AI2/UBO1oQp1yZ36Hh0YPkRuJLbc6BnllfWTVAOzGQcL3wdY9gFwXHYN8MLyJ\nlxfEpcdT15/izcmrJNawW7sHOJUSayx15phTLcWmBjmZIIWHrLo/i3KliK3zyY6KgrBlkFWPQW4B\ncrZiYAaUQnTzJ8sgrAy6rvngzg6vHR46cNqTWPQZ5FW2wjchpiw6BrmTWLQPYRP0YVVAVWYXJBYt\nQJaIKxlkY6DOGxcL6NL82teHJqSUskugu4pB9kRIWeeuUbDnCOL2tQDdxCNfxiB7HlQtQGbdi9AB\n5HzpLEIbgHwlg1wP3T5sDPRsL5MiQSuLl+cPBMi23uEsnrh949w6MM/m1NJgpWBnx+WAdAyy1tw2\nBh2OeezeffTNmwzynEWj4W8rOEN/F5vnbF3blFjshS574D077+GsepOYBftVxUFZcrRarQFy0+Ta\nB8gAEktu1ovKcAiRqDqLtsl4i6F5a80g92SKW/4Wi+SMxHhsB2uAHOxULk+gWfRNErm477p2Fcww\nJAxBNQDZqyrieC2x0BpkmPLK8XP8rW/7Wxwkn+B6NuALTzzBR+7d6wBymggGZoASNVkjx2rX/3vV\nrcsBcjN8V9BxjbK1I0j6lc7zfTRXAWRdD0iL1QUGeZEuGJoRpklC/kYbXzcA2S0OmfuAi2KDQZbC\nYHkwg5ytwo5FO3+KmqdzCqkYBopXX72oPYQGDKQjVtmcUkrKXpPePJ0z8nfwsoyPfLtb2Rp7xY0R\nhmDrbfJ8QeT7EEUbNm9Seh2D/NJLPaDx0EN8+hd+gf/un/0zdPZeZvlxo/21JJO4A9jb/japUoxG\nmwzy3sBj3gDkWZLgRTXvzO82G6OlXMZUtgHYRYFlM47Ty4esrMcHho8DkMkSFRten77umGxjGOsV\np1GjgVSKIHC+vHvBHrPohNQzSCYI4QBnZjSD6j28cPwCVkDkewxLha99kqoi1C1A3nH67KrG+hlx\nsSIrM3Rt0LljQ3/oO36Iu/UXiIIhRJE7wTcMmMq3uhz5vInTvbe8x43hDQotOnlDHINfaWZbW0wn\nE7aXS8zId012jYNK1isvHa+OGZnxBoMcxxAOmkiyqoLBoAPIWbG6KLGIT6mU2uhev0yDLIvGx7hJ\nwusaBZMZIzXCFFdvjNZCGhtnhXfJs+/S3zTJSl0a0NFew1QDF/hibeek0dksyhCvLDk6WsuC+sPN\nv54GudkY+xILlMfOyH0XrctdfwQB6GpEKTLihr3qM2XzdIXNcx5+3PDd333x9eD6GBbZnAGwbErM\nGwBZWqwQ/NiPwdcu8doJQygWe5xGpwzKklVPx9wyyKnS7O1eZJA/EEV8NY65Px6wSj3HIMMmQE7O\nMNLH1nUHkIsCsoWTMbUMcqpLVOb0f6HvEwvhegjiM5diJwTWc7Z/Qgj2/RGZURjmJEXCbrBLbgSm\n3OXVyaudTEoUjQtGEz7g++4zn6dzLFBQdjZve4MbeHnOqrA8de0p3jx7kdQz7IgGICuFZy1ZKgl0\ngBSQ9yUW8cRpd8seQI4kUQuQy5KQZu2XAXmRkDdpfq20wTHIgrzH/rpn1VFR/+nv/I7T/+ZOe6vP\nMchRHmH1AFMUrLJzALmNyvU8xyALn6rKLkgs4jymRqIf0KTnHCQu10G3ADlXkji++qDcVVGrrLPK\natnuKI+w0mKqmuXycgbZ2h6DzDowqM8gV0LhmwczyLp2sfdJQy12furZgqG/jZfnjPa8ixKLZgTs\nMI2nbv86F3S1SBeuWV5K9vbg+efX8+ch3+eu5xGnC66fHhHVGeOiYL5cbgJku4PNMnauuzyCJHEH\np11fM1cKqy175iGW3oQDKbkGHDVkV6bXDLLVurNiAxC177BHM4ZDWGnB2PMcQB5tMVDvOL1ylhGU\nZbeH+tpHUZJ4Htth1l0j3C4J0rRDlDJfUkmPqKrwigIThgQBlKlFComtKpKs2Fjj6/232DYjPvtn\nPksUwQczV377/n/7b2FnpwO4IztC1VVHkHQVxPLIAWStryRoWolFKYsLGuST6ASU18mcLnMRczLB\nAWm2usAgz9IZQz1ClfVGY/I3yvj6Ashls0H3OvkX2QIhNJ5wG8pVFm3pMiQpkg0/2w2ALCQHu26h\nPa89hAYgJyMW6Ry/KEjPaZDHxpW6n/yA4rOfhU996vJrmGqLNJs7gNycXMMQpukUIQyeEOzuuiah\njkH2fW4mCT/ykz9JsfV+8jpDVDmxtaSTqAPIO8EOqVJsjTcB8v7IMms6QmZpillJp0GWTgtdRzGV\nd+ZeXxQbEgsAf/kQK9/wzduu5pzKChEF3JrccgudMQzMGVY3KVpKEQZ+p0GeRsek2pCX97g5cqeP\n1ChEvsNBeMDJ4g6J1VwXTYNPVeFrhVIwUNtM4gm2qvCCnKPVEdcG18iKAlM4gPxd7/ouPjb7b0n9\nLQeQ05SgbVDIho3+FjKc33MLkHMlyHtlzVFuuLe/z/ToiO0owvqiW1wqUXQSi5ZBHjbgdLVypHFV\nNeXUtrtKiCboY0Ta+Bjnq00Xi0opssg9d1dpkNtGpz5AbheXUA87i8OrAHKWCgZewyBwzoEimVFp\nTRxpptOrJRaqakpkTdBHv7FmZMZ4VcXdu1enUKZL9zf4dU3SbM59eVEtDY8eSp54Ar7jO664h2JE\nXqfEzWGv72Ecp4lb6B9gNj/QI5bFnEAIkoZBbtlfJ/PwsEIg5UWQA+4zy2d7nMSnDMuSZZpSNgDP\n2II4j0m15uCa5eQE7t9fb/CfWC75F0KwtVpxUh1yb3nPNQ71PFid7MBi63odJDCHkac2/KMTXaMy\n7RrsmobfMKiZJJNO4hR4plNk7AXblFKS1fd4ePwwQggyI7H5tU5iEXsW8omTWDT6X2vBqxr2Cigb\ngHwanzLwt7FFTlR4fOvht/Ly2R+SWG8DIPu+T5Y15VnKToOsTOGYVxSqB5CLpSL2GvlaWRJK2QHD\nrIgcQE7yzjt4YBqAnG4C5N/9rd/i5V/+Zf7JL/3Smr0tYiexaLyVW3mEUR66LInTtTOE5wF/7a91\nxvxOYhFQlplL8zsnsaiQqAY4XCWPqLPLm/RagFxI2UU0XxoU4oGmcfNoWLi+xMJIi64fzCAXcdjd\nQ8sgt4z3MltSSonvSabTy3sJnGRtRF5EXUWjzwSOmj1we+8BUkWxzTSdOP/88wA5W1BLhScljzwC\nf/iH6/ljRyMeWy55Oj5ha3rE/eV9xlXFvNlDW4C8pbewRcHOnux0zPv7MPYMi+Zg/XDwPiIbsa81\n15TiKM9ZrSBVmwC5zyCrfMtVN5pnYjiEyIi1RdtwSFjfc9HuWYZ/bg/dMiGJ0Wz1GGR/lBM2X8Ay\nW0I5I5OKszxnZ7mEBiDHMYytW2OTfC2xKKuSajDjsdCVq+MYHgoOSL/ne/jQc891DHKSOJJHioqU\nTZZ3kZx2IR0PYpCH3pCizp3EoslNgBYgmy4F8ioNsioHzolJ6w38Nk/nDNSwI3m+0cafGED+vu+7\n+nfGgCGkbH30zlH0oPAFVzbpWQtpIt1JTrDBomVlRlG50sGNa26h/ZZvuXgPvg9VvI6rTrKsKzPP\n0zkjNXa+vFLw9//+5TrKMARdbJOmU8cINRKLlkEWwmCF4PAQ/uAP4PHHey9udJt25DOU+8TplNjz\nNgDylt0i1Zrtbct8Tme1c2PXZ94A5GlRoGOPo+ieY5CNgTiiMG5zTBsGeQMgnz5FZD2+fffDACSy\nol4MuDO/g0dNrDWhOWY/dNRhYgzh0O9SgOJsRupp0nQNkBPPkKYBT11/ilunXyPxDdeFW5GTpsQV\nBBCIHSbJBK+u8cKC4+jYlbHyHJNXHQg4mH8HScvKpylhVTXgUDLyRi6qltoxYMu7jkHuAeQognFh\nube7y/PHxzx+dtadnkeec1Dpl5eOo+Omc9yB9PZ5EoINjcAaIC/JjCFfpp2P8ll8RqE1aay7e7jU\nnqltdOolIfm++85DPcCUfwSDnLpGk7bEtulhPKWUGi00d+5czSCrakDesOCk6UbQyFCP8KqKL33J\nbYq9FOZu7qSLRuIEFyUWTQLd3tYf0QOQj8hImhjxNVMWFzFW+Hjlgxs9hoGHEhor6OKq++xvGxN9\n1TAGZLLLyeqUQVWxbD4Ht7nPGdlRM/98hHAyqVau9WhTd8+0Zpo94iQWUrKsqg2bN930ALQM8mwG\nY+tkTO3DHhkgtdye33ZJlmHItp9w1jLIUhIEXpumzUG4jy4KVtUpD48fBiDVCpXe5PXJ6/hSuOtn\n87UPcu3miiyHTp5DTSlKrHXPbeCN8fKcqLT86Uf/NC9OnibzPA7aOaw11tq1flGUnQY5YeoS+6oa\nVW0C5JXXOARVFaFSDXsbkhcxuZSUSU9i0TDIWdpzsbDwpBC895VXYDBY638beUNxjkH2sOiy7Jxo\nOgYZuk5tY8AIn7JaA+T2GnERUwvRMchXAeQqcyx2H6S3DHRoQnIpWUX68jQ+entgmXQsdl9iYYTF\nq9cM8uVuNpvNuu3f21ZiS6HwPcXbbzcVm0vmsa5c7H27DvQZ5LEe4xUFDz8Mv//7l0sVB7LJAlCK\nqJfK1h62SxRWSh59FH7v93p74PY233zvHr8uCvzZlPur+4zrmnmvkjtNpgzlED/P2dlxe9+dO/Dw\nw7hgreYPetfofcRhyb7vc83zOKprViuIOOlcmAJjNgCyWe25iPokISkSxyB7inHjQDEdDAgrtzfF\neU7QSCzaObhlAlJt2LJrgByGMX7mwOmX3vkKdQyLuuJulnF4dgbj8QZANnVJVqwZ5JdPXwZpGUq3\naEcRBAOJd+0afPnLsL+/wSALygsM8jKd4mVrT+zzz67Wbk8LtJPYZcaQrMoNgFxrQ5k8WIOsygFJ\nvrjQaD5LZlgV4tUVf8Ty/XU5/sQAcseWXjI8zy0ORRlfYJCX2ZIahafElRKL9ksemAFa1KRsRu2O\n7ZhMCEKreeEF+Ot//eI9BAGUkevo9quK9JwGeSSG2D/C7LoFyFE6ZeV5ncSindy1cKfn97/f/fuN\nRqOf+zn4mZ8hDF0i3zI5JTaGbBZ3Os5tf9s1Cu44gBzHbo3f3x4wa1bcWVniJQFRsaIsUyohKJOY\nXDmJRVqWFwCy99p3UwXbhFWbMgflynIwOOBk+Q6ZlhjlOujrunYd803MphSSLS8kM4o0OzoHkH2e\nuvYUrxw/R2YN+9LNrBR3gvd9kEVIURWYqsbY0tmrDQ5I89yZojcLULlURH5z6Mgyhk2JOE3d4iKp\nyEW9IbHItCSJ1uB0u/R4Z2eHfxXH/JUXX1wDZDuiICdtGhRaiYWvHDhdrc4tDP/8n8NzzwGNByTO\n/SRruvDbQ5WvfQoliJt7uDqFrgeQ+wxyMnPd61X1wCa9Vr0HbU4AACAASURBVEMmRXUBILfWZFZr\n3nzz6pAOVQ7Iiqgzeu/7KA/UEL8umUzOHeqaoTVUqYvrtTgf8jx3BzjPaxLolMF7ADgNApD5iKSO\nnCd2Ayxb9ne7YY4eNIIAQjlGizWL3b9G28X/oOHXe5yuJl2jXz/Jb2y3ybXGs5bHH3cyqSddXyti\nf5//+pln+K9+9depFjecxEIpFj1N4Fl81snF+gB5O5TkUlJ0AFnCasjt2e3OqnHHj10SX7DrJE7+\nGiDvh/uYvGRVTXho5MpjmZFU6ZjdYJd5dEzSAOS9YM9ZrDUAOU8VoQkxdU0haiq9wlMeonJx1HGm\nGHpDDvQ1MuNh8qZ0rzU2WDPIFSW5lGQZrJqG4qyqUPUaIOcTzdwa6h5AdtXDgCxfM8hdk17DIKfJ\nuZCP4RDu3YPBwGlvG3mD7nkxGwNREWGFh2mib+EcQG5Gew9lo4PmnIa4QqLl1Qyys1jblFj0X++b\nZuGQrvJnzEUNfbsH5kW8YZXVHha0MBjqB9q85T03m7yx8SvLtZ9zIRWh1bz11tUHZVkMyYtlJ7Ho\nM4EjNcIry27fuqxRdqC2WeRTAq07u8a+xKKQGqtUJ1Fs5w83bvCR11/nHa1gFvPO/B5jIZinaTeH\nJ8mEoRxgyxJj3M+ef74HkJuD9RPb7yMaGA7CkB1rmUiX4BnVToOcSHkBIMvJNRZhwG9/7dcJ/vuA\nV8S/YuUbxo0DxSwMsOXpmkFmcw/dtiGJMV3cOziAHGSOLPjCG09TLkNmdc3dJOHw5AQGA5pWJQeQ\nm4CX9rv96v2vghgiynPg9OZNt7g+9tgGA0xdkvX+3SpbQQlevumNf9n37guXZplZSzpPNwBypTV5\noqmqq6ugshwQZxcB8jyd46uA3UF9qbTu6338iQHkB+1tnge6DsmLizYhi2xBLRSBEty50zQSeBev\n4fsQNkL1vsRikS1cI4uUeMbwgQ9cPDm3ry+iiwxyWxoa6sEfyWAFAchsm2UyoVCKss8gpzPqxqC8\nZbA//vHeiz/1KfiBH3DG4fUBi7gFyGsGuQXIO7uOvT05ceXug8GA4/EYsoxpXaNyy653nfur+wRl\nSVklZKpxwbgEIMdTReqvm4QSCenK4/Htx3lz9gZeWaG8GfvhPnldo6qKYBysS7x26ABycszN4U2q\nuiYzhmUc8tS1p3j+6KuIumarCRlIAL8ByGkq2Pa30WWFtkUnsUiLAlOuT+j5UroSWBSxzHMGTYk4\nSRqALCryRh7cSSykJI3XXtK7eKys5X8bjfj333xzg0Eu6qxjkFuJhZUBpqwvAuQnn+yEtB1Azpek\nDUD2fTowk0lJEm0yov3h7JkG6wa3ZjNv2VsrA+wDGGSvqQqGJkRQXyixuXALhe9r3njj6o1RFAPS\nrPEA7wPkdEbQ+HfD5SEfQkDgOy2qob4QdzpLZ1TNxnjV8H2oUxeY0rJXfQeKsXYBGw8aYQi+HKOp\nujS+vsSikm7+PWgE7LhIdmCZ5xtJflvBHl6eI3y/c7Hp2PD9ff6bf/yP+aGvvUwxvcG95T3nYcxa\nanIWn4HQWOg259kMtrcEW1nGrKkiLY2iWGw7BlkpIj9gx0ZM4kkHkAeh7Uks9tB5TlzMOgY5MZok\n9p0DxfxNEk8jEtckmzRVpH55VtUVpahIZXOQzjJMUXbv8V889vNU0lDGcXdIDgZBxyBXjUVUljWO\nO/4OeVWhK9GB02wlCcqK/5u9N421JsnPOn+ZkZHb2e76brW7q7rd1d00bRthN8sw4wVjD80sBubL\nIJCxkLDFSDbgD1gYxGjEYqRBGoPEKkbiC9gsH2aGxZb4YEEbW4y8tLtdVV1V3V3bu9ztnJNrZETM\nh4jMk+e+dznNSK221CGVulV1M2/eczIinnj+z/95zruO0lryKBqYU6Vd8Iep26cY5OaSxILZzOlb\nPINs2mzD3o4YZPfvYiKzcdIY+xP3Q0qIghTtvZjHEotKVRgCoiC8UWKhm+1nGAPkTE6JjCHKJCcn\nV8t73B7otdijZ9gwyJIIblwH1CW7xx5g96mEXRiS5xFvvXX1PHaEhYu9r73kZ0w0zSIHkD/+cffz\nH/3o0/eYyT1W3ZlLce0950eVWB2ExELw3d/tfv6Tn/QX3rvHJ3/jNwBQS8s75w+ZhyFLL4/oJRZZ\nkA/rwHPPORb6mWdgP0058x/sRw4/QjHJOFosWKQpF6GLZV9pxyBX3oVpDJC7R/dZpwn/6LN/hx94\n9Qf4F+c/QZHFzCcTFlHEMktI2zPHIHcd2UhiYS3sJ1NaGTGLNwD5PP4l4rbBWsv//fr/BWcPOA9D\n3ru44P5yCUFAnm8Y5MhoWqOH7/ZXH/4qiJxAb3pY8pwNgEmSrTkMeoscfH/9PnfSO0TKHfiuA8hp\nCmk4pVWuctCs2m2ALFwVtCePLi+h/f5RKUcS2UsAORHuAP5bcXzNAPKf/bPX/7fh9Kw2p+f+y1i3\nawwhWeT0bVfph8F9SZmYEARmCyAvm6WzaAtDksvRd6ORZaAK54mb+k78cWkoI9+JQabe46I5J1OK\n6lKTnvYM8vGx2xiv0mJmGaTmmNPqMdIYyvUGIM8TpzWM04TZzBkp7O/DvSThg8NDWK24CAIinXIg\n77tcemPQtqEOTp0HqrdXGgPk8jyk9s0zAGUY0K4cQH7z7E2SzkJcDg4UiVKke+mweR6leygpqKsT\nHsweUBtD2jSs2oyP3/k4v/rw15BNSy68RRQbBrl3soiMIYo3EotGa2Rnh9/RrQRVHDkGueuYspEX\nzJM5WE0XOlbsSfnE6ZgjQTkCyJM84OXlkqO65hkPsHsGWdmGNopoK1deOilPiIPkaoB8+d21U6p2\nSSvEAJDP63MHEoTTHvYhHVcCZB8V3TfXjBlkGaZIa6/VIAeBe4YsmkCgBw1yvwk7717BfCrxsrWn\nhtsYJ94NQQ4Si/7dT0VObAz/5t/AT/3U1e9+muLkINbQaL3tQFG7BLrkqpOpH32TbN2uBvZqDG4n\nYrrTATVhThho6lFEbQ+ydShvBOkAk/DA+RUHAWsfyT6dus9x5jvoSRL+4l+Ef/gPRxe+8IILSnjx\nedpTdzideA/jooAkNa6KREQSBFsM8mIBe0px3jtvSEF7cdcB5DCkTDMWyZJVu2KRLmiEYDrdZpDD\nrmOt1wODXEtJXad85PAjfOXsDeokQrSNO2R7gDyePwKDCQ01nv1tGhfR7IHls+G3EitDpRSdtYTW\nEucbBrmzLV0YIiPLsnWHeccgB8Mcbho4ahVPjKEEcimHtb9RBSoMMc2GQZ7KKSoMqSs3f7YAsg/5\n6PW/VVdtpfkNGmQkkTbD33EdwJU4cNoJMYBTEWla3aIJkIGTWFwlk5ISdH29DjqNJ0itkVnEycnV\nICWOQdjMJXJekliUqiQMJDHc2KTX9gA5DGm13mLL1+2aLgg52I/4zd+8eh9NEkBNadvVsA6MiapJ\n6EiiT30Kfu7nrt6/pskUZRriSAx+5uO1RIWCRAi+7dvc2j9UtO7e5dP/4T/wnW+/Tfcw5N3zhw6Y\n+jk4hG0F6QCQX3wRfuEXHIN8lOc88R/Kq3c/wmo243h/n0WecxFFFAWsOq9BFuIpgNy8+RHWacIv\nvfkL/KM/9I+woWKdJcxmM5IwRBhLaBpn89Z1pEEwRIm3LRwkUxoZMY/di7ZqVvyS/T+QquQ7/8/v\n5LXTzxOfvcTZ/j5fPD3lQ97EuZdYLNIFkdUovQHIr52+ho0SUJckej/5k/A3/gYwOuQmzgGo9e9p\nnjs3mqPkmNj76N8EkONg4ghK32g+Bsg6ErRVdO0e6PpoJpRtQaQ13aUmvTh08qDfiuNrBpCv0iv1\nI45BmJy2twnxEzNJrNdOhaSRe9TrMGqaQuoB8rhRqQfIPYN83cgyaFeOQU6tpfYexv09cpHfymBl\nGVDvuZOu1pRVtWXzZoJw2KCvYvLA/WzcHfG4eEzWdZTVxsVimu4Rdx1BmnJ46Eq8BwewH0VUcUx1\nfs5FGBKZCXvRfd5fv09mDJqG0o4Y5DDcOv0WpyG13ADkQghsl/Dc7Jt46+wtB5CjiqPsyAHktiVd\nbBisg3QPG4aU1TnPzJ+h0q5796JJ+cjRR/jKxZeIuobUp3DV3qZqDJBDrQl7iUV+TN11g+4PoF0J\nF75Slqy1ZhIEW4sDdKjQfQe9VrMVgqrYNOnlOfzsZz/LL/6DfwCz2RaDrLy8p6tcmpizqZJIr18b\nW6eNh7O48QA5itDVBiAv0oXzFbaSur5+YzNjgOwtCvvFxWkPNw2q19m0ZWIyNEqNy2C9NdneQvLL\nv3zDxthOqLtNk8VYYpGEObG1fM/3wCc+cfV76wDyFHEFg7xsligR3Tr/bD2jVssBIPcb46pZMRHO\nP/im4Vxk5oToobw7llhovznfNKbigIv2jGkYUmi9ZfE2yw5IPK336U/Dn/gTowtffRUA8Tu+le7i\nLg/XD5nGMYXfsIJ05bSo1m4B5N5Xel8pzvzitkpiyifPOomFEJRJyiR5yCJZEAYhdRQxnaZbAFl0\nilIVPL943oVTyIiiyvjI4Ud4+/Q3aWPBgZ0QBs4GMx3Nn3kyR1iNEZbSeLebtiUZAeS6xvUEtO2w\nBsjZBiBr09DGMdNEDWuushZhg617HGrDE2spvQ5UStecVl8GyJ5BVmEINqJtL8VEw2DR1rO3URA8\npUGOiIis02Vq7faPqxhkQeoa5DxAVgpMWLsYbECG1zPIcXwzg5zKKZHWyPxmBjk0KUpXjkG+JLEQ\ngSQO7LUMchR5kK4qxyCPUg1hwyAfH7r3/6p1IE0haKfUyodljTXIzYoszIi1JgjgO7/zaqvFPAvI\nwz0INeUolTPNDIUqUEE4HJS3pC5JwoG1/NyP/ziPwxecxCKKuGADsAeA7NeBF1+EN95wUo+j6ZQT\nv7g+d3CP1WSGnCUsJhMupKRYW87bk41NaZKwt+fWVIDluzl1PuEv/s4/xzSe8j+++CPUsWTiN+q8\n1ggEh9khhdb0y3ivQz5I5nRRRBY5Bvkf/8o/5pnoVfIm5vtf+X7+90//c9I25fzggDdWK17xXfZj\nDbIwGsUIIJ+8holijNr00eQ58F3fNTCOg8RCTjEoGjYyiPdX77OfHCCVuREg9z7GfQV/3Gh+Wp3S\nCUFZRlc6WAzfY+utRi9ZlS6bJdIHpP1WHF8zgNxPpqsm1QCQvdG0bdwHbERFIhKUhTgI+MxnrtYP\nwwYgM0qDGUpDyYxWCOKrtBmj69u1T1XD6SjH2qmYdKcSr632OG/OybWm8kycTFta3aIIbtRh9veQ\n7TFPyidkxlDVzbA45PFi2KDv33c6/Xv3nNXTvdWKh8sl51ISBnPmgWeQrUWHisq6ja+2lnTEIBeF\ni92sYrkFkAOT8iB7iTfP3yTuLDZq3eJS1yRdR5ZvwOuePER0Hctq7RjktiVtFUUTEYuYVw9+O0Kv\nyKTb2JxNVUyaMoSFhFoTxIbH5WMnsdAaaTa/o1mFNFGI8QB56h0kegbMoOhEsC1vEIKicKtw/11+\nKIr4pl/7NZjNBg3zLJ4Np2dpW4JQO/0WIdJwI4Pcd35X7ZJGCEzVDOC2t+WTUczFhWMarrJ50/Vk\nCyD3i0vvnZ1gefLk6pCO/t3tU7guA+Tz+hwVCo4O3bt/PXM0oW6WV0os5A4MQD//JIbmUprTReNA\n+m0Msq5mVM3F8Az9gWLZLMnEhPgWgJxlIO0cbIfHZFsA+TYWG2CS5GjTkQYMDXaDxVS87xjkq9aR\nV16BH/ohgs/8QXJzj/dXHzBJEgqvf+yk1w8bQzKKue3j5ve05twD5GWSsHxyD4tFdQVFkjBJH3KQ\nHQzyhvl8c0DdSw4JO0XR1Ty/eJ7WWiJjKJqMbz76Zt548jlUHLFv3e5W+yrSGCAHGLQwFP1Bum2R\neiOxqGtIOkvZdY6BVgqZy41FVNeg4php3LoEyGRGawwR2wD5yDqAfCEE8zj2FZicpivowhDdSyy8\nBlmFIULIwc4rjtm8xMfHDiC3MZ3pnM0bbLG3oRVI7SQWW422oyElSJsNXsy6Vo6xNiVZlKGAyCcX\nXsdAd9UorOQpDbJjkOM84tGjpw/J/T1Ckw7PcFli0Ts5NY0PxrgkkQgCSOKQWMSIgC2A3OoWY12E\n9dGhA1tXNZkniZM5Vc3FkAUwZpDTMN9pDmbBPgR6sGssSzDRmlzmtEFAfN0cPDiAR494J/ttzsVC\nSpZ+/vQaZIkcAHKvgf7kJ2E+mVDFMa0xdJlmVha8LS5YJAkX0ymhajitnziJkRBkScLRkZMpliWY\nUlCnOf/Ty/8dAL/vxT/EtK5QmZvrad2RiUOkkKyt3QLIRQEH2T5SKeLYSSp++pd+mm+efAeytfzY\np3+Mb85/F3kb8/D4mNe15mW/sQ0a5HhOaDsUhunUhV29cfoGWsotJ6bLe9BYg6xRND58Jwwdg7yQ\nTr7YB8xcBXDT1AVFjRvNs8w9w6pd0QlBtZZXOlgM703rbD6fcmKqLxBhwvXI6+t7fM0Aco8Lr8KH\nPUBuPIOlitY3WfiIZ2uJw5B/9a/gL//lq++fJK4bmkt2XYPEQohbJRb1hYtsTIF6BJCX7ZI4jG9d\nHPIcdOEZZOPYlqKATlw4NhF2AsiiOeZx+ZjMGGofv3xen5OHE+KuAyG2ADLAvaLgg/Wa8zhGRPtM\nuOcYZGsxgdok8fkNup/YroteDAsiwDqKCGzO3eQl3jp7i6gLMEI7iUVdkyk1nHwBpuKQSHWs6oLn\n5s9RlSWZaof//r3P/1FC3SAjv0F7DdiYQcZokIZHxSPXpGcMclSercuAaae5aFsKa5mG4WaDj+cY\n+zRAbiLBar0ByFmG21neeGNIwes1lK0qaGXMImtZthdOdqEN0l97VWm1f++EnlI0F7R+g++/r710\nj1YIoijuJZNPbc5JAqqOCYMQiR0kFj04DYOYJHCSy7Ozq7WDzknDR0WPdNRKK5RRNFHEyx9yS9RV\nATdpCqZxGrI+8nvMIMswGTTI141exxaiqa9I81PhzfPP9QBMncQidtWMgUFuV0PAxk0jzyHScyzt\nUN7tQfZFczGUd28akzxgGu2TBIa1rx70Eou5mDmAfNUpPwzh7/5dePZZJuEhy/aCJJYUHli14TZA\nns/d3Ot9pfe15kxrl1iWZZyeLnhh8QJnxfuUSUIWPeYgO6DzPQCTxYZBngbHhKalVC0v7L3gJE5t\ny7kHyL/55AtEbcc08jHRvorUa/hnyYzAdFhhWXX+cKkU8UiaUNcQd1ApReMPyUnqNMcT6Ty02zhm\nEitHSsQzlLVEhFsNcnfCkM/OZvzHBw+4m6aOvbU5lSoRxtCq7ikGOQyd/nFgRHsBuAfInQrIZEYY\n2Kd8kKPAMchjgHx5uGfw7K0QQ1hJ1VU+htgSi5tt3ro2QoQCEbCtg+4q4igfGOQPPni6URc8g6wz\nuq4evGTHLhZBEBHj5sOXvvS0F3l/jyzKCb2bzXB9WzCNnVwlTSJ++qfhj//xp6/f2GauIAjoLjHI\nSZjeugemqcsC0KGiFAJj3PfWBn4f9imQV45PfQqEIA6e5WH5AfMk2QbI1RmCeFiL/sgfgR/7MQeU\ngzjmYLXipKpY25Lj8ws+17znWOj5nLvZkpPKMciVlKS+Cnty4ufgxGUG9C/r/mzGvCj5hSf/2X22\ndUsWHQLu4Dz160u/j+6le0RdRyRbPvf4c1Sq4ii7h2w2VnfzIuWL9+7xZhTxsnf6GWuQQ6PoAueO\n8d7qPTeHpEA1G5ngTTZtyra03jMdnAZ5KheDxdpVTeLgGWQ7HSr4vUzwor5w/VtRSLG6HSBXXeUA\n8kgmuGyWiDDm+pX/63t8zRnkq+aGWxxymragiSLaVTOcWmfJzAHkWza2NIUkmAzNIk816Xlj++tG\nlkFTRUjhuoUbb7fVa6dikp0kFt3aA2RrKRsHkNvQs4lwK4OV5xBWRwNALtt2aBLKg2zQQV8GyM8X\nBW9VFU+mUxJ5wMR7sWZBgBGKVeebb6zdAsjLJczT0HnP9sEIUhIGGXeib+Kt87eIVIAWHXcmd6iq\nilSpYWIDTIJDIt3RtMoxyFVFqrphA/+B536E9OI+yq+tTRiSjBoM9pI90B1Is7F505qYDYNcVXDc\nah4awwqYRtEWg9xdCZAj6iqh60YM8P6+q7Xev7+lQW6UszibJmqTWqg1sb2dQRZmStG6kplqRhKL\nZOHfu5gPPriaORqD9MhubNr6BSoIJZng2pjn/h5xkA8atLFEo3+G3/k7Y370RwclwFPX22ZC1SyH\nzXmsG9yFAXAs9oQQPfQAjBnkVkS3HlC7YkbRnA3l3TH7uwtAzjKXSqUDRe03sPE91C3PAO6Zp+KA\niI6CDetyXp87q8db+hAAJplgPzlCBy2F1z82ofch9/OvZ68eP3ZgZ89azq2lMgbZdVw0C56bP8/J\n6l2qWJKKJ+xn+9RX9AAcR99EyBpDxH66T6U1adty0aS8uPciD4uHRKoji3wPgAfpYxcYaxQ2hot6\nI7GQZlu7GxsotR4Asu+ldAC5a1CRY5BX7YbYiAIHkI1xzO4rUvC/+S7lF9LUkyNeGmAtnb/vul17\nF4uQyDPIg7a+1+t96lN4V1CyKIPA0nGJQUYgrb0RIPf6X9XVW1ZzrsEuQwUBMtowyJfXAZ/rQSIS\nBDwlsUiiHNl1JFPJw4dXrwNxDIFOBzePy0EhIYIIpy7p35mr7jEGyGMnqGk8HWSGf/pPX91glyTO\n6nTdrkm6juaSi0UcJDsxyIndQ9maKopGDLRfi26SOv7tvw1vv80svMdJ/dABZD9/egY5RA4A+Zln\nXE9ETzocrVacFAWnpyfsLVf8xqPXWQjB+XTK8eSEUpUskgV1FJFm2TAHHz2CO3NBEcfY/oVnxbSs\n+Ddv/lsAwqZBSMdOrK1l6vfxcdx0pDrCqOXffvHf8n2vfB9EHaHPDSlL2K9TPvvcc9wpSyb+RRxr\nkLEdnWeQXz95nQ8ffhglBW29Acg3McidbWiDcPiZ91bvMRVTpA/puMr7ur+HMBPqdgOQe5JnP9tH\nCcF6JW9MYjXNdsx577/tSB75DQb51l/kf9N1DHKoc+ejF0WDl+wwseF2eyYvNNeB2mLRBg3yLQDZ\nO0sxi2duQR3F7a6aFSKIb2XR8hzUagOQ13WLEFBqvzhwO4OcZWDLYx4Xj8lx5bFeYpGSDhv0gwdu\nYvWM4KurFb+oFLLrCKeHZNppkHMCjNQs27PNBh1FWwB5kTldY784FHFMGE6Ycp/z+pxQgQ7g3vSe\ni9nUeigNWQuz4D6hbsjjOVJIqqYh9QcMcOyKbBOKPv5UiG2AnO5htMJGdmPzZi2ScAsg3zGGh8Aj\nIbgzZpCTOZ1tUFFAkrhAhUW6RxdFhDIZGOA8Z+NTdv++0+1pFzDR+Aa1adxu2F9jiAluB8hqNgR9\nKKUGcLuX7tFGEWka8/771wPkfoGLMFTGDDrJi+aCIIjIhXO1Wq2uX6DiYELHthPHoIMWgoODmL/5\nN6+ef2nqdNClWmEBPUrSu2guEEG8G0AOpoRWPxXUc1FfuPl3a5PslLI5dzZvlxoFox1Aep47qzht\nG2ofz2yM+yxdg1B4fXl3dI88OCAINGvfYNczyHlwex9Cf4+D+C4NFWvpEu9K/KHNA+S7d11V4MkT\nJ7HYB86tZVmWzMsSkSc8M3mBh8svU0tJEp4MDHTatmR7TmJhLezxEoGtmSQLgiCgNoasaThvMkQo\n+OjRRxGqJpPeRcYYUiG2KzC6w8YOhOyn+zRKIUfuD3UNsQ6otHZJlkq58n3rJBZKV7SxJJfKSSzi\nGQqQHiD3coH/xq/BJz/xE8TehUIYH3BhLW23adLL5QQVRUSxA8iDdEgIN3E/8Ql8PxuZzAgwKNhi\nb0MriG4ByD2D3IPTrlKDg8XAIEdOg3xdk17bukS1MHBezFsAWToGOc4jHj68nkEOdOps3rxV1jgo\nxAYCGQRDCuy1lSSRO8vLEYPc76MqDJG3VHF0vYm9by75IMsgvlVqlWUQ632aoKGUkrKwTzfLXzcH\nj4/h2WdZiLucNB8wzzIu4tjJADPtwjYIr92Hj9ZrnqxWPDk7Y7qq+M3Hr7tGv3zC4fQdJ1EClMcC\nh4dweuqa3Z9/NiD27zaA6tbkZcO/fuNfu5urAvz8WQMz/zn2aXqOQW4JIsWvPvxVvuX+t6BDRejn\nT1HAvnbv/ifffXd4CcYaZKtbdGgdQD59nVcOXqGRgqp0190U9DFLZjS2oRHhFoOciHw3gKwn1O2K\nJorQZTP04eyle64yalwV9Lr9R9f5RmJxiUEOQheQ9ltxfN1ILIIud16yQqBKNYSEzOLZTgDZlQkm\nTofjGyoGDXI8o5GS5AaAHATu5ydyRhSYoUw8sGg22qnE2y49QAZWdbdJAEoXrry0A4NlV16DDNRa\nDfeIbTwA5J4B6Jumvm295l9EEUfLJek0Imnv897qPZIgRKQd537jq4FUiG2APAtItKb0NlNFkiDE\njLoKeWHxAqZTaBE4gNw0pFq7nPjQbUaHwYcIbcnEa4wrD6LH4DbqwsE4vowi8iTB+7Kzl+5htcJI\nu9EgW0virZXA/dxd4GEQ8KUs41lfIu4ZsMbW6CjExivSKIUgIlYKmSfbzM8rr7gbPv+80+35oI+6\nXTkGOW4dSMg8g+xB0k1NeoGaOp26tahObTPIUcR0lvCVr1wNkHsWbyInhBga7dw1gsBHNBORhpvm\noqvmj2uyyGlHALmXRwws9g36+14H3S9w443RMQDRrQtcr2MDJ3HqgUTTNRhraIUguaUHoFnNWDXn\nXotaD00hq2aFDJKdGOSgndPahmpUmgXLslnS3iLzAG8Vxz4maKlgy+YtC7OdAPJkAnvRXUqzokgS\n6nVHZc+ci4y1xFHE3bvu0NOzgUe4g99quWRW1+Q53E2f5/3l29RSIHHX9wxymDv2ta6hLiShCphn\nzmy+bluypmHt/YO/9cG3EbImkz7J0h+Stw6YRkFkLbTycAAAIABJREFUXfUk85H02mzNv9gGVMaw\nrmtmTXOJQa5QkQPIQ9+HtUj/PvaM0qfnc07/wl/g4MkTyPNBXtcDZKX1AJAzOSE0BhHHTwNcvx/0\nADmXOUFgUN5qrmeQAwQSu81AXxpO/5u5sJJRml+pvAY5CEgicaPEQqkeIJtBBz2ElUQ5UinS2fUS\nCykh6DJavc0g9xILCJFs5O/X7aOpyAl8ouZTAFmIGwFykoAuPUDWmuaS3Wq0Qy9ClrksgFoXVElC\neaGGPXQAyDesA+AdGaxGypB15JrDgsyFzyhtuG4XP6xrnqzXPF6tmC4Vr5+95i3aMvbzd52DhTGk\nShFkmfu8Uuel/NxzMFWKwu+BtSpIi453l+/y3uo9lD7FJE4iuA4Cpv5v6Jv0XB+NglDx649+nY/f\n+Tg67AjqjZPHdBLw6z//8/yDn/qpIUJwCyDblk44+7jXTl7jw4cfph0B5NsY5Na4Bs9p5taoh+uH\nxCJDmpsBci8T7AlKXTkGua+kNlFEEsd85Ss3AWTngx9bS+Obe5PEfe94edBvxfE1A8j9/npdkx4q\nH5JYVOG+oKHZA25lftIUIjtB0dIIsW1wHs9RUYS8ZWKmqWMTI7vdaLRslgTcXibIMqjPF45tAoq2\n2wr5uLFBwY88h27lJRZBQGs74sw1+QUmGDbo7/ke+PEfH+x4+a71mi8nCaH3VpT1M7y7fJfYhgSZ\nGUBfAyRSbmuQ57DXdVwohTYGJQRhMqWq4KX9l9Bdgw5D7k7uOk20f4ZeZrFnXiHQinnqPMT6nxlv\nrpGOKHrrrThmkmVbDLI2LV1kMNYwkRNqa4lDsQWy74Uh/3mx4FGS8M2j6+fJnMZUKClogpMNU6cU\n0eQSg/zii04r+u3fDngf42A2LA6zZMMgN8YQi9sZZNSGdVFaDfKGWbJHYC37Rwlvv319B3Df6CQw\nNJ3ZarCzgRjA6XUYte9C7qx/9ys7YpAdi31T9SRNQVc+CU9rWm9x2DM/hLe/+2kKkimWbvDi7N/9\nRboYFtnrhnORmVK0a1K/Ofeat2WzRATJtRtjP/LcAeTGVtRCDAC56ipEIFzl4pY1IM8hNQcoGkoP\nsnsGOQ12A8h5Dgtxj6I5ochzRFsN2t4GSITgzh0Hjj/4wO2V94OA96VkuVoxb1xj7nH8Al+5+DKR\ntoThys1fpUjbFqJomH/rNcyWH+f+wpWT6qoi7TYSp+948LsJu4ZUuhewB8hjH/FON1gZbDPIo5CP\nuobECkoPkCdKDfKGaTyl9QEXE7mRWChAhmIAyGkKzOfsP3w4TCgpIdDeIs1auh4gtwWJt0cTqbwV\nnGZRhsVJLMYaZGx4q8RCSgh1StM5J42uvqRBBhIZXtukN0gsooQA+5TEIo4yIq2ZH7iwnuskFuiU\nVhVPSSwcgxwig4Dv+I6brU6TMAfv5PRfwiB31XTjyT5aB1bNiojdGGSh9qjbc8osoz6rtgDybW5S\n4PoAFuIeTVhTxDHF2mJSN396D++rxnHT8LgseVIU5KuAt5evMxOCZZowSz9wTea+AtOflI6PXeT1\n88/DpOsovDZ4VVektea/fv73809+9Z/QhF+hjd0XvwpDJn493WiQ9wk7hQ1aPv/k87x6/CptqKHa\ntrr7mBAcf/GLg0wozzdBIVq3mNAB5DdO3+Dlg5dpoohinaCUK5pcXr76Kk4eOQ1xEycsMqfreFI+\nQQQJsWHQIF9H0gxBH5ecmPo+miyLrw2aShKXaJtECdJaKtURRe4Q5xJMI+Q3GOSbR//5XPU5udNz\nTtmuUEKgio0GuV9od9EgSztBeZDQ54mv2hV5MkMqRXADSADPIEdzROAajfpNftWugHAnBrlaJ8hQ\nkmBZqxGDnCx2Oj3nOXTLQ86qM9IgQNERpB5gt+2wQWcZ/NW/utF0Z4eH/MHXXuNb33vPAbHijnNB\nsAFBajYxtZ7F7if2yYnXQHYd51pTVBV505B6n9WX9l5CmSU6SpnGU8cg+8+hP/3K5i6yi7gz8Sl6\nTUNmNgC5qkCaaGCQ10nCZDLZBsi6wYSG4/yYIAjcJi6iQcZR13A/S/j7H/sY3/vFLyLn8y0Gue1K\nKpnQdq7bv/VWVCLfAOQsw72AP/RDw0qT+KAPZ9MmmcTtRoNsLVl4O0C2TU6jG6ehNN2g3+pt+fbu\nxLz22vX64V6DHFjn4Z2moI2mUAWGkDgM+cxnBkx/5T2k7cvcMW2xAenzdB9hDOEN736SQFc6BtmF\n5KgtHbTdkUGWZoK13ZZZfc9iN7ew2FkGVRFjrCHR3VaS5apdEeygY3NWcXNKW1CNtIu93OW2Rl3w\nNov6gIZ6AMhDBSe4vQ+hv8c0uMuyfESRZRxlBWe10yC3MIDTPIe33nKb8wMheD+OWRYFc6/xP5Iv\n8KWLL5EojQ0rBxC8/rf/e8vSbX4xgsbPr7qutyRO/+2Lf5RwNSf2GuTtoB6nf1S6wcQjBxitidmW\nWCRB6HTZVcVU622JRVfSRpIsuiSx8GRFH3nMfM5AZ02nQ/XQeRZDZ7qBQU6iCbLrEKm8FuCOJRaw\nYZAD0aG0c6OQ/vlvBMgmo/Vx12bMIMuMLghI4psZ5I3Ewm45aVSqcl7mXcf+ccSbb15t8elIopSm\ncwyyHUssVIHBSSz+2l9z78xVI449QPZ2j/8lDLIqfDXMmKcY5DCIdnKzEe0+VXNOlSQ059sAufER\n5TeNfv5U3QXrLKNdNWi5nQR71XiurvlKXfO4aUhLCTbkrHpC0mmyiU/R05p05H/30kvw7/+9Y5An\nWlN4L/JVVZFWHT/40T/Hn/+5P4+uZhT+szuJY448wO730ajbQ5iG0+aC4/zYsd2BpqsupeD1m4AH\nyGMGWZsGG7s9/Z3lOzy3eI5aSi6WKauVe28uL8N9FTQJpjSqpIkT5omr2p1UJ66503IrgxyoCVV7\n4cN6NhKL3i51by/m9devD5rqK0nSGppGD5WaZbN0ScjfAMi7jas+pzgG27pOZmct1G5LLIIAeQvz\n6soEE5QuaZJk8PJbNkuyeDEY/N80sgyycAZeRzn2QbaIWxms/mXfS/eQGKrObG3QbRDcenrOc6iK\niEW6cJZZgcGmHmC37fUg/e5d/sVP/AT/9Od+jjyHuhTcn93HdAqbGgJcp3cdBKRRxHTqTpR9F/2e\n1pxrzboomHjnjKqCVw5eoQzfB5E6fWPTkPpFst+g12uYt/eZJE4YV7Wta1IcgVtpXWhCawyBtcTT\n6RZA7myNigx3Jq701Dc09t3rUsK3zKecTCb8/s99DubzrSajVq2pZULTPXJMndbEShFP5DaDfGkk\nCcTMKJsljYyYynazMHi9aFFcb5HjQEIwLA6tj8A+r8/JkwWxUuzdifn856+OWx8vLgGaxtitw2Fr\nLXEQ8DM/48z5rxquUTCn6xxA7vwB86K+YJYeOOeTWyQWbe3AaWwMZaMQwi3UF80FIEh2AMjCTNC2\nHSQWTzHIt7DYdRUwi2eknR6SLPsGuz6i+aaR52CqOWuzph4B5LEn9W0H1MkEou6A2pSUUbTVpCeJ\nbz0k9/fI7V0uiocUacpRXm4aR0dd/P2ZP03hgZS8l2Usy5JZ5ypPe8HzfPniy8StwYaNAwge/PZ/\nbw+Q5QggV1VF6v1qlQLbJURrV14GhirSuALT6gYTBRt5UdeRjBjkqoKFjTiRknXTML3UpOeAXTQw\nyLPErduxcMCyL7kym7lu09UK9vY8e5s7IGktyrgY4aItBnu0KNsBIEcZFj2AUxt59teYnQByoFPq\nrkCHIbrZ1iCrICBNohtt3nqJBYEdQHocu7jr2MddHx0HGHO1xVocg1UZTVcjjKG71KRnfVhJELjf\nd9WIY9es29s9jgFyHjtkJG6ROaliwyBfriQF3F4qzzKg2aOsTylHAHloGN6RJJpyj7I6YZ3nmFVB\nF218/NNr1qIXm4a3leJJ15E1Mc+kH+b1k9eZNQqRX3CUHVErRarUwCx96EOuivqJT8DEGAo/t9Zt\nS9zAi8mn+MIPfwHxuf+ZpXQT9nGWcew3k8XCXS+be4Sm4mF5ysfuuLJujcVWIV3HxgGi75L2vTBD\nk16yQHUV1n80767e5cH0AU0suVhlrpn+muwERw5uUkjnactFfeFsEi3E3AyQnXvJhLJxYVdmLLHI\n9mmkZH8/4QtfuDpoqt/DcpkTYanaDUB2BMs3APLO4zqAjPJdkMZQ1Wq7SW8HaYIrE7i46iZJ6Ipm\nYJDTKCceTYqb7pGGMwI6ag/wROJ8DbXh1sUhDN3fskj2EFZTGDM02PUs2m2LQw86j/IjItvRhQYT\newZMqRsBsnj8mODZZ4dT7TOzZ1Bdg04sB5l7s3sP4uNjV+Ld6qI3hmK9ZtK2w+b77c9+O5X8Mlq6\nXaFWagDI4xKvJKTxz1YrRWbtwKxUFUgkpU8nm1YVXGKQO1OhRMDxxKHIBsdyjTel/+rOHf6H//Sf\n+P5f+iXwDHK/wdftmkomNLUHyE1D0nXkk+BGgOyYzxlFc04buQ1+3KSXxWIr8ezyGDPAsTFouoG9\nzeWcWCkO7rqAgBsBcjwhsJrGbpjbRbIYLA6lvFqe1N9DmAmt93LuNWTn9TnTZM+9+7fpf+uASey8\nhsuq22qwMz4B8qbRN3po2i0XmWWzHLTYNwFkKV1D3TSekmhN7SNme/aJ8HYWO8tAl3PKbkUVxxQX\n3SYmOnEg/SYWG7zNYrtPYVaUUm5JLKJgN4Cc55Dre5wV71MkKftJuV3B8evQ93//ppfgwWzGe3nO\nWV2z37nPf2Ie8KR8QqwsOmyGJtlxFamqPIMciMH7uZc49f+9riHsBFUPkH0VqZ8/i2RBYyp0FGx0\nh1oTs3GqqWs4sDGP0pSiaZj6JMqeQW5VQSMjUjGyeQPi6BKDnGUe0WbO0isGlPMQjgFtzIZBls79\nIcqul1gMLhYyw6DpgsCHfHiArDUS6w57F9e7WAQ6pelqImOom5GLReSCQtLY9UNcBVTC0B124jB5\nqlHQ/V0xkTEcOpewwXloPKQEq1JnleVlTg4gW0pVYgiJdujDiYMcfQWDnMv5bgfllQfIQDPys101\nK0DsBpCrfdbNKVWS0C7rpxjkXeZgpjcVGLsuaIV/L4259rD+YtfxtrU8sZZEJdyNXuG1k9eYtIYw\nXXF/dn9wYerHpz/t/vejH3UAed2H9bQtSev2to8cfYT6dJ+LyYTCp2tNPFuyv+8a/cqLHKEU75Vn\nfOKOawyqsYRasl6P9p/f83ucNtI7uYwZ5MY4gKy04qQ8YX9yh1gpTtdfBUCWknnS8Lh8zFF+NBwo\nTk9vAchqQuHTYM3IiWme7IG1HBwnvPPO9T76A0C2hqZzANlau4kXv+Xd/XodX/On/pN/8ul/F8dg\nVEKrW2K/QA02b55B3g0gT7wOZ8OiLZslWZC7xWGHDTZhNiTSlCVosXIMyw0Tczzy3OXRR16m0W/Q\nfTfoLotDWcJxfgwolDBoeX47QO69QZ97bgDIz86fpVEVOoH9zJV2epnH4aFLEfrggxFABoqyZOoB\nclXBt9z/FjrboIWjLcYAuZ/c6zXEhAND1f9MD/bLEmLhQxOqiknTgO+i7xl3RYkSwcAg10FAGm8D\n5PnxMT/7kz/J4fvvw2KxxSDXakUdxTTqCQfpAW0PkH2X8Y1JeGZK4d0T8qjdnJyBSRpycrIbQI6s\nobMbiUUm3Ht3dMdNs5sA8lROgY6WTXPcIt0A5JuGq57km3e/97FsLphG88E7+6breyYwtoaiVgOQ\nWDZLJ/PYgUEOtZM41aMm2Yv6glkyp5HyRh103ySbR1Ni4zTIY4nFLhWcPIeumFM159RJQn1WDRWc\nXVjs/h5hc8DKLB1AXpmBQR5bTN12j6S7y5P1O5SxZD9Zc1K5Eu+4Uffv/T1n1QiwmM8JjeELbcuh\n1uQ5NJXgwewBQnV0VnF/dp/GN8n2v6co3MaXiGgLIKfGDPOzqkB0YpA41UFA6l1khiZXXdHJcKtB\nNQm2Qz72ZcajNGWtFFNrNwx4OHFR0SJyTXp99SMIBoA8MMj9e+QvviyxUGw0yFI47e6uDLKhG9hb\nHZaO/fUMcp5zbcxz3yBXqQrpvZh7iUUuc+cfnLq16Lp1QEqIRQqjRsEBIAcSqfXgQHEVQI5jMG1K\n3dWOSfdBITaqkaF0aX63zME4ds26GrXlZrNu12TxDKn19fQz/qBcOLlYYjdWpz3RtCtAttUe6+qE\nSkrai2rbxSKKSK7qlBwNN3/ucVF9wDpNoShowhFAvmY9fBF4Mwz5QAgyO+MweIXXT18naw3ImvvT\n+9TegaUff+yPue9UCJhYu2GQlSLuAtZr93PtWcT53h6PTk+54+VB4ADy2ZkDyVFneb8642PHjkEu\ngchE2wA5Tbe0kf0e2csEjYQP1h9wPDmmIyRtW06LZJBYXPe9RcZ5yDcyYRq3PCmfDHkCmQh49Ohm\niYVtJlRqTWgtWnkGuT4bKpD3nr85aGoMkOvOya/qriYMQjoC5DcA8m7jT/2pp/9dHINqA3LpIm1r\n1T3t37gDQA46z2SMWDSXjBfv5F+aZa7cbq3zUS1L0NHSWajcoH26fI9ptAdWUbGJyBw0kLsC5IkD\nyG0EKhwB5Os26I9/3P3vpz413OOZ2TOU3RoVb4BnD5CFgMND+MIXfJIXOIBcVUw8g1WWrvFk+toP\nuihq6yK4+xJXvwEXBcRBuCnx+qz6HmQXhbtPKQTr9doBZNhikJUt6ETA/anTZjVBQJbEwwY/sE9A\n75U0Djqo2xW1jKnqk4FBjj3QuC3oI9Iz1s05rRAOIPf2NtYySRyDfHp6M0CeJTMiDJqNxCIhIek6\nPvxh97P9Geaq6yfxRr+7ZRMH124I43uE2oGUdgyQ6wum0dTJi24Y/feQyxxpDFWjBwcKbTVtEO7U\nAxB2U5RtaMJwS2IxTxaE1iJuAad9k2xs9BD13rNPNohu/RyyDNR6TtGcU6Up9Xm9dUDdFSAH9QHr\n5pQyy1DLisnEMSFYsRNAnkwgau7yqPiARGumk4qT0oUUjPsQ0nSj+gr29vjtX/4yPx+GHITh8N4+\nv3ieUHV0gXUb/Ehm1cdVr9eQRoLG//66bYcD6sAg62iI3+6fof/eF+mC2hR0UeC8T70HeBJuN+kd\npBMeTiY80Zp9/wxJAjKYuKho4Q6YfXO1CgISGW036fXDIw8pR8AwCNDGOImFKohlhuw6ZL6bBtkE\nGuXt/bqgHBjkyEd7P3p0PUBGb8Bpq5zMo+oqxyAHAXkiHAiKriZhpYQk9ACZbRcLgSQyZliir/Ii\n75n0uqsHu8imgS4ohojy20BG72aj/UFhzCBn8RTZdTcC5CTxlaReSzpK9Vw17pC6C0DWxR7n1RO6\nMKRelsMcnsYujvm2Zvk8h7i9y+n6PYokwRZras62fMSvGg/imHUY8pvzOWlwwJ7+MK+dvEaiwEh3\nwKxHB0xw57UeeC6s5cLP75XWJJ1gvXYywfYs4nw+50tnZzx/cjLo7XqAfHICSev6bL71wbcCUAER\n8sYGuXFQSG1KdBzy7updnpk9MzQUPlqmtzLIQk+pW5eEOpUNjwvPIBvDRAa8/747CFxlD5im0DYC\nGUpiY+j0hkGepi499KOfvD5oagyQhTXUetvabxcXsq/X8TV/6qv2l75M1m/QjQfIg13QDtpd5yYw\nGXQ4vZffslmSkBDv0FyTphDbGdoncY0TgL4aBnkq9rEo6vCSBvIWL2bYgM7D7AhtaroIWg+Q664b\nGuSeGkI4QfEf+ANbDPK6W9FJZ9EGuBx6v0DdueMsbg4PYS8IOA8CB5BHwBKA02epstxFj440YOMm\noSQMqXuGquvI2GaYszjxms41U98I0W/Q+9k+TbhGCbEByGFInjr9cF/mBrynjN6Kip4nc8r2gkbG\nNL3W0zc09n/HxvJreySJ02gGpkNFglw0G5AAZFHIYgFvv307gyyMQQeGNLVc1BfDe/fqq/BN3wS/\n+3dff/1EOnmC8hHAg03cDiE5SeIOh03rkij7uOvz5pxpMLn13R+DdGk1ldIDA71IFqgdWOw0dY0e\nja1ck+yIQZ7LPReRvoMHeCqmxLobkix7mze9A4ud59Cu5hT1KXUc01zUw/ybJ4udnGzyHEy5z6p6\nQpmm6HVFmK5dYMSOh+Q8h6i+x8P1QyaNYjItHIOcHV7fqLtY8Kk33uCXs4yDkUPFS3svYbsaE4Ru\nw2vbYQ1YLBxAXq0gkxG1/46uAsjCSPrpfDmoZ5EsqMwaHYWkUYoU0vkth8GWxOJ4Muf9+Zx/mSR8\nsigAz1raCXW7po3ElsSiDQKSJHoa3Kapm8P+et25DvjIWjRm8P6NxAYg32qxJlI0HZ1nb3uArKxF\n4sDFw4c3AGTlnDQi69Ise3Dba5Cz3DGBV60Bw+cQJBj0FoNcqYoIgTSGgwMnI/IOX09dr9t00GK3\nWtM0jgmfxBPvCHLzHHSBJ/ngh74FkOXtDLIQ7h/nyb5hkGXS0egGTbBTJUkX+1zU56RaU5X1AJby\nxEnOgh0Y5Ki+x+PiA/fMuqAwIx/xa9aRYD7nlaKgjGOy9A7T1jHISRtihOXB7IHz6L9mPdy3ljP/\n/9fGENuI1crtHamKOJ3NeGu55MVR6tOYQZ7pQyaTO3z0yOmmyiBA4iQW11Ue+jmaRAnGdpjIBXw8\nmD1w87htaU3Ekyc3A+Swm1J6F4qBQc5dnkCehHz+8+76q77+wWrUS+y0UUOT3iR239nv/U7J3/pb\n8OyzT1+/DZA1jTYD9lqki51MFr5ex9cUIP/9v+86ti+Pngl0DLKm7QFyX6rbwRpm2KBbp8Mx1UaD\nHCN3ZpAjM6O1DQ2Bv96XhozZSWieZZCHexjbUgeupDFILIS4tbwURe6fg/QYZStUHNAEnkG+weIG\ncEg3CDYa5PkzrLozmlhyb+IAcjN6hjt3nL/uiy/CURjy2DfgTEb6RQC1DimnzvCxZ4dhc/o9P4cs\nijYMsjGkIxasKGARSU739nh0dsYdj7z7DTqLMrTtUCLaAPkwZJLHAwAfSkM9pRUEGwY57pvsJMXa\nd+GPAPLYzu7yGBjgOKONInI5YpBx9oKHh/DFL+4isdCYwGCigljEoC2xb5b64hcZSqzjIaX7DnI5\nxRhFG4xS8HaMJ3cAOadRa1opMT7u+qJ23r3xLe/+2Is5soZKdRv9sH+G2yKaex1bbaotH/KL5oJZ\nuFsCXZa5uOrIaMqmGz4fp2MTOzHI9cWcdX1CFce0y3qQWEyTfaRShDtszqY4YFk9okoS9KrEJH7+\nab2zxILy0Hknqw45qTmtTp3E4roq0mLB7/rPLtb20HuElyW8evwqxl4QiSkiFFsMct8gtFxCFssh\nPbBuW/qCSz//IispegAdhqRJsqXhL82KNhIceqvG1hhSsYmJrip4Jp/wi6++SmcMn7m4ADYAuVIr\nlPAa5N59KAzJYgeQtw6oP/uz8O/+HbBxgMhljggsGo2MjYuJFglSKaL8Ch9kP8YMsradY5Bbi8I7\nUHgGeTaD99+/+pDc63838oZuaNLrXSxmE1fBvK6QKSXIMHWNgmG4zSAHEZF/b67bQqQE3fhnMAbV\ndbQtqKDwzVa3M8hxDJHJUV5iMQbIqZzcyiCD+/k8cnKx1jPIWngXDN8wfNPIMuh8WJazGqw2SbCJ\nb5bf4ZAalnf5YP0BU6UwlBR6kwSbXvc57O2x8JtWeHyPrHyFN07fQDQCJcMN6LwOIAfBAJBX1pJ6\ncLtcwqxNeHex4K265qV33nmKQf7gAzgM7/DMwcsE/jOqwhApnDziuv1nvM+Gwj3nu0vPINc1qVLM\n5/DuuzcDZNMmWNMODPKT8glH+RGttczSkNXq6uZQ2OCviZwQGz04MZ1VZ0zCKUnXsdgL+DN/5vrr\ne4AdWuPWjt5F6RsM8u7jB3/wahKpf0kGBrnbSCyGmOgdALJtJtRqOQDk/hQjrLw1IrO/hzRzlE/i\n6tmrWTy7sbQzHnkOaeBcGWoRDg0+Q5PQLQxy/3ksomMaXdLKgMr6628DyKNnKEvHIC/NCa2MuNtL\nLEYAuQedx8fwbBTxTpqybBoWlxjkdiUcg1yWruzjP4f+ezs/hzwWVP0GrTVZEGxJMO6ImIeHh3xp\nteIZX17NMjcxgyAgaKe0UnJ/cnd4zkmeDI0xA0Ae7XD9xJRCEgfQSklZnA0McmwMe3tuYxTiahOT\nASTEUyKtSXyS3n7mGqp6gNy2V2sHNwB7Rmi1L/NubPluY2+DYBOT3qFQYbDdpOedAG4aSQK0E2q1\nopESXW9KZHmQ78Qg9wfUyLgmi4H97Re4HQCybSZUnkEeJBb1BVMxuRWkgwfIwQxpOtaN048ba1i3\nazpu/xzyHOp15h1N5AYgNxdMkr2dN2e1POCifEjZA2Q5Asg7HJInEygLx/imqiPKl6RRSizi6wFy\nkvD7fu3XAPhYHA/z72PHH6ML3yfyKV7NqAegB8inpzDPJYVHb9WlCk5RQGITLvzvraOINE23NcjW\nHa7upq6TzAFkp0HunWheTN0E+syXv0zg56HT8E+o2rUjAESJNpo0SmnDkDSRTwPk7/s++K7vAjYe\nwlmUIaxFB5ZAVo5RMxapNdlUbPUijMfYQcJYhZIS2yp0UD3FIL/zzvX6YVS2cdLo9FMaZCn9Z1s9\nfX1/DxmkGJ7WIAsbIW/Zf+IYdLMJW6g7jdbQmIJJPKGDnZr0IpujTEMrBE3l2Pi1WpPIKXKH9z9N\nHUB2TKCz6lTh0u3DO5BEWebCss7qMzKtqZt2cKJJ49mtDcP9PSju8nD9kGnXEcqKVeckFn3Q1ZXj\n7l3+l89+lh/7Z/+M4PgItZ67BnBVoqN4AMjZTQDZf8ZrIA1j1mufYBq5Q84vK7UFkA8OHED+yldg\nkQjK0edTCkEsklsZ5H6fFQi6yEss5s8MfuazmXt3bwLITROQCzn00TwuHw8M8iQWm8/12ut9BdEY\nrN2EXWXB7QTLmEEeOzFtSSy+wSD/l49+M+jAloE/AAAgAElEQVRF3spbZQ12QTswyEkCpnFm142U\n2LpBxM6BAsNOEossg7CbUVPRhMF29+1XA5DtPq2taKINQJ7uqMPs7zENjyjNCpUISuOT+HYs8fYM\n8ssHL3OuvkKRpTwTHwHQ+M0R4Id/GP7wH3Yg7dks450sY1nXzEfg1hjHIFe5m8m11sMC1U/uszNY\nJJK136D7KNsxg3xHSh7u7/OLTcPvePgQ2DDIAGE9o5YRL6Qbpns2vYJB/ut/HX7yJ5+6PhcJTRxR\nFudDoELiO8fffPP60uhYQyw7TSRHPsgenPYb+1Wl0W0fY00nLI2XxLRK7fTeue7zCcrUrpybbeQN\nza4AWeXUykksbL1p0ovF7d694wVSWE3tw0oGayZ2A8imnVBpJ3Fqim64Rx5OdmKQ3UFhijAdZevZ\n/9ZrMLldi51lUJUBc5lRxzHtstwwyOlXA5D3WFZPKOMYvS5Q0Qgg3/pXbNaze9N7xK0iyJYcZg54\n9jHrV43DMOS9v/JX+MR8PtzjU/c/hTE1YeRewlqp4Rnmc7fxnpzA0TRh1QNgX+UZA+SUlPMkAWtZ\nJQmzbBO0I0JBZAJqKbkrfTOvtSQiJIocAHVNrgHv/eiP8r/+/M8PAMEl4U2o1JJOCCLh1uwgCNy7\nnFzBII9GzyBnMkNg6AKLiRxr2ilFZMxgnXxVEp4Qbv2KwxStGzopsaqjZdSk5zXI14GMsYOEhCHN\nb9AgjwI2rsOHcQwRiWsU9AxyD7JDGw4M8nUjjsE0m2eom17msXn/5S1zMI69k5OuXS9CpQYGORap\nA6c7rCWZmLrQIh8Zr0LfqL6D1CrLoC5cFkBqNJUPvVk2S5Iwd3Nwh7Ass7zHw+IheaeZzOvBerP3\n8L5y3LvHf//P/zk/9TM/w2ThbB5/7wu/l6V5k0AuCIPQaZCv+b37YciZ/3xWYUjuwW2//7xQVfw/\nWcbHT04GS6GjI+cE9c47sD+JtgByFYYkcTYwyFftQXHs9tiugwCJkmKjQW4a0q7j6MhVIG8CyHUN\nkyh2TkzRhkF2blCbhtirxphBlsZg6IYmvSzMdpbo5VFOaDXKmqdIntve3a/X8XUBkMcMcuT1V1tN\nereEDEDPYOVU7QVNFGHqFh25iX2jf/Cl5wjVjEoXNEKQZ9Yn8c120oL294jNHpUtBoB8UV+QxQt3\nEtsVIAfHrLolbSJYdieDZctXA5DvTu5iTUWRJDwf+xhaKQcG+bu/G/7pP3XXPDud8s50yrJtmY/k\nEXUNsRGU/kuqrR0A8mzm2N2zMzjIJCu/iVT+Z8Yb9DNZzHv7+/xHIfiOJ0+AbYAblHPKRPJ86hjk\nWgjm8/RpgPyDPwh/6S8BG/bJGMjCBCUFVXHuSksjgPzWWzsA5HhGpA0iVhuJhXcc6Bemq/aGbYDc\nYUNDbf2B5ibXkUv3iJmgaGij8KkmvdsaVJMEbDuhbJzRu202TXox6a3Vk40TgFvgGrutIeuZ9JtG\nmoKpJ0Nkd1e2I4Cc7yyxkHaKsA4g98zTPJnTsBtIbxrYS51zR115DXJzTi5mOwGEPIeqFMxkRmgt\nti1RwvcAfBV9CGXp5p9UCpOsOco3B9Rrq0iLBfd/5Vfg4GCQLz2YPUCcvEyauu6aWuthg+81yKen\ncGeRsPTzuu66QeLUz79JkHA+m2GahiJJmGbZsDECSBtTJzF3pPs9vQd47zTTNxndt5bk3XcHS5gk\nAXQMpqMVIVG4ZBo7fWYrBGl2BYM8Gv0czmVOGFi0lyhN4glKKaTWw0Ggj1C/PKSEOMzQuh0YZGV9\nk561Q5PedTpO56KU0nTNoP+9zCBHQvAjP+Icuq4aUkIUOB30ZYlFEAjkDgC5q90zxNbSKD2EhEzk\nZCeA3Puhq94PvWw3EosgdSz2DhriTEwJrabSBmuh7JZfFUDunYkSrWm7EUAmcQB5l16CtXuHsk6T\nzZrBR7we2SQ+Ne7dgy9/GV5+mcnEvbPf+6Hv5TT6fzHeB7r0Hv1XjX0hOPN72DoMyZJsCyD/Nk/1\nvur19+BkC2dn8MYbcDiLKEbfUSklaeos2pbLq/eg3r2nqgCT0ImQdy/ecQyy10vfvQu/8ivXSyT6\nfXQqE9pIbBjkyfGQ3Pm5z8G//Jc3Xz+JJ0RWo+lIEhc7Hwe3GxyMGWRrO1q7zSB/Q4P8/3OMAbKw\nGmX0dlDIDtKENAVdO5DQRBE0DdqzGa1SO0ssAjWj1gV1HDPPu03QwVfBIEu9T2kKainIcuO0iPHM\nNSrtCJAnHHOuzmiSiDPvafjVbtBBEDDv7rFOYz46eQFtLSYIiK7QYT5YLHg4m3GiNfMoGr6TsoRE\nC5b+pqW1ZP5lPzx07NXZGRzOYpZ+can9z4yDRO7krvzzepbxqq9TjgGy+Pxn6NKcwDsuNFHEfJYM\nPq9XbWx9ilDTQB5ktNIxyEf5EY1SxNYOAPnm8pTXEHea/4+9N4+1bLvvOj9777X2dMY7Vd2q9+qN\ntmM7TmLI4CSQxCSikSMCpJWEIaEThm6QghCggARIQAhIdED8QZAitUTbVqtBRGpAKM0YFAsIhMRp\nMI7z4iGO7Te43qvpDuecPa2h/1h7OLd8h7Xvs9NF45/0VMOrfe4+5+y11nd91/f3/QZi45IQRdLb\nC/6NvwHvf//5128D7MAqdGQpOR4YZG+APKUyVWsptdXYedmCsHW9qfI+KpQ26OWoPEJwtbwoCNwC\nnUWOQa4fl1iMAcjNKWXrQ95JLFIPFgI6gDwjNIqNNr3FWxc3f5UOOgzdZzGTC7KmoSirnkHuQbrH\n4rzZwG62S940BEFBYYfo8YtCCrar36BObxI1FSbesJe3DPJlNle3btEZZm8fvZpX3o0Sbmxty6w6\nicWDB3C4lzqAbG1/grO9QZ2Hrgt/vV6TVxVRnp8Zf4nJqaRgP3IDpWoJge7f9F34s5kTXG4xyI49\ncot7FDhZHEAThuRtg92VDLJwGxITWEzUgsKmQbYM8t27bTPSOVNwJ2/QuqJpd3uV3ZCLswwyXMwg\n904a4K7pXCzkwCD/xE/An/2z5391UoJkAMhNbZHSeRgHJvBikJs6REYSYS1lY3qAPYknNMHVVllx\nDKiMRm++ACAnbVjJVZUkXRaApjRdGq0/QN5uvI6NplKDxCJGes0D2ycwqWpIZjVvrN/g5vRma/95\nAVnW2QTt7/dBWL/3Xb+XZP1WVOIA96ppmF0wH+5I2QPkUyGYpnmvQZ7P4c88esT/9o/+EfmWHUUU\nuZPFz34Wbu4INlufz0ZKFvPsUptQGPBPoBPKOOb145ZBbom9w0MnEzyvhwW2ALJIqIUgC88yyIkQ\nvPOdlwPs7R4UE2isKIjCiEAH/gyyzAFFw1YfTRsO82WA/CZqW2IRWUONGc0gJwmoYsK6Z9Eq6rAd\n2C1YuqqyDKhay7AkZZmWQ0xtEFy5QHfvRaglp9ols8nJyjWhEYxikBOzz3F5n02ScXoyWLb4LNAd\nc2QM7JXvZJOmHDBxHpJNQ3AODSOXS77itdf4d7MZcynP2KPlWnDU/sVJGLJowVIHkI+O4GCxdcRr\nLelWJ363OP7Wz3+eb371VaKWferYKWuh+vzTqDRzIw3HdM+XGXXtXv88/0YYBmdGSh0Lqs2p0yAr\nRdIC5Lt36U36L7p+lsyIlEaLFcuWrataac/b3gY/9EOXXz+NXZOdkXDatA4UIwCytBNKXVBH4RdO\nLh4AWVepC8lpGeQksRxXx14AGVp5QzghtA0V9qzEwgOkp6kbf2V10rvIdCDdN6I5TUHoKYGpKVuA\nPIZBhnZzKebOCaOueg1yGmReLPY2QE5Vw3Rectz1EFziwXreaxxODgmbCi1r9rI9tLXoKEJeNAd0\nJqPPP9+/hrVQbWKKcND3d3PAtgb5qf2Ek8kElHI9AGF4BiAvIsGjxYKT9ZrZZgNbGmSAWM2ppOBA\nOATZnVxsv8ZkAo8LIvuwEJHQRCFhsD7DIOd5fClA7jXIMiPEoEPQkXuNRqkeIF+kH4aWvSWl0SVK\nCNCKymwxyGE4WHldoEHWTYQIBQJLYwdwmsucJooQVzz/cQwRCdo6FttUDaGskZHEWK5kkLfjqgVb\nDHK9xSB7zAOhcn7otZToNpF2Va+ISbwAcidzwipKM3gg+2pJu76SZbJEGk2jG9LM9REII0aNwZuT\nm4hGEeXNAPiCgPQiuaWUztj4+7+/B8ipSFl89n9i065Np03DOW5rAOzEMY/af7eSkulkcoZB/s3L\nJf/zBz7wBXFyHV5eTmM27edjraWQkt39nLt3WwB7wQ/u2O6gcgD5jQcvu5jplkHupoUrAbJMaURE\nFm7ZvHkSLB2DHBmNDRWFbWWGHmtY12ieiZZBbvtqeg2yhwvZk1pPBED+Aga5PeI9rU+ZxFN0FF0a\nkQmtl18Rg9WE1oKuaIK2wU4pb4mFLeeU9QlFB5C3dJg+ADnLIKyXnDaP2KQJobjfs4lJXV+pv+pe\nI1EHnBavs0oyVscDQPZZoDsmrSjgbQ/+F+p0RlAUbnG9iMWez3nvf/7P/NJyybLtou+To0LBow4g\nRxHzLQb51VcdEN+fpf0RbxEEZOcsrv/03/97/vWP/3g/wXQDu6ogUAFVS0cZa1FhSJImLBZucbwI\nIHevkdocJSLmJMRR3Ebl2h4Yn2dPA2cZ4EhrTLjpQ1V8te/bADmQhuOq1SAr5bUxSxKI7ITSbFAi\nIm3BbReP7HMPdRWQtxo0W9eYlgk3xvrLPILcxawz+Fj6gvQ0BbWZOonTlovMceXs7nzHX2SmYBpK\nMwDk3jLMc+xMxIJUKepmi0EO0lHs1W62S6IU03k5xEQb471J3mwcgxyokkY03JreclaRdX2xzVW3\n8CZJ/xp1DbqKKdpxX2ndzwG7u465khIOssgB5Ko6l0HeEYKj6ZTTzYb5et0D5J5BrhcUUnA7cVKQ\nurXTSlO3QY2itpltPneIthXk93HTInYMsnUeyABNFLGzcD6wnWXf47XNIBMYdGjR4ZbEYgsgX3QK\n1LG3qmWQc9FQtuxvgwvY6D7a86Jytxv9hLUunrp1sUiiDBOGRFeMQSkhsoMO2lQNRrQAWymuenK3\nmxWltVTqrMRCBcGVTXqOQc6pmw2NEOhy0CDLQF7ZKAhuHkiYgm2ozDAPzJKZF4Mchu6zWCQ7xEbR\nWEWYnpLLHK2010Z5m0GOVE042TCLZ8RRfMam9Nz64Afh+76vB8gAq9Mp60SCtay0ZnYBybQTxzxq\n18bTJGG5mHJ8vCXxe/pp94fHzIA/+EH46Z+GSRyzaeeo2loiY9i9mfNrv+auv4jb6pwwKFOXhBem\nTONpH7j19V/v/t1b3nL+9d04nsuMRkSk4ZbNWxj2wUQX1TaDHBpDGGtOm61eHo9G8zh2BIuxDc3j\nADkMv6xBfjO1DZBDq1F2kFgkcuK8Ez0kFnUV9FG12tRUtF+QJ1BxOuYZRX1MmSQskrI/6q64WgsK\nXRLXDuvqEZskIwpedwx0G1zhU3nujsxDo1inGeXxQweQPWUe0HbSb8Cc5pRJCpsNVVlerAFLEn7f\nz/4sAM9sLdAnJ7AUwjX4bDYcC8GinaD29+ETn3CLzjyWnGaZY7DaY7DOYq0DyNPZjPyll3o6d9tH\nOZchVYs2K2OIlSLIMnZ2nKzsKgY5MTm1jNiN2m5/pYgZ0uvOSwDavn4Wzwi1QoVFzyDXF3nWblUH\nEGbJDK1rkFv64REAWZgppV5TSckkUUODgydAdgxCjtAaTE1FKw0a8ezHTMA2qFZDdkZi4THJ1kWM\n1lXPIHchORGx18KYZRCpGdZUlNYymTCkGnrIPKCNeQ4XJLqh1nXPIEvPe+ie+51sh7hpyGdbx5WX\neLBu13YPgFEFtVAu1bI9wbnwFOmv/lX4hV/o76MDt4FN+6PbcusU6fZtl8R34wbMheA0z6GqXA/A\nYxvU3VhwNJlwfHLCrCggis5okEW1Sy0Fd9oegO7znk7dCUzPfnU0VjuwOgZ5KlNUFBHi2F9rLSqK\nmC/jfqN9EYPcNekF1mACi+qszbYY5DfeuAIgBxlKlzTCpfl17G/HIHfhHOfZjD7O3nYAedNsSKRL\n8ws8ALKwaa+DNlWDiYawEh8NcncPEYZamz5RsPNivopBjmMImrN2jx1AFh5OGtA6OTHFtmmyPdCJ\n/d0IurCsyCpqNCZpLdpaZ6GraptBpqmweTkkrLYe3lfVdOqee4DyKOZkMoXNhpXWTC9YQ3fSlEdZ\nRmMMTRSxezjjwYMtF6Xu4XkMqX7DN7jY+HwLIBdak1UVy1sZv/zL5zd49z+3BcjBZk4ZS17I3WJV\nNg2pMfyO3wE/8zPnh3zAAJBncY4WESErSlW6k7cxDLKcEBmFSMzQh+N5+t4RLNsAuUswbb7MIL+5\n2gbIgdWowCKSGoslCOSVGfKwBRJagEzUUNpWv+gJEiYTUOsZ69LlyM/j8oybgA+DlecuavO0uM8m\nSQjsG44JbKOPfaqbIGZhTpHG5NqlDPou0N17Wa+hPA4pktjFdRbFxfcQBHzTq6/yF/7lv+RrJ5N+\ngT45gWUaUUcRdVFwIgTz9rvY24OPf9xtrOdScjqdugU6CMik7I+A+2TO3V1Hk7QAuUsCOzmBaRxS\ntSvVNpDoWLKrGOTcLFFCsBe5VbhraOwY5PMSgOCsxCJUGhWU7KQtg+wp7ekY5MbUmDgYbP08Ty7c\n0eiEul5RyZhc1EP62wgWuzN6l3HNWo0H6ZLhiKyXWHiy2GnapnBFgkoIbFn1OuYIMaIHYIo1NSVu\nHHTd677HdM4qbk6sGmpT90EhvgC5Y1N20l1i1ZBMqiHkA79TpG0GTKsVtbA8NX/KPdeX9SHs7tLR\nRd3mcbOB0LqQHYw5w2JvKTKYRxEnmZModZ3+2z7IB4nk/nTKZ09PefrRo/699i4wp2+hFpJnMgeQ\nayBpx/Brr20B5E7n+RiDPJVONmUomcUzGmsRShEmMfO501CeF/W+HRUNCh0Fzvs3nqCUQlh7qTyi\ne43IpjSq6OOue3mEtcgg4Ju+yemHzwMZ2wxyBCg7aJClyLz8g+PYfU+dDtpUDWYr7tqHQe5BurVU\n2lm0ndEg+7rZdIFBWwA59ByDSdKGZdmaCs4monm6EWQZTKIlkW5QgULJdpPbetNfVdvjxzQlOm0G\ngBxFpB4AuZMtAGzuR25tOjnh1FqmF7yHaZZhgdfrmmlRsHxqxsOH7gRlscAFBuztwW/5Leffd5Kw\nbp+TjTHkZcnunQmvvHIxQQODVRyPblLEkmezNiyrZZDjGL7jOy6+vgfIcopoFLV1fThBEHgzyJ3E\nIjCaKNaDk9MYmSA52jZ92NVJPTDIPuTGk1hPBEDe1iAHKDQGG7dm8+C6z0d8yVJr0qzmtN35+hr8\nT6ewOclQakMhYweQywGoXPWggQNyzWrBunpEEScE+v61GOTNBqbM2KQxT0Xb1kt+ALlnbx9GlLF0\nAPkKkB7OZvz1n/xJ0sWCLHPXn5zAchGwbBqOqorjOGbRHhF34PPOHZhFW0e8YUgax+zuOn3ko0du\nl9yfb7YXbgcdTJMWIFeVk4JUFbSv8YlPXLwD7wGuPkRFETtRq39sPWuDwMlA/tAfuuL6eEagFSqo\nBw2yh//2WYBcYeRWMIzWV0azQpeENKFsHECeyPps+uKIIzL37DdDEt8IBlnaCdbWPUDuJBY+n0On\nJ89F3APkQDr0ZWzgNf6yzAFkZUpqrAPI7UTtO/7yHBIWSN1Qo8hz23qhC6/xFwTuNWbRLkLVyKxx\nADnf6xtefO5hs4Hnd56nsY+oROgY5Lp2G78RIHu1giyMKNodayefgIGRnU6dBZ4JQ6qydAA5js8y\nyHnEpK75qbrma19+GRieG4DJvW9GxWnPIHcbkvn8MYB8yy3eHdLsgJ3TLxoshesbMcZ93nHMYuHG\n4GUMci5zLAYdbYVjKIXcAsgXMcguQc5pkBshyKQaADIgoojp1DlEXnT9AJANikGDHIsMYcyV64+U\nEJq0Z7FN3aA7gOzBIJ+xu7PGSVy2XSw8GWRT51RqYJDjxFCqksAG3gyyMFOUqalaq8DT6tS7Wbd7\njUm0Q2AbmtCgokFy5kMYdOTMzelNtNrQJKYHyJUnQJ5OHTFjLazeEJxMJ3Bywgq3Vp1XwXzO0w8f\n8tJmw2yzYfn0lAcP+r5ZNzncvw/f+I3n33ea9lrnoqrI6pqD2+65uQwgdwyyfuMpNknMV8yeB1o3\nmivf6TD3zhInE6w4HlxzPE5Bt9cPjCKIzZAFMILkETZHmYomeszL32P9eFLriQDI2wwyVqNCi5Wn\ngzm5p8F5B1Rio0myZuiA19orBW82g/XKsWBFHDOT5cCieU4O8zmsTiImkWCTJqBaDXJVee2eu/s4\nPYXd4CZlInkuaa3PguBik/THqpNYrB6EFLF0HsZlefk97Ow4xHrrVu892iUALZXiDaU4SlN2W4Dc\n6Xrz3DFYp22HRhmGpFnG7q5bXK1tGyBffNFd0B7Tdj/j6AhmaUDZ0lFVWfaOAx0Iv6pBIVO3Caxh\nXzoQXm1957dvn9/9DmcZ5EArGures3YMgzyLZzS6xAjHWI4ByI5BnrZBHzFZVJ+ZXK6a4Lrx44ze\nNXHaDM/tiHsQdoI29XBE1iUhRZE3CzHdAshV0IL8ET0AVDOULqmCYGCQsx0vFrt7jdjOkbpGobDJ\nidM/emqxwW3cUnYImxqRNWc7wj0lFqsVPLd8DmVPKMOAZxbPDM+1R3UA+fgYZjJk3Q7ox4MS/tpf\ngz/1p5xjzXKz4VFRUALZYwB5MoHnTk74v7KM7/3Yx4ChuUZrsI9uYmQ6uMi0ALljkHtw+z3f40xZ\n2wHVN+nJiWtyDeqeQe6Y1+XycoDcMcgWhYmgtisHCltg2QHji46Ynbwho1EtQBZbEguujmg+wyBb\ni7K21yDLKHXv44q5X0oI7aCDtlWDClsfZWMQV6w/2yA9xFJr20ssJvHEhZV42T3mVPW6Z5CRG9ck\nrs2VIL17DWGmznKyBchjAx+yDLJgCaZGB5o6GiexiGP3XN7IblHrE5okGBjkLR//y2q5HE4v46Y9\nXTk54VEYsrhoHpnPefrePV46PmZaluzeSnj40Pkc7+9f+SMdQO4Y5M2GvK556mn3vV/UoAdu2X34\nEIqX3k2RJHzjwW9y73XL0vGy6k6Lp/GUqFFUdsXBxEmgfEmejly0RhFK6yQWyUiZoM1pbI0KXcrt\nGQ3ylwHy9StJ2skhyrG2QQVgxGoAtx7m4l1T2kROENoQp2r4gjz9gztgOpMJZSyZyXI4LvfYicEg\nG1jKlDKOMfUDd73n5AADs7qvn6OIY+7I1iIKPwYLhkFzfC9EhSHNes26qpi0C+C51W1zb93qB20H\nkHe05ufimOfv3ydtV6wwhL/wF+CP/TGnU37USSyiiCzP2d11IR07O63sues2+KqvAtxXmmVuAV7E\nEesWIJdFQdreZyf36oiri95nXj1PpBsW8QCQffTa29IcjGMdd7M2btcjGrzXYMZTalNgZDCwvyPA\nKU1G3WyoZEwSbShV6e3g0oGp7tlPUnUGpPs8+2nqQga0bWiioJdH9BILjw2q00Fn2CBAhhUbfdxH\npPsy6aZyn2MVBoMGOd3x0oODex6kXhDpmiZQNKKVR3h6UoMbf7HeJVAVYap4sNmSWHieIq3XgA0x\nytLIhKdmT7kTnBGnSF1K5VwIjmczp6EMAmZbz/Vf/Ivw7d/ufn94esrrZcmmPcHpNskdQP7NDx8C\n8LZWnLltk1iehNRSuIeZQX//BQxyFMELL/Q/v2/SiydE2qBt7Z5ba500bktqdZ6TzDZzatHoCGpa\nUNgyyFd97R04rdUGFUZnAHLTapCvun4ApwaN7TXIIkqdrt+LQU62GGSFDrbCSkZpkDW1NT2DnMsc\n5csgVxlFc9r7oRuxOuMIclWlqesDqHVJHQ5H5b6BXdDKnOwSqytUZCl5NLCRHmArCNwYupm8yFrf\np5YBt6ZuASilJLkoEu6xzyJNXf/KjnRN5vbkhDek5OZFn+NsxtN37/LRR4/YKYr+NT79aT+APIlj\n1m0fTrHZkClFEMA//afwl/7Sxdft7Didf/Egp8mmfMut97j3uuVYc1l1RNM0nhJpTW0G33WfebM/\nfZcTrG4gNn3vx1iCpTblwCC3BEvzZQb5zVVnlu00kA06shjRMshdXK+Hf2lRtH62RhNnzRATbYzX\nl3wGIEvJJCp7kFB5sGgwAOTdeEKVSEz5qLf88l2gl0u3MO5Ub6GKE56P23Q5Tx00DCzW8VHAvFGc\nVNXVALl7bSFcN3PSgtcF3FGKn14u+ZrPfOaMIPiv/3X4lm+BSRRhgoBNWTqd2GTC7q4jm3rmZ7l0\nlhdbVNBi4WI6l0nEql0ltoFERzqf130Ow1HaTvF1CNXw1MzR2rWnZ/Q2A4xuUFaxl+85Jw0hEFcc\n521LLEpToEQ4WmLhQHZA2up3w+Bhn0bmA5A7IDSJJwijkenQ5Fd53kOWQaBcmp8Kz0osfIN6OhYi\nUYrptBo2l54SpzwHvZm6iPWQMwyyDxMCbvwF9YJQ16hAO4Cc73mz2OCeSal2QZWQau5v7juJhafM\nI4rcEDk+BvHKtxClO04POKIPoRu/R0dugT9qv+TTMGR6wRxwuF5zt6pYC8Esjvuj26MjN+T+xsc/\nzq/8/b9PsDV+u5O34jToPbShtThs5RFnAPJjtc0gB20Kl5MbmTMMMgwNs9u1zSBrqzBRQGXXZxhk\ngA98wG0GzispITJOg1yLiDRqhhQ8rg7Y2AbIAZYmMH2SnhCtPZpPg5xuddBt/GDTAmTVejFfdX3n\n5hFgaB6XWIQhwkMHve2HfgYge8g8oD3N0lMqW1BHwRdokH1OUbMMEruDNgVKWAraTa4nGwluDO4H\nb2FtX6eMQ17YeQFlDPYCH//zqlt/9mYRidYcn57yepJw46I5XUruPHjAf16t2GvHwd4e/MqvXN5k\n19UsavMCqopNUZC3Y/27vutigqe7z5aYyGgAACAASURBVI99DG7MIyfR6KxOPQFyF9iVRVNCrdio\ngoO8ZZCFuLKpcTtJ1VgF0vYEi++mpgupqW2Jaq1Ku6CpL0ssvgjlLJ5yjFWoEFTkNMg9QL6iOiZx\nEk8QWiGSswyyr8Ti9BTmIqWSgizc9B6QlcdRN2wxyMkcC2yKR+54tq5HTQ7Hx7BXfj2BNbx9/lag\nBcieD9rurpNLrdew0IrjqmJdlkwu+yz/zJ+Bv/k3z7zGZz/r3tOz1vLTN27wNZ/85LliwCAI2F+v\nuV+WrJKE6XTK7u45zNFj38Ni4Saxw0ULkKuKqo3YBPiDfxB+9Vcvlkh031m5jslMwkHbZNQFHVxV\nfYNDMnMMcmDYzXZprHXuKR4McifRqMwaJcIBGI4E6ZModtpBHg5OGh4hOdsMcqQ1MlEDSPfcHE6n\nQD2hsWW/MPYSC8+gno6FiLUmn9RnNgo+k+x8DvXKBfXUIjzbpDdi/NliTqBLlDCU4cOeQR4z/sJq\nF6sLrHRuGLN45safxz3AsMmtP/3NmNShy6KqyDwBcneCc3QEe0l7OrPZsApDphfMAYebDXfrmpUQ\nTFqJU+dTvlzC7mTCOz7ykTNot/ve1schdRT1DHI3383njoW7TP/b6Rcj7VK4ZsmsHz8kSX/teSzc\nNoOsaTARVKZlkLdA3Q/+4MU2V45BzqjbJr0zDLJHwMbjDLLBEgnn4RsGEuHRpCclhHrQINM0KPyb\n9LadNJyTkz0bFOIpsdBVSlmvaMIQW9WocItBvuIeYGiULcyGuvXS7jXIngxymro02cYUaGnZ2HFg\nC9zzVq5SMDFlLHhx90Uqa0nr+lwf//OqA8g7O3CzLHlls+FUyl4ieF69/cEDfskYdlsi6amnnNzj\n+ec97rmVGdqyZFOWZJ6nRXfuwH/4D/D0jZBCCOw2QPY4Be0whzAtQK7HAeRtFwvTOjH18+4YmaDO\nKU1BswWQO4neVevHk1rXBshBEHxvEAQfC4JAB0Hwm9/sjWQZRDbHmBotQIWtxKKu3VHdFbWtwwm1\nRqRm0CB7ApXOO3GRTLABSHnk4q9D4XXMDMPDOol2SOqGk/UJB5MD6rr2nhy6xTU5fidpY3hu4iwY\nxjDIe3vuaGg+h7kxHDcNm6pichmL9lt/K/zIj/R/3N0dUuje3k6MX/PSSxdaShxsNrzRAuTJfO4a\n83DNvxdVD5D3WilIVfUJQuDYuK/4iouv7wDyagWxgbp9Vnwt8VrcwSyeYW2NstYBKk/tex+VK6YU\nZo0SwWDzZozXxqxPIhLSsXg8ZJEsUN1nMAIgC60RsRqa9DzvYTJx7FNtStRW3PUsmdMIgRzBIEut\nSPN6YCE8ZR7zOWyOphR65aLe8y2bN89JdrEAUyywqiTMDEfVA+dh7HkP3WtQ7qD1Bp007OV73h3h\nXXUA9/QoZSPdmN3Udc8q+Vx/cuIA7o1s8CFfRRGzCxb4w6ri83XtQg7aDeqZJtlzPBNT5wDJ0Rsh\npYiw5wDk11+/vEm2a9ILtEZb3Tfpyba5uvvIznuEthlkZRuUCCmNs4pTWl8JLGEAp1WzRkXhF2iQ\nhQeD3INTDDqwIIsWtOOtQUYnLUiPHIOMP4McRa5XI4lSAoxzEdkOComiK3WccQx1FZJEkdMg1zUq\nGhhkXy2pA8iOjT/DIHu6EWQZxHqHWm1oZMBKtRpkz40yDDHqcfMUVZzy7sN3uwbVunYPrUedAchN\nwy8aw1Onp4TnieHbemfr8LLXzr3d5s7nR4owJGsaVkXh1lpPgPzii24MvuudAYnWlO0YLK31Asjd\nGhiqqbOGbSpuTluiyAMg9+tHPEHrGtsyyGMlFqHKKfUGJUKSxA4e9lL+d6lB/ijw3cC//WLcSJa5\nD1jZChUGfchHXdde2qnBCWNCqDVRqocULg+Dc9iSWMQz4kaBcMfU0D5oIwDyLLhJXDecbtbcmNwY\nxWB1APn4GDJlKNrdbOnJooFja37t19xEs7CWE6WcxMLzHsBNLL/yKy7i/rsnE373xz7Gt7300oWL\nxa3Vik9WFUnTIKbT/kj1ssllsXA59gf7AbOmYaWUY5BHNDR2R9ESS7UNkEc0VO3le1hboLDsZrtu\nU3WZZ21bnY4TlaCoUTLiUfHQHS15sre9VV3kgj6wj9z1HQvnq0GOJ4RGEyV60A97bg4nExfV7hiA\ngCQ1rJs1qZwilfLyIS8KmMopsVIkW04alSdIdw2uAhsaGhEwm20xGZ7jb7EAtVqgW4Dc64dHsFeL\nBbA+oNGn1FJxe+Y6RMso8vJgBTeGX34ZMDnrzhu1abwZ5Chyn8dnPws3poJVHKM3G1ZCML2AQbvV\nNLymFKs4ZjqbsbfnTpH6mNtO7Ljll7ZYuH9TF87loOokFu17vUweAWcZ5MBoNMY16SnliI0o4n3v\ng2/7tvOv78Cp8yyuMSKkVG2TnjFerGcnb6jUhiaKSCJ1lkG+Yh7YbpADgwoAuaVh9rR5QzkddCME\ntm6orWuQa6y9sklvCFvI3D2wJbEYwSA7uYvzbra6RgVtGq2nxCJNgWrGSq+otgDyLJ55+9lmGUTN\nkkKvsTEcV62e1bMXAYZT1OXd76NOJqQipdT6cpvEx2pvDz75SffYH2rNz0nJW+7du7jbE3h7m+/e\nKfp+7Mfg/e/3vGlgURQcF4U7rfWUdHXs9Nd+LeRKsekA8pZjzWXVYY5Y7RGahkLVHE4Pe4LlKklK\nJ9HLxQRlaqywvQ9yZYwXsZAkEKicwmxoRAjx2o2nICLSmtATtzxpdW2AbK39VWvtJ75YN5LnjqJv\nbIUWARWtxMIjyQXcgpIkkAbumCGM9bCD8VygO3PxeTJHNgotnIYGhgXjquoe1im3iJuaTeWOO+qm\nGcVgHR+77tlMGzatWWkVhhfHbD5W+/tuclguYREEHGvNumm4eO/8hbW76xa/27fhYG+Pf/JjP0Z+\nyYP+9uNjfrEo+iCCMIQf/mH4gR+4+GfcvOmAxMEBTJVi1TSUI/Ta3abm0SNIrGvOA7wdB7pTg4Ps\nEBuuaQjYz/e93VOgm2ACIgSVlITaMJETr+QpGDxvpzKhkgLswP4mYwCynBC0Nj1nJBaeAFltckqz\noRERNm7Trwi87kFK918SOolTmjeDRaLnJNsfFcqQSkTM584RZJ4sUFF0pR4c3NipTudotcFm9BZt\nvkxI9xr65AbKrqik5s7cef/6NuqCW5Q/8QnIs9w1nwKbqiL3fK5hYMB2lwHzuua4KPoI3PPqrXXN\nrwKbOCafz9nddWMry1p81x3pHB721yyXDoQvlzDRmnW3wWyZpy4b4TKAfJZBNr00riM2vud74EMf\nuvj6Lmpa2ZpGCKpmNUgsPD4nKSHQGVWzoQmdBnkbIPswyIMG2aADsGLLgcJDg+zuofNijghUQ2OL\ngUH2eB9xDDJMofUi3w4KUR5OAN1mJZc5sTEY09AEWxpkj3tIEqCestGn1FKSx+rsUbnH89+lyRbq\nFJ0E/SZ37CnO8TFUd9/FJnEAr6wq17zt6eS0uwv/9b86mcShtXxoOuVtr756saE2MGnnmLe068jX\nfR380A953jQwL0uOy5J1XXuTUXHsxuAf/aMtQO4IMZyf+ZU/s23Si9UNAltRqYabk5uOJPIgeaKo\ns0qcoE2JEcHQHD3iFBSVs9Frl+IYut6rpmvW/e8NIH+xyzUJ5TTGAeSa1SgGGdoOdiagFUGshwx5\nz+P2KHI76DSYIRqFCtc9g1wL4S2xOD6GpDlEqpqyqjmYHHh38sPAIL/xBmTW9gxyFYZXuip0tbcH\nH/2oaw5YBAEnxrBWahRA7mzcbt/GIe7XX794pQTevl7zYWOYdekDwN/9u/DbftvFP6OTX7z4Iky1\ndgzyCDlKB5AfPoQkcP7HMB4gR2oGVNTA7dntQdrjKdNYrUDaiFLG3JSuKas2xksH3cuDZEIjIow+\nPssgX7EwbjPIgdaEYpBY+J6eTCbQFBMKvaaRISStzZwni919DpIJQumBQW7dPHxY7AEgR9RSMJsb\nFxOdLLzSNLvXKI8WNGqFTeFh0WqQRy7OpychKEkRaZ6eu4FQXRVzu1XLpQPI81nOOknAGIq6HgWQ\ntxmwnbrmQVlyGsfMLwDI72wafjGOyeqacD7vlRS99rfrdN0CyDs78JnPtABZKdZKYa11ADlNedvb\n3L+7Kmin25wpjOtcr2vX3HZFbUdNK1VRCUldjmOQO3BaKSexSKOGoikGmzcPcDswyBod2j4Fr1HK\nvY8rnl8pwarExTy3EovK+jtpdK8hcfeg2pOpTbMhFzk6iq6Mu95u9JNGY2io7DiAnKZgyillfUIl\nY6ayGtZRz2YrZ9e4YK1PUUl41lHHYx6AASA/upeyzlLXvL3lbuRTzz7rlqxnnoF3WMuvTSZ89Sc/\neSlAZj5n/SM/wu9vmeSxtagqTqqKTdNwTi7OhfXMM+77z7UeALLnKWjXpCfKG2ArKm24Ob05BG55\nzt1hM6G2FTrirMTC4ztLU6DOqdSaSsYYHrpnpiOa/v8osQiC4F8HQfDRc/77ri/2jWSZ83CsTYmK\nAmpa/bBnkgu0ANlOsbohiE2fIV+BF0gA97DFzBC160JepkustdRSEns0BySJe1iah7eIVE2ltGOQ\nlfKeHPb3HXt87x5MsP2RSxVFXhY33WuUZZtyF0UcAydaM/e8B4Cv/mr368EBQ6fdJe24X11V/LvJ\nhOmISawDyG95C0yN4VTrPmLTp7YZ5DQMqNrrfC3xOnB7chJgrMKEkkQko4JdOoAbaUkZx9yQy/4e\nfAHyZgNTkTqLqOZ48KD00D/GsdMvpuGEwDSE2wyytd4McrOesFIrVBRh45NBJuI5yc5mIMyESCvn\npNGlAXreQweQkzimlhEiPyWTGSaIvCf6xQKK4xm1XmMSxyDvZrveLDa45/3ePbBlShkFA0BuQaNP\n7e3BSy/BjUXEqjUk3jQNfqN3eI3Pfc6N4d2m4ePGsCgK5AU9AM+HIUdCsElTSJIe0/VrU7fjvXmz\nv2a5dH0GOzuQG8NauwaxAIjSlL09+Ht/D771W8+/x20GGa1QFtfk6jlvbzPIjSqpopiq3GKQPZ4b\nKcE0AmMaVBiRhI5BzmTm3B9GMMjWanQICKdBVkq5oBCP92GbQeYhbEOphrhrn/cRxy4y21rVA+R1\nsyaWE4RSBB6e7J1cRRqDtQ01q8FVxJMJ1FVGozaUcUIqTtzfi2QUg1yVIWEYoOJw6CMwxnsd7uaC\n48+342e9pizLvnnbp7rN3XPPwW9p59Bv/YVfuFRiwa1b5L/0Sxcb719Ri7p2DfEjyaiucq0p2vdY\ngteJcccg1yc7YF3Q1s3JzSG502POmk7B1hOULVAiGCQW1nrhljyHsogQQCVitLnfk5OyDQz6b7Eu\nXXmttb/9i/FD/spf+Sv979/73vfy3ve+9wv+TZ4DTU5lSrRcUtpTno5vuB2MJ5s4mUBkJqALEHbo\nvvV0NAC3yEs7I1INtS17Jk82DaHn4njrFrzx6UPCg1dIxIxMZo5B9gSnu7sO3H760/CtIay6Y88R\nALk7Gn36aXfdURBwF7eT9q0f+AHXtxeGtLQAF2c+A1/fAuP7l/ybx+u7v9s5v02nDiCvjHGetZ7X\nbwPk50LYtO/P1/GjA8hHRxDUOTZy19QjAfJqBULHVFJyI2hPHTxPLjqAPZcpSkSo5phF+vzAYntO\nUJIp6JpAmoG9tZ/zBunl52JqKupYoMJHTr+vlJcPObjvItITQq0QW17Mn/D8HLrTl/04pg4lJn44\nHPN5HBVCy/4eSUCjEjjdOInFS6Zg4jn+Dg+dVLdezinnghd2nO+vT8NLV3fuwM//PPzAV0f8x1ZD\nM5ZV6vaid+7AnZcrflYInn/99cFP/LEKZjOeWq95dYthXi63CLMXX4T3vAe+6ZvO/P9f/dXOgdEB\n5O2o9yCAP/yHL77HDpS5JMoTGhxA/vV7r3ud/G0zyI0qqcSSpmgb08w9L5srF3gSkIaCJgp7gNz7\nB48ByFqjwoAg3JCHOappvJlwrQYv5lQ4HfTh9NBLgwwdQE4xKJogYNJKLGKRuXsYIbEQxkCoKHTL\nxhf+DHJVBuRRTCljpHjAPHGdar5uBP1J0G5MHUfc29zjID+gMoZdzzG4XDpt/On9CN0B5Krylt6B\ne8yffdYF380/vMfDH/1Rdj73ucsBY5cF0EWqj6xF03Bc12y0ZsdzM7BduTFsOoDsGQyWJG6JePlz\nIcFTDUEomMQT7q3Xbhx7zN2TCdhqQk2BEjOKpnAn+J4nkF1ybxpGVEKi1aOzBMuXmEH+0Ic+xIcu\n0nG9ifpiBWRf+tRvA+SLqmOQC1OgZMSqaaOmS38GOc8hUlOMOcHIrS5K/I7boT0m1nPCpqG2Nctk\nOSwYIwDyKx95K+HX/VvmSRs6MeJ4KQgGTLQM4bR9/5s4ZnJJB+52df7B7343fCaO+VSScDcMORzB\nICfJOQ4SnY7xnAoXC547OnKaPc9aLuGP/BH3+6m1nBrjIjZHSCyOjhxAnUcBq/bvy5EA+fgYFg+/\nlcXkZwBGhTp02vWwkdSZYN+2Cwr+DPJ6DROZo6OQpj518oiR8eTCTLB6DbEdkvjAG6Rv1s6LuQhj\ntHFOGr4+5OC+i0BNCFWDSPTgpGGPvR1F1mvI4pT7QYyN7rljPk8tHdBbmwUWmiRwGuRsj8p8zntx\nPjx02t1y5zmavXu856n3uFOkERvUZ591G7+vfDHi/4hj7HpNodQoBvkrv9L9+tRT8Gxd83/u7/O9\n/+k/we/7fedfMJ3yNXfv8mo3+HFNtnmHyqPIofatWi6dxOJd74KqA8jWejdDdaBsN9sH+2uoUDiJ\nRfOKN4PcsZ5NU1DJG1SFY5CVJ7DsAG4WSU7DkDisqHVNEiVOgzxCYmErxyBHUUEWZDRNg/CYi6SE\nokqomg0mCslE2bPYPml+3WchSHur0y4mWojUCyB3m5U9mbtEzaRh3TgGudpYr1S2bUedKpaEwYPW\n4cedol7lZgODt314kFDHgpPNiesD8JScgRuDP/dzsIhDjpMEe3rqThZHrC23b7tnG4AbN9j5hV84\nc3pybnWnLB3DNLJ2lOJRVbE2hqe/GADZk3m9eRN++ZdB3pII6TBCVZbeBMt06pq0a7tBRQHLdOlk\ngiMkepsNpFNBJSTgCJamC3rz/N6vW48Trz/6oz/6RXndN2Pz9t1BELwMfCPwfwdB8M/fzI1kWWty\nrtcoGbKqWonFCHPxycQt0FrXGGEIgsAdlweB98Ccz4Fin1DXbHTlGraaxuuou6tbt+D/+Q87BLoi\niZznaKW19/ESOInEYgHzMOTEWoy1lFKS5n4cVBA4ZvV3/264lSR8Psv4vJQcvpkH9ZOfhL/9ty/+\n/4sF/+pv/S1+5h/+w2u9/NIYjsAxyJ6f1cGBu635HGZhwKqdDHwtuTpw+ugR5OY2JnITkq//9vZr\nBE1MJQV7wjHovicX3fVJ4NLINsXaOWmMuIc8d6cnxjQg7CCxYBxIz6KISsQY9cAxAHXtHW7RAeRA\nK4L4MYmFZw9AnkMeJFRxjNZvuOaejsX2+D5v34bPfx4CI2lkMMREe7LY4NbIj3wEpkffgk4mPLt8\nlsZaImO8T5He+U7361d9ZUCsNcVmw0Yp8hFzwPd/P/yTf+Le9juahtfjmN/xH//jFuJ9rGYzPvj+\n9/Ppv/yX+7+6detyyWXHIN+4ARNrWVvrNvOekpY+STI4IAhOQGZuYW0abwZ5kFgU1ELSVJtBg+zJ\nvNY1pJF0zWytfjgIgvbP/jZvBoUOA3TYMtBae72POAZTp5TNGhU6q7lCFaM0yHHsIrO1bVBhSBBv\nSEWKtvShK1ddX1XusxTGECeKdb0ebPc8taRl6TzZKykR7UmSat08Qs9TnONjCEmppeBmdkAYhKPG\n4OGhG4M39kI3ftZryroeBZDP1I0bDsF1APiieu974Zu/Gd7+9uv9mKbhjaZhYwy5J17YrtxaNp1M\nsE3E9KkOIN+RX8VzO26DPCaYaDqFuojRKJoo6JP4fL+zYf2QVFKg9BCQ5gvSn8R6My4W/9hae8da\nm1lrD62173szN5LnoIrMpWgJybpo2d+xALmZYkyFipzdEPgzeeAA1+ndA0JTslHKWbSVpVswPKvr\ngXk2eZ637jsaqLCWbMRD8i/+Bfybf9MCZKBoPSBDT4AMQx7ArfmczywWfGoy4a1vBiC/5S2X67fm\nc9768z/Ps9c8TjmwljfC0DEFIybST3/aTRCTKGK9BZB99FtdB+/du5DGEXX799WWF/NV1bHQYZ1S\nSsFe2D53nslT3eQSM0UoxboueoDsO8HlOYRqgjU1NtKs6tWgvx9hd5eFjjmq6kfM4/kokD6dumO6\nQNeEWzIP34ZJcBudWKcUcUxZvOEY5G6i9xg/OzvObs40OVUc8fnTz3Nrdsvb7g4G+WEc7FFKt0Bt\nyw586q1vhX/2z+C3/3aY1DXr9ZrCGLIRAPnmTbfBBfhdZcm3vf463/HSSxc3jk6n7H/qUzxf1+f/\n/3Oq69t75pkWILdWb0nTeDWo9qDMHAAVoXAbiC4m2uf6TmJRaweQVdmGY3hqd3uQLdx3EwoHbgFn\nj+YBLDsGWdsGHQXo0GmQm6bx0iBLCbqRaF3RRBHptheztV4MspQQ0bp5RAHIzcCke0osOjY+0hqZ\nunlgrAa5LF2abC1ED5C3o8OvqsXCnepleskmSXgmHcKbfOeBW7fglVdcqvmkrlmt16zrmukIDfKZ\n6prLr7r/55931PU1wC04O7m7xrC2lsk11trMWjbtfFuOAMiHh64pfyfNUOEgExxzCrpagbUhTRSy\nl7ueoxq8pKGdxCKPJLWQ6ObIPTcjTBaexHqiXCzqUoJRlDKm3Jz0/o2+8u5ugVa2Qgnj0tFwX7Kv\nwf/BAbz2qX1CW1Jq7RwoytIbqIDTPAHcms2xgRtovp6GXb3znc4XcR5FHAeBCxmoqmuJ3d+6v88v\nPfccbzs+ZjICYI+uxQK0fiw6z78OrOWeEM7vcsRRHLgj7WkYsmqvG2PJNZ3Cq6+6hoi6A9ie9oIw\nANxwvaQSEbcS9/6rkQBZGpdGtqkLBwzrepS8KFCTNmjHbQ7DIHQg3dPNw2nIJJWQbNaPegbZFyDP\nZmCqCegGpB5s3hgHkIMqpYpjVqf3HYM8QmoSBG5xLU5mVDIikxm5zL1Z7O41fvAH4Xd9V+aiX40Z\nLbMCeN/73Do7bRrWReFYpWtuUG/NZnzo/e8nu2wem81c2/5lm9jHqmtkunMHJsDa2lHzXccg23oC\npsG2ALn29H0Xwk0ZSZT1Mc2qKhyDPBYgt8xpEDlwCw4gXyWxEMKlpSVRikaho6BPwVOe/sFSgmoC\nUhETGkMiH7OaG8EgK9ugwwDi9fA5eIDT7Sa9yGhEoli1EgvfzzLP3QZzJlJnWRk8GtwIPO26lkvH\nIE+bQzZJzJ3YsZFjeoG61MSnn3b2n+uiYFXX3uEbX1BBAO94B3zDN1zves86NIa7wBrIr0EU5Qx9\nNEUUkXpuyLvP62AeUXRr2AiA3BEk1khUFLGfDQDZp9l98FKOqaWg7lJYPYPentR6ogByUUAcRFQy\npi5Wg8TC8zV2dqBeTdGmRIWwkzq9bOWZAATuJObTv3wAdkNpjXOgGHFUAa7x7Gd/FuZJODzs1o5i\nj7qaS8lJGLJZrx1AvsZRxWHr8/RNL7/snuQvVXVnudcEyDeAe0Kw1pqp52fVzR+TScsgt9f5RoMD\nfZxulkqqdgKvRzDI3eQSnR5SC8FTSbsg4D+5rNdOIiG0oqzrQWIxBiA3E4ypaITp/bvH3kOCY5CL\nVWsTN8JFZjZzFlHoGoQZ7J087wHaoI+TnEoKTo/vuc9h5Pi7fRuO7i0ppeCpmWu68XU16eoDH4Af\n+v2tI0RZug1TXV+LWZooxbos3Rxw3ROcLvf9sgbYTl95idPM4/WOd7hff9NvgjwIWDNuYe0YZLe4\n1mjhxpwvgxwEDvcJMmq1ppGCHEkURg7UeTKvHQMcGUMgyp5B9vEPDgL3tcahY5BVFKCDom0c9Hex\n6GQa0hhkrEYzyM6LNqO2FU0UglwPTLqnm01VOTY+NJoo3mKQPe+ha3qeSiePCM2xW4dH2D12Eous\nvE2RxNyRbewx/mNwOoXf83vcf1OlWBUFq6Zhel2ADPBf/gv8+I9f/3qPuhkE3A1DNsDkGmTWGYAs\nBJknQP72b3e/7s8iNt0aeI1T0KDOKeKYG7LFTuCFnToGOQliGiEoC9cD4+tm86TWEwWQNxuIiaik\npN60SXojGOTdXahPljSsaQTsZO5LroPAGywdHsJ//fl9rN1Q2cAxyFU16kuOYydlyqOIonvYgewa\ni+tcSk6iiM1mw2TE0emZCkNe+pN/kv/1Ax+4Nnj1qs4s9aJc2ivqIAy5F8esrGU6Akj8xE/An/tz\nMBViYJBHpJ51oSp5usUgj5D2dOyrfnCbWsbc7hiTMPTyDe3BqdkhUs0AkEdaHIbNAkWJDk2/ORwr\n88iClFpKNuvhiMz3HuZzZxXnWGzNptm4BqERPQA3bsDp6zm1lJyc3HN2RSPuAdyxbLXao5IxT81b\ngGztKIAMkIchm3ZiKsqSvK6vtUGdaM26LNlwPVYJcJPbxz9++djqOvBHAOT53B2pv+MdMAkC1kEw\nSrvYLYyrFSzf+G1MW+2ib7QxDMxpozbUQrATuk38tQCyNtioOiOxuIpB7l5DkKJMjY4CmmA8g9zd\ngzAG0QLkTGReYSXQfg4mp7YVKgpAupCQxhhvBrlzsQiMJorNWYDs2Wh7euocdWohCMyJk1p1zVae\nEovjY4iOnqaMY941azWxjNuk/uN/DN/5nTAxhlVZslKKqffV51Qcf8m1sIdRxN0o4jQMmV2DjJpA\n32heCEHm2RT8O39n2wsgBZtuDaxr741u951RTKhiwWELkGv8AHLfpEdMIwXVpnUQaxrv078nsZ4Y\ngNwd7UgEtZRUxWnfXOA70e7unHvNDwAAIABJREFUQvFohyY4pQmDswyy58L0jncAWhIaTWGM0yCP\nYFS2KxOiB8gljJJYdDVPEk6EYF0U5G/iqOLtRcH8ox/90gLkLjOzO7cdWQdCcC+OWVvLdMRE+if+\nhJO1TKVk1V43xrP2xg2XuLS7jCm660dEE3e77+aT70HLmLfO3Eah9oxm7QB2og6JjKJWjfPuHQHS\n8xyCchfFmia0vYbM99nvAHIeTKilYL166EC6Ut7P/v4+bB7NMaagEZqdbMc153g6ioDDdvdfmRMZ\nw6PThxxMDkaBdIA/8AfgK597iiJJeHbuutF9J/rtyqOITZI4i7YOIF+jJsawriqOw5D5m2GQrb0c\nIHdj+7KuvHOq20cugoDjMBy1sHZR7+s1ZPqAJnKfca2Ul60YdEEfCdqUNDJiEbXs74iADadBzoiM\ngagexSB3ryGClIYGLUIUWwzyaIBskclW3DV+LhZSQqgzKlOiRIQRrcRCaweQr3h2uga7TOSERhPK\n8QxyN5ct4glKCrQ6GoCOZ3BSD5BffTdFkvCNB+8GnOTMJxnuC+6pHT+rpmH6hDd73RGC15KEN9KU\n3WvIGedBwEn7HgspvQEytEEjUrLuAPKIRNq9Pef+Y9YTSinYF60TUxB4yeO6jXJsnVVpsWnDrpT6\nMkD+YlQnsRDGAeSmWLujnZEM8unDHE1DHQXsZq3FWhh6GZzDEI4hQ9Ai7hmsMf6L/XuSkqL9fREE\n12OQk4TjOGZTlmRvRsuzu+t8p/pYrS9BRZHLxv2O77jW5XfSlM9Op6yCgOk1mLaJEKy3AbIng3xw\n4Cb0W/uyTz2rm8YbIHfWYsev7GLiFKnddb4M8nTqWJuoOCQ0NRC5pqURDPLODhTHOcbWDiB3GjJP\nkN431phZzyDv5XveWlJw2G19fxdjC1SkztyDL3N06xa89smbJE3N8erIbVBHADZw2t+/8+e/hiJJ\n+IZucca/D6GrPAwp4tgB5KoiH9Gou10zYzhuGu5JycF1GeSu+/6y8RsELrrysmz3S2ovDHkYRaPm\nu45xXK0gDgRlu7j7JreBI/aUCpCBoBEDQPYFlp20IBUpobHY0AFka61XAh20ANmmNKZGRxGNXo9i\nkLtGvyRKEMYgY927WCjwZpBD0wLkKMSKtknPs1GwaziOw7xNkx0Y5Bq/sKzu+5zFU0TTUOuVmwdG\n9CLs7rq55OFndmjilLdPHGFQXhcgW8uqrl34xhMOkJM851ZR8LnFgp35fPT13SZVW0sTRd4kT1e5\nlGy6NXBEIu3envOdVkdzKim5k7WNlZ7rx9BH49Jgi+LEedg3jdf4eVLriQLImw0II6mkJGgaBxJG\npO/s7MCjhwG6EdRROBwzj2jY2t2F116DWSKxYUzQHjlex14mk5JNtxsMgssbbC6onTznYZpyVJbs\nVNXo64cXav2Lu7b1L1W98MK1j7Gemk7ZCMHLaXot/dY0jllJeSYq16c67HHnQLCaTFys6Qjt+96e\n89uUhFRCuNWalr31TKDbbEAfHRKYkmm8cFZZI1js3V14+DDA6og65Ozm0DONqaogKufUUlCsj3oG\n2Rek37gBjz6/RLOhjsxZFttzYXzhBVjfPUQ2NavNihuTG6NAeldv23mWIkn4H5915jpjWOyusihi\nE8fYjkG+5gb1sGm4awz3k4R9z03bF1S32F4FtH74h6+dArYrBA+kvDZATkJB1c7VY4iNOHbMp7QR\njQyZBa0TBn4AOU0HgBwZDWHTa3+FUgQe37vT/6ZoU1FFEqtXzsVCa6+wgD7wRGZE2hC1EqOuSc8X\n6Ic6ozQFKgrRYRvy4RlWAp0fekZgNIFwALnXMY8AyJN4imwUlVoN/RCez7+Ubh/3X34xpBQCWzia\nqByxDm/XNAg4VYpTrUedLP5/UpMJLx4dAbAceZIDsAhDjqOIQmuyuiYYwSCD0z1vrnEK2q9hp09T\nScHzmZtDfCV6ee7WsMRmNFJSrE/YyXacBvnLAPnNVyexiJSklk6HFgSBA8gjEuju3gVVx9SR6EFC\n5ZkA1NWtW/AdL7yXnYXT9I2JPj7znuK47ygdY9myXbcXCz6/WHC/qtgvy9HX99V5vj3BmejBfM7X\nfu5z/NKNG0yvASSmccxpkqCsJbSWyBMgv+c97te33YlYZ5kDyCOiiff3nTx0bxFQR5FbKXHJUz6g\nLAzd/uX1z+4QGEUm3Xc1xuJwbw8ePgTTSJowGNhbz0UpCNz7qB7OaaRksz4edNAjGOT7bwisslTo\nwUtzxML49V8PrG4hVcOq2PQAeewJTh5FFEnCbuAWmBpGzQEAUeA8jMsWIGfXPCq8ZS2vGcODNGV/\nJCN0pn7yJ+FP/+nrX39F7SUJD+PYSco8r+kA1XoNsYgoWwDvGxMN2/I66Rjk9jtrrL3SwxjOAuRQ\nG0zoyJXGWse8+jLIpChdOqs5NY5BflzmIbab9ADpATLiGAKdU6kNlYzBnjhw6+kpDa3do8nBNATS\nDhIL/GUeQjjLyUhrirpwTOAIBhncfGRVgLCWul23xvj6bteBtdyzlvvA/jUa3X9DazLh5ukpANF1\nALKUDiAbQ1ZVo1xzwGGOMwDZ87qDA/jwh2Ffv41KSN4ybaVpnnN3J82JdE6kNGW5cc/NCILlSawn\n5mnrJBZhk1LLaNDAjGCQd3eduXhgUpooGpr0PDPkt+sgX6Lb0IiyabyT3bYrSxKKdoIvouhaDPKt\nnR1e293lXlmyf80jXsDlxX7v917/+t+Ims34Hz7yEQCmI3fOADtpylGWDZZcnk0S73sffOpTsEzC\nASCPmFz2950Lxp1bIXUUYTuAHIbeoGx3F3790yGhaQiD1sdyBIvdyTyaOqYJt3wsR+jv9/fh9PUd\nIqUoys2gg/a8h4MD+PVfB6siysD0IL3y3CiA8+f/qf/9FkJVFFXJ4fRw1D10lYYhpZTYzcbdwzXZ\nq1ldc1oUjkG+5kR/Owz5cJKwKEuSaxy79vXH//hgO/ElqN0k4UGSOIA8IslytXIgORVyAMjGeH9n\n3dyf2BwlQmZhyyAHgRew7Lx7M5ERGINFDe4RHv7B0HoQ27SNu44xzdqBbGO8GOROYpFJB5BDqfok\nvSYMvSQWUgJNRq1cFoA1J+QiHw2QI51jjcIKcxYgj3CQkM0+QjUUdTnaUQeGg8pUKcoWIJdR5OVN\n/3jdDgJeiyLuCvHmgq5+I2o247n7993vrwOQ45gjIRyDfB2AnCSs23luDIP8wgtuDD+fvosgmzIL\n3Lrlewq6s+MImlA5J6aiLp1V6ZcZ5C9O9QC5yqmFYLdNoPONOgR47jn3GoHNaITkIHf2MvUIR4Ou\n0m32V6nrMchJ0mtiiyjytmzZrokQpE3DJzcbDt6M2P07vxN+6qeuf/1vRM3nvPvjHwfg1jUA8n6W\ncX82Gyy5PAFRGLpo7mkUsW7pqDEbs86845mnA4QxqC0GeQxA/tjHYMkeb91z4TJjAfLLL4OpE1QY\nDacnQnjfw8EB3H9liVSKqm4GBsDzHvb3W6sgLSixZ1hs3w1qEMD3fNeUSNXkUU4cxaP04F2FQUCi\nFGV7vHtdgLysa47K0vmQXxMgv10I/vnNm3zdZz87SCWewNpLUx6mqXuvnp+3EA7YvfoqTLMtm8SR\nDPJmA6mZUouIabs4+4K6rjktFSmBMZhQ9Ql2Pu4P0DbImYFB1s14F4vO5i00hlA2REGECIVjkD01\nyKiMulm7uF7TyiOU8gbIk4l7DWMarDAEBMRR7C3zgDYRc3NApBvKuroWQP7gB12qeaY1RSs5K0f4\n+m7X7SjiNSm5G8ccXmMM/4bW3h5/9R/8A177vu9zoGZkLZKEYykputyDsY3FUrrGYmMcseA5Bjvj\nm/1FSN09zPgTLE7iB2G9i1AKpZRL0hvRrPsk1hMDkLtGpaCc0IiIvS2A7Duwu7VH6iWVkDw7c+LS\nMSChv59WzwotQL7GLmiZZRy1O8DrTg4At46P+XdS8sx/w92gXjWb8c0f/jB//l/9K/avYZGzn+fc\nn80oNhvSphmthZ5EEas0dQyy1t4McvfcHR5CojVlq9WrhPAGhoeHjsXel0vmHbgdwcLt7cEnPgGB\nntIIyTOL9ohsxOnJwQG8/KklUjdMxZQojEbpoLt51OqYOgg4nLoUlzGe1ABBECC0QrRM4nUYZIBM\nKYpO/3jN8bdsGo6qahRofLze3S6U3/XhDz/RAHk3z3mQ564ZasR106k7QZlPH2OQPcdfzyDr6f/b\n3ptHWZbVdb6ffYZ7zzn33hgyIjMrsyoza6QoKChABGzmhrbp1kZd3dpqy2DzePbj6ZO31qMbtfuJ\n9lKhaZfatOLjiYBK0wzSIj2AKFav14M2SIlQVUgNVGVlVuUc0407nGm/P/Y5EbfK6uKe380hIuP3\nWSvXzYiMfWNHxj77fM93/wZy36NXXXnTJrc9LsSiLLGm3HZ/i2IqkbHtIA9J/YAyH2yVWJs2BrkO\nsfDKEhOkjUvNxTGU45hxPiALQopig07YIW8gkF3DoMQJ5LCg23L30YzpRDo4gZyuHCAoMtI8b1xy\nEpxZ9cIXQlSW2wK5QeL0JIfDkIeShDPtNod2gUD2H3iAQ0UhysWZj2PWWi2Gm5vEghPjxPdd7fbq\nHjat/2wM/Oqvwv/6Dw3pRB5NOuXeHUXuGhhdWCIochLP3T+yBmGCO5EdI5CXl6syI/0OaRCwUNXC\nbOIgA7zvffCyZx9m1G5xLLoGay1pENBqeFTRbbfZqBbGKM+nXmiTLCYJq3EM1jYq+v1Eblhd5eud\nDi+aJQZ5N9BuMz8Y8PO/8RuYOqmwAXPtNqNWi5WNDVHN6I7vuyoW4/HUPehr7roL/tk/q2reZhnW\nWkZhOHWiYN0JaS40W4Xi06KYWmQsLzsHObYHKfyAmxZd7dG0QSb04cOQrx7Ez1OW29XpSwOhA/CH\nfwjXH+6Qej7HFpy13qSiSM3+sMvfu+0H3ByKorGDDI8XyMMgIBbE/y7mOStZxiDLkPagXFhY4Evv\nex9v/vf/fkcL5F6S4FnLibJsJJB7PdfDZL4bMqqEYBNjY6tJVNEjCzw6pmo20jTEIoyhLCjJ6ba6\nLsSioYOc5a7ddZm68Ih8ymockyEWXlFAmG2Xmpvy54hjGA9CyjIlDQLKfGPLQZ6m1Bw4gUyWUJQp\nZVBuCeRpO2qC64S3cmI/XpEyyvLG1Wwm6eY5m9VePBY+pF6bJPz3Q4e4eXWVqDtTJeRLz/Kyc1+F\nvQDm45i1dpvBYCDKeej4vqvdnqaMypImHvZb3gK33+o5gTzxO5vWYFlagpVHl/CLlE5YdTFukKy7\nE9lRAvnsWSg2emSBz6LnNpfU2kb1S9/8Zvgbz3w6o1bIPt/VfwyKAq/hzbEXRdsCucGT2CQLUcRK\nrwdZ5m7Qwi52P3DvvfzN++/n+p2ewXsx6PXcQhBU2zCex9LGBsdXV+kInr5jz20ORcMQC4DnPMdt\nEJ2iYLMothIFgylvCLfe6l4XIsOg+lzawMW+yelhlsPrSYOQ66oOcmkQEE65wT3vecDq9fhFxmK0\ntDWHJgL5Va+C6w8ukwUtjswdce/R0EEGWPQCuu2qjnnDOdQkVQc7qGqKCgTyQlGwmmUMZxDILCzw\n3HvvJVxZeepOeFcYkyTcdOoUX/H9RuW0ej0Xe7405zNqt6EoXHOLKa+fOsQizObI/YkQiymF5eNC\nLIqC0iu3av8GU8YguwS5iDQfOnGaDRs7yGm6HQeNnz3eQZ5CnMYxjEaG2A+qOVSNQho6yDatBLJf\n0mlVTVem/L8Ed5J08usHMHZEaFquTJywI1qvLNmoTtRGYUgkuAZvrup7f+uJE9vJ5juVuvZxg3bv\nkyx0OgxaLdaEAjnxvK0wwVFZEjXcN9vGPE4gNw0TPP2NJbwyZa7lfn4VyBeJhQW3SQ7O98iC1nYm\nM9PVb5zkRdd+C3k7xtTVCLJsuxr+lPTimH41ZlQUjRcawGIYstrtwnDoNgfhxf26hx/mM+961452\nny4a9c1MUGQdYHl9nYf7fZFANsaQpCmbadrYQa7plCX9omi87t7wBrjnHuj63lZpwCYivdVynYZf\nduz5jCLXUaywFtOgmsf3fA/81v+ziF9ktD13/UnE6dHFa8mDkGcecLHU4zBsfoJjLf3qBtFUpNf0\nsoyNaqMfhiGxYE0tWMtqUTAoChJpBv3CggvSDYKp4+KvCEnCrY88whfimE6Dn/XgQVf39uCiz7A6\n3s0anPzVDrKfzlN42/knmTFTNfmYDLGgLChMue0gT9n9zTUrcQI58wOyseuCl5flVLHUdatpJ5AL\nrJ87R5vKQZ5iDlux2F5AFgQUWX+7UUgTBzntktsRhQ/zbZcolhkzdYjF/v1w/71dvCIjCqqTXKmD\nXJb085zSWte0ReAg+8vLfPZd7+KnP/OZqROvrzgXLoiGeUnCwbU1HhwMSCQCuW5ulKYMrSVquGe1\nvMeXKk0blEtdWoJHvnoUr8hZqMyNJrkIO5EdI5CNqYpV33+I0vfpmspBpnkHrLbnMa6qx4/z3AmV\nhu/Ra7XYiGPIc0ZlKRJL877PepKQDgYUnkdb+vQ7Pw8PPih+Kt1V1BeT8KK6Zn2d+wYDOsKatZ0s\nY1MQYlHTtZbNsmRsLVGDRMEwdAUKEs/bai4ztraRMHz0Ufj7370tUsZl6WqXTjmHTgde9zpDz4Q8\n/5CrfdfUSQd4wZFvhVbsREpZQgMnfWsu1rJZ3SDGZUlbsB7m8pyNNCUvS3LPayzSARaA1bKcTSAv\nLrpTkWuukY2/XMQxL/rKVzgXhnQaVAuo64jffNinH8eQZY1CLGph6A/nKfyABb+Z6zlZxcKWBRbr\nHOQ8dw7yFD9Luw1l1ibNB06cpqNGDnIt8uOwqqTh5yIHeTiEyHcNU4p8sJ2kN6U47XTAjBfI7ZDc\nh4XI3TMyY6Y+Sdq/H+7+qsEUGQXVw7owD6BnLRsThkHTur4ALC/z7XfeybEHHri0nWAvFr/8y/Du\nd8vGJgnXnjvHA+MxsaQwgOc5gVw7yA33rNjzXJm4NKW0liwICKZcNwcOwMbpZfwip1UZLOogX0T2\n7wdWjxLkKcvt6oiX5gI5rjtgjceMRyMnkBveYLu+z0anA6OR6KgCIPA8kjTlxNoac5ubGOnT7/79\nrgvetdfKxu8mZjxCe9r589xVFOKKA700ZSPLnDCUdPMrSzbLklGeN6qkURN7HoNqUxs3fDDzPEh8\nbysGLS1LWoLTk4UgYn/sYugkAjmKItKq5fDYWtp53ngOXWPYnIzFFojTXlGwnmWupqig6D7AojGs\nAJtlSSItMVWXe9rpx8O+zzMfeQRw+9+01Ev8QM+nnySQZSIHub15XSWQKwfZ8wimdJDrEAtsQWGc\nQM7rBhtT7N1RBOnIJ8CShQHFeORikK2dygHbEsiBi4O2XtG43fXWe/ihC/VKN0UOcjmcJ2Pz8QJ5\nyjmAq8qTprDsHeZbDr8IaFaTfZIe0C8Kdw8V7EVAlXloXCeL/fubj7/c/PiPw2tfKxubJBw+e5b7\n8lyUFNyZcJBH1hI33bs9j9zzyOtToCzDTGksPOMZ7nU+SHjGsmtJ3CRZdyeyowTy3Bywej1BnrHU\nnmiV2/DG1K2rEdQCWeAm9nzfOcijESPBUUXN4mDAwxcuMD8YTNXH/km54Qb3KuyQtat41atcMVwh\nt124wJ+023SEAnlpNOJCljlhJ4j57gB9a103sjxv/GCW+P62QIbGLnbieVtZzGlZikR6C1c5ApqL\ndIB2q+WO6WBbpDecQ8cY+rVAFjrIPWvZyHNx0X2Aa4zhMd/nvOexJN3o6/+/weCpv24HcEPVBazX\nYO3/438Mv/M7E/tumjoHecp9uxaG8+dfCQbmvG3ndZqH1MkQC1vmlOAc5ClbNNdzGI0g9HzywCcf\nD504LUuCJgK5ThT0y20H2fenEvq1kx57rWoOVavpKbv5gXOQx/2I0mbknnm8gzylQH620zYst3vE\nraofQYOSYZN0jWHDWieQx2OZQAYX6J7nV/8parvN4XPnuBtYENzD6lObdDRiBEQNtZMxhk6es5ll\n7gSywd79yle6yiX7Wgm9dvM+FjuRHZX1NRwCo0ViPJYi14UrnbIX+CRd33fxw2m6LVQa0gsCd1xY\nC2She7Q8GHDf+jrzs1SgqAXykSPy99gtvOc9Mw1/yenTjD1PLpDHY85lmdtcJG1RgU1gPBo5x6Qh\nie9zqhbIggezrRi08djFDeZ54wezdnVDA5lIbweBE8j10apApHc8b8tBHlvb+CEZYK4sWS8KV1N0\nNBJ1kTzqeRyPInLfZ2mWJNkf/mF47nPl4y8TR/t999rg//vGG92f89l2iMW0ndvACcPNTcg35whK\ntgThtAK5DrHotDrY8gyloXEHuq1KGrjwhnw8dOJU5CDnlJ4rNQeVgzxlFYvhENp+iywISIeb9Fo9\nsmJlagfZRfMYbC8k8w3L0USzrCnX//OeB+96F/xZ1yOdCHOSxJL2qgfdcZa5kLNZE813sdiaCmO4\n6exZvuH7LArvYXOjEWtpysgYkW6pKzGFZel+Z1M+1LzkJa729Ss/5YQxuFeNQb5IGOOegCPM1oU5\nbS/wSbaqEYxGriuUINi9FgXj4dCJJeGFeV2/z91pynwV9C7i1a+GT3xCVNlh1xGGM7XDvn1zE2ie\n2FmznGWczzIGnkdHIJA7OIE8Ej6YxUHAoNrURkC74QaX1OFFacp4NGrUHnbrPYBBfWO0tvEcIr+q\nZjAeu+tPINK7vk+/2liHgqNCcDfnjbJkOBq5mqKCjfpoEHA8jjkXBCzP0sXrN38TfuzH5OMvE612\nm5M/+7M8VyBkJo2JJqFxtTBcW4OwtGT13j9lWEAdYrEQLWDJKIxxIRYNqj9EUdXu2gQUvkdsAwIv\ncJUwplh77bYr89YOYudiV5U0rLXkUzrIWwLZOAc5HW/Sa/cate2uGzbYPCD3vMeHWEy5nwWBOxWI\nfMO4fkgtClEvgK7vs2EMo+FQdKK2xU6P37+I3HbmDODyHyQsjkasjMcMQdS5sJvnLtG8KFx4asP3\naMG2fmtYpnensaMc5P/wH1yzkNfcV241W0iNadwm2hhDJ03Z9DznIAsbbHTHYzaGQ+fkCUXbdZub\n3G0t84K6vFtEEfzdvysfv4cIqjjvWLgRL+U554qCgeeRSASyMc5BFj6YJUGw1Z5c4t7Gvs+gFshC\nkd6xdqsW85jmIr3j+65l93jsStVJ5uB5bNadLJE9oM4B69ZuC2QB17VanOh06OY5y8LKKruKuTkO\n33OPqBxdyxhKzyNN00atjevQgrU1CK0lq9ZLNmUN1jrEYjFaxDKmwAnk09lo6vrBWw5ylSDX9apm\nJVOWqzPGieTAxli7uR0HbS1+UWCm+Dm2qljYFrnvk40GlYM8XS1m2BbIRR7+VYHc8B4Wex7DCYEs\nCnPyfc7XAnmWRlcf+Qisr8vH7yJuO38egAXhPWxxPGYlTRl5nih3qlOWbBYF3ngsarjVMmbLQc52\neYjFjpr5NdfALbdAUiU6wfStDp9IJ8/pj8dOJMySsFWHWAhjp27u9/mj+XkODYff/IuV2en1+Iuf\n/3l++v77RcOXreV8WTLwfRJJa3DPo28M4/GYSCAMkzDccpDHxjSOg048j0GrhR2PGQnnUIt8kAnk\nrl8dtVdzaAnm0A0CNquNdWiMzEH2PDZqgSysahL3euwfDLgQRezfwTWMLxqLi3D6tKwOuTF0x2M2\nK4E8rbHR6zljZG0NQiYcZN+fyvWsQywWogWsHZJ7/naSXtMYZBuQBz494+LVp3WQ6/fwy9pB3hbI\nQVlOFWJUi/SQCGsgHQ+dg1yWUwvkpSXXcKtI2+S+z3xUlXnz/cYl1jq+v1VyUlpJpheGbHgem4MB\nXeFDKuAywF70Ivn4XcSRav1LTbnF8ZiVPGdkjKj2ey2Qt07/GtIyExEAyE9zdwI7cuaJtQxmFMj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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "\n", "#allocate space for our arrays\n", "M2_amp=[]; M2_pha=[]; K1_amp=[]; K1_pha=[]\n", "\n", "M2_amp_obs=np.zeros(numsta); M2_pha_obs=np.zeros(numsta)\n", "K1_amp_obs=np.zeros(numsta); K1_pha_obs=np.zeros(numsta)\n", "\n", "ts = 240\n", "te = ssh.shape[0]\n", "\n", " \n", "for stn in range(numsta):\n", " fT1 = nc.Dataset(name+stations[stn]+'.nc','r')\n", " time = fT1.variables[\"time_counter\"][:]/3600. # want hours not seconds\n", " ssh = fT1.variables[\"sossheig\"][:,0,0]\n", "\n", " fitted, cov = curve_fit(octuple,time[ts:te],ssh[ts:te]) \n", " if fitted[0] < 0:\n", " fitted[0] = -fitted[0]\n", " fitted[1] = fitted[1]+180\n", " if fitted[2] < 0:\n", " fitted[2] = -fitted[2]\n", " fitted[3] = fitted[3]+180\n", "\n", " M2_amp.append(fitted[0]*M2ft)\n", " pha = fitted[1]+M2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " elif pha < 0:\n", " pha = pha+360\n", " if stn == 6:\n", " print pha\n", " M2_pha.append(pha)\n", "\n", " K1_amp.append(fitted[2]*K1ft)\n", " pha= fitted[3]+K1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " K1_pha.append(pha) \n", "\n", " #now the observations\n", " location=stations_obs[stn]\n", " M2_amp_obs[stn]=harm_obs.M2_amp[harm_obs.site==location]/100\n", " M2_pha_obs[stn]=harm_obs.M2_pha[harm_obs.site==location]\n", " K1_amp_obs[stn]=harm_obs.K1_amp[harm_obs.site==location]/100\n", " K1_pha_obs[stn]=harm_obs.K1_pha[harm_obs.site==location]\n", " " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "350.472573195\n" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "def mean(diff):\n", " return np.mean(abs(diff))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "def rms(diff):\n", " return np.sqrt(np.mean(diff**2))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "def complex_diff(Ao,go,Am,gm):\n", " #calculates complex differences between observations and model\n", " #Ao, go - amplitude and phase from observations\n", " #Am, gm - amplitude and phase from model\n", " D = np.sqrt((Ao*np.cos(np.pi*go/180)-Am*np.cos(np.pi*gm/180))**2 + \n", " (Ao*np.sin(np.pi*go/180)-Am*np.sin(np.pi*gm/180))**2)\n", " \n", " return D" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "#R\n", "R_M2 = M2_amp/M2_amp_obs\n", "R_K1 = K1_amp/K1_amp_obs\n", "#delta phi (adjust so between -180, 180)\n", "Dphi_M2=M2_pha-M2_pha_obs; \n", "Dphi_M2 = Dphi_M2 -360*(Dphi_M2>180) + 360*(Dphi_M2<-180)\n", "Dphi_K1=K1_pha-K1_pha_obs\n", "Dphi_K1 = Dphi_K1 -360*(Dphi_K1>180) + 360*(Dphi_K1<-180)\n", "#Complex differences\n", "D_M2= complex_diff(np.array(M2_amp_obs),np.array(M2_pha_obs), np.array(M2_amp),np.array(M2_pha))\n", "D_K1= complex_diff(np.array(K1_amp_obs),np.array(K1_pha_obs), np.array(K1_amp),np.array(K1_pha))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "outfile = 'tides_nostrat.csv'\n", "split1=8; split2=20\n", "with open(outfile, 'wb') as csvfile:\n", " writer = csv.writer(csvfile, delimiter=',')\n", " writer.writerow([\n", " 'Station Number', 'Station Name', 'Longitude', 'Latitude',\n", " 'R (M2)', 'Delta phi (M2)', 'D (M2)',\n", " 'R (K1)', 'Delta phi (K1)', 'D (K1)'\n", " ])\n", " for stn in range(numsta):\n", " location = stations_obs[stn]\n", " writer.writerow( [str(stn +1),stations_obs[stn], str(stn_lon[stn]), str(stn_lat[stn]),\n", " R_M2[stn], Dphi_M2[stn], D_M2[stn],\n", " R_K1[stn], Dphi_K1[stn], D_K1[stn]])\n", "\n", " #write averages and rms\n", " writer.writerow(['','','','Mean Difference',\n", " mean(M2_amp-M2_amp_obs),mean(Dphi_M2),mean(D_M2), \n", " mean(K1_amp-K1_amp_obs),mean(Dphi_K1),mean(D_K1)])\n", " writer.writerow(['','','','RMS Difference',\n", " rms(M2_amp-M2_amp_obs),rms(Dphi_M2),rms(D_M2), \n", " rms(K1_amp-K1_amp_obs),rms(Dphi_K1),rms(D_K1)])\n", " #without the north\n", " writer.writerow(['','','','Mean Difference no North no PR',\n", " mean(M2_amp[1:split2]-M2_amp_obs[1:split2]),mean(Dphi_M2[1:split2]),mean(D_M2[1:split2]), \n", " mean(K1_amp[1:split2]-K1_amp_obs[1:split2]),mean(Dphi_K1[1:split2]),mean(D_K1[1:split2])])\n", " writer.writerow(['','','','RMS Difference no North no PR',\n", " rms(M2_amp[1:split2]-M2_amp_obs[1:split2]),rms(Dphi_M2[1:split2]),rms(D_M2[1:split2]), \n", " rms(K1_amp[1:split2]-K1_amp_obs[1:split2]),rms(Dphi_K1[1:split2]),rms(D_K1[1:split2])])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }