{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Getting started\n", "\n", "## First step: loading the data cube" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import base class for the manipulation of a SITELLE spectral cube: SpectralCube\n", "from orcs.process import SpectralCube\n", "import pylab as pl" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[0mmaster.ff2bd|INFO| Cube is level 3\u001b[0m\n", "\u001b[0mmaster.ff2bd|INFO| shape: (2048, 2064, 840)\u001b[0m\n", "\u001b[0mmaster.ff2bd|INFO| wavenumber calibration: True\u001b[0m\n", "\u001b[0mmaster.ff2bd|INFO| flux calibration: True\u001b[0m\n", "\u001b[0mmaster.ff2bd|INFO| wcs calibration: True\u001b[0m\n" ] } ], "source": [ "cube = SpectralCube('/home/thomas/M31_SN3.merged.cm1.1.0.hdf5')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[0mmaster.ff2bd|INFO| mean flambda config: 1.4984303888958248e-16\u001b[0m\n", "\u001b[0mmaster.ff2bd|INFO| standard_spectrum not set: no relative vector correction computed\u001b[0m\n", "\u001b[0mmaster.ff2bd|INFO| standard_path not set: no relative vector correction computed\u001b[0m\n", "\u001b[33mmaster.ff2bd|WARNING| bad WCS in header\u001b[0m\n", "\u001b[0mmaster.ff2bd|INFO| standard_image not set: no absolute vector correction computed\u001b[0m\n" ] } ], "source": [ "## Resetting flux calibration\n", "# You should not do this if your cube has been freshly reduced. The cube used here as an example has an outdated flambda parameter \n", "# which can be reset to the latest one this way.\n", "# Note that this calibration is computed from known instrumental parameters for ideal atmosheric conditions and modulation efficiency.\n", "# The measured flux may thus be underestimated by more than 10%. But, in case something's really wrong in the calibration, this is a good starting point \n", "# which sould not be more than 15% off (and is generally around 5% off).\n", "cube.set_flambda(cube.compute_flambda())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exploring the deep frame\n", "\n", "The deep frame is the sum of all the interferogram frames, i.e. an image of the field with an exposure time of \n", "```python\n", "cube.params.exposure_time * cube.dimz # s\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Deep frames for old cubes\n", "Note: if your cube is old (level 1), the deep frame may have been distributed as a separate FITS file. For more recent cubes, the deep frame must be stored in the hdf5 archive. The deep frame is in the cube if one of the following return True:\n", "```python\n", "cube.has_dataset('deep_frame') # should return True\n", "hasattr(cube, 'deep_frame')\n", "```\n", "If your deep frame was distributed as a separate file, you can attach it to the cube with\n", "```python\n", "cube.deep_frame = orb.utils.io.read_fits('path_to_your_deep_frame.fits')\n", "```" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[0mmaster.03e73|INFO| Data written as M31_SN3.deep_frame.fits in 0.17 s \u001b[0m\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# explore the deep frame (in counts) \n", "deep = cube.get_deep_frame() # this step should take a second or less. If it takes a lot of time, see above.\n", "deep.imshow(perc=95, wcs=True)\n", "pl.grid()\n", "cb = pl.colorbar(shrink=0.8, format='%.1e')\n", "cb.ax.set_title('counts')\n", "deep.to_fits('M31_SN3.deep_frame.fits') # if you want to exampine it your way (e.g. with ds9 :P)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectrum extraction and visualization" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extract and plot a spectrum at x=919 y=893 integrated over a radius of 2 pixels\n", "spectrum = cube.get_spectrum(919, 893, 2) # option mean_flux \n", "spectrum.plot(plot_real=True)\n", "pl.grid()\n", "pl.title('spectrum of a planetary nebula')\n", "\n", "pl.figure()\n", "spectrum.plot(plot_real=True)\n", "pl.xlim((15150, 15350))\n", "pl.title('zoom in')\n", "pl.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The returned spectrum is a `RealSpectrum` object which provides many internal methods, one of which is the ability to fit directly. \n", "\n", "* plot: `spectrum.plot` (by default the real and the imaginary part of the spectrum are displayed, but you can dispaly only the real part with the option: `plot_imag=False`)\n", "* fit: `spectrum.fit`\n", "\n", "If you want to get the data and the corresponding axis as numpy.ndarray you can do it this way :\n", "\n", "* data: `spectrum.data`\n", "* axis: `spectrum.axis.data`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "object type: \n", "data as numpy.ndarray vector \n", "axis (in cm-1) as numpy.ndarray vector \n" ] } ], "source": [ "print('object type:', spectrum)\n", "print('data as numpy.ndarray vector', type(spectrum.data))\n", "print('axis (in cm-1) as numpy.ndarray vector', type(spectrum.axis.data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Background removal" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[33mmaster.03e73|WARNING| /home/thomas/miniconda2/envs/orb3/lib/python3.7/site-packages/numpy/lib/nanfunctions.py:994: RuntimeWarning: All-NaN slice encountered\n", " result = np.apply_along_axis(_nanmedian1d, axis, a, overwrite_input)\n", "\u001b[0m\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Background around the planetary nebula')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "background = cube.get_spectrum_in_annulus(919, 893, 4, 25, median=True, mean_flux=True)\n", "# mean_flux=True: The mean flux is returned (i.e. integrated flux / number of integrated pixels). \n", "# This is important when computing a sky spectrum.\n", "#\n", "# median=True: When combining spectra, the median is used instead of the mean (if mean_flux is True, \n", "# the computed median vector is then multiplied by the number of integrated pixels to keep with a \n", "# measure of the total flux.). On large integrated regions, this operation removes outliers like \n", "# isolated bright stars.\n", "background.plot()\n", "pl.grid()\n", "pl.title('Background around the planetary nebula')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Spectrum with background removed')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Background is high below the source. It can be removed by subtracting the spectrum of a region in a an annulus around the source.\n", "\n", "spectrum_corr = spectrum.subtract_sky(background)\n", "# note that you didn't have to bother with the number of integrated pixels in each spectrum \n", "# (even if both have been integrated over different surfaces)\n", "spectrum_corr.plot()\n", "pl.grid()\n", "pl.title('Spectrum with background removed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Second step: fitting the spectrum\n", "\n", "* The emission lines to fit are passed by name (their wavenumber, in cm-1, could also be given directly). \n", " Remember that:\n", " \n", " $\\sigma [\\text{cm}^{-1}] = \\frac{1e7}{\\lambda [\\text{nm}]}$\n", " \n", " \n", " \n", "* The line model is `sinc` by default because the instrumental line shape is a `sinc`. Note that the observed emission line shape is the convolution of its real shape (e.g. a gaussian at a moderate resolution) and the instrumental line shape. i.e., fitting a `sinc` means that the observed emission line shape is considered a dirac (infinitely narrow line) with respect to the resolution.\n", " \n", " ```python\n", " fmodel = 'sinc'\n", " ```\n", "\n", "\n", "* The velocity of the lines is -513 km/s. It is passed with the argument:\n", "\n", " ```python\n", " pos_cov = -513,\n", " pos_def = ['1','1']\n", " ```\n", " \n", "\n", " The velocity is considered as a covarying parameter. By default all the lines are considered to have a free velocity parameter. If we want to set the same velocity to all the lines we must set the definition of the position of eachline to the same covaying group with `pos_def = ['1','1']`.\n", "\n", "\n", "* By default the calculated spectrum is multiplied by the filter function. But this can sometimes lead to strange results if no backgound is present. In this case the following option must be set:\n", "\n", " ```python\n", " nofilter = True\n", " ```" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Fit results ===\n", "lines: ['H3', '[NII]6584'], fmodel: sinc\n", "iterations: 41, fit time: 6.40e-02 s\n", "Velocity (km/s): [-508.1(1.1) -508.1(1.1)] \n", "Flux: [3.03(12)e-15 7.6(1.3)e-16]\n", "Broadening (km/s): [nan +- nan nan +- nan]\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fit = spectrum_corr.fit(['Halpha', '[NII]6583'],\n", " fmodel='sinc',\n", " pos_cov=(-513,),\n", " pos_def=['1', '1'],\n", " nofilter=True)\n", "# fitting results are combined into an orb.fit.OutputParams object which behaves exacly like a dict but offers some valuable methods\n", "# for quick results plotting\n", "\n", "print(fit) # print the most important results\n", "\n", "spectrum_corr.plot(label='spectrum') \n", "\n", "fit.plot(label='fit', c='red') # plot the fitted vector\n", "fit.plot_residual(label='residual', c='gray') # plot the residual of the fit\n", "pl.grid()\n", "pl.xlim((15150, 15350))\n", "pl.legend()\n", "\n", "\n", "\n", "\n", "# note that more can be retrived by looking into all the data provided:\n", "# print(dict(fit))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ungroup the velocity parameter\n", "\n", "We can ungroup the velocity of the emission lines by giving each line a unique group label. We can set:\n", " \n", "```python\n", "pos_def=['1', '2']\n", "```\n", " \n", "I this case the measured velocity must be different for both lines. But the precision will also be worsen.\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Fit results ===\n", "lines: ['H3', '[NII]6584'], fmodel: sinc\n", "iterations: 49, fit time: 6.91e-02 s\n", "Velocity (km/s): [-507.6(1.2) -516.3(4.5)] \n", "Flux: [3.04(12)e-15 7.8(1.2)e-16]\n", "Broadening (km/s): [nan +- nan nan +- nan]\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fit = spectrum_corr.fit(['Halpha', '[NII]6583'],\n", " fmodel='sinc',\n", " pos_cov=(-513, -513),\n", " pos_def=['1', '2'],\n", " nofilter=True)\n", "print(fit)\n", "spectrum_corr.plot(label='spectrum') \n", "fit.plot_residual(label='residual', c='gray') # plot the residual of the fit\n", "fit.plot(label='fit', c='red') # plot the fitted vector\n", "\n", "pl.grid()\n", "pl.xlim((15150, 15350))\n", "pl.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### using a sincgauss model with a single broadening parameter\n", "\n", "We can try the broadened sincgauss model (sinc instrumental function convoluted with a gaussian). We can group the broadening parameter of the emission lines by giving the same group label to the lines. We can set:\n", " \n", " ```python\n", " fmodel='sincgauss',\n", " sigma_def=['1', '1'],\n", " sigma_cov=20\n", " ```\n", " \n", "I this case the measured broadening will be the same for both lines and the precision of the estimations are better.\n", "Note that the broadening must be initialized to a nonzero value for the fit to work `sigma_cov=20`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[33mmaster.03e73|WARNING| please set a guess, or a covarying value of sigma > 0 or use a sinc model or you might end up with nans\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "=== Fit results ===\n", "lines: ['H3', '[NII]6584'], fmodel: sincgauss\n", "iterations: 37, fit time: 1.20e-01 s\n", "Velocity (km/s): [-506.9(1.4) -506.9(1.4)] \n", "Flux: [4.43(24)e-15 1.14(16)e-15]\n", "Broadening (km/s): [27.1(1.7) 27.1(1.7)]\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fit = spectrum_corr.fit(\n", " ['Halpha', '[NII]6583'],\n", " fmodel='sincgauss',\n", " pos_cov=(-513,),\n", " pos_def=['1', '1'],\n", " sigma_def=['1', '1'],\n", " sigma_cov=(20,),\n", " nofilter=True)\n", "print(fit)\n", "spectrum_corr.plot(label='spectrum') \n", "fit.plot_residual(label='residual', c='gray') # plot the residual of the fit\n", "fit.plot(label='fit', c='red') # plot the fitted vector\n", "\n", "pl.grid()\n", "pl.xlim((15150, 15350))\n", "pl.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model with a high background\n", "\n", "When the background is high (e.g. it cannot be subtracted or we are fitting emission lines of a high redshift galaxy), we can fit the backgound as a polynomial multiplied by the filter function. The order of the polynomial can be set with `poly_order` keyword." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[33mmaster.03e73|WARNING| please set a guess, or a covarying value of sigma > 0 or use a sinc model or you might end up with nans\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "=== Fit results ===\n", "lines: ['H3', '[NII]6584'], fmodel: sincgauss\n", "iterations: 55, fit time: 1.96e-01 s\n", "Velocity (km/s): [-507.3(1.4) -507.3(1.4)] \n", "Flux: [4.34(23)e-15 1.13(16)e-15]\n", "Broadening (km/s): [26.6(1.7) 26.6(1.7)]\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lZcTGxrboODVoq1BEGx3s4ffp04fi4mJKS0ubbGu1Wlssah1Fe9saGxtLnz59WnSMEnyFIsroaM/aaDQycODAZrXNyspqUfnfjuRksFWFdBSKKMNbWkGtORd9KMFXKKKNTjBoq+gYlOArFNGGGiyNWpTgKxTRhqqlE7UowVcoogxVHjl6icQSh32FEJlCiBwhxC4hxN802kwTQlQJIbZ6fh7Q6kuhULQDSvCjlkikZTqAf0opNwshkoBsIcR3UsrgKkSrpZTTI3A+hULRCqQK6UQtrfbwpZRHpJSbPa9rgBygd2v7VSgUbYTy8KOWiE68EkIMwL2+7XqN3VOEENuAw8DdUspdGsfPBGYCZGRkkJWVFUnzIo7ZbO70NvpzMtmrbG0bzGYz9iNHAHA4HJ3e7pPts+30tkopI/IDJALZwJUa+5KBRM/ry4B9TfU3ceJE2dnJzMzsaBNaxMlkr7K1bcjMzJRr//0/KUHmDhrV0eY0ycn22XYGgE0yjK5GJEtHCGEEPgc+kFIu1LipVEspzZ7XSwCjECI9EudWKBQtRE28iloikaUjgLlAjpTy+TBtenjaIYQ403PestaeW6FQtBypJl5FLZGI4Z8DXA/sEEJs9Wy7D+gHIKV8A7gauE0I4QAswDVS/dcpFB2D+upFLa0WfCnlGppYOkdKOQuY1dpzKRSKCKBCOlGLmmmrUEQbysOPWpTgKxRRRmdY4lDRMSjBVyiiDeXhRy1K8BWKaEN5+FGLEnyFIspQCXLRixJ8hSLKEMrDj1qU4CsU0Yby8KMWJfgKRZSh9D56UYKvUEQbLmdHW6DoIJTgKxTRhnLxoxYl+ApFtKEEP2pRgq9QRBsqSydqUYKvUEQbysOPWpTgKxTRhkfwle5HH0rwFYpowxfSUYofbSjBVyiiDeXaRy2RWOKwrxAiUwiRI4TYJYT4m0YbIYR4WQiRJ4TYLoSY0NrzKhSKE0QJftQSiSUOHcA/pZSbhRBJQLYQ4jsp5W6/NpcCp3l+JgOve34rFIr2xhvSUcIfdbTaw5dSHpFSbva8rgFygN5Bza4A5ks3PwFdhBA9W3tuhUJxAniEXijBjzoi4eH7EEIMAMYD64N29QaK/N4Xe7YdCTp+JjATICMjg6ysrEiaF3HMZnOnt9Gfk8leZWvbYDabEVVVALgcjk5v98n22XZ2WyMm+EKIROBz4O9Syurg3RqHhLgXUsrZwGyASZMmyWnTpkXKvDYhKyuLzm6jPyeTvcrWtiErKwt9YiIAer2u09t9sn22nd3WiGTpCCGMuMX+AynlQo0mxUBfv/d9gMOROLdCoWgh3pCOS4V0oo1IZOkIYC6QI6V8PkyzRcANnmyds4AqKeWRMG0VCkVb4hV8lYcfdUQipHMOcD2wQwix1bPtPqAfgJTyDWAJcBmQB9QBN0fgvAqF4kTwevZq0DbqaLXgSynXoB2j928jgTtaey6FQhEBpDstUydVEbVoQ820VSiiDak8/GhFCb5CEWX4BmuV3kcdSvAVimjD49mrkE70oQRfoYg2VEgnalGCr1BEG55aOo1mWihOSZTgKxRRh7eWjgrpRBtK8BWKaEMVT4talOArFFGGUOWRoxYl+ApFtKE8/KhFCb5CEW0owY9alOArFNGGKp4WtSjBVyiiDW9apvLwow4l+ApF1KFCOtGKEnyF4lTjiy+gf3+w2zV3CzXTNmpRgq9QnGLIO+6AwkIoK9Nu4PLW0lGCH20owVcoTjFqbE4AzHU27Qa+GbZK8KONSK1p+7YQ4pgQYmeY/dOEEFVCiK2enwcicV6FQhGKxekW8uo67ZCOV+dVDD/6iMQShwDzgFnA/EbarJZSTo/Q+RQKRTh0bj/OatX28L0zbVVIJ/qIiIcvpVwFlEeiL4VC0UqEuw6mrc6qvRs1aButRMrDbw5ThBDbgMPA3VLKXcENhBAzgZkAGRkZZGVltaN5LcdsNnd6G/05mexVtp44wzxCvm3zNo66agL2mc1mhNVzI5CyU9mtRWf7bBvjpLBVShmRH2AAsDPMvmQg0fP6MmBfU/1NnDhRdnYyMzM72oQWcTLZq2w9cY6m95IS5I+ffx+yLzMzU/545s+lBFkZl9QB1rWMzvbZNkZnsRXYJMPoartk6Ugpq6WUZs/rJYBRCJHeHudWKKIOTwzfZrFo7hZq4lXU0i6CL4ToIYQ7sCiEONNz3jBJwgqFolV4B23DpmW6f6laOtFHRGL4QogFwDQgXQhRDDwIGAGklG8AVwO3CSEcgAW4xvPooVAoIo1n0NZlq9ferWrpRC0REXwp5bVN7J+FO21ToVC0MdLj4VOvLfiqPHL0ombaKhSnGNLj4cswtXR8xdNUSCfqUIKvUJxqeAU/jIevQjrRixJ8heIUQwr31zqc4KuQTvSiBF+hOMXwhnTClUdWgh+9KMFXKE4xfIJfry343ho6qpZO9KEEX6E4xZB4PfzGQzqqPHL0oQRfoTjFcDXh4auQTvSiBF+hOMXwhXQc4ZY49GTptJdBik6DEnyF4hTD5ZFy0USWjt638lUgzyzfw+fZxW1im6Jjac/yyAqFopnYnS4MOoEQLffDXZ60TOwOzf2iiUjOq5n5AFw1sU+Lz63o3CgPX6FoBCklb/6Qz+FK7cqTbYHZ5uC0/1vKa1n5J3S89NwjRBMhHXfjyMbx7U4XlnpnRPtURA4l+ApFIxSW1/G/pXu4/YPNLTquzGzjrwu2YLaFetmbCyvYWlQZ9thDFe6by+ebTyysIpyeJQybzNIBXNphnRPlmtk/MfyBZRHtUxE5lOAroo4/v7uJC57NarRNXb0Dp0ti94hnjTVcXRptXv5+H19vO8xnm4pC9l352jp+9epadh2u0jy2zOwua5wSZwzZV2Wxc/ELq8g5Uu3bZrU72XmooS+d03OTcWiHdPwF/0hlHcP+uzSgv8Cmkk0F5bhc7mOyD1b47NMi+2BF2H2KjkcJvuKkRkpJvaNlXuqKnKMcOF7baJ8jHljOPZ9tw+bpW3cCsfSmuOW9bM3tJdXuJQi7aAj+urzj7D1aw4srcn3b7vxwC9NfWeN7mtC53CEVEWamrX865vc5R7HaXbz300HAfUPx5/31hVz9xo98l3MUgKteX8cvX14T0OajDYVsOKCWtD4ZUIKvOKn5ZFMRQ+9fekIx9ieX7mHAvd8QvDRDtcUtnAs3H6LOE48OFnyrvfVx6uIKC/d9sSNke2WdW3RjjfqQfV5LhV9S5QqPGHtj5wZvKMdWT3XQk4nFIbHYGrYZPT06ne7fv3x5dUD7r7cdBmDPkRr2l5qBhhuSl3sX7uC3b/4Y5ioVnQkl+IqTmm92lACw92hNEy1DeXOVe1A0OM5e6heyqPXs89f7D9cXMuy/yzhSFf4mozUUetXr63gtKy9g24frC0PaWR0NN5Plu0q44e0Nvvcub1kEjW/u5sIK9pbUIC1uQS6rqmXMQ9/69n+3+yirix0B+fd6z5uyWhuVdfUUVwRek9MTynlhRS4XPveDxlVp43BqP3Ut3n6YV77f1+x+FJElUitevQ1MB45JKUdp7BfAS7gXMK8DbpJStmwUTKHQICHG7QXX2bQ97v2lZuauOcDDM0Zi0AeqpE4InFJSWWcnKbYhfFJa0yD43hCHf3rknNX7ASgz19MzJQ6AXYer6J4Uy9trD3DeaenM//FgyHHZBys0Y9x3f7qNgekJ3HHBEACsHk/d6ZK+sI/V7iTWqPeFrwSCw5UWuibE+Prxtt3odHv4RmfDZ+JwuvjL/E0A/MovS8f7DLEi5xjjHvkuwK7dh6ubjMmHW7jO5nCFfN7gDj8B/PVnpzXar6JtiFQe/jzcK1rND7P/UuA0z89k4HXPb4WiVcTHuP+FazWyYcAtgvuOmblhygBO75HkG4SFBu+1ymKnL2BzOKmy2CmrbRD8ovI6AHQe3TbbHOz3xP+nv7KGzLun4ZIyIK79ukY6pXfQEyA90cRxv6eIzzyTnAqO1xJj0JFgcl+T1W9sosbqINaoD3gaOfvJlZwzJC3kXCZPOqbR1RC6cfid3z8PP6HsWMjxXi4LCu9oYfOz0f8arXan7zq8qFVNO55ILXG4SggxoJEmVwDzPevY/iSE6CKE6CmlPBKJ8yuilwST20ettLi92tX7ShEIJg1IxajXcdAj2JV17v3Bg5IA1RY7S3Yc8aVe3nPx6b59B8vcx3sd9Xs+3RZw7PJdJfRvJJz/4KJdvLP2AC9fO963ra5e++b0adDsVqtfPnu11U7u0Rr2l7pvNtITNFqbVxbSj8nhvlaDx8OXUvoEP622kjMO7fa1Pesvv4WbZ4e/gEZYvP0wBX6D3/43FavGQHp9mDCPov1or5m2vQH//LRizzYl+IoWsaekmsHdEjF6wgV6j+tdY3WL6PVzG+Ldl43u4fPMP9lUzORBaewtCY31V1nsAXn2zyzf63vtHRswGdw3ln3HzAHHlpltJLka91wLyuqYMWut731dMycmWexOhHBnUVbW2fnDnPW+feYwISykxOT0evjuz8TulL5B2cv2BmbYJB873Cxbgnn+2728vDJwPMLp9znYNAa1W5pNpYg87SX4WjltId8SIcRMYCZARkYGWVlZbWxW6zCbzZ3eRn/a216HS3KkVtI3qXm5AbV2iU5AnEFo2lphdfGPLAvT+hq4aaQJgAMH3aGRPfkFzPosMOd9yY4SkmPAinsS09SUcu7KrAs57/qtO8PatL3Ynd9eWl5FVlYWLlvgoOZbqw8069pOhP3Hqnwp8yvWBaZwHjgS6tkDTNvf0M7oycf/LvMHnBKGlhZwY/bikGMGlh/iQGqvwJHpJggWe4DMH1b5Xq/5cT2FyYFZRtX1DV/55v4fnkzfsZPB1vYS/GKgr9/7PkCIayGlnA3MBpg0aZKcNm1auxh3omRlZdHZbfSnve39z8LtLNhQxIb7fkb35Ngm2w+5bwk6Ich9/FJNWwuO10JWFjlVet++RUe3QvEhunbrybMak5ySE+KorneLdMZpYyDzp5A2qT0HwK7ckO3+OPUmpk2bxqt71rG/KsxApl9RMiElcQ4bQkq61lVRGxNHrKMep05HqqUGiSDGaceh01OvN9DFaqbalEB3czlHktJJqq+jypRIrLMek6Oe7QU2Lq+r4nhCKiOO5lPVtTvXF+6hsEsPRh7Np95g5Izi3Yw41nAD6lPljs9PqarGcPgQM96+U9PszLdu4Z5L/8Y3w86lLiau0c+hMc6ccjZ8vwKA0eMmML5fasD+I1UWWLkSgPPOn+p7OmuMk+k7djLY2l6Cvwi4UwjxEe7B2ioVvz/1WZHjFhxbMx/l3TFg7YlUdqeLx75xx54r6uy4XJLPsot9KZTmMHFxq93FuL5d2FpUSUWddqmB3Uc8s1SlRCDpUVOGRDCovJg4h41JxTkYnXaOLnuSJ0tKKTfXM+poPoeSuzGkvJjS+C50qwtfKqGjGFpWSMFT05vV9pmlL/HM0pe45df30S0xho8zxgJg14dO/grHz/zSNr1zAqrq7Dy1fA/3XTY84O96qMJCcpyBLvExIf0o2o5IpWUuAKYB6UKIYuBBwAggpXwDWII7JTMPd1rmzZE4r6L9KTheS6XFzri+XXzbKmrrKTXbGJqRFNC2yjOBqLHkDCklwx9Yxj0XD/Nt8w7A+rNkxxHfDaTe4WLHoSr+9fl23/5vtmv7D1a7k95d4thaVMk/565hXFkRqZZqzircQYrVzKDyYlKsZh6y1tLTrB0m8ScDGOx5PaTcPcga53DfdKpj4tFLFy4hMMfEk1hfx/GELqTVVVMVm0h3cznlccl0tVRTnNKd+HorXaxmzDFxdKurpDShC91qO/bG8eYXTwDwmOf92v5jeHvSFehdLn4YNJGEegvl8Smax/oPiH+/5xgmo54b396A2eZgdO8UXzorwPnPZJKWEEP2f3/eZteiCCVSWTrXNrFfAndE4lyKjmWapwZNwZO/BOCn/WVcM/ungG1evFkZFXX19OwSi9nqIDUhBqdLcqjCwpaiCs4Y0BWr3cWjixsyR/xz6rcUVjC8Z3LIzFb/2Z5CuuhuLmdIWTHxditDSw+6fx8/SHpdFYPrq3j1eEnYa7IYTBxLTGVHxmCKUzLQSxdHE7sCkKi5M+IAACAASURBVN+1D8m9M/jG2IvamDiqYhNJ65pEcU19i2LejdEnNY7nfjMWvU5QrBP8+rV1vn390+J9mUImRz31egOLrh3OjAU5DCstwBwTzy9rC3AWH2b6ntWMLXFPasruNYwPx11KSVIaH3x8/wnbds7B7ZxzcHvI9g19RjB/wnT2d+1DUZcMbPoY6g0NTwNz1xxg7pqG8FKVxU5+aWA5i7LaMMXdFG2GqoevaBVesQd32MWoMdnmilfXMrJXMrsOV5P/xGWc/3QmhzylEN65+YyQ9rWe8MyynSXc+n429/9yOPE6F/0rDjOpOIe+VSX0/fFVvsrNo1ttBb1qjmvaZtfpqY2Jo27AYLYn9yKvSy+qTQlM+Plk5h+G77oOQUiJSxdawsCfW84fRP6qBu80Ji4GzA3e7OAUHflVTYetLhqe4SuD4M/YPl2YPMidT7+9ONDDT/TLZbcZ3OGPAcP6I8VecroPAiB73HA2FlTw1uQruW7LEh779jWWXX0L8uxprN1yiLU7iuhdfoQBU89s0sbmcmbxbs4s3q25ryI2iTfOuor8rn3JHDwJlxA8uXRPxM6tOHGU4Cuaxf5Sc0D1xrp6h2/Sk5dXM/P4/Zn9NAdodx12V2MsKKv1iT3AjuLQipG/fHkNI2zHuT01h8eXL+Lcr47Sf88Wfu/XxmqI4Xh8Cnu6DeCnfqPZ37U35fEplCSmURcTy86MIdTrjdQbjNw4pT8LtxzypW6+8ZuJ7FmSgyyv4/SeSXRLMjGpf1deWJHLU1eNJsagw2Z3ce9Cd52b687qz5/OHciZT3zvPndQWuWIdD0Xjx/YZP36ey8dxqp9pSFjFP41c0b2SuGOCwYjJbyWlU98TOjNKCHoc/e/Kbw//jLeH38ZF4/M4K/nDmThlkPUCgO1Q4bywEW3cPrxg/xha2j54j9f+V+shhiKumQw9ZyRLN2QT2lCKoPLiqmOTWB0SR6VsUkMrDhM/wr308SgCu2UzlRrDf/Jmhew7Z2Jl/POxBkUpvZs9DNStC1K8BVNsuFAeUhxrPu/3Mnzvx0XsO3FFfv4YH0hG//vorB9BXuw24oqSa+tYFRJHuMP5zKs9ACTineTZmko13u4zyB2n3cJX+p7kpvej209h1IRl+wLqYzqnczOQ9rlfQGqrYH1Y84YkEqs0f0kcu6QdO6fPgIpJRcO686o3sm+cghewY816umWZMJk0GmWDDDqoG/X+IBt//z5UJ77LjDzx78Mwl0XDvGlNhr8slX0OsE9Fw/jow2FvnMHowvKbkn1G/h85drx/HXBFgw6HXGem0V+aS2Ze0tZMPFygADBf/GcaylI7cWK0xomvsd07UKpN6SV7k6uWznE/XRQNX4Sn5fW8vz51/vamxz16F1Oelcdw6XTcWbRLvpXHGZGzirf09fN2V9zc/bXrBh8Bn+7/B5qTfG+v4Gi/VCCr2iSPSWhYrpw8yH+dO7AkO3+dWhCkJKiDTu4cuf3DCw/zNgjuQytKKZHVamvSa0xlnX9x7C7+2C29Dqd7D7D6d2/B3s0JkzdecEQZmXmEaPXMe30bmTtbejnnCFpvlmo/75kGMt2umP4t00bTFqiySekRoNbdIQQjO6jPRjpFc719/2MP8xZz2O/GkWPlFhuensje4/WYNDBNWf0ZUBaAte+5Q5xXT+lf6OCP6ZPFx69YiT//WoXBn3oWIB3eEDLww8mJb7hycvo6Ss5zkCc5xqfWhY+nLIzY4hP7Ht3ieNQpYXG5pG5s2oCY/HeUNO+bv0ByE9z3ySevOCPJMcaSHfZ+MtXr3JR3gYuyt/Ic0te4LZf/YdEk8rQaW+U4CuaxGbXjk8H10X3csPbG/jjqFQmF+5g4qEc+lccYUzJPoaUFWF0NYRDyuOSye49jIXDp7K513B2ZgymJDk9pD8tsQeYMjiNWZl5DEhL4NFfjeLhr3fxyaZinr5qDMWVFtbmlXHDlP70SInF4hn0/ct57ri3ySP0WmMOwcR62naJj+Gbu85r2O7xUI3CvfbslMENdW0STQauHN+bhVsO8cZ1E31VLr3EGHS+UgQGjXz08f1SGdU7mXsuPp3luxri/mv+fUFI2xhDwzX8fEQP/nHRUG4+d4Bvdm1jjBmYxgrPa6/gm23hF3tJjW9+mibgrqcTY+I/l97Fgw47n79/N5fk/siN2YvJuviaFvWlaD1K8BVNElwDJTXeSEWdnyhIyaij+ZxZtItzC7Yw9HghfaqPMc17vM7A7oxBfD38fHb0GMLh3oMQZ53FsoPhFyFpDuP7dWH29RM5Z0g6CSYDT189lievHINOJ3xliL117OfcMIkf95f5vGzvpJ8YDe/av/8thZWaVR8BnxvuH3VZePvZJJkMGPQ6nvvtWJ79zdiQEAy4RXr6mF4s2FDIHzWelIZmJLH4r+eFbO/dJXRiVIyffXqd4G8XuStRNqdm/8TTeqArAJeE//vlcJ5ZvpeLhmfwyabQ5RWNesGVE/r40mObQ4LJgN77uGIycfmNL/L5+/dww+bFbLr4N83uRxEZlOArmiR4kPHsgansXr2F8w5s5ozi3fysZBfxle4VjypjE9nYZwTfDDuXLb1OJ6f7QA6m9gIgI9nE0Wob5wxJ4x8XDWXZG+5xgRiDrsk6KxP7p5IaHxOQ5RJn1POLkT0C2nnF1Vv7xstFIzK4aESG771X8Bvz8D/881kcq7GG3e+VcT8Hmwl+s0uFECGZm963MQYd3ZJMfPuPqWH71zynRiropAFdNduaDNrX9q9L7uLpZS8DIE2x6HUCl1MyqFsC7/95MuvytLOevv7ruQzrkcy/Ljmdp5ft1WwTTILJgN3zt31oxkhO75FE+oB/0f/2P3Je9gog/HiPIvIowVc0idXuREgXv96VyfSc1Zz30i6MVnemjTkmjoop5/Gsvj+Zgycx5oJJfLVNexJUn9R4jlbb6N0lzhcXBxjeM5ltYRb1HtQtgbdvPIMB6QnYnS6KKyy+9Wi1xM9LU7P2vZ5/TBhRBHfsvn9aQpPn0ArJNEVMM0JJjTHz/EHMXrWfb+46l5G9Uvjnz4dSF+TRh/t8Phn7C+Rll9Lno/kMGTeJPsf3ceB4re/mN9ZvUp0/3v2/ndSXp5ft5c/nDmTOmgO+sQgtTAadr3R11wQjE/unwi03UnPvPxm/T3uJR0XboQRf0SR19U7uy3ybv2z8kuLkbhw++wKy+43ibdmLnRmDmX3DJLKW7sFk0PHStRPolrSbOWsCi4q9cu14XFKSfbCCwd0SSTI1xILv/sVQ/v3Zdg5XhXrTCTEGBqS7Rdeo1zEwPbwAaxGuBrtONO3hN0W5Z+JQYsvC2kB477u53HfZcO6YNsQ3YNvYgiJTh3bjh9zSgG1VKel8et4feMOgZ8FfzmL9gTLfQHaCycC+xy/llveyWbmnIXzjvUmlJ5ooePKXuFyS30/ux6Buiby1+gCFnlLUD88YyafZRb7MqdO6J5J3zMzkgZ4xDp2OfaMnM2H7Bvc07DZYL1ihjcqLUjRJ8v69/HHTIhaOvIDzb5nD1udms+WK69nZYwgIQXKckWV/P5/Ffz0X0M4suXxsL64Y15tFd57DDVMG0CWhQSW7J8XyxJWjARjWI7A8Q5xGX/NuPoNHfxWysFqL8Ap9azzt0X3cnvBpqU1n0gTT2JNFc0lpxgDqnkcvYe6Nk0K2e0sZ63WCHimxXDGud8B+o17HgKCnm+Cbo04nGNQtEYAHpo/wbR/ULYG//2wo4K6j9NTVY/j2H+eT6peldGDMZNJrymFv80JDisigBF/RJOd99S51RhOPXvhnXDo98TEG4k0NIpdoMhBj0PkGN2MbSSUc06cLcTF6kvwmCyXHGZg6tBuvXDuez247m75d45jSy+NtavQ17fTuXH9W/0Ztbspn9C6cojWg2lyeumo0a++9EFMjA7/hiITgN4dYo15z0NmbNdTY/a7eGRgiMjZynReNyGDq0G6AuwheepK7fHW9w0VyrDGkzlLRSPdN6H/3z+GLLaEDxIq2QQm+onHq6xm9KYtvh06hwlM0KyFIsIOXsosPmiyk9cTuH1/umhCDEILLx/Yi0WRg9b8u5Pzebu91WM/kSF1JoI2e2aqWZmSyNNaHVtZMc2htDL+1eDM2GxsHCU7HNTZxk/KOZTic0pe+2StFuyx2VZ/+WAwm0gvz+Y9ngpui7VGCr2iUw19/S0JdDZsmNuR/J5gMdE9yf5HTE00hcfVgr7mpeHVwRg3A8DQ9c26YxP/7+dATsttbdjct0aS5v2Hxc+2yym1NSzz8x1oZvvKnb5KOBy8fgdPlFvPGBpxvmTqYwd0a/rZN3aRmjHNnYw3NSKR/WgKvXDue5347VrOt0Whgf9fenHa8yDdBTNH2qEFbRVisdicLXvyIfyBYnDqUlDgjVRY7sUa9L348rm/o7FRn0FRNrfIAAHf97LRGbwb+aZQtZcbYXtQ7Xfx6fG/N/d6nktpmLjcYKWL07vIMLRksvu6s/lw6qgf2Zkykaor7Jsdy6TkDWb7LPfNY34iHP6R7It//cxoD7v0GaHqA+4pxvfnl6J6+ENLlY3uFbWvQCXZlDOKivA2+iW2Ktkd90oqwLN15hPGH95KX1pcaUwIPzxgJQI/kWF9IR2txE3+9P2dIGnNvDK2ICfD/fj6UOy4YEnnDcT9l/HZS37Ai9csx7iJev2jFTeVE+PiWKdxxweAWZ+mkJZroESY80hJiPfde79+oOWMYH/5lMleO792sFarCTlLTaJfdezhdLdUMrg6tIKpoG5SHrwhLWY2NqUdyWeEpnPWr8b35lcdjPmNgV649sy+3Th0ccpw3FfLmcwbw4OUj28/gFjA0Iymkfn97MKJXMiN6tc24RHPwxuz7pMax4QAkxTYtAWcPTufswaElL1pDrc3BvvR+QMNCMoq2Rwm+IizO4kN0tVSzMyNU1I16Hf+7cozmcTPG9eLjjUXcfHZoyQBF5+CxX43iFyMyGNlLu2BcWxMfoye/ax8AhlVpl1lWRJ6IhHSEEJcIIfYKIfKEEPdq7L9JCFEqhNjq+flzJM6raFtMue4qi/vS+7dowlP3pFi++39T6ZcW33RjRbswNCORnn4hofgYA5eM6rja9LdPG8KH/76UyoQUXHv38sxytUBKe9BqD18IoQdeBX4OFAMbhRCLpJTBy+F8LKW8s7XnU7QfiQfcBcie+L/fkTqoTwdbo2gN3/5jKlJKfvjhh6YbtwNxMXpG9kphV/d+DC4r5r7M/IB1jRVtQyQ8/DOBPCnlfillPfARcEUE+lV0MF0P5lETn8TAkQN9aY6Kk5fGcu47ir1dejG4vLjD5yVEC5GI4fcGivzeFwOTNdpdJYQ4H8gF/iGlLApuIISYCcwEyMjIICsrKwLmtR1ms7nT2+hPS+1NP5hLYfe+lHaAV3gyfbbK1hMnJ6U3V9ZV0c9ZrWlXZ7O3MU4KW6WUrfoBfgPM8Xt/PfBKUJs0wOR5fSuwsql+J06cKDs7mZmZHW1Ci2ipvZXxyXL1Bb9uG2Oa4GT6bJWtJ87NVz0gJcj7/vWm5v7OZm9jdBZbgU0yjK5G4jmqGOjr974PEDDsLqUsk1J61757C5gYgfMq2pLSUlLqqqkc0DZ58goFQH6ae2yob0lhB1sSHURC8DcCpwkhBgohYoBrgEX+DYQQ/ukAM4CcCJxX0YZ88cG3ANQOPr2DLVGcysx/5LfU6410P3Kg6caKVtNqwZdSOoA7geW4hfwTKeUuIcQjQogZnmZ3CSF2CSG2AXcBN7X2vIq2o97hInvpOvfroUrwFW1H/4wUSnv0peeRgx1tSqtYsmYzx6rqOtqMJonIxCsp5RJgSdC2B/xe/wf4TyTOpWh79h83M+R4ITUxcRj69W36AIWiFRzrNZA+Bblt0vf6nAJGDuhJYpx2Eb1IsfH7r3FKwW+vuKxNz9NaVC6UIoRam4MhZUXkp/UlRaVjKtqY430G0rPsENTXR7TfwqMVLPvkXZ5866OI9hsOvWh9cbu2Rgm+IgRLvYvTyorYl9aPLnEnsH6fQtECKvoNwuByQX5+RPs9UuZeJ7m+6lgTLVuHyxVaQLCzogRfEYL9eBkZ5nL2pfclWQl+1OFyudpVxKr6uWs1vf7GYvaUVAfs+z6vmsc+WXNC/VqsnsRA0bb19h1OJfiKkxjjXm8NnX6kKMGPOh599FHmzZt3Qsfm5uayevXqFh1TO8At+DVbd/LJxsDKmYZDW3DmfH9CtlhsnhCRrm0F32bvmEV0TgRVLVMRQmyuuwxSbnr/ZpXPVZx6FBWFTIRvFgsWLADgvPPOa/YxupRkjiSmMbi8mKrUE1syEtyetn89/lqL28MXbSz4Vru9TfuPJMrDV4SQmJtDTUwct91wgaqhcwqyceNG9uzpmOqUy5YtC3l6MBl05Kf1YVDZIU502HNv4TEef+xR3l7cEP4xWyzuF/q2dVrq23nVtNagBF8RQnLeHnLT+3PlxFOzQmZtbS1VVVXNaut0Opk9ezYHDrTvxKBt27ZRU1PTJn0vWbKEjz/+uNnt7X4e7NNPPx1SL8ZisQS0aYz169dz8GBgzn2sUU9+Wh8Glxfjcrr4dlcJ+0vNIcfmFJVy/1tfhSyhCbD7gPuJZO/OrQ121VkB0OnaWPCVh684aZGS1P372NttALEai4t3NkpLS/nggw+aLTgAzz77LC+++GKz2lZUVHDkyBG++eabFtklpaS4WHslp7q6Ourqwk/Sqays5Msvv+SLL77Q3F9WVuZbVayt2bFjB0888QQlJe41cC0WS0iJ5aeffpq33347YFtL7Is16sjv2odkWy2GsmPMfC+bC58LLdj31nsfYzy8lXU7Q7N5jAaPqMuGAVSb539Cp2tbmbOeRDF8JfiKQI4cIa6mkryMgc1a77SjWbZsGXl5eRQWtrwWi81m8wlZMJ9//jk5OTk+4WppaeFNmzYxd+5ccnNDJxQ988wzPPPMM2FFsbLSk06okZdeUlLCrFmz+Omnn3zbrFar5nlOhODsHO953nvvPZYtWxb2uODPUSvLx/96rVar7/pMBj35ae4JfikHwqdmGlzu9i5nYAjFbK1n2eoNnpO4OHj4GA88+gQ1leVh+4okdnuDPf7XeOh4FZVmS7vY0FyU4HcQOQeP8N+X36HOGtnJJq1mq/uRuGzgaZq7LRYL1dXVmvuCKSsr45tvvmnTFL+YGPcYg81ma6JlKAsWLODNN98Msc9ut7Nz504++eQTnyi1VPBLS0sB9xNCOFauXKm53Sv4iYmJIfvKy90i5n+De//991mwYAFWq7VFNnopKCjg5Zdf5rXXXuP48eOaberq6li/fn2z+9R64nI4Gjzhp556ildffRVwe/j7PIKftmc7OlyIRqL5UkryCw/5xPXlBUvoZvPUa5QuPlq2Br3LjuPYfu8Rmv04nU6efPMDdh9o3Zq6dmfDddkdDeI/59UXefz5V1rVd6RRgu9hb9Ex6mztJ77zP12EoaKQr1ZlA26P6P8ee5r3Fre89nxm9m4ee/39Zj1Gb80rZvHa7eEbZGVh1xtwTjxDc/esWbN44YUXmmXXhx9+yKZNmxoVvdbiFXwtbxjcNcp//PFHzc/GK5rBQmk2N8SPT1Twm8OaNWvYu3dvyHaLZ7DRaAyfEutvz6FDh4BAQQ1H8M1t3759vPvuu1RUVFBaWsrrr78e9jxaOJ3a3q2WLcHbvI6DyajnWFIaOzMGM2DdSm6M28wFMfnc+l625jk378zh/Xfm8OFSd/pndalfcV7pQnoEvqkH1C25hdhK8pj/Qetm4tr8Bm0t9YE3ukSpPPxOh8Vm56O3X+eRV9/T3L89r4iHZ83H4Qgdjd+y9yBFRwMfHTfsOYizickYeoNbqKpqagGorrMS47SwPzurxfavWLwQ57F83vz8W/79xEu8uXBF2LZffTCX7BWBseEaq5187yDZypVs6zOctO5dfPurqqp49NFHOXLkSEjsOS8vj0cffZSHH3445Fzetnp988YCDh06xLFjLZsV6RV8r0gG8/HHH/Ptt99SVlYGBIqS93Vjgu99cvCPA+/atYuHH36Y2traFtmal5fn8969fPRRqNj4C+PBgwdZunRpiM1aPPfcc2RmZgJw/Phx3nzzTZ577rmANsGC39jA8I4dO3w3k3D432j9+9YSfKdTO5vFUn6UeOrJ7jucnnm70Dmd9NdX8v2uhnP7933sqPt/JO+g2zN31Tf8/YR0EfwRBX9mT839hEdnf0y9w92nq4XjIS6Xi1Vb9/ne2/2u1WoLP5ZUfKyMypqW/c9EGiX4wLod7j9eXE0xP+3MY2/hkYD9H3z0MZQdIDvX7REuzNzA4jWbAVj00TzmvN7w2LZqay5LP57HiwuWcLisinufn8vRimoOl1by1DsLfTcCU5w739hc2yD4WuwuOMxXP2xs1H6HcHuCR3f9RLy9kpIda1t0/X+at4mfPfcDsrwcNm9mXb8xxMY0iPTevXtxuVzMnj274Zyef/IPPvjA92UM/mJ5hbS5IZ05c+aEeJj+SCnJysoKyLAxeAbrvOf6+uuv+frrr6mpqcFut/sGTr03H61QQ/DNwl/IvV6ov6frDcX42+FdYKKoqAibzUZOTmgF8A8++ICXXnopZPuGDRvYtWuX7733s3W5XMybN48NGzb4xNL7O5znvWrVKux2O6+++iolJSUBNy9vn/40NqC5cOHCsPsqKiqYNWsWzzzzjG+bv6A3x8MHePjhh9n47UJ+F7eduIFxxNRb6et58roydqevnVuc3dcsZcN5vvxpLzgb/qZCNj524HK5sBbn4Dqyhy178rxHhb1OLV799Dsyv/qQr1ZvAQLDOF+sWEOVuY5Zn4WG6+a+PotnXni5ReeKNFExq2ZnfjF2h5Pxp/fX3L/mm099r5d//gEAN9/6V/pldHVvdLn/oN5HxB2r3B7X1KlTA7Z/unITRUfcg1fHSw4z9/NlxNUU88pLL1Ef25UE23G+Wt0fS72D6vLjJAIWq1tszLWBgv/eNz+wf1OW7/0VUwNDLF+s3opRr2f62aORhliwBx6/aW8hk07v1+jnUmtzEB+jp6DwIBMM1ZiXfEuSlKzpO5opfhk6WiK5e/duxowZE7DNarUSFxc6cebAgQN07do1rB07d+6kd+/ejZ4P3PHrH374gdzcXGbOnBnQ1utpbt682fe7X79+6HQ6XC4Xubm59OvXT/NJwGq1kpeXx8qVKzEajYwfP963z/tk4BVYm83mi6O/9dZb3HbbbUgpeeSRR3zHxMbG+m5A3uP8RSchISHgprJ06VL0ej21tbX07NnTd03+n4PNZiM+Pj5g2/79+zU/K62bjZSSN998M+Tv09ynr2BefjlUuE7Uw/ey77TTsMXEMHrnTg4OHEi8aLi2guPV1NmdJOgg3uIeH6m32di2/CMS/PoQSIJdfOlycri8hqS4mIAwT11dw//Ca1/+wNC+Pblo4lDAXWXz06++4abf/ppRg3px5FgZPbunkV98lPI97oHsQ0c9dvhd69GcjbxUWoY8vt+37al5XzHd8/2NkQ1PRA6Hw+ewtBenrODvLTxG724pJMaZ+Pz9uQCMf/DBZh8/a867PP1//wBA5/EavDP3tKi3O9i92i91TwicDgcCMAoXRpt7MKymto6CTSvxDsfZPUJVE+Th7924CqPfP6fL5Qrwxrav/AqA6WePRm+KB3tgqOCbj95hwn//6ztm0bqdFB5uGGzNP1rJo7PmM+38c/mlyR1HPvT8fPqkdWdz72FMLtmDxdIXvV6vKSpffPEFo0ePDtg2Z84cpk+fzsCBAwO2L168mG3btlFUVMQDDzxATk4ORqORmpoaRo4cyeeff05aWpqvfbjBR28miL9n7RWW+vp65s+fH9C+sLCQuLg4LBYLa9euZerUqQHZLV4sFguff/55wHFevILv+xwXBaztw759+0K8Zn/7ly5dSn5+PhdeeKFvm5bwOZ3OgNANBAq+1Wpl1apVAeMh772nHYLUSud0uVwcPXo0ZHsk0zu1BP/QoUPMmTOH22+/PWyaqe+YmBiyh45h/K6dLLv4YhwxDZP+Pn7rFboFPYw4HaHjNm4PP0jwpeStV56n2tCFf9/xR9/2hr+ToHRbFqXbYOLQe1iYuZG9u3eQZCtj/Y5cPvp6OcbKQs697Gq+++474nxHCc+1Bv49LVYLsX7vrQe3Mm9BAf5D8FtyC1m04B36T5zGTdOnNvq5RJJTUvCdThcfvfM6dfE9eOqeW3zbt+UV0TU5idVb93Jav56UVlRx2ZTRmn0kOBrEUeD+RzZbAoXI6fcPvn7X/oB9QgicDnvIB5y7Zzf+c1ftnhixf98ulwujCBSRCrOFp199m7jkVHr2yPBtX75xd9jH+yU/7cRa7+DqaRPY8t3nAfu++v5HBhoqyFqzjoE66Hn4MEO3rOOVs68hVW/FvH8PTz/tfmQdPny4Zv/Buenl5eXMnz+fBzVurN6p+haLhU8/bXii6tatG9AgrKA9AHvw4EE+++wzwB2ekVKSm5sbEKrRmhwVExPj8+qPHj2qKfiNZbfkB1Vw1BpjaMpzzc3NDShV0NxsmmDB98+SaUnmk9PpDGtjcwZ6m4v/Dff48eOkpKSwbp17IZ39+/dz5MiRcIf6WDl2Cmfv3MSFmZl8e/HFjba1W2oJfp4USEpLDpHiv9HzhJ7sqMRi9XtqsloxAgmuhrDX0299SGzNIWKkHgQUb/0B79B5zv4iXP7hIyHYln+IzO9X0MXvK6jTmNnr/w11uiT7D7lvvjnZP8LJJvhCiEuAlwA97gXNnwzabwLm417Ltgz4nZSyIBLn1qLc7H5cjq8rweznlX/5wduY9ckkOqvZ96N72yWTRzbZn066QIAlKIWy1tbwZVn51YKAfUKIkHxhgBhzYL6ys66amjorddYGO0srQmcZFh0tI76+HI6XU3K8QYR+wZLs0wAAHqJJREFUWvIprviMkPYA2d+5Pao9+QUh+8rKyogBBurKMFksXPHll5QnpjD3jCtICLrZ5OXlBbzX6/U4nU6ys7WzKBojWDC1BgW9Iu50OlmzZg1jx44NuCGA29v3H/A8fDhgGWUfDoeD3r17c+jQoZB4tpdw2/3xDt7GxsYGbF+xYkXINi3CDSo3hr/gB88Mbkl/drtd05OXUmo+vfmHpFqC/xPEV199FbBv3759wc012TVwGDnDhjEhO5vcoUMpCHpa9CfZFTrgbMRJijPws5J+4c46v/RdR72V4Dyo2Brv/2Po56XT6QLGCI7uXMtHO9bTRQTeNLUcMP+n8Lsff4E4Zx0mAQbZvpO2Wj1oK4TQA68ClwIjgGuFECOCmv0JqJBSDgFeAJ5q7Xkb43hlwxd45abdAfsSnYE55AdLAoVEC6+37S/KAFs2/Bj2mJjqYmKqm87vTXCZeWr2hwH5+AUlobnQn36o/fgO7hhlYziLd4TaV55PvNnMxI0bmTl7Nt1KS/lu+iVUxyZiJLC/YFHweuXhWL58ediZpMETdLRmo7799tsUFRWxdetWsrKy2LBhQ4hHG5wvHnxD8Lc9NTUVwOdtBtOctFGvwGoNcp5o/ntT+N8cP/nkk4B9wdk+jWG32zWfCOrr6zU9/ObcwFpK8JNSOAy4WHbppdQkJXHju+9yzYcfMmr7dgx2O7omnqTCYXQ2/H0sflk0Lo2QkBepMZB75FAR8TLwbx0rQj8/Y2XoJED//5surhpMwn0tMaJ96/BEwsM/E8iTUu4HEEJ8BFwB+CvtFcBDntefAbOEEEK2wfzwuoIC9JdfzvW1tUghYP58gn14ISVSCISUxC1awvUVpb730nN3FlLC2rVIp5PrCgoQUmJcuIj8v1ZwnactEHCc1m9vG53LhUunQ+904tLpfO+FlDiFDh2SM6XEpdMR99mXXFdXHXCMv13+x+udTuoNJgyOetCFnlMKgcHhQAqB0W5HSInJZiPOYsHkCZ0c7d6d+TfcwMGBA0m2WjGIxsMFo0aNoqSkhLS0NMrKyhg8eHDAF/qnn37SDJ0AIY/14coP7N+/n7593ZNxtAQruB5LOOx2Oykp7gd8b1ilV69eHD161Bfm2L69kXkJuMNCZrOZd99919dXW3HxxRezfPnyRtskJSU1uxYQuD8DrcHBd999VzPM0haC31wMwkl1SgofXXstN86bx+m5uZweNIvYqdOhd7kwJyRgstmoSkkhvq6Ouvh43/+63Wgkpr6euvh4EmprqUlKIqG2FvPsOdxeb8Wp1+PS6TA4HNhMJmKtVuri44mvq8MSF4fJZsNuNOLU6zE4HNTHxGC027EbjRjtdhwGg++7DO7vpcNgwOBwhPx26vW+76X3O+vf5sA783EYjegdDlx6PTqXk9L+g5mc2fj/wQl9vhHoozfgX0u1GJgcro2U0iGEqALSgAA3TQgxE5gJkJGREVKkqTnUVpk5s6QEu9EYIJL+ohsgtsdLifU88gW3qS4qorbWSqyz3v0Hsx4h1k/QtfrzCn2wMOtcLpx6fUBbISV2YcDksiF17v6cOh2uOhuxOhki3k69Hr3TGfBb53K5/8kR6KQrpK3D80V36vU4DAacej1laWnYTCbK09Io6tOHwn79qDfEYpB2BuvLsMjGa+AfPHiQbt26+WaTtqRWiX/6IYSGKvzx1mw5cOCALzPGS3PDSd6aNgaDwefNxsXFtWgiVWJiIuXl5RQUFGAymXwhrbYgXGjKn5bG3detW6cp+OFi6m31xNIc0oT7ybAsPZ3n776b9GPHOH/VKoSUDDxwAJvJRHxdHdLrxDgcGBwO4i0W6mNi6FJVhTkhgQSPw6d3OomzWHDpdCTV1ODS6UipqqKySxfi6+p8Yg8gpMBkc7/23gCSq6uxmUwk1Nbi0ul8N4n6mBhi6uuxmUyYbDZsJhNJNTU4DAaElOhcLp+oe28S3mMcBgM6jwNj1xswOJ3YDUaMDvcNxeBwcLS29oT0rykiIfha35xgz705bZBSzgZmA0yaNElOmzatxcZU1tbz0p13hmy3J/fGWB1+Ekny4AlU528O2W6J606cpXmTgeqljpgmvGN3n92Is5TikuDs2h9jhdtbrdXFozMlNvt8kaRHeldcUtLjaA3Frsa92NGjR3PgwAGf4I8dO9YXoz3zzDPZsGGD5nExMTHU19fTo0cPxo4d26Qn68VgMLB///6w+00mU6OlFbp160ZZWZkvVj969GiOHTvW7GqU8fHxvhuOzWYjJSWlRR52U+j1enr37o3D4eCMM85gx46GEFyXLl1Cwje///3vmTt3ru99jx49wtYEAvffJz4+vtmlEXr16tWikFFjGI1G4uPjAz6v6667jpycHM2bdpLO/dSZ1GswNYfzOd69OwuvvjoitjRF6rCzqNij/WTaVvzptrvo2T01ZHv3NjpfJCZeFQN9/d73AYLdFF8bIYQBSAHapLJRSry2d5qe0TPgvV0GXnqvHtofcZzlGPVST8LA8Zr7AdKGncmv/3975x4lRXUm8N/X3dPd0z0zPQ/myTBPnjPDw3EEeSjIK4zISxkeAYEJaIiiixENLBLDZvcc3T05+8pJXFezm01OEvPa1XVNstGIOVFjjAoibKL4xhAwSiIYBZm5+0dVdVd3V3X3PHqGce7vnD7dfetW1ddfV3331ne/+911n6IrnNq3bdEyaTIA3XgYPzaWs6Zt+qUUjnAegHXiXJHzvALX+krIb2h13LZkcTsVpSVUeE/TlhNrGMeMSc6p4/f7ozNcwTCIq1atorOzk/b2dqZOnep4DsuXXlJSEhd3nw6ncEKAhQsXAlBWlvr2sKJ6LCoqKqJpC6qrq2lqaqKhoQGAmTNnEg6Ho7ICXHrppdTWxnSdGLtuDylNxdixYx3L6+rq2LRpE1u2bEk6tl3PbudzqmPHzYfvRiAQcN2Wn5+f8XGsY1m/qa2tjUmTJlFXV5c2/j/fIY9QtikrSTa82SYYGNgV5frD4D8NjBGRehHxA2uABxLqPABsND+vBH6WDf89OI+QN05bQCgYu4hPE2TB8tVxdQI57g873eKlNMXF0LlsLpNGj8LpQeYDbzipLJIXMo8rzG2LjTAEA342LJuXVP+2227jTFI8AQRzQ9HPVS2JXjSD93yxFAnv+4v46FxyVEZ3fnmcQbNTXZ2cE9/v98cZhUAgwIQJE6ipqYluT2TVqlWMHj0agIKCgrg6vfWLW4PHoVCItWvXxm1rbY01bPPmzYszeKWlpVEXR3V1NR0dHaxdu5bZs2cze/Zstm/fznXXXRetX15ezqZNm6LfE10q4XA4oxWe5s2b5+j+slxMIkJZWRnjx4+Pyu+UTydRv24G35qc9thjj/GVr3wlblsqN1wqH344nHw9p8Lv90fPVVFRwYoVK/B6vWkNfl5+eoPvLcq805AJpYXZb2QC1c184CuIfg8H3RvXbNBng6+UOgdsA34C/B/wXaXUIRH5KxFZala7FygRkSPAZ4GdfT1vprzvCbN+0QzWLprFGTFujMKRDYweGd8rDPjdW9pu8VKQF3Lctn7z1uif5k3wk34YLOGvd96UFJdeZF7M3XgoLYz1mHKDfqpKItS0zomWKWX0KLsd/ir7zXfNVYuStr/vizD3ssui38c3jGLm5HHGcb05rN/YSY4/wMJZxixAJ790RUVFUpnf74+bsZmY1dHJSE2YMIFZs2bR2trKpEmT4hoMu3HuCbW1tbS3t7N06VLGjh3LjTfeyOLFi7n99tujPdGLLrqI4uLiaJTN9ddfj8fjicpoGX6fz8ecOXPIycnB5/PF+bytuuPHjweSjZ7H40nSwZQpU5LktRtS+xOE3fj6fD5Wr15NVVVVnHx2Eo2lXZf2px1LbqfU0U7/kSVTqr5YTw1+IBCIdsLsDZP1m5ubmx11Vevg5gA4S+y333bjFs5GRjnW6w15uekHqwvqJ6Wt063cx4eqR1bSsXJF9HsgZ2DXnOiXOHyl1EPAQwlln7d9/hDo6I9zZcKGa67jvh89xpmjhyDHMEz5oSA7b76JL/3799m4dD4F4fg/N5XBVx4f4VznlrixOuaC8frij9H+iYX4HBYRCZnHUuIlx7Y9FDRuiKCt1e+28od4vJDwVF6QHyalJ9njZfGMSUweU0t1aYR9+/Yxq7WZqS1jojffX+6Ktb1Oj/1294GVEsDn80Vv/FGjRlFQUBC3j1uPMxgMsmTJEiA+nfG4ceMIh8M8+OCDSfuUlpZy9dVXk5eXx9tvv83Bgwf5xS+MZex8Pl+c+6ioqIi2tjYg2aA1Nzdz6NCh6O+xDGkmqQWsYy1btoxTp06xePFiKisrufvuuzl27Bgej4e2tjYikUh0bsCCBQvYv39/3HHs7pD58+fz1FNP8cYbbzj2thMbpFTYjfDWrVujaR5SZdvMyclJGvcIhUKcPHnSNfMoGI1zpiGWYFwLVsjsiBEjouVWaomamhrHQeiyYuenvi7JAVsunaRMab2kZGxbRssrXjF3Jt+61zmqK1g1jplTW/n5M4f46E3nOn6fj6L82P+V7cVZEvlYJk+rryqloMC4ufw2t0dBOMje69dTXVZEOBhvlIKp/KAeL3kOOWLOJbTkiTdYKOB8TMt95MmNN5Qhs6eWa5PFcj15Q0ZdX/no6LaigtT+1AktxlhBdWn8zeNmkO25cWpqaohEIhQWFjJu3DiWLl3K8uXLycvLo6ioKNqrdDpWohF1crPZ9wsGg9EniUTXkt/vJz8/P+rumDcv5vJKFWmTKMOKFSvYuXNndB/rRsvE4Ft1gsEgW7ZsobIyfjzI4/Hg8XgYN25ctMze645EIuTk5MTJ6/f7aWlpcZVhxIgReL3e6FOFRV1dXVJd+3WXeA43rH0uvvjiaJk1xuD0VAdGY9LU1BR1b1mN7YIFC1zl8fl80R58eXmsc2TNoygtLXXMv1RWVpZ03A8kyLRLk12emfBeTiyX0xWrN8Ztu/3229m2djGTG0fSLakb2JIC9yectsYyZk0ey67O5azs/AwFjcaTq316V06Oj+IUx8g2H8vUCgBnzbzUkULnR8PEltU+eCKljai3X+bDcDnB94+DCPm2J4KW2Yt5dt+PCZTHzwIcP7aRw8djMcMBlwGZ5voqDs9cyLyL4tM65IUMI1ExopADwNnCWi6ZYhiRW65dz48ff461i2ZFUxGPKIxvMOy0zl3Ckkt65iqZOHEiTz75JMeOHWPixInR3vKaNWuidW6++WZDVtOF4TSIl/ik4NRLtRumcDhMJBJh27ZthMNh7rzzTvLz8zl16lTaAUk3EhuDRL+xtT2Vwe/s7OSll15ybViscvv2devWRQcqb7jhBk6cOBEdu7Dj8/kIhYzOiN29Y1FVVcXu3bsRkbgUFhs2bEiqm/gbNmzYQCAQSNvDB+PJ5+mnn6arq4upU6fS0tJCcXExv/nNb5Iio6zz1NbWRt2U8+fPJycnh9dffz266lZHRwcnTpzg4Ycfpquri0WLFjF//vy4e27UqFEcPXqU8vJyxwgrn8/HjBkzOP7uKZ5/xoicuePzn+P0B2d4/rGYPjZetZiv3/cD/H82GpCSxom883LyRMOC4hF8ePw0Qc6Sa3uCbr6kPfo5Nxjgmq3Xce9XkxPDLbxyHYePvEZ+yLADxaOn8Pbps/iDuXS9ZkQbea2YfBGaa8rInXsx33j5WWqbLuD4YSNyLejPoSA0iPMcBu3MWaZz+Ty+/O0P+cyqdtc6geomzhw15ofl2lw6N21ayVMvHOGN3/+BN587DufOUhCK9UKumtPGVXPakuJkO+ZO5ci4eu65515yOYMnRdrVjvnTk8qssYCLmxt48/jlLJjaEt1WlB9m7aJZcfXLi50N/q23fo7cDPyRTliGIJ2hraqqYuXKlY7GLNEHnG5Q1moQLHfLrl27uP/++zl8+LCjHDfddFOvUhXYycTg19TURAeiUx3Dbsjs+iguLk7KEmo/b1NTEx0dHUm9+MS66cpqampYsmRJdEa0lbwulS8+Eolw4sQJRISCggJOnjyJ1+uNyrt+/XoeeeQRHn88lmrbqeG2rpcrr7ySO+4wMqp4PJ5oFNbZs2cRkaTGZ968eUyfPp1QKOTYw7fOZU/TDcnBFWNrKvibW65n7969nFFervvkcr74RcPgd/ty8ZwzrhN/Tg4fiAcU2FU4Y2J85JRb1Mz0iaOZPtH4bxPH5PbudZ4T0lBVyo4dtxAOh9i71zD4oaAxiF04upV3XWaHZ5OPrcGPhHPZvSV1/O7OzR3R3nJuMPZH54eCzJ/awuPPH+HN5yBSWUskLzMDOnpkKRMumsVLv3qU2sqY//uK1Rv54QP/jXKIkmFEA/zhFSJ5sQu/Y67zilN2igviB5KrLpjDH/90utfGHojefJm4OpqbnfMQWYamtbWViooK13DESZMmuUahRCIRPB4PM2fOTNpeUFCQNG7QU3ri0sn0WD3B5/MhIjQ1JWYhyQxrPGX79u2uDWoql9eyZcs4cOAAVVVVbNy4kddffz3JNZQ4iJ9KV4FAgNGjR3PkyBG6u7ujMrlF/Hi93ujTYSqDH/DF6zbHYUwMYPHaLZRGwtH/4nRBHX9300a+eNe36T7+In6/n1Wr1/DQvicYNyrmWspNcO3m9nOYZDgcf49a0YJ/sW5Jv54nUz62Br+n5AYCvO8JE+6O5SmfOWk0hZGtTBhV2qOxoY2Xz4LL43vjF46v48LxNzjW3/3pT3Ly1OmMQ7S6lOAVRW7AT379JKZMMAzqNUv7nnXPuvn6MtvS6mFOnDjR0edssWLFCtdtfr+fPXv29FqGdFjGqy8G38oXlMp1ku78vWXz5s2cO3cu7dOTx+OhpaUlKX1EOBxmxowZgNHbT1zbAJJzKKWT2TK2XV1dlJSU0N7e7ppp1Y6TwbeOZb2f8yXXsdM2NhaieeOOXYQDhmn76CMjricQ8NM6rpbWhDUxQgkGPjdF8EZ/EBrgMMxEhr3BP+XNJ7/rFOGgn1tv3MqJd+NnXzbXxk+E6i7u2WSnTPD5vJQWZR6LvnjlJ/n5r/YTCvj57AZ3o9kbWlpa2L9/fzQssDdUVFQ4pkg+n7BcRX1Zq9Yy9D2djASZRd+kwsnv78SePXtQSqXNF+REYWFh3Pd0Bn/atGm8+OKLjBw5EhFxnYCXSLrcPVdv2kyJ7f7wldTQ1OTekBSFY732rnPn8AJBl8lk/gQXkcfjYffu3cY6EF2K7/30SZTDKlq9JZzbuzGp/mLYG/ztn/4UTxw8Ql5ugLzcACMi7pMv9uzZk5XFrHvKtJbRTGtJ9p33B42NjeyxLZwyVLFCFd2McbrFzzNh7dq1nDhxIqP8N4n0hyspUxKvWXu0TCpmzJhBZWUl3/zmN4H0jVRDQ0OvGvp0T0gNtfGT/3Zv68z42CMqq3nvvaOMqYuP1w+PHMv7b73oeD9bv9PvE9a1J7sU+0Imsf7ZZNgb/OrSQlbNbcuo7lA3gpnycfid1viCm4+8Pwx+YWEhhYWFvTL4A720nZ3EsFI3PB4PjY2N0TkMQ/G6uLFjAQffuIAp9fETLXdsWeuyR3bJc5nPM1AMvX9Qo8kAEaGlpcXVSFlx8m7r52abnvTwOzsz79FmgpU3KFNWrFjBjh07svp0a4Wo9jderyfJ2A8mwSyPEaRj2PfwNcOTadOm8c4778RNPBoIMgkHTaSmpobt27f3y3KEkydPjk74yhSv19vjlAo95ZZbbuHVV1/lrbfeSrvAzvlGd3EtZ071T3bRbKMNvmZYEggEUkYJZYvOzk4OHjzYY5dOfy28UlhYeF6MQzlRX18fjfAaSuy9YRNAVvLX9zfa4Gs0A0hVVVWfIqA0Q5OVG67hzePJS5cONNrgazQaTZZprq+iuX7wG3pt8DWaYcCaNWvo7u52XUxGMzzQBl+jGQZYmTy1wR/e6LBMjUajGSb0yeCLSLGI/FREXjLfHed7i0iXiOw3X4nLH2o0Go1mAOhrD38n8IhSagzwCO5LF36glJpivpa61NFoNBpNFumrwV8GfN38/HVgeR+Pp9FoNJosIakWSUi7s8gflVKFtu8nlVJJbh0ROQfsB84Bdyil/svleNcC1wKUl5dfaK0Per5y+vTppMWrz2eGkrxa1uwwlGSFoSXv+SLrZZdd9oxSyjlBmFIq5Qt4GHjB4bUM+GNC3ZMux6gy3xuA14DGdOe98MIL1fnOo48+Otgi9IihJK+WNTsMJVmVGlryni+yAr9WLnY1bVimUmq+2zYROS4ilUqpYyJSCZxwOcbvzPdXRGQfcAHwcrpzazQajab/6KsP/wHAWgJ+I3B/YgURKRKRgPl5BDATONzH82o0Go2mh/TVh18CfBeoAd4AOpRS74pIG7BVKbVFRGYA/wJ0YzQw/6CUujeDY78NvN5r4QaGEcDgJ8jInKEkr5Y1OwwlWWFoyXu+yFqrlHJMOdongz/cEZFfK7fBkfOQoSSvljU7DCVZYWjJOxRk1TNtNRqNZpigDb5Go9EME7TB7xt3D7YAPWQoyatlzQ5DSVYYWvKe97JqH75Go9EME3QPX6PRaIYJ2uBrNBrNMEEbfEBEviYiJ0TkBYdtO0REmZPGEJF1IvK8+XpCRCbb6r4mIgfNNNC/tpVnlEY6C7LOEZE/2VJTf95Wd5GI/FZEjojITlt5vYg8Zcp6n4j4B0jWW2xyvmCm1C42t2Vdr27yisgXROQtm2yX27btMvX3WxH5hK18UHTrJquILBCRZ0wdPiMic2377DNltfYpM8sDpoxHTJnrBkjWOhH5wFZ+l22fC83fcERE/knEWI092/dXClnX2cr2i0i3iEwxt2Vdr73CLefCcHoBlwKtwAsJ5aOAn2BMABthls0AiszP7cBTtvqvWfUSjvO3wE7z807gzgGSdQ7woMMxvBipLRoAP3AAaDK3fRdYY36+C/jMQMiasH0J8LOB1KubvMAXgB0OdZtMvQWAelOf3sHUbQpZLyCWz6oFeMu2bR/Q5rDPdcBd5uc1wH0DJGtd4vVi2/YrYDogwI+A9v6+Dnoia8J+E4FXBlKvvXnpHj6glPo58K7Dpr8HbgWUre4TSqmT5tdfAtUZnKLf0kj3RNYUTAWOKKVeUUqdBb4DLDN7THOB7w+yrGuBb2dwin5Nz51CXrdzf0cpdUYp9SpwBEOvg61bp7rPKTOfFXAICIqZ7iQFdt1+H5hn9aizKasbYuTqKlBKPakMa/kfxPQ3EPdXOnpzzfZJr71BG3wXRGQpRk/oQIpqmzF6GhYK+F/zsflaW3m5UuoYgPleNoCyTheRAyLyIxFpNstGAm/a6hw1y0owMqCeSygfKFkRkRCwCPiBrXhQ9GpjmxguvK/Z3AVuOhw03aaQ1c5VwHNKqTO2sn8z3Q57bMYn+jtMmf9k/oaBkLVeRJ4TkcdE5BKbPEdtdez6G4jrIJ1eV5Ns8AdLr65og++AaXR2A59PUecyDIP/OVvxTKVUK4ar53oRuTSrgpJW1mcx8mpMBv4ZsNYhcOpRqBTl/UImesVw5zyulLL3sgZcrza+CjQCU4BjwJfM8p7qMKu6NXGTFQCzwb8T+LSteJ1SaiJwifm62qqeZXndZD0G1CilLgA+C3xLRAoGQJ5UpNPrNODPSin7WNVg6TUl2uA704jhlz0gIq9huG2eFZEKABGZBNwDLFNKvWPtpGJpoE8A/4nxeA9w3HwktR5NHdNI97esSqn3lFKnTZkeAnLEGCQ9iuFHt6gGfoeR+KlQRHwJ5VmX1VZnDQk9pUHSq3Xu40qpLqVUN/CvtnO76XCwdJtKVkSkGkN3G5RSL9v2ect8PwV8C4ffZ8ocoY9umUxkNV1k75ifn8EYDxlrymN3n9r1l9XrIJVeTZyu2UHRazq0wXdAKXVQKVWmlKpTStVh/EmtSqnfi0gN8EPgaqXUi9Y+IhIWkXzrM7AQY6EYyCCNdJZkrbBFMkzF+L/fAZ4GxogRNeLHuGAfMH2jjwIrB1pWU8YIMNt+zsHSq+38lbavKxLOvcaMuqgHxmAMKg6KblPJKiKFwP8Au5RSj9vq+yQWJZUDXIGzbldiDKL359Oem6ylIuI1Pzdg6PUV01VzSkQuNq/pDcT0l9XrIMU1gIh4gA6MsRqrbND0mpaBHCE+X18YrfMx4CMMI7Q5YftrxCJf7gFOYizZuB9zdRmMqIwD5usQsNu2fwnGIu8vme/FAyTrNlOWAxgDzDNs9S4HXsToQdllbcAwXEeA7wGBgZDV/L4JYyCUBHmyrlc3eYFvAAeB5zFu1kpb/d2m/n6LGTEymLp1kxW4DXjfds3ux/Bzh4FnzPqHgH8EvOY+QVPGI6bMDQMk61W2a/ZZYIntOG0YhvNl4MvEMgVk9f5Kcw3MAX6ZcIwB0WtvXjq1gkaj0QwTtEtHo9Fohgna4Gs0Gs0wQRt8jUajGSZog6/RaDTDBG3wNRqNZpigDb5Go9EME7TB12g0mmHC/wN97n71ckfAPQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fit = spectrum.fit(\n", " ['Halpha', '[NII]6583'],\n", " fmodel='sincgauss',\n", " pos_cov=(-513,),\n", " pos_def=['1', '1'],\n", " sigma_def=['1', '1'],\n", " sigma_cov=(20,),\n", " nofilter=False,\n", " poly_order=2)\n", "print(fit)\n", "spectrum.plot(label='spectrum') \n", "fit.plot_residual(label='residual', c='gray') # plot the residual of the fit\n", "fit.plot(label='fit', c='red') # plot the fitted vector\n", "\n", "pl.grid()\n", "pl.legend()" ] }, { "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": "3.7.5" }, "toc": { "colors": { "hover_highlight": "#DAA520", "navigate_num": "#000000", "navigate_text": "#333333", "running_highlight": "#FF0000", "selected_highlight": "#FFD700", "sidebar_border": "#EEEEEE", "wrapper_background": "#FFFFFF" }, "moveMenuLeft": true, "nav_menu": { "height": "154px", "width": "252px" }, "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": false, "widenNotebook": false } }, "nbformat": 4, "nbformat_minor": 4 }