{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Galaxy redshift distributions\n", "\n", "Simulating continuous redshift distributions from a pre-constructed set of density or lensing shells (be it GLASS or other simulations) comes with an important caveat: the two-point (and higher-order) statistics are **fixed by the shells**, no matter what redshifts are ultimately assigned to the galaxies.\n", "\n", "Within a particular shell, the individual galaxy redshifts are effectively dummy variables. The clustering and lensing signals are fully determined by the definition of the shell (and these internal redshifts have no impact).\n", "\n", "This example notebook shows how the choice of matter shells fully determines the final redshift distribution of galaxies, and how this affects galaxy clustering and lensing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, a number of required imports." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import glass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will require a cosmology object below. Here, we construct an arbitrary cosmology from CAMB." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# arbitrary example cosmology from CAMB\n", "import camb\n", "import camb.sources\n", "from cosmology.compat.camb import Cosmology\n", "\n", "import glass.ext.camb\n", "\n", "lmax = 200\n", "\n", "# basic cosmology\n", "pars = camb.set_params(\n", " H0=70.0,\n", " omch2=0.25 * 0.7**2,\n", " ombh2=0.05 * 0.7**2,\n", ")\n", "results = camb.get_background(pars)\n", "\n", "# get cosmology object for GLASS\n", "cosmo = Cosmology(results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this example, we want to simulate a normal-looking redshift distribution such as the following." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "z = np.arange(0.0, 5.0, 0.01)\n", "nz = glass.smail_nz(z, 1.0, 1.5, 2.0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 432, "width": 567 } }, "output_type": "display_data" } ], "source": [ "plt.plot(z, nz)\n", "plt.xlabel(\"$z$\")\n", "plt.ylabel(\"$n(z)$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation setup\n", "\n", "For the simulation (GLASS or otherwise), we have a given set of redshift shells. Here, we use a comoving distance grid as an arbitrary example." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "zgrid = glass.distance_grid(cosmo, 0.0, 3.5, num=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then have to set the radial profile of the shells. Here, we use a tophat profile in redshift as our first example. Later, we will see how this impacts the results." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "shells = glass.tophat_windows(zgrid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are all the ingredients that define the radial discretisation of the simulation. For a GLASS simulation, these are usually user choices; for *N*-body simulations, they might instead be given." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matching the redshift distribution\n", "\n", "With the (matter or lensing) shells defined, the clustering or lensing of each sampled galaxy is fully determined by its associated shell. The only choice is *how many* galaxies are assigned to each shell: having relatively more galaxies in a specific shell will make the clustering or lensing signal from that shell become more prominent in the final galaxy sample.\n", "\n", "**The clustering and lensing signals are fully determined by how many galaxies end up in each shell.**\n", "\n", "We expect that if we assign galaxies to shells according to their desired $n(z)$, we will recover the clustering and lensing signals to the best of our abilities.\n", "\n", "Fortunately, we can predict exactly how this happens, at least for linear galaxy bias." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In GLASS, we can use the `glass.partition()` function to match a given $n(z)$ to the radial profile of shells. For tophat shells, this is trivial; for other shells, it requires techniques such a non-negative least squares solver." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "ngal = glass.partition(z, nz, shells)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.00125538, 0.00564149, 0.01252906, 0.02165866, 0.03282337,\n", " 0.04573353, 0.05985262, 0.07430384, 0.087862 , 0.09896062,\n", " 0.10572553, 0.10658204, 0.1004076 , 0.08627026, 0.06721855,\n", " 0.04606434, 0.02695859, 0.0130401 , 0.0051696 , 0.00194282])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# the result of splitting the n(z) up over shells\n", "ngal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It bears repeating: after the shells are fixed, this relative distribution of galaxies over shells is the only remaining degree of freedom. Within each shell, the clustering and lensing signal is given by radial profile of the shell itself. The relative galaxy numbers `ngal` say how we combine this signal; the true $n(z)$ is hence the sum of the radial profiles of the shell, weighted by `ngal`.\n", "\n", "Using the function `glass.combine()` we can produce the effective $n(z)$ of our simulation, given a set of shell and their relative weights." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "nz_eff = glass.combine(z, ngal, shells)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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Y2Oj3ebzyyiuqr6+XJH3961/3+/0BtO2dwhKt2FliGLvp/KFNy6Wa1ZYbL/J3zxs/GdkvWT+5ytg/p6yqXg++sbPpwB5vvKCx+/28AAAAAARPVIc3S5cu9byeP3++z3OsVqtuvvlmSVJ5ebkn7PGnF154QZJksVgIb4Agqm1w6n/+vcMw1jcpVj+8LM904mnjsb+XTfnRTecP1Zw8Yx+bN7Yc05rdJ6SYBOPJDipvAAAAgEgQ1eHN+++/L6lpadPkyZPbPG/mzJme12vXrvXrHPbt26d169ZJki6++GKNGDHCr/cH0LY/rdmnI+XGvi8LP5uvtMSYlgGXS6oz7zaVHvjJdZPFYtGiL56rtIQYw/j9S7fJZTNX3tDzBgAAIBRmzZoli8Wi5557LtRT6dCBAwc8OyP3FsOHD5fFYglIcUagRHXPm8LCQklNfWbs9rb/U+TltfwUvvkaf2muupF61qj4yJEj7b5fXFzc7XsDvdGJyno99f5+w9i0EX103aRBxhPrK2Ro8iuFdeWNJPVLidN9V+bpx6+3NEs/fKpWJ/pY1b/1iVTeAAAAIARWr16t1atXa8KECbrmmmtCPZ2IELXhTV1dncrKyiRJgwcPbvfcjIwMJSUlqbq6WocPH/brPF566SVJUkJCgq6//vpu32fIkCH+mhIQFZ54d69qGloa+1ot0s+/MM77JwrmfjdSWFfeNLthyhD94+MjKjjQMv8jVW71b11vSc8bAACAkBg6dKhyc3OVlpYW6qmExOrVq/XQQw/plltuIbzppKgNbyorKz2vO7P9d3N4U1VV1eG5nfX+++9r//6mn/xfe+21Sk1N9du9AbTt0Mka/fWjg4ax6yYNVu6AFO+TzTtNWe1SbMd/ZoSa1WrRr64dr8/+7n01Opsqh2rdxqVU7DYFAAAQGq1XYACdEbXhTV1dy0NLbGxsh+fHxcVJkmpr/dcj4sUXX/S8bm6K3F0dVQQVFxdr2rRpPfoMoLf47crdnkBDkmJtVt0zd7Tvk301K46Q9b6j+qfojs+co/97d68kqU6mP+sc9LwBAAAAIkHUNiyOj29p3NnQ0NDh+c1beSckJHRwZufU19fr1VdflSQNHDhQl156aY/uN3jw4HZ/ZWdn+2PaQMQrLK7Q0k+OGsa+Pn2YBqW38b1trryJgCVTrX1nTo6G9U2UJNUpzvgmlTcAAAB+c+bMGT3wwAM677zzlJSUpLi4OA0cOFDnn3++fvzjHxv6lLbVsPi5556TxWLRrFmz5HK59Nhjj2n8+PFKTEzUwIEDdccdd+jkyZOe8//2t79p+vTpSk1NVXp6ur74xS96VneYNTcdPnDggM/3H3zwQVksFs2bN6/TX/ORI0f0+OOP64orrtA555yjhIQEpaamavLkyfrFL35hWPHSeh4PPfSQJOn555/3zMtisWj48OFe5xcVFemb3/ym5/5paWmaMWOGnnrqKTmdTq/zm61evVqXXXaZ0tPTlZKSoqlTp+ovf/lLp7+2cBO1lTcpKS3LIzqzFKq6ulpS55ZYdca//vUvnT59WpJ00003yWaz+eW+ANr3m7d2yd2q/3BynF3fnp3T9gURtE24L/ExNv30c2N06/MbvStv6HkDAADgF5WVlTr//PO1a9cuWSwW5eTkKD09XSUlJdq8ebM2bNigCy64oMN+q6199atf1SuvvKLc3FwNHz5cu3fv1pNPPqkNGzboo48+0sKFC/Xoo49q+PDhGjFihIqKivT666/rww8/1NatW9W3b98AfsVNHnvsMT366KNKSEjQgAEDNH78eJ08eVJbtmzRxx9/rL/97W9au3atMjIyPNfMmDFDhw4d0uHDh5WVlaVRo0Z53jMXHTz77LO644471NjYqKSkJI0ePVqnT5/W+vXrtW7dOr3xxht6/fXXvTYgevrpp/XNb35Tbrdb6enpysvL05EjR3Trrbdq27ZtikRRG97Ex8crMzNTZWVlHe7UVF5e7glv/NUYuPUax54umQLQOR8fKteqolLD2Dc/M1J9ktpZOmluWJyQ4fu8MDYnL0szcvqq7oCx501NTbUSQzQnAAAQwVwuqfZUqGfhHwl9JGvPF6Q8/fTT2rVrl8aPH6833nhDw4YN87xXU1OjpUuXauTIkZ2+37p169SvXz8VFBRoypQpkqQtW7Zozpw5+uSTT/SVr3xFb7/9tt58801dccUVkpq29J49e7YOHDigRx99VL/61a96/HV15Morr9TVV1+tiy66yFCQcPjwYX3nO9/Rv//9b913333605/+5Hlv7dq1evDBB/XQQw/pyiuvbHO79DVr1ui2225TTEyM/vCHP+j222/3hDQff/yxvvKVr+iNN97QL37xCz344IOe6woLC/Xtb39bbrdbCxYs0K9+9SvFxsbK7Xbrqaee0re+9a2I3PY8asMbScrPz9f777+vvXv3yuFwtLldeFFRkeGaniotLdVbb70lSZo0aZLGjRvX43sCkFSyQ/rkZe9qmbNq9p7Qr+0tS4XiY6y68ky2tLSdv7CLPzEeR9iyKampNPX+q8bogyeMIdX2gyWiExYAAOiy2lPSb84J9Sz844f7pKTMHt9m165dkqRbb73VENxIUmJior761a926X6NjY36/e9/7wluJOm8887T7bffrkWLFun111/Xo48+6gluJGn48OG699579a1vfUvLly8PSnhzySWX+BwfMmSI/va3vyk9PV1//etf9cQTT3R5tcmPfvQjuVwuLV68WHfeeafhvUmTJulvf/ubpkyZoscee0z33Xefp0/tI488ooaGBl1wwQV65JFHPNdYLBZ985vf1MaNG/XUU0918SsNvagOby666CK9//77qq6u1qZNm3T++ef7PG/NmjWe1zNmzOjx57788styOBySqLoB/KaqVPrLFVJ9RZunXCQZ/9RzS9raxc+JsGVTzfKzU1Wc3U860TJ2/GS5th89o3GDonOLSgAAAH9pDmz+85//6LbbblNSUlKP7peRkaHrrrvOa3zSpEme17feemub7+/bt69Hn98VFRUVeuWVV7Ru3TodO3ZMNTU1cp/tU2C1WlVVVaU9e/YoLy+v0/c8cuSIPvroI8XFxWn+/Pk+z5k0aZKGDRumAwcOaNOmTbrwwgslScuXL5ckfe973/N53d133014E2muueYaPfzww5Ka1tL5Cm9cLpdniVN6erpmz57d489tvp/dbu9yAgugDQfXtRvc+E1Sv8B/RoBMGz3QEN4kqEG/Wl6ol2+/IHSTAgAA6AW+8Y1vaPHixVq5cqWys7M1d+5cXXTRRbrooos0efJkWbu4NOucc3xXNvXr1/Rv0czMTKWlef8ALisrS1Ln+rr6w3vvvacvfelLKi0tbfe81k2WO2PLli2SmsKfuXPndnjf5lYoZ86c0fHjxyVJY8eO9XlNbm6u7Ha7p6AiUkTtblOSNG3aNF188cWSpGeeeUbr16/3OufRRx9VYWGhJOmuu+5STIyxZ0RzN3CLxWJYZ9eWHTt2aPPmzZKa1gc2f/MB6KGGIPwFZYuT8q4K/OcESHJSiuE4Tg1at++k1u0tC9GMAAAAeof+/fvro48+0te//nVJ0uuvv67vf//7mjZtmoYMGaLHH3/cU43SGW1V7jT3auno/WCoqKjQ9ddfr9LSUl1yySV6++23VVJSooaGBrndbrndbk/P2MbGxi7du3lzn9raWn3wwQdt/mrezaqmpmkjjta7W/Xv39/nvW02W1CaOftbVFfeSNLjjz+uGTNmqLa2VpdddpkWLlyo2bNnq7a2VkuWLNGTTz4pSRo9erQWLFjQ4897/vnnPa9vueWWHt8PwFkO07bXqYOksddKktbuLdPO4pY/yGNsFn1l6lDFx3Qhv45JbApuBkRwj6oY43bo8ZYGSdIjK3bpH+f0jcjGbQAAIAQS+jT1iukNEvr47VYjR47UCy+8IIfDoc2bN2vt2rV644039O677+ruu++Ww+HwyzNlT7UVIjVv0tNZy5cv14kTJzRkyBC98cYbSkgw/lvT7XarvLy8javb17zLc25urqEHbUda7ypdUlLiM8BxOp1drgQKB1Ef3kycOFGvvPKKvva1r6miokILFy70Omf06NFatmyZ4TdCd7hcLr388suSmtYwfu5zn+vR/QC04qg3HmeOli7/pUor6/SN999Vg8PleevWC0Yo/nNjgjzBMGAOb9QU3nx86LTe3VWqOXm+fzoBAABgYLX6pclvb2W32zV16lRNnTpV99xzj375y1/q/vvv1x//+MeQhjdJSUmqrq5WSUmJRowY4fX+nj17unS/Tz/9VJI0depUr+BGkrZv397m8q2Ofmg4fvx4z2dUVVV5wpyOpKWlacCAATp+/Lh27typc8891+ucXbt2RdySKSnKl001u/rqq7V161bdc889Gj16tBITE5Wenq4pU6Zo0aJF2rx5s3Jycnr8Oe+8846OHj0qSbrxxhs93bAB+IG58sYeL0n6y9oDhuAmxmbRbRd7/2UVFc7+N2mWcDa8kaRHV+yWy9X5Ul4AAAB0TvOmN8eOHQvpPEaNGiVJ+uijj7zeO3DggGdH5M5KTEyUJBUXF/t8/ze/+U2b1zaHPbW1tT7fHzlypCZNmqSGhgb97ne/69K8rrzySknS73//e5/vP/744126X7ggvDlr2LBhWrx4sXbt2qXq6mqVl5eroKBA9957r+c3pS/z5s3zrOfrqOfN3LlzPef+8Y9/9PNXAEQ5c+WNPU41DQ69/NFBw/B1EwcrO837JwNRoY3KG0nacaxCb+04HuwZAQAA9Ar33Xef/vSnP+nEiROG8ZMnT+rXv/61JBm2/Q6F5pUfv/nNb7R9+3bP+MGDB/XlL39ZTqezS/ebOXOmJGn9+vWediOS1NDQoAceeEAvvfSSYmNjfV7b3JB5w4YNbS7XevTRR2Wz2fTTn/5Uv/jFLwz9bKSmZV7//Oc/9Y1vfMMwvmDBAsXExGjdunX68Y9/rIaGpn/zut1uPf3003rmmWdkt0feIiTCGwC9Q6MptbfH65+bj6qirqUk0mKR7pg5MsgTCyOm8CbJZmwc9+jbu+Wk+gYAAKDLCgsLdeeddyorK0sjRozQ+eefr7Fjx2rgwIF688031adPnzYrQYJlwYIFGjZsmI4ePaoJEyYoPz9f48eP18iRI1VTU6PvfOc7XbrfhAkTPA2a77jjDg0aNEhTp05VVlaWfvGLX+jnP/+5srOzfV572WWXKTMzUwcOHNCQIUM0ffp0zZo1S1/+8pc958yaNUsvvviiYmNj9cADDygzM1PnnnuuLrjgAo0ePVppaWm67rrrtGLFCsO9x44dq9///veyWCxatGiRBgwYoGnTpmnQoEG6/fbb9d3vfleDBg3q4n+90CO8AdA7mCpv3PY4Pb/ugGFsdm6WRvbr3HrZXsluDG9STOHN3tIqvbEltOW8AAAAkeiBBx7QT37yE82YMUONjY365JNPdODAAeXk5Oj73/++tm/frvPOOy+kc0xPT9cHH3yg+fPnKzMzU/v27VN1dbV+8IMfaN26dUpNTe3yPZ999lktWrRIubm5OnHihPbt26dJkybpn//8p37yk5+0eV1KSopWrlypL3zhC4qJiVFBQYHWrFmjDz/80HDeV77yFRUWFmrBggXKzc3Vp59+qi1btsjpdGrmzJn63//9X61atcrr/nfccYdWrlypSy+9VA6HQzt37tSgQYP09NNP67e//W2Xv85wYHF3Zb8yRKwjR454tmk7fPiwBg8eHOIZAX727+9JH7fs5lace4umb7nccMrz35immaP7BXtm4aN4i/Tnz3gO3Va7Ppu2VIXFFZ6xUVnJeuvuz8hqZecpAAAAoDsC8fxN5Q2A3sFUebOtxNjAeERmki7OifJdEUyVNxaXQ9+fY2zevKe0Sit2lgRzVgAAAAA6QHgDoHcw7TZVVNZgOL55+jCqSWK8GzVfkpOq3P4phrEn3t0rijIBAACA8EF4A6B3MFXe1LljPK+TYm26fjJLBX2FN1Znnb41+xzD2LajZ/TenrJgzQoAAABABwhvAPQOpsqberWEN1+cPFgp8THmK6KPPd57rLFWV43P1rC+iYbhJ97dG6RJAQAAAOgI4Q2A3sFUeVOvWM/rm6cPC/ZswpOPyhs56mS3WXXnTGP1zYZPT6ngwKkgTQwAAABAewhvAPQObVTeXJSTqZysFF9XRB+rTbLFGscaayVJ100arOw0Y2XO/62i+gYAAAAIB4Q3AHoHc+WNuymk+NoFQ0Mxm/Bl2nGqObyJtVv1zc+MNLy1ZvcJ7TxWIQAAAAChRXgDoHfwUXnTNylWc/L6h2hCYSrG1PfGUet5+eWpQ9U3yViZ8/Ta/cGYFQAAAIB2EN4A6BXcPsKb6yYNUqydP+YMzE2LG1v+uyXE2vR1U3+gN7YcU0mF8b8tAAAAgODiqQZAr9BQX2s4rleMbpw6JESzCWMxxl2lWlfeSNLXLximuFaBV6PTrefXHQjCxAAAAAC0hfAGQK/gajBWhwzr34dGxb6Yl001GsObvslxum7SYMPYXz86pJoGR6BnBgAAAKANhDcAIl5pRZ1sLmPD4tljqbrxqY2Gxa3detEIw/GZ2ka9uvFIIGcFAAAAoB2ENwAi3j82HVSsxWkYuyh/cBtnRzmvhsXe/WxyspI1Jy/LMPbM2k/ldLkDOTMAAAAAbSC8ARDR3G63/rXxgNd4UmJS8CcTCcw9bxp9NyO+7WJj9c2hUzV6e2dJoGYFAAAAoB2ENwAi2seHylV88rT3G+ZdldDEa7epGp+nTR/ZV2MHphrG/rL200DNCgAAAEA7CG8ARLR/fXJMcWr0fsMeF/zJRIJOLJuSJIvFotsvHmkY23DglAqLKwI1MwAAAABtILwBELEanS79Z2ux4iwN3m9SeeNbJxoWN/vs+GxlJhtDsBfWHwzErAAAAAC0g/AGQMRau6dMp6obfFfe2Ki88SnGFN60UXkjSbF2q756/lDD2NLNR3Wmxsd/bwAAAAABQ3gDIGIt/eSoJHmHN7ZYycofbz6Zw5s2et40u+n8obJbLZ7j2kanXt10OBAzAwAAANAGnm4ARKTqeodW7Gja/cgrvGHJVNu8Gha3XXkjSf1T43XFuAGGsRfWH5SLbcMBAACAoCG8ARCRVhaWqLbRKUmKs5jDG5ZMtcm8Vbij7Z43zW65cLjh+NCpGq3ZfcKPkwIAAADQHsIbABFp6eajntdxMjUspvKmbebdptppWNxsyrAM5Wcbtw1/fv0BP04KAAAAQHsIbwBEnJNV9XpvT5nn2HvZFJU3bfLabar9ZVNS07bht0wfZhhbveuEDpRV+3NmAAAAANpgD/UEAKCrlm0rlrNVz5UUu8N4ApU3bTNX3pw+KP3zzg4vu97lVkL8MTU6W/67Vyx5SRqU3rnP7TtSmnaHFJ/a8bkAAAAADAhvAEScN7YcMxxPHJgoHW81QOVN28w9b+orpC0vd3iZXdIXJMnWarDs7K/OOrxBuunVLlwAAAAAQGLZFIAIU1JRp40Hyw1jkwealgJRedO2+LTQffbelZKjoePzAAAAABgQ3gCIKG/tOC53q12qU+LsyuljKiKk8qZt2ROkjOGh+Wy3S3LWh+azAQAAgAjGsikAEWX5tmLD8aVj+svu2mo8icqbttljpW+8JW39u1Rd2uXL95RWaVWR8bobpwxRemKM98kNNdLGZ4xjzkbv8wAAAAC0i/AGQMQ4UVmvDZ+eMoxdOW6AVGKq5qDypn0pA6QZ3+vWpUMdTv3pV++ovKYlhDkZO1ILL8v3Prm6jPAGAAAA8AOWTQGIGCt2HlerTaaUFGvTZ0b3kxym7a6pvAmYOLtN108ebBh7bdMR1Tuc3ifbfFTjuAhvAAAAgK4ivAEQMd7cdtxwPCe/v+JjbJKDyptg+sq0oYbjU9UNemtHifeJVh/hDZU3AAAAQJcR3gCICKeqG7R+/0nD2GfHDWh6QeVNUI3sl6wLRvYxjL380UHvE22x3mOENwAAAECXEd4AiAhv7zwuZ6s1UwkxNs3KzWo6oPIm6L56/jDD8Yf7T+ngyWrjSVab94UsmwIAAAC6jPAGQERYbloyNTuvnxJiz4YDVN4E3eVj+yvDtMPUa5uOGE+yWLyrb5wNAZ4ZAAAA0PsQ3gAIe2dqGvXB3jLD2JXjslsOqLwJuji7TddMHGQYe23TEUN1lCTvvjdOR4BnBgAAAPQ+hDcAwt7KwhI5WoUCcXarZudltZxA5U1IfGnyEMNx8Zk6rTWFbLLZjccsmwIAAAC6jPAGQNhbWWjcyejiUf2UHNcqFPCqvCG8CYYxA1M1blCqYezvGw8bT2LZFAAAANBjhDcAwlpdo1Nrdp8wjF02tr/xJCpvQuaGKcbqm7d3lKi8ulVAw7IpAAAAoMcIbwCEtfX7T6qmwek5tlikOa2XTEn0vAmhz583ULH2lr9KGpwu/euToy0n2MzhDZU3AAAAQFcR3gAIayt3GpdMTRqaocxkUzhD5U3IpCfG6vKxAwxjf9/Yatcpc3hDzxsAAACgywhvAIQtt9vt1e9m7pj+3ifS8yakbpgy2HC8s7hC24+eaTrw6nlDeAMAAAB0FeENgLC1/WiFSiqMwcyl+b7CG3PlDcumgunCczI1KD3BMPbaprPVN1bTblOENwAAAECXEd4ACFtv7zxuOB6RmaRz+iV5n0jlTUjZrBZ9cdIgw9gbW46p0eli2RQAAADgB4Q3AMLW24WlhuO5Y/rLYrF4n0jlTchdO8m4dOpkdYPe232CrcIBAAAAPyC8ARCWjpTXqLC4wjDmc8mU0yG5TNtPU3kTdCMykzRxaLph7PXNR30sm2KrcAAAAKCrCG8AhKV3TFU3GYkxmmQKByRJznrvMSpvQuK6icalU2/vLJHDwlbhAAAAQE8R3gAIS2+btgifk9dfdpuPP7LM/W4kKm9C5HPnDlSMrWVZW4PDpZJqp/Eket4AAAAAXWbv+BQA8LNDH0nLFkin9vl82y3pyQan1KqAJnaXVfqlj343brf3GJU3IZGRFKtZuVmG4O1IhUOGehyWTQEAAABdRngDILjcbun126XTB9s8xSIp0ZzTOM/+6gwqb0LmuomDDOFNabVTsrU6gWVTAAAAQJexbApAcDXWtBvc9FhiJpU3ITQnP0up8S0/F2g0/4yAZVMAAABAlxHeAAiugFZeWKQ590u+thNHUMTZbbrq3IGe40a3ebcpwhsAAACgq1g2BSC4fD28f+11KT5dknTgZJXuWvKJ4e3/++pEDclI6vjefUZIiX16Pkf0yBcnDdLfNhySJDkMa6ZEeAMAAAB0A+ENgODy9fA+eKoUnypJ+u++fdrirvK8NSg9QYPHXUw1TQSZPCxDQ/sk6tCpGjWY/5qh5w0AAADQZSybAhBcvh7ebbGel+8WlRremp3XTxaCm4hisVh0zcSmPaa8Km9c7DYFAAAAdBXhDYDg8lV5Y4uRJFXWNWrTwXLDW7NGZwVjVvCza8+GN14Ni1k2BQAAAHQZ4Q2A4DJX3liskrWpOuODvWVyuNyet2JtVl2Y0zeYs4OfjMhM0sSh6Wr06nnDsikAAACgqwhvAASX+eHdsGTqhOGt80f2UWIsrbki1XUTB8nhNoY3DgfhDQAAANBVhDcAgsvc8+RseON2u7V6t7HfzczR/YI1KwTA584dKKclxjBWdqaqjbMBAAAAtIXwBkBweVXeND3cFxZXqqSi3vDWrFz63USyjKRYDe2XZhgrO1MdotkAAAAAkYvwBkBwmcMba1N4Y666GZyRoHP6JQVrVgiQ/MF9DMdVNbU6XcPSKQAAAKArCG8ABJd5t6Gzy6be311mGJ6VyxbhvUHuIGPDabscenP78RDNBgAAAIhMhDcAgssrvIlRTYPDa4vwz4yi301vEB8Xbzi2y6E3thwL0WwAAACAyER4AyC4fOw29dGnp9TgdLUMWS2afg5bhPcKVmPD4lg5tX7/SZVW1IVoQgAAAEDkIbwBEFxelTd2rd1jXDI1cUi6UuKND/2IUDbjVu92OeR2S8u2FYdoQgAAAEDkIbwBEFw+Km/M4c1FozKDOCEE1NmeRs1i1LRVPEunAAAAgM4jvAEQXKbwpkF27SqpNIxdTHjTe5iWTcVYnJKkjw+d1uFTNaGYEQAAABBxCG8ABJfLYTg8XW98OyXOrvMGpwdvPggsmzG8scvpef2frSydAgAAADqD8OasQ4cO6Qc/+IHy8/OVlJSkPn36aNq0aXrkkUdUU+Pfnw6vXLlS8+bNU05OjpKSkpSWlqbRo0fr+uuv1x//+EdVVVX59fOAsGKqvDlZ6zYcTz+nr+w2/mjqNUzhTfOyKYmlUwAAAEBn2Ts+pfdbtmyZbrrpJp05c8YzVlNTo4KCAhUUFOjpp5/W8uXLNXLkyB59Tnl5uebPn69//etfXu9VVFRoz549+sc//qHp06drwoQJPfosIGyZwpsTNS7DMUumehmvnjctlTc7iyu0t7RKOVnJwZ4VAAAAEFGiPrzZsmWLbrjhBtXU1Cg5OVn33XefZs+erdraWi1ZskRPPfWUdu3apauuukoFBQVKTu7eQ8aZM2c0d+5cbdq0SZJ01VVX6ctf/rJycnLkdDp18OBBFRQU6LXXXvPnlweEH9NuU1UOY5XNRaP6BXM2CDTzVuEW47K5N7Yc0z1zRwdzRgAAAEDEifrw5u6771ZNTY3sdrtWrFih6dOne96bM2eORo0apXvvvVdFRUVavHixfvrTn3brc7773e9q06ZNstvteumll3TjjTca3p8xY4a++tWvavHixXI6nW3cBegFTJU3ja3+GBqUnqDhfRODPSMEkmmr8NaVN5L0xtZjuvvSUbJYLMGcFQAAABBRorqxREFBgVavXi1JuvXWWw3BTbMFCxYoPz9fkvTYY4+psbHR65yOrF27Vi+++KIk6f777/cKblqzWCyy26M+U0NvZqq8aR3efGZ0Jg/xvY1p2ZRNTkktfY72n6jWjmMVQZ4UAAAAEFmiOrxZunSp5/X8+fN9nmO1WnXzzTdLaupZ0xz2dMX//d//SZKSk5O1YMGCLl8P9Cqm8KbBbfO8viiHJVO9jmnZlCQNSzOOLdvGrlMAAABAe6I6vHn//fclSUlJSZo8eXKb582cOdPzeu3atV36jIaGBk+D4iuvvNLTM8fhcOjgwYM6dOiQGhoa2rsF0LuYlk05zlbeWCzShef0DcWMEEg27/Dm6vHGkO7NbcVyu91e5wEAAABoEtXhTWFhoSQpJyen3aVKeXl5Xtd01pYtW1RXVydJmj59uo4fP6758+crPT1dw4cP17Bhw5SWlqbPfvazWrduXTe+CiDCtNHzZtzANGUkxfq6ApHMR3hzZb4xpDtwskY7i1k6BQAAALQlapur1NXVqaysTJI0ePDgds/NyMhQUlKSqqurdfjw4S59zs6dOw2fOX78eM/nth5/88039dZbb+nRRx/V3Xff3aXPkKQjR460+35xMcsSECZcxt2GmsMbqm56KZt3IDemf4IGZyToSHmtZ2z5tmKNHZgWzJkBAAAAESNqK28qKys9rzuz/XdSUpIkqaqqqkufc+rUKc/rhx56SGVlZfrc5z6njRs3qq6uTiUlJfrDH/6g1NRUuVwuff/739ebb77Zpc+QpCFDhrT7a9q0aV2+JxAQpsqbBjX1vLmA8KZ3snr/jMDibNRnx2cbxpZvO87SKQAAAKANURveNC9lkqTY2I6XasTFxUmSamtrOzjTqLq62vO6vr5eV199tf71r39p8uTJiouLU1ZWlu68804tW7ZMVqtVbrdb9957Lw8x6L3MPW/cdtmtFk0d3idEE0JA+Vg2JVejrhw3wDD0aVm1io5Xep8LAAAAIHqXTcXHx3ted6ZhcH19vSQpISGh258jSb/5zW9ktXpnZhdddJGuu+46vfbaa9q+fbu2b9+u8ePHd/pzOlrOVVxcTPUNwoOPrcLPHZym5Lio/eOod/OxbEpOhyYMSdeg9AQdPd0SiL+5rVj52alBnBwAAAAQGaK28iYlJcXzujNLoZoraDqzxKqtzxkxYoRyc3PbPPfyyy/3vC4oKOjS5wwePLjdX9nZ2R3fBAgGH8umLjwnM0STQcD5WDYlZ4MsFotX9c0ydp0CAAAAfIra8CY+Pl6ZmU0PjB01+y0vL/eEN0OGDOnS57Q+v6PGyK3PLS0t7dLnAJHC0ei929R0+t30XhaLZDUtnXI1VV9daep7s+9EtXaXdK2vGAAAABANoja8kaT8/HxJ0t69e+VwONo8r6ioyOuazho7dqzntdPpbPfc1u+3t3U5EMmqamoMx25LjCYPywjRbBAU5r43Z5fOTRySruw049LS5dvYGQ8AAAAwi+rw5qKLLpLUtCRq06ZNbZ63Zs0az+sZM2Z06TOGDRumoUOHSpL27dvX7rmt3x80aFCXPgeIFNU1xqbfAzNTFR9jC9FsEBRthDdWq0VXmJZOEd4AAAAA3qI6vLnmmms8r5999lmf57hcLr3wwguSpPT0dM2ePbvLn/PFL35RklRSUqJ169a1ed7rr7/ueX3xxRd3+XOASFBXX2c4HpFF1U2v18ayKUm6yrR0ak9plfaUsOsUAAAA0FpUhzfTpk3zhCTPPPOM1q9f73XOo48+qsLCQknSXXfdpZgY40PIc889J4vFIovFogcffNDn59x9992eXae+973vGbYPb/bSSy9p9erVkqSrrrqqw/44QCQqr26Qy9TzJmcg4U2v51V50/J7YNLQDPVPjTO8vXzb8WDMCgAAAIgYUR3eSNLjjz+uhIQEORwOXXbZZXr44Yf14Ycf6t1339Udd9yhe++9V5I0evRoLViwoFufMXToUP3sZz+TJG3atEnTpk3T888/r02bNmnVqlX6zne+o3nz5kmSUlNT9dvf/tYvXxsQbj7cf1J2GftLDetHeNPreYU3Lb8HrFaLrhxnrL5h6RQAAABgFPVdcSdOnKhXXnlFX/va11RRUaGFCxd6nTN69GgtW7bMsO13V/3whz/UqVOntGjRIu3cudMT1rSWlZWlpUuXatSoUd3+HCCcrd9/UuMtxsbdMbFxbZyNXsO8bMq0Xfxnx2fruXUHPMe7Siq1t7RKOVnJQZgcAAAAEP6ivvJGkq6++mpt3bpV99xzj0aPHq3ExESlp6drypQpWrRokTZv3qycnJwef87DDz+sDz74QF//+tc1fPhwxcXFKS0tTVOnTtXPf/5z7d69W9OnT/fDVwSEp/X7TirWVHkja9RnyL2fLdZ43KrnjSRNHpahfinGEO9Nqm8AAAAAD56azho2bJgWL16sxYsXd+m6efPm+ayiacv06dMJaBCVTlbVa09plWLiTOGN+cEevY/N9FeN0xje2KwWXTlugF5Yf9Aztnz7cX33EqoQAQAAAInKGwBBUnDglCTJLuOyKcKbKGD+f2wKb6SmpVOtFRZX6PCpmkDOCgAAAIgYhDcAguKjT5vCG69lU+Zmtuh92tkqvNnU4X3UJ8kY8ry1g12nAAAAAInwBkCQfLT/lCS3Yghvoo/XblPe4Y3NatHc/P6Gsf9uJ7wBAAAAJMIbAEFwprZRhccrZJNLVovb+CbLpnq/ToQ3knT5OGN4s+lQuU5U1gdqVgAAAEDEILwBEHAbD5yS2y3vqhuJypto0MFW4c0uPCdTSbE2z7HbLb29sySQMwMAAAAiAuENgIDbcLbfTYy5WbFE5U00MAd0Lh8hnqT4GJtm5WUZxuh7AwAAABDeAAiCDz3hja/KG8KbXq+Ty6Yk6YqxAwzH6/aVqaKu7fMBAACAaEB4AyCgqusd2n70jKQ2whurPcgzQtB5bRXue9mUJM3K7adYW8tfTY1Ot94tKg3UzAAAAICIQHgDIKA+PlQup6upSXGMhcqbqOS1VbjvZVOSlBIfoxk5fQ1jLJ0CAABAtCO8ARBQTVuEN4ll2VR0spmqq9qpvJGky01Lp1bvOqG6Rh/9kgAAAIAoQXgDIKCamxVLkt2rYbFFstqEXs5r2VT7PWwuHdNfVkvLcU2DU2v3lAVgYgAAAEBkILwBEDB1jU59cvi059ir540tVrJYhF7Oa6vw9sObzOQ4TRnexzD2X5ZOAQAAIIoR3gAImE8On1aD0+U5jjP3vDHvQoTeyWur8I53jzIvnXqnsESOVr+XAAAAgGhCeAMgYFovmZKkUZlxxhMIb6JDF7YKb3bZmP6G4/KaRm04cKqNswEAAIDejfAGQMBsPFhuOB7bP9F4As2Ko0MXtgpvNqRPosYNSjWMrdhR4s9ZAQAAABGD8AZAQDhdbm02hTd5/eKNJxHeRAerabepdrYKb+3yMcalU2/tOC632+2vWQEAAAARg/AGQEDsLqlUZb3xIX10pimsMT/Uo3fyWjbVceWNJF0+zhjeFJ+p09YjZ/w1KwAAACBiEN4ACAjzkqnBGQlKN7W8ofImSnRxq/Bmo7KSNTIzyTD2FrtOAQAAIAoR3gAIiE2m5rJThmV4P7QT3kSHbi6bslgsumys99IpAAAAINqwZgFAQJgrbyYP7+MjvGG3qahgDumqSqSd/+rUpTckVeuAdVfLwEmpeP1xZacldG0O9gRpyDQpIb1r1wEAAABhgPAGgN+VVNTpSHmtYWzKsAzpqKnXCZU30cEc0p3aL/395k5dOlLSn8y/Td7q5jySsqTb3pYyhnfzBgAAAEBosGwKgN9tPGCsukmJs2t0/xQqb6JVuIR01aXS1ldDPQsAAACgywhvAPjdxoPGfjeThmXIZrV47zJEeBMdBk6UZAn1LJpUnwj1DAAAAIAuY9kUAL/bZOp3M2VYRtMLr/AmTCoyEFh9RkjX/0X66M9S7amOzzdxu6VPT1bL5XJ7xvqlxCktoRPhX1WJVNdqe/FONksGAAAAwgnhDQC/qq53aMexCsPY5OFnwxvzgzOVN9Fj3HVNv7rBIul3SzZr6SfHPGOf6dtPL3xjWscXL79X2vDnlmPCGwAAAEQglk0B8Ksth0/L2apCwma1aMKQ9KYDKm/QTXPHGLcMX7+vTJV1jW2c3YrXNuVOP84KAAAACA7CGwB+Zd4ifOzAVCXGnn2ANoc3Vipv0DmfGZ2pGFtL35xGp1vv7S7r+EKrzXhM5Q0AAAAiEOENAL8yhzeTm/vdSOw2hW5LiY/R9HMyDWMrC0s6vtCr8obwBgAAAJGH8AaA3zhdbm32albcp9UJ5vCGZVPovLn5WYbjVUWlanS62r+I8AYAAAC9AOENAL/ZXVKpynrjw/GU4a0rb+h5g+67dEx/w/GZ2kZtPFDextlnEd4AAACgFyC8AeA35iVTgzMS1D81vmWAZVPogey0BI0blGoYe3tnB0unvHre0LAYAAAAkYfwBoDfbDpwynA8pXW/G8lH5Q3hDbpmbr5x16m3C4/L7Xa3cbaovAEAAECvQHgDwG+8mhUP72M8gWVT6KFLxxj73hw+VavdJVVtX0B4AwAAgF6A8AaAX5RU1OlIea1hbOpwU+WN+cGZyht00ZjsVA1KTzCMtbvrlPn3GOENAAAAIhDhDQC/MDeOTYm3a3RWivEkKm/QQxaLRZeadp1a0V7fG3reAAAAoBcgvAHgFxsPGvvdTBqaIavVYjzJHN5YqbxB15l3ndpy+LRKK+p8n8yyKQAAAPQChDcA/GKTqd+NV7Niid2m4Bfnj+irlDhjKLOysNT3yYQ3AAAA6AUIbwD0WF2jUzuPVRjGJvsMb1g2hZ6LtVs1M7efYazNvjeENwAAAOgF7B2fAiDqndglLb1TOr7d59uxbrd2xBi3a479m49s2FlvPCa8QTfNHdNf/9la7Dleu7dM1fUOJZkqcrzDG3reAAAAIPIQ3gDo2H++Lx3d1ObbVklxpvY26swzMsum0E2zcrNkt1rkcDWFhg0Ol97fU6Yrxg0wnujVsJjKGwAAAEQelk0B6FjpjsDcN21wYO6LXi8tIUbnj+xjGHvb165TLJsCAABAL0B4A6BjzgA88OZfLQ2a7P/7Impcmm/cdWpVUYmcLuPyPcIbAAAA9AYsmwLQMZdpl6hr/yz1y5MklVU16JZnNxje/uNNkzS0T2Lb90vsI6UP9fcsEWUuze+vh97Y6Tkur2nUx4fKNXV4q4ocet4AAACgFyC8AdAx8xbfWflS9nmSpI3bi7XDfcLzVkqcXYPHTJes5iY4gH8N6ZOovAEpKjpe6Rl7e2eJKbyh5w0AAAAiH8umALTP7ZbcpmoFa0uj4c2HTxveOm9IuqwENwiSy8YYl06tNPe9YdkUAAAAegHCGwDtM1fdSIZdojYfOm14a+LQ9MDOB2jlUlN4s7+sWntLq1oGCG8AAADQCxDeAGifud+N5Hkgdjhd2nrktOEtwhsE07iBaeqfGmcYe6ewVfUNPW8AAADQCxDeAGhfO5U3RccrVdfoMrx13uD0IEwKaGK1WnSJadepd4pKW51g7nnj4/czAAAAEOYIbwC0z9cyk7M9bz4x9bsZ1jdRfZPjvM8HAuiSvCzD8aaD5Tpd09B0wLIpAAAA9AKENwDa107ljVe/myHpgZ8PYDIjJ1PxMS1/nTldbq3ZfXYHNF/hjdsdxNkBAAAAPUd4A6B97fS82Xy43DA8gfAGIRAfY9OMczINYysLzy6dMoc3kuR2eY8BAAAAYYzwBkD72qi8OVPTqP0nqg3DE4dmBGlSgJG5782aXaVqdLp8hzcsnQIAAECEIbwB0L42et58YtplKtZuVX52anDmBJjMMfW9qahzaNPBcu+GxRLhDQAAACIO4Q2A9vmqvLHatPmQccnUuIGpirXzRwpCY0BavMYONIaH7xSWUHkDAACAXoEnLQDtM/e8scZIFovXTlMsmUKo+dwy3Gd44wzSjAAAAAD/ILwB0D7zg64tRm6323unqaHpQZsS4It5y/D9J6p18HSD94lU3gAAACDCEN4AaJ952ZQ1Rp+WVetMrXGcnaYQauMHpalfSpxhbM2ecu8TCW8AAAAQYQhvALTPvGzKZvequumXEqdB6QnBmxPgg9Vq0ZxcY/XNqt2nvE8kvAEAAECEIbwB0D4flTde/W6GpMtisQRvTkAbLsk3hjcbDp3xPonwBgAAABGG8AZA+8wPurYYbT5sXIoygX43CBMXjco07HpW7/Lx1xwNiwEAABBhCG8AtM9UeeOy2lVYXGkYmziEnaYQHhJj7brwnL6eY6evv+aovAEAAECEIbwB0D5Tz5t6l1VOl9tzbLVI5w5OC/asgDYZd52yyGH+q47wBgAAABGG8AZA+5zGB91ap/GPjdH9U5QUZw/mjIB2zTZtGe5024wnEN4AAAAgwhDeAGifqfKmqtHYmPi8welBnAzQscEZicobkOI59q68oecNAAAAIgvhDYD2mXreVJo2nzp3CEumEH5a7zrlFJU3AAAAiGyENwDaZ6q8qXZQeYPwd0l+f89ret4AAAAg0hHeAGifqeeNo1X/kFi7VbmtlqcA4eK8wenqmxQricobAAAARD7CGwDtM1XeOFo9CI/JTlWMjT9GEH5sVouncbGD8AYAAAARjqcuAO0z9bxpVMvOUuexRTjCWPOW4U4aFgMAACDCEd4AaJ+pSqF1FcO59LtBGLtoVKZibBbDUj9JVN4AAAAg4hDeAGifV+VNy4Pweew0hTCWEh+jC0b29VF5Q3gDAACAyEJ4c9ahQ4f0gx/8QPn5+UpKSlKfPn00bdo0PfLII6qpqenRvR988EFZLJZO/Vq9erV/viDAX9roeZMcZ9fIzORQzAjotDl5WV49b1xOwhsAAABEFnvHp/R+y5Yt00033aQzZ854xmpqalRQUKCCggI9/fTTWr58uUaOHBnCWQIh4jSHN01/bIwblCqr1eLrCiBsXJLXX1VvGcObg2UVGhGi+QAAAADdEfXhzZYtW3TDDTeopqZGycnJuu+++zR79mzV1tZqyZIleuqpp7Rr1y5dddVVKigoUHJyzyoNtm3b1u77I0bwSIEwY1pi0ni2f8h59LtBBBjaN1G77TGSq2Ws6MgpwhsAAABElKgPb+6++27V1NTIbrdrxYoVmj59uue9OXPmaNSoUbr33ntVVFSkxYsX66c//WmPPm/cuHE9nTIQXF6VN03hDc2KESmSEuKk6pbjomPlujJ00wEAAAC6LKp73hQUFHh6zNx6662G4KbZggULlJ+fL0l67LHH1NjY6HUO0Ku10fPmXLYJR4RITUowHJ+oqNHR07Uhmg0AAADQdVEd3ixdutTzev78+T7PsVqtuvnmmyVJ5eXlNBRG9DE1d22UXX2SYjU4I6GNC4DwkpwQZzi2y6FVhSUhmg0AAADQdVEd3rz//vuSpKSkJE2ePLnN82bOnOl5vXbt2oDPCwgrPipvzh2cJouFZsWIDBarcYWwXS6tKioN0WwAAACArovqnjeFhYWSpJycHNntbf+nyMvL87qmu+bOnauPP/5YlZWVSk9P15gxY3TFFVfojjvuUEZGRrfve+TIkXbfLy4u7va9EeW8et5Y6XeDyGIKb2xyat2+k6ptcCoh1tbGRQAAAED4iNrwpq6uTmVlZZKkwYMHt3tuRkaGkpKSVF1drcOHD/foc1euXOl5feLECa1Zs0Zr1qzRokWL9Nxzz+kLX/hCt+47ZMiQHs0LaIvb2ajWNTYOt13n0e8GkcQWYzi0y6V6h0vr9pXpkvz+IZoUAAAA0HlRu2yqsrLS87oz238nJSVJkqqqqrr1eePHj9cDDzygN954Q5s2bdKHH36o559/Xpdddpkk6fTp0/riF7+oN998s1v3BwKluq7ecNy0bCo9NJMBusNH5Y0kvcPSKQAAAESIqK68aRYbG9vh+XFxTQ0va2u7vkPJ3XffrQcffNBr/Pzzz9fNN9+sP//5z/p//+//yel06rbbbtPevXuVkNC1ZrAdVQQVFxdr2rRpXbonIEmVNbVqHW8mxMepX0pcm+cDYcdqXBpltzSFN6sKS+W+xk3/JgAAAIS9qA1v4uPjPa8bGho6PL++vqn6oKuhiiSlp6e3+/4dd9yhjRs36umnn9axY8f0+uuv66abburSZ3S09AvorpraOsNx//SUEM0E6CavyhuXJOl4RZ12Fldo7ECWAQIAACC8Re2yqZSUlgfQziyFqq6ultS5JVbdcccdd3her1mzJiCfAXRH6yo1SerfJzDfA0DAeO025fS8fpelUwAAAIgAURvexMfHKzMzU1LHOzWVl5d7wptANQYeM2aM5/XRo0cD8hlAV9U7nF6VaYP6pIZoNkA3tVF5I9H3BgAAAJEhasMbScrPz5ck7d27Vw6Ho83zioqKvK7xN7fbHZD7Aj1RVFwpm4zfGwP7Et4gwph73rSqvPnk8GmdrKo3XwEAAACElagOby666CJJTUuiNm3a1OZ5rZcxzZgxIyBz2blzp+f1wIEDA/IZQFdtPXJaMa0edCUpsVW/KCAimCpv4mwtYbnbLa3edSLYMwIAAAC6JKrDm2uuucbz+tlnn/V5jsvl0gsvvCCpqfHw7NmzAzKXP//5z57XM2fODMhnAF215cgZQ5WCJK8HYSDsmX7PDk6LMRyvYukUAAAAwlxUhzfTpk3TxRdfLEl65plntH79eq9zHn30URUWFkqS7rrrLsXEGP/R/9xzz8lischisfjcDnzbtm3au3dvu/P485//rGeeeUaSNGDAAF177bXd+XIAv9t+9IzspmVTssX4PhkIV6bwZkharOH4vd0n1OBwCQAAAAhXUf8j9Mcff1wzZsxQbW2tLrvsMi1cuFCzZ89WbW2tlixZoieffFKSNHr0aC1YsKDL99+0aZNuu+02zZ49W1deeaXGjx+vvn37yuFwqKioSC+99JLefvttSZLNZtOf//xnJSUl+fVrBLqjrtGpPaVViokxV94Q3iDCmHreZKcafw9X1ju08cApXZiTGcxZAQAAAJ0W9eHNxIkT9corr+hrX/uaKioqtHDhQq9zRo8erWXLlhm2F+8Kp9OplStXauXKlW2e07dvXz3zzDP6/Oc/363PAPxtZ3GFnC6397IpW9T/sYFIY6q8SbC6de7gNG09csYztqqolPAGAAAAYSuql001u/rqq7V161bdc889Gj16tBITE5Wenq4pU6Zo0aJF2rx5s3Jycrp1789+9rN65plndNttt2ny5MkaPHiwEhISFB8fr4EDB+rKK6/U448/rv379+sLX/iCn78yoPu2H216sPXueUPlDSKMuU+Ty6E5eVmGIfreAAAAIJzxI/Szhg0bpsWLF2vx4sVdum7evHmaN29em+9nZWXpG9/4hr7xjW/0cIZAcG07W5UQQ88bRDof4c0lef312Mo9nqH9ZdX6tKxaIzJZtgoAAIDwQ+UNAJ+2H6uQROUNegFTzxu5nBo7MFX9UuIMw1TfAAAAIFwR3gDwUtfo1J6SSkk+wht63iDS+Ki8sVotmpNrXjpVEsRJAQAAAJ1HeAPAS9HxSjlcbklSDJU3iHQ+whtJmpNvDG8+2n9KlXWNwZoVAAAA0GmENwC8bDvbrNgql6wWt/FNet4g0rQR3lyUk6lYW8tfgw6XW+/vKQvmzAAAAIBOIbwB4GV7W82KJe8HYSDceYU3TdVkSXF2nT+yj+Et+t4AAAAgHBHeAPCyra1twiUqbxB5vBoWt4SSl5i2DH+3qFQul6naDAAAAAgxwhsABvUOp3a31axYoucNIk8by6YkaU5ef8NbJ6sbtOXI6SBMCgAAAOg8whsABrvaa1YsUXmDyNNOeDO0b6JyspINb7N0CgAAAOGG8AaAQfOSKUmy0/MGvUEbPW+amZdOEd4AAAAg3BDeADDY3jq8sVB5g16gncobSZpjCm92HKvQ8TN1gZ4VAAAA0GmENwAMWlfe+Fw2Rc8bRJoOwpvJwzKUGm88h+obAAAAhBPCGwAeDQ6Xdh2v9Byz2xR6hQ7CG7vNqpm5LJ0CAABA+CK8AeCxu6RSjc6WbZK9whuLTbJYgjwroIc6CG8k7743H+wtU12jj/ASAAAACAHCGwAerZdMSdLQNFOVDVU3iERWm/HYR3gzc3Q/WVvlkrWNTq3ffzLAEwMAAAA6h/AGgIc5vBnVL954Av1uEIk6UXmTkRSrSUMzDGOrClk6BQAAgPBAeAPAY7s5vMmMM55gY5twRKBOhDeSNCffu++N2+32eS4AAAAQTIQ3ACRJjU6XioorDWPn9DGFN1TeIBJ5hTe+e9lcktffcHz0dK12l1QFalYAAABApxHeAJDU1Ky4wekyjI3IMFfeEN4gAnWy8mZ0/2QNSk8wjL1TVBKoWQEAAACdRngDQJL3kqmhfRKVFGNaMmJ+CAYiQScaFkuSxWLRHNOuU++yZTgAAADCAOENAEnezYrHD0qTnI3GkwhvEIk6WXkjefe92XSwXOXVDYGYFQAAANBphDcAJEnbjlYYjscOSpVcpvCGZVOIRObwxu2SXC6fp04f2VcJMS2VOi63tGb3iUDODgAAAOgQ4Q0ANTpdKiw2hjdNlTemCgUaFiMS+aoYc/tuWhwfY9OMnEzD2DssnQIAAECIEd4A0N7SKjU4jJUI4wam+ai8YdkUIpC5543U/tIpU9+bNbtK5XD6rtQBAAAAgoHwBoB2HDNW3QxKT1BGUqyPnjdU3iAC+aq86UJ4U1Hn0KaD5f6eFQAAANBphDcAtOOYsVnx2IGpTS/MD7j0vEEk6mJ4MyAtvuV74KxVLJ0CAABACBHeAPCqvBk7MK3pBbtNoTfwGd747nnTzFx9Q3gDAACAUCK8AaKcy+VWoVd401x5w25T6AW62PNG8g5v9pRW6dDJGn/OCgAAAOg0whsgyh0ur1FlvfFBduygs+ENPW/QG3Rx2ZQknTc4XX2TYg1jq4pK/DkrAAAAoNMIb4AoZ14y1ScpVgNS45sOvHresGwKEagb4Y3VatFsU/UNW4YDAAAgVAhvgCjnq1mxxWJpOqDyBr1BN3reSN5Lpz7af0rV9e2HPgAAAEAgEN4AUc5ceTOm9S479LxBb9CNyhtJunhUpuxWi+e4wenS2r1l/pwZAAAA0CmEN0CUa3OnKUlymh5wqbxBJLJaJVmMY50Ib1LiY3T+yD6GsVWFLJ0CAABA8BHeAFGstLJOJyrrDWNj2628oecNIpS5aqwT4Y0kzcnrbzhetatULpfbX7MCAAAAOoXwBohi5qqbxFibRvRNahmg5w16C/PSqU6HN8a+Nycq672+bwAAAIBAI7wBothO00NofnaqrK16fNDzBr2GV3jTccNiSRqRmaSRmUmGsXfYMhwAAABBRngDRDFfO00ZePW8YdkUIpTVZjzuZOWN5F19s4otwwEAABBkhDdAFPNuVmwKb6i8QW/RzWVTknd4s/XIGZVW1vljVgAAAECnEN4AUaqirlEHT9YYxgw7TUneD7j0vEGk6kF4M2V4H6XEGa9fXXTCH7MCAAAAOoU1EEBvduaotPJBqWy311vWBof+HVvtObZIGvMfU3hz6lPjMbtNIVJ1s+eNJMXarfrM6H5atq3YM/ZOUYlumDrEX7MDAAAA2sWTGNCb/eM26dA6n28lSzrXXHtX7OvMVqi8QaTqQc8bqWnpVOvw5v09Zap3OBVnt7VzFQAAAOAfLJsCerPDH/n3fol9/Xs/IFh6sGxKkmbl9pOl1UZsNQ1Obfj0lB8mBgAAAHSMyhugt3I5JXfnl4Z0KG2olHul/+4HBJM5vFn1C+nDP3X68r6S3kg+o6r6ltBnwL/ipb5JbV/U7nxs0ojPSBfd410VBAAAAJgQ3gC9lbPRe+zSh6TkLDU4XfrJP7fJ5Wp569tzcjQys40H0bgUafhFUkJGYOYKBJo5vDlR1OVbjJOM9apVZ39116drJFusNON7PbgJAAAAogHhDdBb+VoWMvZaKWOYio6c1quOliDGYpEeuvhyKY4/EtBLxaeHega+HVxHeAMAAIAO0fMG6K1cPipvbE0Nh3ccqzAMD++bpGSCG/Rmk28J9Qx8czaEegYAAACIADytAb2V00fljbU5vDljGB4zMDUYMwJC59wbpMzR0tGNktvd7dv8e8tRFRwo9xwP75uoWy8a2fkbfPqeVPjvluMuNk4GAABAdCK8AXorn5U3Td/y5sqbsYQ3iAYDJzT96oGklBK9uG+j59hWZtH14+YqLTGm8zcxhDd+bCoOAACAXotlU0Bv5esn+la7nC63ioorDcNjB6YFaVJAZLvwnEzF2Vv+6nS63Hpvz4nO38Bi+muXyhsAAAB0AuEN0Fv52m3KGqNPy6pU22j8aT+VN0DnJMTadOE5fQ1jq4pKO38D865XhDcAAADoBMIboLfy9VBoi/FaMtU/NU6ZyXFBmhQQ+ebk9zccr95VKqerk310zOGNm2VTAAAA6BjhDdBbeYU3Fslq006vfjcsmQK6Yk5eluG4vKZRnxwub+NsEypvAAAA0A2EN0BvZV42dfahcWexMbwZk82SKaArBqUnKG9AimHsncJOLp2y2ozHNCwGAABAJxDeAL2V+Sf6thi53W4flTeEN0BXmatvOt33hsobAAAAdAPhDdBbeVXexOhEZb1OVjcYhvOpvAG67JJ8Y3hTdLxSR0/Xdnwh4Q0AAAC6gfAG6K28Km/s2mFaMpUUa9PQPolBnBTQO0wYkqGMxBjDWKeqb7yWTRHeAAAAoGOEN0Bv5fLueVNoCm/yslNltVqCOCmgd7BZLZqVa1o6VVjS8YVelTcuP84KAAAAvRXhDdBbOU0/0bfGePW7oVkx0H3mvjcf7DupmoYOKmmovAEAAEA3EN4AvZW58sbmXXlDvxug+z4zup9srSrXGhwurdt7sv2L6HkDAACAbiC8AXor00Ohy2LX/rJqw9gYdpoCui0tIUZThmUYxlbt6qDvDeENAAAAuoHwBuitTLtN1buscrtbjq0WKbd/SpAnBfQu5l2nVhWWyt36G83MK7xxBmBWAAAA6G0Ib4DeyvQT/Vqn8dt9RGaSEmJN/TcAdMmcvP6G4+MVddppWp5oYKHnDQAAALqO8AborUyVNzVO465S9LsBeu6cfkka1jfRMPZue1uG07AYAAAA3UB4A/RWpofCqkZjeEO/G6DnLBaLZpu2DH+n3fDGtGzKzbIpAAAAdIzwBuitTOFNZYOxDwfbhAP+Ye5788nh0yqrqvd9sld445JcrgDNDAAAAL0F4Q3QW/loWNwa4Q3gH9NG9FFSq/5Rbre0etcJ3yebwxuJ6hsAAAB0iPAG6K1cxvDGoZaHxszkWPVLiQv2jIBeKc5u00WjMg1jbfa9Mfe8keh7AwAAgA4R3gC9lemBsFEtD4352amyWCzmKwB00yWmXafe231CDQ4fy6F8Vd4Q3gAAAKADhDdAb+U0PhA6W4U3LJkC/GtWXj/DcWW9QxsPnPI+kcobAAAAdAPhDdBbeS2bMlbeAPCfrJR4nTc4zTC2ytfSKZ+VNzQsBgAAQPsIb4DeytSwuPWyKbYJB/xvdp5x16nOhzdU3gAAAKB9hDdnHTp0SD/4wQ+Un5+vpKQk9enTR9OmTdMjjzyimpqagHxmcXGx0tPTZbFYZLFYNGvWrIB8DqKU6YHQ4W4Kb2LtVo3MTArFjIBezdz3Zn9ZtfafqDKexLIpAAAAdIOPHwFGn2XLlummm27SmTNnPGM1NTUqKChQQUGBnn76aS1fvlwjR4706+d+97vfNXwm4Ffm8OZs5U1u/xTZbeS2gL+NHZiqrJQ4lVbWe8ZWFZVqZL/klpOovAEAAEA3RP0T3JYtW3TDDTfozJkzSk5O1i9/+UutW7dO77zzjm6//XZJ0q5du3TVVVepqqqqg7t13htvvKF//OMfysrK6vhkoDucvnve5GenhGI2QK9ntVo0O9f4Z/q7u0xLpwhvAAAA0A1RH97cfffdqqmpkd1u14oVK7Rw4UJNnz5dc+bM0ZNPPqlf//rXkqSioiItXrzYL59ZVVWlb3/725KkRx55xC/3BLy00bCYnaaAwJmTbwxvPtp/SpV1rb4XfYY3zgDPCgAAAJEuqsObgoICrV69WpJ06623avr06V7nLFiwQPn5+ZKkxx57TI2NjV7ndNXChQt1+PBhzZ49W1//+td7fD/AJ9MDYePZVZLsNAUEzkU5mYpttSzR4XLr/T1lLSdYfPy16ya8AQAAQPuiOrxZunSp5/X8+fN9nmO1WnXzzTdLksrLyz1hT3dt2LBBTzzxhGJjY/XHP/6xR/cC2mVaNuU8++2ez05TQMAkxdl1wTl9DWOGXacsFslialrMsikAAAB0IKrDm/fff1+SlJSUpMmTJ7d53syZMz2v165d2+3Pczgc+uY3vymXy6Uf/ehHys3N7fa9gA65vLcKH9InQanxMSGaEBAd5uT2Mxy/W1Qql8vdMmBeOkV4AwAAgA5E9W5ThYWFkqScnBzZ7W3/p8jLy/O6pjseeeQRbdmyReecc44WLlzY7fv4cuTIkXbfLy4u9uvnIQKYGxa77cofQNUNEGhz8vrrwTd2eo5PVjdoy5HTmjg0o2nAapecLTtS0fMGAAAAHYna8Kaurk5lZU19CAYPHtzuuRkZGUpKSlJ1dbUOHz7crc/bv3+/fvazn0mS/vCHPyg+Pr5b92nLkCFD/Ho/9AKmB0KHbBrDkikg4Ib2TdSorGTtKW3ZoXBVUakxvGmNyhsAAAB0IGqXTVVWVnpeJycnd3h+UlKSJHV7u/A77rhDtbW1uvHGG3XZZZd16x5AV7i9dpuy0qwYCBLzrlOGvjdWet4AAACga6K68qZZbGxsh+fHxcVJkmpra7v8WS+88IJWrlyp1NRU/fa3v+3y9Z3RUUVQcXGxpk2bFpDPRnhqqK9XXKtjh+xsEw4EyZzcLP15zX7P8Y5jFTp+pk4D0uJ9VN6wbAoAAADti9rwpvWypYaGhg7Pr69v6k+QkJDQpc8pKyvTggULJEm//OUvlZ2d3aXrO6ujpV+IPjV1dYbwxhYTo8EZXfv9C6B7Jg/LUGq8XRV1LVU1q4pK9dXzh1J5AwAAgC6L2mVTKSkpntedWQpVXV0tqXNLrFr7/ve/r7KyMk2ZMkXf+ta3ujZJoAdq6+sNx/1Sk2SxWEI0GyC62G1WzcptY+kUlTcAAADooqiuvMnMzFRZWVmHOzWVl5d7wpuuNAY+duyYXnzxRUnSnDlz9Pe//73d80tLS7VkyRJJ0ogRI3T++ed3+rMAswZTeNM/PaWNMwEEwpy8LP17yzHP8Qd7y1TX6FQ8lTcAAADooqgNbyQpPz9f77//vvbu3SuHw9HmduFFRUWGazqr9XKsX//61x2eX1hYqK985SuSpFtuuYXwBj3S2GhcDjggo2tVYwB6ZubofrJaJJe76bi20an1+09qNrtNAQAAoIuidtmUJF100UWSmpZEbdq0qc3z1qxZ43k9Y8aMgM8L6KmqeodcDuNuU9l9aFYMBFNGUqwmD8swjK0qLGWrcAAAAHRZVIc311xzjef1s88+6/Mcl8ulF154QZKUnp6u2bNnd/r+w4cPl9vt7vBXs5kzZ3rGnnvuuW59TYAk7TpeIbuMfTQGZCSFaDZA9JqT199wvKqoVG6vZVP0vAEAAED7ojq8mTZtmi6++GJJ0jPPPKP169d7nfPoo4+qsLBQknTXXXcpJibG8P5zzz0ni8Uii8WiBx98MOBzBjpj5zHv8CY2Nq6NswEEypw8Y9Pio6drVe80NQ53E94AAACgfSHreVNWVqajR4/qxIkTOnnypBISEtSvXz/169dPI0eOlNUanFzp8ccf14wZM1RbW6vLLrtMCxcu1OzZs1VbW6slS5boySeflCSNHj3as+U3EO52FldqjsX0QGiN8X0ygIAZ3T9Zg9ITdPR0rWfsTL1b8a1PYtkUAAAAOhC08KayslL/+te/tHr1ak+T4LYkJSXpggsu0MUXX6yrrrpKkyZNCti8Jk6cqFdeeUVf+9rXVFFRoYULF3qdM3r0aC1btsywvTgQzgqLvStvZIvq/uRASFgsFl2Sn6UX1h/0jJ2uc8mwmIrwBgAAAB0IeHnLpk2bdPPNN2vAgAG65ZZb9Oyzz2rPnj3t9oCpqqrSO++8owcffFBTp07VmDFj9MQTT3i26/a3q6++Wlu3btU999yj0aNHKzExUenp6ZoyZYoWLVqkzZs3KycnJyCfDfiby+XWruOV3uGNuUkqgKAwL506U+82nkB4AwAAgA5Y3K075vrRpk2bdP/992vFihWS5GnMm52dralTp2ry5MnKyspSnz59lJGRodraWp06dUrl5eXavXu3CgoKtHXrVjU2Nu2YY7FY1KdPH/3whz/UXXfdpbg4+nd0xZEjRzRkyBBJ0uHDhzV48OAQzwiBcqCsWrMeWa2tcbcp1VLT8sb8/0rDpoduYkCUqmt0auLP3lZtY1Og+nLML3ShbWfLCVf+Wjr/jhDNDgAAAP4WiOfvgPwofv78+XrxxRflcrkkSZMmTdJNN92kL37xixo6dGin79PQ0KD33ntPL7/8sv75z3/q5MmTuu+++/THP/5RL774omerbwAtio5XSJKPZVP0vAFCIT7Gphk5mVpZWCJJcsi82xSVNwAAAGhfQJZNPf/887Lb7br99ttVVFSkjRs36p577ulScCNJsbGxuvTSS/WXv/xFx48f1wsvvKDc3FwdPHhQq1atCsTUgYhXWFwpSbKxbAoIG5fktyydcpr/6mWrcAAAAHQgIE9zd955p+677z6/Ls2Ji4vT1772Nd1000169dVX5XTyj13Al8LipsqbGMIbIGzMzm0vvKHyBgAAAO0LyNPcE088EYjbSmrqfXPDDTcE7P5ApCs6XimrXLJaTO2sWDYFhMyAtHiNHZiqHccq5PRaNsUPIwAAANC+gO821VpzDxwAgVFV79ChUzWKkY+f5FN5A4TUJWd3nXJQeQMAAIAuCmp4k5ycrKlTp+qRRx4J5scCUWPX8eZ+Nz6CUipvgJCak99fknxU3hDeAAAAoH1B/VF8XV2dPv74Y3388cc6ffq0fvGLXwTz44Fer2WnKSpvgHBz7qA0ZSbHylFPeAMAAICuCWrlTTO3262HH35Y999/f4fnHjt2TA888IBeffXVIMwMiGxFZ3ea8mpWLElWKm+AULJaLZqVmyWn2/RXr5ueNwAAAGhfSMKba6+9ttMBTnl5uX75y1/qK1/5SpBmB0SulsobHw+DNipvgFC7JC9LDtOyqcbGxhDNBgAAAJEiJOHNz3/+c/3oRz/qUgWO2+3u8Bwgmrndbk/ljc/whsobIOQuGpUpWYx/9R4rrwrRbAAAABApQhLeSNLDDz/c5QAHQNuOnq5VZX1T7wy7xVd4Q+UNEGop8THqm5poGDt2qjJEswEAAECkCFl4IxHgAP7UXHUjtbVsisobIBwM7JNiOC4pr5bLRXUpAAAA2hbS8EYiwAH8pbnfjeSrYbFFspp2uAEQEkP6GsObxsYG7ThW0cbZAAAAQBiENxIBDuAPhcdbKm9s5vCGqhsgbKQlJRiObRaX3i4sCdFsAAAAEAnCIryRCHCAnioqbqfyhn43QPgwfT/a5NLbOwlvAAAA0LaweqJ7+OGHJUmLFi3yvGaLcKBjdY1OfVpW7Tm2y2E8gZ2mgPBhWsJok1OFxRU6fKpGQ/oktnERAAAAollQK29GjhzZ4TnmCpyf/vSnQZgZENn2lFSpdb/TGPNuU7awymmB6GaqvLHLJUlaydIpAAAAtCGo4c3evXt15swZjRo1qt3zWgc4S5cuDc7kgAhWeNzY7HRQaqzxBCpvgPDho/JGEkunAAAA0Kag97xJTk5WTEzHD5KtAxwA7Wu9TbgkDc8wfY/R8wYIH16VN03hzUefntLpmoZQzAgAAABhLmwaFvvy8MMP61e/+pUmTJig2NjYji8AolSRqfJmWLrp+4VlU0D48NGwWJKcLrfe3VUaihkBAAAgzIV1eCNJP/7xj/Xxxx+rqqoq1FMBwpLb7VZhsTG8GZJurrxh2RQQNtoIbySWTgEAAMC3sA9vmtlsto5PAqLQicp6ldc0GsYGm3ve2AhvgLBh6nljb9VgfPWuE6prdJqvAAAAQJQLSHjz6quvBuK2HkeOHNG6desC+hlApCg8bux3kxRrU58Ei/EkK+EnEDYs5obFLZU3NQ1Ord93MtgzAgAAQJgLSHhz4403avz48X4PcQ4dOqQ777xTOTk5WrlypV/vDUQq85Kp3AEpsrocxpNYNgWED9OyqbQ4Y9i6gqVTAAAAMAlIeDNq1Cjt2LFDX/7ylzV8+HAtXLhQO3bs6Na9qqur9dJLL+nKK69UTk6OnnzySTmdTuXk5Ph51kBkKjKFN3nZqZLLuIyKZVNAGDGFN+nxxvBmZWGJXC52WgQAAECLgGxBs2PHDv3ud7/T//7v/+rQoUNatGiRFi1apFGjRumCCy7Q1KlTNXHiRGVlZSkjI0MZGRmqra3VqVOnVF5ert27d6ugoEAbNmzQhg0bVFdX59ky/Morr9SiRYs0bty4QEwdiDhFpmVT+QNSJJepZwZbhQPhw/T9mBpr/DnKicp6fXLktCYNzQjmrAAAABDGAvJEZ7fb9f3vf1933HGH/vCHP+iJJ57QoUOHtHv3bu3Zs0cvvvhip+7THNjYbDZ94Qtf0A9/+EOdf/75gZgyEJEaHC7tLTXuxJaXnSoVmypvCG+A8GHqQRVndWtUVrL2tPpefntnCeENAAAAPAK621RSUpJ++MMfav/+/XrzzTc1f/58DRs2TG63u8Nf8fHxmjlzpn7961/r4MGDeu211whuAJN9J6rkMC2vyB2QwrIpIJyZw1SXQ3PH9DcMrdhxPIgTAgAAQLgLyo/jrVarLr/8cl1++eWSpKNHj2rdunU6cuSITpw4oVOnTik+Pl79+vVTv379NH78eE2ZMkUxMTxwAu0pOm7sdzMoPUGp8TGS01x5w/cSEDbaCG/+sHqfZ2jfiWrtP1Glkf2Sgzw5AAAAhKOQrKUYNGiQvvSlL4Xio4FepajY1O8mO6XphVfPG7YKB8KG+fvR5dR5g9OVlRKn0sp6z/DbO0t0x0zCGwAAAAR42RSAwCo0NSvOG5Da9IJlU0D48gpvHLJaLbrUvHSKLcMBAABwFuENEMG8twk/W3nDsikgfPlYNiXJq+/Nx4fKdaJVJQ4AAACiV9CXTdXW1uovf/mL1q1bp6qqKvXt21e5ubk699xzNWHCBGVnZwd7SkBEOllVb1hiIbWuvHEYT6byBggfbYQ3F57TV0mxNlU3NC17dLulVUUlunHq0GDPEAAAAGEmqOFNWVmZPvOZz2jXrl1tnpOZmakJEyYYfuXl5clisQRxpkD422VaMhVnt2p438SmA3N4Q88bIHyYwxt3U1gTZ7dpVm6Wlm0r9ry1YgfhDQAAAIIc3vzkJz9RUVGRJCkuLk6jRo1SbW2tDhw4IKez6R+vJ06c0MqVK7Vy5UrPdfHx8Ro/frw+/PDDYE4XCGvmfjej+6fIbju7EpJlU0D48qq8aWkwPndMf0N4s3ZvmWoaHEqMDcn+AgAAAAgTQf3X4LJly2SxWDRmzBi99dZbGjhwoCSpoaFB27dv1yeffKLNmzdr8+bN2rp1q6qqqiQ1LbUqKCgI5lSBsOfV72ZASssBDYuB8GUxtZtrVSk3OzdLNqtFTpdbklTvcOm93WW6YtyAYM4QAAAAYSboy6Yk6YEHHvAEN5IUGxurSZMmadKkSYbz9+zZo82bN3tCHQAtisw7TWWnthx4bRXOT+2BsNFGzxtJSkuM0QUj++iDvSc9Yyt2Hie8AQAAiHJBfaLr37+/jhw5olGjRnXq/FGjRmnUqFG64YYbAjwzILI4nC7tLjGGN/mtK2+8lk0R3gBhw1d443ZLZ3u7zc3vbwhvVhWVyuF0tSyLBAAAQNQJ6r8Ep0+fLkkqKSkJ5scCvc6BkzWqd7gMY7ksmwIig68w1d3y/Xypacvw0zWN2niwPNCzAgAAQBgLanhz6623yu1261//+lcwPxbodYqOG/vdZKXEqW9yXMsADYuB8OVr97dWSx0HZyRqTOtlkJLe3skPPQAAAKJZUMObuXPn6rrrrtOzzz6rjRs3BvOjgV6lqNi0ZMr0oOfV88bGsikgbPiqvGnV90aSLhtrrL5ZsfO43G53IGcFAACAMBbU8Ob111/XT37yE02ZMkVz587Va6+9FsyPB3oNc+VNXnaK8QTzsil63gDhoxPhzVzT0qnDp2q1y9TnCgAAANEjqE90119/vSwWi2w2mxwOh2688UbNmTNHN9xwgz73uc8pOzs7mNMBIlahufJmgKnyhmVTQPjyuWzKGN6MyU7VoPQEHT1d6xlbsaNEeebvdQAAAESFoP843u12y+FweF6vWrVKq1atktS0G9XEiRM1ceJETZo0SRMnTtSIESOCPUUgPJw5Ip361Gu4usGhIRWbNKRV3dwkl136dH/LQM0p40U0LAbCh8/KG+NSR4vForlj+uu5dQc8Y2/tOK7vXdK53RoBAADQuwQ1vNm2bZu2bNli+NV656njx4/rv//9r/773/96xlJTUzVhwgRNmjRJjz76aDCnC4TO+49K7/zM51tJkpbEmgbf6OB+LJsCwkcnKm8k6YpxAwzhzY5jFTp8qkZD+iQGcHIAAAAIR0F9ohs7dqzGjh2rr371q56xEydO6JNPPjEEOkVFRZ7qnDNnzmjNmjV67733CG8QHZyN0nt+/r1OeAOED59bhTu9hqYO76O+SbE6Wd3gGXtrx3HddvHIQM4OAAAAYSjkT3T9+vXT3LlzNXfuXM9YY2OjduzYYQh0tm7dGsJZAkFUXyk1Vvv3ntnn+vd+ALqvEw2LJclmtejS/P56ZeNhz9h/txPeAAAARKOQhze+xMTEaMKECZowYUKopwIEn7nZsCQlZEiWpiY3Z2ob5XC1bBmcGGtTQoyPZRiSFJ8uTbtdyj4vABMF0C2d6HnT7IpxAwzhzaZD5SqtqFNWanygZgcAAIAwFJbhDRDVzNt8S9JdW6T4NLlcbk1/8C3VNLQ86D1/0zTNHN0viBME0COWzvW8kaQLc/oqOc6uqvrmRv/Sip0l+toFwwI5QwAAAIQZa8enAAgqX5U3Z7f6PlxeYwhuJCl/QEowZgXAX6xWSRbjWBvhTZzdpjl5WYaxt3YcD9DEAAAAEK4Ib4Bw4+sh7uxW34XFlYbhPkmx6pcSF4xZAfAn89KpNsIbqWnpVGvr953U6ZqGNs4GAABAb0R4A4Qbn5U3TQ96RccrDMN5A1JksVi8zwcQ3roQ3swc3U9x9pa/rh0ut94pLA3UzAAAABCGCG+AcGPueWO1S2cDmiJT5U3egNRgzQqAP3mFN642T02Ks+szpr5W/2XpFAAAQFQhvAHCjdP0E/hWD3lelTfZ9LsBIpLV1LS4ncobSbpirHHp1Hu7T6i6vv1rAAAA0HsQ3gDhxqvypqnfTXW9QwdP1RjeyqfyBohMXVg2JUmX5GfJbm1ZIlnvcGnN7hOBmBkAAADCEOENEG7MD3G2poe83SWVcrtbhq0WaVT/5CBODIDfdDG8SU+M1fRz+hrG/rudpVMAAADRgvAGCDfmhsVnK2+Kjhv73YzITFJ8jGnpBYDI4LVsytnhJZeblk6tKipVvaPj6wAAABD5CG+AcONVeXM2vCk297thyRQQsbrY80aSLhvTX603l6uqd2jd3pN+nhgAAADCEeENEG68Km+allcUmipv8gfQrBiIWOZlU+6OK2iyUuM1eWiGYYylUwAAANGB8AYIN+aGxbYYud1u78obmhUDkauLPW+aXTHOuHTq7cISOZxtbzMOAACA3oHwBgg3PnreFJ+pU0Wd8eGObcKBCNbN8Mbc9+ZUdYMKDpT7a1YAAAAIU4Q3QLjxsdtU0XFj1U1KnF2D0hOCOCkAftWNhsWSNKRPosYONFbdvbWDpVMAAAC9HeENEG58VN4UFhv73eRlp8jSunMpgMhi6XrD4mZXmKpv3tpxXG632x+zAgAAQJgivAHCjY+eN+Ztwul3A0S4bi6bkrz73hSfqdPWI2f8MSsAAACEKcIbINw4TQ9xVrtXs+J8tgkHIptXeNO5ZVOSlJOVrJH9kgxjb7LrFAAAQK9GeAOEG9NP4J0Wu/aXVRvGaFYMRLgeVN5YLBavpVP/3V7M0ikAAIBejPAGCDemZVM1DoucLuNDWW5/whsgonWzYXEz89KpAydrtNNUoQcAAIDeg/AGCDemhsWVphY4w/omKinO9FN7AJGlB5U3kjR+UJoGZxh3nFu+rbinswIAAECYIrwBwo3pIe5MvfHtvAFU3QARr4fhjcVi0VXjsw1jy7ex6xQAAEBvxY/vgXBjqrw5XW98GGOnKaAXMC+b2rNCqi3v0i1uratXuv1Iy8Bp6eTSt5SZHNvz+cUlS3lXS1l5Pb8XAAAAeozw5qxDhw7pd7/7nZYtW6ZDhw4pLi5OOTk5uuGGG/Stb31LiYmJ3b73xo0btWbNGhUUFGjnzp06ceKETp06pdjYWA0cOFAXXHCB5s2bp9mzZ/vxK0LEMvW8OVVnDG/yaVYMRD5zeHPwg6ZfXZAl6U7z3+JbejQro7WPSXe8J/U9x483BQAAQHcQ3khatmyZbrrpJp05c8YzVlNTo4KCAhUUFOjpp5/W8uXLNXLkyG7d/+6779YHH3j/o7yhoUG7d+/W7t279cILL+hLX/qSXnjhBcXHx3f7a0EvYNoqvLrRYjim8gboBWK6/wOBoGmokvauJLwBAAAIA1Ef3mzZskU33HCDampqlJycrPvuu0+zZ89WbW2tlixZoqeeekq7du3SVVddpYKCAiUnJ3f5M+Li4jRz5kxdeOGFys/P14ABA9S3b1+dOHFCW7Zs0Z/+9Cd9+umnevXVV2W1WrVkyZIAfKWIGKbKG4dafkKfEGPT0D4R8NAHoH2jLpO2vhLqWXSsvjLUMwAAAIAIb3T33XerpqZGdrtdK1as0PTp0z3vzZkzR6NGjdK9996roqIiLV68WD/96U+7/BlvvfWW7Hbf/6kvv/xyffe739Ull1yi9evX65VXXtFPfvITjR8/vttfEyKcqedNY6vwJndAiqxWi/kKAJFm/PWSxSrte8fre74r3HLrre0lqmls2Wo8b0CKxmR3s0LvwAdSRas+Ol3cwhwAAACBEdXhTUFBgVavXi1JuvXWWw3BTbMFCxbo2WefVWFhoR577DHdd999iomJ6dLntBXcNEtISNBdd92l9evXS5Lee+89wptoZtp1xtkqvKHfDdCLjLuu6VcPWCRtjN2pp9d+6hkbWZekd66dKYulG0Hvq/OkHa3Dm67tggUAAIDAiOqtwpcuXep5PX/+fJ/nWK1W3XzzzZKk8vJyT9jjb0lJSZ7XdXV1AfkMRAjTw1Lryhv63QAw++y5xi3D95+o1q6Sbi536uEW5gAAAAiMqA5v3n//fUlNwcnkyZPbPG/mzJme12vXrg3IXP72t795XuflsTVrVHO23fMmbwCVNwCMJg5J18A0Y6P75VuLu3czr/Cm+0u6AAAA4D9RHd4UFhZKknJyctpd2tQ6TGm+pqdcLpdKSkq0atUqXXvttXr55ZclSbm5ubr88sv98hmIUF4Ni1t+b1J5A8DMYrHoyvHG6pvl249372Ze4Q09bwAAAMJB1Pa8qaurU1lZmSRp8ODB7Z6bkZGhpKQkVVdX6/Dhwz363OHDh+vgwYM+3xs2bJj+8Y9/dNgjx5cjR460+35xcTd/CovgM20V3uhuqrwZmBavtMSu9VsCEB0+O36AnmnV92ZvaZV2l1RqdP8uVuuxbAoAACAsRW14U1nZ0g+gM9t/N4c3VVVVfp+L3W7XT3/6U911111KTe1eZcWQIUP8PCuETBtbhed1d/cYAL3exCEZGpAar+MVLT3Tlm0t1ui5hDcAAAC9QdQum2rdFDg2NrbD8+Pi4iRJtbW1PfrcFStWaNu2bdqyZYtWrVqln//858rKytIvfvELfec73wlIOIQI08ZW4fS7AdAWq9WiK8cPMIwt39aNikvCGwAAgLAUtZU38fEtzR0bGho6PL++vl5S07bePTF69GjD8ezZs/Xtb39bl19+uV588UVt2bJFa9euVUpK1x7UO1rOVVxcrGnTpnV5vggB08NSc88bKm8AtOeq8dl69oMDnuM9pVXaU1KpUV1ZOmUz/bPASXgDAAAQDqK28qZ1ONKZapfq6mpJnVti1VUZGRl6/vnnJUlbt27Vww8/3OV7DB48uN1f2dnZHd8E4aGN3abyqbwB0I5JQ5uWTrW2rKvVN1TeAAAAhKWoDW/i4+OVmZkpqeNmv+Xl5Z7wJlC9ZfLz8zVq1ChJ0muvvRaQz0CEcHkvm4q1WTUiMylEEwIQCaxWi64Y18OlU4Q3AAAAYSlqwxupKTCRpL1798rhaPsfqEVFRV7XBEK/fv0kqc3dqBAlzMum3DaN6p8suy2qv10BdMJV5xqrLHeXVGlvaWUbZ/tAeAMAABCWovpp8KKLLpLUtCRq06ZNbZ63Zs0az+sZM2YEbD5Hjx6VFJilWYggTnPPG5vyBtDvBkDHJg/NUFZKnGFs2dbjnb+B1WY8JrwBAAAIC1Ed3lxzzTWe188++6zPc1wul1544QVJUnp6umbPnh2QuRQUFHgqbsaPHx+Qz0CE8LFVeH42/W4AdMxqtejKniydssYYjwlvAAAAwkJUhzfTpk3TxRdfLEl65plntH79eq9zHn30URUWFkqS7rrrLsXEGP9h+9xzz8lischisejBBx/0un7Dhg36+OOP253H0aNHdcstt3iOv/71r3f1S0Ev4vbRsDifnaYAdNJnxxuXTu0qqdTukk4unWLZFAAAQFiK2q3Cmz3++OOaMWOGamtrddlll2nhwoWaPXu2amtrtWTJEj355JOSmrb4XrBgQZfvv3PnTs2fP18XXnihrr76ak2YMMHT2+bo0aN699139eyzz+rMmTOSpEsvvVTz58/33xeIiONobFDriLBRduWx0xSATpo6vI/6p8appKLeM/afLcf0/ctyO76Y8AYAACAsRX14M3HiRL3yyiv62te+poqKCi1cuNDrnNGjR2vZsmWG7cW7at26dVq3bl2758ybN09PPPGErNaoLoiKek6HMbxJSohX3+S4Ns8HgNasVouuGj9Qf/ngU8/Yv7cc0z1zR8tisXRwsbnnjTMAMwQAAEBXRX14I0lXX321tm7dqscff1zLli3TkSNHFBsbq5ycHH3pS1/Sd77zHSUmJnbr3jfeeKMGDhyoVatWad26dTp69KhKS0vV0NCg1NRUjRo1SjNmzNDXv/51nXvuuX7+yhCJXA7jsqmBfai6AdA1n59gDG8OnKzR9qMVGj84rf0LbaaeN6ZlnAAAAAgNwpuzhg0bpsWLF2vx4sVdum7evHmaN29em+8nJCTosssu02WXXdbDGSJqmBoWD86k3w2ArjlvcJqG9knUoVM1nrF/bznacXjDsikAAICwxPocIMxYTA9LQzI7eNgCABOLxaKrzzM2Lv7P1mK5XO72LyS8AQAACEuEN0AYqahrlM1tfFga1o/wBkDXXX3eQMNx8Zk6bTpU3v5FXuENPW8AAADCAeENEEZ2H6+UXS7DGMumAHRHbv8UjcpKNoz9+5Nj7V/k1bCYnjcAAADhgPAGCCNFxadltRiXNcTGsNMUgK6zWCz6vKn6Zvm2YjmcrjaukGQ1NSxm2RQAAEBYILwBwsieY6e8B80/CQeATjIvnTpZ3aD1+0+2fQE9bwAAAMIS4Q0QRvYeP+09aN66FwA6aXhmks417TDV7tIpet4AAACEJcIbIEy4XG59WnrG+w3zMgYA6IKrzzVW3/x3x3HVO9oIZbx63lB5AwAAEA4Ib4AwcfR0rRrq673foPIGQA9cda5xy/DKOofe213m+2Rz5Y2ThsUAAADhgPAGCBM7iytkl4+fcpsfpgCgCwamJ2ja8D6GsX9vaWPplDksZtkUAABAWCC8AcJEUXGl7BYfD0pU3gDooavPM1bfrNxZopqGToTFLJsCAAAIC4Q3QJgoOl6hGPkIb+h5A6CHrhyfLZvV4jmubXTqncJS7xPpeQMAABCWCG+AMFF0vFI2X+ENlTcAeigzOU4XntPXMOZz6ZRX5Q09bwAAAMIB4Q0QBmoaHDpwstq78sZikywW3xcBQBdcfZ5x16k1u07oTK0pnDFX+rldkssV4JkBAACgI4Q3QBjYdbxSbrdkN4c3VN0A8JPLxw5QrK3lr/0Gp0tv7ThuPMlXg3Q3TYsBAABCjfAGCANFxyslSTHm3abYaQqAn6QlxGhmbj/D2BvmpVPmnjcSfW8AAADCAOENEAaKiisk+ai8IbwB4EefNy2dWrfvpMqq6lsGfP2ZQ3gDAAAQcoQ3QBgoLG6qvPHaKpxlUwD86JL8LCXEtFTXOF1u/ad19Y2v8MZJ02IAAIBQI7wBQsztdqvweFPljVfDYrYJB+BHibF2XTa2v2Hsn5+0Cm98BcYuet4AAACEGuENEGLHztSpsq5pWYLd3PPGxrIpAP51zcRBhuMth0/r07LqpgN63gAAAIQlwhsgxJr73Ui+et5QeQPAvy7OyVTfpFjD2NLNR5te0PMGAAAgLBHeACFW2Cq88Vo2Rc8bAH5mt1l1talx8dJPjsrtdhPeAAAAhCnCGyDECs9uEy5JNipvAATBtaalUwdP1mjz4dO+/8whvAEAAAg5whsgxFovm4rx2m2KnjcA/O/cwWkamZlkGFu6+Sg9bwAAAMIU4Q0QQnWNzpZGoaLnDYDgsFgsXo2L39hyTI0ut2QxBTiENwAAACFHeAOE0O6SSrncLcf0vAEQLNdMMIY35TWNem/3Ce++N4Q3AAAAIUd4A4RQUXGl4bh/kukn3r6WMACAHwztm6jJwzIMY//cfNQ7vHES3gAAAIQa4Q0QQoXHKwzH2Snm8IbKGwCBY1469fbOErmpvAEAAAg7hDdACJkrbwYkmx6aWDYFIIA+Nz5bdqvFc1zvcKnBbfqnAeENAABAyBHeACHidru9Km/6J5u+Jc0/AQcAP8pIitWs3CzDWI3DYjyJ8AYAACDkCG+AECmpqNfpmkbDWL9E07IpKm8ABNg1EwcajmtNfdPlMg8AAAAg2AhvgBAxV90kx9mVas5q6HkDIMAuze+v5LiWKj+H27xVeKMAAAAQWoQ3QIiY+93kDkiRxW1ankDlDYAAi4+x6cpxAzzHDpnDG5ZNAQAAhBrhDRAihcXGypu8ASneD0n0vAEQBNdOatl1ykl4AwAAEHYIb4AQKTItm8rPTpWcpuUJVN4ACIILRvTVoPQESZLD/E8Det4AAACEHOENEAL1Dqf2nag2jOVnp3j3lqDnDYAgsFot+uLZ6huvyhtzqAwAAICgI7wBQmBvaZWcLrdhbHT/FMlp7nnDsikAwXHdpMGS6HkDAAAQjghvgBAoNDUrHtInQSnxMT4qbwhvAATH8MwkTR2eQXgDAAAQhghvgBAoMjUrzh+Q2vTCvDyBZVMAguiLkwbLafqnQVVtXYhmAwAAgGaEN0AIFB03Vt7kZZ8Nb8w/4aZhMYAg+uy52XJZjJU324+cCtFsAAAA0IzwBggBr52mBqQ0vfCqvGHZFIDgSY2PUXpyomFs+6GyEM0GAAAAzQhvgCA7UVmvsqoGwxiVNwDCRVZasuG4rKJGhaalngAAAAguwhsgyMwPQQkxNg3rc/Yn3WwVDiDE+qQkGI5tcukfm46EaDYAAACQCG+AoDMvmcodkCKr1dJ0wFbhAELMYlquaZdTSz85JofTFaIZAQAAgPAGCLIi0zbh+dkpLQdU3gAINXN4Y3GqrKpe7+05EaIJAQAAgPAGCLJC805TzduES94Ni+l5AyDYTH/u2OWUJL3G0ikAAICQIbwBgqjB4dLeUnPlTavwxtywmMobAMFmqryxqWm51MqdpSqvbvB1BQAAAAKMhhpAIHzysrT+D1LtKcOwxenSGnu94TtvwOvxkuVsz5uqEuN96HkDINisNsNhc+VNg9OlpZ8c1fwZI0IxKwAAgKjGkyHgb6f2S0vv9PlWjKSBFtNgpa8zz7LyLQogyLwqb5ye168UHNa8C4fLYjH/QQYAAIBAYtkU4G/FW/x3r+QB/rsXAHSGKbyJaRXeFB2v1NYjZ4I9IwAAgKhHeAP4m7npcHeNnCUNnOifewFAZ5l6baXGGatsXtl4OJizAQAAgFg2Bfif09TQs8850pW/liR9b8lmnaltCXe+NescnT+ir/c9kvpKA8716j0BAAFn+nNnZN94qbrl+I1PjumBq8YoIZY/nwAAAIKF8AbwN3PlTWJfadSlOllVr39X1xveemDCTCkrOYiTA4AOmJZNDc+Ik+Ww5HY3HVfWO7R8W7G+OHlwCCYHAAAQnVg2BfibebtvW9MShF3HjZ2J4+xWDe+bGKxZAUDnmMKbRLtbF4/qZxhj6RQAAEBwEd4A/mZeNnU2vNlZXGEYzh2QIruNb0EAYcZm7HkjZ6O+PHWIYWjDp6f0aVm1AAAAEBw8OQL+Zl42dbb5Z5Gp8iZvQEqwZgQAnWfuteVy6tL8/uqTFGsY/jvVNwAAAEFDeAP4mzm8sTU98BQdN1be5A1IDdaMAKDzTMum5HIo1m7VtRMHGYZf23REDqcriBMDAACIXoQ3gL+5zOGNXY1Ol3aXVBmG87KpvAEQhnyEN5J0o2np1InKer2760SwZgUAABDVCG8Af/PqeROr/Seq1eAw/oR6TDaVNwDCUBvhzej+KZowJN3w1isFLJ0CAAAIBsIbwN989LwpNDUrHpgWr/REY/8IAAgLbYQ3knf1zbu7SlVaUReMWQEAAEQ1whvA37y2Crd77TQ1ZiBVNwDCVDvhzefOzVZCTEtDY6fLrdc+PhKsmQEAAEQtwhvA33wsm9p5zBje5LNkCkC4aie8SYmP0efOzTa8/bcNh+RyuYMxMwAAgKhFeAP4m2nZlNtq91o2Rb8bAGGrnfBGkr5y/lDD8eFTtXp/b1mgZwUAABDVCG8AfzOFNzVOm05WG6txWDYFIGzZTOGN0xjeTBySrrwBxt3yXv7oYKBnBQAAENUIbwB/M20VfqLGuMtUUqxNQzISgzkjAOi8DipvLBaLbrpgmGFsZWGpSmhcDAAAEDCEN4C/mXrelFYbw5v87FRZrZZgzggAOq+D8EaSrpkwUImxxsbFbBsOAAAQOIQ3gL+ZlhgcrzIe06wYQFjzCm+cXqekxMfo8+cNNIwt2XBIThoXAwAABAThDeBvpsqbY1XGBx/63QAIa1ab8di0FLTZTecbl04dO1On1btKAzUrAACAqEZ4A/ib6UGnpNoY3lB5AyCsWWOMxz6WTUnS+MFpGj8ozTD28keHAjUrAACAqEZ4A/ibadlUo7tlCYLVIuX2TzFfAQDhoxM9b5p91bRt+Lu7SnX0dG0gZgUAABDVCG8AfzMtm2pUy4PQiMwkJcTazFcAQPjoRM+bZp8/b6CS41rOd7mlVzZQfQMAAOBvhDeAv5mWTTncLWHNmIFp5rMBILx0ofImKc6uayaaGhcXHFaj09XGFQAAAOgOwpuzDh06pB/84AfKz89XUlKS+vTpo2nTpumRRx5RTU1Nj+5dUVGhJUuW6Pbbb9ekSZOUnp6u2NhY9evXT7NmzdIjjzyi06dP++cLQeg5jeFN68qbMfS7ARDuzA2Lnb4bFjf76jRj4+LSynq9U0jjYgAAAH+yd3xK77ds2TLddNNNOnPmjGespqZGBQUFKigo0NNPP63ly5dr5MiRXb73m2++qWuvvVb19fVe75WVlWnNmjVas2aNHnnkEf3tb3/T7Nmze/S1IAx4hTctD0L52fS7ARDmbJ1rWNxszMBUTRyars2HTnvG/vrRQV0xbkAAJgcAABCdor7yZsuWLbrhhht05swZJScn65e//KXWrVund955R7fffrskadeuXbrqqqtUVVXV5fufPHlS9fX1slqtuvzyy/Xb3/5Wq1at0scff6x///vfuvHGGyVJJSUl+tznPqdPPvnEn18eQqGdnjdsEw4g7JmXTcktudpfBvXVacbGxe/vKdOnZdV+nhgAAED0ivrw5u6771ZNTY3sdrtWrFihhQsXavr06ZozZ46efPJJ/frXv5YkFRUVafHixV2+f0xMjO644w59+umn+u9//6u7775bs2fP1sSJE3X11VdryZIl+t3vfiepqdpnwYIFfv36EAKmn1I7zlbeZCbHKislPhQzAoDO8wpv1GH1zefOHai0BGPFzovrD/pzVgAAAFEtqsObgoICrV69WpJ06623avr06V7nLFiwQPn5+ZKkxx57TI2N7a/9N7vxxhv1pz/9SUOHDm3znO9+97uaMmWKJGn16tU6efJklz4DYcZUedNwtvImn343ACKBueeN5NWI3Swh1qYbpw4xjL266bCq69sPfQAAANA5UR3eLF261PN6/vz5Ps+xWq26+eabJUnl5eWesMffZs2aJUlyuVz69NNPA/IZCBKn792maFYMICJYY7zHOqi8kaSvnT9MFkvLcWWdQ//cfNSPEwMAAIheUR3evP/++5KkpKQkTZ48uc3zZs6c6Xm9du3agMyldUNjqzWq/7dEPtNDTnPPG/rdAIgIPpdNOTu8bGjfRF2Sl2UYe2H9Abndbn/NDAAAIGpF9W5ThYWFkqScnBzZ7W3/p8jLy/O6xt/WrFkjSbL///buPD6q8u77+PfMTPaFhC0sCSCECIrILggUUNF6u4ELVXG9tbV1KfbBWuWuio8btnWhfXpLcQGxKi5Vq0It1SKCgiAgIFuFgCQQlkD2hWSW54/AkDMz2SeZk5nP+/XKi3OuOXPmF5vC5DvX9bscDmVmZjb5+bm5ufU+npeX16y60Ax+DYuZeQOgHWlGz5uTbhrTR5/W2ib8P4dKtSb7mMb06xSs6gAAACJSxIY3lZWVys/PlySlp6fXe21qaqoSEhJUVlamnJycoNeyZMkSbd68WZJ00UUXKTm56b/kZ2RkNHwRWp/H479sSg5FO2w6rXNCiIoCgCYI2POmceHNuMzO6ts5Qdm1dppatHov4Q0AAEALRez6nJKSEu9xYmJig9cnJNT84t2c7cLrc+zYMd11112SJLvdrsceeyyo90cbc7skmZcIVMuuAd2S5LBH7P/dALQngWbeuBrXrN9mM3TjmN6msWXbDulAYUUwKgMAAIhYET3z5qTo6OgGr4+JiZEkVVQE7w2oy+XS9OnT9cMPNdup/va3v9XQoUObda+GZgTl5eVp1KhRzbo3miDAjizVcmhgN5ZMAWgn7M1rWHzSVcPT9ft/7lR5VU2fHJfboze+3qf7Ljo9WBUCAABEnIgNb2JjY73HVVVV9VxZ42RD4bi4uKDVcOedd+qTTz6RJF1yySV66KGHmn2vhpZ+oY24/H+Wqj0OmhUDaD+a2bD4pOTYKF05rKf+umafd+zNtft0z/mZinEEWJIFAACABkXsOo6kpCTvcWOWQpWV1azfb8wSq8Z48MEHNX/+fEnSuHHj9M4778hu501tu+fy/3TaKbsG0qwYQHthBHhr0ISZN1JN4+LajpZVaekWGucDAAA0V8SGN7GxsercubOkhndqKigo8IY3wWgM/PTTT2vOnDmSpGHDhunjjz8O6owehFCAZVNVcmhA96QAFwOABRmG/+ybJoY3WWlJGtPX3KT41a9+aGllAAAAEStiwxtJGjhwoCRp165dcjrrfmO6Y8cOv+c01//+7//qgQce8N7rn//8pzp06NCie8JCAiybSktNVHJsgB4SAGBVNp+/swIE0w25+Vxz4+Jvcwr1bU5hC4oCAACIXBEd3owbN05SzZKo9evX13ndihUrvMdjx45t9uu99tpruvvuuyVJffv21aeffuqd/YMwEWBHlv7dU0NQCAC0gN/Mm8b3vDnpgoFp6t4h1jT2yqo9LakKAAAgYkVsw2JJmjJlip566ilJ0oIFC3TOOef4XeN2u7Vo0SJJUkpKiiZNmtSs13rvvfd06623yuPxKD09XZ999pl69OjR/OJhTQHCm6zunQJcCAAWZvPpwfbWjVJUbOBr6+CQ9IlRrcLoWn8v7pCcz8XJYTNaXqOXIfUcJv3XH6T4jkG8LwAAgHVEdHgzatQojR8/XitXrtTLL7+sm2++WWPGjDFd88wzz2j79u2SpBkzZigqyjyVfOHChbr11lslSY888ohmz57t9zrLli3TddddJ5fLpa5du+rTTz9Vnz59WuV7Qmh5XFWq/SuJ02PTwB4siwPQzvjOvCk92KzbdJDUwXeOb1GzblW/gj01NV85vxVuDgAAEHoRHd5I0ty5czV27FhVVFTowgsv1KxZszRp0iRVVFRo8eLF3h2hsrKyNHPmzCbff82aNZo6daqqqqoUFRWl5557TtXV1fruu+/qfE56erpSUlKa+y0hhI4UlaprrXOn7GwTDqD9SewqleeHuoqmObAx1BUAAAC0mogPb4YOHaq33npLN9xwg4qLizVr1iy/a7KysrRkyRLT9uKN9cknn6i8vFySVF1drenTpzf4nAULFuiWW25p8msh9H44XGQObwyHeqawkxiAdmbsDOn9O0JdRdMEaBgPAAAQLiI+vJGkyy67TJs3b9bcuXO1ZMkS5ebmKjo6WpmZmbrmmmt09913Kz4+PtRloh3Yd6RQI2udu40oGUYwezsAQBs4+1qp97nSoW2SPC2+3R8/+16bcgu952nJsXr8ikGytaT3Td4m6fOnTp0H6DkGAAAQLgyPx9Pyd2WwvNzcXGVkZEiScnJylJ6eHuKKwtPcv/xFM/Lu956XODop6bfZIawIAELvq135uv6lr01jL900Qheckdb8m2Z/Li264tR5Qlfp1983/34AAABB0hq/f0f0VuFAsO0/Vmw6t0VFh6gSALCOMf06aUA389Ljl1u6bbjNvIEAy6YAAEA4I7wBgqT0uFOFJWWmMQfhDQDIMAzdNu4009jq7KPaeqAFW0/Zff5+dTubfy8AAACLI7wBgmTbgWI55DKNRUXHhKgaALCWy4f0UOdE89+JLZp9Y/dp28fMGwAAEMYIb4Ag2XqgSFEyf/Jr8/1kGAAiVIzDrpvG9DaNfbTpgA4XVzbvhr5/v7qqJdr4AQCAMEV4AwTJ1gPFijLMM29kjwp8MQBEoOnn9FK049Rbj2qXR4tW/9C8m/n2vJFHcrsCXgoAANDeEd4AQfLdfv+ZN/6/XABA5OqUGKMrh/Y0jb225geVHW9Gv5pA4bib7cIBAEB4IrwBguC406Vdh0v9et74TesHgAjn27i4qKJai9flNP1GgcIb+t4AAIAwRXgDBMF/DpbK6fYoyi+8cQR+AgBEqP5pSbpgYFfT2Msrs1XtcjftRoHCcRc7TgEAgPBEeAMEwXcntrtl2RQANOznE/qZzg8UVerDbw807SbMvAEAABGE8AYIgq0nwhuWTQFAw0b06ajhvVNNY3/5Yrc8TdktKlA4Ts8bAAAQpghvgCD4bn+xJCna8Jl5w7IpAAjId/bNfw6VavnOw42/QcBlU4Q3AAAgPBHeAC3kcnu042BNeOPwXTbFzBsACOj8AV3Vv2uiaWze59mNv0HAZVOENwAAIDwR3gAtlH2kVJXVNY02/RoW0/MGAAKy2Qz97Ed9TWNr9x7T+h8KGncDw5BsPrMb6XkDAADCFOEN0EInmxVLARoWB/pkGAAgSbpiSE91S441jc1bsbvxN/ANyOl5AwAAwhThDdBCW0/0u5EIbwCgKaIdNt027jTT2L+2HdKuw6WNu4Hv0lSWTQEAgDBFeAO00NYDp8IbdpsCgKa57pxeSo41L3+a/0UjZ9/4NoUnvAEAAGGK8AZoAY/H490mXJKiDN+eN+w2BQD1SYxx6MYxvU1j72/cr7yiioaf7Dfzhp43AAAgPBHeAC2QW1Ch4spTS6VYNgUATXfLuacp2nHqLUm1y6O/rGjEzlN+PW+cga8DAABo5whvgBaoPetGkuLtbvMFLJsCgAZ1SYrRT0ZkmMbeWLtPh4sr63+ib0DOzBsAABCmCG+AFviuVrNiSeoYa5gvYNkUADTKzyf2U5T91N+hVU635n/RwOwbv/CGnjcAACA8Ed4ALeA786ZDjM8FzLwBgEbpmRKnq4alm8Ze/3qfjpYer/tJhDcAACBCEN4ALVB7pylJSvbNauh5AwCNdufETNltp2bfVFS79NKqPXU/wa/nDeENAAAIT4Q3QDMdLqnU4RLzJ8KJDo/5IsIbAGi0Xp3iNWVIT9PYoq/2qrC8jl427DYFAAAiBOEN0Ey+s24Sou2Ktfk0LPb9VBgAUK+7JvVTrck3Kqty6ZUv9wa+2G/ZFLtNAQCA8ER4AzTT1v3mfjcDuyfLcPt86kvPGwBokr5dEnXp4B6msQVf7lFxZYAlUew2BQAAIgThDdBMvjNvzuyR7P+pL8umAKDJ7j4v03ReUunUq4Fm3/jObiS8AQAAYYrwBmgmv/CmZwf/XxwIbwCgybLSknTxoG6msZe/3KPS4w0E5G6WTQEAgPBEeAM0Q1FFtfYdKzeNndkj2X+nE3reAECz+M6+KSyv1qLVe80XsWwKAABECMIboBm2+cy6ibbb1L9rkuTyCW+YeQMAzXJmjw66YGBX09j8L7JVUrv3jd9uU2wVDgAAwhPhDdAMWw+YmxVndUtUtMNGeAMAQTTj/CzTeWF5tV5ZtffUgF/PG8IbAAAQnghvgGb4zmenqTO7d6g58J2yz7IpAGi2s9I76KIz00xjL63MVmH5ib9r/XreEN4AAIDwRHgDNMNmn/DmrPQT4Y1vs0y2CgeAFvnV5CwZxqnzkuNOzf8iu+aEnjcAACBCEN4ATVRSWa09+WWmsbN6npx547tsytFGVQFAeBrQLVmXDe5hGlvw5V7llx4P0POG3aYAAEB4IrwBmmjrgWJ5PKfOo+yGBnRPqjnx2yqcmTcA0FL3XtBftlqzbyqqXXrh892SzScgZ+YNAAAIU4Q3QBP59rvJSktSjMMuuV2SPOaL6XkDAC3Wt0uirhqWbhp7bc0PKnX6vI2h5w0AAAhThDdAE23ONYc3g9PraFYssdsUAATJL8/vryj7qek3VU631vxQbL6I3aYAAECYIrwBmmiLb7Pinik1B4F+aSC8AYCgyOgYr5+MzDCNbdxv7j9GeAMAAMIV4Q3QBMVNaVYssWwKAILo7kn9Fe049dal0m03X0DPGwAAEKbYCgfw5aySPnlA2vkPyVlpeijO7dGGmFMhjSFDKa+fCGg8bv97MfMGAIKmW4dY3Ti6t15etUeSVC2f8MbNblMAACA8Ed4Avja8Kn3zcsCHoiR1NHwGK+q5F+ENAATVLyb205tr96m8yqVq37cxzLwBAABhimVTgK+DW4Jzn5gOUlR8cO4FAJAkdU6M0e3j+0qSnL4zb+h5AwAAwhThDeArWJ/cTrhfstkbvg4A0CQ/+1FfdU6MVpXHPPPGw8wbAAAQplg2BfhyHjefD75WGnaTSo879d8L15kemnPVYPXtnOB/j459peTurVgkAESuxBiHZpzfX2s++sI0XlpeqaQQ1QQAANCaCG8AX76f3HbqJ/UZq0278rXWU+odjnbYlD7kAsnBBDYAaGvXjuqlnSsSpFp95YtKyxTjdJt2pAIAAAgHvLsBfPmGNyeaDm/ZX2QaHtg9mV8QACBEouw2TRnW2zzortaba/eFpiAAAIBWxG+egC/fZVP2GEnSllxzeHNWz+S2qggAEMDwvmmm8yg5Nfez71VSSeNiAAAQXghvAF++u5WcmHmzeX+haXhwz5S2qQcAEJBx4u/nkxxy6VhZleZ/kR2iigAAAFoH4Q3gy+Uz88YRo8LyKuUcqzAND+rZoQ2LAgD4sUebTqPklCS9uDJbh4orAz0DAACgXSK8AXw5fXvexPj1u4lx2NQ/LbENiwIA+LGb912IkkuSVFnt1u8+2RmKigAAAFoF4Q3gK0DD4s0+/W7O6JGsKDv/9wGAkKpj5o0k/W1Drr7NKWzjggAAAFoHv30CvgIsm/puv2+zYpZMAUDI2Xx63hhuGXJ7z2d/uFVut6etqwIAAAg6whvAl1/D4hi/mTeENwBgAT4Ni6VTS6ck6ducQv190/62rAgAAKBVEN4Avny2Ci+uNrS/0Nys+Kx0whsACLkA4U2/TjGm8zn/2KGy406/6wAAANoTwhvAl0/Pm90F5pk4sVE2ZXahWTEAhJxPzxtJ+s0FfU3nh4qPa96K3W1VEQAAQKsgvAF8+YQ33+ebZ+Kc2aODHDQrBoDQs/nPvJmQ2UHj+3c2jf3li2zlHCtvq6oAAACCjt9Agdo8Hr9lUzuOVJrO6XcDABYRYNmU4Xbq4UvPkN1meMeqnG7N+ceOtqwMAAAgqAhvgNrcTknmnUm2HTKHOYQ3AGARAcIbuarUPy1JN47ubRpesiVPa7KPtlFhAAAAwUV4A9Tms2RKknJLXaZzmhUDgEUE6HkjV01z4nsv6K+UeHO4M/vDrap2uf2fAwAAYHGEN0BtPkumJKnKc+rNf0K0Xf1oVgwA1mCzSzLMYydC+JT4aM2cnGV6aMfBEi38cm/b1AYAABBEhDdAbQFm3lTJ4T0enJ5i6qMAAAgx39k37lM7BF43qpcGdk82Pfzcp//RgcKKtqgMAAAgaAhvgNoChDfVtcKbszNS2rAYAECDfPveuE6FNw67TY9PGWR6uLzKpf/70ba2qAwAACBoCG+A2pyBZt6c+sVgSAb9bgDAUuoJbyRpeO9UXTcqwzT2ydaD+veOQ61dGQAAQNAQ3gC1BZx5Y/ceM/MGACzG5hve+P89/psfD1DHBPPyqof/vlUVVS6/awEAAKyI8AaozWVuWHzc49DJZphdk2LULTk2BEUBAOrk1/PG6XdJSny0Hrx4gGkst6BC/2/5961ZGQAAQNAQ3gC1+Sybqr1k6uyMFBkGzYoBwFLsDvN5gJk3knT18HSN6tPRNDb/i2ztOlzSWpUBAAAEDeENUJvLN7w59UvBEJZMAYD1+M688el5c5JhGHp86iA5au0YWO3y6LcffCePx9OaFQIAALQY4Q1Qm8+yKdNOU+kpbVwMAKBBjQxvJCkrLUm3jT/NNLYm+5je+Sa3NSoDAAAIGsIboDbfZVOeU+HNWensNAUAlmPzWTblrju8kaQZ5/dXz5Q409hjS7bpUHFlsCsDAAAIGsIboDafZVMnZ97065KgDnFRgZ4BAAglv5k3gXvenBQf7dBjU840jZVUOlk+BQAALI3wBqjNr+dNTWDDFuEAYFF2363C6595I0nnDUjTFUN6mMb+te2QlmzJC2ZlAAAAQUN4c8K+fft03333aeDAgUpISFDHjh01atQo/eEPf1B5eXmL7u10OrVx40b95S9/0e23367BgwfL4XDIMAwZhqG9e/cG55tAyzl9tgo/MfOGZsUAYFHNCG8k6ZHLzlSnBPOsnUf+vlXHyuqfuQMAABAKjoYvCX9LlizR9OnTVVRU5B0rLy/XunXrtG7dOr300ktaunSp+vbt26z7P/HEE5o9e3aQqkWrqmPZFM2KAcCibD7hTQM9b07qmBCt2ZefqXve3OgdO1pWpf/70VY9f+3QYFYIAADQYhE/82bTpk2aNm2aioqKlJiYqCeeeEJfffWVPvvsM/30pz+VJO3cuVOXXHKJSktLm/UatdfQx8bGavTo0erXr19Q6keQ+S6b8kQp2m7TgO5JISoIAFCvJva8qe3Swd01+Yw009gH3x7Qv3ccCkZlAAAAQRPx4c29996r8vJyORwOLVu2TLNmzdKYMWN03nnnaf78+frd734nSdqxY4eeffbZZr3GmDFjNG/ePK1fv14lJSVavXq1xo0bF8xvA8Hi1/PGoYE9khXjsIeoIABAvew+k4hdzkY/1TAMPT5lkJJizfeY9d53Kq5s3AweAACAthDR4c26dev0+eefS5Juu+02jRkzxu+amTNnauDAgZKk559/XtXVTX8zd9FFF+mOO+7QsGHD5HCwUs3SnP7LpoawRTgAWFcLZt5IUlpyrB665AzT2MHiSj3+8baWVgYAABA0ER3efPDBB97jW2+9NeA1NptNN910kySpoKDAG/YgPHmclabzKkVpaK/UEFUDAGhQM3ve1HbNiHSN79/ZNPb2N7latvVgSyoDAAAImogOb1auXClJSkhI0PDhw+u8bsKECd7jVatWtXpdCJ3iMvPOYsfl0DDCGwCwrmbuNlWbYRh6cupZSog2L5F98L0tOlJyvI5nAQAAtJ2IXsOzfft2SVJmZma9y5kGDBjg9xyryc3NrffxvLy8NqqkfTtSWKzai6TsjhhldIwLWT0AgAb4hjfHS6Syo02+TUaM9MSPe+jRD7d6x9xl0uNvr9Tz1w6RIaOlldbNHiXFJrfe/QEAQLsXseFNZWWl8vPzJUnp6en1XpuamqqEhASVlZUpJyenLcprsoyMjFCXEBaOFZl3FEtOTJBhtOIbdgBAy/j2vPn29ZqvZpgiaUqsz2COpN8363ZNkzFauvZ1KaFzw9cCAICIE7HLpkpKSrzHiYmJDV6fkJAgSc3eLhztQ2FJmem8U4eGfzYAACFkC5PPoXLWSGtfDHUVAADAosLkHU/TVVaeakwbHR1dz5U1YmJiJEkVFRWtVlNLNDQjKC8vT6NGjWqjatqn8iqnyivKpVotDzp3SApdQQCAhnXsG+oKguforlBXAAAALCpiw5vY2FPzoquqGt5W9PjxmoaFcXHW7H/S0NIvNGxzbpGiZG502TWVHgQAYGlnXSPtWCLt+leoK2k5nx0PAQAATorY8CYp6dSMisYshSorq1lO05glVmifNuwrUH+5TGNR0TEhqgYA0CgxidIN70qVRZIzeDtDlVU5dcNLXyvn2KkZtzab9OJNw3V2epB2IVz3srRizqnzamvO7gUAAKEXseFNbGysOnfurPz8/AZ3aiooKPCGNzQGDl8bfijUmT4zb2QnvAGAdiG2Q8PXNEGCpIeunairX/hKbs+JQbf0i/dztXTGaUqJb3jJdcMv4tOcOIjhEwAACC8R27BYkgYOHChJ2rVrl5xOZ53X7dixw+85CC8ej0ff5hQoWj4/Bw7CGwCIVMN6peqe8/qbxg4UVeq+dzbL4/HU8awm8P03xsnMGwAAEFhEhzfjxo2TVLMkav369XVet2LFCu/x2LFjW70utL2cYxXKL61SlOET3tijQlMQAMASfnl+f43u29E09un2Q1rw5d6W39zh00evmp43AAAgsIgOb6ZMmeI9XrBgQcBr3G63Fi1aJElKSUnRpEmT2qI0tLEN+wokSdEsmwIA1GK3GZp77VB1SjAvk3rqH9u1ObewZTePijWfM/MGAADUIaLDm1GjRmn8+PGSpJdfflmrV6/2u+aZZ57R9u3bJUkzZsxQVJR5JsbChQtlGIYMw9Ds2bNbvWa0jo0nwpsolk0BAHykJcfq2Z8MMY1Vuzy6+42NKq6sDvykxmDmDQAAaKSIbVh80ty5czV27FhVVFTowgsv1KxZszRp0iRVVFRo8eLFmj9/viQpKytLM2fObNZrlJaW6t133zWN7dq1y3v87rvvqnPnU00LhwwZoiFDhjTrtdA8G/YVSpJ/zxuWTQEAJE3I6qJfTOynFz7f7R3bd6xcD/xts/58/TAZhtH0mzLzBgAANFLEhzdDhw7VW2+9pRtuuEHFxcWaNWuW3zVZWVlasmSJaXvxpsjPz9ett95a5+O//vWvTeePPPII4U0bqqhyaXtesSQpxmDZFAAgsP8zOUtr9xzT+h8KvGNLtxzUwq/26taxpzX9hr4zb9htCgAA1CGil02ddNlll2nz5s361a9+paysLMXHxyslJUUjRozQ008/rY0bNyozMzPUZaKVbMotlPPEPrD+y6aCsBUsACAsRNlt+uN1Q9Uhzjwr8/El2/V19tGm39B3aW51hRSMXawAAEDYMTxB2esSVpebm6uMjAxJUk5OjtLT00NckXX8efku/f6fOyVJG2N+plSj9NSDtyyR+owLUWUAACv6dNsh3b7oG9NY58RofXTPOHXvEFfHswI4ulv60zDz2G8P028NAIB2rjV+/2bmDSLeur3HvMfsNgUAaMgFZ6TpnvPMM3LzS6v0879uUGW1q/E3csT6j1XT9wYAAPgjvEFEc7k9pt4FfsumaFgMAAjg3guyNPH0LqaxTTmFeuTvW9XoSc1RAWbpONlxCgAA+CO8QUT7z6ESlVTWBDaG3Io2fD4xZeo6ACAAu83Q3J8MVe9O8abxt77J0Rtr9zXuJsy8AQAAjUR4g4j2jWnJlNP/AjsNiwEAgXWIj9L8G0coLspuGp/94Vat/+FYHc+qJVB4w45TAAAgAMIbRLR1e+tZMiUR3gAA6nV6tyT9/prBprFql0d3vLZeOcfK63+yzeb/74yTmTcAAMAf4Q0iWoMzb1g2BQBowKWDe+iOCX1NY/mlVbrt1XUqrqyu41knOHz63lTT8wYAAPgjvEHE2l9YoQNFp94kM/MGANBc9180QOP7dzaN/edQqe56fYOcLnfdT4zyWTrFzBsAABAA4Q0iVu1ZN5LUJcCmH4Q3AIDGsNsM/b/rh6l/10TT+Mrv8/XIh/XsQOXb94aZNwAAIADCG0SsdT7hzdAe8f4XsWwKANBIHeKi9MotI9UpwRz8v/71Pr28ak/gJ/luF87MGwAAEADhDSLWN7WaFUvSYN/wxrBLNvMOIgAA1CejY7xevHmEoh3mt1hPLN2uf2075P8EZt4AAIBGILxBRCoqr9bOQyWmsUFpPm+gWTIFAGiGYb1S9ey0s01jHo/0yzc3auM+8wcHfuGNk/AGAAD4I7xBRNqwr0C12w/EOGzq1zHKfJGD8AYA0DyXDu6hX190ummsotqlWxeu0/e1Pzzwa1hMeAMAAPwR3iAi+fa7OTsjxX+rcGbeAABa4M6J/XTVsHTTWGF5tW56Za32F57obeO3VTg9bwAAgD/CG0Qk3/BmZJ9UyVllvshOs2IAQPMZhqGnrjxLP8rqYhrPK6rUjS9/raOlx5l5AwAAGoXwBhGnosqlTTlFprERfTpKruPmC1k2BQBooWiHTfNuGKahvVJM49lHynTrwnWqtvl8UMDMGwAAEIAj1AUAraowRyowb8+6e3+Rhnu2e6NLm2HoHMVJeZvNz2XZFAAgCOKjHVpwy0hdM2+1vj9c6h3fnFukFRUluqD2xcy8AQAAARDeIHytfFb67FG/4UGS3vTNZd4M8HzCGwBAkKTER2vRbaN09QurT/W7kfRDkdv8bozwBgAABMCyKYQnV7W08pmW3cNBzxsAQPB07xCnRbeNUseEUx8OVMpnp8NqwhsAAOCP8AbhqbJYqipt+Lr6dBscnFoAADihX5dELbx1pBKi7ZKkSo95lqebnjcAACAAlk0hPFWX+4/Fd1KVy6PiylNbghuSUhOizSmmzS5lnCOd99vWrhIAEIEGp6folVtG6pYF61TpNoc3O3IOK8vllsPO52sAAOAUwhuEp0A9A2bu1J8+y9af/r3LOzQkI0Uf3DW2DQsDAEA6p28nvXLLSP3r1U9M4yWlJZr5ziY9O22I7DYjRNUBAACrIbxBePKdeWNzSPYord591DQ8um+nNiwKAIBTxvTrpC7nni6tOTUWoyr9/dsDMiT94ZqzmYEDAAAk0fMG4cq3Z4AjTuVVTm3KLTQNj+7bse1qAgDAR2aPzqbzGFVLkj749oDufH2DKqtdoSgLAABYDOENwpNveBMVpw0/FKra5fEO2W2GRvQhvAEAhFBUrOk0VlXe42XbDum2V9ep7LjT91kAACDCEN4gPAUIb9Zkm5dMndWzgxJjWDkIAAghR5zpNM6oNp1/ueuobnj5axWVm8cBAEBkIbxBePLteRMVr9U+4c2YfvS7AQCEmM/Mm04xbr8PFjbuK9RP5q/W4ZIAzfgBAEBEILxBePKZeeNyxGhTTqFpjGbFAICQ85l5E+U+rjd/Olqp8VGm8R0HSzRt3mrtO+rz4QQAAIgIhDcITz5bhZe6ouR0+/S76Z3a1lUBAGDmM/NGzgqd1TNZb98xRmnJMaaH9h4t19T//VIb9xW0YYEAAMAKCG8QnnyWTeUft5vOz+rZQQn0uwEAhJoj1n/MVaX+aUl69+fnqlfHeNNDR8uqdN2La/TJdwfbqEAAAGAFhDcITz7Lpg6VG6bzcZnmrVkBAAiJQOHNiX/DMjrG692fj9GAbkmmhyur3frF6+v18qo9bVEhAACwAMIbhCff8KbS/KM+vj/hDQDAAqLi/MdqLf3tmhyrd34+xu/fLY9HeuzjbZr94Va5ai0LBgAA4YnwBuHJJ7yp8ER7jxOi7Rrai343AAALqGfmzUlJsVF65ZaR+smIDL9LF361V7e/uk5FFWwlDgBAOCO8QXjy6XlTqVNNH8f066RoBz/6AAALCBTeOP23BI+y2zTnqrP064tO93ts+c4jmvLnL/X9oZLWqBAAAFgAv8EiPPl8almpUzNvxvfv0tbVAAAQmM0m2c27Svn+G3aSYRi6a1Km5l47RNF281u4PfllmvLnL/XPrTQyBgAgHBHeIDz5fGpZe9kU/W4AAJbit1348Xovv2JIT7122yh1Sog2jZdVuXTHa+v17LKdctMHBwCAsEJ4g/Dks2yq4sSyqZ4pcTqtc0IoKgIAIDDfpVPOwDNvajunbyd9eM84ndWzg99jf/z3Lt2+6BsVllcFq0IAABBihDcIT3Usmxrfv7MMwwj0DAAAQsM3vKn273kTSM+UOL3z8zG6cmhPv8f+veOw/mvuSn2z91gwKgQAACFGeIPwVGd4Q78bAIDF+G4X3oiZNyfFRtn1zLSz9fClZ8huM384caCoUj+Zv0Z/Xr6LZVQAALRzjlAXALQKv63CY2QY0tjMTiEqCACAOvjOvFn5rPTtm41+uiHpvyVN7VOlrQeKVe1ymy/4t7T562gN7J6sGHsIPrezR0n9zpNG3i4x+xUAgGYhvEF48pt5E6XB6SlKiY+u4wkAAISI78ybQ9/VfDVRqqRxkmQP8GClpD1NLy1odi6VHDHSsJtCWAQAAO0Xy6YQnnymnFcoRj9ilykAgBXFdQx1BW1j12ehrgAAgHaL8AZhyV1l3m2q0hNNvxsAgDUNuV41i5/CXAXNkwEAaC6WTSH8eDx+y6aM6HgN7ZUSmnoAAKjPwEuln/5b2rdacjuDeuvyKpc+3nxAuw6XBnx8RJ+OmnR6F0W1Ri+cvM3Sd++eOq8oCP5rAAAQIQhvEH5cVbLJ3Kzx7NO6tc4bUwAAgqHnsJqvIIuXdM1Ejxavy9HjH29TWZXL9Pj83VKvgng9PmWQfpQV5BmqOz/xCW8Kg3t/AAAiCL/NIuxUlJf5jZ1zenoIKgEAIPQMw9B1o3rpk3t/pHNO8++vs+9YuW56Za1mLN6oIyXHg/fCcanmc2beAADQbIQ3CDvrvs/1GxuTlRGCSgAAsI6MjvF686ej9fClZyjG4f8W8O/fHtD5z3yuN77eJ7fb0/IX9A1vqkolZ1XL7wsAQAQivEHY+Xqnf3iTnJwUgkoAALAWm83Qf487TUtnjNfw3ql+jxdXOjXr/S265i+rtSW3qGUv5hveSFJlYcvuCQBAhCK8QVhxuz36Znee/wOO2LYvBgAAi+rXJVHv3DFGT115lpJj/Vsgrv+hQJf/eZV+/c4mHS6pbN6LxKX4j7F0CgCAZiG8QVjZlFuo4+XmHTXcjjjJiIAtWAEAaAKbraYXzmczJ+qKIT38Hvd4pHfW52rS7z/Xn5fvUmW1K8Bd6mGPkqJ9Zr4S3gAA0CyENwgrn20/rDjD3GzRFh0fomoAALC+LkkxmnvtUL122yj17uT/b2ZZlUu//+dOXfDsCv392/1N64fju3Sq/FgLqwUAIDIR3iCsfLr9kGLl0wzREReaYgAAaEfG9++if977I93/49OVEG33ezy3oEIzFn+r//rjSn267ZA8nkaEOL5Lp5h5AwBAsxDeIGzkHCvXjoMl/uFNFOENAACNERtl150TM7X8vomaNiI94KrjHQdLdPuib3TlC1/pq9359d+Q7cIBAAgKwhuEjc+2H5Ikxcm8bIrwBgCApumaHKvfXX22Prp7nEb16Rjwmo37CnX9i1/r+hfX6Ktd+YFn4hDeAAAQFIQ3CBufbD0oSYozmHkDAEAwDOrZQW/dMVrzbxyu09OSAl7z1e6juv6lr3XlC1/p022HzD1xCG8AAAgKwhuEhcMllfp6T00TRJZNAQAQPIZh6MIzu2npjPF6/idD1Ktj4I0ANu4r1O2LvtF//XGl/v7tfjldbsIbAACChPAGYeGf3x3Uydna/uENu00BANBSdpuhKUN76rOZE/TE1EFKS44JeN2OgyWasfhb/eh3y7U6z21+kPAGAIBmIbxBWPh4c5732HercDli27gaAADCV5Tdpunn9NaKX0/S41MGKT018AzXA0WVem9HuXmQ8AYAgGYhvEG7d7i4Umv3HvOeM/MGAIDWFxtl1w2je2v5fRP17LSzldk10e+aIk+C6fzw4YP6ePMBVTndftcCAIC6OUJdANBSS7fkqfYGF8n2avMF9LwBAKDVRNltunJYuqYM6all2w5p3ord+janUJJU6DEHOrHOYt39xkZ1TIjW1cPT9ZORGerXxT/0AQAAZoQ3aPfe37jfdH5aB5tUXGuA8AYAgFZnsxn68aBu+vGgbtq4r0ALvtyr77/LNV2TbJTLLpeOlVVp/hfZmv9Ftkb16agrh/XUxWd1V4e4qBBVDwCAtRHeoF3bfaRUm3KLTGO9OxiENwAAhNDQXqka2itVh/enSi/eb3osWWUqULL3fO3eY1q795ge/nCrLhjYVVOG9NTE07sq2sHqfgAATiK8Qbv2/gbzrJvOiTHqHOOzjp7wBgCAkOjaNc1vLMUoU4En2W+8yunW0i0HtXTLQaXER+nCM9L040HdNDazs2Ic9rYoFwAAyyK8Qbvldnv8lkxdfnYP2Y5Wmi+kYTEAAKERFSc54iRnhXdo0XX9tSini/62Yb+OlVUFfFphebXe/iZXb3+Tq8QYh84b0FU/HtRNE0/vovho3r4CACIP//rBmvI2SeteqveSI8WVurv0iOmn+KLSNOnIDvOFbBUOAEDoxKVKJafCmwz7Mf3PeWfrvgndtPI/R/Tx5jx98f0ROV2ewM8/Ln2+qUifb/pe0Q6bxvbrrIkDumhsv87qmhTTRt9EM8QkSTZmDAEAgoPwBtZUmCNtWFTvJWmSrvP9Cd4Z4EJm3gAAEDpxqVLJgVPn79wiSYqRdMGJL0Wd+GqMH058WV1MsnTx76Qh14W6EgBAGKATHMJfbIdQVwAAQOSKSw11BaFxvFhaep9UVRbqSgAAYYDwBuEtoavUa3SoqwAAIHJ1yQp1BaFTVSod3BLqKgAAYYBlU7CmjqdJ5/wi4EMeefS3DftVXFHtHevXJVETsrqYL4zvJA2+Ror139ECAAC0kbH3Sj985d+TLlLkbeKDJABAixHewJrSzpQunhPwoc+2HdJ9K74xjb1zxRipT8e2qAwAADRFam/pzjVS2RHJ7QzKLZ0ut7blFWv17qNanX1U2/NKmnWf9NQ4ndkjWWd0T9YZPTqof1qC4qJa+PZ42W+l7/526jxvU8vuBwCACG/QDs1fmW06Pz0tSSN6R+h6egAA2gPDkBK7Bu12DkmDU6XBZ0h3SMovPa5V3+dr5ff5Wrv3qHKOVTR0C0nSoQJpfUG1tPWopKMyDOm0Tgka2D1ZZ/RI1sDuSTqjewelJcfIMIzGFZdxDuENACDoCG/QrnybU6i1e46Zxn76o76Nf0MFAADCTufEGE0Z2lNThvaUJB0orNDXe45q7Z5j+jr7mLLzG9c02OORsvPLlJ1fpiVb8rzjqfFR6t81Sf26Jqhfl0T165KozK6J6pESJ7vN5z1I97PN54e3S9UVUlRci75HAEBkI7w5Yd++ffrjH/+oJUuWaN++fYqJiVFmZqamTZumO++8U/HxwdluevHixVqwYIE2b96sgoICdevWTePHj9ddd92l0aNZD92QeZ/vNp2nJcfo8rN7hKgaAABgRT1S4jR1aLqmDk2XJB0urtTavce0KadQ3+YUasv+IlVWuxt9v4Lyaq3de0xr95o/QIpx2HRa5wT161oT6PTuGK/eST01XIYMeWou8rikQ9uk9OFB+/4AAJHH8Hg8nlAXEWpLlizR9OnTVVRUFPDx008/XUuXLlXfvn2b/RqVlZW65ppr9PHHHwd83Gazafbs2XrooYea/Rr1yc3NVUZGhiQpJydH6enprfI6rWlTTqGu+POXprEHLh6gn0/oF6KKAABAe1Ttcus/h0r0bU6hN9DZdbhU7iC9K/40+j5l2g54z/+efp8OZV2vjNR4dU+JU7fkWHVJivGftQMACAut8ft3xM+82bRpk6ZNm6by8nIlJibqwQcf1KRJk1RRUaHFixfrxRdf1M6dO3XJJZdo3bp1SkxMbNbr3Hbbbd7gZtKkSZoxY4Z69OihLVu26Mknn9Tu3bv18MMPq3v37rr99tuD+S2GBY/Ho6c/Me9SkRzr0HWjeoWoIgAA0F5F2W06s0cHndmjg6af01uSVFnt0s6DJdqeV6ztecXalles7XklKj3e9CbL33n6KFOnwptzc17UwX3ves+PSMqXIYfdkMNuU5TNUJTdpih7zZ8OuyGHzSa7reaasIp4HHHSGZdLo++s6YUEAGiUiA9v7r33XpWXl8vhcGjZsmUaM2aM97HzzjtP/fv31/33368dO3bo2Wef1cMPP9zk11ixYoXeeOMNSdJll12m999/X3a7XZI0cuRIXX755Ro+fLj27dun+++/X1dffbVSUlKC8v2Fiy++z9dXu4+axu6clKkOcVEhqggAAIST2Ci7zs5I0dkZKd4xj8ej3IIK7ThYouwjpdp1uFS7T/xZXFl3qLPV3UdT7F95z7sYRepiBJjh7ZEUnA242pecNVJsB2noDaGuBADajYheNrVu3TqNGjVKknTHHXdo3rx5fte43W4NGjRI27dvV2pqqg4dOqSoqKYFBpdccomWLl0qu92uvXv3BpwytXjxYl133XWSpD/84Q+aOXNmM76jurXnZVPFldW6+PmV2l94aueIbsmx+vzXExUbZQ9hZQAAIBJ5PB4dLavyhjm7D5dpT36pcgoqlHOsXENcW/VWzGOhLtPaugyU7lzN7BsAYYllU0H2wQcfeI9vvfXWgNfYbDbddNNNevDBB1VQUKDPP/9ckydPbvRrlJaW6rPPPpMkTZ48uc7/0a688kolJyeruLhY7733XtDDm/bs0Q+3mYIbSfrV5P4ENwAAICQMw1DnxBh1TozR6L6dTI+53R7ll0xQ6etLlXh4fYgqbAeObFf2t8vl6jGyZumY3VC03eY9rllGZqMvEACcENHhzcqVKyVJCQkJGj687h0AJkyY4D1etWpVk8KbtWvX6vjx43738RUdHa3Ro0dr2bJlWrt2raqrq5s8wyfcHHe6NPvDbfrbhlzT+DmnddTVwzNCVBUAAEDdbDZDXTvESz9dKu35Qio3L/t2ezwqq3KqqLxaRRXVKqw48Wd5tYpPHJced6qsGb12rO5ex9/Uy3bEe77zvSf1ivPiep9jM3Si949NDpsh+4n+QHabZDOMmi+bIZsku92QTSfODUM2Q7LZJJth897H0Ik/jZp72Qyf+5y4ruY+NUHdyToM1ZwbJ49Vc2Co5nknj72PGye+TnQtMk7U5H9c63knj1XrtW0y9T06OW4eq/1fzfAbM/we9Tmr61r/hwNOljLquEGguk3PM13rX3dd2kuk154mlrWXUuNT09RnwLBQlxESER3ebN++XZKUmZkph6Pu/xQDBgzwe05TX8P3PnW9zrJly+R0OvX999/rjDPOaPTr5Obm1vt4Xl5eo+9lBXlFFfr5XzdoU06haTwpxqFnpp3NpzAAAMDaomKlrAv9hm2Skk581TeJ3uly61h5lfJLqnS07LiOllYpv/S4jpZVKb+k5s+jZVXewKeoolquYG2X1UrSXIX6jW2x9/xi+zpdbF/X+Bt4JLlOfAGISBsSfqQ+Az4KdRkhEbHhTWVlpfLz8yWpwfVnqampSkhIUFlZmXJycpr0OrWvb+h1Tq6JO/m8poQ3tZ/b3h13unT1C6v9lkpJ0uNTByk9NT4EVQEAALQdh92mrkmx6poU26jrPR6PyqpcNUFO+clAp8ob7Jz8Kq10qqzKpbITs3t8j1szAHrX9SP9H8c7ijJIXwCgqSI2vCkpKfEeN2b775PhTWlpaau9TkJCgve4qa8TTmIcdv2fyVma+c4m71hclF1zrjpLVwzpGcLKAAAArMkwDCXGOJQY41DPlLhm3cPj8ei4030izHGprOpUqFN+3KlKp0uV1W5VVrt03FnzZ+3z49WuOq6pGat2xehT5xhd7FkV5O8eAMJfxIY3lZWV3uPo6OgGr4+JiZEkVVT4zwYJ1uucfI3mvE5DM4Ly8vK8O2u1B1cNT9em3EItWv2DeneK119uHK4B3ZJDXRYAAEDYMgxDsVF2xUbZ1anhzzabp2K49OEvpR++lNwu1Z7n46l14Kk16qn1YF3X+B8FeI4Pj8fnwkDXNnCPugS83hP4kebMdQr0fbYH7ahUC4vs/4ouR+SuwojY8CY29tQU1KqqqgavP9l0OC6uaZ9kNOV1Tr5Gc16nPW393Vi/veQMJcQ49PMJ/dQhLrKbNwMAAISFuFTpJ695T+tupAsA/kaGuoAQitjwJikpyXvcmCVKZWVlkhq3xKq5r3PyNZrzOuEo2mHTb35cf5NnAAAAAADCnS3UBYRKbGysOnfuLKnhnZoKCgq8wUpTGwPXnhHT0OvUXvoUTg2IAQAAAABA80VseCNJAwcOlCTt2rVLTqezzut27Njh95zGqr1jVO371Pc6DodDmZmZTXodAAAAAAAQniI6vBk3bpykmuVK69evr/O6FStWeI/Hjh3bpNcYOXKkt1Fx7fv4qqqq0po1a/yeAwAAAAAAIltEhzdTpkzxHi9YsCDgNW63W4sWLZIkpaSkaNKkSU16jaSkJJ1//vmSpE8//bTOpVPvvfeeiouLJUlTp05t0msAAAAAAIDwFdHhzahRozR+/HhJ0ssvv6zVq1f7XfPMM89o+/btkqQZM2YoKsq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" ] }, "metadata": { "image/png": { "height": 432, "width": 567 } }, "output_type": "display_data" } ], "source": [ "# show input n(z) and effective output of the simulation\n", "plt.plot(z, nz, label=\"input\")\n", "plt.plot(z, nz_eff, label=\"simulated\")\n", "plt.legend()\n", "plt.xlabel(\"$z$\")\n", "plt.ylabel(\"$n(z)$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given a fixed set of shells, this is really the \"best\" (or at least close) effective $n(z)$ that we can sample." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Effective clustering and lensing\n", "\n", "Similar to the above, we can also compute the expected galaxy clustering and lensing signals: if all we do is put more of fewer galaxies into each shell, their combined signals are a linear combination of the signals of the shells.\n", "\n", "To demonstrate this, we must first compute the spectra of the shells." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# compute angular matter power spectra with CAMB\n", "spectra = glass.ext.camb.matter_cls(pars, lmax, shells)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To compute the effective clustering spectra for `ngal` galaxies in each shell, we can use the `glass.effective_cls()` function." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "clustering_weights = glass.position_weights(ngal, bias=1.0)\n", "clustering = glass.effective_cls(spectra, clustering_weights)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lensing is a non-local effect that happens along the line of sight between a galaxy and the observer. Therefore, we must first convert the weights `ngal` into a set of \"lensing weights\" that take this line-of-sight effect into account.\n", "\n", "How the lensing is computed is fully determined by the shell definition in GLASS. However, there *is* an additional degree of freedom here; namely, the effective redshift of each shell (see the GLASS paper for more details)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "lensing_weights = glass.multi_plane_weights(ngal, shells, cosmo)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.40172249e-03, 3.96236548e-03, 6.14957033e-03, 7.88046658e-03,\n", " 9.09531219e-03, 9.76151091e-03, 9.87782573e-03, 9.47783633e-03,\n", " 8.63145117e-03, 7.44327199e-03, 6.04631015e-03, 4.58919458e-03,\n", " 3.21865127e-03, 2.05760202e-03, 1.17603538e-03, 5.87348465e-04,\n", " 2.49054056e-04, 8.57266500e-05, 2.05607514e-05, 0.00000000e+00])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lensing weights are an array of numbers much like ngal\n", "lensing_weights" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# compute the lensing signal from the lensing weights\n", "lensing = glass.effective_cls(spectra, lensing_weights)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having both the clustering and lensing weights, we can also compute the cross-correlation between clustering and lensing (galaxy-galaxy lensing) by providing both sets of weights." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "cross = glass.effective_cls(spectra, ngal, lensing_weights)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point, we can **predict exactly what our simulated signals will look like**, without running a simulation at all." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 433, "width": 578 } }, "output_type": "display_data" } ], "source": [ "# show the expected galaxy spectrum from the simulation\n", "ell = np.arange(lmax + 1)\n", "plt.plot(ell[1:], clustering[1:], label=\"clustering\")\n", "plt.plot(ell[1:], lensing[1:], label=\"lensing\")\n", "plt.plot(ell[1:], cross[1:], label=\"cross\")\n", "plt.legend(loc=\"lower left\")\n", "plt.xscale(\"log\")\n", "plt.yscale(\"log\")\n", "plt.xlabel(\"$\\\\ell$\")\n", "plt.ylabel(\"$C_\\\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can compare this with the expected signal from theory using the **original** $n(z)$." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# boost accuracy for power spectrum computation\n", "pars.Accuracy.TimeStepBoost = 5\n", "\n", "# no effects on top of clustering for demonstration\n", "pars.SourceTerms.counts_density = True\n", "pars.SourceTerms.counts_redshift = False\n", "pars.SourceTerms.counts_lensing = False\n", "pars.SourceTerms.counts_velocity = False\n", "pars.SourceTerms.counts_radial = False\n", "pars.SourceTerms.counts_timedelay = False\n", "pars.SourceTerms.counts_ISW = False\n", "pars.SourceTerms.counts_potential = False\n", "pars.SourceTerms.counts_evolve = False\n", "\n", "# angular scales\n", "pars.min_l = 1\n", "pars.set_for_lmax(lmax)\n", "\n", "# use the _original_ n(z) for theory\n", "pars.SourceWindows = [\n", " camb.sources.SplinedSourceWindow(z=z, W=nz, source_type=\"counts\"),\n", " camb.sources.SplinedSourceWindow(z=z, W=nz, source_type=\"lensing\"),\n", "]\n", "\n", "# compute theory spectra\n", "theory = camb.get_results(pars).get_source_cls_dict(lmax=lmax, raw_cl=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 433, "width": 578 } }, "output_type": "display_data" } ], "source": [ "# show the expected galaxy spectrum from the simulation\n", "# overplot the theory using the original n(z)\n", "ell = np.arange(lmax + 1)\n", "plt.plot(ell[1:], clustering[1:], label=\"clustering\")\n", "plt.plot(ell[1:], lensing[1:], label=\"lensing\")\n", "plt.plot(ell[1:], cross[1:], label=\"cross\")\n", "plt.plot(ell[1:], theory[\"W1xW1\"][1:], label=\"clustering (theory)\", c=\"C0\", ls=\"--\")\n", "plt.plot(ell[1:], theory[\"W2xW2\"][1:], label=\"lensing (theory)\", c=\"C1\", ls=\"--\")\n", "plt.plot(ell[1:], theory[\"W1xW2\"][1:], label=\"cross (theory)\", c=\"C2\", ls=\"--\")\n", "plt.legend(loc=\"lower left\", ncols=2)\n", "plt.xscale(\"log\")\n", "plt.yscale(\"log\")\n", "plt.xlabel(\"$\\\\ell$\")\n", "plt.ylabel(\"$C_\\\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For an in-depth explanation of these differences at large scales, please refer to the GLASS paper." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Linear windows\n", "\n", "We have seen that the quality of our simulated galaxy redshift distribution is closely tied to how well we can match the individual radial profiles of the shells to our desired $n(z)$. For tophat windows, as used above, it is clear that this match will never be close unless the shells are thin compared to the width of the $n(z)$.\n", "\n", "An alternative is the linear window function available as `glass.linear_windows()`, which is an overlapping triangular profile." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "shells_lin = glass.linear_windows(zgrid)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 567 } }, "output_type": "display_data" } ], "source": [ "# show the linear windows\n", "for shell in shells_lin:\n", " plt.fill(shell.za, shell.wa, alpha=0.5)\n", "plt.xlabel(\"$z$\")\n", "plt.ylabel(\"shell profile\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The reason for this choice is simple: if tophat windows correspond to nearest-neighbour interpolation of the desired galaxy $n(z)$, linear windows correspond to linear interpolation, which greatly improves the quality of the effective $n(z)$." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 567 } }, "output_type": "display_data" } ], "source": [ "ngal_lin = glass.partition(z, nz, shells_lin)\n", "nz_eff_lin = glass.combine(z, ngal_lin, shells_lin)\n", "\n", "# show input n(z) and effective output of the simulation\n", "plt.plot(z, nz, label=\"input\")\n", "plt.plot(z, nz_eff_lin, label=\"simulated (linear windows)\")\n", "plt.legend()\n", "plt.xlabel(\"$z$\")\n", "plt.ylabel(\"$n(z)$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recomputing all weights, we similarly find a much better agreement with theory." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# lensing weights for linear windows\n", "lensing_weights_lin = glass.multi_plane_weights(ngal_lin, shells_lin, cosmo)\n", "\n", "# recompute the matter power spectra of the shells for linear windows\n", "spectra_lin = glass.ext.camb.matter_cls(pars, lmax, shells_lin)\n", "\n", "# compute the observed spectra from the weights\n", "clustering_lin = glass.effective_cls(spectra_lin, ngal_lin)\n", "lensing_lin = glass.effective_cls(spectra_lin, lensing_weights_lin)\n", "cross_lin = glass.effective_cls(spectra_lin, ngal_lin, lensing_weights_lin)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 433, "width": 578 } }, "output_type": "display_data" } ], "source": [ "# show the expected galaxy spectrum from the simulation using linear windows\n", "# overplot the theory using the original n(z)\n", "ell = np.arange(lmax + 1)\n", "plt.plot(ell[1:], clustering_lin[1:], label=\"clustering\")\n", "plt.plot(ell[1:], lensing_lin[1:], label=\"lensing\")\n", "plt.plot(ell[1:], cross_lin[1:], label=\"cross\")\n", "plt.plot(ell[1:], theory[\"W1xW1\"][1:], label=\"clustering (theory)\", c=\"C0\", ls=\"--\")\n", "plt.plot(ell[1:], theory[\"W2xW2\"][1:], label=\"lensing (theory)\", c=\"C1\", ls=\"--\")\n", "plt.plot(ell[1:], theory[\"W1xW2\"][1:], label=\"cross (theory)\", c=\"C2\", ls=\"--\")\n", "plt.legend(loc=\"lower left\", ncols=2)\n", "plt.xscale(\"log\")\n", "plt.yscale(\"log\")\n", "plt.xlabel(\"$\\\\ell$\")\n", "plt.ylabel(\"$C_\\\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All in all, using linear window functions is therefore a simple way to greatly improve the quality of a simulation, and is our recommended default for GLASS." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 4 }