{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Localized spectral analysis on the sphere\n", "\n", "A localised spectrum estimate is the spectrum of a global function multiplied by a localization window. In a 2D Cartesian coordinate system, this multiplication becomes a convolution in the Fourier domain. As a result of the convolution, a localized spectral estimate for a given wavelength depends upon a range of coefficients of both the global function and localization window. One says that the window *couples* the global Fourier coefficients to the localized coefficients.\n", "\n", "Windowing on the sphere leads to similar effects: Multiplication of a global function by a window leads to coupling of the spherical harmonic coefficients of the globally defined function to the localized spectrum. In the case of an isotropic and stationary stochastic function, a coupling matrix describes the relation between the global power and the expectation of the localized power, and at high degrees, this matrix operation also resembles a convolution." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from __future__ import print_function # only necessary if using Python 2.x\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pyshtools" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "pyshtools.utils.figstyle(rel_width=0.75)\n", "# %config InlineBackend.figure_format = 'retina' # if you are using a retina display, uncomment this line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate a random model using the SHCoeffs class interface\n", "\n", "We first generate a random model using the `SHCoeffs` class interface. This class simplifies coefficient generation and provides a simple access to most SHTOOLS functions. We start by defining a global power spectrum that follows a power-law-like decay:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "lmax = 100\n", "a = 30 # scale length\n", "degrees = np.arange(lmax+1, dtype=np.float)\n", "power = 1. / (1. + (degrees / a) ** 2) ** 1.5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we generate random coefficients from this input power spectrum, plot the power spectrum of the realization, and expand the coeffificients on a grid:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 305, "width": 627 } }, "output_type": "display_data" } ], "source": [ "coeffs_global = pyshtools.SHCoeffs.from_random(power, seed=12345)\n", "\n", "power_global = coeffs_global.spectrum()\n", "fig, ax = coeffs_global.plot_spectrum(unit='per_dlogl')\n", "\n", "grid_global = coeffs_global.expand(grid='DH2')\n", "fig2, ax2 = grid_global.plot(colorbar=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate a box window function\n", "\n", "We next generate a window function that picks a few local regions from the globally defined model. In this example, the window contains sharp boundaries, so the spherical harmonic bandwidth of the function is infinite. In general, this could severely bias the localized power spectrum away from its global value, especially when the power spectrum follows a power law. To combat this negative characteristic, we will show in a different tutorial how to construct windows with a specified spherical harmonic bandwith that are optimally concentrated within the provided region.\n", "\n", "This example makes use of the class `SHGrid`, which is the counterpart to `SHCoeffs`. Let's start by making an arbitrary mask:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "latgrid, longrid = np.meshgrid(grid_global.lats(), grid_global.lons(), indexing='ij')\n", "\n", "window = (-40 < latgrid) & (latgrid < -30) & (10 < longrid) & (longrid < 30)\n", "window += (0 < latgrid) & (latgrid < 30) & (60 < longrid) & (longrid < 80)\n", "window += (-70 < latgrid) & (latgrid < -40) & (130 < longrid) & (longrid < 150)\n", "window += (20 < latgrid) & (latgrid < 40) & (125 < longrid) & (longrid < 145)\n", "window += (10 < latgrid) & (latgrid < 30) & (220 < longrid) & (longrid < 250)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, generate an `SHGrid` instance from the input array, plot the grid, expand it in spherical harmonics, and calculate and plot the power spectrum. Note that the first element of the grid corresponds to 0 degrees east and 90 degrees north." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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md7972bMTh/KyNfq+aiiPr6o9QzYdAAAAAKzLPATn7j+Up2dywuozkvzx8OyhSV6W5LuT/FFV3aO7Lx7e3Xoo1xOcOzjJsfupO5WqWm2fuiPGHgcAAADYES6vulmG2TdXVujuIzd7EoubsOfc4u7ffW1Vu/qrh1Nal/6BvD7Jg7r7Nd192XC9JckDk1yTScDr15c1v3EoD1pjiOXBzWtHmjYAAAAAc2K3Z87dZtnfv97dn19Zobu/UlW/l+SXkzxs2auLk9wtk9NY9+XoofxGd+8VqR7DeqLdVXVskss3Y3wAAABgWzmuu6+Y9SQWe08We+TMuZH72yl2+1dfnuSG4e9/XKPeR4byjlV12+HvpeWtx63R7pihvHS66QEAAAAwz3Z15lx3L1TV55LcI8md1qi6tIR1IZPlr0ly0VA+cI12pwzll6aeJAAAAMAOs5DKQsY9XXXs/naK3Z45lySfHMofXKPOvYby0929FJx771A+sqr2WlpaVQcnedRwe+4BzxIAAACAuTMPwbnXD+UTq+ruK18Oh0Y8c7j9X8tevT2TgyIOTfKsVfp9apKjknw7yZvGmiwAAADAdre059zY1zyah69+Z5I/y+Rb31NV31/DmcNVdUwmQbg7JPlCkhcvNeruq5O8YLh9UVU9sar2DO0ekuSVw7uXdfclW/EhAAAAAOwuu3rPuSTp7q6qM5Kck+TBST6Q5Iqq+komy1n3ZHJYxBO7+7oVzV+ayb5ypyc5O8lXqurKJPce3r81yXM2/ysAAAAAto+FjL9H3MKove0c85A5t5QF94NJfjbJXyc5JMldk3wmyYuSPKC7/2GVdotJzkjy00nOT3LrJHdM8v4kZ2YS0LtxZTsAAAAAWI9dnzm3ZAiivWq4NtKuk7x2uAAAAADmXm/CHnE9gz3nquqhSf59ku9PcmSSzyX5n5lsY3b9Wm1X6euuSX4lyfcluUuSL2eyWvO/dvc5+2o3F5lzAAAAALBcVT07yXlJHptkMckFmWyB9sIkH6iq22ygr59L8g+ZrLS8w/D37ZL8SJI/rqrfXzoDYSXBOQAAAAA2ZKH3bMq1VarqcUlekqQz2dLshO4+OcmDklybyRkEr1lnXw9O8juZBPiekuS47n5AJsG5Zw5j/Kvh2ovgHAAAAABzo6pukeTlw+1Z3f3G7l5Iku7+YCbZb0nyhKq63zq6fHqSg5L8Rne/adgiLT3x3zJZJpskT1ytseAcAAAAABuymNqUa4ucluTEJNcnecUq79+W5LLh7zPW0d/9h/KD+3i/9PzOq70UnAMAAABgnjxmKN/Z3desfNndi0mWDnB48Dr6++ZQnryP93cbyn9c7aXgHAAAAAAbssP3nFtaqnr+GnU+PpQnrKO/Nw/lWVX1sOUvquoBSX46k/3oXp5VHLyOAQAAAABgq11YVb1Whe4+cop+TxzKy9aoc9VQHl9Ve4Zsun15RZL/K8njkvxlVb0zyduT3DPJszIJzD29u9+3WmPBOQAAAAA2ZLEriz3uHnFj97eGWw/leoJzByc5dq263X1jVf1Ykhcl+aUkPzJcS56R5Pf31V5wDgAAAIDt6KTuvmIT+r0xyaGZnLC6L8tjZteu1VlVHZTkxUn+nyQ3JHlHkq8meWySOyR5dZLTq+oJ3f21le3tOQcAAADAhixmTxZGvha3Lkx18VDefo06Rw/lN7r7m2vUS5LfSfLvknwpySnd/aTufmaSOyX5+STXJXl4kj+qqr3SAwXnAAAAAJgnS8G549aoc8xQXrpWR1V19yTPHG5/srs/ufSuu2/s7ldkEqBLkocl+YGVfQjOAQAAALAhS3vOjX1tkYuG8oFr1DllKL+0n75+IEkl+WaS9+6jzhszWUq7vN/vEJwDAAAAYJ4sBdEeWVV7nfZaVQcnedRwe+5++rrlUN4i+z7b4YZMlrYmyZUrXwrOAQAAALAhi6ksDvvEjXdtWebc25Nck8mhEM9a5f1TkxyV5NtJ3rSfvj40lIcmedI+6vxQkqUg4N+sfCk4BwAAAMDc6O6rk7xguH1RVT2xqvYkSVU9JMkrh3cv6+5LltpV1R2r6oNV9cmqus/w+Pwkfz38/YqqesryQx+q6oeTvGG4fX2Sz6+cz77S7QAAAABgVQtdWRh5j7ix+9uPl2ay/9vpSc5O8pWqujLJvYf3b03ynBVtHp2b9ql7cpKPdvc/VdWTMln+eu8k/zOTIN0FSb47N50I+6dJfq67e+VEZM4BAAAAMFe6ezHJGUl+OpPst1snuWOS9yc5M8kTu/vGFc3OyWQZ6z8mefOyvr6c5L5JfiqTINxVmQTqvpbJEtpHJPmR7r5+tbnInNuBquqalY9mMhEAAABgq11YVd/JvuruvQ402AqLGf901S3ccy5JMmSxvXa41lP/0iSn7uPdQpL/PlwbInMOAAAAAGZE5twOtDIqXlXHJrl8RtMBAAAAts5J3X3FrCfRvSeLPW7OV4/c304xn18NAAAAANuAzDkAAAAANmQhlYWR94gbu7+dQuYcAAAAAMyIzDkAAAAANmSxN+G01pH72ylkzgEAAADAjMicAwAAAGBDFjfhtNax+9sp5vOrAQAAAGAbkDkHAAAAwIYsprI48umqY/e3U8icAwAAAIAZkTkHAAAAwIYsdmXBaa2jkDkHAAAAADMicw4AAACADVns2oTTWmXOAQAAAABbSOYcAAAAABsyyZyz59wYZM4BAAAAwIzInAMAAABgQxZTWczImXMj97dTyJwDAAAAgBmROQcAAADAhthzbjwy5wAAAABgRmTOAQAAALAhi70niz1uztfY/e0U8/nVAAAAALANyJwDAAAAYEN6E/aca3vOAQAAAABbSeYcAAAAABuymMpiRj6tdeT+dgqZcwAAAAAwIzLnAAAAANiQxU3Yc27s/nYKwbkdqKquWfloJhMBAAAAttqFVdVLN9195Cwnw4ETnAMAAABgQ2TOjUdwbgdaGRWvqmOTXD6j6QCwwrsu/cisp7CpHnH8fWc9BQCAeXZSd18x60kwHsE5AAAAADZkMZuQOTenu3Y5rRUAAAAAZkTmHAAAAAAbYs+58cicAwAAAIAZkTkHAAAAwIZ0xt8jrkftbeeQOQcAAAAAMyJzDgAAAIANsefceGTOAQAAAMCMyJwDAAAAYENkzo1H5hwAAAAAzIjMOQAAAAA2RObceGTOAQAAAMCMyJwDAAAAYENkzo1H5hwAAAAAzIjMOQAAAAA2pLvSI2e6jd3fTiFzDgAAAABmRObcJquqo7v7qlnPAwAAAGAsi6ksZuQ950bub6eYi8y5qrpVVT2rqv6oqj5RVd+qqguq6h1Vddo62j90qHt5VV039HFWVR22RpuHV9XFSa6sqouq6uGjfhQAAAAAO96uD85V1SFJPpfk95I8PslxST6T5I5JHpvkXVX1kjXaPzvJeUPdxSQXJLlXkhcm+UBV3WaVNrdMcnaS5yc5Islzk5xdVUeM92UAAAAAs9HDaa1jXvac26W6+4Ykf5vkNUnumuT23X3fJLdL8rqh2rOr6gdXtq2qxyV5SZJOckaSE7r75CQPSnJtklOGfle682ToflV3X9vdr0ty/TA+AAAAACSZg+Dc4Cnd/Yzu/mx3d5J097eS/FySi4Y6T1jeoKpukeTlw+1Z3f3G7l4Y2n4wyZlL7arqfivGuzDJwVX19Ko6vKqeluTwJJ8d+8MAAAAAttrSaa1jX/NoLoJz3X3dPp7fkOTvhtt/tuL1aUlOzCTj7RWrNH9bksuGv89Y0e+3kpyeybLWa5O8IMmTu/uaKaYPAAAAwC7ltNbke4fyiyueP2Yo37laUK27F6vqnCRPT/LgVd7/WZITquqo7r56zAkDAAAAzNLSPnFj9zmP5iJzbl+q6pFJTh5uX7/i9dJS1fPX6OLjQ3nCvioIzAEAAACwL3OXOTfsJXdSJktRnz08ft6wj9xyJw7lZdm3q4by+Kra092Lo00UAAAAYJvajD3i5nXPubkJzlXVbZOszGL7UpJndfc7V2ly66FcT3Du4CTH7qfuVKpqtX3qjhh7HAAAAGBHuLzqZkGsb66s0N1Hbt10OFBzE5xLcmOS85LcIskdknxPkjsleeGQ9fbHq9Q/NMlBa/S5/Pe7dsS5AgAAAGxb9pwbz9wE57r7m0ketnRfVSck+YUk/yHJ/66qn+nuVy9rcnGSuyW5/RrdHj2U3xj6H916ot1VdWySyzdjfNgs77r0I7OewqZ5xPH3nfUUANghdvO/D2fJv4uBXe647r5i1pNgPHN7IER3X9Ldv5TkPw2PXlZVRy2rcvFQHrdGN8cM5aVjzw8AAABgu+ok3SNfs/6oGZnb4NwyfzCURyT5vmXPLxrKB67R9pSh/NLYkwIAAABg9xOcS76+7O/l+8u9dygfWVV7LS2tqoOTPGq4PXeT5gYAAACw7SwmWUyNfM0nwbnkacv+/tCyv9+e5JpMDoV41irtnprkqCTfTvKmTZsdAAAAALvWrg/OVdVDq+oPqurUqjpk2fNDqur/zU17zr24u69eej/8/YLh9kVV9cSq2jO0fUiSVw7vXtbdl2z+lwAAAABsD921Kdc8mofTWn8skyy3pya5sao+Ozz/3tz0/X+Q5FdXafvSTPaVOz3J2Um+UlVXJrn38P6tSZ6zSfMGAAAAYJebh+Dcs5P8TZInJLlLkjsnWUjy4SSfSvI73X3+ag27e7Gqzkjy7iTPTHLPJIcleX+SVyd5Q3fP62EiAAAAwJzqriyOnOkmc26X6u4bM8l6O3vK9p3ktcMFAAAAAKPZ9cE5AAAAAMbVPbnG7nMe7foDIQAAAABgu5I5BwAAAMCGbMbpqvO655zMOQAAAACYEZlzAAAAAGyIzLnxyJwDAAAAgBmROQcAAADAhix2ZXHkTLex+9spZM4BAAAAwIzInAMAAABgQ7on19h9ziOZcwAAAAAwIzLnAAAAANgQp7WOR+YcAAAAAMyIzDkAAAAANkTm3HhkzgEAAADAjMicAwAAAGBDerjG7nMeyZwDAAAAgBkRnAMAAABgQ5b2nBv72mpV9dCqekdVXV5V11XVJ6rqrKo67AD6PKiqHjD0856qurKq3rev+pa17kBVdc3KRzOZCAAAALDVLqyq76wA7e4jZzmZnayqnp3kxZnEVS5LckGSeyd5YZInVNUPdffXN9jnw5L8VpJ/Pjz6dpLPJfn0vtrInAMAAABgY3qTri1SVY9L8pJh1DOSnNDdJyd5UJJrk5yS5DUb7PPfJPmLTAJzf5nkJ5Ic29336u6f3lc7mXM70MqoeFUdm+TyGU0HgBUecfx9Zz0FAAB2r5O6+4pZT2Inq6pbJHn5cHtWd79x6V13f7CqzkzyvzLJnrtfd394HX0+KclvZxLs+49J/nN3L65nPqMF56rq8CR3ySQb7xPdfeNYfQMAAACwnWzGHnFbtmvXaUlOTHJ9kles8v5tmSxzvX0mWXVrBueq6rgkrxtu/213v3yt+isd0LLWmvixqvpgkmuS/H2S/5Pkzvuoe5+qspQWAAAAgFl5zFC+s7tX7uufIePtnOH2wevo76wkt0ryd0l+Z6OTmTpzrqqOSfLHSR649Ggo91ohXFUHJflikjsk+cEkfz3tuAAAAADMVvfkGrvPLXK/oTx/jTofH8oT1uqoqg5OcuZw++Ikx1TVv0zygCSHJflYknd393n76mOq4FxVVZK3Jjl1eHRBkj9L8q9Xq9/dC8ORsU9O8iMRnAMAAABgbTc7mXY1U55We+JQXrZGnauG8viq2rPG/nEPTnKbTJLVjkrymSS3Xvb+sUl+tapel+QXuvvalR1Mu8T0SUkeOgz8wiT36O5f2E+bvxzKe085JgAAAADbQHdtyrVFloJn6wnOHZzk2DXq3X8ob0zyX5OcOzw7MpMTX181vP+pJP9ptQ6mXdb6E0P5ru7+/9bZ5tKhPH7KMQEAAACYH5t1Mu2NSQ5NctAadZbHzPbKdlvmu4byFkn+S5J/1/2dBbofSfKzVfW1JP8hyS9W1X/r7k8v72DazLmTM8mae93+Ki7z5aEUnAMAAADYybo259oaFw/l7deoc/RQfqO7v7lGvdsM5dVJfnlZYG65F2QSENyT5CErX04bnLvDUH5uA22Dcef3AAAgAElEQVQOG8rbTTkmAAAAAByopeDccWvUOWYoL12jTpJ8aSg/1903rFZhOBH2guF2r+3epl3W+o1MIogbCbTdfSi/NuWYAAAAAGwDO/y01ouG8oFr1DllKL+0Rp0k+exQ3mk/9W4cyr2y8KbNnPvCUP7zDbR55FB+fsoxAQAAAOBAvXcoH1lVe532WlUHJ3nUcHvufvr65FAeV1X3WK1CVR2a5HuH24+tfD9tcO5PklSSn66qQ/ZXuap+IMmPZ7JP3V9MOSYAAAAA20Fv0rU13p7kmkwOhXjWKu+fmuSoJN9O8qb99PUPSf7P8Pd/rKrVNs575jDW1Unes/LltMG51yS5LpOlqr89RBRXVVWPSvLm4XYxyWunHBMAAAAADkh3X53JIQ1J8qKqemJV7UmSqnpIklcO717W3ZcstauqO1bVB6vqk1V1n6GvTvKLmcS8fiKTONkRQ/2qqtOT/PrQxa9091Ur5zNVcK67L07ynEyy556R5G+r6meWVXlEVf1qVf1xknMyOf2ik/x2d184zZgAAAAAbA+TPedq5GtLP+GlmWTF7UlydpJLqurjSd6XyaGmb80k9rXcozPZp+4eSZ689LC735/kaUn+Kcm/TvK1qvpoksuTvHHo7/mZJLvtZdoDIdLdv1lVxyT5pUw2yXtlbkpAfPmyqkvpfO8c6gIAAADAzHT3YlWdkeTdmSw7vWcmQbT3J3l1kjcMWXHLnZPkQ0mOzE2rRJf6+x9V9XdJ/n2S0zIJ4H09k63hXtLd5+1rLlMH54aBf6Wq3pdJet7J+6h2TZIXJ3lxdy8cyHgAAAAAbAObsUfc1mbOLS1JfW3WuQVbd1+a5NQ13n86kxWmG3JAwblh4D9J8idVdb8kD8vk6NhbJrkykw3x/ry7rznQcQAAAABgtzng4NyS7v5wkg+P1R8AAAAA29PSPnFj9zmPpj2tFQAAAAA4QKNlzgEAAAAwJ3bBnnPbxarBuap6XJLHjTRGDeMcluTQJId29yNG6hsAAAAAdqx9Zc7dN8mZGT9mWZvQJwAAAABbqoZr7D7nz/6WtY7xqywF474xQl8AAAAAsGvsKzj3+iR/tZ+2t03ye0mOT/KpJK9I8sUkN2QS1DsqyamZZOAdmeTNSX6hu284wDkDAAAAMEv2nBvNqsG57v5iJoG2VVXVniTvSXKHJH+Y5MzuXlil6hur6gVJ3pnkGZn8zD93oJMGAAAAgN1gz5TtnpTkB5J8NvsOzCVJuvvKJI9I8tUkP1NV3z/lmAAAAABsB71J1xyaNjj31Ex+st9eKzC3pLu/luQ3M1nu+vQpxwQAAACAXWV/B0Lsy72H8qMbaPM3Q/kvphyTQVVds/LRTCYCAAAAbLULq+o7OWbdfeRMZtE1ucbucw5NG5z7rqG8xQbaLP2Dc8cpxwQAgF3lEcffd9ZTAABmbNrg3FeT3D7J/bP/U12XfN9Q3jjlmAxWRsWr6tgkl89oOgAAAMDWOam7r5j1JDpJj7xH3JxuOTf1nnMfy2Qp5VOr6pD9VR5Od/2x4fbzU44JAAAAALvKtMG5tw3lyUn+yzrqPzeTveY6yTlTjgkAAADAduC01tFMG5x7fZILh7+fWVUfqKp/UVU327mvqu5dVe9I8qvDo2uT/O6UYwIAAADArjLVnnPdfUNVPTHJe5PcMsmpw983VNVnk1yX5HuT3GZoUpnEP392O6yLBgAAAOAAOK11NNNmzqW7P5zkh5JckknwrZIcmuRemRwUcdtlz29I8vTufuOBThgAAAAAdoupg3NJ0t1/l+TuSX4pyceHx0sBuSS5Osnrktyru19/IGMBAAAAsD1Ub841j6Za1rpcd38ryW8k+Y2qOibJCUkOT3Jlks9398KBjgEAAAAAu9EBB+eW6+4rMwnKAQAAALBbbcbpqnOaOXdAy1oBAAAAgOmNmjm3L1V1cJLDMjkw4tDuvnQrxgUAAABgEzitdTRTBeeq6kD2ketpxwUAAACA3WTaINl8hjIBAAAAsOfciKYNzn0p+//JDklyh+HvTvKmJBcm+caUYwIAAADArjJVcK67T1xPvaq6bZJnJHl+kocmeV53f3aaMQEAAADYJmTOjWZTT2vt7q91928k+fEkxyd5e1UdupljAgAAALDJepOuObSpwbkl3f0nSf5Hkrsn+YmtGBMAAAAAtrstCc4Nzs7kIImnbuGYM1dVR896DgAAAACj6tqcaw5tZXDuiqG8yxaOOYqqemhVvaOqLq+q66rqE1V1VlUdtkabh1fVxUmurKqLqurhWzhlAAAAAHaArQzO3Xcod1QmWVU9O8l5SR6bZDHJBUnuleSFST5QVbdZpc0tM8kUfH6SI5I8N8nZVXXEVs0bAAAAYLNUb841j7YkODcEpX5uuL1wK8YcQ1U9LslLMtmS8IwkJ3T3yUkelOTaJKckec0qTe+cpLv7Vd19bXe/Lsn1Se66NTMHAAAAYCfY9OBcVZ2W5F2ZZM51knM3e8wxVNUtkrx8uD2ru9/Y3QtJ0t0fTHLm8O4JVXW/Fc0vTHJwVT29qg6vqqclOTzJZ7dg6gAAAACby2mtozl4mkZV9Z79VDkoybFJTshkWeeSryd5wTRjzsBpSU7MJOPtFau8f1uSy5LcPpOsug8vvejub1XV6Ulem0lm3cVJntzd12zynAEAAADYQaYKziV5WNYXz1x+zMY1mQSovjrlmFvtMUP5ztWCat29WFXnJHl6kgev8v7PkpxQVUd199WbO1UAAAAAdqJpg3PJzQNva/lYkncm+a3uvvwAxttqS0tVz1+jzseH8oR9VRCYAwAAAGBfpg3OnbSOOtcmuXppn7Yd6MShvGyNOlcN5fFVtae7Fzd3SgAAAACzVxn/dNX1ZoHtNlMF57r7i2NPZBu69VCuJzh3cCZ77K1VdypVtdo+dUes8gx2lEccf99ZTwEAAGAnurzqZmGsb66s0N1Hbt10OFAHsqx1t7sxyaGZHG6xL8t/v2s3dzoAAAAA20TX5Bq7zzk07Wmtzxn+/N31HvBQVXdIcmqSr3b3e6cZd4tdnORumZzGui9HD+U3unuvSPUY1hPtrqpjk+yk/fwAAACA6RzX3VfMehKMZ9rMuedlclrrm5Ks9/TVU5K8LcnfJ/m+KcfdSkvBuePWqHPMUF66+dMBAAAA2CZ6uMbucw7t2cKxvjyU6zlMYju4aCgfuEadU4byS5s8FwAAAAB2oa0Mzi0Fsg7ZwjEPxNLS20dW1V5LS6vq4CSPGm7P3bJZAQAAAMxab9I1h9a1rLWqjkty2Cqvjq+q69doelCSo5L8YG5aCvvJDc5xVt6e5LeSHJnkWUlevOL9UzP5tm9nsrwXAAAAADZkvXvO/VqSn1nxrJL8xQbGqkyCc2/ZQJuZ6e6rq+oFmQTlXlRVn0/y1u5erKqHJHnlUPVl3X3JzCYKAAAAsMWqJ9fYfc6j9S5rPTeT4NrStaQ2cCXJ2Ul+44BnvXVemklW3J5M5n5JVX08yfsyySR8a5Ln7Ls5AAAAAOzbejPn/iKTPdiWYpg/OPx9fpJvrdFuMclXMjlc4S3dff6U85yJIUvujCTvTvLMJPfMJCj3/iSvTvKG7p7TuC4AAAAwt5zWOpp1Bee6+xtJHrZ0X1WLw5//srs/swnz2jaG4NtrhwsAAAAARrPezDkAAAAAmJA5N5ppg3M/NJRfGmsiAAAAADBvpgrOdfd5Y08EAAAAgJ3Baa3jWe9prQAAAADAyNbMnKuqpyR5WZKFJP+uu988PH/dAYzZ3f30A2gPAAAAwCx1Ta6x+5xD+1vW+jtJjkpSSX43yZuH52fmwLbpE5wDAAAAYO7tLzj3hSS3G/6+eMW7acOZc7qCGAAAAGCXcFrraPYXnHtckn+T5Iokf7js+Q+tXh0AAAAAWK81g3PdfUmSX17ludNaAQAAAOaU01rH47RWAAAAAJiR/S1rXVVV/cDw54e6+/oNtLttkoO6+6ppxgUAAABgG7Dn3GimzZz7qyTvSXKn9Taoqh9PclWSt0w5JgAAAADsKlNlzg02elrrF4Y29zyAMQEAAADYBuZ1j7ixbeWec3cYytts4ZgAAAAAsG0dSOZcss7VwFV1SpKXDLefO8AxAQAAAJgle86NZl3Buar6L0ket8qr91TVP63R9KAkRyW51XDfSc7b0AwBAAAAYJdab+bcx5L8Ym4ew6wkx6+j7fK96S5M8ivrHBMAAACA7Ujm3GjWG5z786FceQjE/g6F6CRfTnJRkv+V5JXd/a31T4/VVNU1Kx/NZCIAAADAVruw6qajGLr7yFlOhgO3ruBcd1+cZYdHVNViJoG3e3T3ZzZpbgAAAABsQ9Xjn9Y6r6e/HuiBEMzAyqh4VR2b5PIZTQcAAADYOid19xWzngTjmTY492tDeeVYEwEAAACAeTNVcK67f23/tQAAAACAtVjWCgAAAMDGOK11NAccnKuqWyV5fJI7JzkhySGrVLtFklsnuU2SW3f3/Q50XAAAAADY6aYOzlXVIUlekOQZmQTe1tUscxsHBQAAANgdnNY6ngPJnHtbkkdlEnDbnx7qXZfk4gMYEwAAAAB2jamCc1X1pCSPziTo9uUkr0pyRZLfHZ6dluTGJIcleWSSn0/yhSQ/0N1fOeBZAwAAADA79pwbzbSZc/9yKL+S5NTuvriqjsgkOJck53f314e/31VV5yV5a5K3VNVDu3tOf24AAAAAuMmeKdvdJ5N45m9398VJ0t3fTHL98P5me9B199uTnJ3k+5M8ecoxAQAAANgOepOuOTRtcO64ofzwiueXDeXdVmlzdib7zp055ZgAAAAAsKtMG5y7cii/tuL50n5yD1qlzReG8t5TjgkAAADANrB0WuvY1zyaNjh34VD+sxXP359JdtyTq2rlfnZ3HMrbTjkmAAAAAOwq0wbnPjeU/3zF8/89lPdM8itLD6vq8CS/PNz+45RjAgAAALAd2HNuNNMG596QYf+4qrrF0sPufm+Svx9un1dVH6iqNyX5VCaHQXSSDx7AfAEAAABgFFX10Kp6R1VdXlXXVdUnquqsqjpsq+YwVXCuu9+T5B+S3JC9D3/46eF5kpya5IlJThjuv5rk+dOMCQAAAMD2sBv2nKuqZyc5L8ljkywmuSDJvZK8MMkHquo2B9j/86uqh+t5+6o3beZckvzfSU7q7k8sf9jdf5/kh5N8MZPsuqXrU0ke3d2XH8CYAAAAAHBAqupxSV6SySrPM5Kc0N0nZ3LI6bVJTknymgPo/5FJfnU9dacOznX3Zd29akyzu/86yV2SPCTJ6Zlk0N2nu/9u2vEAAAAA2CZ28J5zwxZtLx9uz+ruN3b3QpJ09weTnDm8e0JV3W+K/u+U5A+TXJ/kvfurfyCZc2vq7sXu/kB3nz0E5R5dVW+rqrdu1pgAAAAAsB+nJTkxk+DZK1Z5/7Yklw1/n7GRjqvqkCRnJ7ldkuckuXB/bTYtOLeKuyR5/HABAAAAsJPtwKy5wWOG8p3dfc3Kl929mOSc4fbBG+z7NzJZQfrXuSk7b01bGZwDAAAAgFlbWqp6/hp1Pj6UJ6xR52aq6olJfiHJJUme0N03rqfdwesdAAAAAACSzTlddZX+Lqxae5TuPnKKoU4cysvWqHPVUB5fVXuGbLp9qqq7Jnltkm8n+dHuXqvvm5E5BwAAAMA8ufVQric4d3CSY9fqrKoOT/KWJEcmeeZGD0SVOQcAAADAxmzGPnF793dSd18x8ihJcmOSQ5MctEad5TGza/dVqaoqk0MlTk7y2939+o1ORuYcAAAAAPPk4qG8/Rp1jh7Kb3T3N9eo91NJnpbkr5L8+2kmI3MOAAAAgI3Zmsy5zXJxkrslOW6NOscM5aX7qlBVxyT5veH2e5L83SSR7mbuNJTPrKrHJ0l333d5BcE5AAAAAObJRUP5wDXqnDKUX1qjzhGZLI9NkpP2M+bts49MPctad6Cqumb5leTCWc8JAAAA2BIXrogJzMTSaa1jX1vkvUP5yKra67TXqjo4yaOG23P31Ul3f6G7a60ryXlD9V9b9uxm1sycq6rnrOuT1ufBI/YFAAAAANN4e5LfyuR01WclefGK909NclSSbyd502ZPZn/LWp+XrVzxy7p0982iulV1bJLLZzQdAAAAYOts1gmmG7OD95zr7qur6gWZBOVeVFWfT/LW7l6sqockeeVQ9WXdfclSu6q6Y5K3ZhLUe0p3f3SM+axnz7m90u0AAAAAYAd7aSb7yp2e5OwkX6mqK5Pce3j/1iQrV5Q+OjftU/fkJFsSnPvJMQYBAAAAYPfYjD3itnDPuQxZcmckeXeSZya5Z5LDkrw/yauTvKG7V87onCQfyiRz7s1jzWXN4Fx3//5YAwEAAADAdjEE3147XOupf2mSUzc4xsP2V2c9y1oBAAAA4CY7eM+57WbPrCcAAAAAAPNK5hwAAAAAGyNzbjQy5wAAAABgRmTOAQAAALAhNVxj9zmPZM4BAAAAwIzInAMAAABgY+w5NxqZcwAAAAAwIzLnAAAAANiQ6sk1dp/zSOYcAAAAAMyIzDkAAAAANsaec6OROQcAAAAAMyJzDgAAAICNm9NMt7HJnNtkVXX0rOcAAAAAwPY0F8G5qrpVVT2rqv6oqj5RVd+qqguq6h1Vddo62j90qHt5VV039HFWVR22RpuHV9XFSa6sqouq6uGjfhQAAADAjCyd1jr2NY92fXCuqg5J8rkkv5fk8UmOS/KZJHdM8tgk76qql6zR/tlJzhvqLia5IMm9krwwyQeq6jartLllkrOTPD/JEUmem+TsqjpivC8DAAAAYKfb9cG57r4hyd8meU2S/7+9O4+XpCwPPf57YNgZlWUQGJABRUUwLBJQIjLGq6JexQXCEhcUjYqJMbkXNUSURMFoDOHGLSrqiBoJgoKKCG6IS0BRUVRARJRNVlmGYRPOc/+ot52anu4+3WfqdJ8+/ft+PvWp7qq33qp+zumZ7uc89b6PBh6embsBmwIfK82Oioj92o+NiAOAd1PdRX0YsDgzHw88EVgB7F76bbdDder8cGauyMyPAfeW80uSJEmSJI23nKVlAs375FxxaGa+KjOvyMwEyMy7gdcC15Q2B9YPiIh1gBPL06Mz8zOZ+WA59kLg8NZxEbFH2/muAhZExBERsWFEvAzYELii6RcmSZIkSZKk8TURybnMvKfL9vuBH5Snj2zb/QxgCVXF2wc6HP454Mby+LC2fu8GDqG6rXUF8A7g4MxcPoPLlyRJkiRJmlMcc645E5Gcm8aOZf3btu3PLeuzOiXVMnMK+FJ5uk+H/V/JzMXAppm5bWae29QFS5IkSZIkaX5YMOoLGKWI2B94fHm6rG1361bVi3p0cUlZL+7WIDNvm9HFSZIkSZIkzVWzMUbchFbOTVxyrowltz3VrahHlc3HlnHk6paU9Y10d2tZbx0Ra5VqOkmSJEmSJKkvE5Oci4iHAe1VbFcDR2bmWR0OeUhZ95OcWwAsmqbtjEREp3HqNm76PJIkSZIkaSzcFBH153e1N8jMhbN+FbMxRpyVc/PeA8C3gHWArYDtgEcAx5Wqty92aL8esHaPPuvxW9HgtUqSJEmSJGkCjHVyLiJ2A07ssvsNmXlx60lm3gUsrR27GHg98EbgCxHxV5n5kdrx1wKPAR7e4xI2K+s7S/+N6yfbHRGLgJtm4/z9OOf6i6dvNMaeufVuo74ESZIkSZJatsjMm0d9EY4515yxTs4BDwP267Gvq8y8DnhTRNwHHAOcEBGn1SZwaCXntujRzeZlfX3/lyxJkiRJkiRV1hr1BayJzDwvM6PLcl6f3XyyrDcGnlDbfk1Z79Xj2N3L+ur+r1qSJEmSJGnM5SwtE2isk3MNuaP2uD6+3PllvX9ErHZraUQsAJ5Vnp47S9cmSZIkSZKkeczkHLys9vj7tcdnAMupJoU4ssNxLwY2Ae4DTpm1q5MkSZIkSZpjImdnmUTzPjkXEftGxCcjYu+IWLe2fd2I+Dvg7WXTu2rjzVEev6M8PT4iDoqItcqxTwY+WPadUMavkyRJkiRJkgYy7hNC9OOFVFVuLwYeiIgryvYdWfn6Pwm8pcOx76EaV+4Q4FTghoi4Bdil7D8deOssXbckSZIkSdLc5GytjZmE5NxRwP8ABwKPAnYAHgR+BFwGvDczL+p0YGZORcRhwNeA1wCPA9YHvgt8BDg5Myf0V0eSJEmSJElrat4n5zLzAaqqt1NneHwCHy2LJEmSJEnSxItMouF6pab7Gxfzfsw5SZIkSZIkaa6a95VzkiRJkiRJaphjzjXGyjlJkiRJkiRpRKyckyRJkiRJ0kACiIYr3aLZ7saGlXOSJEmSJEnSiFg5J0mSJEmSpME45lxjrJyTJEmSJEmSRsTKOUmSJEmSJA0kchbGnLNyTpIkSZIkSdIwWTknSZIkSZKkwTjmXGOsnJMkSZIkSZJGxMo5SZIkSZIkDcQx55pj5ZwkSZIkSZI0IlbOSZIkSZIkaTCOOdcYK+ckSZIkSZKkEbFyTpIkSZIkSQNxzLnmWDknSZIkSZIkjYiVc2MoIpa3bxrJhUiSJEmSpGG7KmJljVlmLhzJVWRWS9N9TiCTc1pjz9x6t1FfgiSNvXOuv3jUlzAU/p8hSZIkrcrk3Bhqz4pHxCLgphFdjiRJkiRJGp7tM/PmUV+EY841xzHnJEmSJEmSpBGxck6SJEmSJEmDybI03ecEsnJOkiRJkiRJGhEr5yRJkiRJkjSQmKqWpvucRFbOSZIkSZIkSSNi5ZwkSZIkSZIGN6FjxDXNyjlJkiRJkiRpRKyckyRJkiRJ0kAiq6XpPieRlXOSJEmSJEnSiFg5J0mSJEmSpMFkVkvTfU4gK+ckSZIkSZKkEbFyTpIkSZIkSQNxzLnmWDknSZIkSZIkjYiVc5IkSZIkSRpMlqXpPieQlXOSJEmSJEnSiFg5J0mSJEmSpIE45lxzrJyTJEmSJEmSRsTKOUmSJEmSJA0ms1qa7nMCWTknSZIkSZIkjYiVc5IkSZIkSRrMLIw552ytkiRJkiRJkobKyjlJkiRJkiQNJmm+0s3KOUmSJEmSJEnDZOWcJEmSJEmSBhKzMOZc42PYjQkr5yRJkiRJkqQRsXJOkiRJkiRJg5nKamm6zwlkcm4MRcTy9k0juRBJkiRJkjRsV0WsvAE0MxeO8mK05kzOSZIkSZIkaTDO1toYk3NjqD0rHhGLgJtGdDmSJEmSJGl4ts/Mm0d9EWqOyTlJkiRJkiQNJJiF2Vqb7W5sOFurJEmSJEmSJlJE7BsRZ0bETRFxT0T8LCKOjoj1B+xn04h4W0R8MSKujIh7I+I3EfHhiHh4r2NNzkmSJEmSJGkwmbOzDFFEHAV8C3geMAX8CtgZOA74XkQ8tM9+jgR+DRwLPBW4HbgR2A54FfDTiHhKt+NNzkmSJEmSJGmiRMQBwLuppqE4DFicmY8HngisAHYHTuqzu0XAOsBfA4sy8wmZuR3wSOAiYAvgUxGxQaeDTc5JkiRJkiRpIJGzswzl2iPWAU4sT4/OzM9k5oMAmXkhcHjZd2BE7NFHlx8A9sjM92fmPa2Nmflr4AXAH4BtgVd0OtjknCRJkiRJkibJM4AlwL1UibV2n6O6LRWqqrqeMvPmzLy8y75rge+Wpx0TfSbnJEmSJEmSNJicpWU4nlvWZ2Xm8vadmTkFfKk83aeB891a1lt02mlyTpIkSZIkSZOkVcF2UY82l5T14gbOt3NZX9pp54IGTiBJkiRJkqQJEplEw7OrdujvqojeI9Fl5sIZnGpJWd/Yo02r2m3riFirVNMNLCJ2BB5Tnv6oUxsr5yRJkiRJkjRJHlLW/STnFlDNxjpT/wYE8GuqsexWY+WcJEmSJEmSBjNVlqb7XNX2mXlzw2cBeABYD1i7R5t6zmzFTE4SEYeycny7YzLz/k7trJyTJEmSJEnSJLm2rB/eo81mZX1nZt416Aki4s+Aj5en/wV8pltbK+ckSZIkSZI0kCGNOTdbrqUaB67j7KnF5mV9/aCdR8SjgDOoqvO+D7wys/uLs3JOkiRJkiRJk+Sast6rR5vdy/rqQTqOiB2Ab1Al964ADsjMe3odY3JOkiRJkiRJg8lZWobj/LLePyJWm+01IhYAzypPz+2304hYAnwT2JYqMbc0M2+Y7jiTc5IkSZIkSZokZwDLqW47PbLD/hcDmwD3Aaf002FEbEeVmHsEVWLuqZnZ1y2xJudmWURsNn0rSZIkSZKkMZJAZsPLkC498zbgHeXp8RFxUESsBRARTwY+WPadkJnXtY6LiG0i4sKI+EVE7Frbvj3wLWAJcDHwlPpx05nI5FxELIqIQyLipIj4VUQsj4j9e7TfNyLOjIibIuKeiPhZRBwdEev3OOZpEXEtcEtEXBMRT5uVFyNJkiRJkqRBvYeqKm4t4FTguoi4BPg2sD5wOvDWtmOeTTVO3U7AwQARsTXVbbLblTYJnBIR53VZtmy/kImarTUiNgL+GfhrYN2y+Trgl8BtXY45CngXEMCNwK+AXYDjgAMj4qmZeUfbMRtQ/WD/Afg01Q/s1IjYbibT70qSJEmSJM0lkdXSdJ/DkplTEXEY8DXgNcDjqJJy3wU+ApzcYYbVL1HNvroQ+O+y7dHANrU2u9PbaoVeE5OcK5nMLwO7AndQZUg/C/yk23S2EXEA8G5gCvhL4NTMfDAi9ga+ThXwk4CD2g7dAcjM/HB5/rGIeDvVD+xHjb4wSZIkSZIkDazkgz5aln7aXw/s3bbtPKqCrhmbiNtaI2JD4EyqxNzPgT/NzH/MzIt7JObWAU4sT4/OzM9k5oMAmXkhcHjZd2BE7NF2+FXAgog4IiI2jIiXARtSDQgoSZIkSZI03hofb64sE2giknPAscCewDXAPpnZT5LsGVQD+d0LfKDD/s9R3eYKcFh9R2beDRxCdQvtCqpBBg/OzOUzuHZJkiRJkiTNU/P+ttZyO3n0w4wAACAASURBVOvflKevy8w7+zz0uWV9VqekWrk3+UvAEcA+HfZ/BVgcEZuUWUAkSZIkSZLmhUiIqeb7nETzPjkHHEo12N7PgC9FxNOBF1LNonEd1RS3n87M29uOa92qelGPvi8p68XdGpiYkyRJkiRJUjeTkJx7Tll/n2pWjWd3aPMPEXF4Zn6ttm1JWd/YoX3LrWW9dUSslZkN54wlSZIkSZLmoNkYI25Cx5ybhOTcnmV9CNX4b68Cvli27QucAGwLfD4idsrMa8u+h5R1P8m5BcCiadrOSER0Gqdu46bPI0mSJEmSxsJNEatMDnpXe4PMXDi8y9GamtfJuTJLa+sX8l7giZn561qT0yLiO8AvS7t3Ai8p+x4A1gPW7nGKevxWNHLRkiRJkiRJc12Wpek+J9BYJ+ciYjfgxC6738CqlWzvbEvMAZCZN0TE+4E3A0tru64FHgM8vMclbFbWd2bmapnqJvST7Y6IRcBNs3F+SZIkSZI0p2yRmTeP+iLUnLFOzgEPA/brse8S4H5gXeDSHv1cXNbbRMTDyuQQreTcFj2O27ysr+/7iiVJkiRJksZcZBINjxHXdH/jYqyTc5l5HhC92kTElcBOwCN6NHugrB+kuv0V4Jqy3qvHcbuX9dU9L1SSJEmSJEnqYK1RX8AQ/KKsu1XYAexc1pdnZis5d35Z7x8Rq91aGhELgGeVp+eu8VVKkiRJkiSNi9ZsrU0vE2gSknPLyvqgiHhs+84yacRrytPP1nadASynmhTiyA79vhjYBLgPOKWpi5UkSZIkSdLkmITk3FnAV6he6zci4klR5hyOiM2pknBbAb8B3tU6KDNvA95Rnh4fEQdFxFrluCcDHyz7TsjM64bxQiRJkiRJkuaEqVlaJtBYjznXj8zMiDgM+BKwD/A94OaIuIHqdta1qCaLOCgz72k7/D1U48odApwK3BARtwC7lP2nA2+d/VchSZIkSZKk+WgSKudaVXD7Aa8GvkM1e+ujgV8CxwN/mpk/73DcFHAY8ErgIuAhwDbAd4HDqRJ6D7QfJ0mSJEmSNJ+1ZmtteplE875yrqUk0T5clkGOS+CjZZEkSZIkSZIaMzHJOUmSJEmSJDVkNmZXndDKuYm4rVWSJEmSJEmai6yckyRJkiRJ0mCsnGuMlXOSJEmSJEnSiFg5J0mSJEmSpMEkMDULfU4gK+ckSZIkSZKkEbFyTpIkSZIkSQOJTKLhMeKa7m9cWDknSZIkSZIkjYiVc5IkSZIkSRqMs7U2xso5SZIkSZIkaUSsnJMkSZIkSdJgrJxrjJVzkiRJkiRJ0ohYOSdJkiRJkqTBWDnXGCvnJEmSJEmSpBGxck6SJEmSJEmDmSpL031OICvnJEmSJEmSpBGxck6SJEmSJEkDiYRoeIy4mMwh50zOjaOIWN6+aSQXIkmSJEmShu2qiJVprMxcOMqL0ZozOSdJkiRJkqTBOFtrY0zOjaH2rHhELAJuGtHlSJIa8Mytdxv1JUiSJGk8bJ+ZN4/6ItQck3OSJEmSJEkazFRWS9N9TiBna5UkSZIkSZJGxMo5SZIkSZIkDcYx5xpj5ZwkSZIkSZI0IlbOSZIkSZIkaUCzUDmHlXOSJEmSJEmShsjKOUmSJEmSJA3GMecaY+WcJEmSJEmSNCJWzkmSJEmSJGkwUwnRcKXblJVzkiRJkiRJkobIyjlJkiRJkiQNJqeqpek+J5CVc5IkSZIkSdKIWDknSZIkSZKkwThba2OsnJMkSZIkSZJGxMo5SZIkSZIkDcbZWhtj5ZwkSZIkSZI0IlbOSZIkSZIkaTCOOdcYK+ckSZIkSZKkEbFyTpIkSZIkSYNJZqFyrtnuxoWVc5IkSZIkSdKIWDknSZIkSZKkwTjmXGOsnJMkSZIkSZJGxMo5SZIkSZIkDSanYGqq+T4nkJVzkiRJkiRJ0ohYOSdJkiRJkqTBOOZcY6yckyRJkiRJkkbEyrkxFBHL2zeN5EIkSZIkSdKwXRURfywxy8yFI7kKK+caY+WcJEmSJEmSNCJWzo2h9qx4RCwCbhrR5UiSJEmSpOHZPjNvHvVFMJVAw5VuU1bOSZIkSZIkSRoiK+ckSZIkSZI0kMwpMqca73MSWTknSZIkSZIkjYiVc5IkSZIkSRqMY841xso5SZIkSZIkaUSsnJMkSZIkSdJgMqul6T4nkJVzkiRJkiRJ0ohYOSdJkiRJkqTBTCXQ8OyqjjknSZIkSZIkaZisnJMkSZIkSdJgHHOuMVbOSZIkSZIkSSNi5ZwkSZIkSZIGkjlFTjU75lxmw2PYjQkr5yRJkiRJkqQRsXJOkiRJkiRJg8kEHHOuCVbOSZIkSZIkSSNi5ZwkSZIkSZIGM5UQVs41wcq5WRYRm436GiRJkiRJkjQ3TVRyLiKeExHnRMQtEXFvRFweEf8SEZtMc9y+EXFmRNwUEfdExM8i4uiIWL/HMU+LiGuBWyLimoh4WuMvSJIkSZIkaRRyanaWCTQRybmI2CAi3g98CXgGcA/wO+DRwJuAn0bEo7scexTwLeB5wBTwK2Bn4DjgexHx0E7nA04F/hnYGHgbcGpEbNzwS5MkSZIkSdIMzaQgq0dfG0XE2yLiF6WvGyPicxGxd6/jJiI5R5VIOxK4BXgK8AhgB6ok21XANsDJERH1gyLiAODdVNOPHAYszszHA08EVgC7Ayd1ON8OQGbmhzNzRWZ+DLiXKhkoSZIkSZI01nIqZ2UZppkUZPXoa2vgR8CxwGOBy6nmengB8N2IeHm3Y+d9ci4idgP+tjw9ODO/nSv9Ang68CCwN/Cs2nHrACeWp0dn5mcy80GAzLwQOLzsOzAi9mg77VXAgog4IiI2jIiXARsCV8zCS5QkSZIkSdIA1qAgq1NfawNfoCrKOh/YOjN3AxYDnwTWBj5cclSrmffJOeAvqV7nDzPzG+07M/NK4Ozy9HW1Xc8AllBVvH2gQ7+fA24sjw9r6/Nu4BCq21pXAO+gSgwun/GrkCRJkiRJmivGeMy5NSzI6uTlwBOA64AXZeYNpa97gVcBP6aqovunTgdPQnKulZX8UY8255b1Y2rbnlvWZ3VKqmXmFNUYdgD7dNj/lcxcDGyamdtm5rntbSRJkiRJkjR0My7I6uLVZf3xzLylviMz7wM+Up4+u9OkpJOQnNuqrO/q0eb6st4uIhaUx63M6EU9jrukrBd3a5CZt017hZIkSZIkSWNkzMecW6OCrLqI2BLYszz97y7NvljWC4A/bd+5oH3DPHQZ1WB+u/Ro00pSLgAWUc3kuqRsu7HTAcWtZb11RKxVfnijsMpEFvdzX3XHtCRJkiRJGmv3c1/7pujUbthmI/fQ4bXOlkYKstr6ug/4eacGmXltRNwOPKxTf5OQnPsW8CLg6RGxd7l3+I8iYiPgzbVNt5f1Q8q6n+RcK6nXq+2MRESnceo27nXMBXgHrSRJkiRJ89SNEavk51a7UzAzF872RVyQ58z2KQCuioieKcAZvtYlZd1EQdYf+8rMXtd6K1Vybpv2HZNwW+uHgEvL47Mj4qURsWVEbBoRzwcuAB5f9i/PzHvK4wfKeu0efdeTmysau2JJkiRJkiTNlpkUZK1JX/X+tm7fMdaVc2UK2hO77H5DZl6cmfdHxAuAU6gmh/hEW7vLqKbGfW153HIt1QQRD+9xCZuV9Z2Z2WtMuxnrJwMcEY9lZQJSkiRJkiTNXztl5mXTN5sXts/Mm2eh3weA9WimIKuf4q56f6v1NdbJOapywP167AMgMy+PiCcCh1INvPco4Cbgq1RJu2+WpmfXjm8l57bocf7Ny/r6Hm2G4Yra452A3zP7o85dVdbbz/J5RnnOm8q61+9Ak4zp7Bj2azSm438+Y9o8Y9o8Y9o8Y9o8Yzo75vtnVGM6/ucDY9q0YGVV1k6smgMYplsZ7r/prXPOhiYLsq4t61591fu7rn3HWCfnMvM8+hwIsUxdu6wsfxQRjwGeVJ5+rrbrmrLeq0e3u5f11f1cw2zJzAdb95sPK3veuud7ljLYc+KctZgO63zGdHbOOezXaEzH/3wM83zlnMa0+XMa0+bPaUybP6cxbf6c8zqm5ZwM85zGdFbOZ0ybP98kxXRkFXNlzLWhveZZ1mRBVis5t0VERI9x57r2NwljznUVEetRVc4FcFpm/qS2+/yy3j8iVru1NCIWAM8qT52BQZIkSZIkaTw0WZDV6msdYNdODSJiR2Cjbv1NbHKuJNyWUY1DdyvwxrYmZwDLqe5BPrJDFy8GNqGaKveUWbtQSZIkSZIkNanJgqyrgd+Wxwd1afPcsr4duGi18/We5XX+iYhFwNOB46imu70DeG5mfrtD2zcC7wKmgEOA0zNzKiKeTDVe3frAOzPz6CFdflcRsRyGM13ypDCmzTOmzTOmzTOmzTOmzTOmzTOmzTOms8O4Ns+YNs+YNs+YNisiNqFKqC0E3pyZ72rbfzjwcaqCrEdm5mrjxLW1/2fgGKrx5HbNzFtr+zYCvg88DnhvZr6+/fiJqJyLiD0j4qcRcSXVwJSfpkrMfZ5qlpPVEnPFe6iq4tYCTgWui4hLgG9TJeZOB946y5cvSZIkSZKkhmTmbcA7ytPjI+KgiFgLoBRkfbDsO6GemIuIbSLiwoj4RUTUb2H9N6pJOxYDp5XCMCJiA6ok3+OA24B3drqesZ4QYgAbU83QeidwXlm+CvxPj4H6KFVyhwFfA15DFcz1ge8CHwFO7nW8JEmSJEmS5qT3UI0rdwhVQdYNEXELsEvZ36kg69msHKfuYOAnAJl5R0Q8HzgHWFr6+gmwHbApVT7qBZn5u04XMnG3tc5Xlrg2z5g2z5g2z5g2z5g2z5g2z5g2z5g2z5jODuPaPGPaPGPaPGM6O6KaBvcVrCzIuh/4OV0KsiJia6q7MBcCh7ZNLEpEbE91e+v+wGbA74CzgXdl5m+6XofJufnBN2rzjGnzjGnzjGnzjGnzjGnzjGnzjGnzjOnsMK7NM6bNM6bNM6bzm8k5SZIkSZIkaUQmYkIISZIkSZIkaS4yOSdJkiRJkiSNiMk5SZIkSZIkaURMzkmSJEmSJEkjYnJOkiRJkiRJGhGTc5IkSZIkSdKImJyTJEmSJEmSRsTknCRJkiRJkjQiJuckSZIkSZKkETE5N0EiYrNRX8MkMd7NM6bNM6bDZbybZ0ybZ0ybZ0ybZ0ybZ0ybZ0ybZ0ybZ0znBpNzYyYi9o2IMyPipoi4JyJ+FhFHR8T6PY55WkRcC9wSEddExNOGeMkjFREbRcSREfH5Equ7I+JXJYbP6ON44z2NiFgUEYdExEkltssjYv8e7Y1pFxHxnIg4JyJuiYh7I+LyiPiXiNhkmuOM6QCi8syI+FhEXBARd0bEbRHx7Yg4tI/jjXfDjGlnEbEgIl4TEV+PiOsj4o7yO3tCRGw+zbHzNqZr+h5eg/Ma0+bPa0ybP+98junQP9fP9Lj5HtNR/Czme0w79ON3rEmTmS5jsgBHAVNAAjcAl5THCfwIeGiHYzYAbgX+CtgIeEV5vvGoX88Q4rVuiVMrRjcBFwP31ra923jPOL4bAf8G3FeLy7XAD4G9jelAsdwAeH8tFtcAV7U9f7Qx7Rq/BcARJU4JLOvRdlvg67UY/brE6Z7atpOBBZMc70FiWjvmR7VYdFp+Zkz7jymwKfDT0vYPwM+By4AHy7bfA3tOWkzX9D28Br/fxrRHTNv62xq4sXWsMe0/psDhtf3TLedNWEyH/rnemHaO6Sh+FvM9pm19+B1rQpeRX4BLnz8oOKC8uR4EDgXWLtv3Bu4q+z7b4bidgVvatl0H7DHq1zSkuJ0BfATYEYiybUPgo7V/sPYz3gPHdevyH00CtwPHAbu1YtzlGGPaPTYnlNd/M7AvEGV5HNUH+gQuaI+vMU2AA6kSFvUvLMt6tH8IcCfwTWDn2vYFwOupkiAJvG5Sf4cHjWk5Jsq/BfcB53VZPm5M+/49DeDLpd1XgC1r+7Yt/x4kcDmw7iTFdE3ew2vw+21Me8S0ra91gPPr8TWm/ccU2J/u/4a2lt+XY0+bpJiW6xr253pj2j2mfsdqOKalnd+xJngZ+QW49PFDqj7oXFXeWG/qsP/A2ht9j7Z9G5Y39hHl8cuA24CFo35dQ4rdBl22rwtcXWL2XuM9UEw3BH5QXv/PgB37OMaYdo/NbqyshPnzDvsfCTxQ9j/bmK72Oq8or/HTwFfp74v2Pq0PLh32tSoYb6p/EJqkeM8wppuWdj8c4DzGtHv7bUubu4BNOux/VC02e9a2T0RMZ/IeXoOfhTGdJqZtbd9d2p7diosxXbOYth23iJVftp80gTEd2ud6Y9o9psP+WUxQTP2ONeHLyC/ApY8fEjynvKHu6fRmoRo7sFU++54O+/enyoIn1S0czxj1a5oLC3B6icmXjfdAcWt98L4aeEifxxjT7rH51/K6LurR5oulzVnGdLXXcQSwW3m8jD4SSdP0t1/tQ8y2kxjvmcQU2LO0++8BzmNMu7d/AdMkO6luPUngLyYxpj3i0vE9vAY/C2M6TUxr7Z5X2lwP7No6xpjOPKYdjmt9BjvHmK72Ghr9XG9Mu8d02D+LSYkpfsea+MUJIcbDc8v6rMxc3r4zM6eAL5Wn+3TY/5XMXAxsmpnbZua5s3epY2XHsv5t23bj3UVEbA38TXn6usy8s89DjWl3u5X1j3q0ab3ex9S2GVMgMz+amRc32OWttcdb1B5PTLxnGNMdyvpXAxxjTLu7q6wfFREbtO+MiEVU1YoAl9Z2TUxMe+j2HgZm9LMwptPEFCAidqAaQy2pEqB39OjPmPYR03YR8XDgr8vTf2rbbUyb/1xvTLvHdKbHGdMusfE7lqAa90Bz3x5lfVGPNpeU9eJuDTLztsauaMyVmW4eX54ua9ttvLs7FFifqtT6SxHxdOCFwHZUf3W5GPh0Zt7edpwx7W6rsr6rR5vry3q7iFiQmQ9gTGfLzrXHl9ceG+/eZpKcM6bdnU/1l+4tgY9HxCsz8y6AiFgHeG9p99XMvKR2nDHt/h6eKWM6TUzLTICfBR4K/GNmnh0RS3r0Z0xn9nv6JqoB3L+amd9r2zfRMZ2lz/XGtHtMZ3qcMe0eG79jyeTcmFhS1jf2aNP6C9zWEbFWyZKrpnyh2R44jGpGG4BjM/PCtqZLytp4r+45Zf19qr/CPLtDm3+IiMMz82u1bUvK2piu7jKqD+m79GjTqnJeQDXezO8wprOl9Tt+eSsZUiwpa+PdWSs59x8R8SHgbqrk0jeAT3T4dxaMaVeZeV9EHEI1btfBwL4R8Umq5OdrgCcA3wEOaTt0SVlPcky7vYdnaklZG9PuMT2R6gvi6cA7++hvSVkb0z5/T0tVzWvL0/aqOZjAmA7hc/1MjxtbA8R0psctKWtjunps/I4lk3Nj4iFl3c+brvXlvVfbiRIRD6Ma3LLuauDIzDyrwyHGu7s9y/oQYAXwKqrx0KCaZfQEqoHMPx8RO2XmtWWfMe3uW8CLgKdHxN7t/1lHxEbAm2ubWn8xM6YNi4g9gZeUp//attt497YF1czCt1DFagnVbdiPAV4bEScA/zezGuCkMKY9ZOa3IuJPqKrotqaqmmm5GHhhZv6+7bCJjuk07+GZMqY9YhoRLwFeDfwcOLztPd6NMR389/TNVFU1X8vM73bYPzExHeLnemPaPaYzPc6Ydo+N37HkmHNj4oGyXrtHm3qidcUsXss4eoAqAfI9qtlspoBHAMdFxHO7tAfjvYqI2BBYWJ7eCzwxM0/KzBvLchqwF7Ac2JhV/3puTLv7ECvHjDo7Il4aEVtGxKYR8XzgAlaWwC/PzHvKY2PaoJIE/Uh5ehnwibYmxruHzHx+Zj4yM/fOzJ2AjYCnAK0vkX/PyrGSWoxpDxHxBKoP5ltRzTD6HuA8qv/DdgN+ExEHtx02sTHt4z08U8a0slpMI2Jn4D+p/mj0/AEqFY1ppa/f04jYhioBCp2r5mCyYjqsz/XGtHtMZ3qcMe0QG79jqcXk3HhoZcYf3qPNZmV9Z0O3ccwbmXlXZi7NzD/LzB2o/mF8N9VMYl+IiFe1HWK8O3to7fE7M/PX7Q0y8wbg/eXp0touY9pFZt5PNTPjxcAmVB/Uf0f1V67PU/2HelJpflntUGPakIhYG/g0VcLjbuCwMq5fnfEeQGZOZea3gT9n5WQnR0dE/QOiMe0iIh4NfB14LHA8sFNmHpWZTwV2orpdeEPglIh4au3QiYxpn+/hmTKmHWIaEQuB06iquQ7JzEHGmzSmg/2eHg2sC3w9M7/Tpc3ExHSIn+uNafeYzvQ4Y9o5Nn7HEmBybly03nS9ZnPavKyv79FGQGZel5lvAt5eNp0QEZvUmhjvzm4C7i+PL+3RrjUL3jalpBuMaU+ZeTnwRODlwAeoZmf9FPAyqv/Edy1Nz64dZkwbEBFBVZF0QNn00sz8cYemxnsGSvK59RfeLVk5NgoY016Opfqwfh7wlsx8sLUjM38JPI+Vyfq31o6buJgO8B6eKWPaOaZvpUoe3we8KyIuri/Al2v9tba/pmwypn3+nkbEdsAry9NuVXMwgTFtmcXP9ca0e0xnepwx7Rwbv2MJMDk3Lq4p6716tNm9rK+e5WuZTz5Z1htTDa7dYrw7KF8OryxPH9GjaeuvwA9SlWaDMZ1WZt6Xmcsy83WZ+czMfElmnkw1iOyTSrPP1Q4xpmuofFl6O/CGsun/ZObpXZob75n7Ze3xxrXHxrS7pWV9VqcxvDJzBVXVEqyMEUxYTAd8D8+UMe0c00VlvQEr/4hUX3aqtW1t27I8N6b9/57+I7AO8I1SjdzNRMW0i6Y/1xvT7jGd6XHGtENs/I6lFpNz4+H8st6/3EawinKb0LPK03OHdlXj747a4/p9+sa7u1+U9X492uxc1pdnZus/DmM6AxGxHnAKEMBpmfmT2m5juuaOpfriA3BUZp7Qo63xnrnHlfV9VIPGtxjT7jZoW3fS+j/sltq2SYvpsfT/Hp4pY9pBZh6emdFtAZ5aa9vafmzZZEz7EBE7UFXUQ++qOZi8mHbS9Od6Y9o9pjM9zph2j43fsWRybkycQTUA5HrAkR32v5hqrKr7qL7Iqz8vqz3+fu2x8e5uWVkfFBGPbd9ZBjRt3bby2douYzqg8h/sMqqxaW4F3tjWxJiugYg4hpW3Ax6Vme+Z5hDjPQMlwfx35el5mfmH2m5j2l3r/6SDSwxXERFrAa0Bpf+ntmtiYjqD9/BMGdPmGdP+vIVq3NlvZub507SdmJj20PTnemPaPaYzPc6Ydo/NsrL2O9Yky0yXMViovpgnVRnrQcBaZfuTgXvKvuNHfZ1zaaGadvqTwN7AurXt61J9Wby3xO1fjHffMQ2qcc+SatyCJwFR9m1O9ReZpJqVaANjOqMYLwIOKzFMqlnw9u3S1piuGo9l5TUv69EmqKoYkmrmrNcO0P/ExbvPmD6Dqqpju9a/B2X7o2v/JtwGbGdM+47ps8vvZwJfALaq7XsY1WyPCdwF7DJJMV2T9/BMfhbGdMZ9Li39pTEdPKbAjlS3sCWwX5/HzPeYDv1zvTHtHNNR/CzGZVmDmPody8Xk3LgsVFWOnylvrqSazfGS2vPTgAWjvs65tAD/XovPH6jKhX9RHre2n9wpbsa7Z1w3Ab5bi8VNwE/LfwhZYryzMR0opnuWGF5Zi0dSjTG3VY/jjOmq8VjG9EmPY2rx+T3VgPvdljdPerz7jOkptRjcAfwQ+G1t26+BpV2ONabd2/0d1QDRrQ/clwE/q227HThg0mK6Ju/hNfhZGNM+Y1rrc2mrT2M6eEypPp8mVdVcv+ec7zEd+ud6Y9o5pqP4WYzLsoax8TvWhC8jvwCXAX5YVUb9COAHwAqqSoTvUJXHxqivb64tVLcC/AVwKvAjqi8ytwIXAp8A9jTeaxTbvwK+XeJ6L9XsQscBGxnTgeO5FLgbuAH4JvA2YJ9+YmJMV4nFMqZPJJ1X+7Ay3bJaP5MW7z5jugXVX23PpZr84R6q5NyXy/b1pzmHMe3edgfgP8v/W7dRjS/3XeB4YNNJjOmavofX4GdhTPuMVelzaesYYzpYTIHHsPLL+NIBzzufYzqSz/XGdO78LMZhaSA2fsea4KVVKilJkiRJkiRpyJwQQpIkSZIkSRoRk3OSJEmSJEnSiJickyRJkiRJkkbE5JwkSZIkSZI0IibnJEmSJEmSpBExOSdJkiRJkiSNiMk5SZIkSZIkaURMzkmSJEmSJEkjYnJOkiRJkiRJGhGTc5IkSZIkSdKImJyTJEmSJEmSRsTknCRJkiRJkjQiJuckSZIkSZKkETE5J0mSJEmSJI2IyTlJkiRJkiRpREzOSZIkSZIkSSNick6SJEmSJEkakQWjvgBJkiRNtohYCiwtT8/IzItHdzWSJEnDZXJOkiRJo7YUeFt5/BvA5JwkSZoY3tYqSZLmpIg4PCKyLMeO+nrmooj484i4LiKuiIhdR309kiRJGpzJOUmSpPH1TmBr4FHA0SO+FkmSJM2AyTlJkqTxdXPt8VSnBhGxbUS8IiJOHNI1SZIkaQCOOSdJkjS+3gPsCdwJHN+lzdVl/VvgDcO4KEmSJPXP5JwkSdKYyszzgC1HfR2SJEmaOW9rlSRJkiRJkkbE5JwkSZrXImKtiDggIk6OiF9FxF0RcXdEXBURp0TEIRGxdo/jt6jNGvvvZdu6EfGXEXFuRFwTESsi4qcRcVxEPHSA6zowIj4fEddHxH3lms6OiIMiYkFp1zr3SR36OLa2//BO22vNt6u1bS1La8f0PTtuRCyptT1vmraLIuKtEfH9iPh9if0vI+ITEfHkfmLV1t9eEfG+iLg0Iu4sP89fRsRHI+LPBu1PkiRp1LytVZIkzVsRsQvwKWDXDruXlOVg4G0RcVhm/rhDuz/UHi+MiEcAp1ON9Vb3+LK8OiL+IjO/0eO6tgE+CzyxyzXtD3w1Ig6q7bu3W39zVUS8BHg/YZF0pwAAB/lJREFUsLBt145leWlE/Adwex99bQD8J/DSDrtb/b0iIj4AvD4zH1yTa5ckSRoWk3OSJGleKlVUXwU2KJu+A5wEXEp198Djgb+iSrI9FvheROyfmd9q6+r+2uPFwDml/enAfwHXAbsBrwD2AjYDzoyIx2bmdR2uazFwQekL4MpyXT+gSgTuAfw98HTgo7VDB0nOvQ84pTy+tKyvB57W1u5qZklEvK5cR8tZZfkx8FBgH+BvgdeXa+vV17rAV4CnlE3nAJ8HLqGapXZXqskuHgscCdwNHNXQS5EkSZpVJuckSdK8ExFbAGeyMjF3HPC2tmqqCyLiY1SznL4RWB84vSTVbqm1q1fO7V/WL8/MZbXtF0bEyVQJu2cBGwNvAV7bdl1BlTRrJeZOB16RmXfWmp0fER+iSmS9qLa97+Rcuf5byjn/+Doy87J++1gTEbEHcGLrvMDrgJMys36b7TkR8T7gm8DO03T5DlYm5l4JfKytrwsi4r+oqhGfCfxtRJzYKTkqSZI01zjmnCRJmo+OoapgA/h0Zr6l022OZdubgW+XTZtRJerq/tD2/ENtiblWX/ewarXWCyKi/bPWc4HWOGvXAC9tS8zV+3oRUN/3QHu7OeztrPwj8L9n5kfakmkAZObNVDHp+toiYiuqCjuA92fmR7v0tZyqau5BYB2qSjpJkqQ5z+ScJEmaVyJiHeDF5emDwNt6tS+JnmNqmw6NWrlZh0TQ++giM38O/Lw8fTiwTVuTw2uPj8nMu3v0dRuwrOuFz1ERsYiqehCqseSO79U+M68CvtCjyWHAuuVx19iXvn7Nytt4l053rZIkSXOByTlJkjTf7A48rDy+PDOv7OOY81lZpbYN8Igu7RK4fJq+flt7vKj1oCT86mO+ndfHdU13rrloP6CV3PxhZt7RxzG/7bFvae3xpR1mnF1lAXYpbXcc/NIlSZKGz+ScJEmabxbXHl/RzwGlOq6eCNuqS9OpzGy/zbVdfby6hW2PH1Ie30N1W+t0ulbWzWH1asF+x7i7v8e+bonS6fg5V5IkjQUnhJAkSfPNerXH0bXV6tavPV6TpNhq46EV9UTd8sycWoNzzLa11+DYDWuP7+nzmF4/pw1qj/cBbuuzz3Eao0+SJE0wk3OSJGm+uaH2eLpZQIE/jlP32Nqm2Zjls15Rt0VELCyTGPSy2TT7m7Si9nhR11aVdXvsq7/Ofm8t3WSa/lr9rDOsGWclSZKGxXJ/SZI03/yQlbdJ7hARi3s1Lp5INcMnwMWZeWvTF5WZ9wE/q21a2sdhuzZx6rKerhqu/pq3nabt43rs+0Ht8d4RsX7XlvxxLL69ejT5Yb2/aa5LkiRp7JickyRJ80qpRvt8eRrAib3aR8QC4D9qm06epUsDOL32+NiI6PpZLCK2BQ5u4JytSsJN6rPQdvBTViby/jwiNu1yXQG8qr6prcnFQGsSji2B101zff+LVZOQ7f2dVnt8dES0z4ArSZI01kzOSZKk+egY4N7y+MCIOKYk4VYREQuBjwC7lU2XAx+Yxet6L3B7ebwH8OGIWK+9UURsBnyB3reP9qs18cRG5ZwdZeYtwAXl6fpUycNVEmXl+bHAs2ub16m3KZNrHFvbdGxEvLDTOSNiF+AzbZvbf07nA18rjx8GnBoRO3R7HaVfh26RJEljww8ukiRpHOwTEf+3j3a/yswzMvOKiPhL4FSq2zn/GXhORHwK+DFVomp34LXAduXY3wH/u9x+Oisy89aIeClwBtUfSY8Ado2I9wE/L9e1D/D3wOZUSan/VQ7vd3KFdp9l5W2jn4qIN1K91iXA59ompng78OXy+G+AbSLiVOBXwKOAI4F9gXOoZmXdmVUn0mj5NPB04KXAxsDpEfEZ4JtUFXqbA88EXkOV3PtX4Khy7Cr9ZWZGxEuoEofbAU8CfhERHwIuBH5JlcTcimpm1+cAdwHP7zdAkiRJo2RyTpIkjYOnl2U6Z1IlvsjMz0XE04BPUo2htjfdxyw7FzgiM69t4Fp7yswvlkqyTwAPBfYElrU1ewB4A7Cclcm5fmcpbfdBqltLl1BNevGF2r7NgN/Xru3siPhHqiTdWsALylL3ReDFwNnl+WqVfyWh9gqqcezeQHWr6qFlqbuPKuH3P6xMznXq74aI2JvqluNnlDav7/Gab4+ItTPzwR5tJEmS5gRva5UkSfNWZn6LaqbPV1Alpa6jmiziOqqqtP8H/Bmw/zASc7XrOpOqEu2fqCr57qSaLfVS4H3An2Tm/wO2rx12/QzPtYLqdtYPAZcBf6CaAfXbdJgkIjOPB/6Eaqy331Al0K6kSnw+CzggM+8s1wwdkmmlnwcz8++pKhQ/VPq4l+q23p8C/wI8LjM/2HZoxwkkMvPGzHwmsF/p71LgjvJ6rgW+T5WYfTPwZGCqUz+SJElzTVTDgkiSJGmuiYgzgeeVp4vKuHCSJEmaR6yckyRJmoMiYkfgaeXphSbmJEmS5ieTc5IkSUMUlcdP02ZL4L+pJogAePesX5gkSZJGwgkhJEmShmsv4IKI+DHVGGlXUo3t9geqSRueBLwa2KC0/yjw+aFfpSRJkobC5JwkSdJw7Uk1WcHuZenmAeCdwNvTQYIlSZLmLSeEkCRJGrKI2AZ4OdWsotsA25ZdvwF+SzXz6MmZ+duRXKAkSZKGxuScJEmSJEmSNCJOCCFJkiRJkiSNiMk5SZIkSZIkaURMzkmSJEmSJEkj8v8BGHek70CAsYgAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 468, "width": 627 } }, "output_type": "display_data" } ], "source": [ "grid_window = pyshtools.SHGrid.from_array(window.astype(np.float64))\n", "fig, ax = grid_window.plot(colorbar=True)\n", "\n", "coeffs_window = grid_window.expand()\n", "fig2, ax2 = coeffs_window.plot_spectrum(unit='per_dlogl')\n", "\n", "power_window = coeffs_window.spectrum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiply the random model by the window\n", "\n", "Multiplication of the global model with the window function localizes the data, and its expansion in spherical harmonics gives a *local* power spectrum estimate. The interaction of the window function with the random model *distorts* the spectrum. In particular, the ouput spectrum at degree `l` is influenced by the input spherical harmonic degrees from `l - Lwin` to `l + Lwin`, where `Lwin` in the spherical harmonic bandwidth of the windowing function.\n", "\n", "Let's multiply the data by the window, expand the result in spherical harmonics, and plot the resulting localized power spectrum:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 468, "width": 627 } }, "output_type": "display_data" } ], "source": [ "grid_local = grid_global * grid_window\n", "grid_local.plot(colorbar=True)\n", "\n", "coeffs_local = grid_local.expand()\n", "coeffs_local.plot_spectrum(unit='per_dlogl')\n", "\n", "power_local = coeffs_local.spectrum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute the coupling matrix\n", "\n", "The expected distortion of the global spectrum due to the windowing operation can be described by a *coupling matrix* under the assumption that the model is stochastic, isotropic and stationary. This means that the local (expected) spectra are independent of the position and orientation of the windows. In this case, the expected local spectrum depends only on the power spectrum of the global data and window.\n", "\n", "The coupling matrix describes how input power maps to output power. At high degrees, it is approximately symmetric around the diagonal and resembles a convolution in spherical harmonic degree l. At low degrees, however, input power is spread more unevenly into output power. For example, input degree 0 maps preferentially to output degree 4, which is off-diagonal. A similar bias can be seen when describing coupling in 2D Fourier space between coefficients with similar |k|.\n", "\n", "Here, we calculate and plot the couplting matrix using the function `SHMTCouplingMatrix()`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 431, "width": 534 } }, "output_type": "display_data" } ], "source": [ "coupling_matrix = pyshtools.spectralanalysis.SHMTCouplingMatrix(lmax, power_window)\n", "\n", "fig, (col1, col2) = plt.subplots(1, 2)\n", "col1.imshow(coupling_matrix)\n", "col1.set(xlabel='Input degree', ylabel='Output degree', xlim=(-0.5, 10.5), ylim=(10.5, -0.5),\n", " title='Zoomed coupling matrix');\n", "col2.imshow(coupling_matrix)\n", "col2.set(xlabel='Input degree', ylabel='Output degree', title='Full coupling matrix');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predict the biased spectrum\n", "\n", "Finally, the coupling matrix can be used to predict the spectrum of the windowed function. SHTOOLS provides also the functions `SHBiasK` and `SHBias` that can compute directly the biased spectrum without explicitely computing the coupling matrix. Under some assumptions, the coupling matrix can be inverted allowing the global input power spectrum to be estimated from the localized spectrum. This has to be done with care because as a smoothing operation, windowing leads to loss of information (less resolution in degree l space) and has to be regularized to stabilize the inversion.\n", "\n", "Here. we compute the biased spectrum using two methods, mutliplication of the global spectrum by the coupling matrix, and the function `SHBias`, and then plot the results." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 413, "width": 559 } }, "output_type": "display_data" } ], "source": [ "power_local2 = np.dot(coupling_matrix, power)\n", "power_local3 = pyshtools.spectralanalysis.SHBias(power_window, power)\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "ax.plot(degrees, power_global, label='Global spectrum')\n", "ax.plot(degrees, power_local, label='Localized spectrum')\n", "ax.plot(power_local2, label='Localized expectation (CouplingMatrix)')\n", "ax.plot(power_local3, 'x', label='Localized expectation (SHBias)')\n", "ax.legend(loc=3)\n", "ax.set(yscale='log', xscale='log', ylabel='Power', xlabel='Spherical harmonic degree');" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 1 }