{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Shear Estimator Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialization" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import os.path\n", "import astropy.table\n", "import astropy.io.fits as fits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read Simulation Outputs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "output_catalog_path = '..'\n", "def locate(name): return os.path.join(output_catalog_path,'%s.fits' % name)" ] }, { "cell_type": "code", "execution_count": 317, "metadata": { "collapsed": false }, "outputs": [], "source": [ "LSST_i = fits.open(locate('LSST_i_trimmed'))" ] }, { "cell_type": "code", "execution_count": 320, "metadata": { "collapsed": false }, "outputs": [], "source": [ "LSST_r = fits.open(locate('LSST_r_trimmed'))" ] }, { "cell_type": "code", "execution_count": 293, "metadata": { "collapsed": false }, "outputs": [], "source": [ "demo = fits.open(locate('demo'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shear Measurement Errors" ] }, { "cell_type": "code", "execution_count": 419, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def shear_error_plots(results,save=None):\n", " hdr = results[0].header\n", " cat = astropy.table.Table.read(results,hdu=1)\n", " #\n", " psf_size = hdr['PSF_SIZE']\n", " print 'PSF size',psf_size,'arcsec'\n", " R = (cat['sigma_p']/psf_size)**2\n", " #\n", " visible = (cat['visible'] > 0)\n", " isolated = (cat['purity'] > 0.98)\n", " detected = (cat['snr_grpf'] > 6.)\n", " sample = visible & isolated & detected\n", " #\n", " fig = plt.figure(figsize=(9,5))\n", " nrow,ncol = 1,2\n", " #\n", " plt.subplot(nrow,ncol,1)\n", " plt.plot(1./cat['snr_iso'][sample],cat['dg1'][sample],'r+',label='$g_1$')\n", " plt.plot(1./cat['snr_iso'][sample],cat['dg2'][sample],'bx',label='$g_2$')\n", " plt.legend(loc='lower right')\n", " plt.xlabel('Inverse SNR $\\\\nu^{-1}_{iso}$')\n", " plt.ylabel('Isolated shear measurement error')\n", " plt.xlim(0,0.1)\n", " plt.ylim(0.,0.25)\n", " #\n", " plt.subplot(nrow,ncol,2)\n", " plt.plot(1./R[sample],cat['snr_iso'][sample]*cat['dg1'][sample],'r+',label='$g_1$')\n", " plt.plot(1./R[sample],cat['snr_iso'][sample]*cat['dg2'][sample],'bx',label='$g_2$')\n", " plt.legend(loc='upper left')\n", " #\n", " Rinv = np.linspace(0.,5.,100)\n", " error = 0.6*(1+(4.*Rinv)**0.55)\n", " plt.plot(Rinv,error,'yellow')\n", " #\n", " #plt.yscale('log')\n", " #plt.xscale('log')\n", " #plt.ylim(0.,10.)\n", " plt.xlim(0.,5.)\n", " plt.ylim(0.,10.)\n", " plt.grid()" ] }, { "cell_type": "code", "execution_count": 420, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PSF size 0.605170282419 arcsec\n" ] }, { "data": { "image/png": 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QFt3du0n8yXfwjAHrbzkNtXkPPOWXku4COGjioEFO2a+qZt/Edv0C/pWnUXzd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7Yif/KHSB2hYN3Yn6GGdRGLMr8f4a4j8Nx7QFwTnqvnbsWhxjYEWSFykj9Eb+FfIzXpD+Se3Pmq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\nvpQ1pjweoD7tOfjrtiMzPohlxafhjH0GxZl9sJJefDJQtUYbMHYZ4+0a0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KcFQTcA15eUBl4XlMz3UgWnMTy3LbUR22Be1h35cXmT74EByxNaiOfAuerAK4Jj4hJzQPxaA6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u6ictYzVMi3mJ36FiHSzEjZprfh+mUeErSvvrHz8V2vOo0iImoo8LxLWZqXuSO3kZe0j1ip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\n+fGP7yEvz4vFE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SiDKl9FGE5ilTbiTMdwSwN5ZqXQa9E1SoKNA8Fma6awsJr/+em/snNn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shear_error_plots(LSST_r)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## HSM Analysis" ] }, { "cell_type": "code", "execution_count": 421, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def hsm_plots(results,save=None):\n", " hdr = results[0].header\n", " cat = astropy.table.Table.read(results,hdu=1)\n", " # Calculate the simulated area in sq.arcmins.\n", " area = hdr['IMAGE_WIDTH'[-8:]]*hdr['IMAGE_HEIGHT'[-8:]]*hdr['PIXEL_SCALE'[-8:]]**2/3600.\n", " print 'Simulated area = %.3f sq.arcmins.' % area\n", " area_wgt = np.empty_like(cat['snr_sky'])\n", " area_wgt[:] = 1/area\n", " # Look up the PSF size in arcsecs.\n", " psf_size = hdr['PSF_SIZE']\n", " psf_size_hsm = hdr['HSM_SIZE']\n", " print 'PSF size = %.3f arcsec' % psf_size\n", " ratio = cat['psf_sigm']/psf_size\n", " # Calculate HSM success rate.\n", " ratio_ok = np.isfinite(cat['hsm_sigm'])\n", " shear_ok = np.isfinite(cat['hsm_e1']) & np.isfinite(cat['hsm_e2'])\n", " ntot = len(cat)\n", " print 'HSM found sizes (shears) for %.8f%% (%.8f%%) of galaxies.' % (\n", " 1e2*np.count_nonzero(ratio_ok)/ntot,1e2*np.count_nonzero(shear_ok)/ntot)\n", " #\n", " visible = (cat['visible'] > 0)\n", " sample = ratio_ok & visible\n", " #\n", " figure = plt.figure(figsize=(8,8))\n", " nrow,ncol = 2,2\n", " #\n", " plt.subplot(nrow,ncol,1)\n", " bins=np.linspace(0.9,2.9,80)\n", " plt.hist(cat['hsm_sigm'][sample]/psf_size_hsm,bins=bins,weights=area_wgt[sample],histtype='stepfilled')\n", " plt.xlim(bins[0],bins[-1])\n", " plt.xlabel('HSM size ratio $\\sigma_-^{psf*gal}/\\sigma_-^{psf}$')\n", " plt.ylabel('Galaxies / sq.arcmin. / (%.3f)' % (bins[1]-bins[0]))\n", " #\n", " plt.subplot(nrow,ncol,2)\n", " xlo,xhi=0.25,1.\n", " plt.plot(cat['psf_sigm'][sample],cat['hsm_sigm'][sample],'+')\n", " plt.plot([xlo,xhi],[xlo,xhi],'r--')\n", " plt.xlabel('Catalog size (arcseconds)')\n", " plt.ylabel('HSM size (arcseconds)')\n", " plt.xlim(xlo,xhi)\n", " plt.ylim(xlo,xhi)\n", " #\n", " plt.subplot(nrow,ncol,3)\n", " bins=np.linspace(0.9,2.9,80)\n", " plt.hist(cat['psf_sigm'][sample]/psf_size,bins=bins,weights=area_wgt[sample],histtype='stepfilled')\n", " plt.xlim(bins[0],bins[-1])\n", " plt.xlabel('Catalog size ratio $\\sigma_-^{psf*gal}/\\sigma_-^{psf}$')\n", " plt.ylabel('Galaxies / sq.arcmin. / (%.3f)' % (bins[1]-bins[0]))\n", " #\n", " plt.subplot(nrow,ncol,4)\n", " xlo,xhi=0.95,2.\n", " plt.plot(cat['psf_sigm'][sample]/psf_size,cat['hsm_sigm'][sample]/psf_size_hsm,'+')\n", " plt.plot([xlo,xhi],[xlo,xhi],'r--')\n", " plt.xlim(xlo,xhi)\n", " plt.ylim(xlo,xhi)\n", " plt.xlabel('Catalog size ratio')\n", " plt.ylabel('HSM size ratio')\n", " #\n", " plt.tight_layout();\n", " if save is not None:\n", " plt.savefig(save+'.pdf')\n", " plt.savefig(save+'.png')" ] }, { "cell_type": "code", "execution_count": 422, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulated area = 186.414 sq.arcmins.\n", "PSF size = 0.605 arcsec\n", "HSM found sizes (shears) for 99.99558986% (99.70893054%) of galaxies.\n" ] }, { "data": { "image/png": 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OtcZrWNViAQZgbWMAegMLgR1iisu59rdypU1RVVTAbbcVRSXj9tZckjM1VT10MtbOQYDt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UA6ImdvggypgHXAPulcXFUfxbqXJ+L4dK7h8XgGFT8EVgB/AjpycP16YGEQ\n6yekcFcN5pi/fLmpesPVvnn9dVi/3qwukyebu+fNNy2uuKUldDXV18PrYgInFoNbboG99goFjovn\nKS217fvvD8uWmYXHFRZ07iTobsVxxIuYeCERjauJbutro8p0rCu5qGHT3+KD+SAd91q2Yv7SETkP\nAstE5FbsA+OTwAP9vrPH4xmKfAj4FHAy8DRwG/BnVc1WJ6XDgN8EyQ3jgZNEpFNV74o/cDDH/D32\nWP7vKWIBxuPGWUVjVx9HxN7b2kzgVFWF8TfO2hKNuamoCAXBK6/AeeeZiKmpgeXLzXqzY0cYQ+O6\nky9YEIqbdJpiJtrmmm2mKkCYqpVDPgVJLq6ZL5GTngDMTsxfOiLnIuAM4Ohg/XpVvTOju3k8niGN\nqjYDzSKyEPgIJniuFpHLEgmRDK6/M9dYRH4J3J2N6xYTI0YU5r6qJj7ef9/Wt28Pe1S5WjXV1WEG\nU3U10NFBbe1wmpvDbt+rV4fup4kT7X3dOhM6bW0wejRMmBDG07jg4BUrTDxVVwdtrep6jrG34N+o\nFShdoqIolVWnL9fLZVfuQlBIt1s6Imck8EdV/YOI7AfsLyJlqtrZ24kej8eThAlY3axDgDXAO+mc\nJCK3YYVEx4vIv4BFQBmAql6fm6EWD2ecYS6hfFNSYjE3mzaFHbqrqixI2GUiuZiZ2lqz4Hx13zvZ\neNC3+cWXn6TxrlLABM6oUbZ///3tOtXVJnZc48z4Qn0uo6qlpXsqeCKiYiQ+xTtdd1T8erp1adKl\nWIrs9YXeupDnknREziPATBEZi1UofQILFD43lwPzeDyDjyDZ4GxgOJYBdXakMGivqOqn+nBsOskR\ng4rGAuWpdnWFNXJcLFBnp2VXVVSYm8k1vGxuhk1Lbqd61Hy+st99nPuhUi75LzsnKlwA1q4Nr9na\nmjheJupGygTXhBO6V0jui5vLkznp1h/KlHREjqjqluDD6WdBv6kVmd/S4/EMYW4EngdWAycCJ0aK\ng6qqnl6ogRU7kjTEujA40eMqDVdU2IR20PO/4Zjyr/CP+mXsuWb6TiuKs6SsXh1aZ2pqQjeWc0ul\nYxHoi+BxNXaiRIOToy6uXNa6SUSuBFU+3EfZ/Bn1Z6xpVTwWkY9glpvPB5uSZUx5PB5PKo4N3l1y\nc3RqHrLp3v1lypRCj6A7Lgi5utrETmuriZcDV/yaL8nXqNX7eeebB7NuXffielVVYedwJ2qgZ7ZU\nskk6k5TtVO6oZCInXy6lYhY5A8Xtlo7IWYDVtrlTVV8IGun9JbfDyi1dXXD55f/LhAk/p7QUvvvd\nb3DggQcWelgez6BHVWPRdREpBw4E3lDVhJXPPb1TqOabyVC1z9k33ugeI1RVspHjuh5k274HsP9e\n1v3bWVJisdAl5Zp1OnqLg0nkxspkUk0kiHytmuKmV5Gjqk1AU2T9FeDiXA4q12zc+A0ef9wcxyNG\n/C8XX7zOixyPJw+IyPXANar6vIiMAZYD24FdReSrqnprYUdYfOyyS6FH0BOR7oUI99jDUsobOy9k\n2jTb5oSMa7kQrQ4cX6AvGdGGmNkQItH7Q1hVOdol3R3XW0bVQCP+uTJpT5EphfwZZdqFvMg5budS\nefnPCzgOj2fIcbSqfilYPh94SVXniMgkrNeUFzl9YMqUMPZlIKFqBftmzTJxMG2aWWlWrLBl11PK\npZMnynSKJ1GMRzIxlG4wa7LA4kQxOu6Vyb36cv9cXSPZc+UDL3I8Hs9QIVrl+ATg9wBBs97CjKhI\ncYG6hcIV+4tSUgLl5XDwwfDyy1bvZtmy7oHAbmJ1MTfJ+j3FkyztO9k1eiOVQIg25XQWHLeerQk7\nmcutP9fw9CSpyBGRTwPLVPXdPI7H4/EMbtpE5DTgDazx7+cBRKQMqCjkwIqNE04o7P3jBQ5YHM6I\nEdaG4ZKK65nwztHAATvF2IoVoTVmzpywOWS8RSHVxB216DQ12bGzZvXN7dJbSnIi11lfBUWuj8+E\nTNpTFDupLDn7AL8PAgMfxHrN/F210C3fPB5PEfMl4GpgErDANf7FfMj3FmxURcaUKYlFRiFxfaWm\nToWv6P8xp/SnjPj6bH54bygqZs/O3EUSDS52MTzQPaYnnWvEW2ggtfXIjT0bVpZUadXJzkl03UxT\ns6PHpGpPMZhIKnJU9QrgChEZjTXT/BxwnYisxATPsr4U8fJ4PB5VfQmrjxO/fSkWk+PphUK7qRyl\nVqQYVRNdM2eadeDz66/kxNYbab4uxkcm701VVXiOy7RKpxVCPKnOiYoEt54o/TteJKUzyWe77k0i\nl1tDg/3s4seZzjWGglDpD+lkV70P/CF4ISIHAicBv8J86h6Px5MWInINVg9HIu8OVdWiztzMB8cc\nU+gRGDt2WAxOSQnMn2+up/1u/y5ntS3hjoubeOPFPVlWZy6q+ArGmYicRMRfI5XIib4vXmwurmhW\nV2/3SIe+Wlmiosu53AZ6MHCxxQH1OfBYVV8AXgB+lP3heDyeQc5ThOJmMfAtQqHjXeG9cMYZhR5B\nd6ZNs0acADd88Uk+sfXXHLS5if1iu++cwKNWp5deCuNbkhXai9KbaOjLZBuNs4muZ5NkVpZEMUDR\nZ3fWuUzcT5mSaXD2oBc5Ho/Hkymq2uCWReQSVV2S4nBPHPcOsKil1lbrK9XQAFVVh3Nx19PMmFWx\ns5FmvEWlvt7em5q6C51007kTWTmcu6e52axGYOurV1svr6qq7vE30fowqchlJpVj3jwbjxvf5Mm2\nHm01UUhRUWyCJhFe5Hg8Hk8RMG7cwAg2dqnjo0bBhRfapNzQYBPivHmWIOeyqGIxW3YF9drabNvk\nySY+XHZVfxowRl0+c+bYtvi6Nm65L2ng/S002Jcg4Kh4ixdyqVLN8yVC8tWrKxf0KnJEZCqwRlXb\nReQY4GDgZlVtTePcXwCnAG+r6sHBtjrgC8A7wWH/HQQdejwejycJGzYUegRhsHFFBWzebMvNzWZ5\nqK4264lzUcVP4nV1lnnlUrJd801IP34lU6INPqN1b9KZpPsjJPraS6u/9X2yQTqCppiCndOx5NwB\nHBaIneuBP2JVSU9O49xfAtcAN0e2KfB/qvp/fRyrx+MpckRkE2HszQgR2RjZrao6ugDDGvAMlDqJ\n551n73f9UfnYlDXU1e3dzS119dWh2GlosMmwujqsybJ+fU9xke7EmSg2JPq+eDHMnRtuix7v3D/x\nWVXxFqREdWQyLQLYlyyoRAHUyYSGE2yJ9mVD/KTrIhzoFhxHOiKnS1W3i8gnsJ4z14jIM+lcXFUf\nEZHqBLsGyL+sx+PJJ6paWegxFBuFFDijRpnFprLS2ke0tEDtLOWqrouYtu5V4L5uE3R5uU2K991n\nIsfharIsX57c9dJXnEUonQk5Whk5mlWVqKVEba2JolmzbFt8/FAuJvdEKfGJUs1jMRNfixbZ9rlz\n+193qK/0x4VXCNIROduC6sefBU4LtpX1874XichngSeBS9NxfXk8Ho8nv7i6Nq4/1qMPd/GpR/6T\nqV3NnMhSxlbDbrvBAQeYkFm3zibdl1/uHtPiBMmyZfbugmsd6U6YfZlcE9WciRdGyWKBXG+taExP\nf+ivIEhmXenPuNL5WSZzG/YnhirfpCNyPodVKf2uqr4mIlOwGjmZci3w7WD5O8CPCUq7x1MX+Q3W\n1tZSWyzS0eMZAsRiMWLF9GlXhBTSilNaChMnwp57wsiRJnCu1S9x4l7/4Ki2ZZxxxmgaGixjqjXy\nNbWlxWJ2HFE3UXTdFcCL0ttHvAtwht5dNakm8UTunqqq8Dmc68sJsnSumYpcpXrnekqMt7oVY/Bx\nOsUAXxCRhVibB1T1NeDKTG+oqm+7ZRH5OXB3smPr+iufPR5Pzoj/4rE4+snn6TdTphT2/qqwdSs8\n8QRM3ke5Xi9g+qhVfPfopXT+uXJn083mZnt3hf4aGy2LasECEw7RHlXQfVJctCh1LZl4nHXFHZvO\nFBHf6yq+TUOyayQaV3/da/0VSInca30dQzZaQkDxBB+nk111OvBDYDhQLSKHAotV9fRMbigiu0f6\n1ZwBPJfJdTwej2cwk+/WDSIWgwMmcM46y1xKFjws/HHJx/nRuOPY+tgo1q3rHgBbXW3Hrl1roiY6\nmTpiMYvJqasLY2Pc9lRxHokm5sZGy85K51hInhmUjrDKda2cvl6jP+KiWIVKf0jHXVUHfBj4C4Cq\nPiMiH0jn4iJyGzALGC8i/wIWAbUiUoNlWLyGucIKyu23386KoIrUmWeeyT777FPgEXk8nqFMPt1U\nJSXWPfzwwy225o47YNKksGCecy9Vx07f6S5qbGSnJWfJEpg+3VxJw4aZuJg82c6J1sKprQ2DkWfN\nMqvK3Lm9C41EE7PV5Env2N6u3dv2qDuumNw0uaSYnjsdkdOpqq3S/b+uK52Lq+qnEmz+RTrn5ov3\n3z+Tm25aBbxOScntTJ8+3Yscj8dTMPLtpurqMqED8MADFmQ8caJN6MuXm3Vm+XJLC6+rM3EycWJo\naXKCZdYsEz5Tp1q38QULeooM525yqeU1NSYgXOZTtBpxohgbZ8nINOMpURZTb8e1tnZ3XfXF+pGN\nOJZcxcIU6tx8k47IeUFEzgWGicg04GLgr7kdVv5Q/U+2bbPlMWNWFHYwHo9nyFOIDuNdXfDkkzB8\nuK3PnAl77QULF9p6ba0JlxkzbL2pycRIS4uJACd0qqth5crwPEg8Sbe0WCxPfIwNJBcR7vh0SRTL\nku/JORvuoVy5mIpJqPSHdETORcA3gA7gNmAZlhXl8Xg8niwyc2bh7l1SYinj5XQw+9YL+Mnoy2lu\n3p/mZpsQZ8wIrTDR1GzXO8qx//5hFlS85QHCSTrqbkonNqa1NbxuQ0PPAnrx9KceT7wwiwYuu/H3\nNaOrUAzEMeWTdLKrNgOXBy+Px+Px5IjHHsv/PYcNsxigzk4YTjt/kDMpH1nB7kd9gAULeoqJaO0b\nN9FfcYVZZ1pazK3lXFfxxeoaGno2pWxsNJdYTY3V0XHE17dxgc6NjaHrDHpmb7njkwUxpzPhp6pL\nk8qSkur62RAamVzDi5wkiMhVqnqJiCRK8dZMs6s8Ho/H05N818QpKbF7HnccrFoFx8zYyid/ewZb\nSkfz8bZfM6qpjNpaEyPxQb5RodPQYC6q1att3+TJZnWpqurpXnLtFVwwb1WVrS9ebJai9vae4sa9\nmpos5by1FU48MXSdRWv0OJxlKd5NlqhKcr4olMjJBsUslFJZcm4O3n+cYJ8m2ObxeDyeDJg/P//3\nVLVYnPZ22PruFi556OP8q3ICr33zZnb94TAqKtgpclzsTXOzWVKcMInFbPvq1RaMvG6dXc91Hq+p\n6T5BuvfGxlDgpLKSOMHjRJazFLW2hlafyZPDCsru+vENQqPX7+tk3VtdmoFYJC/bYxqUIkdVnwoW\nX4wW8AMQkf1yOiqPx+MZQvz0p/m/p6pZc5qa4EQe5tkte/KZbTcx4YelrF8PO3bY5DZ8uFUwdung\n0Wyj+HdnKYkW3EuUju3Eigs8dsHWVVU920GApalPnhxeZ8YMsx5VVZmgqq42UdXQYMvR2Bl3TVef\nx5HuhN+byBmItWcG4pgKRTqBx4+IyLdU9bdieeT/BXwB+GBuh+bxeDyDn0mT8n9PZ3UZM8asOcva\nZrNq79nsst6aca5bZ4UBV660WB1nNZk0iZ2FAFtaelppli/v7l6Kxu00N5vIcV3KnQWmpia01ERd\nT/ETdTTYeenS7jE5TlglCmCuqbFXdJzFapXIJwPRQpUJ6YicWuAGETkLmAisBI7I5aA8Ho9nKBCL\nmWjIF+XlZsFxYiXKXnvZq7raauU4d5Wzoqxebeftv38oShIJh3grTDQbyVmBokUGobsFyAUkJ7ou\nhHE+0bid+GNT1bPJpetlIE7+mY5psFiD0smuektElgH/DewAFqrqppyPzOPxeAYxsRgcc0x+76kK\no0eb2Bk1yt7XrbNmnE1NFtDrXEcLFtjLVRd24sDFu0StJm49GlTsBIuz+lRXhw05V640Cwz07C3l\n2j0kEjjQU2AlIlk9nfhxZ5tiFjnFHHeTinR6Vz0IvAUcCOwN3CQiD6vqV3M9OI/H4xmsuMaW+aSz\nE7re3QAbXmVz12Fs3mwuqy1bTBisXWsxLmDf3K+4wkTQ1VfDtm0mQqZPD/tUxWdBRa018WnmsVgY\ng7N8efd2D/GTa6IA5OhyvJssfoKOzwYbLK6XXJLr9PdCkY676qeqemew3CoiH8XXzPF4PJ6MicXg\nK1/Jz73Ky02glJbC6B3v8QD/ztKu2TSXHUZnJ2zfbuKnstKCdKdPNyuLEwA1NeF61AoSrczs6thE\nia+nEz03VRxSOhNq/IQc31k8/hqDxfVSKAa1yIkIHLe+Hfh2zkbk8Xg8g5xjj83PfYYPtwnqwQeh\nasd6Hir5d/5WeTzffP9/mTgO1q+HzZvD49esga1bbdkJiaqqMMi4sdEsPS5GZ/ZsSxlfswZeeSUs\n8ufcU+vXw/jxdj0ngurqzG0Vja3JRlBwtrp8Z2tCLwb3z1CwcKXjrvoIcDVwAFAOlAKbVHV0jsfm\n8Xg8g476eouNyTXDh4cFBsfteJuHSo7n8fGn8LfZ32Pfx4T588NaNkuXhunYYGJm0yYTJhUVJkrm\nzoV33rHMLFf4z6Vxv/KKCZ/aWhMvLoZn6VLb5+Jz5s6186ZP79mzClJPrPETcnysz6xZ3YOak9Hb\nPYaSyBkKFq503FU/Ac4BfgccDnwW8HVyPB5P3hGRXwCnAG+r6sEJ9p8LfB0QYCPwZVV9Nr+jTE4+\n3VSuVcNzz2znfk7gvrI5vDh7MZW7CGvXhlaZqipzH82ZE9awmTPHhMR559m15s414RIN6G1sNMEW\ni9k1XFaUa77pRMx559ly9PwVK8L9rut4PPX13ds1xGdPuT5WsVjYINS5xZqbe7Z6iF7HM3RIR+Sg\nqv8UkVJV3QH8UkSagYW9nVeMvPzyy4wZMwaAadOmMXq0N1h5PAOIXwLXEFZkj+dV4GOq2iYis4Eb\ngBn5GlxvXHVV/u7V3m7vb749jM9wC893HMSiKRb0O2lSKBqqquDWW+Gb3wxdV9ddZxabaGsGV2gv\n6oKCsJKwEytVVSaAWltD4RNfNND1oYoWAoynsTG5UHFEU9GjKel9sUhk02VTzO6fgT6+TElH5GwW\nkeHAChH5AbAW+5Y06Ni6dRoLF94I3MjWrS/zpz/9kWPz5Tz3eDy9oqqPVt06FgAAIABJREFUiEh1\niv1/i6w+DuyV6zGly/z5NnEXguc5CIDvfc8qGXd12SQ8apR1Pv/BD0Kh0twcpnfX1HTvA+WK+NXW\nmlCKBvw6y0ptbffnrKiw98rK8Dqus3nU+uPcXMnSvONTzeO7gSc7p7fJO5sum2J2/wxlkfNZoASY\nD3wF+9A4M5eDKhTbtl3Ptm22PGaMFzceT5HzeeC+Qg8CzPVy7bX5veeoUWbNGTECzjwTbrkF7r8/\ntJ7MmxdadaJF+Fpbw+0LFphrafp0Ezj77muWHLAqyO3tYeG9tWtDq4xzHU2ebNeJ9qVytXSc5SXa\nNLO+Phzf6tUmsqqqwk7jqQSEc5HBwGjI6RkYpJNd1RIsbgXq+nLxRP5zERkH/BaYDLQAZ6tqgj6y\nHo/HkxkicgzwOeCoZMfURWbJ2tpaanM0E9bX5y8OB6CEHXRRyrZtZrXZtAl+9Suz3pxwgsXplJaa\n5WW33UyoOJfUmjUwbJgJGBckPHGiBRyDCZy2NgsoHjMmrJtTV2fiaMUKExSzZoWFA5MV5otWOI4G\nDLumns4KkyhAORHxrq1k6eSpyOafgBdW/SMWixHLQuXGpCJHRJ5LcZ6q6iFpXD+R/3wh8ICq/kBE\nLgvWB2V8j8fjyT8icghwIzBbVTckO64uD76EfAYaA1TzGndxOv/OA6zrDIvRlJebmBk50gr/dXaa\nheSJJ0ykQPf6OHPmmEBx6eJuv7O0uJcTNrNm2fvEiXZsRYU9+9q1lvnkgpyd6ImKFxfrE62r09Rk\n93Xr8W6ndLKwUrWISEaxiZxiyODKlPgvHoujQU59IJUl57SMrhghif/8dCAo3M0SIIYXOR6PJwuI\nyD7AH4DzVHVVIccSi8Gpp+bnXiUlMK3kFZZtP5YfD7uMd7omMWqE1bzp6rJ08o4Os8JMnmwCp6Ym\nFClz5pi1xrmbSkpsn6uHAyaSGhpse1SkuAaZUddTtG+V05KuEWd8leSWlrDdA5hAmjXL3pct6y5a\nILVYibf+RIORM2Ggi4iBMr6BMo5EJBU5ETdVtpmoqq413Dqs6afH4/H0iojchn1JGi8i/wIWAWUA\nqno98C1gLHCtWJGYTlU9Mt/jdAInWmgvl+zb9TL3dx3P//JNbtz+RSC8t4iJmxEj4Mgj4aCDLDvK\nuYj239+O27DBxMZvfmOCaMMGE0djx9ry7NlmcXEBxG5Sa2jo6XqCsMeVW07UtdxZb1xwc0uLCZvp\n000UOSuT62juRFWyrCsX/AwWl5Nu7ZxkDOTJeyAxkH9OBS0GqKoqIknLYuXLZ+7xePpOtnzmfUFV\nP9XL/i8AX8jTcJJy1VVhCneuGD3a4m2mda3kQY5nEd/mF3xu5/7KShMrlZVwyCFmGZkxI8yEqqsL\n3UIzZtj1jjwy3D9vnll8XLNNJ0TiiWZERbt/z5sXBhEvWWKCJZnryZ1XVweLFlngsysoGE0Ldy6y\nZLjeWNFrD7Zpo5jT1AtBIYoBrhORSaq6VkR2B95OdmA+fOYejyczsuUzH2yccUZ+UsXff9/ep/FP\nLud7/HmPz1LxXiiuNm+2ysobNsAjj1iW0+zZ3S0oy5dbVtItt1gjzvXrwziWhgYTOdEifvE9oqIi\nJCqeIKyS3NwMZWXdG39G08Wj13O4rK148ZTIOpNs0o9akvrCQBcR2UpT76/1ZaD/nByFKAZ4FzAX\nuDJ4L1DlCI/H48k+//hHfu4zIoi5uScIn9wDcy+51PF58+CGG+zYzk54800TX83N5gpyBfvWrQuF\n0Y4dZtnp7DR32/jx5hpyk1m8yIknKlxckHF1dRicDD1Tut1k2dAQWnxWrAgtNi4QurW1Z2Vjtz/R\npJ+pkbGYa930RlTY9FfkFMvPKafFABP4z78FXAH8TkQ+T5BCnsnAc01HB5x00mmUlJRRUgJLl97N\n0UcfXehheTyeAUosBl//Orz0Un7ut3179/X33zeX0557WtbULbfYMaomfMaP7x7P0toauqMArr4a\nLr7YrDvt7fD8892bbTqWL+9ZjwYy/wYftci4HloQtpxwNX0SVTbu7bqDnUwqMg+Fn0uUnBYDTOE/\nPz6t0RWQ9va7APsUGT36VLbHf6J4PB5PQCwGZ58d1pPJNS4DadUqi7lZtcoK9blKxU88YcLklVdM\n6GzeDIcfblac2bPNdbVkSZgevnp1mPZdUdE9O8kFDbsYHghr68ydm1zcxGdSRd1aiXBB0O6+icRM\nssrG0f3ZZKALgr6Oz/0eIbsupoH8c8ppMcDipnLnkkhZAcfh8XgGOs3NYSXgXHIEf2cXNvJQ+3E0\nNcG2bZYiDmb52LTJlktLwxgYMOFSUREG84IF+EIoHBobTSQ1Ntq6i3+BcGJsaAizpNz2aOxMslo2\nyZpwQuJ2DWvWJO5plc86N7m4XiGI/nyXLAl/73PnZs/FNJB/TqmKAc4B9lLVnwTrfwcmAApcpqq/\nz88QPR6PZ+BSXw/f+Ia5hXLJDP7GH/k4n+cmKiutVcPatfZ6/XULMD7vPBMHW7dazE5lpQmfV16x\nDCoXbOxicJqaTLisX2/Wnvp6s+ps2WJWHlerxqVmt7dbDI+bHKPurlSukHnzuq8nSiV3RNtOJGIg\nT6gDkWSxMwM1hibbpLLkfB3LqnKUY9lVo4AGwIscj8czpInFrHv3li25vc9RPMqdnMFclvAnToZN\n9q28osLaK2zYYNWGYzGzgrz5pm3fvt0muKlTQ7eTczntu29Yxbi52Sw40YJ+8+aZuIlmTTnrirPc\ntLZ27xOVTOjEb+stNiSR5WcoxpPkkqHys0wlcspV9fXI+qOq+i7wroiMyvG4PB6PZ8Bz/vm5L/h3\nNA9zB2dyHrdwPydSVhZWMG5vh09+0gJ2a2pg4UITJ65ScXU1vPgiHHBAWOcm0Tf4qDUmSiwGK1fa\nhOjEkYvjcZaWqKspKnQyCYp1MSOJ4kW8yOk/ydyJg5lUImdsdEVV50dWJ+RmOB6Px1Mc1NfDW2/l\n9h678D6/5lw+xW38OcjXcA02OzvNetPcbC6kVavgnHNs2bFihWVWjRvXPZC4ujp0CTmR4tK0naBw\nsTfr1sGFF9ox8fVtoHuAcCoXSG91VYolJbmYGSrCJkoqkfO4iHxRVW+IbhSRC4HHczssj8fjGdjc\nfrtZU3LJRkYzveR5NpWOQYJ0cIkU8KiosJicigqLxwETENOnm0hxjTaXLrV9sZiJIjB3V0sLPPus\nubtcDZrGRou1cfVoXEdxR7xVJd2JMxMRUywF5zwDl1Qi5ytAo4h8Gng62PYhoAKYk+uBeTwez0Al\nFoOXX87Pvbp2GUNnm1lvKiosmPjCC82S5GJlVq7sngFVXm7xOLGYua2cIJgzx15VVaFQaWoKhUx1\ndXe3lnulio+Jf8+GWylVULLH0xdSNehcJyIfBY4FDsSyqu5R1YfyNbiBxMaNG9mwYQMAlZWVlJX5\ntHKPZ6hy1VXw3nv5uVdVVVjrprzctt13nwU7z5sXdgmvqrKKxZs2WazO5s0wc6btc66o5uawPs7q\n1WbJmTw57PmUSESka7Hpi8jJdyq4Z+iSsk6Oqirw5+A1ZGlvr+Tss+cC0Nm5kQcffIBjjjmmwKPy\neDyFYP58uPdeExTZZhzv8h679ti+ebNZctrarC6Oi7t59117LysLCwGCiRZXQbi2tnvXbhePs3Sp\nLTuRVFcXVhuGxBaaeNdRtBpxX8i0MrLH01fS6l011OnouHvn8pgxXtx4PEOZ5uawAF82mcOd1LOA\nD/IPtjJy5/b1681N1d5ubqWWFhMjNTW23Nxs4qe5OWzV4Kw1dXVw0EF2HSdSYrGw+zjAiScm7jAe\nLyoSuY6cKysfsTNe5HgywYscj8fjSZP6egv0zbbIOYvfcw0XcTL3dRM4YPVuRoyw5aYmW1+92txS\n27eHFqXWVts+bFjojgLrWRV1IblaN9EWDUOlWaNn6OFFjsfj8fSBvfayCsLZ4pP8hv/HVziRZTzL\n9J3by8rMRfXrX9u6s5TccYcJl8rKsHVDSYmJmunTw4wqF2cTJdoTyr33VeD0Vs/G4xlIeJHj8Xg8\nabJqlaVcZ4tPcSs/4qucwP08z8FUVMBll8F111kTzUmTTDjU14duoY0bLQ7GuYtcfM2FF4biI+o+\nSkS00WW6wiRa5C+V1SYToeML/XlyRUmhB+DxeDzFwBlnwE03WU2ZbLGOiRzPgzzPwYC5jn78Y4ux\nKS+3vlF1dSZyoHswcDTGZt26sAaOE0SJRENU2GRSkTgdMhU5Hk8u8JYcj8fjSYNZs+C117p39+4v\nD3Fcj21bt5o76tOfhpNPNpFz441hG4XVq225vd2CjKuqwhYOLhAZkoucvhbxS4a3vniKAS9y+khH\nB5xwwsmUlg5DBJYtu5ePfexjhR6Wx+PJIc5KsmZN9q9dUhK2aRg+3DKpZs8219g999i933zTRBbA\n+++HXcHB4mLGjOnefNPF3GRDyCTLmnKNPHNxbS+ePNnCi5w+0t5+L7CD7dth9OiT2ZGLYhkej2dA\n0dwMDzwQ1qXJJl1dYbZWR4e9XIfxgw8OY2+cIIh26Hbvy5fDjBm27NoxuONdajn0XUykir/pr4vJ\nZ2R58kHBRI6ItADvAzuATlU9slBj6RtheqeI14gez1BhwgRryKma2fkXcTWrmMqfOLnb9pKSUOSU\nllpK+L77Wnr4D37QU4iceqq9R91FCxf2zJpyxFtcvPXFM5Qo5CytQK2q5qk4usfj8fSd+nr4yU+s\nPk6mAue/+DH/wc84lu5dcUaNsmrGY8aYqCkvN8GzfbvF2ThRcdBBoaj5yU+6XzsqMKIWnGyTy07h\nPj7IkysKbYqQ3g/xeDyewlFTA1Onhq0U+splXMHnuYlaYqxh72772tstDqetzdZ37LBifsPiPpnP\nOisUL4ksKdBdgCSzuETbNvSVXIoIL3I8uaLQlpwHRWQHcL2q3ljAsXg8Hk9CamstruWRR/p+7jf4\nXz7Dr6glxpvsCYCIvUaOtKrF1dVmJRKx9YkTrdjg2LHh/Z2FJh1LSqLsqVzEu3hR4SkGCilyjlLV\nt0RkAvCAiKxU1W4fI3WR/8za2lpqB9h/VUcHHH/8CZSUlCICDzywjFkuBcLjGeTEYjFiQ6DAicus\nGjHCOn+nyz6sZg6N1BJjLbvv3C5iLqnSUmu/MHu2pYy7e7kYmpaW7vVw4mNgCk2hx+DjgzzpUDCR\no6pvBe/viMidwJFAUpEzEGlvXwZ00dUFo0efQFcuuvZ5PAOU+C8ei+P9J4OItWtDl1K6vM5kjuTv\nKCWUlcG4cSZoamqgsdHaL7S2ds+cimpG1927vxaZwTrh++wsTzoUpOKxiIwUkV2C5VHACcBzhRhL\n/ygHKoAKVEv51re+zxlnfJazzvosL774YqEH5/F4skBzs4mP7dv7fq4GH7Hl5eaKqqyEBQts34IF\n3V1LtbUmfKLr8URFULriZbCKHI8nHQrV1mEi8IiINAOPA/eo6v0FGktW2LhxIY8+eh6Njcdz331P\nsC7TKEWPxzOgaGrKvOv4yJGWQXXAAZZFNX68WRwOOsj2xwsQJ4ASCZNcZk5lm3yP0ws5TzIK4q5S\n1deAmkLcO3ecuHOpvPyXBRyHx+PJJrNmwZ/+1NtRyqE8wzN8qNvWqiqL5fn738OifqlIlSVUbCIn\nn8LDixxPMgqdQu7xeDwDmpoaSzJIhtDF1VxMDc18jId3uqjABM64cemLk0TiwAfYejyZ40VODti2\nDU455ROUlQ2npATuuecOjjrqqEIPy+PxZIBreJkIoYuf8R8czHOcxJ92CpyyMquQvGpV/+9fLAG2\nXox5BiJe5OSArVvvALaxdSuMHv0Jtm3bVugheTyeDKivh69/PfE+oYsb+CL78RKzWcomdqGkxKoX\nT51q8ThRkk30g0UcFIsY8wwtvMjJCeN2LnV0DOe4447DFXd+6KE/D7h6Px6PJzmdnYm3X8UlTGUV\nJ/EnNlMJWIDyhg3w4osWaDxvXthQM1WsTSJxkMjF5T86PJ6+4UVOjunoeHDn8pgxxxZwJB6Pp680\nNSXfdxOf559MYwujdm6rrLTmmjU1Jm762wwzXtQUi8gplnF6Bj9e5OSc0siyb9Xl8RQTjY3J962I\nJIjOmgUVFdaLCmDJEtvmuoIPtZo2g+U5PMWPFzl55q677uKll14C4LTTTmOPPfYo8Ig8nuJBRH4B\nnAK8raoHJznmauAkYAswT1WfyeWYhg83q41zS0HiPlPp4qw/xRyf4/EMFLzIySMbN57Gdde9DDxN\nV9ddbNiwgUMOOQSAD3/4w+y6666FHaDHM/D5JXANcHOinSJyMjBVVaeJyIeBa4EZmdyoe0yMkswS\ne8455p6qqekpcvqKD971eLKLFzl5pKvrUrZuteWysiquuOJh4GHa25dz1VXf57DDDuOFF15g9OjR\nO8+ZOXMmEyZMKMyAPZ4Bhqo+IiLVKQ45HVgSHPu4iFSJyERV7XMJ8mOOsfdyOvgN53A1FxPjmG7H\n/OUvyasTezyewuNFToHo7LxyZ8O/4cO/xGWX3QjcSEfHemAs5eXVdHQ8wtKlt/tsLI8nffYE/hVZ\nXwPsBWTUZ2U47dzBmWxlBI8ys8f+BQssg2rBgu7Wm2z8y/p/e4+n/3iRMwDo6Li+R0XV9nYYM6aW\nl156icpKS0/db7/92GWXXQowQo+nqIj3K2mig+oivqD4juoAFWzlTs6gjTGcxy1sp6zb/ngrTl9c\nVOkc60WOZygTi8WIZaGPiRc5A5j29v12Wni2bn2JZcvu9lYdjyc1bwB7R9b3Crb1oC5VwMuWLdzF\nx3mb3ZjLEnbEfVSOHNk/EZLv3k4eT7ER/8VjcTQSvw94kTOAiVp4Kitrufji/6aqajylpXD11d/j\n4IMTJpd4PEOZu4D5wG9EZAbQmkk8Dq++ysv8GxdzNV3dykAY559v74OlWrHHM1jxIqdI2LTpezz3\n3LsAlJf/N0ceOZPS0jJKSuC225ZwxBFHAFBVVUV5eXkhh+rx5AwRuQ2YBYwXkX8Bi8D8SKp6vare\nJyIni8gqYDNwfkY3OuggDvzLT/mfmK06AbNokYmXhgZbd2LGCZ1UxiEviDye/COqCd3VBUdENN2x\nHXbYcTz99OXAcbkd1IChDbBa88OHfxaRJwFob3+HD33owxxyyIfo7Ozgc587l2nTpgEwYcIEKioq\nCjVgzxBARFDVoqh42ZfPFzseDjoInnvO1qPCBkJxExU5qVxSdXU+Pdzj6QuZfr54S05RMmbnUkfH\nfZHtjTz99Js8/TSUlHyH3/72twwfPpb29rf585/vZ9asWTzzzDO0ubQuoKamhqqqqjyO3eMpTq65\nxoRJS4u1e3AiJVlGlY+78XgKjxc5g4o5O5e6uv6Dr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hsm_plots(LSST_r)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Systematics Fitting Results" ] }, { "cell_type": "code", "execution_count": 441, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def fit_plots(results,save=None):\n", " hdr = results[0].header\n", " cat = astropy.table.Table.read(results,hdu=1)\n", " # Calculate the simulated area in sq.arcmins.\n", " area = hdr['IMAGE_WIDTH'[-8:]]*hdr['IMAGE_HEIGHT'[-8:]]*hdr['PIXEL_SCALE'[-8:]]**2/3600.\n", " print 'Simulated area = %.3f sq.arcmins.' % area\n", " area_wgt = np.empty_like(cat['snr_sky'])\n", " area_wgt[:] = 1/area\n", " #\n", " visible = cat['visible'] > 0\n", " detected = cat['snr_grpf'] > 6.\n", " blended = cat['grp_size'] > 1\n", " sample = detected & blended & visible\n", " g12 = np.hstack([cat['g1_fit'][sample],cat['g2_fit'][sample]])\n", " print 'mean(dg12)=',np.mean(g12),'rms(dg12)=',np.std(g12)\n", " #\n", " fig = plt.figure(figsize=(10,7))\n", " nrow,ncol = 2,2\n", " #\n", " plt.subplot(nrow,ncol,1)\n", " bins = np.linspace(-0.1,+0.1,40,endpoint=True)\n", " plt.hist(cat['g1_fit'][sample],range=(-0.04,+0.04),bins=bins,histtype='step',color='r',label='$\\delta g_1$')\n", " plt.hist(cat['g2_fit'][sample],range=(-0.04,+0.04),bins=bins,histtype='step',color='b',label='$\\delta g_2$')\n", " plt.xlim(bins[0],bins[-1])\n", " plt.xlabel('Shear offset $\\delta g_{1,2}$')\n", " plt.yscale('log')\n", " plt.legend()\n", " #\n", " plt.subplot(nrow,ncol,2)\n", " plt.plot(cat['purity'][sample],cat['g1_fit'][sample],'r+',label='$\\delta g_1$')\n", " plt.plot(cat['purity'][sample],cat['g2_fit'][sample],'bx',label='$\\delta g_2$')\n", " plt.xlabel('Purity')\n", " plt.ylabel('Shear offset $\\delta g_{1,2}$')\n", " plt.ylim(bins[0],bins[-1])\n", " plt.legend(loc='upper left')\n", " #\n", " plt.subplot(nrow,ncol,3)\n", " plt.plot(cat['g1_fit'][sample],cat['g2_fit'][sample],'k.',alpha=0.25)\n", " plt.xlim(bins[0],bins[-1])\n", " plt.ylim(bins[0],bins[-1])\n", " plt.xlabel('Shear offset $\\delta g_1$')\n", " plt.ylabel('Shear offset $\\delta g_2$')\n", " plt.grid()\n", " #\n", " plt.subplot(nrow,ncol,4)\n", " bins = np.array([0.,0.2,0.4,0.5,0.6,0.7,0.8,0.84,0.88,0.92,0.96,0.98,1.00])\n", " nbins = len(bins)-1\n", " cov = np.empty((nbins,2,2))\n", " n = np.empty(nbins,dtype=int)\n", " for i in range(nbins):\n", " xlo,xhi = bins[i],bins[i+1]\n", " in_range = (cat['purity'] >= xlo) & (cat['purity'] < xhi)\n", " dg1 = cat['g1_fit'][sample & in_range]\n", " dg2 = cat['g2_fit'][sample & in_range]\n", " n[i] = np.count_nonzero(sample & in_range)\n", " cov[i] = np.cov(dg1,dg2)\n", " rms1 = np.sqrt(cov[:,0,0])\n", " rms2 = np.sqrt(cov[:,1,1])\n", " rho12 = cov[:,0,1]/(rms1*rms2)\n", " print rms1\n", " print rms2\n", " print rho12\n", " # Use Wishart distribution variances divided by (n-1)**2 to estimate errors in the covariances.\n", " cov_err = np.sqrt((cov**2 + np.einsum('kii,kjj->kij',cov,cov))/(n[:,np.newaxis,np.newaxis]-1.))\n", " x = 0.5*(bins[1:]+bins[:-1])\n", " dx = 0.5*(bins[1:]-bins[:-1])\n", " #\n", " plt.errorbar(x,cov[:,0,0],yerr=cov_err[:,0,0],xerr=dx,color='b',fmt='o',label='$<\\delta g_1^2>$')\n", " plt.errorbar(x,cov[:,1,1],yerr=cov_err[:,1,1],xerr=dx,color='r',fmt='o',label='$<\\delta g_2^2>$')\n", " plt.errorbar(x,cov[:,0,1],yerr=cov_err[:,0,1],xerr=dx,color='k',fmt='o',label='$<\\delta g_1 \\delta g_2>$')\n", " #plt.legend()\n", " plt.xlim(0.,1.)\n", " plt.grid()\n", " plt.xlabel('Purity')\n", " plt.ylabel('Shear offset covariance')\n", " #\n", " plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 442, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulated area = 186.414 sq.arcmins.\n", "mean(dg12)= -0.000145969 rms(dg12)= 0.0139286\n", "[ 0.02292992 0.02566059 0.01913998 0.00991596 0.01340589 0.02013011\n", " 0.02155716 0.01516568 0.01895545 0.01822341 0.01725691 0.00828332]\n", "[ 0.02378661 0.02492904 0.01678496 0.01277224 0.01906548 0.02032673\n", " 0.01717878 0.01223529 0.02001156 0.02006171 0.01646148 0.00843428]\n", "[-0.23985102 -0.52411025 -0.56291977 -0.23331614 -0.2406765 -0.13521881\n", " -0.575923 -0.25810687 -0.01389677 -0.09675879 -0.25315879 -0.35692738]\n" ] }, { "data": { "image/png": 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660f7vQqSmrBHaI+HbdNXueRk9WWbIRc5mjD2QWCE0m7iaVtu/Sss1Ptnta7L\n8qrA1z3e4cilrLUjSIL2DJsGrZVOWi8EnukGqHSBzcMGqtl2EMsbv1OOgoXMzRV5uY0DR83LmnNt\nr11Ldu1Kbl60h6ntvqY9fykdiGfJfS+7+/tNN1pu5572eU2Z4jpWIC2LeZ1fYyWShDhPy3Ie12XL\nxDY3VjjbVVbG4rtfZ0oKac9fKkWyzx2WIlniASmSJcFQR0TyEADTDa+nhLtNfrbfa2Qz1APtHBsr\nmDdkB+35S5mHZ2ibvkr8yD++xrf1/Y3GVtdGH0Qy6Vm0BSLavQlAjzclamYBr+LR3IfajCSHsABM\nTUSSPZ43xgIvfmzPBV/OMQPmGxvtMy0utl69uNjwmZeV0W4n+/Qhb7lFCGubTZSInnjDXkuh7ZKB\notLi/NHaby59bljeZnNdTj/Hp0xxDtqrJHOH7hOCf+xxKZJ97rAUyRIPSJEsCYa6IJLNE4ABADqH\nux1+tNflmFYblQ1SeBkFQmX+Mv0HuHTSep+34UlEVZdaS0ezWWiV6wBywAAxz0LweBNt/op2XwSg\ndiNRmb9Mz3pQmlogrBWGdbXH8C79MlIP7Rba8SkpUSOtxqhroE8MjBkYzMc+kLb6ezNSWOjxZmrW\n/7MzN9e1TcZ+Ohx0izTPmiVe2+3O98aPJwd2PG593nnrv6ebG0385pG2wdOYmnxG2ECWLRPn57hj\nIltLu6ksmfASbegnxHfiz2mf8FveklgpRbLPHZYiWeIBKZIlwVBHRfKtABLC3Q4/2uvfQZ8yxb/l\nPWCMPgUS0bOKiDkcdPd0DtnhLiaN+Gi18CaCfY18Wm0rK8s9nZfDYYge5ovH2vb8pdYZDUzruuAt\nwhmOEtM+7FMTk2ZxXFISRFTZsF/9vMlf5l/U21uk3NhfD+XGXbzitBa/2jzja+MxsLJlaP0x+vt9\n3X/euGP6zQhJFzFdMrnUxetuH5rN1HZf09bnPiGQ07JERBnxzOm3mynNK2mb+VfmdtzIiRPJnp3O\nSpHsc4elSJZ4QIpkSTDUBZEMoDOALoZpcrjb5Gf7/TvoIRDJ+o//glXih9YiT6wnSkudHmariKrd\nTqYmnxF+5yE7aEei88fearvViGRf7RS+eGittmW3C2FvFM6aUKrcsJ1ZrbeJgVAYKywqQ3bQtman\nLq6D8mL70c7qorgu6xg8sC7r+Bm1DbXtQruJstkMN1Mmz7dPx1M7RzUPrykCa7m8RX/M0fLKStcC\nNubPwWzqI+JhAAAgAElEQVTLMApnN0+z8Vz3lFs5fylnzXKNqpc8vk9vg9HyUzppvetg2wEDdJGc\n27ucI5tWMDv+DY7HK4yP/okT274jRbLPHZYiWeIBKZIlwVBHRPI4AK8BKFSnF8PdJj/b799Bt4qa\n+YnPtggLPOaItTuX0X7MKyp8yMZRVhZ0VDVYMWcWSUaxY9+wTfQvfylJZ99sAYw3cyHI6HlA6wRg\nbQiVF1xrj3aDZbNpg0dX+j141GWgm/Gv8T2r5b30x68MM3lOq4WnKLTZX6w9tSguNghz9SlLcbF4\nr3LDduYO2uUUyRsrxA1sy7/SjkTmxqxnMaYyr9lakRN5zBiWtptKx4JVtN01R49oZ/X+jGv7LJQi\n2ecOyxRwEg9IkSwJhLqUAo7iGtfR8H/7cLfHz7b7csA9+hb9wttvgI8Cyi2SPO6YS0RVExNaeizb\n9FX+tdFPAhGUVhijhJbR5l4HnMLOFmBk1Y/BddrjeH+Ev9b34mKDWFP36ShYyEIUuj0t8EXYVusF\nLyur9rgbRbXxHElq/5P/x1M7XlrVOTWq6vG4mrNLaAVETO3xVDHR6hwbO9b9XNFsKaWltLyZtdvJ\nlMSzzE7Zy9xBu4TwHbSLuQN30bZmp25DcTjIzEwyO1t8jvYN20S6uhyyJEUI7rzOr4l9jxkjMnT0\nLmc6ypmA00xsepw5+B8pkn3usIwkSzwgRbIkGMIpkgGsVnMj31efBupZ9MO/g24xAj6gdc34GURx\n8ZaqGKOFWVlCBOkDjugUZAGnkbNoYyhS0vkSidZEjBZBdhOF/gahfPjsjAMrze311D/tc8nJcReB\n9vylXvMAm/dRrRdcTT9mFp2+oLVTu5nyOdWc1Y3GgAHWGSI89ceQbcMlgm2RhYP04xzz4SZIexJx\nzz1kTv89ugjWBoqOxUba85fqkeG0VAcXLyYzEr9g7tjjdHTrR0fBQpbgFyy9bSkdk2Zw9JDTzEnd\nzbV9FjKrRRkBMjH2GymSfe6wFMkSD0iRLAmGMIvkKaofeTyApwFsB/BcfRPMvlyfXX6kVR+mo2Ah\nSzHWv1RfIcq24CIqDXYKY5TZ+Fhd8+9q4qOkxNXSoD2q1rygNd1+q754FYMGL615WV0oheCGxS3a\nOmSHiLYmOYWs2ZZgbIOVbcScSULPkW2zEIke2mI8DmaPcyD5lLV2BhSZ14SoVoBGy5AyZYrIxTxp\nhnubF9hE0Q0tiq4KWEfBQhb+21fO/Rq8y55uQnwWzBafr/kpi3YDZLxxsecvZdeu5D199nPFHaXs\nnnBaWCiGnRIWjAUit7lj0gyRtWOBjcU3/4W5HTdyBWawT9OvOLrHQcbgnBTJPndYimSJB6RIlgRD\nmEXyXABxhtcTAMQDmBmuNgXYj2qPs8dH29VkpAh1jmW9LeOO6YLDgXiXgXlWj9U1IWAWxZqIM/uA\nPaIKj1AWNKluWz7bOfwVyV4sFtoAQTsSObbXAVZM+wtTk8+IyLwqKrWBYMYbj5wc542GwyEe17sI\nWHWfLp7xIDJWONKyRARUK3bhaXCmuY957jdTWno9v9qi2S2MA/PGHXP/rMzfE7MVwo/80oGeD8Z+\n5+aKz6ZP17PMyHC9SXAULOTQoWRs1AVuvv9/2bPVKQJkTIzYpDbgsOS+l2mf8FvxXR4wgDaksrNy\njMNQwe5xX6siPLDrc9gvirU9SZEs8YQUyZJgCLNI7gzgHwD+CeBJAIvU+feEq00B9sOnY21pCagm\n1ZfbD3oIqvV5q0hnhadIo8MhRJ3ZGmDZF5OIcRQstBZDQfTLE15FdAgLeBi3rUet1YFdxuijJpS1\nv1oEsrhYFLQwDqhMSSGXL7cWdbpn3N8BiAaPs54RZcQIZ+W3aj4DYxYLl2j4pPX+23E0T77he6A9\npXDJe2welOrpe+PjjY5Xe47JB61RWio+I2MWDLud7NePzMhQbxbGHWPxDf/NibH/5BBsExFk/JPj\nW77N9lEiorx50R46ChYyp3sFU7CftukrWZJSyNFxWzg+8V8EyLimF6RI9qvDUiRLPCBFsiQY6sLA\nPQDJAAaqZak7AFgX7jb52X6fj7eb4PQkxgw/9p6sESHDhywNngZ+VSuSvRTn0LftYbBVrePlhsXf\nyLfZ761ZJIwCWRO4xmNgzhxh5T32tpw/lJYaIrRaJHdjReCec+NnaxLcHm+CLASp8byqzF9mnd7Q\n02fiY4YX0ks2DC/fh5IScvRow+eysYKTJ5MjR4r3tG1mp+xlerdKJsV/7/Qv99vNn/WtYmwsuXgx\nmZN5gtlt32bPVt/xeuzl+Gab2C/+MHsrhxgXRymS/eqwFMkSD0iRLAmG2hbJADJrc3+11CefjrXX\n6JUZ0w+1/oNuLHYQKgJ4LO2z3cIsODz1qzLoXgSPl+ikz4/oDVYaY+YQTdAC5ObNrj5e88A3lzLG\nBhwOd4sG6RxkaXk+/frXvvXZNGhOi4ZXO0DQh2pzlZWu2zL2x0rQaueWS+5iC1uSpTXD8NobXr+L\n5mPibV31ptXY5uxsMqXtN1xxRymzb9hLgIyPJ1fcUUrb9JUcPlwcqjvvJLO6fKx7m+PxPSfFvsr2\nOM5ukUfYEwelSAbQF8CzAF4GkOtlOU+ftaSRI0WyJBjCIJI30Hnt2wRgP4CNAJYBaFObbQlhn6o9\nzr6ILE8Dk0r+sD+kBSF8jRJ6W87ngXtm4WmKGAaaWaFGqCaqbxZWLpXWVLTsE8bjYhwwWFFBtm4t\n/paWivmtW5MV09a4RIhdUsDRuS1vUd7CQov53fp5H8CmVo/TlzdEYn0dIGg+Tsb/Kzdsd4mYW57/\nFueEw2HK8uHBu6/ZjwJJs+fyGQ09JfJoG797aVksXeDuZSldYHMWBclfRpaV0W4nRw4UUePim9fQ\nhlR2a/4dszu8x+Ib/pvZKXs5Eu8wu+3bzEj8gncO+5YAGRV5hWOGnGLnZqd5XcQBDmlmYzIOsWfk\nVxyPV6RI1jsERAB42cv71X/ykkaJFMmSYAiDSJ4M4FcAigE8ZpjfGsDs2mxLCPtU7XH2RZi6/Hir\n0UtzhDYU3l2fo6KB9scHn69jY4VLyV5zyd+ACGUdAQ99KJ75mR71NUdXHQ4yq/dBZ8RUtQUYI72a\nME5NJSuWfyTKFE9fqVcDTG33Ne0btrl99r58Rpafa9zzHtfRl1cHhlrZGnwaIKge99Lblurrav3J\n7biRxTM/dcmS4iZoDeJaL6mtpaarVG++Ht/n8TPy92mEp6qNejRee3Lgwdpkn/Bb9XNbxTw8Q/vQ\nbGb2+Jw5mSf06PLau19ndrbIlVwyuZRr736d97QuY2ccYfb1ezm6k40AGR0t2m5bs5PZzf7O5pHn\nhT2j7ycN124BYC2AbwDsM82/HcABAIcAFBjm3wXgDQD3etmmL5+9pBEiRbIkGMI8cG+MmuGiJ4AY\nAA+Gqy1B9iOwg2/EQ7EEq2hltd5QH/DL+hEMHiwMLkLFh7RdIdmXwcdq3JevXlvjI3XjwC1jCW8H\n4l0LxRQWWooyt6p/6nLmoi65uSKq7FeUNPV9VnZJEwIZ8SL/XFISS7NWWYrDIUMMkV41YutwiHOv\n2gGC2s0EXX3I9vylTEkhc1J3O49TqoecylZZJAwC1e0GQdvniBF6ZpbK/GUerRa+PjnR7BqVQye6\nf5bG76c2GHPcMdqmr2JK229EtFu9wXNMmqHfLJWUCC9ydjbZpUUVF9/4IrOyxDHo35/s3ukcb2m+\ni6MTdnAxfsfrsJ8dcIJdmn3XoEXyLQAGGUWyOiDlC3WAShSAPQBSTOv9w8s23T95iYRSJEuCI9wD\n9wD0ArBAtVv0CWdbguhDQMfeBYNQqC2fbq3sx5dsA/5WHfRzX7p4K1gYUITW6K81+09zc52Ct7LS\n1AZNYJnbY3WD4qHtgXxGLuskJbnt1yw+XUSw6QmG2wDBDdtcd2bqoyY0i/ssYk7qbubiOVZO+B3z\nhuygbc0OPZKcZWVvKFgo8iEbBxQatusmarWnD9U8EfHnyYnLsdPS05HksmVkYSELf/4e7Ugkp0xh\nZZc0AuRi/JYTEnfS0a2fnvvZMWkGZ938AYtnfcqRyV+K6HD6N+wRUcmICHJkx33sHFfFB7v8k+ko\n58+jtzIe3zOr2dvsGCnSv8VHVjVMkUzqo7WNInk4gDcNr2er0wgAf4KoPPWIl+25f5oSCaVIlgRH\nuEVyQ5hCKZJrK8Jba5FkXywQwYhkX1K4GR6feyzSUU37zNFITUytWGE6jpNmiP5oBTK0YhlTpliW\nfnaxPJgI5DNyW6dbP6/v65UVl38k/Mdrduqe6OJiU5EMu9NOUrrApkdzzcfdKDSNFQfNgw31rBza\n52PI3e3xs1TFKgsLOQnraRs8VaSeU4+fzUZOmkQ9S4dlv9WIs/Ez1aL4WuQ+K4ti24ZCM1p0Pav3\nQWEd6bJbt8xUVIiy53Y7WZpaQMfGCo7ucYgTb9jLbLzAnnEn2VmPDpPDUMGJN+zlLS13Mzn2JG+I\n/pzj8Qq740sCVxmFi4zCxUYlku8D8BfD6xwAK/zYHgsLC/WpLJTeK0m9RopkiT+UlZW5XEukSA7J\n9b66g2452zxQz1GwkLkDd7HkD/tJhsZ/XK3/MkT7CbQtDofIrxuS7RqsDUZ/tCMti6WT1rMSSfpg\nK21AmdcIrYcyydrxckvTtrHC9ZG/RSS5Wi+3aR9Wn5HRPmJcXrNH6I/9VeuFcX+aJ9ooXG02IfCM\neZw1q49bJo38pcwaekqct4aKeZpQNYrRnBwys8fnolSzObuF6tUeO9Z94KbXSLLhM7bnL2Vq8hmu\nWCFSsC1e7BxomNnjc6546DMXoewy2M5wTEtKxHspKeTkzJN0FCzk4lFvMhY/CL/4pPW0T/it8Eb/\nWyltg6eyVcw5FmEOUxOOsqLDeCbFfM3NyGRq8y+5HHnM7LyXm+9/nm1iz3Ji8nau6/J7AmQELrFj\nzHeMjTjHiuUfcWSH/UxsepL3NNvEn2EbFVzRhXSDtVuQliJ5QrAiWSKxQopkSTBIkRyS6733g+zJ\nBmAUQoWFbhkjtGV88el6El+6cDKILX/ScYUSl/6WlTkfl1t4PwPartFOMfa4eK0ORrPnL2Ve59dY\nuWG7b5HksjIRJTVFNY2+W7cS0+aiLB7sFkZcCnMY/MBaqjdzNFRbPi+PLJnwkssgN03UGm86zJ+r\n3S4cGBUVarRUy7ox7S9MSiI33/9XvYS2dhy0QZaV+ctcB/apnmurQab2x9cIr273CjoQ7z4wU8t+\nUUm3mxWzJ9nle2HYV8l9L9NuJzt3FlPTpiK9Xm6uKAndtfkplyi4nqlD27Ya2c/NFSJ74kSnfSYl\nhRzf8m1mdv9c+I6xn5N7bKEjLYuzbt2p+4o3L9rDxPY/cd06sl2zH/UbjTFjyLZtyc33P8+2TUQR\nkaY4r4vfDOU9cVphDrPxElvCYRLH19gBxxuVSB5msls8Zhy858P2ZARZYokUyZJA0CLK4RLJABb7\nMq8+TIGKZNLwGDjINGjeIo+1Zq3wo50+VR30d7vjjlnaKez5S717kj3l1tXaZc6+oD7KNx5rTeS6\n5RD2p8SzoTqfVbo18z5zB+1idjY5uuchV3+1Rbo0o6DXIuCbF+1mUrxDlMzGXlZMWyMiycs/chP+\nxcV0icLqx0W1kZCulfI0W4bxSYH5BkI/FyyKybhktxh7nLkDd7lkQskdtIuZfSr1cukAmZYqUrAN\n6XREVLLrNFr1Qu9kavIZ3QOtl2FPTWfhv32lC9ucHLJiuchbPH066UjL0ouaTLxhH3N7lbNywu+Y\nk7qbKW2/4WaMIUCuu/tVAuTL921gair58n0lbNqUzBr2Lce3KWc0RPW8GJxhN3zJpIjDbIEfOLDT\ncXaN/oYVA2awhS6SrxK4ygScIHClUYnkJgC+VOc3tRq4V8323E56iYSUIlkSHGEUybst5u2r7XaE\nqC/uB9bHcsfGx99aNM2XqK4nG8XYsdaioy4V7XArluFjdovqshS4eGEN/2vlkj1mt9DErSZqzZ/b\niBHWHmdj+rRJM5iHZ0R0t2Chi0D22i9DRN2Gfs7UYkbhbsysYPDt2tCPAJnd9h1WPl7sklLPKiuD\n8QmCJgxffpkc0qeKtsFTTW1YqduBXG46rnvH1Tc8YIDLfsyVBrXjpfdDizxrQlW1bVjdrBg/Q6ub\nSe1707MnWVBARkVRj8RWDMijA/Esvvt1ainWzJ9faWoBn3mGjIsTNwzZ2WLdds1/5PCuh/kwljI7\nRRQDyY5/gytazRVR4OQvaZu+kqlxX7Hg5nJGR5Pr1pGtW1zkyy+LbRTcXM6eLU7q7dFKVHfAcbbB\nSTbHGaa3/4zrrl/IaOUCm+OMvmwUfmjYdgsAGwCcAHARwFEA09T5dwA4qGa5eMzPbcpIssQSKZIl\ngRCuSDKAGQD2AfhJ/atNdgAv1GZbQtgn7wfbS6TU74INKp4ix2bBTbpG+IzR5Rq1V1RTrczFz2sx\noM3butVFyzMzRVSwcsN2IbxUr6xVfy1LMxv8r5Z9sRpkqQo+s4XGV7+3Jgi1SKanFGn68Vuzk6nN\nv6Rt+irm4HmnMNWEqEXZZi2KvmKFsFxogq6iwjkYrXTSeto3bBNe22lrOBpvMLd3uS78XcpNmzNb\neLJlLFvmPNaa71i9cdEjzerNgla8w+2Jw8YKN9Gck3mCPXsKkTxkCNm8uXh/ZNIX7NPsMMfjFY7u\ncUi0J22P08et2mgciGfuoF0c33c/W0SeYbduZAvlRyYlkcnJZHLL79in61kuHvUWO8WcZjIO8frm\nX/Kerjs4uccWFiWKyHtm8kH2iPua9/1ciOLMHgfZp484xgDZRLnMKFzgY13WOu0WcdvZMfYHRuIy\n+zb7SvcrK7hE4JoaUWbDFMk1MclIssQTUiRLgiEMIjlefaJWAiBJnZJRT6vt0cP12Zc8wC6P2i0G\nglWHWUho2zHmjLWyF3gsIW2FUSD6E6TxkvpMHwRmd71BcGuPF6FnzB1sFss5OcJTas9f6hIJdbEu\nqFFSYwENR1oWSx7fZ20D8fBkQB8AmL/MXTx7s9Box9Jwg2CbvkpEcc3Hw3Qs9YF300Xe49yOG11y\nNxt9wuabCi1aqpXGrpi2homJIpKamioKZZDkklFvERCllI1ead1ucttSZ2aLKVPoKFgo0rrZ6YyO\nq+dk6QKb+42Quo7uSR8xQs8C4iLEtc+8d7m40VM95ZmZ5MNDt9JuJ5csEc2IjSUHDSKvv55MbH+O\nzXFGf1rhKFjIvHHHWPL4PjomzWDppPUswS/oKFhI212/Z3yEiN72w25mJH7B9G6V7Bl3kovvfJ+t\nm51lp7gqtoSDSzo+xX4JdnZuUcW46PMsGvEu+3Q9y8zkA4yNJeOanOOQTkf4s5+REcpVNos4zyic\nYxNcZCx+ZDOcoYJLbI4zbIILTGz5PRVcZmTEVSbge1Uks2FHkmtikpFkiSekSJYEQh3wJEdAVN/7\ng/o6EcBN4WhLCPridnxdBIGHSKlRABotCP5EePX11uzUo5mlGEv70GzmDdkhRIHDYMWo9FA+2hPm\nvL8+4Ck7QWGhu2C0inwb92cl9DSfqLaO8ThqA960dGWV+cs4ebJ4HG9ujxahdKRlMXfQLubgeeYO\n2uVml7BqF2kROZ00Q1SdmzRDT31Wmb/MJULqcnzKyoRNQ71B0nIHZ2WRtjU73CoSahkktDLXuWOP\nC2GclkWHwzW7hRapNT5FmJx5koMGCYGclOQcxFZRYXh93Tti4Frbb5idTf14uJ2/U6a4pGMrXWBz\nPgVRLRTaOae33Rjxf7zYWUkvKckpuEeM0FOoGa0iuR03suQP+1laKm6QJk8mc3uVi3LQI8nevclW\nrUREGSA7tT7PxQnzWVJCzppFlvx8JR2TZujHyGYjs5r+H+35S9kvwc6uqNSF6eIbN3DFHaV88OY9\nBMj8fDG/B75gervPmN7tKwLXmH9TBXO6V3B424OMjrhIgMyK+T82xU+MizzH9oqILKfiI7aLOEWA\nbItv2B4nCJC98KmLII7COdWHTDWaTCmSfe6wjCRLPCBFsiQYwiiS/wxgFYAD6uvWAHaFoy0h6Ivl\nsXWJ9HoaHGZezo+Bdcb1srIMqcjUCJ2xXLInK0a1+COS1WirubyxOTJo1X7LflvYGqrLTOHYWCF8\ns2lZesq3nPZvivzFhuity3bzl7kJ7+qOiZt4T8vSI6daG4tvXuMa4VX3WVLitGeUphbQvmGbyLGb\nv5QEaM9fKl5v2KYL6rxxx2jfsM3lxqtkwktCxGrZQaZM0aOkmufXnr+UOYNFieM+rb/Vxbht+krd\ng6xFpUv/43XaBk8Tr9FP3Dy0elXcPAw03DyQzswfxiwX2jEdskMUEDHaTtTIssPhvLHLGfyJ2GaH\nDizFWJHTWfU5l05aT/stOSydtF6P+tqHZnPWDaXM7V1Oe/5SrsAMdm3p4PCuhzlywGlWVJDxMSKD\nRFarCq7FVBFlb/8GJ+N5lrQROay1stIVuJmd46rYtfkpxkf8yHvaVXA8XmGLqHPsEPsjMwacZlH/\nVxgf/RNH9/jcMLiOvL/DmwTIe1q+w1siKtgNX7JLk5PsiQO6CI7AZa5bR8ZH/0SAbIYf9fVvxE4C\nV9gcP1LkRb6gCuRrBoF8TYpknzssRbLEA1IkS4Ih3AP3jAP4ANjC0ZYQ9MXj8bUcyGTAm8/WBVNU\n03I9bVCXRble3YpRadq+VbTUYC0oxVg60rJcikaYI6OW/VJFkUcx66nf6kA4T7aGnJzqj5Vmychp\n/yZz+u12t5YYxL4u2HLIypQ7fLtJsbCBcMQIl8htbi5pGzxNlGZW26xFnh2TZojPJ+55ViKJede9\nIyKdGyv0Km8uthJNUGsDEE191bJHlJaK/ZeUUI/+5uSQw7seZkIC2beNa/lku50c2OEYVzx8UBfU\nY7GRFdPWcGzrrS4+4OJiOs8LLT9yUpIYuKcN4FPtEno+6pQ7nO8DQnT3KmdO5knm9NjC3I4bnZHy\n1HTmxT3PkqSZdCBe5ECO/pz2Cb+lo2AhizFF9WCvZObg7zhxIjky/iNmDftWt4+MHnKa2Sl7Obzt\n52zR5Cw7RH3H7IyTtOcvZW7si8zFc7RNX8UhnY+xYvlHBMj77hPNG9lyJ0fHlLMCN7NFk3NsgSoO\nb7mPPXGQybFfs2eUnT9TB99F4xwjcYHD8QEBciB2cpgizs/m+JFR+Ent8mUmNPlBTf12VZ2uqH/P\nMwZnCVxjDByGCLJ5Cuz6HPaLYm1P0m4h8YQUyZJAqAN2ix0AIg1iuZ1Vxov6MHkSyS4D5tTcrGZf\ncnUZG3S8FKXQxJGL/7NgIZcvp9OK4cn6UU102BgB9GcgGgsLXQSWeflZs1ThZcBuNzXHFEkuLvYt\nj7SLJSN/mZv1xbjd3LHHmdN/j4iUavl8r3vHsgKeGxY+5dJJ6+lYsMrFPuPiod5YIURmUhKLMVW0\ncehEIRLHHaN9aLbwSxv7sGG7x5zLekEaOoW1lhbOZiN7dTknIqu9D4hocptTtA/NZskf9jMnh5zc\nf7c+mK9PH+FB1tLm5eSQo0fTWQxkwza97QToQDxL201lafS9Ipo9ZYqIqLcpoQ39mNX7oLPoiOo1\nzukvLAyVSBLLqjcNLCykY8EqIaLbv8ncgbtoRyJze5czI34Xc6Jfoh2JzOqym0VJa9iiyVnRn5jD\nvL/7FsbHXWR6u0/pSE1nZYt+usgcEvkRc2NEZF2Lmm++bQlTk8+wYtoaJiUJO0V01BWu6/OEiBLf\ndoLp6eQdnUVb72nxNjtECrtEauReRui+4au8D+sZgcvsiCOMQ5WepaIFTjPSxV/sFMHOwXlkexw2\n2Su0/7UpsOtz2C+KtT3JSLLEE1IkS4IhjCI5B8A/ARwHsADA5wCyw9GWEPTF7bhqAkz3dCKeuQN3\nide+CDAz1eRa1genaRHEfruZkqJ6L3sfFALHsB1dXJpzAJsizI6ChbqP0+NANIvgjUue21x3y4HV\nPLdte/AkexXpZWUsue9l5g7cpUdpHQUL6ViwSkRc1Yi4Zkkp+cN+Z2W5zq8Jj3LBQuFjNfi2tTzD\nVsU9jMdVq/CXN2SH2P+QHbRNX+Vm5dCqK+a0f1MUPknLEtFT7KWtz30c3eMQcwZ/ImwLnV8TAh7x\nLE0tcM1NPOElsb4hOtynDzk08ShbxZxjYovTHI9XmNLmG9oGT2P2gM84qONxLn/ogBjcuGEbHQ7h\n6+3enRyZ9KXwsG/YxpQUZwTZWEa6dNJ62lNuZ16bEue5Hfsii+9+XQj9/KXMG7LDeVNTsJAcMICz\nZpHZGSfFcmqf7PlLWdjhWd3fbHxiUJm/jBkDRe7jicnbxSA71TIUHS3+jkz+gsmxJ9k88jzHN9tE\nG1J5A/ayGc7wlqZiW+ndj3DzbUvYJvJ7FhWRiYnky4V7mdT+J27+1atMjD7BlT2XECDXRf47U5oc\nZHr3I0xvuZspbU+yb5uvdQEbH1HFrk1OMAKX2QMHVaF7jAqusA1OMAZn2RrfECCb4KxB+F5ShbIx\nYnzVZK/Q5tEwBXZ9DvtFsbYnKZIlnpAiWRIM4RLJYtdIAfCf6uRz3vi6NnnLbmH0vZoHzFUbRfYx\n17K2Xm6uEMfZ2WRK4lk3j7IeOfawXXN6L83CoZXtNQo9S4FoaItbdgLNS2zI4VytJ9nK1mDet8Vx\ncOmDqUKe5pPWP5+NFSy572VhN0CiGDSWluUcFKfu2ygSrfpo9uRq+7fK4KFbYybNoCM13WXQoOYJ\nzs42ZSTpXS6i3eZjMWmGOLaDduk3JFoGC23Kvn4v7Ru26f7cbLxIzYeclfIlbWt26lHrnMyTtNnE\nADi3MtL5Szmk01FW4GZhhehys5g/4bcc3WoHMzPVfmp9Uz/3kj/spyM13Zl1xK62e9AuZmY6M2po\nTy1WPHyQaWmiPWndKjm+7yfs2ekMb2n3GYcNI5vHXCZwhTfF7SdAtlVOsajDCtUP/A1bwsHR2MTW\n+L0TF0AAACAASURBVI4/a/0F41BFgBzdycaRI8nZs8mmERd5981CzK6btJlxTS9wXetHCJAFLZaz\nU9S3IuVby8MErjIu8iyb4Dyjoy4zpulldlEjwO0UsQ0x6I7q/+cJXKart5im6bIHe4V5+cCuz2G/\nKNb2JO0WjZcrFy5z3fh/eJzaKN9JkSzxmzpgt/gFgJbq/48DeB3AjeFoSwj64vVYeyrkYbYBeBrg\nRtK7LUIVvVpGBYC03TXHOaAKoKNbPxGFNNoCNP+voT1a1Lj47tedJYbtznRhWkEK40BBc3TaMiLt\nMFRtMxyHQIuceBLPLhk0DOK/dNJ654DCtCw3Ae3YWMG8NiWsHDrRmRJOHTDnlmKv0kLUq5FQbdAc\nCwtFRFn1g7uUky4xWD/KyvRjsPi2N5nX+TUWYypH9zjEiml/4dihp4T47biRa2/+i7PoieEmx1Gw\nkDnt39TFdU4OmZZG9upFDh3qHLCXO/Y4i+96jbkdN7L4rteZl0e9yl52tvh87rlHtGXFQwfc7EEO\nB3ULz5JfHWJul80ibV3zL2lHoh4xt63ZSU6ZIjJe5C/l6B6H+CBWipuA6SuZlfIlV9z0PEcmfcni\nWZ8yr/NrwjeM51h89+vMSd3NXp3PsWOr87yn2w5mJ21j9+5kXKRTiP7XtM8NovQC+7U7xlb4Toje\nZg8yBfs5vuX/sVtLBxVcZIRylV1aVjFr2LdsEf0TWzQ9zya4yPy+mxgVcZnrCvazX5NPeHdUKaNx\njunNP2RnHHGxSjTDj4zEBbbGKcbhe8bgRwLX2ATnVWFrzHFs9Zqm/41/zUJaZrcI6UVY0nA57zjP\nCFzhlP4feZxOHbJ+9ihFsqQ6wiiS96l/0wGUA7gTwM5wtCUEffF4fPVoqSGCai4vrOXIHdvrgIvP\n2Mp64C2CqkWSc/rvEQJXE8GGQXda9ThdoBv8rNrAP01s5/TfIx6djzsmcji3+5oVFWpk1CJFWd6Q\nHS5WEmMqOGM/s7J8jCR7wScbhpaizLieSfg6HGK50knruaKXmrZt6ERdRK9YQRcR70nUa5+Xsc8l\nj+/TBbH2uWkD61zSm+WKtGOtY87RdtfvSYC26SvZOuYcC6d+qd/05F33jqtwLSsjk5KESFYLivRs\nJQar5eY6M23ckypsARW3/1HcALRMZCnGcsVNz7NPs8O8p9tOpqSI4iKxseR1Xc9w4g17XTJz2O1k\n5uDvmDv2uBiQ2PYbZuGfetvsE34rbqQeKmFiovA22zdsY+7AXRzfV2TXmJ32Psd22c2K2/9IgBzf\nroKz0j6gHYkc3eMQs9u+w5zME5yceZIP932TE9u9w+uxlz1xkEPiPtEF5KBB4u/wrna2xikO72on\nQDbHGfaIOsym+IlFmMPF0XP1dfpEHaKiit0ERVg4hLgVmSoicJUdmnzNFqji4Nj9jMAVNsVPVEz2\nh1YRDjbBecbjezqtEVrU2EoIa5NVNNlqvvl1YNfnsF8Ua3uSIrnxct5xntE4H9C6UiRLqiOMInmP\n+ncRgAfU/xvUwD1PQs5cVc9YHMLjul6izG6eZHMBDU0ck+7V28Yds7ZAqPaQ0UNOizLJ5nRh6uAy\nb15lzXpg37BNz56Qh2dE1HDQLuGldbi2JRCh7CJ4jaWljTcHBpuJS8lqVdTa7WRK++848YZ9zOm3\nm8XFZEaG8PcaqyGaC5mY22K3U0+/Z/VZG29OjJ9byeg1otRxu69pQz+Rv/j2/2LXqBO8p+8nTMF+\n2odmC5GftseZXk+tGpfbcSOLZ37KkSOFv1iL8ts3bGNmpogMD+l0lPahwothb3MjU5oc5C0oZzGm\ncHPq7wiQo4d8x+yUvbwlsZKdO4sIs80mbBKT++/WB4dq2SGyssj0dBGttm/YRiYl0TZ9JePxPYe3\n/ZzZ1+9ln65nOTJ2GyMirnJdl8eY2vxLVuBmpjSvZHq3Sk5M3q5bRFasEJHwkhKyeKbII5wYcZht\no0Wxj74tj1HBJbaPFunY7sML1FKoNVdTrMXiR0bjHJvjB3Zp/p3uEXZOV5iKPYzF92qU+DKboYoK\nrrCpmootRs9QoU3OqK8mtoXIvuCn8PVkwfAkogO7Pof9oljbkxTJjZdgRbKiXGNEhPW07KkrIW6t\npL4RRpG8CcBzACoBJACIqakUcABuB3AAwCEABR6WWa6+bwMwyM91LY+tNz+tJgptd81havTnQhhp\nVgC1UIOvkdbSUhG11DMJqJHdkvte1rNd6CLZZNkzl/o1e5I1r6pWeMLcFsvIqsEO4EA8x/Y6IIS2\nlqKOhoiq8dgULPReSMXCbui2f3NeZ3Mk2TCgUBe+A3eJyGv+Uuak7mbPzufYveM59uwpilZokVSX\ndG4WkWs9Wr5mJ1NThTA1+pq1wX9anmStKEZJibPd+g2TKsxtfe4jQBFlxfPM7eUsEc2yMpb8fKVz\ncJx6XHMyT+gRbLd82Vo6uduW6n1Pb7mHnTqRWV0+Zmb3z3Vf9PAuhzmsy2FdvBbf/BeR2m7NDvFU\nYdoapqeL9vbsfE4IczUVnhY9TkoSQhogV94hIs8FmM+8zq9xbZ+FvCdNCNhevURJ7s6dya7tzrHi\n9v9ibtwGpqGcrSAySwzAx4zEJSY0+YHNcIa/wAsUdgvhAW6DE4zDD4yHSAvXDGcYhbOMwnlG4awa\n4dW8wBcZB4cHAXvZ8FqbzNHhK3T3FVtlqKDFX0+T1fuBXZ9r/YIe7kl6khsvwYjkK3eP55VmcZbT\nw8qfuHRcWWgbK6k31AFPcnMAEwD0Vl93AjC6BvYTCeALiNLXUQD2mAcJAhgLYLP6/1AAH/q6rrpc\nQJ+BSwTZVHBBE00BeXYNmRY8DfzTBJsxElxcbBCuqiUjN1f4UFNThYgknWJw7VrrwXguQrew0NWL\nbPQvm3MtV1esxMMAQRfhrvmwtT6ruXvdUt+pafKyeh/kCswQ2TCGTmROnw91gbJ8uXMfxcXOCKdx\n/2ZRr31eFRXirzGvs33DNqa2+5r2/KV6LuHslL16WjiHQ6RcW37T/zIri3zmGeFFtt01hxlJXxAg\nHxy8gyUlzgh44c/fE1Ua1ch+SQmZk7qbEyaIGyd7/lLdR+5wiEF0pZPWi6IjpcIWofXXNnga7flL\n2QefMr3pdl3oju39GXP67eZkPM+cfruZEbuda2/+C4tnfsI+fcjsgZ9xYrt3OCj2ABfjdxzZchdz\n4zawqOfz+raL2q9km5gfeQNs4ti2mksbUtmr1Xfs1eI4O7YS1of4eLJtW7JlS9J21+9Z1GMdgSts\nAlHRLi1uF6NwkX3bn6KCK6rQJdtAZKCIwRlG4iKbGTJLNMf36v+XxOA7Q1EPZ+5iWghbT9Feq+Ws\nBG51otiX5QK7PisUF6ZGg6IobGx9lgguVF1AQivgAmNCut3f3Pg+EhOJ3/w9I6TbldQvFEUBSaUW\n9/dXkpMVRckn+ada2N9wAIUkb1dfzwYAkosMy/wZQBnJl9TXBwBkAOhe3brqfJfr86ZNQFoakLCn\nXMzIyEBV6RZsVdKRlSVmVVUBOTnAmDGAbd1HqDofjT9kfIDEhXlYeOv/Ac2boXnmLfjzny7irfQ/\nYnn7J3DzzUBsLPDxx8CNNwITJwKbFu7F2R79ce4cEHv4E0wceQpVz72MRYmr8NlnwLhxQIdv9uJs\nyUYMe+xWvPtxPJ5/qxNm338YDy5IRlG3Yvz7J49iy7S/IOvFB1Cxch+OdrwJ334LbN0KPD5qO9a9\n0RH3/q47Zv77aQy8rQ1uvBE4dQp4tfh7/HA2Cssf/hx/+2IwPi5zoHmnVrjrLuDYMWDQIODc8jXY\nlvIfOLCjClFtEzCg9VFcuAS8/Wk3PNN9CXZE3oKvPzqGXVHD0efrd3EpoQvW3PgsXmv/Kyz+eAwS\nE4H4eGBsk7dwcP8VNO8ajxc/GYT7R32N/32rE+LwA9p1ikK3qk9gO9ket5x/E6eSf4aPfuyDh2PX\n4lTKCOzYFYGT3YaibVvg7N4v8dzUbfj3v9+Niz+eR4cuTfCvj6NwEVG4iOaIxjlE4woS8RUORd6A\niKZNERcn+jv9rqOY0bccWctuRZOuXXD6NHDuzBVcH3cEza+dxcELSTh3rRkiFCHH4nAGTaIi8OPl\nGFzX8mtU/tQRza+dweXY1lDOVOFHtEBzXECkcgXXSFxTonGZxFU0QVflJI6yKwAgGhdwBZG4iigo\nuAogEk1wAUQTJMCB79AerSJ/xA9X4xCJi7iMGACXIe7rrkHBVRBR4lzFVRBABIhriICoDg8A19T/\nr0HcG14DoF0WItT/r2pnPACjHrmqrqOoy15GNC7hIpoCaKIuQ8NyRmjYnrZfbZ5xXxHq+sY2Gvcf\nYVjHuE0N7bX2nvF94+WPptfVYd6Gv+tXR2DXZymSJY0GKZIlNUkYRPKnAEYBeBNCiLpA8vsQ7+8+\nAGNI/lJ9nQNgKMmHDMtsBLCQ5Db19TsACiAiyLd7W1ed73J9rqoC5swB5rdYhISYC6h6pAhzMndi\n/ts3ISFBfX/qcczv+1cAwKOL2+D7xIEoO3EdNo76E/7n3SQcudwG7+IOjGq5A+0jvsOl0Xdhzx5g\n4ECgaVMgOhp46ikAixbhoeOzsXMncFPTPXjitjL8cdONODt4BHbtAiIjgb/dugpP/rUDtkeNQGQk\n8fSYN/CLf/wbMjKAjh+VYuod32DcP3Kxfj2wcqWYfvlLoHVrIO7gR3i854v4Y8J/49IlICMD2LYN\n+OoroMt3e3B/v724p2QS0kZE4eNtP+E3jzXHSy8B/fuLONi+t46j5IMueGryHmw7NxCXLgE/fnsB\ng4bHYPv7lzD9pp1Yu2MArjRrgQvnr2JAk/3oEncGH13pjyYJLfHNyatI71aJg0di0efaXnyAUWgX\n+T2+u9oKw7oehu1ER/yEWDSPvICfR7yPk0oX2C6koEOnSPz0dRX+MuEN5L56J86iBSIigOERW2G7\nOgBXGImLbIp2HSLx/TfncBnNoImbJvgRRHNc1QXeNbTB9ziNtmgecR5Dr21BuTJaxPl04RgBa66p\nf50CMCIiEteuAc3wA86jJdyFlZXQ8iboLgFoCldxaBaCvuLrOv5uu7rlrd43Ck/zMt62ZyVYzYLZ\n/L4R83H0tL6n9UJJYNdnT2ejRCKRSOo2fwbwLoDrAHxkmnbVwP58/SUP2a9bQgIwfz4w591bYa9K\nEIL5tveQkCDe37oVmP8/XZCwaDYSFs3GUwWn0TrzZ3hkbkuMKnsc6S1s2N7kVtze8yBaRZ/H9qrr\n8NHbp3F9xCdwfHUaK1YIgTxnDlB1IQbR0cBNNwGXz17A6L/m4Gx0G8TFAe++K+b/4m/ZcCht8d35\nWFzf7lu8uK8/brwROHQIGNPqX7hlXS7+8Q9g+HBg8mRgyRKx/b17gbOXozG3YjQAYPly4N//XbzX\nowdw6WokHnnzDqQlHkFZGTD/1nexfDnw3HNAXJy4GXju3jfxwAPAozdvx5AhwNGjwPR2f4Ptw59w\nE7dgxY7haI6zuHTxGjo0OY1DV3rgjarhaKJcw803A3P/EImtJ3ohKfY7vI9RaNvEge/ZCu2an8PO\nE0kYEvcpYmMBXLsG2+V+2HvhOgzvZsdPP17GjZE25Lw6AQO5C1HKZTTlBXx4+SacvRaFK0oU+sce\nxDffAPE4iwhD5PQKWqoCmYjAJShQ0CeqEpHKNfx0rRlOoDNIICoK6npWkkSLWmoRTiGgWuEUrl0D\nknAI59ESTXAeTkHr7ZSMgLtAjlD/RkNEjrVoq5W4tNqmcRntveqErNV6Vts198lqeXO0uDro4X/z\n9mh43xw9Ns/zpb/G9T2Janh4L0wE4tGozxMC9LxJ6j/BeJK98cigculJlgTseQt0AvBX9e+FWtrf\nMABvGl4/BtMAPAjh/v8Mrw8A6ODLuup8FhYWimnKFJaNGUOOGKH7Tiu7qJURNL+seWxJYSErJz9O\ngHym1e8JkC9HTGRl0z5uHsXKDdvd8iJXptzByrZDXJdL/DlLW0+mrUWaPu9lTND/t8XcxKymIrfu\ny4m/Y27Hjcwduo8OB1n5eDEBsmLgfzq3N3SiPqCQU6awMuUOl/09EzeLwP9n79rDoyjP79ncSQJZ\n7pcQSEAj0XATFDCBBDWgiVUQJaLLD2yqYqyEUgFbahO1gIAFC0rVErBWJVIVKzGKN6IxIBYbFlEQ\n1CwISEDYcL9zfn98M7Ozu7PXbLK5zHme70l2ru98s5mc753znZdced0LYvtxv2f1uN/bHcdkfIcV\nvSeJ7SLus9t/GCqcrnUM3mJe2EquDL/PaZ26qa9Lbivxf3afn8MUzX1vxb/dHhsgn8AfnZb1w/+c\nzuFtS8fHfu2nt5bQ1hMoVDX49Xz2eYem3uSHsD5xr+VBJ8k66gPBmrgH4FsA3QBsBdDOsdXD+cIA\n/AAhnYiA54l7Q2GbuOdxX2k7p/61Wsmc+Crh6uDgR+w42Ut2XCgrE+V2V7abzrax5zhmDJl71dfs\nHfUTe/d2rsKmtmozmcjhcVvY23iIuVd9LVwIzGTv3mSX2FrmtP2cbSJOMcl4mOOv3MqxY8UkqZx2\nlUxOJnNzqXjr5g/eRPOvZjOlfQ1zO36sVIOTXRXkCX1j+3zDuMhTHNVrJ42xZ7ny1jcZGSmuQ7Y2\nM09ZxpQUUfVt4kSxrOzulxkZSQ6J3cIQXOSw8C8ZHi7+s4fhLKNDTjI2XFhrrV5NGo3k8DZVNOAC\nO4UdYnjIeXaJrmV4yHlmtvmSraPPMRZHGY+9DMdppsVuZkTIeQ4N3cgQXOTw8A1s3ZqMjibDcI6Q\nJoGlRm+nwUB2NhxgGM4yxM7vVrR2hkOMiCCHhW+SPHMv0Si5J4SHkyFKwQh37SJld4QusBC4xCTs\nkJadlbZxPDe9OKb651mHz47N1fEct9fajl4cx9EBwptr8Oa83p7b1QQ6d/G4OzZdNG+2CWTz7/nc\nIuUWRUVFyMzMDHYYOnToaAbIzMxEUVFRME7tTm7xVaBPRvICRNnrdRAE/XWS2w0GwwMGg+EBaZsy\nAD8aDIbvAbwAIN/dvp7OKWuSn+s+Dy9sHoSZM4X0YvdusTwtTWz37rvAihXAI3/vhQkTAFPuOaxZ\nA7x88nb0uiIcZWXAiXOhGNbNgmHDhA757Fng4YeBRx4Rkg7jwZ04u2kLvnzvELoe/QbXRXyF8EN7\nceLHGtx2m5hwNqz7PoSHXAAAhBguYfKAKnzwAXD99cDcpOXYuROoqgImTwYeegiYmVaJJT+NxeDs\nToiNj8NfhrwLXD0Ij/zyKHYnZeKRR0QcJ86GY9W4f+O/++KR1vVHLKhMx5o1wP33AydOiG2WbLoW\njzwCRIZdBAkcPw5MW3cThg0Dvjp5FYpvfQvbzvfBxYuAAZfQwXAYpy5FAwaiSxfgrrvEBMCa8+2Q\n0eNH/HKhLdpFncThMzFI67gdm4/3wclT4rX5NSH/xcjIjdh4YgDi2ofhi4tDsfTmUmy5mIoTJ4Dz\n54EBoWYAEQjHWWw7lYzoaOA4oxAaClxCKAAiFMchv4o/wvYwnDuNH88nSC/VDeiDHTAYxPEuKVpj\nNdSv3S9BSCHE8Q4gATExBlQjGZE4ASAcITgP5wltWlCfR62ZvQhIE/NcSwi0lgE2qYh6YpunfV3J\nChxlHq7OqQWtc2jF4yjT0JKSuDqv1nKtY7jTHKu3ocY6d3DVv4GHPnFPR4uBPnFPR32ioSfuqc77\nPMkpDX3e+oBLd4tpk1F7x28w+710PHD1f/GHt67Bq69C0SbX1gqHik77t+D0FQMwrc1yvBTyG3z5\n9k9IuzMBSUnAOy/XovSpbTjaNx3LlglXC5fuFv9chtEz+uGRv/dCeI9ueO89Qaaj92xH3sIUVCz5\nH3b+FIV/ruuKpf9qi82bgbee/hHPlvXCn+8/gFPf7cHyhCdQWUmcQAxGp50CIiNRWXsV0j5+AuvW\nAdu3AykpIv7RMZ/jmX/H4/YRh/DqirPok9YBnTJScPAg8N13gtz+720L/vD3RKxbtA24KhX/e3s3\njp0IwdYjCZh/11co3dABa98PQ0RiPHq33o8v/xeByFahaN/qJA5Hdkd8vNAx/67/x/gp8jJEW3/C\na98MRF7Ofny5PQ7VP1xA2z7dcNmejxEXexGwWvHjxR4oO3A1pp5fiI/a3424i0fwS/vL0fOqOLxf\neh6vTHwf+WuyEM6zCI2Lw6lDx3AGrdA6/DQunTyN02yFPLyA5w0PI5TnENcuAseOXcLliecx9/qP\nceeLo9C+owHWWuLk+Ui0hhUJOIBtSEEogIsSiWoTdgIJrY/he2sH9GrzC7YfS0AEziCqTRQSQvZg\ne21XdGt1FDWn2yACZxEbCxw5EY4LCEHPsAPYfaEriBC0jzyOU2dDcRqtEYcDOIqOCME5ROMc2uAo\n9qMbgDBE4iQMuITziAKh9qe4CCoT+wSxjsQZnIX6f8oFGBCGUJzHBYRLe16AjbyrSbntpwGXQBDi\nRYs8iVF2qIhQRXEJoTiHi4hQnTNUdSx5H1lnTcBuAKJ1fsCeGKuJq/zZcT8t9w6D6rOWjlprwqAr\nd4xAw8/nc0O+HmwMDRqv83S0DOhyCx31CTSw3IL2z7X+AB6GyNb2D1YcAbgOpT9L55qVamgEyMJC\nmqcsI6DtdWy1knkDN9NkolJO2mWVNk/V6DS8lV0VJHFb1jkjw96T2JXMz40Ps/r68vOplKu2TnjQ\n7rylpWKdvF1JiVRw447Vrr2X3Vy7LF1xrHxnNpM9eoifclyyTGXFCrFNRQXZrh1pnvGyUkxFfQxX\nfSdrw8eOde53RRojlcLOyxMFREwm0pT1s12xkZISSU4zdxlLo++kZdx0mvASRyb+wLyBmxW9d3a2\nreS4ddY85uNZVo/7PbOjPhJV71Qe0BW4jtntKkW58VUbCQj/Z3U1wOJfvcW8gZvF59v20mIhR/b8\ngenpZOaAIxwWU8Xe3U5wWPfdzGzzX5aVifLVV10l+iw7W/hIZ2UJb+dnby5lSgqZM+QgO8ccY5ew\ng3wAzzFvgJDsWFZtYEqnX5iA3bR5FJOjotaza+tjvPFGcswYsSwSJwmQCdFC4jKq7Sa2Dj3BdmG1\nDMcZqeqdzes4BGcYjjPMDnmXYTjDDthL4BLvxKsMk6rjheAsDTjHMJyiqNZ3SiWfOCv9lEtOy9IK\ndeEQb4uDBKKB9OeZ5M9OTbnpJLnlQifJOuoTwSLJAAoAbAPwBIAnAXwNYGowYgnAtSj96Vi1zmIR\nhTjkCmoK0ZUJ5qRJygQ/QEx4Y2GhU2U4twRZJqWqghly8Qs1CbNYRPUzddU/NRQy6kiSvYGb7WWy\nWV1N5nd7y+78clEMubiJsnzCK96RYxlSH6ivSy7OYjaTgwfbSjXL21ut5MyZoo/k4h8VFbbzk4KM\nFhZ6qJw4eBOXSsRQfZ/l4h6OmnS5iqF64FRaSqVKHtevpzWhL/MGbubSm9Zy1ChBwONiznF0r51s\n21acx2oVBNUyZDxJ0jJuuvJdKy1VFatZ/qXdYClnyCFaVm0QfTxrHgnQmpZjV2Sk+NY1Soz9DGbO\nT3qO49uUcTAE0V59xypOHv0TY2NtAw+zmWzblsy9aqtyboC85fIdBITu3WwWfw8VFWRv4yEajWKb\nVoZTjA4/w7KnqmhKrWL3NlYW4Y/sbDjANmEnGGU4zW6xtTTGnuXdiRUcEm9h+9AjyjkMOMcY1DIU\nZzkAm2jAeU5ptZwxOM4pgzYwGifYNbaWBpxnW9V+V2GL3TEMOM82OOxAVE/Rpre+oFrurvCIVtOq\nwuep+fd8DvpDsaGbTpJbLnSSrKM+EUSS/DWAGNXnGABfByOWAFyLXZ8q5YmnLBOV6iz2yx1LGTtm\nkh1LPhcXuyG0pF0VOzVBy8oSJYrVE/1kIuoEx6ywKycOV3CXeV6/ntVDcgUpRE9bBlTKWirZ2tv2\n0lKwSJRORpxmZloTbjLdrioWlt6wSOmX3FyxTVmZqHiXl2fLfLuDdW2FiH3cdObjWSV2y6oNzMmx\nJ/1yZrqkRGSSMzPtBzFWK5mf+imtCX3JuDhaEce88JeYFfoRy3KWMi5Ouo5VG2k2i3LPK1aIKn75\n7UsUsmue8hx7xllZseQrQZinLBOTKLP3Kd8ZS8Ei+8z4rHm26oeTJtG6toKmrP1Mbn+IaR23c2zI\nGia3snAUygiQV3bYzy5tT3PkSEF68/JE2Wq5SuDI/oeZm0vGx4tlyd1PcMGN65iQQHbvThZN/oEj\nR5JJ7azs0cZGSLtH/Mwr2tcwueNhVtz7Dya32s1hqGBi3C/KNu3bk0Pjd3NoyhH2bv0zU0K+UYjr\n/Lg5LAp7nAB5dwcRa3bY+zQN+oZXh4tKfylSxb/20uRL4ALb4Ij4aahleMg5RuAkQ6WMcpiSWXbX\n/Mko6yS5Xh/COpoXamrIp5/WbvOeOKeTZB31hiCT5Faqz62aC0kmbQTX7FB5WU1u5Vf+eQM2C6I0\na57iCqGUjK62OUW4lF9MmkTSOTtstYpjFxd7KdeQ4WsWmbQnqg5lsa0THhSSgJSbmY9naZ3woCBj\nEx4UThroy9SOB4QTyG177cpy1yVeV1ITkrSm5ShZ5pQUkalVu3x401dyfxcW2pfslrO4g5NrFemN\nFXHMG7CZE/tVKYRVuf95NplJ/m17WT0kl/lhL7AYk7j0WlHaeWx6jfJdkLeVL1t56yCVF5ez4maz\nuAclJeJ7oJxDGpTI2fvs+Cr7ONu+ybzoV2kxJHIi/sne+I7x2EOAXBg2i+FhgpSOGSP2lwcZCxaI\nAV3uSFEiuuypLUxOJocPFyS9rIyKi8nQoeSQFCsTY3/mZSHfMwdvs7VUYnrJtS+z5LGvObLLNxwW\nXcWe4T+xM/YzAT8o5LZz6EGO7/wJE0L3snvHU0yKPcCuYTXMDX+DK2FiOM5wfkwRc/Ear2hVzTaw\ncmTnrxmOs2zd6hzj2xxlJE4yCqfYGlamSbZ8srwjBGf5O8x3k/m9QG03Dzp8dnTpoI/Nv+dzOEjh\nwgAAIABJREFU0B+KDd0A3QKuOaOqStSrnz5do009z5mhCwN+Tp0kt2wEywKOtmfadAgbuCIAjwMw\nA/hdMGIJwLXY9a2sLVWTMy3pgPKKXc5aPvQQrVZBNGRZBGlPppRjSppUd3pg0qaX1dJDO8Uhvepn\nYSFLSkSmUh2zR/mDfG4VaVUIvUzCJHLqmC23I3aqY7g7pzpL6xijpub6tr12enFLwSL2iDvCiiVf\nKRIIk8lNtt0FZMmF4yBGPdDJH7yJJSWqflbtW1JCljz2tRgwSPp1c/ggTuz0PpPjj9vZ8zkOmGSo\nB2U5ObRZD8oxTXhQ6LwHb6IFPZh/xUfiTUficaFjlvs06bcsSSlUMtOy/3YEznAKlhIgs3rtYFLX\nU2zdmrzmGjHIqKgQP4cPF3pm8/IvmZW0k7m5ok+XLhVZ+pwcEWenTkIjnpwsBhiWIePZ23iIXbuS\n4zMPMC97H83LN7F320MKYSy7+2XGxZFtwo6zY9hh3tK6nCnYxuLkeZzf5kn2wTfshj2ciH9yAaaz\nM/axA2rYOuS4coxecYeYmEhGhp9nz/A9zDaUciC+JEB2w24CpAFnGY/dbIWjDsT2jIocX2QkalXr\nL9Ke3F6is67ZFUl2ZXdHnSR7fcF6JrlZo2pNNfu32kFefbVzGzBAmKcGGNMGlnNRp3lC1KbVliwJ\n+Dl1ND4EeeLeIEmbPBXAwGDFEYDrEJ2p8hBWv0Z3RWyckJFB0rVeuLiY2oRX2k+BnMGVJ3UVLBYk\nzoWEwC7GWfNY8tjXzM0VpEeWiqj1zJpYv96mZVaR9tK5ZhuRlTTYjkRWlqVUVNAmT1HpqzXPKU1O\nU0szZAmHS8312gqhNZZiLJ3wikJKTSab53RJiYtrdANXGnJF7lGw2OMxZP16xb3FTIn6gaa+VVyx\ngorntdw3JSVkyZ+32c4t3b+lD+9gaqokz5nwoCIHsc6aRyviFA1y/hUfseLeYrtsMydNIvv3p8LO\nMjJoTU1nXts3OTL8M+a0FcVesvEfpnSoYdndLyubrl4tBiByVt7Ut0r05cDNSuyA8PzOG7CZ8/GI\nsm/FTU+K7HW7N1mcPI9LHxb65fSEai5dSg7ve4S92x7iqF47GW04yfk3vs8lvRfb9h/wEK1zlzGr\n/X9piv43l+JBjgz7jGPblzPKcJoA2SPuMLuG1bBVxAUOTrby2WfJ+fPF/t0j9jMaxzkNCxmBM4xB\nLUNwjjGwSTxCVeS4t2En1brkcGkyoI3gyuscSbO83vF3T3pm/57PQX8oNnTTSXLzRlXJDvaP+Jbc\nvFm7ffVVwM85beIvXPSbb8R/E8f20EPk/fcH/Jw6Gh+CSZKbS1Oez4WFCjlTv+r3mng5kl0V1A4J\n3mSS7TK46s8uSK7i9tC3SiHI5uWbFEmCWlvtEnJG11GfLJFjAorW2c6FQtYmq87lNNHRXb/IkwJV\nLhoe0b+/7Zpll4lZ8zz2kzs46p/t5B6yjMTdddy2VyHtS5DPvMvK7Vwp5Al56sy1nWTjz9toKVgk\nyCleFNczax5L/rzNLtMtn6OiwuFaCwvJ0aPFQGbWPOZ3e4sluJPmK3OZEmNheqcdNPWtYkWF0Ban\np4vsMECafzWbpRNeoWXcdBZjsugH9KRluIk5l3/Hpdf+kykJx2k2k6ZO7/Gyy8ikJHLkSDFJMC97\nn9BX55NLblrLpJgD7BJ7lKbUKlbgOpF9Dv2F4/tvpympgqZO73M8XuOottIg4PrbmRe7iqboNzgW\nb4qMd8xnbGM4yu7hPxMgR8dtZGTIOY4adIimrP0cmfi9yC5jOyNxkjko5Xi8ZkdSW+EkW6OW7SOO\nMhKnCJBhOM1onJCyzhcYEWIjyt3xPaNxXEWS1dlkd8TZlSzDv+dz0B+KDd10kty8UVWyg/2jdjTo\nOadNE/+Tf/97jXbjFv77xucbNB4dwYFOkgP4fHbQxrqaNGaHxYvFH2JGBuUMHjMyxHIJCnGb8KD9\nZwdNshrupAhOcChzDUiv66/4yFkG4WJfO7KekaE9mU4Vi527hUqmoHZlcNtvquPbSUq81DJbU9OF\n5dyft9GalqNk3WViqUxk8xKO+mdfbfxKS0UGeNQo4UYh64ZlazVHXbns3FFc7PyWwmolS1IK7TPb\nUrVES8Eiphp/ohl9xTkKFtnrwDMyWDrhFSELmbtMWMnlkOYpz3HmXRbFxWP8eJuDyvDhZEr7GlpW\nbVDIdTV6Mq/LWo4yiomMhSM+YcW9/2BKCpnb8SOhXc4lr7ySTOlQIwZkV3wk7gXimIkPaTQc4aiu\nZvaOsLB3b3JM8jYOvdLKgV32KdvlxZcxr8taWlPT7Vxixhg/ZlL4Hk7B3wiQAwz/42URFg5NOUKD\ngezbV0wsvPdas7LPNdjIbGMFo3CKwDkCF9gd1eyInxmNWhVxPU8DxAS/cIhsdbjhLENxnm1whJdH\n7XaRFVZnmtUuGeqqh477+Pd8DvpDsaGbTpKbN4JBkj/5hFy4ULvdPvAH3t/n0waNR0dwoJPkAD2f\nHTK6yuv3VRu9z0y6yCQrRFK1XsvdQhNezmNRZ5Jl14WKe5drZxxdQT1hz916D3F4ZX2ndvRQZ9il\nzLknyO4WdseSrOh8hUKAZS9oKxV3C5J22X1Xx1f63yQR5SnPceRIUVZc1knPvKuaptQqltyxmgSU\nwUHxjO3KedS2bvJ68/IvFdmLEpfsA522hZaCRSyd8ApLkU1rarqYUCnpt0vuWC0IukTac4Yc4tKl\nQq+el71P+CsXLOIKTOaoXrtE+fIJD7J0wissvmohJ3Z6n3kDNtOCHhwVWc7JnUuZhfdoKVhEU98q\nAkImYmezJ0lnsiWJByC+i8WYxO5trDRPeU54SSf9VsQ44jmW4E5OjHmDydjO9OjNNPWt4urCrQzB\nBT7X9QkCZBK+Y6swm1vFsGFkdOhpprTayQjDGQLnGYVTbI8DvAYb2d0gJiu2gVUqWU7GhR6TCDQZ\nLk3yCzecY1KXY+zYkYzBMQIXmYTtlKUaBml7udm8nenQtLTJ/j2fg/5QbOimk+TmjWCQZHd4/u5P\ndZLcQhAMkgxRoiqhoc9bj9cjOlPDik0hI96QTC2S7Klgx/r13tu0uYCdJnnCg7TOmsfcq7bSiMOs\nuHe5Ymvm8Ro8kWAPcWpOtst3nuxGStrpEhU5VWmwlcl5GlZ0dn2pzuA7ZMAdNc1qH2d1vIWFqvhU\n97+kxMtBjOr4snxi4kQyOf4EBw8mu3WzSU9kzW9xMRUnFEcvbGXS4LjpTlIZu2tSDwzmmkX/JfS1\ny6bnxZfR1OtzQXwddN9OGezCQs6cKWLj4sVigmb7EpqRypndX2FezGvMxSqmtK+hedC9gmA7TG5V\nT/y0TniQ6RFCZtITP7J3219o6vQeLas22O676s1K3sDNHNVrFy0Fi2hdW8GJE8mEDqe4MvkJxhqO\ncyX+jxGGs4wJPcWenU8wJETc9s4xR5lotLJzlFWyghPLx7T+kBN7fc6CrqukrO85GmMFwW5lOMUo\nHFWywVdE7GK3kH3MittAgGyLX9gOv3BUVDmjcILAOUYoXsu0yyYLqzl1JtmRKPv3fA76QzFQDcBt\nAF4EUAIgy812Hv7EdDRl6CRZR7AQRJK8raHPW4/XIzpTIh6aZMSDM0RpqXi9rYbVSoXAuCTJ/ti1\naZzbrpCFVbziX3pzqZKBdOuxLKOOZF2Z5KeCTDi1yHDJHasVGYGyvbfZYHW/qTLgjppy+fcVK7Qn\nFdrJKqQBkV0WmbblHl06JMgyHUB4N6s12rLDhalvld3k0Oxs2/0xm8nUjgeUanhmM5k95JB932p9\nfzIyFFu+6oLFNEHYz1UXLLaT9GjKiBwGg6VzzTRPeU5Y+5mFBzhAFhWJfU0mW+x2BVcWL6Y1NZ0m\n4ztMwTaau47m+Fb/IUD2bvuLvVZdNaApGfe6TadPccxnnxWZ77IbFhIgM3vuYufO4vztW52gQSKr\n3Q17OD5kNQdjgzLZ77KQ72mOHcaRYZ+xM36yy/iG4gxjcIzhOC2RYLJv7C52aXeavbGT8RE1nILn\n+ACeZRZKGSVlnHthp0PmWKswCamTZO2HrBHAcjfrqaP5QifJOoKFIFrA/RPAtcE4dz1ci+hMdXbX\nU/bXAa6yqHbERiPTLFemczyWP7IB5ZhqPbOXJN9pf4cJdF7t76lqn6PG1tMxVKTXKRapop5c8U+9\nTp5oqZZA5GXvs1m6SX7EyqBCctmoRk/mD97EFbeuYd6QrU4eySV3rLa792pCLhNri0VMZktOtk2K\nK7v/LTtSKrucqHXiFovYfsUKcayyp7bYSWUsBYts/e8uo56Rocg0TP22OPW3ch/UfSAfk1QcNcxT\nljEVW1nRP58AOb7/do7t8w2NRnL+A7sUSzuZ3KvvyYoVwtTJMmS8yGgP3Mzx48lhV1qdyLlyfx2q\nTpbONUvuJc8xFVs5P+4vjI8+zKxBBxWinN5XFDKJMpxmFkoJkIlhuzks5AsmYhcvw3dMRzlz8A5j\nUctwqbBIiERuh7b6Ssgxwo4SIAd33c2SDvm0PLaceTGvcWRUJdOxnoOxia0lTXMIzjMGtYzEaYbZ\nTfC7QG0Jhn/P56A/FN0GB6wAUONojA/gJgA7AOwCMMth3dMABrg5JnU0X+gkWUewEESS/B2AiwB+\nlAqLfA1gazBiCcC1uO5gLeLnR/ELkrZsnorkWBGn2Hx5tE3zFbLG1Q0J1yKhFguZfdkOryetKfCQ\nFbfLYLrY1i4bLWU31e4iWvrh7CGH7Ipr5OUJyYM8uUzJpjrG4CI2tXyluloU8lCkCeqst6Rbt1rF\neZOTheNDcrLNdzgnhzSG1trIrsXeBUT2OFafs6KCbNfOloW2WGiXCS4tFb7Map271UqW3LGaM++y\niOqPJluRG1mLrJU1d7yv6omXFfcuZ0qPE8zJEZPkTFn77cpSp6ZKDiry9xcQEwXjq2gZN90m/5jw\nIC0Fi5g16BeX8hJ5UKP+XFEhKhNaChbROuFBjh9PxsaKPs0ecpDhhvNc2e537Ix9jMZRjol6l7md\n1zM9ejMBshP2cXjo5xyJDzk2ZA0TQyy0TbQTzhaZPXeyS6wgyV26kOYZL4vvYMfLuTR2FrvDwsHY\nyGgcVbLQq6PvYTyqCVxUdM32hUnIZq1JBjAcwEA1SQYQCuB7AIkAwgFsAZAivXacD+AGD8ekjiaO\n//xHuKdrtKr2N+gkWUdQEESSnKjRegYjlgBci+sO9oEkkx4cMVw4RmiRa5cZVG+ywT6QcFef5dLH\nHifgecq6y7E7+hC78Xx2JHJOhVg0SL0dcTNTKS6SnCxJHa74SCk7LWeMHftEnV21Wm3HMPXbYiPI\nKptA9b0zm4XTAyB8h+U48vLIpZctUmQTais+i4WKnEHORMsEtaxM/Fxy01qnMt/WtRWKh7E1LUfp\no5GJP3D8eCG1sVhEH5tMts+F//ejXTEWWfpSOtes3C+7vux4QJFXzJ9vI7dyjHaWdhrZ6dKcZU62\nfHbyDPk7t7bCSZ9tsZAdY0+w4t5/kBkZLMGdHJn4A4fG7+YNVx9iSoroo24dTnNw1z1sF2blgvt3\n0pS1n727CeKaHr2ZU6Oe54rWU2nCSxwGMZHQGGpzuojFUQ6J+h/HR79DY9RJtok8ISYWIo458VVc\nGXWfsu2s7v9iZ/zMOBzmAHxFIw4SuMBuqNaQYMhOGP49n4P+UPQYoHjgq0nyMADvqz4/KrWHAWwG\n8HcAD7g5nuYDQUfTwRvTKhgXdpxxrS86tdiYi+x/5blgh6hAJ8ktB8F0twDQFsC1AEbILVix1PE6\nXHewrJuca3ZNMCR4zCRrQSLcrjx6vcrmutMSuyDhaijrV220ywoq1myrNnpxIXSfYdeoaOfqWqyz\n5jH7sh2KzZnaa7i4WGzmOIiQiVtRkapMdfwJTuwnSjZb0IOpHQ+I8tNSQRQnTbKDVlkhyVk/28lX\nlPglCYNSbCPXVnmw4uESlqbOojVNlKizpuWwsOcKWh5bbvedUSr0SYR61ChbFnr8eFulvsKeK5Rs\na+lcMy1DxnNivyqmo5yZiaJwydT0r+xKoqsnCqrhKFEhaTeRUi48U/bUFrZrR7ssuLxNdbW9dlst\nIVHKts+aJ1w3PA34CguV77/JZPueFt+6RgyOpO9lcbEYiCQkiPNYreJzh+haTkis4IABkk/4yAMs\nSFnHvHZvMg8vcmq315kb9x7TO37LTq2Osk0bMr7DacYZrAzBGV6O7SzCn9gnqpqhOM9e7Y7Q1Ok9\nzr/xfUbjGGNwjEOxgXl4kY9jtkKIe+M73olXCJAROEngEkNwjsB5FVn27/kc9IeixwCdSfIdAP6h\n+mwCsNSH41FH08aqhys5Nt5mAO/Yjh0LdoQ26CS55SCImeT7JIlFLYD1AE4D+CQYsQTgWjz2s1aG\n05uMrEeirM5kVmsfw1s7NXfrPHk+O5F0ycfX07m9meSoSco8ZMXV2Uo7bbFqsps6O5mXR44ZI/aR\nSyfL++bni4lhysRFVZx21mUSLBaRfVXkFtn7hHRBIrzMyBDuD3iW5inLmNK+hrkjDyjxORVvcdSi\nT5pkK/ghVVTMG7iZpqz9ilRC0VFL2W8LejDvsnLmdVlLy7jpzMOLHJO8TSFs6ol0+fkaZcId+t5p\n0CKV3ZaXKZKLCts9dqw8KWedZYKfO/KAUuVROYf8xsDNQE523Kiutg1MqqvFcuVzwWJarWLgEBcn\n7rXJJAZDbaKFRdvSpeTEfqoJkVLG/YFb9jClzV4uvWktx6buZOvw0ww3nGNP7GKPiH3sYBCls1eu\nJGNixPk6Rh9l6+hz7Bz+C0cl/8gbumxl3+hd7IKf2B41jMYx9sHXNOC8ZAlH9mq1h2GKXVzLI8nj\n6kqSCwsLlba+jrOIdTQ8Vj1cydyEymCH4RWev/tTDmy/m3/6EzXb8uXBjlCHv1i/fr3dsySIJHkb\ngFYAtkif+wBYE4xYAnAtXvW9q9fKpP+T3TyRa68KmnjwWfY6k1ytyq56mfm1W+co5/BSiuHqmOYp\ny+wyqq7IsUIq88j5N66j0WjvDW212iaVyX3iDiUltNMgy5PPSnCnrXT3+vVKFnjpUpsWWi0XyM6W\njuFIkmWHD1U2Wj7n0qW2+62W3ci+0PL1jkn+hnFxZPbl25mcbCPJpD3BdXnf1lYIYiqXPHeQc8jy\nEPX+JSWqypNSH5rNZI9OpxSiPDHrZ+HcobKdo1yxUQ1V6fXB2ETzoMmin4dspanfFo5P2cqp+KsY\nPPStoin5C6Vv5QEAQHbtSo5JO0BT3ypmdvmGJrxES8EiFo74hNa1FbTOmsfCQrL4un9w5IAjfOAB\nQawBMhKn2c9oYTSOcUqXNwlcYJ8exxgqeSoD5KjYCraJPsfEqL0c0+pdpqOc6Shnd4iCI+E4xQRY\n2M4gTSIMPasqZsIWRZKHOsgt/gCHyXsejqeT4yaOpkSSN//hDT4x+G0+8QSd2r33kiNGBDtCHXWF\nTJaDSJI3Sz+3AIiSfv82GLEE4Fq87ne3pNUPOzd3r6LdkltvtcA+ZrytVuk1ujShzDEmLXiV8XY1\nUc/h+mUiWFIirnHJEjplRNWxyK/55YId+YM32Wl8nTx8PcGTo4YqC5192Q6FSKonnilyg7UV4vfF\ni53uV2nqLEGQVeRRJtaa/ejwRsAxYy4TdMey4I6VA9XQmkjp9RsRlV2iPFgoLrYR9OJi2lvnubn/\n5inPMaVDjUL0zWbhL53c7iAtFtpJMeTBSFaWWNa9u5ikKZ93/FVb7SQn8sDVUrCIycm246wu/Frp\nx4VXv0pATE4EyG6xVoaGit9DcY6JXU6w+NY1orpjTDwt7a9WdM2ROEkjDnOk8StJdnGa3cP3Mgxn\nOBCbWxRJDgPwg7Q8Qp6458PxNL8gOhoXVq60uek4tpT42iZDkvn88+QNN5Cvv+7Uygs/4Yh+nt4B\n62gqCCJJXiNpkosAVAB4B0BZMGIJwLV41ddqMujkpUv6XfHN3bm8km+4Ieee9KB1miCogseMtwdH\nEHW20jFrLJNeVxnw4hnbhUXbuNftimbIThk+XYsn6Yo6W65y2HBHJBXIRFldAGXSJK8mVMrb5OUJ\ni7khKVbbpESJDK9YQQ4ebPteysfQ8sd2eisiZbS9/j6oSfXgTYpUIiVFFdO46ULGobovch/OnEkW\nz/xW6Y9iTGLvtoc4uf9XTE08zhUrBLFVNNAFi2kykZmZ4s1CSgp5991kmzbiu9G9O1mW+giT2x3k\n1KkiRMuqDRzcbS/NU5ZxFN7n2D7bmBy1mzlDDzE+tpYDLjvKyEhxK3p0OsWE1ofZI/JndsFPTA/f\noJDoviFbaUlIFxKZyM7Mw4sc2+ZDZX1niMp+q+8o4bC4bQTOcWDsdlrQo3mSZACrAOwHcBbATwDu\nlZbfDGF79D2AP/h4TD2T3ASgemY5t8c+5jc3TQ9idD7ggw/IO+/UbOX9p3JEXFWwI9RRRwQ7k6xu\nADIB3AogItix+Bm/x/52JC2yHtOyaoN31eJ8hE/kNQAFSeoCrzLJ7jSpGvv7kwF367/sLTxIV0jf\niaTmORzWeTqmWhOsFCQx0S5rqlnZUCMuu76T9fW37dW+b2o4ZMOtaTnM7/YWrYhTJCmmrP3My95H\ns5nsKckw1Ppkq1XEKRNqubiLpWARk5JI2dmDJK1zlwk9dsEiliKbJeNeZ1rCj0zueFjRPY9JO8Do\n8DOclVZOgByT8KUooy1VmJSlGWP7fMOsLHL1HasEKW5zhNnZwlIOIMPCyMsvJ4fG7+aoblsYZjjH\nGMMJtpKKjqRjPa2p6SzBncwNe4PJ7Q4yN2YtB7b9kSG4wII+7zI1cidH4CPG4ijT8CmtiGueJLk+\nmp5JbhrQeHbZsGqVmL7cxFH+TJVOkpsRgphJDgEwEcCfpc890ESLi3jzfHblJzx4sEq7qSrY4FPh\nDhfExisyFoCy1nWBTxlvN3DMRPudAVdrj72Fn9ppv48lb+MDlKqKkoRDHkjI5bOtVtskRHXf2Oma\n5b7zwqlFidMVJCu8khLbGxQ5pqU3lyqaaPkNgHXWPOYN2Oxk8ybbzSW3O8jkZEGQ27WzuWQosgnp\nb2vmTLL4V28pYZQ89jXHXLGNfTv9zPF4jSkdalhx73IOvuKo8gZi8ui9TG5l4eoRf2MUTrIgvoQd\nsI8xoSc5vEc1n7p/J4cNE3KLgW1/ZGToGbaKOM+lvRfR3HUU2+AIOxsO0NTpPS7Fg0wO3cWJ/apo\nGW5iUusa9o3+jvHx5Myr3iFAZkZX8ub2XzAn6iOdJHt9wTpJbhLQSbKOpoYgkuTnASwDsEP63E7W\nKTe1Vpfns9qFwVWBBndwRzK9IqBBziIHQq7hVSbaW/hAbDVjD6BkxpustNdwU8bcsRS3nGkuLvas\nS/bGGcXdOiVLrH7DInk/q89dvWqjUtpaLcmRM71JXU4qMhGzmXbWc3LGWysuq1XliDEk185numdP\ncYy8PDJrkHCwWHhjGQHysrYH2bu3NMC9bS8tBYs4sV8VE6XS00X936D1+tvJ/v1pRip/1foTPtBl\njZioiXyWjHiO49qsY1mbO5mMbzmg016haw7ZxzCcY+/IPVzdY7pOkr2+YF1u0SSgk2QdTQXBllsA\nqFL/lH43ByOWAFyLP7fATjMrqo996RfJc0cSPRJIb0lyQ/7v8eFcgcpE+0PWNc+tInx1RiAHMPKx\nNI7pqOOW7fBkP+G62geq+1Yh5PKkRArJUc6QQ6KUdccDtKCHTYKUtkWZ2GfCP21uGmsrlEzy5Mmi\n6Ita4y+TZ4VQL17snKGfNIklf95ms+q7rFyZvDh4sK24TFmZsHYbMoQMM1xgdjaZlbTTqRhKxZKv\n2DNyv91ESOvaCrJbN1rGTRfkH32Z376EloJFNA3axpTI77k6YRojcIadsJcGXGA0anl9eHnzdrcI\ndNMzyU0DOknW0dQQRJK8CaISqUyWO6oJc1Nq/jyfHQmWXUbZD7ib+Oa0zh95gKMFV31C6yHqIjaf\nya2L46hLRMvH8IZsOw1CXFQC9Au+apjdHUe2ntO432q9cnW1mNgmZ1M92gc69qfGd0v2MVZIePY+\nzcmV6jcqMiwWUSDFZKKwhbPasr+KJlnaLjXxuM1j2YuBoWKj5yqu2/YqffDss1Qm2plMVDTLVivt\n7PwqcJ1yzXnZ+2gykQ9ErbTFOmkSrYkDmNdlLVe0/z3H41VG4zgHY5Ny/PiQfQTIaX3KdJLs9QXr\nmeQmgcIbP2dh9AKyY0fn1rq1TpJ1NBo0gkyySXK02AdgLoCdAMYHI5YAXIvP/e+o+3TnwuAJDZJJ\ndvTqrU9oxaTl9BCoY0vL/ZVteOVFXQf4nS3XGgxlZGj2nVp2kJxsX6LbbwmL3NcOXtt5AzbblQmX\nCWd1tbCwsxQssrvO4mKbdlmOZeZM50qAxbeu4dSpzhNkFb9ph7hKJ7zinOFWDT4sBYs4eLAoEw4I\n2zjZU1upXijtl51NVty7nKnGnxT7Q4tFOIkA4l+/MtHx+tuZl0eO6/M1bzB+qZDj9Nb/Y0L0IQLn\n2D70Fz2T7NMF65nkJoHCjPUsHLaOrKnRbrW1wQ6xztBJcvNCMN0tAKQAeAjAb32xxGxsrS7PZ38J\nkKOOVD0RK2Ca5EBOSPMET+dyjNNfKYI7xwjaCK9jRt9V5rZOemg/ZCV+667dyC3k48sZ5DFj7F0v\n3GqSfTinMpgoWGzXz06aZCkjbDfxTsrYuroPpaWC1KqtFeXy2HYWduvXi7ci3viDX/GRUpp7TPI3\nij2dXcZ5bYVdKXbLkPFMjf6B5tw5zOuylnld1rIYk5kZ8wUnxrzB4s5/YB5eZHHyPBZhNiNxgsBF\nhuMU48P2MwynGYbzjMbxOpHkMOjQ0VgREQF06hTsKOoXJ04AGRna64xG4D//adh4dDQ5GAyGKABX\nAzBC+MiPNxgMJPlEcCNrWFRWAnPmiD8bQPycM0csz8lxvV9aGjB7NjBihNgeEJ/nzAF2Cad4AAAg\nAElEQVRGjxb7A14cOzOzPi7Ld2Rm2sdSVASUl9va448DFguQmOgx5nffBU5s2obR01PFtZeXo/b9\nL7Duh96IfeO/yEGR2NBoBGprxe+PP47aM1FY+PH1MC834J57rkFpKdCzp9hE7ls11MvlvlV/9ojy\nciAzE+++K+6nep/aWvv7ZDQCM2YASUlAdbXD8aXjeAWN7WprgUceAaxWwGwWv8fGAnFxtu+LN99J\nl+eyWFBb+jkWPh6B6oIN+MvfYoDPvkJ1QQUeut+EZWmVMBqvBSD6u7Q8Fg89BDz7LLBggao/MzNh\nhEMM0vcj7UwUZv+tNZ4b93ssuCMXD0wx4J5nrkHp7I3o2XMYevZUxaTuA8fP5eXASy+h8lwWZn73\nR9xxUyXy+2+BqW0Zjs5bhoceAub2eBuvtskXf2OGdMz5EKisvBZpAHreNBSvvr4O/Z//I8aPB26/\nHRi99HmsTxqCDz8agn8dGIcx7T9F6VUZ+NhyGhEw4MLFEBgYhn0XOsOAS4gLPQlevIilyMfDPnS3\nHfxh1k25QZdbNAkUZqxnYcb6YIdRrygvPcYR/a1keblzW7NGSEt0NHo0ArnFOgCvA5gJ4PdyC0Ys\nAbgWj/0dqKIbjvsHytXBY3yNQW4hZwC9yALmDdzsNBktL48ufZDVr/JJm72YO7lBne+p2uHBQ8bf\n7b32kFX3VPLcrow2bf2llJD2B6o3A1bEKdlW69oKcW+y94nPLvzBfZKwyNrqWfOYP3iTMmnPUd/s\nBFeTiGQ5RtJvaSlYZFd221KwiNnxVc73fW0F87u9JbbHs1xycym7Rx+iefkmMiODllUbeFnbX9ih\n1TG2wgl2ja3lHW3KGB15nt3an1QkFwAZhjMcjE2cibm63MLrC9blFk0CLYIkl5MdOgiNlVO77TTv\ni/pnsEPU4QOCSJK3BeO89XQtHvs5UC4MjvCGTHhD5jzG15AT97SSQY6ExgMxtM6apxTMUHvrutpP\nrU+VIU8mC6jW2IWsRJ44WF3tXJhD695kZ6vcHFRk250kxNW9rQvZ92bf0tRZ9ueaNc9uG0fbPLsB\nQdoWz38jKlmHMoFOtn9zVxxGy29aY5KjddY85ie8Y3PWcKj+J8OyagN7dDrFinuXizkGU54TPs4P\nr+LgwbaJkICo8AeQV14pfoaGXGSrVuL36GiyteEYx7Qr10my1xesk+QmgZZAkmtqhFGHVnt+4VF2\nNBwMdog6fEAQSfKLAPoF49z1cC1e9XUgM7++HM9bgu72eMF6iykTmUmTaJc9VpF2hag5ZC+Lf7VG\nISV2zh6uzqNCoO+V5nkcCJpas6uGZiGaVRuYc/l3ihZWzqK6ctfw53rqNLhaW+E66+94Dxx8i+2O\nl5ajXcJdHYf0hsEybjpTsZXmX80WWd1x07WrWGoNVCZNstMql054hdbUdFtmu2AxAbJ4xreuB1ql\nYvKeOottNouXq6tXk23bkmPHkrdcvkP5XoaGkvHtTzE2loyJOs9WkkY5XipVrZPkAD+EdTQAtm4l\nP/xQsxX2e6vZk2R3qNl2UCfJTQwNTZIBfC21bwGch3C1kJdtbchYAnhNXvd3oJwQfM1Me0uS6tup\nQYE/pFtNTlT7a/VF3oDNnDhRI5PsBeor6+90DRrksLrae69lZZ+CxV7F5+u9DcjgivT8FkJ1L52I\neUaGk0OF1Spl21VV/6yz5jH7sh20jJtuF5Nl3HT3GXEXcgur1XYfrFYqdm55Aze7luxYyez4Klbc\n9KTNE3nwJpbd/TIB8pZbyNzMA0yMPcDY8NMMx2l2iq7lsNitzBl6SCHON91ExoXU6iTZpwvWNcmN\nBtOT1/LKyF28MqbaqXUIt7JwzJZghxg06CS56SBYmmQAiRqtp9QSGzKWAF6TV33eoBpiDXgiSYGI\nz+u4/HGncLOPOva8PHJivyptTXKAMqh+Q4PoO5I+tYbX02DCW+Lr770NyODK13u9eLGQPGRkiINm\nZNCalsP8tC2srqZzZrmwkCUlkobaYeBRmjrL/bncaJKtaysUyY7yXVJ5PitYv17J5FvQQ+iipYxy\nWRnZowdZVCSVrR4oLunxx8m0NlUcPpy8ssMBDh1Kduki1rdpQyZF7uWSJdRJstcXrGeSGw3GJ1Ry\n4T1V3LaNmq2mJtgRBg812w4SII1G1+3IkWBHqUONIJDkawF0VX2eBOGXvARAu4aMJYDX5LGf6zU7\n6QU8kZ1Axef1cfwhyV4SxuJisuSxr510vSUlASK6vsKDvZ0TKZcymZ5iVe7pqo0Bkdu4Qp0HVw73\nzadBiGrCqJ1tnPp61JMuHb8jPmSxtZZNnUqbBEa6f5aCRSwc8Yl2BrywUJn0uXrEEkZFCX00Sc6f\nL+QVC24sY49Op2juOoqm1Cpeju1sF3WC5mH3MzVuNztFH2MidvHZm0t1kuz1BeskuWHxwgvkk09q\ntvFt3mPJ1MpgR9gocfHnGh5pfxmPHKFmi4sjDx8OdpQ61AgCSa6SyTCAEQB+BjAOwF8AvNGQsQTw\nmjz2c71mJz3AG5IUyPhckqZ69F2uNw1xoOHN4MCLbXwhvnW5t/UxuPJpH4kkO8Yh+ydrTXQM1PdM\nfgNhl0lOy3E/IJEIuzzps6zM3iVl5axtBMiVt77JVGzlszeXsm/kduZmHqB11jyumPEte/cmr4nd\nJmWd/Xs+B/2h2NBNJ8kNjH79yN/8hpw926mNT9nKkgW7gx1h40RNjVsLuLZtdZLc2BAEkmxW/f4c\ngCKtdU2pNfbns78kqS7kyqMMwN9iIBoIdpbeJ3hz3V6QuYYYdNXn4MpqFbIJp6yw476LF7uMQ3Ef\nWbVRrFi/XjMrr0gxfIhRfU47stxlrdvvVelcs62CoKQVN5vJwd33i4p8HQ9wNW4nQK5OeYzZQw7R\nmpajFCWpLljM4X2PKA4dOkluJg/h5ob3kqZw1VMWTQeHoUPr6B/ZnFFTQxoMZOfOmq0tDvMf96zn\nqocrNduhHb8E+wpaHIJAkrcBCJd+/w5AhmrdNw0ZSwCvya++b+zwl3x6ldUNIEkOZpbeZzSheUXu\n+jUQfS6TXLm6oavvl6a7h0VM5rOb6ChPuHOQYjjq0b35Htudc/Fixd1iKhbROuFBu8y0+rplv2RH\n15GKm560WdN1e4tld/9LfF7yFdm/P5mRwWr0JECOiXqXY/GmPnHPpwvWJ+41KPpF7eCoYce0vYBz\nyUpdbaGNCxfIn3922X6d+DFzu3/O3IRKp9bOcJiVz28N9hW0GARx4t5sABskHXIVgBBp+eUAKhsy\nlgBek7+3wS80JCn0VcbgNbFW/y/T/681OdQ1e6/OBnsq2uLx3LImWXKdsPvOSlKMushx5ONXVwvX\nlLyBm52vW7Lek32g1R7MFgs5uP0PSiZ5KR5kVmwlyxKnsGfMIVrQg5b46zgytJzpKGdy5I8c3+pt\n5iZu9Pv5bKB4MLUYSOVagx1Gs8KjjwIXL2qve2nxEXz02iH0H39FwwbVgnFd66/x9NPAdQ/0DXYo\nLQoGgwEkDQ18zmEAugD4gORJaVkygFiS/2vIWAKBhn4+O5ZDdvwcaFgstnLIiYnut/WmxLITiopE\n09GkIH/vZswAFi70/vvn+H3duhXo31+UxO7Xz/V+8nershJI4+cwbv4ItTsPonLVbqSlGVBZSeRM\n6ggkJsLS5yYkTRhq95315XtsF2vWl5jz4bXib+3Rp/DIuixg0CD86U+q65422XbQxx8HMjKA2lrU\nXnkdZu+ajDmbR6HyhkIk1G7FXVv/iHbn96FXr3A8ErYY0/b8DvvOtEenkF9wV9z7+MJ6Ob6KzsBf\nh72B7I9n+Pd89odZN+WGZvo6L5iIiCDnziUXLNBoXf7Kmk+2BTvEFoVhsVtZ2eYmsmtX7fbaa8EO\nsVkCQSom0pxaMJ7PDTVRrU7n8TZDHEDphY6GhT++2uo3IeqMstoLWQsus9eyb7FDmW/1d9bb77Fj\nYZrSCa/Qgh4svWGRmEQ4erRdoRpFD+3ofy3JMdSuF/LxLQWLuOLWNUxJIXMTNzI9YiPT21QxDy+y\nJKWQ1rQcVjxcosstfLpgnSQHHBER5JkzLlb260duabl+x8HAsMHnWPn2QXLfPueWmyt8nXQEHDpJ\nbrrP5/ou/FHnCXHuyG89Ol3oaBjUdaBWF2cMu3OqylJrHdMXTbJmTA7FXRT5xWPFYt2EB0mApTcs\nojUtR2iMVSWtS+eanf2xpWp8cgERU6/PlW3lctaixLZ/z+egPxQbuukkOfDQSXLjwrBh5McfkydP\narSJD/D8iyuCHWKzRHMmyQDaAfgQoqrfBwCMLra7CcAOALsAzFItLwKwF0I7XQXgJhf71/Eu0C97\nqvrOJNdZ++xthljPJDc5+EJwXX2PJkxwLjdtsXj+OjgNDlXlprXO5au7hdPflqrCnh1pVlfmmzXP\nXp/sSNgXL7b1x1wzLcNNzOuyVpmgNzailCU9Z9Dy2HL2jDlE85TnSEAnyV5fsE6SA46I8Is888Gn\nZHm5c+vVSyfJDYzMTLJVK+0WYrjI4smfBTvEZolmTpIXAJgp/T4LwFMa24QC+B6i8l84gC0AUqR1\nhQCme3GeOt0Dkj4RxUZteeZPhlgnyU0OvgygXH1fZa/jOmeS6wF2RNyxaIg0SU+Rd8yax9IJr9jF\nV/yrNfYVHlUFYiwWCqlFrpgIWHHvcraNPMnczAMsKVF5QBcs1kmy1xesk2TfcfQouWyZyxaBMzxz\n3UhyxAjttmtXsK9Ah4R7L/9MJ8n1hGZOkncA6Cz93gXADo1thgF4X/X5UQCPSr8XAvi9F+epwx2Q\n4ANRDKi7RX3KG7y9Jl1i0bhRj8VefCG9DTU4dBuTPAicNIlyyWwC5OjRymBQJtgmk23fknGvK6S5\ntJR89lkyufsJLum9mPnd3qIZqRzVaxdL7lhtdwx/n89hPs/0awYoKipCZmYmMjMzgx1Kk8CRH6xY\nUHAauOoqzfUXDOHAunVAbHgDR6bDL2zeDDz6rva6ESOA7OyGjaeJo7y8HOXl5cEOo77RmWSN9HsN\ngM4a28QD+En1eS+AIarPDxsMhv8DsBmCMNcGLLryctEAMSNeRmamaC6g5RJhNLpxj/AUQ7D/pwT7\n/IFGY+jTQCIA12M0ChcM2V1CdsFwtVwLlZX2DhpGo/js1jkFvjmuODpvzJnj4Byj/ttMTLQ5s0ju\nLLW1wMLZ4lr+8tB+PDLyZ/wpowIfvhkDDPgKeOpD5Nw0FK93yMSA62IwdfU0VK/6Aok7xuH1aZeh\nsvIy1A6QjrHqCyRN8LaH7dFiSbIO73H0eAheuJiHWblxmuvn5AKhUSENHJUOv9AzEYg7DhjPOq/7\n9FPg0iWdJPsIecD9uJqcNUEYDIYPIbLEjpit/kCSBoNBy6fNnXfb3wE8If3+JIC/AsjzJ05NOJLh\n5vaMb05E0Rc0N5IcANTWCru06mp7uzhXy7Xg7+AwLc21ZaIjfCLiFovTNarP8/Sr3fDww92Q9LdB\nqC54BsaiQZg9exBmJAIfvgK0bi1f91DMaV0O45ZypKVlqo4xFNBJso76hDHkGB59VJsk62hCSEgA\n0hOAX2sQ4ZAQ4JdfGj4mHY0CJLNcrTMYDDUGg6ELyQMGg6ErgIMam+0DkKD6nACRTQZJZXuDwbAc\nwFpX51InMRr9Gz8/M9iO8Jiha8x90Izhl1e1IwL0HZHPrZWdnTkTWLDATdY2QDAagTk3f47Zs9M9\nejr7RcSl/nAk2AAQGQkUFwML/34d5sCWNTeZgKVLVdc9eSLm4F/4+0agdetyPPNMXa5YJ8k6dOjQ\nocMz3gEwCcB86efbGttsBnC5wWBIBLAfQC6k/I3BYOhK8mdpu7EAvnZ1ojq/6WtIQhmgDLaSobv5\ncxhvSXeboWv2CCCprCt8yZy6RADfcrjKzj7zjH/yCX9g3PwRZsxI90rW4TXk4iFSP6ljlvv86afF\nuW7vdA6PPCLWFRcDGzbYtq2sBGb+LR6Vf0hAv3sykZaWCXz+OSoN6QD8e9Onk2QdOnTo0OEJTwFY\nbTAY8gBYAIwHAIPB0A3AP0jmkLxgMBh+C2AdhNNFMcnt0v7zDQbDAAhJRjWAB+ot0iaYdVWyYFkR\nmJHqW9W1ZodGJJ1RZ2V9rYZXH3CVndXqIr+19R5QeybKa1mHW3g5GHLKKqenA28DWVlAbi5w++3A\nPfcAyyZuRNqWTzG76HrM2fwQjnY6iNypv0JC6EU8/aVflwpAJ8k6dOjQocMDSB4BcKPG8v0AclSf\n3wPwnsZ2/1evATYGBGJCVtoGJCVdG7gMnY46w5cJcR7RBAdwABRCW3smCrPnt8acWU/B+NIZzLn5\nRsyene4fUfZyMORI9CsrbVllADBuKceyZZl46KFheOWVYRgxEHh4TjlweAA6pwH4+ij27PExNhV0\nkqxDhw4dOnTUFf4SIBUBWfi31qgueAYL77wOcwrPwXhLeiAjbHpoBKTSlwlxHtEIrscvSIS28l1g\nDp6C8alHAQBGAHPS6ybreHfeVqSdiYK6S93pvp2WlZejJ4BXXhET9R64+r/48+7u2Pk1UF3wDI5t\nWYH+/bf6FxyAZmNJYDAYkgwGw3KDwfDvYMeiQ4cOHTp0eIXMTNROK8Ls449izqzjSHxmGuZ8eC1m\nvye0yS0aQSaVag1yYqJNetFS70tODmCMOmO3rK6yjrSjZZi9Y6LSp3Kfp6V5f4x3X9wHQGT8+//m\nGgzodQy5ucDEr6bhrg4fwWz2P75mk0kmWQ3gNzpJ1qGjDnj7beDHH7XXDRoE/OEPDRuPDh0tAIru\n8hlBQOpz4lVLQl3dKfz1E27WUA9cAuH7HHUGc16K90337aBnTkvLwSPX98HZDt1g6ncQuECcPAd8\n/jkw/soa9OjRye/4GjVJNhgMKyD0bgdJ9lUtvwnAMxCTQ5aTnB+kEHXoaHLYswfaI+srxqPjI1ei\nW7szzus2b7afRqxDh46AQSFcKsJRXxOvWhLq6k4R0GIzzQWBIMkOJNcIYEa4EUlJ07zTfcvnLC8H\nMjKATz8HuvyMg7vOYuGJKVjYaQH+u7sWFQ+vw0s/DMe6db6HKKNRk2QAKwEsBfCyvMBgMIQCeBZi\nEsk+AP81GAzvqGZR69ChwwUSEoA1a0RzxMGDiZg4MRELFmjsGBkJfPNNvcenQ0eLRiPWrAbEM7iB\n0djcKVocXJFoh0l7tdOKlOp6Hu+RfEy5FRWhstt9ePpuI2r/sgRJm7bCdPBlfF6wEts+rsHT8+Ix\n+71ufl9CoybJJCskz001rgXwPUkLABgMhhIAtxkMhhoAcwEMMBgMsxpDdrm6Wphcu0J0NPCXvzRc\nPO7w7TvfY/njezXXHT0eCiCxQePRUT94/HF7tx01FixwXUvkmz2xKP4mD5iuvb5DB+CPfwxMjDp0\n6Gh8CIhncBAQUHcKHb75WHuRaa49E+W+fLXW+dXHzMxEDspRm34PFl6MQPGtb2PDnqsQVzQIOcYi\n4JZ0zEkHli3z6SoVNGqS7ALxAH5Sfd4LYIhkUTTFmwM0VEWn/fuBt94Cpk51XnfypDAAbywk2VJl\nxXvbEnDfTT85reuOixg2zAL7Ylo6WhJ+PBCD9w/1xm+6O687dAhYubLlkeTy8nKUy/8sdDQqNMWs\nZ2NHU83KBtSdQkfAfawr47Ix51EfdN8OJawBoHbnQczO+hJzNo+CcfRQ3L7vR8we+neM+O5bjD7z\nlNNkQ1/QFEky63qAOld08gHx8cB0jezb4cOoc7nEQCMp7gim/ycz2GHoaKToHX0A06f3cFq+q+IA\n3vjbBSDT5Hrnjz8GQkPrMbqGh+MA+3FXKXodDY6mmvVs7GhqWVlXZZx1olyP8LFiYs4f+jktc9J9\nq4/5z3/aV+jLzETlyUzMSQOMz0wDiopgnDwZc565Aet+cxizj4/HnEfh+hWqBzRFkrwP9inNBIhs\nstcoKiqq1wyyDh0tCmfOAOfoOqNw/fUNGk5DQ88oNz401axno0Z5OWoHZDaprKzuTlHP8EJvHJCK\niepjqjXJEpzuZWIijEYgN/VbjJ4mngP+oimS5M0ALpe0yvsB5AKY4MsBGjKTrENHs4HVCtxwg/Py\nw+2AkIWutWcGQ72GFWzIA249k9y40NSyno0dte9/gdn/zmxSWVndnaKe0VCJRnUm+dNPBfFWT96T\nt7FYxDr5WWyxwLilHDNmZDZPTbLBYFgFIANAe4PB8BOAP5NcaTAYfgtgHYQFXLGvzhZ6JlmHDh9x\nxRXAoHPawuO9rYA/dW74mBoJ9Exy44SuRQ0sKvckYM4yPSuriQD4BTdL1LFP5LkFlSczkTYtE5WV\nQOq449gWcTXSpt2DykogTZlrkKmZwa4t/RwLF/ofQ6MmySQ1M8Qk3wPwnr/HbdaZ5A8+ALb6UYKx\nMgyADyVudDRLfPkl8PTTzsu/+SYO6ADtTPIuwHpaez8AAKdj+iUgpHlJkhXomeTGB12LGiCoMng5\nqx4HkneJ5VIGT8/KStBJsjbq2Cfy3IKZM4HZt5jxQN9K3PLeQ5hy6mms2dEHj434DLP/MR5zXorX\nnJhbWwvMfjwCcz5sWe4WdUazziS/8YZInfTv79t+sX2Azl3qJyYdTQLXXAMcPAgcOOC8rn17YPhw\n7f2MRmDyZO39AOCvXIjf8WLA4mxs0DPJjQ+6FjVAqA99qY7miwAPFtQD3Af6bsA9n+fj70/9D/c/\nUYS+l3fCkycG4emXxLZ2E3OlGCorgTk3fAKj8Vq/Y2ixJLlZ4847gfvv922fMogSLTpaLEaOFM1X\ndOzoJosMYPFfmy9BBvRMctDg5h+yrkXVUe/w0cWhRUDujwATZTG34EFUVADDh1+NsrtfQfZrJphM\nIlv8l78AWVnSoFiOoagIOQAw/3GghVnAtQxkZoqJUj7iiZ134c33xgHPaa+fOBF45JG6haZDhw4d\nQYf+irthofe1PfQsuzbq+nep3r+8HLXvf4GFH18PM36De27/EGV3fwDT23egogJ44QUxMddkAkaP\nVu0vT+yToZ7M5yNaJEluEnKLb78FXn8daNfOp932PtEdtya1wh0Tnde9/LIocKJDh47AQZdb6GgR\naMz/L3UED44Z9YwMe/cJf44n7Vc7IBOz/52JmW8AC+5YjleLO+OeeybiP+vEy/I+fYDk5Po1UGqx\nJLlJ4KqrgE6dfNunPZCQrC1Jjo8H9vrkKK1Dhw5P0OUWDQj9FbeOxoiW/N1TW7BlZAiLtszMgEgv\n5LkFsra48qdrUVoKfPEF0LcvsHo1YDYD29/YBtO1EXgu+130/JvtuVA7+EZURt6OuqisWiRJDiQ+\n+ABYulR73ZEjDRuLN3j7bWDXLuflNTVAhw4NH4+OFoKxY4EQF8Uyn30W6NmzYePR0TShv+LW0RhR\nByLYLEqoy3+XcgbZ179LF4PfnMxMwJgp+iFmKHIyxfIvvgBat1bbO6ZiaB6Qn5+MV2edhbHo0YBV\n2WyRJDmQcouffhIFx6ZO1V7ftm2dTxEw3HYbcPnlrtf7mrTWocMrhIQA990nXM0d8dBDwIkTDR5S\nIKHLLXTo0OEvmlUJdXUG2QU0BwUDRGlpZVCgItnK9rIEoxb48EMxUS8x0d7e8dVXgdlZ12PQCmDD\nBuDpMZ/DaEyv2zWRbFFNXHLgsHw5+etf+77fL7+Q7dq52aBjR7Kmxufj3ncf+cILvsejQ0d9ISSE\nvHDBxcorryS3bWvQeOoL0rMl6M+4ptx8ej6vX+/9tjp0NGJYrWR+PlldLX5arcGOiCwtdY7DahXL\n3cLD36V8rfKxHT+zsNDt9iUlZF6efWzquKpXbSRAmkykddY8Zb2/z+eQulFsHTp06NChIwhoyTpQ\nHc0K6hLqM2Y0joI3coa7tlZ8ljPcaZ5qjnn4u1R7H1ssGkV+HPZ33P6zz4TlqLqPZHvH2lpgYcVQ\nFBeL5Y98kKWcw1+0SLlFQPHll8Dr1cBHM7XXDxoEvPWW8/LaWqCWQM8Bmrtdfeh9HB7UHr4OYw4f\nBgYP9m0fHTqCihtvBCIitNc9/zxw881OixcuFFLmQCM6GtjuU5F7HTp06KgbGmMJdTU5nTEjsHGp\nBwXV1Q7H1CDZRiMwY/gXSEoa6rS9LMcAgNmT92HOb6px9KP/omTDLWj7404kJQ2Cecrf4WfBvZZJ\nkgNqAXf2LNCpI7D+M+d1mzcDixZp73fpEkCIYZEG9g7qjvfeBDp09j0kH13jdOgIHj78EDh/Xnvd\nAw8Ap05prjp6VNTMefjhwIVy8iRwrR+FmXRNsg4dOvxFYy6h7pbM1gG+Dgpqa4GFfw1Rth8xQiwf\nPdqW8Q4LA1LOVmHdl4n47Pzv8PQa4M7rjbj3VuCezx8EkO9XrC2WJAcUYeHas/O98VtzNas/BEhI\n1CfT6Wjm6NbN9bqYGLe7Go2BNcXwd/6gbgGnQ4cOf9GYS6jXR4bb06DAcWJfba0ogJaVuBuJiddi\nzhzx+exZkWN5+mlg5kxg1Cjg3UNDcd3+vXjyHeDJJ4EBnQ9g5cqOMJu1bXG9ga5J1qFDhw4dOnTo\nCAJycpyJp7qE+rvv2nTBMmprxXKPqMMbLjWZVbtIOMbiK+wGBeXldoOCd98FUlNV5ykvx1uT3sZP\n67/H6DfuA4qKYHymCE+P+Ry33ALs2QM8MLYGf/rVFgwI+xo/WDug2gLMu/1LnN3zM1ontkd1NbBk\nif/x6iRZhw4dOnTo0KGjEcLvCXRAnUiyuwx3XWA3KJDikwcFaWnAggUiMzx7NrC1XSYW/zgGL35y\nGYyF04Q1XFERjLekIzdXZJFXl3fGK18PQETYJZgH/Ro/H4vGC/+7Fuf2/4KnH/yxzplvnSRLGBf/\nBaINp1y2xREzxawex/bKv9wfeONG7f369m2YC9OhoxEgNlb7zyA6WlRgd4kJE7R3mj9fmM67Ouiv\nf+17kCdO4ORJuH0O7P3vz373gQ4dOnT4Co9uEPUETxnu+oB8rQsWiEd///7C+0wX+q4AACAASURB\nVFhLVldbKzLEY8YAcXHAiV79sfDcVAzrewrp6cCWo72wp0c6Zs8WZNpftFhNsuPEvbMXQvDydDOy\n/+AsXPljYTgudPsL8Lsi54P9MxTY5KIbhw51LXQ8DGBAK59j16GjqeH4cdfrBg0C6KIQH157Dbh4\nUXvd4+FAFIFZM5zXrVoFrF/vc5wxMcDJVh3EOzwNXN75KHjJOVh94p4OHTrqEz5NoGvspds9xGc0\nijnb/fsDFRXACy9IgwJV7LJOGQDuugv4/e+B4cOB3t2S8fGdLyCuaAD+dXc5+vfPgdlctwFFiyXJ\nWoiKCUV0h2in5eHRACIARGvYVEVAu5IYAISGiqyWFk57EagOHc0Arv4EAFGMzyUiI12vC5ea1t+k\nu/3cwGAAokPOABrPAAAIMWiL8fSJezp06KhP+DSBrrGXbvcQ3+7dwD33AGazIMiy9GLOnEzIl1xZ\nCWTFf4PR11iBdJEtXroUeOutaHzRJgujAew4JCbs/fGPwCuv+B9uiyTJOnTo0KFDhw4djR2N2SIu\n0KitBfLzgdJSIbGQr3XmTHu3j5wc/D975x5fVXUl/u9KcvMgCOERCAgYXioCCkZ8C6kVQuXX1r7s\nqB1L7U9t5+ejv5k+bNEpfTjT1s4MijMd7XSq7Tht/Y3W0aYKDHpNoRoRBQKGCAHk/RBIIAlJuMn6\n/XHPvdxcbpL7fmV9P5/7yTn77sfa+5y7s84+a68F6/4fTWsKWfLytf6x+EL5Gr7+UBGr/rCen767\ngJLnv8Z/zChkyeK/jFomU5INwzAMwzDSkJhcxKWDeUVfVFb2cPm2dq3XBhm8ni4WLeq7r2t3j+fh\nfwkYm/91LfNbneN670a/EuDhJviXYdGJaEqyYRiGYRhGGhJKOQx7A10GKMnXNDmR8p461x9a2rdS\nDkF9dbvhqae8Oxhff51FAPt/7vVRt3gxVFby+c87eZeeacZskiOks/PstG7NAbqTKodqaFl83xnG\nQOD06d5/B3l5/dgt90ZXV++VioDLFUWleOvsrV7DMAwjIkpK4OELf82SJQ/0H/460J7ZZ8vcm811\nnB4QBqSSXFS0FJFKcnIqzyR6LuH/yLtJlaOlxesayzAGKnl5vYeCPn0a/uu/4DOfibDSnBx47jnv\nJ5jubpg1yxsyPhquvx6kZyRNd3c37t68cBiGYRh9UlLYzje+En746+pquKa9kJLCdn9aU1OQWUac\nlOQB6Se5q2spHk+lf1GosxM6b/wUi+YcTpoMI0bQs/0QHwtJbWQ7Gzf2fv9/+tNRVnrrrb1X+uab\n0Qs7Zizs2HFWnZUeD0tvuCH6eg3DMAYabrc/OEjT95bxyOfeYuf9y3jka/vOiupXXQ1Nf1jjP7/m\nGvh63e38rvuzQIQBViJkQK4kG4ZhGIZhGCnCMZ1oaoIlv72Oh1ddTknJ5TzcdLb3jmuugSXz83n4\nWijZ4IZZlTBmLKv2j+WKXV4Tjblzz27irNXlKBiQK8mGYRiGYRhGalm7Fh4e+U99hr8uKYGHP/qq\nN+rgCxv8UfQefNBrovGNb0BVVQzhu/vAlGTDMAzDMAwj6SxaBCVTRvZI83u0CDDJKPnxt/mGaxkT\nH/0a37jOazYXGGAFEhO+28wtDMMwDMMwjOQRGJ766ae9btygpwcL37HbTdP/vM0ja69mJ+X88MfP\nwU/W89Pvn6Kk/NoeAVbCDt8dJqYkG4ZhGIZhGMkjgvDZTbMqWdIxyGu3vGwx86dVsGoVcK33e5+J\nxooVUFMTZvjuMMkacwsRKRaRp0XkSRG5NdXyGIZhGIZhGLGxdi08/N1Ov8L7+c97bZID7ZbBqyDP\nndszfHdTE2d5y4iErFGSgU8Dz6rqXcAnUi1MJuH2vfIwemDjEhobl4GHiAwXkVUi8r6IrBSRkOsz\nIvLvInJIROqiKZ/tZPtvx/qX2aSsf/34NF60yBtyOjBvcNRBX/hugK9/3fvXt7rsO4+GtFaS+5hw\nF4rIVhHZJiLfcpLPBfY4x+bZPwKy/YcfLTYuobFxGZA8AKxS1fOB1c55KH4JLIyhfFaT7b8d619m\nkxZKcn8y9KJQL1rkVZyrqrznX/+6dwV51arYREtrJZkQE66I5AKPO+kXAbeIyDRgLzDeyZbu/TIM\nw8gkPgE87Rw/DdwUKpOq/gk4Hm15wzAGODEq6iUlXlOMjg7vBr6ODu95tKT1xj1V/ZOIlAclXw5s\nV9VdACLyW+CTwGPA4yKyCHixz4q3bDk77eTJPoscPBi62L59fRYzDCMGdu8O/bs7cgTGjz87PSxO\nnQpdaVtblBUOCEar6iHn+BAwOsnlDcMwko6oaqpl6BNHSX5JVWc6558FqlT1Tuf8C8AVqnpvmPWl\nd4cNw8hYVFVSLUO0iMgqoCzEV0uAp1V1WEDeY6o6vJd6ygmYs5204+GUt/nZMIxEEc38nNYryb0Q\n0ySayf/EDMMwEoWqzu/tO2dvSJmqHhSRMcDhCKsPq7zNz4ZhpBOZaLu7jzO2xzjHe1Mki2EYxkDg\nReCLzvEXgReSXN4wDCPpZKKS/DYwVUTKRSQf+Dz92SAbhmEYsfAjYL6IvA9c75wjImNFpNqXSUR+\nA/wZOF9E9ojIl/oqbxiGkc6ktU2yM+HOA0bgfT33t6r6SxH5GLAMyAV+oap/n0IxDcMwDMMwjCwj\nrVeSVfUWVR2rqgWqOl5Vf+mkv6yqF6jqlGAF2ZzehyaCcQnlgxoRWSoie0XkXecTyhdqxtBbP4Py\nPOZ8v1FEZkdSNlOJcVx2icgm5/54K3lSJ5b+xkRELhSRN0SkXUT+JpKyA5VY7rNMIIx75janX5tE\nZK2IXJwKOaMl3PtaROaIiEdEPp1M+WIhzHuz0pnnNouIO8kixkQY9+ZIEXlFRDY4/VucAjGjoje9\nLihPZPOKqmbVB/gJ8E3n+FvAj3rJdx0wG6iLpnymfcLpF96V+e1AOeACNgDTnO++C/x1qvsRp7Ho\ntZ8BeW4E/ugcXwG8GW7ZTP3EMi7O+U5geKr7kYIxKQUuA34I/E0kZQfiJ9b7LN0/YfbvKmCoc7ww\n2/oXkO9V4A/AZ1ItdxyvXQmwBRjnnI9Mtdxx7t9S4O99fQOOAnmplj3M/oXU6wK+j3heSeuV5Cgx\np/ehCadffh/Uqnoa8Pmg9pEtO8/76ycEjJeq1gIlIlIWZtlMJdpxCfR5my33iI9+x0RVj6jq28Dp\nSMsOUOJxn6Uz4dwzb6hqs3NaC4xLsoyxEO59fS/wX8CRZAoXI+H07VbgOVXdC6CqHyZZxlgIp38H\ngCHO8RDgqKp6kihj1PSh1/mIeF7JRiXZnN6HJpx+BYb2Bq/XkHMDzu91XlH8IsPNUPrrZ195xoZR\nNlOJZVzA657xf0TkbRG5M2FSJpdwxiQRZbOZaO+zTFEkI73uXwb+mFCJ4ku//RORc/EqXz9zktJ3\n81NPwrl2U4HhIvKaM9f9ZdKki51w+vdzYLqI7Ac2AvcnSbZkEPG8kol+kvtzeu9HVVVicE4fa/lk\nE4dx6auvPwO+7xz/APgHvJN7JhLuNc22VdH+iHVcrlXV/SJSCqwSka3Ok30mE8vvP2PmjiQT7X2W\nKeMZtpwi8hHgDuCaxIkTd8Lp3zLgAed/jZA5c2k4fXMBlwIfBQYBb4jIm6q6LaGSxYdw+vcdYIOq\nVorIZLxz+SWq2ndY4swhonklI5VkTQOn9+lIHMalVx/UqurPLyL/BrwUH6lTQji+toPzjHPyuMIo\nm6lEOy77AFR1v/P3iIj8Hu+rvUxXkmPxy24+3UMT032WAYR13Z3Nej8HFqpqX6+I041w+lcB/Nar\nHzMS+JiInFbVdHfXGk7f9gAfquop4JSI1ACXAJmgJIfTv6uBhwFUtVFEdgIX4HW/m+lEPK9ko7mF\nOb0PTTj96tUHtaNY+/gU0Ovu0QwgHF/bLwK3A4jIlUCTY66SzX66ox4XERkkIuc46cXAAjL7HvER\nyfUOXqHI5nslFmL5/WUC/fZPRCYAzwNfUNXtKZAxFvrtn6pOUtWJqjoRr13yVzNAQYbw7s3/Bq4V\nkVwRGYR3A9h7SZYzWsLp31bgBgDHXvcCYEdSpUwckc8rqd6NGO8PMBz4H+B9YCVQ4qSPBaoD8v0G\n2A904H0y/FJf5TP9E8G4fAxowLsD9tsB6b8CNuG1UXoBr41zyvsVw3ic1U/gbuDugDyPO99vBC7t\nb4yy4RPtuACT8O6U3gBszqZx6W9M8Jo47QGa8W4a2Q0MzvZ7JRX3WaZ8wrhn/g2v14B3nc9bqZY5\n3tcvIO8vgU+nWuZ49g34Ol4PF3XAfamWOZ79w7vy/5Lzu6sDbk21zBH0zafXdTpz8h2xzitpHUzE\nMAzDMAzDMFJBNppbGIZhGIZhGEZMmJJsGIZhGIZhGEGYkmwYhmEYhmEYQZiSbBiGYRiGYRhBmJJs\nGIZhGIZhGEGYkmwYhmEYhmEYQZiSbBiGYRhGyhCRLhF5V0TqRORZESmKsPz3ROR65/hrkZY3jN4w\nJdlIGSKyREQ2i8hGZ4K83IkElNJIbSJyn4i8JyK/DjyOsI6hIvLVfvL8pYj8RkR6DSduGIYxAGhT\n1dmqOhNvIIivhFtQRHJU9buq+qqTdD8wKBFCGgOPvFQLYAxMROQqYBEwW1VPi8hwoMD5xLstAdDw\nI+d8Ffioqu4XkXrfcYTNDgP+CvhZH3mKVPWWCOs1DMPIZv4EXCwi84Cvq+rHAUTkcWCdqj4tIruA\n3wLzgZ+IyELgD3gjyI4FXhORD4FfAxer6v916rgTmKaqf53sThmZia0kG6miDPhQVU8DqOoxVT3g\nfJcrIk86q8wrRKQQQES+ICK1zqrzv4pIjpP+exF528l/p5NWLiINIvI03tCa44IFEJG/dl7v1YnI\n/U7av+INsfyKiLQHHN8vIoNEpFpENjhlPteHXD8CJjtpP+5lDK4QkQvjMpqGYRgZjojk4Q2bvCnE\n1+p8fMcfqmqFqv7Ol6aqy/GGJa5U1euBZ4GPi0iuk2cx8ItEyW9kH6YkG6liJTDeUWT/WUTmBnw3\nFXhcVWcATcBnRGQacDNwtarOBrqB25z8d6jqZcAc4D4RGeakTwH+WVVnqOqewMZFpALvhHk5cCVw\np4hcoqpf4cwkWxhw/CjeyXufqs5yXguu6EOubwGNzivEbwV3XkSq8MaP/4eAtLEi8qCIfFFEnoh8\nSA3DMDKSIhF5F1gHfAD8OyD9lPldP9+jqq3Aq3gV5QsBl6puiVVYY+Bg5hZGSlDVVkdRvQ74CPA7\nEXkAeB3Yqaq+lYT1QDlQAlQAbzvWE0XAQSfP/SJyk3M8Hq+SfRj4QFXf6kWEa4HnVfUUgIg8D8wF\nNvYh9ibgpyLyI+APqrpGRG7vRa6a3ioRkSnAHFX9oYhsDvjqZ3gV7CHAJX3IYRiGkU2cchYZ/IiI\nh54LecGb8VrDrPvfgCVAPV7l2zDCxpRkI2Woajdepfh1Z7PeFwE30BGQrQvv5CjA06r6ncA6RKQS\n+Chwpaq2i8hrQKHzdV+TqNJzpUI48yqvN3m3ichsvLbUPxSR1cDxXuQq76OqOzjzym9nQH5R1RZn\nI9+fnfRP4rXD2++cXwYUA1eo6k/6ktcwDCOD+QC4SETy8W7Eu54+Fh8COIl3oeEYgKq+JSLjgNnA\nzATJamQpZm5hpAQROV9EpgYkzQZ29VFkNfBZESl1yg8XkQl4J8PjjoJ8IV7TiXD4E3CTiBSJSDFw\nk5PWl8xjgHZVfQb4KXBpH3KdBM7ppaoiYJ+zWXG7k1YCNDjH84A/i0gZ3geHQGX+MqAWGCkig8Ps\nq2EYRjpz1gKFYyL3LLAZr2nFO2HW9STefSSrA9KeBdaoanOsghoDC1tJNlLFYGC5iJQAHmAbcBde\npTd4wlRVrReRB4GVzsa403i9R7wCfEVE3sOrZL7hKxOinsAK3xWRpwCfOcbPVTWUqUVgHTOBR0Sk\n22n/K73J5axerHVWyP8YZJf8M7zK7zDgh05aHdAlIp/Bu0rsWznuIZOq/quzCSVPVVt6659hGEam\noKpDekn/Ft79HcHpE4POvxRw/DjweFCRa4F/jF1SY6Ah4XvFMgwjUYjIaFU9JCJDgUdU9S4n/bvA\nv6nqvoC8t+Ld+Njs8w5iGIZh9MRZhKkFNqjq51Mtj5F5mJJsGGmAiPwS+G+8mw6fcXw0jwKWAS8D\n+4CjwCy8Gwy78a5kd6VIZMMwDMPIakxJNowMwFkRGRRFUBPDMAzDMKLAlGTDMAzDMAzDCMK8WxiG\nYRiGYRhGEKYkG4ZhGIZhGEYQpiQbhmEYhmEYRhCmJBuGYRiGYRhGEKYkG4ZhGIZhGEYQpiQbhmEY\nhmEYRhCmJBuGYRiGYRhGEKYkG4ZhGIZhGEYQpiQbhmEYhmEYRhCmJBuGYRiGYRhGEKYkG4ZhGIZh\nGEYQpiQbhmEYhmEYRhBppySLyEIR2Soi20TkWyG+v1BE3hCRdhH5m0jKGoZhGF7CmS9F5DHn+40i\nMru/siIyXERWicj7IrJSREqc9EIR+Y2IbBKR90TkgcT30DAMIzbSSkkWkVzgcWAhcBFwi4hMC8p2\nFLgX+GkUZQ3DMAY84cyXInIjMEVVpwJ3AT8Lo+wDwCpVPR9Y7ZwD/AWAql4MVAB3i8iExPXQMAwj\ndtJKSQYuB7ar6i5VPQ38FvhkYAZVPaKqbwOnIy1rGIZhAOHNl58AngZQ1VqgRETK+inrL+P8vck5\nPgAUOwp2MdAJnEhIzwzDMOJEuinJ5wJ7As73OmmJLmsYhjGQCGe+7C3P2D7KjlbVQ87xIWA0gKqu\nwKsUHwB2AY+oalPMvTAMw0ggeakWIAhNdFkRiaUNwzCMXlFVSbUMYRLuPBhOfyRUfaqqvvlWRL4A\nFAFjgOHAn0Rktaru7FGRzc+GYSSIaObndFtJ3geMDzgfj3eVIq5lVdU+AZ8vfvGLKZchHT9f/OIX\nOX36NO+88w6nT59OuTzp8rH7JfQnwwhnvgzOM87JEyp9n3N8yDHJQETGAIed9KuB36tql6oeAdYC\nl4USLNXX0X471j/rX/Z9oiXdlOS3gakiUi4i+cDngRd7yRv8RBBJWSOA8vLyVIuQlpSXl5OXl8fs\n2bPJy0u3ly6pw+6XrCCc+fJF4HYAEbkSaFKvKUVfZV8EvugcfxF4wTneClzv1FUMXAnUJ6Jj6Uy2\n/3asf5lNtvcvGtLqP7+qekTkHmAFkAv8QlXrReRu5/snnFWKdcAQoFtE7gcuUtWWUGVT0xPDMIz0\nJZy5VlX/KCI3ish2oBX4Ul9lnap/BDwrIl/Ga3t8s5P+BPALEanDuzjz76q6OSmdNQzDiJK0UpIB\nVPVl4OWgtCcCjg/S81Vfn2WN/ikpKUm1CGmJjUtobFyyg/7mWuf8nnDLOunHgBtCpHcAX4hF3mwg\n23871r/MJtv7Fw1ppyQbyWfWrFmpFiEtCXdc6urqaG5uxuVyUVFRkfWmGXa/GEZ0ZPtvx/qX2WR7\n/6JBYjFozkRERAdan43EsmbNGjweD52dnZSWljJ79uz+CxlZh4igmePdIi2x+dkwjEQQ7fycbhv3\nDCPjcLlcdHZ24nK5mDlzZqrFMQzDMAwjDpiS3Ad1dXWsWbOG2tpaPB5PqsVJGG63O9UipCXhjktF\nRQWlpaVcd911WW9qAXa/GEa0ZPtvx/qX2WR7/6LBlOQ+aG5uxuPx0NzcTF1dXarFMdIUcxNnGIZh\nGNmH2ST3QW1trX9D1kBZJUxHBtrGOCMzMZvk2DGb5Nhxu70f33Flpfe4svLMsWEMNKKdn01J7gOP\nx0NdXR0zZ840xSyFRLsxzpRrI5mYkhw7piTHFxGw4TQM27iXEAbKa/R0t0OKdmNcrOYy6T4uqcLG\nxTCiI9t/O9a/zCbb+xcN2a39GVlBRUVFVCv6LpeLtrY2v3JtK8uGYRiGYYSLmVsYWUuwuYz5MzYS\niZlbxI7Nz/HFzC0Mw4uZWxhGEMHmMubP2DAMwzCMcDEl2RgwdkiR+jMeKOMSKTYuhhEd2f7bsf5l\nNtnev2gwo0xjwOBbWTYMw8haAnzAvYYbllZ6080HnGFEjNkkGwOaVG/mS3X7Rvwwm+TYsfk5zphR\nsmEAZpNsGFHhcxO3YcMGfvWrXyU9BLlFdTQMwzCM9MSUZGNA2yH5NvN1dHRw3nnn9VBWkzEumbiZ\ncCDfL4YRC9n+27H+ZTbZ3r9oMCXZGND4NvNVVFTQ1dWVdGU10s2EhmFkLhs2JKed6uoaqqoepJJ5\nVFU9SHV1TVLaTVb/DCNZmE2yYXC2T2WzFTYixWySYyfb5+elS72fRFJdXcP996+gsfFhf9rkyUt4\n9NEqFi2am9C2k9E/w4gGs0k2jBgI9KlcV1dHTU0NmzZt4tixY2YrbBhGxvDYYyt7KMgAjY0Ps3z5\nqhRJZBiZiynJGUpdXR1r1qyJy0Yzs0PqSXNzMyLCO++8w549ezLGVjhZ2P1iGNHxwgtuREjoZ+XK\n0G+9VqzITXjbL7zgTu6AJplsn/uyvX/RYO+QMxSfV4S2tjbq6urM/28ccblcTJw4kcbGRm6//XYz\ntTCMbCLAjzBu9xnfwUnwIzxrVuLtdquqPKxcGSq9i1deSWzbixcntn7DSDZmk5yh1NbW+m1mbdNX\nfAm2TzaMcDCb5NhJ+vycZD/CqbNJ/g6PPrrQbJKNAYvZJA8wzCtC4gi0TzYMw4gXN5W4E97GokVz\n+coXhrBwxGQ+SQkLR0zmK18YmnAFGZLTP8NIJqYkZyjxVOSy2Q4pFtvtbB6XWLBxyQ5EZKGIbBWR\nbSLyrV7yPOZ8v1FEZvdXVkSGi8gqEXlfRFaKSEnAdxeLyBsisllENolIQWJ7mH40bXgq4W3UVFdz\n/D9+zstHd/ACzbx8dAfH/+Pn1FRXJ7ztZPQvlWT73Jft/YsGU5KNrMYi2hnG2YhILvA4sBC4CLhF\nRKYF5bkRmKKqU4G7gJ+FUfYBYJWqng+sds4RkTzg18BdqjoDmAecTmgnBygrH3uMhxsbe6Q93NjI\nquXLUySRYWQu9j7ZoDLBm1VSicvloq2tLaogIdGMy0Dwr5zN98sA4nJgu6ruAhCR3wKfBOoD8nwC\neBpAVWtFpEREyoCJfZT9BF4FGKesG6+ivADYpKp1Tn3HE9i3tKVy1y6vHXQC6W3GyV2xIuFtV86b\n13+mDCbb575s71802EqykdUk23bbVq6NDOFcYE/A+V4nLZw8Y/soO1pVDznHh4DRzvH5gIrIKyKy\nXkS+EXsXMpDKSu9GwQR+PAsWhGy6q6oq4W0n2juIYSQbU5KNrLZDisV2O5pxcblcdHZ2Jj28dTLJ\n5vtlABGuS4dwlh4lVH2Omwpfeh5wLXCr8/dTInJ9mDLEFbf7jBeGpXzXf5yM29q9a1fC21hw330s\nmTy5R9p3Jk9m/r33JrztZPQvlWT73Jft/YuG7HsXnGQGwut1I3wqKirMfZyRCewDxgecj8e7ItxX\nnnFOHleI9H3O8SERKVPVgyIyBjjspO8BalT1GICI/BG4FHg1WLDFixdTXl4OQElJCbNmzfK/Bvb9\nE4/1fOlS5/x734PKyrjX39v5hsGDwe1ObHvFxVQ9+igPLV/OnhUr6Jozhzu/+13mLlqUHf1L4fkG\nx8l1ushj/ev93O1289RTTwH455NoMD/JMbJmzRo8Hg+dnZ2UlpZaUA/DGKBkkp9kZyNdA/BRYD/w\nFnCLqtYH5LkRuEdVbxSRK4FlqnplX2VF5CfAUVX9sYg8AJSo6gMiMgz4H7yryKeBl4F/VNWXg+TK\naj/JSSfb+2cYYRLt/GxLXTESy8YwwzCMVKCqHhG5B1gB5AK/cJTcu53vn1DVP4rIjSKyHWgFvtRX\nWafqHwHPisiXgV3AzU6Z4yLyj8A6vCYY1cEKsmEYRrphK8kxkg3R2dwBr8eMM9i4hMbtdjNixAgz\nMwoik1aS05VkrSTXVFez8rHHyFu5Es+CBSy47z7mLlqU8Hbdy5ZR+bWvJbwdP0leSc72OdP6l7nY\nSnKK8G0MM4yBhM+LR1tbG3V1dfYbMDKGmupqVtx//xlfwitXssQ5Trii7Nh8JhK3O3AT4ndhqfeo\nstKcTxhGpNhKsmEYEVNbW+tfSbbQ6F5sJTl2kjE/P1hVxQ9Xrjwr/aGqKn7wyisJbdvvSiNZmE2y\nYQC2kmykIZnu+SPT5U8k5sXDSBhZHGyDLA+2YRjZhvlJNvxuU+JNtIE16urqWLNmDbW1tXg8noja\njLZsqHJut9sCg4TA7XbH5H/aMPoki4NtuGNwRZUJJOp/Sbpg/Rt4mJJsJIxoA2vEErUu2rKhyuXm\n5mZ9YBAjvRGRMhH5hYi84pxf5HiOMKIklcE2DMPILMwm2UgY0Xr+iMXeNdqyocplg+cSI3kkwibZ\nUY5/CSxR1YtFxAW8q6oz4tlOupCs+fmnS3/M6sefpODoUTpGjOCj99zF15d+K+HtbljmZtbXKhPb\nSODOPbf7zG4927lnDGCinZ9NSTbSjv6U075shcNRbEOVN4XYiJUEKclvq+plIvKuqs520jao6qx4\ntpMuJGN+rq6u4f77V9DY+LA/bfLkJTz6aBWLFs1NaNvJ3rdnGIaXaOdnM7cwEmaHFK19cH/2rn2Z\nVIRjKxuqfKhyZp8VGhuXpNIiIiN8J07ku+YUypPxPPbYyh4KMkBj48MsX74q4W3v2uVOeBupJNvn\nBuvfwCPtlsxEZCGwDG8kp39T1R+HyPMY8DGgDVisqu866buAE0AXcFpVL0+W3MbZJMqXrsvlYsuW\nLXR0dFBcXIzH44lo9TecKIl1dXXU1dVRVFRkni2MVPI3wEvAJBH5M1AKfDa1IiWWRDuY6O3f3ooV\nuQlv+5JLElu/YRjxJa1WkkUkF3gcWAhcBNwiItOC8twITFHVqcBdwM8CvlagUlVnm4IcPomKsBPt\nxr3+qKiowOVyMX36dFpbWyPe3FdRUUFpaWmfNsvNzc3MnDnTPFuEIFsjC+zO4QAAIABJREFUMqUj\nqroemAdcA9wNXKSqG1MrVWJJsIMJFiwI/Varqqor4W3fdFNlcgczyWT73GD9G3iklZIMXA5sV9Vd\nqnoa+C3wyaA8nwCeBlDVWqBEREYHfG/O/B1icaUWj3rDUUajIS8vj+nTp9PV1cXevXtpbm6OqI/h\nmGQkSsE3jEgQkXuAwaq6WVXrgMEi8lepliuTue++BUyevKRH2uTJ3+Hee+enSCLDMNKVdFOSzwX2\nBJzvddLCzaPA/4jI2yJyZ8KkzBB85g4bNmzgV7/6Va+KZKR2SOG6WcvLyyMvL48333wzLn6LA/Ep\n4JMmTfLLFChLrA8IFRUVfPDBBxZNLgRmt5ZU7lTV474T5/iuFMqT8SxaNJdHH62iquoh5lFJVdVD\nPProwoRv2gMoKXEnvI1Uku1zg/Vv4JFuSnK425p7Wy2+1tkB/jHg/4jIdfERK/0JpRT6VkM7Ojo4\n77zz4mY6EMkqazz9FgfiWw0uKiqis7PzrBXlWHwt++qfOnWqKchGqskREf887ZikuVIoT1awaNFc\nXnnlB7h5nVde+UFSFGSAWVnpk8Qwspd00wD2AeMDzsfjXSnuK884Jw1V3e/8PSIiv8drvvGn4EYW\nL15MuRP5qKSkhFmzZvltcXxPUpl27nNj9sYbb7Bp0ybuvPNOKioq+OUvf4mI0NXVhcvl4tixY7jd\n7rPK+winva6uLkpLS5k5cyZr1qzpM/+mTZtobW3lsssuY+bMmWH3p6ioiLa2NrZs2cLFF1/cq3wt\nLS188MEHTJ06FYCamho2bdrExRdfHFb5vs4rKyvT5vqm27mPdJEnFedut5unnnoKwD+fJIAVwG9F\n5Am8iwN3A68kqjEjsWS7zaf1L7M5M8+Zq20faeUnWUTygAbgo8B+4C3gFlWtD8hzI3CPqt7ouENa\npqpXisggIFdVT4pIMbAS+J6qrgxqIyv9JPcVRCNZPoDj6X840nLB/ffJE48+9+WXOZFljeQTy/VK\nkJ/kXLzmFR91klbh9frTFc920oWkz88i3h11hmGEJFt+IlnhJ1lVPcA9eFdP3gN+p6r1InK3iNzt\n5PkjsENEtgNPAL5NLGXAn0RkA1AL/CFYQc5m+tok199GtXjZIYXrfzgcIi0X3P9o2w3ENy6pCJOd\nzsTrfklH0u16qWqXqv5MVT/rfJ7IVgV5IJDNvx2w/mU6y5a5/cfV1TVUVT0ILKWq6kGqq2t65M3y\nofCTdstaqvoy8HJQ2hNB5/eEKLcDGLAWXz6lMJWE4384WgJX+PLz82ltbe2x2pfI/sfSr0SOiRF/\n0u16ici1wHeBcs7M16qqk1ImVKYT8C7ZzTwqfSHwBuK7ZMMIYMMG79/gqJQrV0Jjo9cjjM9+P9AM\nI5tJK3OLZJCt5hbxIpbXzYk061izZg0ej8e/SW/SpEl0dnZSWlqa8IeDWPpl4a4zi1iuV4LMLRqA\nrwHv4A2SBICqfhjPdtKFZM/P2fIq2TDigS9selXVg6xc+cOzvq+qeohXXvlBj7yZQrTzs/3XNnrQ\nV5S8/hToZK3mXnDBBf6V5GSs9sXSr3RY4TfCJw2vV5Pzds0wDCOhuN2+iJf9R6WcNy9ZUqWWtLJJ\nNlJDoJ1VX+7dkmGv2Zt/40Cb4yuuuCJuQUr68qec7fZn0WLjklReE5FHROQqEbnU90m1UEZ0ZPtv\nx/qX2ZSXu8OOSjkQTC3AVpKNICoqKnp93ZwMe83eVrKDV/jitdrX18p5NmNeNzKGK/H6j78sKP0j\nKZDFMIwBwH33LaCxcYnfJhl8USkXplCq1GA2yWlGOisvHo+H559/nlGjRlFUVJQQ+fpyZRcOkY5f\nrO1lKoE23smw6x4IJMImeaBhNsmGkToCN+NVV9ewfPkqVqzIpaqqi3vvnd8j6E6mbdyLdn42JTnN\n8CkvDQ0NuFwupk+fnlbKcqKVq1g3ukUiX11dHUePHmX37t3cfPPNFBYWxiJ6XEnEw1JgnR6Px2/X\nPZAeDhJJopRkEflfwEWA/wZV1e/Hu510IBnzswVKMLKSBN3Y2fIgaRv3sgSfSUNHRwdTpkzx2/8m\ncqXPHRCBL1z5EmVyEevGKZfLxZYtW+jo6KC4uBiPx9OrAtjc3AxAWVkZ9fX1Z21SdLvdXH755Sl5\nSEmEGUhgncOGDWPQoEFRPYxEcr8YseFE2isCrgd+DnwOrx94I0pSqQxn+2/H+pdCAm9skagcGad1\n/1JE1Bv3RGSw89flRIUy4oBvg1pFRYU/lHQ6+Gv10VfQknQgPz+fnTt3IiKcOHGixwbDwE16GzZs\nYMuWLWzcuJGcnJyQmxS7urpSFlSirw2UsdTZ0NDA1q1b6ezsDKkg97WR0UgJV6vq7cAxVf0eXhvl\nC+JRsYgsFJGtIrJNRL7VS57HnO83isjs/sqKyHARWSUi74vIShEpCapvgoi0iMjfxKMPhpHVRKDo\nut1w963V/MXkKhZzHn8xuYq7b62OTFd2HCW73WdcvM2bd+Y4y/cthiQqLUdEvgmMdMJI/x3w98Cd\n8RRsoOJbSU2mf91Inhx98qWr7XRraysTJkygqamJPXv2MGbMGNasWYPL5eLUqVMAtLW1sXfvXqZM\nmUJDQwNDhw4NuUmxqKiIrVu39rsinQj62kAZS51btmxhypQptLa2hlyhDmcF21Yaksop52+biJwL\nHMUbXTQmnIWNx4EbgH3AOhF5UVXrA/LcCExR1akicgXwM+DKfso+AKxS1Z84yvMDzsfHPwLVscqf\nqWT7b8f6F192PeWmPMw2c1qrKXrtLp44uN+bsOMDvta2mZzbngQWhVVH+YYmwEyPAol2JbkW+Fvg\nG8CCGOoxeqG3sMrpstIXD3dwvfUlnD72lsflcjFx4kRGjhzJ7bffTktLi1/OtWvXsn79erZv386U\nKVPo6upi2rRpIRXBgoICdu7cSU5Ozlkr0skgHmG1Q9U5ffr0Pt9QJGIF24iJP4jIMOARYD2wC/hN\nHOq9HNiuqrtU9TTwW+CTQXk+ATwNoKq1QImIlPVT1l/G+XuTrzIRuQnYAbwXB/kNI+vZtSv8vM88\n9D2W+RRkh2UH9/PM34a/fSGS9iIiwFa65tZbeXDyZJaWlPDg5MnU3HprzyXqZct6lOszfxKWtqNV\nbluBxarapar/CdT0V8CID/0pp9Eo0dH4foyHMtVbX8JRwHvLU1FRQVlZGXfccQfbtm3rYVJx5ZVX\nMmTIECZOnEhRUVGfZiMbN26ksbGRLVu2sGvXrqxRGPszlwnHnCbbfYWmE6r6fVU9rqrP4Q1NfaGq\nPhSHqs8F9gSc73XSwskzto+yo1X1kHN8CBgNfvO8bwJL4yB7xpLtv51I+hf4Sr+yMjNe6Sf9+u3a\n5bUvDuNz+N36kFUceee9sOvYsPXNxPTDGbea1lZWvPUWP9yxg6XNzfxwxw5WvPUWNa2tZ/K+8IL/\nsN/8SbgeES1TOZtIWoE3gJd86ar6dK+FjLjS38a5ZPn9jYc5QG99CWdzYKg8gSYg4B2LKVOm8Jvf\n/IZ9+/bhcrm46qqrKCws9K/S9mY20tjYSEdHB8eOHTurj+lqahIO/W2MDP4+k/uayYjIR1V1tYh8\nBq+f5MDvUNXnY2wi3P3q4ewGl1D1qaqKiC99KfBPqtomInH3AGJkHnHYZ5b17KIcCfOnehmTgZaz\n0vcwGuFkWHV8i8URSBc5Kx97jIcbG3ukPdzYyEPLlzN30dkmIZHmTwSR/sf7M7AKuAL4hmOnVgcs\nVdX9fZY04kJ/ymk03ieisbOKR/je3voSjgKen5/P3r17ueCCM3uYgh8QfGNRXFzM6NGjaWtrY9Om\nTXzzm9/019vbQ0V3dzcFBQWMGDGC3Nye+1KDy+Tl5WWlIllXV0dNTQ0iwsSJE/3jk+12h2nCXGA1\n8HFCK7SxKsn7gPEB5+Pxrgj3lWeck8cVIn2fc3xIRMpU9aCIjAEOO+mXA58RkZ8AJUC3iJxS1X8J\nFmzx4sWUl5cDUFJSwqxZs/z3nG8lL1PPfWnpIk+69A/SQ/50u35NJbt47anw2pt36WV85N12vst+\nfNJWMpbOKRPQbfRbHmDZrAT1z4l3vRdwg18+t/M3d8UKEPGeFxdT6TxH95v/kkugsjJk+263m6ee\negrAP59EQ0R+kkXkQWCZqrY4558B/ge4S1UfiVqKJJLufpJjJZoNf+m2WhgsT319/VnyhfKHHBwY\nBOD5559n3bp1nDx5kilTpnDPPfdQWFjIc889x8GDB9m/fz9jxoyhu7ubiooKrrjiCvLy8rjzzjvZ\ntm0bw4YN46//+q/99cHZAUieeeYZTpw4QXd3N1dffTVz5sxJ1dDFlTVr1rBp0yaampoYOXIkd9xx\nR8rvjXQm3n6SRSQH+Jyq/i5edQbUnQc0AB8F9gNvAbeE2Lh3j6reKCJX4p37r+yrrKMEH1XVH4vI\nA0CJqj4Q1PZ3gZOq+o8h5Mrq+dkITbb44u1BHPwWP7XYzeKnwstbXV3D//3fjzP04AmKaaeVQprL\nzuGf/u3eHkFA4tVeRDi2NA9WVfHDlSvP+vqhqip+8Mor3pPKSv+49ZvfZ6MTBtHOz5HaJP878IyI\nvCgijwBzVLUZ2BZpw0ZiiGbDl9vtjnkTXjwJtjf2nW/YsIFf/epX1NbWIiJn2UQH29Pm5eUxduxY\n5s+fT0lJCddcc40/YMjBgwc5ffo0RUVFvPbaa3R3d/P222/z7rvvAnDOOefQ3d1NSUkJH3zwQQ/5\ngttpb2+nvb2djo6O5A5UggneBOm7p86s/hiJRFW78drxJqJuD3APsALvRrrfOUru3SJyt5Pnj8AO\nEdkOPAH8VV9lnap/BMwXkffx+nb+USLkz1Sy/bezbJk7ovzV1TVUVT0ILKWq6kGqqyPb3pTs4Yzo\n+gUaWr/+ek8D7DApXxx+3kXF3fzhI8XcP7mNm2ji/slt/OEjg1lU3B12HU2zws4aFQvuu48lkyf3\nSPvO5MnMv/fe0PkrK1kybFjP/MOGMX/evITJGExEy0KOScUnRaQc7yuzOhEZjXdn8wt9FDUSSKwr\nwbm5uWnl0SDYZGT9+vU9Aqxs2LABEaGwsJCbb77Z399QJiA+++SqqqoeK7yFhYU0NzczaNAgKisr\naW9vJ3AF65xzzkFVGTx4MDfddFOPOoPbGTRoEA0NDUycODHs8Uu31ftQ+Mxe5s+fn5byDRBWicjX\ngd/h3Q8CgKoei7ViVX0ZeDko7Ymg83vCLRsg1w39tPu9iIU1MgLHzW5YVFfXcP/9K2hsfBiAlSuh\nsXEJQNgrn0kPjbxhQ0QN1lRXs/Kxx8gDPFVVLLjvvohsaSt7GBv0jZtK3OdXwvlnxmW7UzpciWcl\nSkl2xmxucTFcfjkPAbkffkjXyJEsvPxyb7qPgP+3c7/9bbj4Yh5avpzc9na6CgtZeO+9Z8YwCRe/\n3/98IjJfVVcFpqnqroDTQ8CX4ixXVpFohSjWzXp33XVX0nwyhzMWwTbJvvN169bx/PPPc+zYMW6/\n/XZyc3PPipTXX10+brvtNn7/+9/zqU99imeffZadO3f6ldy6ujpOnTpFd3c3p0+f5tlnn+2xkhrM\n+PHjaW9vZ9y4cf3K4yNZGywh+vuvN7vzyqT+Vxrw/AVem+T/E5Q+MQWyGDGS7b+d8vLKsPM+9thK\nv4Lso7HxYZYvfyhsJTnZVDY1hZ23prqaFffff2bj2cqVLHGOw1aUI3gKiIdv40Tdn24qqXT+PkkO\ntTqJo+QxQj00soBu5p6xO571tR5K/dxFi3ofr3RQkoE78K5mXAj8A3AesBPvQ8oPVfVoAuXLChKt\nEIW7Wa83ZSkem/DCJZyxCJanvr6e1tZWGhoa6OjooKOjg9dee42PfexjIT1bhNO3wsJCbrnlFsBr\nx338+HEOHDjAvn37mDBhAp2dnQwbNozDhw/3GnjDR1FREeedd15EK/G9XbNYHqh6K5tMhdyIL6pa\nnmoZDCNcnP1ZYRJ6bluxIjfsOpL41j1i0sEzQ7rg0/VbW2t4660V7NjhfThqbgaRJdx2G3j3Kqfg\n7UA/hGOT/EcRuQtv4JA1qjpDVT8O/ACLshcWiQ7QEG6o6N58C4djZxWu/+X+8u3evdsf0GPatGn9\nthsod3t7u3+j3vTp03v0N9Bu+e/+7u944oknWLt2bVjBSNrb22ltbWX37t00NjbS2NjIsWPH2L59\nOx6Pxx90pDeiCdXdW5lYgrT0Vjbe91+221WmGyIyQ0RuFpHbfZ9Uy2RER7b/dsrL3agS1mfBgtBz\nc1VVV9h1JFuZcr/wQtg+h/NCbDiDM54Zwvok+X5J9P3Z+9uDVb2USD39Ksmq+mtVfVJVvwy8IyIP\nishkoA04nnAJ04RYIt1Fo0RFQrib9WJRlsJV3pqbm3n//fdZu3Yt//mf/3nWWI0dO9Yf0KO+PrTz\n897kvuqqq5g6dSqf/exnue2223r015eno6ODIUOGcOLECTZu3BhWMJIPP/yQXbt20dLSQltbGxMm\nTODqq69mxowZlJeX+806eiOazZK9lYnlGvVWNtH3n5E4RGQpsBxvGOiPAD/BG9XOMDKa++5bwOTJ\nS3qkTZ78He69d36KJAqDWbPC095V8SxYELKKrqqqsOtIqyXVGPC9YVi5su+3B+noLzvSjXsrRKQR\n+DJQBPwsIVKlIbG8sk6mOUNf9GafG44dUrgmHS6Xi6amJkSE0tLSs8aqP9MEn8nA7t27GTt2LEVF\nRVxyySXU19fz1a9+lfr6+pC2076+HTx4kLfffpvu7m4+/vGPn9WGr/6GhgbGjh3LgQMHGDJkCCUl\nJeTn51NcXMzll1/Ozp07GTt2LN3d3Zx//vl+W+VYbMujsceOhN7Kxvv+y3a7yjTjs8AlwDuq+iVn\no/QzKZbJiJJs/+0sjsQbg2N3vHz5Q6xYkUtVVRf33rswInvkZA9nZQT+dhfcdx9LGht7mFx8Z/Jk\nFvbiySEdSNT96fPqVlXlIdQCe1VVFz4PcIsX9/yuurqGxx5bSUdHHgUFHu67b4H/HkmGaUbEy0qq\nuh34TgJkSWuiCdKRbsSiLIWrvFVUVNDQ0EBpaSmFhYVnjVV/9fhWotevX8+QIUOYO3duj81wvcnv\n61tzczNtbW2cPn2a4cOHn9WG72Fn7NixNDU1MWnSJN577z3Ky8s5efIkixcvZs6cOXR0dDB06FBO\nnjzJvn37epTt70EpFtvgWK5ROGUzwauG0YNTqtolIh4RGYo3OMf4/goZRiqIVGFZtGguixbNRQS/\nkpTI9mImggZ9dscPLV9O7ooVdFVV9fTMEOf2MoHKygWsW7eE48fPmFwMG/Yd5s1b6D/ftetM/r//\n+xoeeWRFj/zr1i3hG9+Ab397bnoqyQOVeIRhTlcCI+z0RrjKW15eHrfeeqt/rIIDgfg24a1fvz6k\nkuZyuTh+/Dgul4vi4mL27NnD/Pk9X7/1pegVFRUxadIkXC5XSHl9DzsHDhxg0qRJNDY2MmHCBPbv\n38/o0aNpbGxk8ODB7Nmzh7q6OsrLyxk1apQ/gt+WLVvo6OiguLgYj8fjbztQplOnTgHQ1tbG888/\nz9ixY3G5XCF9O4dDqP5Gq+zGYxNfOPeLETfeFpFhwM+Bt/G6gftzakUyoiXbfztZ3z/Cd6cGAZ4Z\nMuQpIFHXz1flt789l4sv9r49aG/PpbDw7LcHgYv1bvfKHgoywPHjD/P66w/x7W8nxwNKdml7CSRd\nTCYyAd9YhQpr3Nra2qeS5luJvuCCC9i/f39I12t9KXoVFRU8//zzjBo1imeffdZvsuFTJH0PO/n5\n+QD+FeUbbrjBL9/GjRtxuVwMGjSIESNGsH//fhYu9D7pbtmyhSlTppzl8SJQpoMHD1JWVobL5WLU\nqFH+9GHDhjFo0KCIH7RC9TdUWjiKcza8ERlIqOpXncN/FZEVwBBV3ZhKmQzDCIPAiHvz5p2JDBcP\nX20ZRmB3fW8PemPXrkAPKX3bMCfDu0nY/6lF5Meq+q3+0ozMI1FP/s3NzYgITU1N7Nmzh7KyMrZs\n2UJ7ezvTp08PqaQFrkQvXLiwh6IXbE8cypzDF2XP4/Fw4MAB3n//fc455xwaGhq49dZb/ZH4Ghoa\n/HJ87nOfY/369XR3d6OqnH/++RQVFeHxeNixYwfz5s1j8+bNtLS0oKp0dnb62w4l08033+y3nV6/\nfr1fcY10c5+PUIptqLRwVokjfSMSSvHO5pWidENEXgJ+A/y3qu5MtTxGbGT7b8f61yNzxinD6XD9\nAqJS92vDHGZE6piIJCx1qK2aN8ZLECP7CA5r3NraypQpU3C5XAwdOrRXJc2nyL755pvU1tby7rvv\n8vTTT/P000/z7rvvMnr0aJqamnr11uByuXj11Vepra1ly5YteDweWltb/SGtjx49epYcFRUVXH31\n1XzkIx+hsrKSAwcOsGbNGrq7uzlx4gTvvPNOD1tmX9s+G+qjR4+ybt06rrrqKgoLC5k9ezb19fWc\nOnWKgwcPctVVV50la7geU0J5pwiVFo5njEg9ccTiks6IC/8AXAe8JyLPichnRaQw1UIZRqy43Wci\nNfsWWpcuTT/vBkbqqKxcwLBhPT2geG2Yk+cBRQJD8YbMIPJV4K+AyUCgZ+xzgLWqelvixIs/IqL9\n9TndSPRmq0A7pHi25fF4eqxa1tbW+usOpeCGsuttaGhg586ddHZ20t7eTk5ODhdffDF33HFHr+VF\nhP/+7/+mtLSU2tpaJk2axLhx45g+fTpdXV09zCEC5XjuuedYv349XV1dbN68mW3bttHd3U1paSnX\nXHMNY8eO5eKLL6aystJfpra2ljVr1pCTk8OFF17IyZMn/TbIvj74fDsHruwGm6KUlZXFbM4TPN7x\nINQ1y3a7w2gREVQ17FAKEdadh9cF3J3AQlUdkoh2Uk0mzs+RkO2/nYj6F2iOELgDK41XYLP++i1b\nRuXXvgZuNzVPPsnK2lryjh7FM2IEC664grl33XXm2iRo11xwtdXVNSxfvirAhnm+31xj2TKYOvVs\n7xfFxXPPEi3a+Tmc/6T/CbwM/AjwmVYIcNKi7SWHZEZMi7atUMp18CY936t+EeHNN988ayNaoNJ4\n5MgRysrK6Ojo4Nxzz2XLli2cOHGCMWPGcMEFF/jbfOKJJ/jwww8pLy/n+uuvJz8/n4aGBg4fPsyJ\nEyeYM2cOc+fOZdu2bWzcuJGCggIqKipYsWIFp0+fZvXq1YDXNnn79u3s37+fAwcO+N3IuVwuysrK\nOHDgAAcOHGDYsGFs3ryZjRs30t7ezrRp0xg+fDjt7e1s27aNvLw8RowYQVtbG+vWraOwsJCioiKG\nDx/OmjVr/H0ONkUJ3pwYDYmwm8/mDauZgogU4fWNfDNwKfB0aiUyjDgQqAyno4PcgciGDQDUtLay\n4q23eHjHDm96czNLROC22/BbEydISQ6usi8b5pdequHdd8/2fjF7NlRWxmdjX7//9VS1GWgWkVuB\n24CJqvp9EZkgIpNV9a24SGL0SqI3WwU+GUfbVriby2bPns2aNWtC5g1UGm+//Xbq6+spLi7mxIkT\n5OXlISJMnTqVrVu30tjYyOnTpzl48CBHjhxh69atrF27lk9/+tMAzJkzhz//+c8MHz7c79KtsbGR\n4uJiXnrpJUpLS3njjTfYvn073d3dfvOL7du3c+rUKUSErq4u8vLyaGtrY/DgwUydOpWysjLeeecd\n3n//fZqbm9m+fTuf+cxneO+99zj//PPZvHkzDQ0NTJs2jSuvvJIdO3Ywbtw4qqurGT58ON3d3ezc\nuZPm5mY6OjoYNmxYyM2J6UIoxTubV1LSDRF5FrgCeAVvQJEaVe1KrVRGtGT7b6cywvw11dWsfOwx\n8gBPVRUL7rsvMhdpSY5hnPXXz3EtkSkhtXftCu394oMPHgKSpCQH8C9AN3A98H2gxUm7LC6SGL2S\nzNW8aNsKd3NZX3knTpzInj17uPTSS3n77bd7uI2bP3++fxNcR0cHU6ZMYeXKlXzwwQccOHCA3Nxc\nJkyYwL59+9i3bx979+4lPz+fESNGUFdXR1FREUOGDCEnJ4eRI0eyb98+Tp8+TVFREV1dXRw5coRz\nzz2XvLw8Ro4cyZ49e8jLy2PQoEHccMMNTJs2jbKyMgoLC7ngggtYvXo1J0+eZNy4cagq06dPp7m5\nmenTpzN06FBmz57N+vXr/YFTSktLaW1tRVU5efIkU6ZMoaGhgcsuu4zCwviamJov5Kzi34FbTDE2\nMoIIlNaa6mpW3H//GWVs5UqWOMdhK2JJVpKzHic0Xm//MfwhtSE5riX64ejR0JJ++GFu3NqIZOPe\nFar6V8ApAFU9BrjiJkmWEEv46t6IJuxxJATGa4+2rXA2l/nGxuPxMGzYsLPylpWVcccdd9De3u7f\nLOYLJOLbXFdaWkpFRQVdXV2UlZVx6623cs455zBixAj/qvKxY8c4dOgQjY2NPPnkk9TV1dHS0sK2\nbdtYvXo1zzzzDBs3bqSzs5O8vDwKCgqYMWMGl156KRUVFYwaNYri4mJycnIoKCggNzeXW265hZaW\nFsSZIHyK/v79+9m8eTOXXHIJpaWlVFZWMmfOnB7ylpSUALB582ZycnL8HjKmTZuWENOZRG+2c9tr\n0WTyKnCPs2nvORG5V0Rs3s1Qsv234w6MBNEPva1Wrlq+PM5SxY+sv37l5eGH1E6Dh5Mb8hoZTDWX\nUcU8KrmMKgZTzQ15jf0XDpNINKFOEfGr5yJSindl2QggmfbD6USo1/LBab6x6ezsZP/+/XR0dIQM\nMhIq6Ebw6mh9fT2XX345ra2t3Hjjjbz++ut0dHQwePBgjh8/zpAhQzhw4AAAL774IpMmTaKoqIgd\nO3aQm5vLiRMnaGlpYcyYMXR3d9PS0sLevXvJzc2lqKiIoUOH0tbWRlFRER0dHdTX1zNmzBjef/99\nmpqa6O7u5uTJk7S1tfHaa68xY8YMrrrqqpCyvvnmm1xwwQVs3747afEJAAAgAElEQVSdwYMHM378\neJqamvjc5z4X9YNPX6vFmeQL2Va9++VneOfpf8a7F+QvnbT/nUqhDCMkGzYEOrntk7BWK/sjDVYz\ns5FMCaldMfgAhc1f4D88Tf60L+S9xfTBFXFrI5L/SMuB3wOjROTvgM8CD8ZNkiwhkxQUH33ZWcVT\niQkcm9LS0h4PE4FBRkIF3Qh8+PCtLvu8OXzve9/j85//PGPGjKG9vZ1Ro0axY8cORowYQX5+PqdP\nn6alpYXm5mYGDRrE3r17aWpqYtCgQRw6dIi2tjZycnJobW2lo6ODQYMG0dTUxKlTpzhw4AB/+tOf\ncLlcdHd3097eTkFBAYMHD+bIkSOMGjWKEydOsHr1arq6ukJG3Dt+/Djt7e3k5+dz8uRJduzYwZe/\n/OWzohHGGmDER6LNc+JplzdQHyojYI6qXhxwvlpENqVMGiMmst6m9aab/Ju/+sNTVUUoJ7hdVVXh\nR6dLhqPcALL++i1eDIQZUjsNxuJYS30PBRngPzxNfLOlPm5thP0fVFX/Q0TWAx91kj6pqvGTJEtI\npTeARKzK9aXERNpe4NgEBtnwnftCPldUVJxl8rF7924OHDhAUVERc+d6DfIDI/tddNFF7Ny5kzlz\n5lBRUcGLL75IQUEBJ0+eZNSoURQVFXHRRRfR2dlJS0sLpaWlAGzbto3c3Fy2bt3KhAkTKCoqorGx\nkRMnTtDV1YXH42Hfvn28+OKLFBcXIyKUl5czfvx4hg4dyvHjxxkxYgQnT56ko6ODtrY2nnrqKU6d\nOkVnZyfz5s2jqKiInJwcysvLyc3NZdy4cdTX17Np0yZOnDhBd3c3OTk5zJkzJ+S4hRrnvh7GMik6\nZCY+VCYZj4hMUdXtACIyGYiPHZdhpJBMWa0cUAS4d5u7bh1zr7wS2tvhyith3TooLu7pqi/FFHta\nQ6YP6iU9GsK2SRaRzwH7VPVxYBjwdyJyadwkyRISbT/cF9HaovZlZ9VXgIpI2wscm0B73TfffBOP\nx0NOTg7Tp0/3h3wOZOzYsQwZMoSJEydSX9/z2ay5uZkpU6ZQWFjI8OHD/Zvyjhw5wtixY5k0aRLj\nx4+ns7OTDz/8kKKiIr+HCZ8984kTJ3jvvffYunUrhw8fpr29ne7ubk6dOkVzczOdnZ3k5OQwePBg\n9u7dy4YNG/z+jadMmcLo0aN59dVX/eWPHz/O0aNHqamp4eTJkxQUFPg9dezcuZNp06bR3t5Oe3s7\nHR0dfY5bqHEOZQOeLOJpl5fKfmQI3wBeFZHXReR1vDbKX0+xTEaUZL1Nq7P/IhzmLlpE1aOP8lBV\nFUuBh6qqWPjoo5F5T0iyopb118/Xv8rKntFdfMdpoBgH4hkxImR618iRcWsjkv9Kf6uq/09ErsW7\nmvxT4F+By+MmjdGDSFdqE7Eq19fKeGB7ItLDD7Avb2998CnMvo18nZ2dFBQU+E0WguXft28fDQ0N\nvPfee9x00014PB5/XR988AGbNm2iqamJt99+m82bN3Pq1Cm6uroYPny4fxPfkSNHOHHiBKpKQUEB\n+fn5dHd309TURFdXFx0dHZw+fZq8vDwCAxqcOnWKwYMHs2/fPgoKChgyZAhlZWWMGjWK3bt3s3Hj\nRv/mvQsvvJBf//rXtLW10dnZySWXXML27dsZMWIEGzZsIC8vj+uuu476+npmzJjBxo0bcblctLa2\nUltbG/I6h7qumbRa3BfZ0o9EoaqrReR84AJAgfdVtT3FYhlGaGbNiij73EWLvEqxSPgmFoGkmdJm\nJJcF5eUsOX6ch48f96d9Z9gwFp53Xtza6Dfinj+jyAZVnSUiPwLqVPUZEXlXVTPqP1wmRXQKVCCD\nI7aFIhER18Jtz7caHCxrf30IjOh21VVXUV9fH1J+t9vNH//4R4YPH05LSwuTJk1i+vTpVFRUsGbN\nGl555RXq6uooLi7m1KlTbNmyhZEjR3Leeedx3nnnsWnTJlpaWujo6GD//v10dnZy7rnnMm7cODZu\n3OjfyJeTk0N+fj7t7T31kDFjxjB69GhaWlpoaWmhoKCACy+8kLa2Ng4fPszgwYPJz8/nlltuYe3a\ntezYsYPS0lJmzpzJyJEjOXz4MG1tbagql1xyCXfccQdw5iECQkfme+6559i3bx/vvfcen/70pxk6\ndGhCN7jZRrroSUTEPRG5B3hGVY8758PwuoT7l3i2ky5k0vxsxBERr8cEw4gEt5ua1lZWLV9Obns7\nXYWFzL/3XuYGmoU4RDs/R6IkVwP7gPnAbKAdqFXVSyJtNJVk0iTcXxjndOKZZ57h0KFDFBQU8OUv\nf9nv+7e/PvSm2Acra+vXr+f555/nxIkTFBQUMG3aNLZt20ZhYSETJkygs7OTl156iQkTJpCfn8/B\ngwdpampi2LBhFBYWsnHjRo4fP47L5eLo0aMUFhb6/SQPGjSI3bt3c/r06V77N2fOHA4dOgRAbm4u\n06dPJz8/n/r6eg4fPkx+fj5VVVVMnjyZ+vp6Dh48yIkTJzjvvPMoLCxk5syZqCqtra1UVlZy6NAh\nxo4dS1FRER6Ph9bW1pBhsn/729/6zTzGjh3LddddF9YDU7RE+mBmnCFBSvLG4DnWt2ARz3bShUya\nn40YycCw1MYZfJfM7YYnn6yhtnYlR4/mMWKEhyuuWMBdd80NNHFO+SVNZFhqH58DPgY8oqpNIjIG\nr72ckSCi3QQY6WpgrPHo6+rqOHr0KIcPH+baa6/1e58I7APgD0VdUFBAS0uLX75QiljwhsGKigo2\nbdpEV1cXjY2NrF69mj179jBy5EjWr1/PiBEjWLBgAYcOHeLjH/84r732GnV1df48u3btorOzk+7u\nbjweDydPngSgtbWVnJycPhVkgHfeeYeysjJcLhfnnnsu+fn5/hDUx44dY8KECQwaNIjRo0fz4Ycf\n0tbWhsfjobCwkPPPP5/du3cza9YshgwZAsCBAwdoaGhg6NChDBs2jBkzZpCXl8czzzxDe3s7M2bM\nYP/+/eTk5HDs2DGampr41Kc+FfcNboH3Sn5+Plu2bKG9vZ3p06f32k6s94sRETkikqOq3QCOG07z\nk5yhZPtvJ6L+ZaAybNcvMK/38rW21vDWWyvYscMb+a65GUSWcNtt4It6lw5KcrT0q3mJyK9V9S+B\nO1X1UV+6qh4ADiRSuIFIsIIbzUpest1q/X/23j28qevM//0sWbblS8A2tnFsExvbYMBcYy4hJKC0\nCWbCtEnPJOmETNMkc5r5nT6FdH7Tnobm11OamU5mmvObh4ae6SS95NJp2mmfJk1aTwJpG0NJgiEG\njDHGV8AYYy7GFrZ8lb3OH9LekWTJlmTdLNbnefxYe2vvddtbS+9+9V3va7FYMBqNzJo1i87OTrZs\n2aK/ZzQaMRqNHDhwACEE8+fP5+LFixQVFXltX11dHfX19bS1tSGlpLCwkIGBAZYsWcLJkye5cOEC\nvb299PX1YTQauemmm7BYLHz00UeYTCbGx8fZsGEDg4ODdHZ2Ul9fz8DAAOPjE8N6T2Uca4yNjXHh\nwgVmz55NXFwc/f39GI1G3QPc3NwMQH9/P+fOnUMIQUpKCr29vZw8eZLHH3+cpKQkamtraWxsJCkp\nifHxcYQQ5OTk6GVdv36doaEhamtruXLlCmVlZTQ1NbF7927Onz8/pcfd318bnO+Vjo4OPRPg7Nmz\no/qXixuIvcAvhRAvYo+T/HfYU1QrFApFxHnhhX20trqmhm5t/S579nyLrVuDkxo6kvgS3aJcCJEL\n/K0QIsP9L9gNEkJsEUKcFkI0CyG+4eWYFxzv1wohVvlzbrQTjGxpk0Wk8IQ/T8aeMgpqKaUzMzN5\n9NFHJxhXR48e5dChQ+zdu5f333+f4uLiSdtnsViIi4vjzJkzdHR00NfXR21tLQkJCcTHx5OdnU1+\nfj7j4+MMDAwwMDBAQkIC586d48KFC/zwhz/k/fffB2B4eJi+vj7i4oKTptJisXDmzBlsNhvt7e2c\nPXuWCxcuIKXk0qVL1NTU6MlJhoeHsdlsLF68mN///vf8/ve/p62tjfj4eB599FHmzp3LokWLdDmG\nFotZS7RiNpspKirixz/+MRcvXtSTrThncvT1fvGWCdL5XiktLWVsbGzKTICx7EmJQr4BvA/8X8D/\nAP4A/N/BKjwU863ju+E9IUSTEGKfECLNsf8eIcTHQogTjv93BasfM4VY/+yo/s1s/OmfI4M1+/Z5\ndqbs3RuHEPZjZnJQEF+M5P8A/oh9dXWN29/HwWyM46fEHwBbgCXAw0KIxW7H3AuUSCkXAE9izz7l\n07kzAX8NXE+EMqyWt3BkWkppTYsMnxhmp06dIikpifj4eHJzc0lOTp60ffHx8Zw+fVrX8NbW1jI8\nPMzIyAilpaUkJCTQ3t7OwoULyczM5K677qK/v19ftKctzvvTn/6kp4R2btd0GR8fp76+nr6+PuLj\n44mLi6Ovr4/u7m5GRkZ02UVOTg45OTmcPXuWoqIiurq6mDt3LqOjozQ3N7Nt2zZycnL0cUhISCA5\nORmLxcL4+Dh1dXWUlpZiMpl46623+PWvf80vf/lLPv74k4+dr/eLN2Pa+V5Zt25dwPdNKNKxK0BK\nOSal/KGU8gHH34tSyrFglB3C+fZp4D0p5ULs3x1PO/ZfAf7SkRzli8DPgtEPhUIRfsxm+1rLzZs9\nz/cVFWPRlME6YHwxktdIKRcDUko53+2vKMjtWQu0SCnPSilHgV8C97kd81ngVewNqgbShBA5Pp4b\n9QTDwPU3VrM/sR/PnTvH73//e9555x2uX7+uh2LzVJ9mmM2dO5fBwUFWr17N0qVLWbVq1YTjnY2s\nFStW6IvurFYrQgguX77MBx98QFNTE/Pnz2flypWYTCbOnz/PW2+9BaBHvhgZGeHkyZP09fVRU1Oj\ntzOYSCl1g3xsbAyDwYCUkoGBAXp6eti4cSMPPfQQFy5coKOjg1/+8pdYLBZOnjzJ2bNn+eijj6iu\nrnaRT1itVhYsWEBqairHjh3j9OnT1NXV6cat5hVvaWnR2+Hr/eLJmK6rq+PQoUOMjIwAvt83nu6X\n6fwCogzsiBGq+VY/x/H/fsf5x6WUXY79p4AkIcQNpa++YeLsxiiqfxMxmzeTnv6My7709G+yadM9\nQWpVZPHFitLkFk2e5BVSymtBbE8ecN5puwNY58MxeUCuD+dGPVPFjY1UiC6tXi1c2dy5c6mvr2fW\nrFl61jutXdrCvMbGRoaHhxFCsGnTJpYuXUpiYqK+gM+5/RaLhaamJk6dOsXbb7/N7NmzGRkZobi4\nmNmzZ1NVVaVvl5aWMjo6yvDwMCaTSU8RrSUBOXfuHIODg1y9ehWbzabLGOLi4hgbC4oTTkdLBDIy\nMsLIyAg2m43R0VHefvttCgsLsVgsesIQg8HA8uXL9YgeZ86cISEhQc+0p8VDXrBgAdXV1RgMBnp7\nezl27BgLFiygtraW4uJiFi1a5BKT2hfNufsi0Lq6On7xi18wPDxMXl6envHP0/3lvs8T04nRrV37\n3t5eGhsb2bZtm9JDh4dQzbdzpZSXHK8vAXM91P1XQI3DwFYoFDMMzTu8c+dGli+HPXu+xdBQHCbT\nGNu3b3HRI89kT7Iv30Sa3KIIu8TCnflBbI+vsX+CGmYpWvBmADvvHxwcBAhoUZ57+Q0NDVgsFj0M\n2WSGieYpHB0dRQjBpUuXuHbtmt4WbQFcfX09Z86cwWg0kpqaSnNzM3l5eezbt4+XX36Z1NRUSktL\nSUxM5MSJE5w8eVIvf+HChQwPD5OZmUl7e7u+4E6LGFFUVERTUxNHjx5laGiIkZERBgcHdaNcSonB\nYNCTkmgJRcLJ0NAQBoOB5uZmLly4QHd3N0IIkpOTycjIoKWlhba2NsbHx+nu7uY3v/kNWVlZZGVl\nUVRUxNDQEJ/73Of4+OOPyc3N1T2rjz76KG+++ab+nvZA8bvf/Y7S0lLmzZvHhQsXyMvLIykpicTE\nRH7/+99jsVhITk5m48aNpKamulzPjo4Ozp49y9GjR7FYLFitVhobGykpKXG5v5wX973xxhvk5uZO\nSHziLRKLL0Z3fHw8vb29CCHIysoK2WJTfx8woyFmtBDiQSnlr6faFyDBnG+Fp/KklFII4bJfCFEG\n/Av2cKI3FErTOrNR/XM+9pPXW7dunHSR3kwetilnfSnlC8ALQoj/kFL+jxC35wIwz2l7HnYPxWTH\n5DuOiffhXAAee+wxCgsLAUhLS2PlypX6zaH93BDK7ba2NhYuXEh8fDz9/f3ExcVhNpuxWCx8/PHH\njI6OkpCQwKpVq6iqqtKNj4GBAd5//30yMjJYvXo1y5Yt86t+9/KtVqvH+jydn5SURH19PU1NTSQl\nJVFaWsrQ0BAnTpygqamJW2+9lZycHE6ePInBYGBgYEA3YLXUzFqq5oaGBubPn48QgpqaGoaHh8nI\nyODcuXOUlpZy5swZVqxYwYULFxgaGuL8+fMkJSUxODhIf38/Q0NDdHd3Mzo6ytjYmC7JcI5ekZaW\npkshws3Y2Bg33XSTHn1jZGSEm266ibi4OBobG7l69SoGgwGbzUZ3dzcXLlwgPj6ejo4OXYddXl7O\n5cuXGR0d5YMPPmB8fJwHH3xQ13gPDg5y4cIFrFYrH374IQ899BADAwMcO3aMuXPnMmfOHK5cucKZ\nM2e4du0a4+Pj3HnnnfzTP/0Tc+bMITk5mdTUVCwWC3l5eVy/fp3m5mbq6upoaGjgvvvu0++vU6dO\nUVJSQnx8PJ2dnXR2drJkyRKXRChms9nr/TM2NuZyvPP9/PLLL1NUVERmZiZZWVmcPn2ahIQEfSyD\n+fnz9vkK9PiqqipeeeUVAH0+CQHfBNwNYk/7AiGY822+41iAS0KIHClllyNU6GXtICFEPvAG8AUp\n5RlPjYr0/Ky21ba37d27q1i50vfjn3vu+7zxxsekpBSTmGjDbM5i/foVIatPbX+yHaz52edkIgBC\niBXYA99J4M9SytqAa/ZcvhFoxJ72uhM4jD27VIPTMfcCX5FS3iuEuA3YLaW8zZdzHedHPFi9t4QN\n3hJv+JqVbircy6+pqcFisVBfX8/27dsnLc9ms/Haa69RUFBAS0sL7e3tDAwMkJ2dzZo1a/T4yAMD\nA1y/fp39+/dzxx13YDKZqKqqYv/+/bS3t2MymZBSkpubq8cPBkhISOCxxx5jYGCA0tJSTp8+zcsv\nv0xXVxe33HILd999N6dPn6a/v5+6ujra2tp0jS3YF9NJKRFC6IvdGhsbGRwcDLvONSMjg7KyMs6e\nPUtxcTFtbW0kJiZitVpJT0+nqKgIi8VCS0sL165dQwhBXFwchYWFmEwm5s2bx/z58/nc5z6nt935\nXrHZbLz++uu88847LklI4uPjKSoq4uLFiwwNDfHnP/+ZpKQkUlNT2bx5MykpKQhhdwoODg5y6NAh\n+vv7ycrKIiUlRTeEZ8+e7aJNdk74UlNTw4EDB1i9evWkOmjNIG5sbCQ3NxeTyaQf7+k+D0e2SH+T\n8/h7fDCTiQgh/gK4F/g8dr2vVu5NwBIp5dog1BGS+VYI8T2gW0r5r0KIp4E0KeXTjigX+4FvSyl/\n66VNEZ+fQ0mVirM7o3nssSpeecXs07HPPXeA55/fS0/PJ+HR0tOf4etfr2DnTt9Co+3aZf8LF7F8\n/UKeTEQI8RTwJexeAAH8pxDiRw5Pc1CQUtocaVj3AnHATxyT7t853n9RSvnfQoh7hRAtgBV4fLJz\ng9W2YOJNv+ntJ2v3/YH+FO1cTkNDA4ODg3R1dVFWVjalAWA0GikrK9MXkG3atInGxkbS09Mxm816\nuzRjZ9euXboxf8cdd2AwGGhpaWH27Nn09PSwZMkSuru7+drXvsZLL71ETk4OBw8e5L777mPVqlVY\nrVbuv/9+jhw5gtlsRghBZmYm3d3dGAwGFi5cSFdXF0lJSYyMjJCSkgLYPd6f/vSnufnmm/mP//gP\nhBAMDg7S29uLlHJCuulgI4QgLS2Na9eukZSUxMDAACtXruTatWuMjo5iMBjYtGkTiYmJtLe38+tf\n2x2CN910E2VlZaSlpZGUlER6ejrnz5+nqKiI48ePMzw8TEpKii6L2bZtG6dOndLlKJmZmTzwwAP8\n7ne/w2q1AvYsgW1tbfzlX/4lXV1d3H333dTW1mKxWDCZTOzcuVNfZKfdE56MVOd7TkvqMpXRqEk0\ncnNz6e3t5cEHH5xUmjGd+9pX/E3OE2gynyDRiV3edp/jvyZn6AP+PhgVhHC+/RfgV0KIvwXOAg85\n9n8FKAa+LYT4tmPfPVLKq8Hoj0IRTVRV7XMxkAF6er7L/v3f8tlIVkQef9JS1wG3SSmtju0U4JCU\nMnjpv8JANHgqwuE1m4pA0g9r7R4YGPCYRnmqc48dOwbYNcz19fUsXLgQs9nMwYMH+e///m8yMjKY\nNWuW7i2/ePEiSUlJPPHEE7z66qvU1tZy6dIl2tvb9ZBp7e3t3HrrrYyMjHD9+nXWrl3LmTNnsFgs\nLFq0iK6uLgoLC+ns7OTYsWP09/dz/vz5KVobOAaDAZPJxOzZs0lNTUVKSWJiIomJieTk5PCpT32K\nDRs2sHr1agCeeeYZ2tvbycjIYHR0VJepzJ07l9WrV1NQUMD777/Pxo0bOXPmDPHx8ZSVlVFeXk51\ndTW1tbX6OBqNRg4ePMiJEyfo7e0lMzOThQsXAp94opctWxbwveePRncmpVQPFiFKSx2PXdpwi5Ty\ndDDLjkaiYX5WzCD8SeVWVcWBl15iX3U1xu5ubHPmsHndOjY++aTPZXx1ZRXfr/WxPnY5/nzdP5FN\nm2Z2jOFoIhxpqQHGvbxW+EE4vGZTEUg0AndvsT+GltFo1KM42Gw2Zs2apXsvGxsb9YV/CxcuZNmy\nZfpCsvz8fBoaGli6dCktLS3MmTMHsC+Q6+/vZ/78+XR1dZGcnMzSpUs5ceKEHtJMk3Lk5ORw9epV\nRkdHdQ1tqEhNTdWz/l29epWkpCRdXrFs2TKWLFlCYmKivmiyuLiY/Px8bDYbQgisVisHDx6krKyM\n3t5exsbGyMrKoqWlBZvNRklJia7rXbduHcnJyS7XQUvscv78eR599FHdc6xd5+nce/5kcoywFzaW\n+AvgeSARKHQk8/iOlPKzkW2WQhEF+GEkH7Ba2Xv4MN9ta7PvsFh4Rgh45BF89even1bFbulbfRUV\nNvbt87R/jHd9zJkZTqmFwjP+fHu9DFQLITS5xf3AT0PSKkXISUxMpKOjg9LSUvbv38+nP/3pCcfU\n1dXpkSSWLl3KunXr9DTTgYSp87TfYrFQUlLCyMgI6enpZGZmcujQIVpbW8nPz9ez0YFdt3zy5Emu\nXr3KkSNHyM/PJzc3l9bWVhYtWkRCQgItLS309/fT09PD+Pg4s2fP5oc//CEJCQn09fXpsZc1DXOw\n0MLLDQ4OIqUkMzMTKSWpqam0tbWxatUqsrOzdWP10KFDNDU1YbFYOHv2LIsWLaKtrY25c+dy7733\nUlRURFtbG/n5+bpOeGRkRPfgezN4NeP0nnvuwWg0BtVY1R6sNA37ZATrQdBbRJZIRpwIM7uwh1Z7\nH0BKeUwIEez49IowEcuaT4ju/u174QW+29rqsu+7ra18a88eNm7d6lMZx3vPYvaxvh07NtPa+oxL\nyubi4m+yffsWH0sIP35dP6cHlAOVlex74QWMw8PYEhPZvGOH65j64/GPMnz+hpFS/psQYj9wB3Zt\n3GNSymMha9kMIRRhosIReqq/v5+ioiKsVivnzp3zaCRbLBauX7/O0NAQtbW1JCcn+2T4ePM4avvr\n6+upr6+nrKwMIQRjY2MsXbqUO++8k0OHDnnVsq5Zs4ZVq1Zx7Ngx7rjjDlpbW2lubmbNmjVcunSJ\n5cuXc+zYMV2DrCUh0cLFjY2N0d/fT3p6OtevXwfsXm3nqBiBEBcXh8FgIC4uDiEERqORoaEhMjMz\nsVqt5OXlYTKZaG9vx2q1cv78ef785z9jsVjIzc1l3rx5+qK79PR0HnjgARoaGrjrrrtcdMK+ePDd\njdNg/mqhGdzLly8P+J709952v5esVqvP3uxgE6GQcKNSyl5twaUD9SueQgGf5Eb2AW+f1ri9e30u\nI6d4g2/tAlJSNrJ2LcC3uHo1jszMMdau3UJKiu965Ki2Kx2G74HnnmPv88/z3Z4e/a1njhyBr3+d\njTt3uhw7E/FrlpdSaumoFQ78+Qk6kmW64yy3ePzxx70eo3lcNRmEv2U7n6PtHx4e1mUD6enpLpIB\n7RiTyeRiIGsYjUZMJpMux0hPT+fMmTOMj4/zzjvvMGfOHC5fvszcuXNpaGggPj6eoaEhEhMTsdls\nJCYmApCSkkJcXBw9Th9sf9GiUoA97Nv4+Lg+ZgaDAavVyrJly0hJSSEhIYG4uDiSkpJoaGjQPds2\nm43q6mpycnJITU3l8ccfx2Qy6dfcm8EbCQ/rZAa3rwakv/e2+71UU1MTcNKS6RKOz6UH6oUQjwBG\nIcQCYAfwYTgqVgSfaPWyBouw989s9lm0a6uowJP+YayiAl/1D3/th/7BbAazeSP4LObwXEY4CeT6\n7auqcjGQAb7b08O39u//xEiewcT8b5WhZjJtb6Cep+lkL/MVX36GLy8vx2AwALiEBJuqX1NF6UhJ\nSdFlA+5pkMvLy3njjTfIzs6mpqbGY/masTI0NERHRwcnT57Ujd6CggIWLFjAuXPnuOWWW7hy5Qqz\nZs3Sk5SMjo5SXFxMfHw8TU1Nejzl/v7+SccrJSWFlJQU+vr6ALtRHB8fT1JSEoAu4RgbG6Ovr0+/\nfn/4wx+49dZbyc/P5zOf+QwXLlwgJycHq9XKpk2byMjIoKSkRA/b9vzzz3Pvvffqcay9jbGWpa6n\np4fGxkZuueUWwPckM8H2inoyID3V4e+97X4vRVLrHI7PpQe2A88Aw8AvsEeT+MdwVa5QxAqbd+zg\nmdZWF8nFN4uL2TKFdEzhBYcX3ycP/aZN4WpV0FFG8jSZ7OpSNp8AACAASURBVEs7UM9TIIaAv0aP\ns1fQXYc0VVne+uWuYfZW52SyAaPRyODgIHV1dbpHVlvwp6EZK8nJyZSUlHDixAkyMjK4cuUKV69e\nJTs7mzlz5nDx4kVsNhvZ2dmkpaVhtVqZM2cOn/rUpxgbG2NoaIi0tDRdVnL58mU98YY7CQkJ3Hzz\nzSQmJjI0NMTg4CDx8fHMmzeP7u5u0tLS9GgcWnKT0dFR4uLiaGpq0pOLPPHEE9TV1bF+/Xp9PF59\n9VWGh4fp7Oxkw4YNeja8oqIiF2mK87WIj4+np6cHg8FAVlYW7e3t5OTk+GzATccr6km35m5A1tXV\nceDAAYQQzJ8/X69jqnvb070XKvmIv0TCQHdEE/om8E0hRByQKqUMbRxDRciIZs1uMAh7//yoa2NK\nCqxdy7eAuKtXGcvMZMvatfb9PlKVluazJnkm4tf1c3jxffLQz+AViD7N9MIuiMuXUoYudtYMZbIv\n7UA9T4EYAsH8KXiqsrz1y1cN81T9GxoaYmhoyOvCOs1YSUhI4MCBA4yMjFBbW8vnPvc5MjIyWLhw\nIT/+8Y+RUjJ79mxWr17N5cuXKS8vJy4ujpaWFgDWrl1LS0sLxcXFpKWl8dZbbxEXF+fRSNYicmiG\n6fj4uG4Qb9hg16lpqahNJhNWq1XP+KclChkcHKS2tnbCg8cjjzzCm2++yYYNGxgeHiY+Pp7S0lK9\nDOeIFpqHdnBwEIvFwtq1azGZTDz00EMu+uWpHnSC7RV1NyAtFgtCCHp7ezl//jz33GPPQDzVtY+Q\npMEnImGgCyF+AfwdMAYcAWYLIb4vpfxeWBuiUEQj/hjkZjMbzeZpiB+AlSunc3ZMstls5pkjR1wk\nF99MT2fLDPYeO2Pw49h3QtaKGKW8vJysrKywxImNj4/XM9D5a/R48gpOVpa3fgWqYa6rq+PgwYNU\nV1djs9lYunQpKSkp3HrrrZMa2UlJSVy+fJnS0lLmz59Pfn4+t956K2NjY8ydO5eSkhLWr1+PwWCg\npKSE0dFR+vv7SUtLo6+vj46ODsbHx8nOzkYIQUJCgp7Bz52RkREuX75MYmIiFosFg8FAb28vCQkJ\nenrs9evXU1BQwNatWykpKSE5OZmkpCQMBgMHDhygrq6O3/zmN/z0pz/V+wpgMpl4+OGHmTVrFh0d\nHSQkJFBeXk5vby9Go1FP9a2NpxbGbv369fT19XHnnXfS3NyM1WqlpqYGm82mG5uace3rNfQFT54G\n7Zq4h6LLzMzk0Ucf9UtqFOh9HKMskVJexx5N6B2gEPhCRFukCJhY9iKD6t9Mx6/+OY7duHMnFT/7\nGd+qqGDXpk18q6KCLT/7maseeQaPmz/JRF4F/j8p5eHQNim0xGqw+mAmKAm0LOeEIe5aYw1PHk73\nxCaTJbxwPn/FihX88z//MwkJCSQnJ/PlL39Z96L29fVRW1uL0Whk4cKFNDQ0cPr0aZKTk/XsfnPm\nzOH69eu6x7qtrY0zZ87Q19enx23WWL58OQsWLODy5cvU1dXpcoqcnBzmzp1LQUGBHs3CYrEwd+5c\nPvjgA65fv65nuJs/fz7Z2dncc889CCFcEoN4GgfNk9zY2MiaNWt02YmnRB3u546MjEw4JpzRGaZz\nD83U+MohSiZSD6wEXsc+/1YJIU5IKZcHs55oIVbnZ4VCEVkCnZ/98STfBnwkhGgTQtQ5/k74W6Ei\nNLh78vyhym11cKBlaQlD1qxZ49VAPnDgACdOnODatWu6h9PZeyiE4NChQ3pCEHecPaQNDQ1885vf\npLi4mC9/+cuYTCbeeustPvzwQ/74xz8SHx/P8uXLMZlMFBcXk5GRwd13343VaqW4uJibbrqJvLw8\nBgYGaG5upqioiKKiIpYuXerS/pKSEr7whS+Qk5NDWloaWVlZumGekpLCvHnzWLx4MYWFhbrU5MCB\nAwwPD+se6tTUVK5cuUJcXBytra2cPHmSgYEBr+OwbNky4uPjGRsbY/HixS4edU9eYPdz3Y/xNvaB\n4H6/eGI691Cg93GM8iL21M6pwAEhRCEQ2ow4ipDhy2dnJhPu/vlbXWXlASoq/hdm8y4qKv4XlZUH\n/Dp/924/K5xhxPr9GQj+fBNVeNinHvkVPuNNp+qsZ9XiJA8MDPDGG2+Qm5s7aXQEo9HIww8/rNfR\n1dXF6OgonZ2djI+P67GHtZTQAMnJyWRlZTE+Pq6nuAbo6OjAZDLpGfM0Ll26xMsvv8ysWbPIzc0l\nOzub4eFhjEYjc+bMISMjg3PnznHffffx0UcfMWfOHPr6+vTsgP39/VitVpKTk4mPj+fs2bOYTCZ9\nHDTPthCC9PR03Uj0tlDMWxIR96ggzsd4G3uFZyIUE1lHCPGUlPL7wFEpZZ7T/nPAp8LaGIUiSvEn\n/G5l5QGeemqvS3KP1tZnANi61Tel8vHjfjZQMePxJ5nIWSFEOrAAMDm9dS7orVKElXDprNxTJmuG\nh7PR52wEZ2dnT1jENVWEAS2GckpKCuvWrXMJM6fJFJKSkigoKMBkMpGcnExNTQ0mk4mbb76ZFStW\n0NzcjNFo1L3ZfX19CCE4f/48BoMBm82GwWAgIyODa9eukZCQwOLFizly5Aipqalcu3aNuLg4srOz\neeSRR/j1r3/N8PAwNpuN/v5+RkZGsNlsfPDBB3zta1/j2LFjegg5zQBvb28nNzdXDzE3FUajkdzc\nXBcdsrOR7G3sPTGVgeh+v0TaoAwFUbCA8Ang+8AeQK/coUUY9XaSIrpRmtbIsWvXPhcDGaC19bt8\n5zvf8tlILiw0h6Bl0UM0X79I4fO3mRDiS9gD2c8DjuGQX6C8GjccgRpF7imTPZGQkKCnywZc0jDD\n1BEGtEgRO3bsoLm52cWY1urfuHGjHglCCMH999/Pf/3XfwHQ1NREVlYWJpNJN5ITEhLo6uoiPz+f\nkZER+vr6WLBgASMjI9x6660UFRXR3NzMggUL6OnpIS0tjdTUVNatW0dzczO33347hw4dorS0VF84\neODAAVJSUvjRj36ka5MNBgP9/f3YbDYuXryI1WqloKDAZyPNUxg2Z/12Q0ODx7F3v57uBqIWrcJb\nmvH6+npKSkqiMiJFoEQoJrIzp4QQzUCeEMJdGyNjVZOsUPiDHwn38GbuHDkS53MZMRKwQeEH/miS\nnwLWAmellHdh924obVwM4K8OaarICd7wRW9qtVr1dNkJCQl+R2DQIkWkpqZOqEurX4sE8atf/YpT\np05hs9lYtmwZycnJWK1WKisrycrKwmAwMGvWLObMmUNCQgL9/f1cvXqV2267DaPRyLZt23j22WdJ\nTk4mOTmZEydO0NjYyK233kphYSE33XQTQ0NDNDc3I6UkLy+PZ599lvz8fEpKSuju7sZqtXLlyhX2\n799PZ2cnNpuNwcFBkpKSyM/Pn9JIc44MsmLFCpfxctdvext79+vprm92f1+7X5yTujQ2NsZURIpw\nRqbxhJTyYeBOoBn4S+AzTn+fDXuDFEEh1jWf4e6f2QxS+va3ebPNYxkVFWM+l1FYGN7+hZtYvz8D\nwZ/Zf0hKOSiEQAhhklKeFkKUhqxliqglmF42dy+mc9mhWsClGXdHjx7V9w0NDdHQ0EBvby/j4+MM\nDw8za9YshBCsWLGCvr4+fWFha2srd911F3/605+orKykuLiYCxcuAPZFfv39/WRmZrJkyRJaWlq4\nePEily5d4uDBgyxatIiHHnoIm83GlStXmD17NlJKPeNeS0sLN910E0888YRL3GNvYzY4OAjYM+1p\nhrCGr9kghRATwq45S1rcyzl48KBL+WVlZcyePTumFtxFMmkJgBDij1LKTwsh9koplaRNoZgmZvNm\njhx5hp6eTyQX6enfZNOmLRFslSIUHN9dxR96q/nDD17EZBtnyOiPP9gVf0LAvYldJ/cU8GmgBzBK\nKe8NuPYIoEIMTZ9ghunyJ/ybL/giBdG0ye+++y7Z2dmcPHmS4eFhPv74YzIzMzl79iwDAwPMnj2b\nkpIS4uLiuHTpEkNDQ8yePZsvfvGLNDU1cfHiRd2Y7u3tZeHCheTm5tLa2kpZWRlCCOrq6mhqagJg\n8+bNZGRksH79epYtW8Zrr72G1Wqls7OTxsZGxsfHWbNmDZs3b3bJMujeJ21x48jICF1dXXqmPXev\n52TXyXnc09PTMRqNE47T6tUidLgbwTM5XFsoCGYIOCHEKeBLwE+AbYDAaaG0lPKol1NnNGp+VviD\nPwv3wL54b8+e9xgaisNkGmP79nt81iMHUp8iMjxXeDf1F2r4T1uvvk9AQPOzz0ayy0lCmIFZwLtS\nSs+xuqIUNQlPTagXYjmXb7PZdN2xLz9tT9U2d6Pb2RvobvQNDAxQX1/PwYMHuXz5Mi0tLXpoN03u\nkZyczKxZs2hvb+fy5cvk5eVx1113UV9fz/j4OL29vaxbt47S0lISExNZvHgxTU1NWK1WpJQkJyfz\n3nvvMTY2RkpKCnfddReLFi0iKSlJ1wlfu3aN//zP/6Snp4eFCxfy7LPP0tzcjMVi4dy5c3R3d2M0\nGpk/fz45OTkuMZDXr1+ve5wbGhp8vm6eYi27M9lYRjuRWEwYZCP5QeBvgQ3Ax+7vOyRvMYeanxUK\nxXT5Qnw6P3MykCFwI9lnH7QQwiCE+IIQ4v+RUlYBx7EHuVfMcNx1SL5qjt0z5fmKc/n+6I6dY/3W\n1NTw2muvTah7soxtWr1WqxWj0ciGDRtYv349eXl5JCYmkpeXx4IFC8jOziYuLo7u7m4AUlNTGRkZ\nISUlhbGxMY4fP05JSQk2m43169eTnp7Ohg0buOOOOzCbzaSmpnLx4kWSkpJYtmwZd955JwsWLOD2\n22/HYLB/5I4fP87rr7/OyMgIJpOJsrIyiouL9UWFWlsvXbpEZ2enHrrNPQayyWTSPbz+aMV90dx6\nG8to1q1p9+SHH37I8PCw37r5aEFK+Wsp5RbgeSnlXe5/kW6fIjCi+bMTDFT/Zjax0r8M22DQy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