{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import mapsims\n", "import numpy as np\n", "import healpy as hp\n", "import pysm3.units as u\n", "from pathlib import Path\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Access existing noise map based simulations\n", "\n", "The last noise simulation, just released is [`202006_noise`](https://github.com/simonsobs/map_based_simulations/tree/master/202006_noise).\n", "\n", "What is different in noise releases is that just 1 realization of full mission and splits is saved on disk, the others can be generated on-the-fly using `mapsims`, as we will see in the next notebook." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "channels = mapsims.parse_channels(\"tube:ST2\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "channel = channels[0][0]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Channel ST2_MFS1\n" ] } ], "source": [ "print(channel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This release has variable $N_{side}$ based on the channel, see [this table](https://github.com/simonsobs/mapsims/blob/master/mapsims/data/so_default_resolution.csv), we have a utility function to retrieve that:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "nside = mapsims.get_default_so_resolution(channel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load maps from a map based release at NERSC" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "folder = Path(\"/project/projectdirs/sobs/v4_sims/mbs/\")\n", "release = \"202006_noise\"" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "filename_template = \"{content}/{num:04d}/simonsobs_{content}_uKCMB_{tube}_{band}_nside{nside}_{num:04d}_{split}_of_{nsplits}.fits\"" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "filenames = [Path(folder) / release / filename_template.format(nside=nside, content=\"noise\", num=0, \n", " telescope=channel.telescope, tube=channel.tube, band=channel.band,\n", " split=1, nsplits=1)]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "for split in range(1, 5):\n", " filenames += [Path(folder) / release / filename_template.format(nside=nside, content=\"noise\", num=0, \n", " telescope=channel.telescope, tube=channel.tube, band=channel.band,\n", " split=split, nsplits=4)]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/sobs/mbs/lib/python3.7/site-packages/healpy/fitsfunc.py:352: UserWarning: If you are not specifying the input dtype and using the default np.float64 dtype of read_map(), please consider that it will change in a future version to None as to keep the same dtype of the input file: please explicitly set the dtype if it is important to you.\n", " \"If you are not specifying the input dtype and using the default \"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "NSIDE = 512\n", "ORDERING = RING in fits file\n", "INDXSCHM = IMPLICIT\n", "NSIDE = 512\n", "ORDERING = RING in fits file\n", "INDXSCHM = IMPLICIT\n", "NSIDE = 512\n", "ORDERING = RING in fits file\n", "INDXSCHM = IMPLICIT\n", "NSIDE = 512\n", "ORDERING = RING in fits file\n", "INDXSCHM = IMPLICIT\n", "NSIDE = 512\n", "ORDERING = RING in fits file\n", "INDXSCHM = IMPLICIT\n" ] } ], "source": [ "maps = [hp.read_map(filename, (0,1,2)) for filename in filenames]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(maps[0][1], min=-20, max=20, title=\"EE map: \" + channel.tag, unit=\"uK_CMB\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load the theoretical noise curve\n", "\n", "Using `mapsims`, we can load the noise spectra generated from the `so_noise_models` package.\n", "By default they are generated for the full sky, therefore we need to scale down by the sky fraction\n", "to get the expected noise for a partial sky survey." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "noise = mapsims.SONoiseSimulator(nside=nside)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "ell, ps_T, ps_P = noise.get_fullsky_noise_spectra(tube=channel.tube)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.loglog(ell, ps_P[0]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load hitmaps, apodize and take spectra\n", "\n", "Noise is very inhomogeneous, a direct anafast would be dominated by the border pixels with just a few hits, the trick is to multiply by the hitmap and then renormalize by the mean of the hitmap squared (as the $C_\\ell$ are in power).\n", "\n", "The sky fraction instead is needed because `anafast` always takes a transform of the full sky setting 0 on all the missing pixels.\n", "Therefore the spectrum power is averaged down and we need to scale back by the sky fraction." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/sobs/mbs/lib/python3.7/site-packages/mapsims/utils.py:71: UserWarning: Access data from /global/cfs/cdirs/sobs/www/so_mapsims_data/v0.2/healpix/ST2_MFS1_01_of_20.nominal_telescope_all_time_all_hmap.fits.gz\n", " warnings.warn(f\"Access data from {full_path}\")\n", "/global/common/software/sobs/mbs/lib/python3.7/site-packages/mapsims/utils.py:71: UserWarning: Access data from /global/cfs/cdirs/sobs/www/so_mapsims_data/v0.2/healpix/ST2_MFS2_01_of_20.nominal_telescope_all_time_all_hmap.fits.gz\n", " warnings.warn(f\"Access data from {full_path}\")\n", "/global/common/software/sobs/mbs/lib/python3.7/site-packages/healpy/fitsfunc.py:352: UserWarning: If you are not specifying the input dtype and using the default np.float64 dtype of read_map(), please consider that it will change in a future version to None as to keep the same dtype of the input file: please explicitly set the dtype if it is important to you.\n", " \"If you are not specifying the input dtype and using the default \"\n" ] } ], "source": [ "hitmaps, ave_nhits = noise.get_hitmaps(tube=channel.tube)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "sky_fraction = (hitmaps[0] > 0).sum() / len(hitmaps[0])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.3847748438517253" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sky_fraction" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# using iter=0 to speed it up, for production runs set use_pixel_weights=True\n", "cls = [hp.anafast(m * hitmaps[0], iter=0) / np.mean(hitmaps[0]**2) / sky_fraction for m in maps]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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sJBTbzsCYQVWwFaXsI2UlCbtNMlV1+A0nVj6Fz6yQKExQIUGwdjV43DhtYRKJIXxuJ7loP0UrgFaZudCoX9aKOp0hkVdw++NYuVqKDigqafQagWJUo/h96F27yRWLtHurKduqSCopvGqSyPXrIaXimFCJT6cItXYyYcsRiTiYPNiFmhT4Ix3kk9tRQitR8gVyHoOO9iVkDwxApURWLxFyViNEnsZNV5EaL6BHY7jsBtHyfspqC25vFfnkJJYoEGgKE/JHsKVdTJSmUENFmCzhszwYZhpv62q0sJvIskbsDWFiW1+ledMaDG+AQr6AKJv4IwFUp51SsoLbbUdVdNRAANVmY/uffA+9qC/Yr4Bs9pck6RdmlSqkn+vCNFUObvsBhl3DSB7DWdtK6OrPsmRzPf7qS3QGPcuCYnLmVUpDKYnIp7CyOWxiGlFMQTEFpTSinGMyqjAZq6M5OM5wvpPVnudQC2VEuYDLl6Nk+ciaYSLa0OwhZv48q4CFSYRSoY1i3MLnP4i7+u1AoZc0dG0jdtsodlsK1QbTRgv9hatYHngTt5GmlHKhhetweqYwyzZih0zcNXaCy9wkistQtCzVnhSWqbB3dCNOj8WqugMUx0rYPHbwNpDMwUSumZWRwxhOH4nYlQQcBjZbBiW/G1uDl1TRQW3IBOEG1cASKjb78YF1CT/+mhJGqZpSuhlv5CB6ooAaaAabhc2Zw3bCID/DFIxFi4RdKjmhEvTZcTlP7NZQMCoObHYDRZ1pGSiUTBTVhk3VcGgGJzs+IM+wEEAl48QRKKNqJwzMO2nwnoJZMlAdtpMHH845AHCe1o15BwuevH37C2F03cWWv/sv8+z/3sk+f2Twl6SzSVgWg3t3oe2exBYtM17sIV6I4VMtmiNZ2v7rN1Cc3vNdzAuOXiqhvXM6YdMAPQ+VAugFMMpglsHUj3+uzLyM49vM8js+H/9emDOtFsffhWlS0RWcttLx7dZMd8bxfYxcCZsGiipmtlnG8bQWII5febzjXZz8nbDANILYbNNvhdXT7v/2u3XC5xPTzWWe7edl/3OX946hB6hQw5Z//MN58nrvZJ+/JElnVXRogMQrR7BPFrG1OMl5HYRjBTBstHzyizLwz+OUwA9gs4MtCK7gWT2WAjhP8/3Z+OOvnKV8JODPfwSJwoId7tRhoZIkSadhGjqjuw/gnjax/DqZWjutTSY2vURw/RZsDcvPdxEl6eJzbmaJnpcM/pIkvSfjPd2IiTw+p5POe28mEmmiquvH6IHlVG95/3kpk27p7J7aTcU8dfS5JF0MIps2UL1mzYIdT7bYSJL0nsRHjuGtuFE0naFJF5WdW0kVr0PZfDehet9ZPZZhGaiKiqqc/j6lN9nL9ontmJbJ5obNZ7UMkrQQOm5ftqDHk3f+kiSdMb1cQo/lsZdhggCMbqej9DDBDTdTu7wFm/be/qRYwiJVSpGr5E757tXRV/n2wW/z8+Gfv2seR6aPAHAgfmDOvCRJOpm885ck6Yxlp+PYszYKebBqTVaMfRHn6uuIPHj/aR5pOlnRKLJzciexQozp0jSGZeDTfLx/0ft5evBpikaRK8JXcCh+iJAzRH+qn7HcGE6bk6JRpNnXPDuHum7p/Ljnx6TLaZZVL2MwPcjjfY/zkeUfwaaeOjudJSxMYaKpCzeZiiRdiOSdvyRJZ0QIQbR7BDNqUgDaM/+K063BvV8/48APsHVsK13TXdhUGytrVrKiegU5PcfOqZ2ky2ncdje7p3ZjV+18cPEH8Wk+tk9s52eDP+PJ/id5aeSl2byOJo+SLqe5vul6bmm5hZtbbiZTyTCeG5/z2M8PP8+3Dn5rzulxJelyIu/8JUk6LcswKe7pIemqYmr7OI6SwFveRZ3tRXjwh+CLnHFeU/kpepO9rK9dj1ZZxs/3T7FrZJxBfQDd6EMjRIurDW94gOtb12JTnKytXcvWsa0AhN1hjiSOIBAkS0nS5TQ1rhpWh1ejKAqtgVY0VaM/3U9LoOWkY+umTl+qD4Dp0jQHYwcpGAXu6rjrXVdtk6RLjQz+kiTNSwhB9sVD5HYcJV5y4iyl8dvGaSv+K+qNH4flZ7Y871t2Tu5kIFrh0Rfz9EXfRLMprG4Ksqi6DsWWx8ciMokqdhxYxBu7Lb7+5M/Z2OHHHc7SXuPj11fcxb/1/IieRA9NviYafY2zgR9AUzXag+10TXdRMktsrNtI2B0mWojy8sjLs+XYH9tPT6IHgL3RvWyo20Bfso+dUzvZWLeRJVVLZusPM7O9GZZBT7KHjkAHHs1zFs6uJJ0/MvhLkjSvymCGcl+MvF1Fd6hopklYeQbf8lq488vzprOERfd0NwWjMBuk949N8tUXtzI6Uc+SgIOvfngZd66ux+/SeHXU5FD8EB9cfDONvkZy5c1sH5jm1d4YW/unGRiqBeDhF95gbWcD61qCrGpcR2fYN7tG/Fuubria4cwwA6kBnKqTWk8tr46+ikfzcGf7neyc3Dkb+F12F9smthErxuhP9QPw+tjrTOQnSJfTGJaBZtO4p/MeDsQOsG1iG4dch3hw2YM80f8Ejb5GOoIdhC+0tQsk6V3I4C9J0pzMbIVizzTZ5CQ9lSxKlZ2IfSs1pW744FPgCsybtjfZyyujrwDQpXXhLtzEl559Coe/wv+88w4+unH5SUF7Zc1KhBDUe+sB8Dnt3LqijltX1AEwmb6KN/rjbO2b5o3+OC8fyvC1n75K0K2xriXEhtYqNrSFWNcSwu/y88DSB3h64GmGMkMcTR2l2d/MHe134LQ5mchPMF2aJuwO84HFH+DbB789G/g31m1kd3Q3h+KHTqpPQS+wJ7oHmOkyGMoMMZYbYyw3xs7Jnfz6yl/H7/Cfch5ObDkoGSX2RveysX7jLzTgcCA1QL23ft5WB8MyyFayVLmq3nPev4iiUaRiVgg6z+7MhNLCkHP7S5I0p9TeKIM/3UfP6GtodRFWX+Ghde8f4r7+C3DHn82bzhIWPzryIzRVY0PtBv778z9g+8EWFreN84mrVvDx1R/6pcolhGAwnmfXUJI9x2ZeR6M5hJgZd7g44mNlYwBfaBBd6yfic/L5dZ+cDVJD6SGeGXyGtkAbd3fezT/s+wcAPrz0w9R6aikZJQAOxg/SNd1FXs/j03wUjAI3NN9wUveB0+akbJYBuK7pOlbVrCJVTnE0eZTp0jSxQgxVUfnQkg9xMH6QvdG9ANzTeQ+tgdbT1jFRSlDjnlkGeSw3xk/6fsKSqiXc3nb77D7AbJfHm+Nvsje6l7WRtVzbeC1ThSnC7jB29czu8XKVHI8efZSrG6/Gq3lp8jWdVJ68nsfnmJnHIV6M8+OeHwPwW+t+64zyl942mZ8kXoyzqmYVAkHFrOC0Oc/62BO5sA8y+EvSe6GXDXq+vZupoX3YHZNs+q1P4vnhHeCpgc+9BNr8K/X1Jnt5fvh5bm+9g39+Icdjgz9ifauXG5bW8IHF7z9lIN7ZkCnp7DuWYs+xJAdG03RPZJgqDmMPHEAYQYLG9axo8LO41kd7jYuivZub2zexJFzLWG6UTCXDqvCqU/IdzY7yRP8TANzRdgeLQot4vO9xJvITAHxsxcf4QfcPZvcPu8PEi/FT8lkTWUO0EGUyPwmAV/NyZ/udVLuq6Un2ECvEuLbpWpy2mdn4u6a7eHnkZTqDnTT7m9k5uZOiUaTJ18SdHXcylB7ihWMvALCudh1BR3C2pQXAbXdTNIoARDwRbmu9jWcGn6HJ18Tm+s08dPghtjRtIegM8vrY6zhtThaFFvHm+JuzeWyq38SG2g0AfL/7++T1PAoKG+s3MpgenK1nZ6iT21pvw67aGc4M8/TA06yrXUeNq2a2jHbVTp2njnsX3UvJKPG9ru/R6Gvkns57UBSFidwEj/U9NnvsaxqvIewKk9EzLA4txmlzIoTAEhY5PccLx15AVVS2NG3htdHXmMhPcHvb7RyMH2QyP8l9i+8jp+cIOALsmtrF2sja2f/HqxuuZmnVUr7b9V02129mRc0K4sU4rf5WuhJdvDLyCp9b8zkUFMZyY6TLaSbyE9S4aoh4IhyIHWAkOwLA/UvuxxQmIWeIo8mjDKYHSZaT2BQbBaMwe4F2U8tNJ100zufG5hvn/Dn8Rcngjwz+knSmhBD0vzhKavthcpmdrLthA6Hcv8ORZ+DzL0H9FfOmzet5Hu55GJfdxcHulfxg+wgfvq5IR/MU6+vWc23jtQtWj6lMjkeOPA/FxQxETbonMgzE8hR1c3Yfl6bSXuOlvcZLY8hNU5WbppBr5nPIjcth8J2u77Csehm3tt4KzHQBPHT4Ibyal0+s/ATbJ7fjd/jZMbFjNuAC3N15N08PPI3H7qFgzL1gS52njmghiji++tunVn2KvJ7nif4nZlsU3uKwOc7K9MWqomIJ65fO551W1qyka7rrPacLOAJkKpmzXp6L1dlsSZHBHxn8JelMpWMFBh/vRR/vQqOHFZtqce74I7j1T+D635s3nSUsftL3E2LFGKnJ9fzDi1F+88ZOfu/2TgbSAyytWjrnxDsLSQjBVKbMQDzHYDzPYCzPYDzPcKLAWLJ40oUBgNOuUhsyiXiriPichI+/PO4SzcEq6vxeQh4HQbfGC2M/IVGKs6VpC02+JmrcNQghGM2N8mT/kwB8ctUn0U2dJweeJFvJvqeyP7D0AR7uffi0+9zTeQ9PDTz13k7KL2i+Vg7pF9fgbeC+Jfedtfzkkr6SJJ2xia4EJOPo+WFaVzXi2Pfn0HI1XPe7p03XNd3FRH4CrbyGf3gxyv3rm/jinctRFIUVNSsWqPSnpygK9UEX9UEX1y46eYS+EIJ0UWc0WWQ8NfMaSxWZzJSJZ8sMxPLsGEyQLOjHU4ycnLfdxOXP8K/GBCF3koBbI+jW8DttlLUaIq5Wvhkbw+Ow4da2ELTr7Eo+ht2mcnPj3RxIvopBCZuqsLx6OVfXX82R1EEafQ00+CIEnCcPsLy19dbZZnWAdZF1tAZauaX1Fg7EDnBH2x247C4UReHbB7897zm5qeUmIu4IJaOEZtN4ov8JDMugI9hBvBifvUhZUb2C7kT3bLr7Ft+HKUx+OvjT2W4QgBuab2AiP0GDt4EmXxMlo8RjfY9hV+0YlgHA7W23nzJt872d95Iqpwg5Qwxnh+kMdvJ43+Oz37vtbkLOEBP5CTbXb+ZI4shs03+ilMAUJq3+VroT3ScN2NxQt4EqZxV1njr2RvcymBmcHdfxlgeWPjD7lMeJWvwts038y6uXcyQxM410g7eBzlDn7PwTb2nwNlDnrWND7QYePfooTb4mOoOd5I08ncFONFWjbJZJl9N4NS+xYoyOYAcATw08dVLL0bkm7/wlSZqVS5QYfPgI5WP7Me0DbGzahS22F77wOlR3nrK/EIJMJYPL7uIH3T/AqHj42uNBVjQE+eHnrsJpP793+ueCblok8hVi2TLxXJl0USdT1Ekff2WKxsx76e1thYpJoWJQ0k9ublccMRRbAavYdnyLYL61XR02FYdnDJu/G7vRjMdYi92m47C5UByTOEUDdtWOTVWwKcrM+/FXSRmnpAwTUpfgVIPoJIiJHbjVEB3O22bTqKqCLrIUrChhxxIUoL/0In5bA7WOJWTMMRRAVexUay2gKKgKlMwMA8XXWOK9EbfNj6IoKAoozLxbQsem2MkYU4S0elRVRQHKVo7JUg9t3rXYVe2UmgshyJkJCmaGOtepP3/zDY9TlJm0JSuH2+Y/Yf+ZFAUjjarYiZUHqXG24rW/fWFVNLOUzTwhRz0KkKiMEbDXYj/hCY25xuUp85XmDDd3pV+nJJJ8+baFafaXd/6SJM2a2DpKcfgohfJRlq80sY28Dvf+7ZyBH2D31G52TO5AUzUKepknXqvBrdn5xkc3XJKBH0CzqdQFXNQF5h/0OB/TEhT1mQuBYsU8flFgHv9sUNRNyoaFblpUTnivGBYVU1Ax2tDNq2e/K8/u14FpCSwhMC2BYVmUDYEpwLQsTKsay6oibVlYooJpeamoyxF6gH4rimUJDEtgWQJTCIRwIBhCCBB0ggDBCJaYCaoCEyH63lG7pTzHBDAxV9VPkHrHv91A7xmcvUPvvssvZHie7bETPifO0bHfZveN4GJPEwIAACAASURBVPNl+PJt5/xQM8dbmMOcfYqi3AT8KXAY+DchxMvntUCSdJEqFwocfuFZcuMlHEMqxeIIHRsbqR/8E1h2N2z45JzpooUoO6d20uxvxq7YeWpvlv5JO9/99Drqg+89MF4ObKqCz2nH57xo//SeYmYU/lsXBRy/YBAz7yd+5oR9rLm3z53/PNvnS/HeNr+n/Offd7685/5mrs3bJm1MFEbnyensOy8/gYqi/AtwDxAVQqw+YfudwN8CNuBbQoivnCYbAeQAF7BwZ0ySLjGje/cw8PPtBNRWXHY3LVfW05b6Orir4P1/N2cbpxCCF469gMfu4Y62O9g9lOOZndv51LXt3LD0zOf6ly5+iqJgU2D+RnjpTAzk3eSshWstO1+Xnw8Bfw98960NiqLYgG8AtzMTzHcqivIEMxcC75xH9NPAa0KIVxRFqQP+GvjYApRbki4ppmFw+PkdKGqQles3E2gL4s///yj9PfDxR8FbM2e66dI0yVKSm1puomLY+P2H99MZ9vKHdy5f4BpI0qWhM9hJtat6wY53XoK/EOJVRVHa37F5M9AnhBgAUBTl34APCCG+zEwrwXySgPNclFOSLnWHX+siF0+xetEy/I0R3O5elJf/Ga7+bVh867zpRrMzjW2t/lb+5PEuJjMlHvnCtbgdl2Y/vySday2BFlo4+xNgzedC6nhq4uRnZ0aBq+bbWVGU+4H3ASFmWhHm2ufzwOcBWlvnn0pTki4nb/VDRoezDO3aj9+u07p4OYooYH/lt6FuNdz6pdPmMZIdocpVxRtHczyyZ5TfuXkx61sXZk55SZJ+eRdS8J+rw2je5xCFEI8Cj54uQyHEN4Fvwsyjfr9U6STpElHuS5EbzjCQzGJmRllU5UOxB9H6/wmlkoYP/eS00/calsFEfoImz2L+34cPsrIhwH++dckC1kCSpF/WhRT8R+GkNo9mYPw8lUWSLklCNykOppkezOAoxgiYBSL1V6FED+CY/He460+h9vQT8kzmJ9FNnR9uzZMt2fnh59bhsKsLVANJks6GC+k3diewRFGUDkVRHMCvAU+c5zJJ0iWlMp4nM1Wg6NNwGFkalHYcbieeof+ObenVsPlzc6ZLlVKz3QVDmSG6J3JsPWLx++9bxrL6U5eylSTpwna+HvX7EXATEFYUZRT4EyHEtxVF+R3gWWZG+P+LEOLw+SifJF2KhCWoHMuQNwWirkx2eIhGZzX+1Newu0rwgW/M+Vjfscwxnhp4ipAzRNAZ5MBUHy8dsriqvZbPbOk4DzWRJOmXdb5G+39knu3PAM8scHEk6ZInhGBydzfmuEHJ7aSS7kXPjVFVtQ9H5nX46I/BVztn2v5UPw6bA7tqZyQzytaDVSj5pfzV59aiqvLZbkm6GF1Iff6SJJ0j0cF+ort6KadNpgN2XMUeImYOb+JxuP7zsPR9c6azhMVQZoi2QBu3td7GN1/t59BAD1/98GqaqzwLXAtJks6WC6nPX5Kkc6CQSTO0ew9eLYQR8KEXx7GmxqlPv4S9eRnc/r/mTTuVn6JoFGkPtNMzleWvnjvKHSvr+PCVzQtYA0mSzjZ55y9JlzDLNOndthVHxUEg0kDKVOksGzi7HyYYScKHHgbNPW/6wfQgqqJS72nmwe/uIuC28+X7r0CZa1kzSZIuGvLOX5IuYeM93RTSSZobl6MLG6WxUar2P0mddRjt/V+C+ivmTSuEYDAzSJOviX98aZjuiQxfuX8NNT45oaYkXexk8JekS5Rp6IwfPUJVXTMO001yYBDbRA/BzFP4b7warvrCadMfyx4jXU5TLtTwT6/086sbW7htZd0ClV6SpHNJBn9JukRN9vdhVMo01C3GSGdJTSeI6C/h63Ch3P9NUOf/9S8ZJV4eeRmvPcjf/rRAY8jNH99z+sl/JEm6eMjgL0mXINMwGO/tJlhbj6PiJD8Zx0j1U6dth/v+Cfynv4N/fex1CkaBfUdaGE2W+esH1+F3aQtUekmSzjU54E+SLjLCFIiKieo++dc3NTVJLhHHH64ld3QKkdJp2rgKoytHZuQorkofvhs/DotvO23++6L76E32opYW8diuLL95QyebOxZuqVFJks49Gfwl6SJTHkhRHsqgRdw4O4PYAk70coneba9jVMo4s05cWRdVnghqd4XKyDCZ2CCRFgXlNKv1CSHoTfbyxvgbhJ0tfPlJWNEQ4PfuWLqAtZMkaSHI4C9JFxEhBPpUAdVtx0iV0bdPooXdTGYHMSs6K1ZcT7knRbmuRNWKVuxZhfRTz6KLAuGP/D7YHafkWdAL/KT/J6TKM/P313saeOz1MIVyiq//2jqcdtt5qKkkSeeSDP6SdBGx8jpW0cC9ohqt3ktlJEuud4rikRiNjR3YJgX+znrq1kYQho7x2JdITBzEse7XCC6e+w7+aOooyVKSdZF1BF1B3ujWeK33KH/6wdUsqZOL9kjSpUgGf0m6iBixIgD2iBvFriKsOH17HwHLQ23Rj66PYOUSJPYnsEYOI/b9iFz9bxC+7gZU29zje/tT/YTdYa5tupYjkxm++rOt3Lq8lo9f1bqQVZMkaQHJ0f6SdBHRYwVsQQeqc+a6/chPX+PYeAZN0yDXhUgfRJQKaNV+vOknsa9ejO3GB6lum3vAXraSZTI/yaLQIkq6ye/+aB8Bl8ZffHiNnMVPki5h8s5fki4SVtnATFdwLQ4BkBxL0tMzhBaqR192BxN+Jw2dAYLNftR//yhFX4WRdX+B3eEnVDf3Ijz9qX4AFocW8xc/O0LPVJaHfmMTYTmLnyRd0mTwl6SLxIlN/pWiwZ7HXwWrxDUfvB5HQz0TfWkGD0wz9vxPCfeNMNXxZRRPPcs21qE55h6091aT/96hMv+6dYhPXdvOTcvmXtpXkqRLhwz+knQRyMRjlHqncbv94LLRu3WMxHA3jTUO6tatRbXZqG7wkj68l/GtjzAe+CDuJdeyZHM9Lu/ck/NkKhmmClOsCF3Jf/v+AZbV+fniryxf4JpJknQ+yOAvSRcwIQSTfb0M7d2Df9KHZ1EYe6+D8d5u3NY0izZcg2qbuatXKnlCL32OYDhP4WN/hytSi80+/7Ce7uluAB56uUimpPP9z27GpcnH+iTpciCDvyRdoCzLZGDPLqKDfdQEmnFXnIzHB4ke7UPVM9R6HNSsXvN2gp/+AUz3o3zySbwN9afNWzd1DsUPMRr18cqRPF+6ZyXL6wPnuEaSJF0oZPCXpAuQZZl0vfoSmdgUTctXEVGaMFwlio4AY6++TlDJ0lAdRms9/jjegYdh3w/ghj+AjuvfNf/uRDcTmQyPvFHPDUsjfOra9nNbIUmSLijyUT9JugCNdh0mE5ti8aZraF21FnO6hFrlIp/1smLLHSyrqcHf3oHqcEBiAJ76r9B6Ddz4h++atyUsdk/t5bkDZby2MH/54TWoqnysT5IuJzL4S9IFJpdMMHbkMJG2DmrbOzHTZayKRdawMComTc0eXMUyzo4OMCrwH58B1Qb3/zPY3r0x72jyKM91DzE6Ucf/+dAaagOuBaiVJEkXEtnsL0kXEMsy6du5Dc3ppH3dlcDbj/hNxksEwm60+DEqgKO9HV78XzC+B371+xBqedf8exI9fGf/0+zqN/jI+iu5beXpl/aVJOnSJO/8JekCMtp1mEI6SeeVm9EczpmFfGIFCoBeMakNCwo7d+Joa8U2tQ3e+DvY9FlYce+75r1jYgdP9j3Lz/aVaNGu54/vXnXuKyRJ0gVJ3vlL0gXixOb+6sZm4PhCPgWDVNHAE9AQO15GcTjwb1oB370d6q+AO/78XfNOl9PsnNzJ64c1ctNr+f5vXY17nol/JEm69Mk7f0m6AAghGNizA/sJzf0ARryIUTHJmQJPvB8rkcB/802oz/wOmDo88B3Q3r3P/kjiCHtH0uw7Wsv/d9cqVjbKx/ok6XImg78kXQBiw4PkEtO0XbEOzfH2vPpGtEjRFBiZFK7Rbtzr1+MY+B6MbIN7/xZqFr1r3paweGlwH691CW5f3sYnrmk7l1WRJOkiIIO/JJ1neqXC4BuvoU3FcBzqQh8bA8AqmxipItPDY9iGu3E3RfCG8/D638CVn4IrPnxG+fdMD/Hovj5Ctnb+z4fkan2SJMk+f0k6b4SuU+ruZuDlF8gcG2Jpw3Iqg1kq/U/gaKnH3rCM7MFh0skcLeuaCN2yGOVbN0HdarjzK2d8nD/7+c9J5xUeuv92qryOc1chSZIuGjL4S9J5YGYyZJ75KfmJcaLpOI1XXUt13TVYRQMjFqcyMkSpdx9F3Yu2tIPmu65A+ff7QC/BAw+B5j6j4/z77j52jvVw7/KruGaRXK1PkqQZMvhL0gKrjIyQffZZCmWVXq0WvS5EoOUaChNlfKvDODurqByrQ4/GqZhOqhfXoG37Kgxvhfu+CeEls3lFC1G6p7vxOXwEHDOD+BKlBMlSkqPTk/zTawdpCjn5g5tvOV/VlSTpAiSDvyQtECEExb17yb/xJrbqKmK1i0ke2klV4zJSh9KopmCkN0nLyjCR65vJDvgpHEnQbnXDq38J6z8Oa3/1pDx3T+1mKD2EQMxuU1Dwan4e3ZnEVunkr37lfdT5IgtdXUmSLmAy+EvSAsm/9gaFPQdxLV+EffO1HPuXR6huqGHL+68lv2MKpdnPVN5g+FCcVLSA5rSBVaTqtd+GyHL4la+elJ9hGYxmR1kVXsU1DdeQrqQBCDlDfOWZXgaHB/nmr1/JhqbTr/AnSdLlRwZ/SVoAhYODZLeOYQ8vx7XmSg68uQe9lGf1LXdgjBWwOe34l1cTtClEh7KMdE9jGRahge9gN1LwwGPg8JyU53huHN3SaQu0odk0wu4wAC/1RPnW64N84po27lglA78kSaeSj/pJ0jkkdIv8vkkyPzuA6nHgXrOE9M5RYvv7qetcQriuDmMqj6PJh2JXURSFuo4AK7c0EUq8SH36cbjrL6F2+Sl5D2WGsKt2mnxNs9uimRL/7cf7WV7v54/uWrGQVZUk6SIig78knSNGokRu2wSF7V0oapKqB6/Gvb6W8fFBqipVLFu9lspIFgBHi/+ktJ74mywd+n0CG26D9R87JW8hBEPpIVr8LdjVmQY8yxL81x/vo1Ax+fuPrselyel7JUmamwz+knQOVMZyFPZMYUzHEMWj+K5fiaOhnvGj3RwrjuKuq8cVLVMZzWKv9aC6T+iBy0Xh0c/NjOq/6y/nzH+6NE1Oz9EWeHu2vn98pZ+tfdP8j/evZHGtf850kiRJIIO/JJ1VQgjKg2mKXdMoHjCmdqE1VePZuJFcMsHwwYPYXBFqbliKzedAGAJH2wnz7FvmTOAvpWee53f65jzOcGYYYDb47x5O8tc/7+WeNQ08uPHdl/aVJOnyJgf8SdJZIoSg1JukciyLVueh3LcVRZgEbr+d+MgwA3t2UswLqhpXEukM4rCrmLkK9uDbc/nz2l/DwMtw79ehbv4ld4czw0Q8Ebyal3RR5z//aC+NIRf/+/4r5PS9kiS9Kxn8JeksEKageDiOPlXA2RbAiHVhjI3iuelGBo52ExsawF9Ti6q1EqwL4jzezG+vOmFFvqHX4eX/DVc8ABs+Me+xCnqBqfwUG+s3IoTgjx49yFSmxMP/zzUEXNq5rqokSZcAGfwl6T0QQqCP57FyFayKhaiYCN1ElE2sioVraRXoUQq792B1tNE7NkQxm6V5xRW4A20M7p+mtnWO5XTzcXjks1DdCff8DZzm7n04M4xA0B5o5992jvD0wQn+8M7lrG+tOoc1lyTpUiKDvyS9B+W+FOWhDIpdQXHYUB02VLedit0g784y2d/L9MsvUdFsaIUqHB4Pq268BdPw0783iifoJBh5x7z8lgWPfh4KCfjoj8E5/2C9gl5g+8R2ql3VxFIO/scTu7h+SZjfvKHzHNdckqRLiQz+0mWtlNeJDmdoWlqFzX768a/loTTloQyOFj+uZVUoikIpn2Pk0AFix4YQhoHR04PLrtFy2x346uqobmomOVlh6GAUX5WTpZvqUNR33NVv/Rr0vwB3/xU0rJn3+EIIXhx5kbJZ5paWX+FT39pLwK3x1w+uQ31nnpIkSachg790WRs+GCcdK6Kg0LKyet79KqNZSkdTaPUeXMuqMCplxroPM9Hfi4JC47IVePsGIdJI6L770BobEUIw0Zdm9EiCYK2HxRtrsdnecYEx/Ca8+Gew8oOw8TOnLeuB+AGOZY6xpWkLX/vZBEPxPN//7FVE/M7TppMkSXonGfyly1Y6ViAdK+Jw25kcTFPd5MUbPDWQ6lN5SkcSaGE3rpU1jPceYbTrIKZhUNuxiJaVV1DZd4D08BSOzdeREQH0gTS5ZJnEeI6aZh8dayOn3p0XEvDIZyDUAu//+mn7+WOFGG+Ov0l7oJ3uoRCP7j3If7ltCdcuCp/t0yJJ0mVABn/psiSEYKQ7idOjseK6Bg69OsbQgTgrr2s8qVnemC5SPDSNLejEvSZMcmqcgT27cfsjRNqXY1luDj/ZTebQELbIUhyJAEoiCoBqU2hYFKJ5RdWpj99ZFjz2m5CPwWeeo6y56I0dpGyWWVmzEo/29jz+fck+Xh59GbfdTYtrEw88sYtrF9Xwn25ZgiRJ0i9CBn/pspQYz1NIl+lcX4vDZadtVQ39e6JMDWeo7wgCYKTLFPbHUL0annW1WMLiyBvbSExY1HsWER81sVWmoL+L+rYQNbdvxOFx4HDZ0Jw2bJo6/zP3W78GR59j8vY/octI0nf4OxiWAcCe6B5W16xmVXgVe6b20J3ops5Tx3WNN/Pr3zyIz2nna7+2Dpvs55ck6Rckg7902bFMi9EjSTxBJzVNXgCqG73ER9yMHklSVeNCTBaojGRRXDY862tRNJXBXXuZ6IvStPxaVmxpwmHkyf3kBdQ2D6EP34HqPMO+96HX0V/8U15ddjM9Hidaqp+lVUtZVbMKu2pnz9Qe9sf2sy+2DwWFDXUb2FS3iS8+coi+WI7vffoqav2udz+OJEnSPGTwly470eEs5YLOsqvrZ+/MFUWhdWU1vU8PMf7EADX1HrRGH85FIVSnjWwiyaGXd+GramLtbStxKjqp/3gaxWYjeO+9Zx74c1HSj3yGZ+vamF56ExvrN7Gudh0Om2N2l1vbbmVj/UYOxQ/RHmynydfEo3tGeXj3KP/plsVsWSL7+SVJ+uXI4C9dVgzdZPxoikDETTAy068uLIE+mcfoT1OjQrJoEugI4qkWGLFJ8HrZ/vhLmAZsvPt6XA5IPfY0VrFI8L77sQXmmLRnLpbJyCOf5Dl7BbHmE9y15L6TFuY5UdAZ5Lqm6wDoi+b448cPsbmjmt+9VfbzS5L0y5PBX7pomYbF1GCaxHiehiUhahrnXgTnRBP9aYyKScvymcf6jOkipaMpzGwFW8BB7a2tpA5Pc6w3QePwCyiVMkdjFlPTkyxtbcC281VSlQpGLEbgrrvQ6mrPuLw9z/8RLyYPUb3qAe688ncIOoPvmqakm/zOD/fg0mx8/dfWY3/no4KSJEm/gNMGf0VRvn4GeWSEEH98lspzRhRFuR74GDPlXymEuHYhjy+dX5YliI9kGetJoZcNHG47/bujJCcKtF9Rg90x9zr2laLB1ECGmiYfLptCfs8UpYk02ew0wbXN+JfVoaoq7Wsi7PvRNqbSGr6NVzIRf43a9nqWrlmKyGUR5RK+m27C2dlxxmVOHXmKVw7/kIbGTdx981fQ7I53TwT8zycPc2Qyy0O/sYn6oOznlyTp7Hi3O/8PAF96l32+CJxx8FcU5V+Ae4CoEGL1CdvvBP4WsAHfEkJ8Zb48hBCvAa8pivJBYOeZHlu6uAkhSE4UGO1JUMrp+KpdLN5Yiy/kZKI/xVhvimyiRMeaMKE6zynpx46mQDcJC0F++wTYVeLmGNPqOOOHBvCOVtOwZBlVVTUEssOkPc1MDE7hCrvZ/JEPEIzU/ULlNtOjPP/z38PmjXDbPf90xoH/J/vG+NGOEb5w0yJuWnbmLQySJEnv5t2C/98IIb5zuh0URXmvq4k8BPw98N0T8rAB3wBuB0aBnYqiPMHMhcCX35H+00KI6PHPHwU++x6PL12EMvEio0eS5JIl3H4HSzbVEarzzA7Ya1xSRbDWw8DeGL07Jom0/d/27jw+yvJe+P/nmi0z2RMSQkKAsCSA7CGgApYKIqJUtIptta0K1uccXKp9Hiu1tT2156fW3+mmrfbYx1Z7KlJEFEUQBUSLoiwBgcgWAmQjG9kzk8x2PX8MmxDInWUyyeT7fr14mdwz3zvf5Db53tdyX1csg0cnYrYGusmdNc3Uf1FJf4tC1bZgGxKL09HEya2lDB43AWuEndLDB8jfvhV/cQkxHjfmjJG0lH7BqCvHdrjw4/OS+8b3qMDHtdc8Q3SUsSJeUNnIY6v2kjMkgf89J6tjX1sIIS7iksVfa/37tk5g5D3nvf9jpVTGeYenAvla6wIApdRyYIHW+ikCvQQXUEoNBuq01vXt+fqiY9zFxfidTuxZ3VuInPVuivZXU1fhxOawMHRCMknp0Reujw9ExUUw5qo0Sg7WcqKgjvpKF0MnJmFv9lH+YRERTW4SrkglalQiymbiwIat2KOiScsajclspv/Q4Zw8dIAje/OoiY3BwmFShsYzdGJ2h/Mv2/AYO+rzGTnpHkYMu8ZQTLPHx33LdmG1mHj2OzLOL4Toem1O+FNKzQXSgY1a62PnHF+ktf5rF+UxECg65/Ni4PI2YhYDf7vUG5RS9wL3AgwePLgz+fVZ2uOhaetWXF/sAcBXU0vk1CkXX7ymi3jdPgrzqqkqacRsUQwanUj/obEXro1/HpPZxKDLEokfEOgFOPL+cRI8fhrdPhKvTCVmQqDlXX70CM66GrKumIHJHJgjoJTCduQowwdm4LjpRipPlBDbPwWrvWNj7Z4D77Ix71WiB13OjBlLDcf957tfsv9EPX+9K4e0eEfbAUII0U5tTfh7CpgO5AKPKaV+r7V+7tTL9wNdVfxbqyT6UgFa61+0dVKt9YvAiwA5OTmXPJ+4kLeykvoPPsB3shrHhPFotxvntm1or4eoadMM3wBor5/mgzV4a5oDLXYFnPqvUiqwpr3izGuawPh8c7OX1HHJpF6WeNFJfL66Oprz8nBMmoTJcbZQxiTayRoWS+WJRmq9fnyDYhkwJvB8vM/roWjfF0QnJtEv/exNoaesjJYjBURePpWolAFEpQzo8M+O2kI+Wfcg9bGpLJjzGyLMxtYBWLOnlH98Vsi9XxvGrFEdHGoQQog2tNXynw9M0lp7lVL/ASxTSg3TWj9M6wW7o4qBQed8ng6UduH5RTtorXHt2k3TZ1sxRdiJu/Eb2IYMQWsNFguu3F1oj4fomTPbvAHwNXlw7anE3+TB0v/UJDwNaI3WgF+D1uAHv9cPWlN5vAFPbQspKZE4aprxV7rQaVEXfC1vZSV1b7+D3+nEXVJC/IIFKFtgMl1LYT3u/FqSxiURPzAas9V0Zsve0kMHcDe7yLryqjPn1FrT9OlWTJEOIidO7NwP0OvmwMrv8qVFMWnGY6TFG3sq4PjJJpa+sZdJg+N5ZO7IzuUghBCX0Fbxt2itvQBa61ql1DeAF5VSrwPGpiwbsx3IVEoNBUqAbxOYzCe6ma+hgYYNG/EUFxMxfBjRV199pkWtlAoUfKsVV+4u8HqJnjULZWq9K95T6cS17yTKBJGT+mPp13YXdtH+aiojmxk0OYXktChcX1bj+vIknrImHKMTMUVagcAchPp316IibETNmE7TJ59Sv24dsfPn4yl10nywBmt/B45xSV+ZH+B2OSk9uJ9+6YOJTUo+m2thIZ6SEqJnfu3MDURHVax/lI8ajzJw0iIuH3mToZgWr4/7luViNime+84krDLOL4QIoraK/xGl1Eyt9UcAWmsfsFgp9Z/ALR35gkqp14CvA0lKqWLgF1rrl5RS9wPrCczw/6vWOq8j5xcd13zoEI2bPwK/n5jZs4gYPfqC1rZSKtDlb7Xi/Hwb2uslZs4clPlst7zWmpaCOloK6jDH2ogcn4zJ0fZ6UhXH6zmRX0v/IbEMGB6HUorIyf3xlDTSfLiWxs9OEDEiHt1cRsOGDZjj44m78UbM0dGYIiJo2LiJ2jc2YYrPxJoSiWNc8gUTA4u+3Ivf72PwuLOte601TVu3Yo6LxT5mTKd+hs69K3nv4Os4hkxjzrRHMSljRfyptQfYV1LPi9+bTHrChY8pCiFEV2rrL/LC1g5qrX+mlHqhI19Qa/2dixxfC6ztyDlF5/hbWmj8+GNaDhzEMiCF2DlzMMfHX/T9Simipk5FWaw0ffIJ2usj9rq5KIsF7fHh2ncST5ULW1oU9lGJKAOt2LpKJ8f3nSSufyRDxvb7ypr7tvQYLEkOmvdX0/jxATwl+UQMGUDcTddjOjUZz37ZZbhLmmjadgzbsOPEzL7qgsLvrKulvOAIqZkjcUTHnDnecugw3soqYq699is3Me3lP5nPBxt/jCtuIDfP+d1XtuW9lPf2neDlT4+xaPpQrh3TiXkGQghhUFuP+rku8VpJ16cjupunpISGDRvwNTYSOXUqkVNyLtqNf77I7Ekoq4XGzR9Rt2YN0V+bg+vLWnSLD8eoRKzp0YYmBTrr3eTvrMARY2NEdv9WH+NTEWb8rny8FV9iihuCqd8IPCdasA2JQJkU7qIGNP2JyGzBW7Yb1w4HUZdP/co5ju/ZhdlqJX302da99vlwfv4ZluQkIrI6sW6+p5nP3vguJRYLs2Y/Tf/YgYbCiqqdPLJyDxPS41g6b1THv74QQrSDkUf9LMCLWutF3ZCP6AStNe7j9SizCUs/+5nx8Vbf6/Ph3LYN585czLGxxN9yC9YB7W91OsaNQ1ks1L33Ke6ij7GPGU3k5FQs8Wdnt3uamyk5kEezs4mouHgi4xOIik8gIjIKT4uPQ9vKMJlNZE1JObMoz1dyIsZedAAAIABJREFU9ftp/PBDmr/cT+TEMUReOYOWw7U059fiqXBi6eeg5Wgd1mQHMbOm0bS5Bee2bZjsETgmTACgtuwENWWlDBmfjTXCjtYaT1ERTZ9/jq+unrhvzO/U44uH332Q3c5Sxl7xMKMyrjYU4/b6uX9ZLgB/vD0bm0XG+YUQ3aOtR/2igdeBt7snHdEpXj/Nh2vPfGqKtGDp58DSz44lwY46VVy8NTU0vP8B3ooK7GMuI2rGDEytTHLz+zVNtS00VjfTUNMMQPKgGOL7R55pnWu/BvMArGmTcB87gLdsO6aIwLpMfp+PE4cPUrx/H36fj4ioaKpLijn9FKfJbKWuUqFMUYy8cjielgYsEbGYTOfMH/B4qH9vPe5jx4icMoXIy6cG5gKMT8ZT3kTzwZozhd8xPjDGH3311fibm2n8+F8ou4OIzBEc27OLiMhoUkdk4S4uwfn553hKSzHFRBNzzWxsGRkd/rGX7XyJTcfWkTr0aqZPfdBw3NPrDvBFcR1//m42gxJlnF8I0X2U1hd//F0ptQN45Zxn+3utnJwcvWPHjlCnEVTa46N+czERQ2IxOSx4T7rwVjejfRplUpjjbfjqTtCyfwfKpoiZdTURw4efifd5/DTWNtNQ3ULDyWaaalvw+/wA2KOt+LwaT7OXiEgryUNi6JcSiffU8/u2wTEoSy2N769Hxcbiy8mmKP8QLc5GElIHMmT8JCJj4/B5PTjr6misriZ/x1GqyyqJ7aeJcARuTJTJRGRsPFHxCURGRmLavQdTdS0xX/86jnFjW/2ePZUurAOivjJcoL1e6t5+B3dpCc0TxlJcVsKw4SOxHy/GU1yMKSqKyCk52EePRlk6vrllXclO3li5kIjYNL55+1ocEca2931vXxn/9o+d3HnlEH654MLvSwghOksptVNrndPaa2391YvjqyvviV5A2c3YBsVgGxSD9ml8tc24S2pp+mwP3so6zHFDsA0dgbsxhoZ9VTT5NY11bpz17kBLXimi4mwkD4khJsFOdGIENrsFv19TW+ak4ng9pbsrqa12ERllJSFnAI6RCUAiTTOmcej1f+Lcv4eEyy/nsq/NJv6cxXLMFivRif04WQoR0RauuPlK+g+OxtXYQFNtTeBf9Ukqv9yHMz8f3dJCzNixJLmdxJcUEdd/ABbr2eEMZTVjO28rX7/fR/3JKqrS+lOatwv3mtXE9B+A6UQ1vqhIoq+agX3MGJT14sMiRric1ax5914wW7lh/v81XPiPn2zikZVfMCE9jsduGN2pHIQQoiPaKv5fA95USmmt9eruSEh0XGudOMqs8NWV4dy2CXeLFz15Ms22FKrLm/AfLkX5NZgUtgQ7camRRA2OJWZgdKsr6plMisS0KKL9fhpqmmnUdk7azFQcqsFWVIW3+TjNTWVYR2aRfqKSpJP1xNgvfLa//Gg9FcfqGTA8jpSMQMF0RMdgqW/AfrKWmCPHSHa68KYNxjdhAo3aS1XhMcoLDqOUiZikZOIHpJIwII3IuHiUUvi8XuoqyjhZUkRNaQledwtmi5X+V30Na94BYqw2onNycIwd2+nn+AG8fi/vrfkBDc5KFsz5LfHJxibrBdbtz0URGOePsHT86QIhhOiotmb7n1BKzQGWAVL8exHt1zirm6jYvI2aA0U0RyRhGjICk8eBRfmJHh5PbHwEUTYTNo8fX3Uzvno35NfiKmwIzBNIcmBOtGM6dSOgfZrmg9W4Sxqxp0aROLYfA9we9n+yk+Nf5OFp8ZGQNoL0yeNJmu6n+YM11L6xiribb8KSENj8saasicIvq0lIjSJ9VAKe0lJaDh+mJf8IfqcTZbViGzqU6MwR2AYPPtMl7/f7aKiqorbsBLXlpRTu3U3h3t1Y7Q6i4hNoqKrE5/VgttpITBtI4sBBxKekYrZY0NNnArS7pe/xe0CD1fzVOK01mz76D06UbmfO6G+TOuZWw+f8z3e/ZF9JPX/5fo6M8wshQuaSY/5n3qTUmZX+equ+MObvd/soffMwTdEW6l0tOA/m429uJnLwAPpNzCImOYqYRDuOGGurM9v9Lb7APIGTzfiqXfjdfpQCU6wNS6IDb7ULX52biKFx2DJiqDh2hMK8PXjdbpKHZJCQOpKaci+15U60hhi7F8fBrURHeIhfcCPNllj2by3FTgtDoirxFBzB39iIspixZWQQMWIEtowMQ0Xa7XJSW15GbVkpTXW1xCb1p9/AQcT27/+VCYMd5fV7+efBf1LXUofdYifGFkOsLZYYWwyuqoMc3PwrrogbTvb33gODX2/17hJ+uHw3/+trw/jJ9dLdL4QIrg6P+Sul5mitP2it8Culfq21frSrkhSd52l2U5yXR43nBC2uYqIiI0icOIaYIRYsEWX43A6cdQ68bgc2eyQ2h+PMjnYApojA+LktLRrt1/gb3GduBtzH6sBswjE+iUZfLfs3/AtXQz2xySlkTMgmOiERgKRB4HZ5qShsoPJ4A3X9c/Dn7yfhf96jLmoQuqaaJMcJWqwK2+AhREybhm1oRqtPG1yKzRFJ/4xh9M8Y1pU/wjPyTuZR11LH+OTxeP1eGtwNVLmqOHryIP6df2UMNiZ98x+GC39+RSM/WbWXnCEJ/B9Zt18IEWJtjfn/SSn1sNb63dMHlFImArv5yVJkPYzP68XnbCLW7CZ+7DDMWSPw+Lw0nqzC7XLh9/suiLHYIrDZHdgcDqwOx5mPT98c2AY4cGTEoHzQVFfL4bzPqKsowx4dy6jpM0lIHXhBL4LNYSF9ZAJpmfHUnGiiLNFOxdY9qLoyRo6NJG7sLGzDhmGKMLbTXXdz+9zsLN/JwOiBTE+bfvb70xq9chEtZcexf/8diDG2657L7eO+V3OxW808d7us2y+ECL22iv+1wHtKqQit9SqllB1YCdQB3wh6dqJddIs7sNZ+RgZj7vnmV1/TGq/Hjcflwu1y4W524XY5T/038M/VUI/b5UJr/wXntkbY8bS0YLHZGDoxh5ThI9rsXjeZFP0GRtNvYDRNE/uj0ET2i7lkTE/wReUXNHubuSL1iq/e2Oz4KypvFfbZP4eMGYbP9/PV+zhU0cArd08lNa7tzY2EECLY2prwd0wpdQ2wXinVH/ge8LnW+kfdkp1oF/+p+RutzWZXSmG1RWC1RRAZd/F1+7XWeFtazt4cnLpRaGisQVtNZI2ZgtXW/hZ7VL/ott/UAzg9TnZX7GZY/DBSos5p2ZfuhveWwog5MP1hw+dbsaOI13cW8+CsEXwtK7ntACGE6AZtjflnn/rwx8DfgQ+Af5w+rrXODW56orsppbDa7VjtdqLiE9Bac6jmEJ+WHMLr9+JwpTHMFpxx9p5gZ/lOvNrL5QMuP3uwuQ5evxOi+sM3XwSDex8cKKvn56v3ceWwfvzwmqwgZSyEEO3XVrf/b875eA+Qcs4xDcwKRlKigww8udEezd5mPir+iCO1R0iNSsWv/aw/tp7Zg2eTldAzipnH56GwoZCM2AzMnZzlX9dSR97JPEYnjibBHng0Ea1h9X1QVwx3r4PIREPnamzxsuTVXGLsVv7wnYmYW9msSAghQqWtbn9jO5SIsFPcUMzGwo04vU4uT72cSf0n4fV7WXt0LRuPb8Tr93JZv8tCmqPT42Tt0bVUOCvISshi9uDZndqcZ3vZdhSKnJRznoz5/M+w/x249v+DQVMvHnwOrTU/fXMvx6qaePWeK+gfY+9wTkIIEQyGFjVXSn2/teNa6793bTqiK3Smjen1e9l2Yhu7K3cTFxHHLZm30D+yPwA2s40bht3Ae0ffY3PRZrx+L+OTx3dN0u1U767nnSPv0OhuJCshi0M1h7Bb7F+dnd8OVa4qDtccZmL/iUTbTs1PKNoO7/8MRt4AV95n+FzLthWyencpj8wdyZXD+7U7FyGECDajO5pMOedjOzAbyCUwD0D0MEp1rPv/pOskG45v4GTzScYmjeXK1CsvWN3OarIyb+g8Pjj+AVtKtuD1e8lOyb7IGYOjylXFmiNr8GkfNw6/kQFRA7Bb7Oyp3IPD4mByyuR2n/OzE59hNVuZ1H9S4ICzGlbeDbED4aY/gcEbin0ldfzy7S+ZmZXMv88c3naAEEKEgKHir7V+4NzPlVJxwP8EJSPRcf7TRb99LV+tNXuq9vBZ6WfYzDauH3o9GXEZF32/xWTh2iHXsqloE5+d+AyP38PUAVM71eVuVEljCeuOrsNqsnLT8Jvo5wi0rKenTafZ28znJz7HbrEzpt8Yw+csbSylsL6QK9OuxG6xg98Pq+6FxnJY/D44Egydp77Zw5JXc+kXbeN335qIScb5hRA9VEf3MnUCmV2ZiAiNJk8Tmwo3UdRQxJDYIVw96GoirW2vOW82mZk9eDYWZWFn+U48fk+Hu9yNOlJ7hA+Of0BcRBzzh80nxnZ2zQClFFcPuppmXzMfF32M3WxneHzbLW+tNVtLtxJljWJs0qmtdbf8BvI/gPm/g7RJhnLTWvPj1/dQWuvin//rChKjOr95kBBCBIvRMf93CMzuBzABlwErgpWU6KB2zvYvqC3gw6IP8WkfM9Nnclm/y9pVvE3KxNcHfR2r2cqeyj14/V5mps8Myg3Avqp9/Kv4X6REpXD90OsDLfTzmE1m5mbMZc2RNXxw/ANsZhuDYgZd9JxNnia2l22n3Fke+D5MVijYDB8+CeNug8l3G87vb58c4728Mn52w2gmDzH2RIAQQoSK0Zb/f53zsRc4rrUuDkI+ohu4fW62lGzhQPUBkiOTuWbwNWcfbWsnpRTT06ZjMVnILc/F6/cya/AsTKprlrDVWrOtbBs7y3eSEZvBnIw5gSJ9EafnJKzOX817R99jwYgFZyYsnub0ONlVsYt9Vfvw42ds0lhGJY6C+lJ44x5Iygq0+g3exOQW1vDk2v3MuSyFxTOGdur7FUKI7mB0zP+jYCciukdZUxkbjm+gwd3A5JTJ5KTkdPr5eKUUV6RegdVk5fMTn+P1e5kzZE6nz+vXfj4q+oj91fsZnTiamYNmGrqpsFvszB8+n1WHV7GmYA03j7iZBHsCLq/rTNH3aR8jE0YyOWUycRFx4PPAykXgdsJd70KEsRUJa5rcPLBsF6nxdv7r1gndMu9BCCE6q60V/tZored39j2im7W2Xa/2s7N8JzvKdxBtjeamETeRGp3apV92cspkLCYLn5R8wrpj65ibMfeSrfRLcXqcbC7azLH6Y0xOmdzuCYVR1ihuHH4jqw6v4p0j75CZkMm+qn14/V4yEzLJSckh3n7OMscbn4DCrXDLS5BsbNc9v1/zoxW7qWxoYeW/X0lcZMe+VyGE6G5ttfxnKKXevsTrisD4v+gB9Okx//OKZF1LHRuOb6DcWc7IhJHMSJ9BhDk4O+pNSJ6AxWTh46KPebfgXa4fej02s7HJb83eZgrqCsivzaekoQSAqwZexbjkcR3K5fTEwNVHVrOrYhfD44czZcAUEu3njcnvXwOfPgtT7oFxtxo+/39/XMCHByt5YsEYxqdffL8EIYToadoq/gsMnMPdFYmIrqe1Zn/1fj4p+QSTMnHtkGsZkTAi6F93TL8xWJSFTUWbeOfIO8wfPv+iNxstvhaO1h0lvzafooYitNbERcSRnZJNZkLmhYW6nZIjk7k181b8+Fs/V3UBvLUkMKt/7pOGz/t5wUn+6/2D3DA+le9dMaRTOQohRHdra3lfGevvTc6Z7O/yuthctJmjdUdJj0ln1qBZZ1eu6wYjE0diNVl5//j7rM5fzTeGfwOHJbCdrcfn4Wj9UfJr8ilsKMSv/cTYYpiQPIHM+EySHEldOnb+le79c3maYcWdgZ6Sha+AxVhvSFVjCw+8tovBiZE8/c1xMs4vhOh1Ovqcv+jBGt0N/PPAP2n2NTMtbRoTkkMzEW1Y/DCuN13PuqPreCv/LbL7Z3O0/iiF9YV4/V6irFGMSxrH8PjhpESmdH+O7z0KZXvg9hWQYKz17vNrHlq+mzqXh5fvnkqMXcb5hRC9jxT/MOPTXkobirBb0pk/fD5JjqSQ5jM4djDzh89nbcFaNhZuxGFxMCpxFCPiR5AalRq6VvPu12Dny3DV/4asuYbD/rgpny35Vfz6lnFclhYbvPyEECKIpPiHEbffjc/vI8YWy5ysW7GYesblHRg9kFuybsHpcZIWndZlawB0WHkerHkYMq6Crz9mOOyT/Cp+v/EQ38weyG05F188SAgherq2HvXby1dGks++BGitdWi2dBOtOj3bP8oa2WMK/2mJ9sROT97rEi0NsOL7YI8NPNZnNvZzKq9v5ofLdzEiOZr/vGmsjPMLIXq1tv7yyfP7vYhu5/K+fY7W8PYDUH0U7nwHYlIMhXl9fh54bRdNLT6W35tNpK1n3VgJIUR7tTXb/3h3JSI6T+MPdQo927a/QN6bcM0vIWO64bDffnCIbUer+d23JjCif0zbAUII0cO11e3fwNlu/9P9nJqz3f4y40n0DsU7YP1jkDUPpj1oOOzDAxU8v/kI35k6mJsnpQcxQSGE6D5ttfylmSN6P2d14Hn+2FS4+QUwGZtwWFLr4uEVu7ksNZZffEMWshRChA/D066VUjOUUnef+jhJKSXbl/VUSsb+z/D7YdW90FQBt/0dHMZ2L3R7/dy/LBevT/P8HdnYrZ3bpEgIIXoSQ8VfKfUL4FHgJ6cO2YB/BCsp0UFnhvxlJvoZW34D+R/AvF8HlvA16Kl1+9lVWMszt44nIykqiAkKIUT3M9ryvxm4EWgC0FqXAjIk0MOcmewvj6EFFGyGD5+EcbfB5LsNh7275wR/++QYi6YP5fpxXbvzoRBC9ARGi79bB54j0wBKKWkK9UBay2z/M+pL4Y17ICkL5v/O8A1RQWUjj76xh+zB8SydNyrISQohRGgYLf4rlFL/DcQrpX4AbAD+Ery0hOgEnwdWLgK3MzDOH2FsQyOX28eSV3OxmhV/vD0bmyXEKxEKIUSQGFqtRGv9X0qpOUA9MBL4udb6g6BmJkRHbXwCCrcGVvBLHmkoRGvNz97ax8HyBl6+eypp8Y4gJymEEKFjeKmyU8W+1YKvlNqqtb6yy7ISoqP2r4FPn4Up98C4Ww2HrdhRxBu5xfxwdiYzs5KDmKAQQoReV/Vr2rvoPEJ0XHUBvLUkMKt/7pOGw/JK6/j56jyuykziwdmZQUxQCCF6hq4q/vJgeU9werp/X5zs73EFNuxRCha+ApYIQ2H1zR6WvJpLQqSN339rImZTX/zhCSH6GtmhRISHdY9C2V64fQUkDDEUorXmkde/oKTGxfJ7r6BftLEbBiGE6O26quUvzaWeoK/u6rf7Nch9BWb8CLLmGg57actR1ueVs3TeKHIyesB2w0II0U0uWfyVUiOUUhdsf6aUukopNfycQ9/r8syEMKI8D9Y8DBlXwdU/NRy241g1T687wHVjBrB4hqxULYToW9pq+f8eaGjluOvUawBorfd1ZVJCGNLSEBjnt8cGHuszGxvFqmps4f5lu0hPcPDMwvEoWRFRCNHHtPXXMkNrvef8g1rrHUqpjKBkJDqvLxQzreHtB6D6KNz5DsSkGArz+TUPLd9NjdPNm0umE2u3BjlRIYToedpq+V/qET5ZBaWH6VOT/bf9BfLehNk/h4wLRqYu6g8bD7Mlv4pfLRjLZWmxQUxQCCF6rraK//ZTy/l+hVJqMbAzOCkJ0YbiHbD+MciaB9MeNBz20aFKntt0mIWT07ltyqAgJiiEED1bW93+DwFvKqXu4GyxzyGwpe/NwUxMtJ/uC7P9ndWw4k6ITYWbXwCTsQdWSmtdPLR8FyNTYnhiwdggJymEED3bJYu/1rocmKaUuho4/RfzXa31pqBndglKqcuA/wBOAhu11itDmY/oJn4/rLoXmipg8fvgSDAU5vb6uW9ZLh6f5oXvTsZhMwc5USGE6NkMNZu01h9qrZ879a9ThV8p9VelVIVSat95x69TSh1USuUrpZa2cZp5wHNa638Hvt+ZfMJSuA76b/kN5H8A834dWMLXoKfW7WdXYS3P3DqeoUmyG7UQQoRihb+XgT8Cfz99QCllBv4EzAGKCcw1eBswA0+dF78I+B/gF0qpG4F+3ZBzLxOG1b9gM3z4JIy7DSbfbThs7d4T/O2TYyyaPpTrx6UGLz8hhOhFur34a60/buUxwalAvta6AEAptRxYoLV+Cph/kVPdd+qmYVWwcu1tdLhO968vhTfugaQsmP87w48yFlQ28uOVe8geHM/SeaOCnKQQQvQePWVt/4FA0TmfFwOXX+zNp24eHgOigP//Eu+7F7gXYPDgwV2Qpuh2Pg+sXARuJ9z1LkREGwpzuX0seTUXq1nxx9uzsVm6aiVrIYTo/XpK8W+tKXfRqeta62OcKuqXorV+EXgRICcnJ/ynwmt/qDPoeht/CYVbAyv4JY80FKK15mdv7eNgeQMv3z2VtHhZkkIIIc7VU5pDxcC5D16nA6UhykX0FPvXwKfPwZR7YNythsNW7CjijdxiHpyVycys5CAmKIQQvVNPKf7bgUyl1FCllA34NvB2iHPqtcJiyL+6AN5aEpjVP/dJw2F5pXX8fHUeV2Um8eDszCAmKIQQvVe3F3+l1GvAVmCkUqpYKbVYa+0F7gfWA/uBFVrrvO7OTfQQHldgwx6lYOErYIkwFFbf7GHJq7kkRNr4/bcmYjaFxW2QEEJ0uVDM9v/ORY6vBdZ2czrh5fSQf2/f2Gfdo1C2F25fAQlDDIVorXnk9S8oqXGx/N4r6Bdt7IZBCCH6op7S7S9EwO7XIPcVmPEjyJprOOylLUdZn1fO0nmjyMlIDGKCQgjR+0nxDyO6t8/2L8+DNQ9DxlVw9U8Nh+04Vs3T6w5w3ZgBLJ4xNIgJCiFEeJDiL3qGlobAOL89NvBYn9nYiFRVYwv3L9tFeoKDZxaOR/X2IQ8hhOgGPeU5f9GXaQ1vPwDVR+HOdyAmxVCYz695aPluapxuVi2ZRqzdGuREhRAiPEjLPwz1urbvtr9A3psw+3HImG447A8bD7Mlv4pfLRjLmLS4ICYohBDhRYp/ONG9cBHD4h2w/jHImgfTfmg47KNDlTy36TALJ6dz25RBbQcIIYQ4Q4p/OOot497OalhxJ8Smws0vgMnY/46ltS4eWr6LkSkxPLFgbJCTFEKI8CNj/mFEX3w7hJ7H74dVP4CmClj8PjgSDIW5vX7uW5aLx6d54buTcdjMQU5UCCHCjxT/MNKrev3/9RvI3xDYojdtkuGwp9btZ1dhLc/fkc3QpKggJiiEEOFLuv1F9yvYDJufhHG3weS7DYet3XuCv31yjEXTh3L9uNTg5SeEEGFOin8Y6tFD/vWl8MY9kJQVaPUbTLagspEfr9xD9uB4ls4bFeQkhRAivEm3fxjp8d3+Pg+sXARuJ9z1LkREGwpzuX0seTUXq1nxx9uzsVnknlUIITpDin8YOVv7e2jTf+MvoXBrYAW/5JGGwx5fvY+D5Q28fPdU0uIdQUxQCCH6BmlChZOe3PTfvwY+fQ6m3APjbjUctmJ7ESt3FvPgrExmZiUHMUEhhOg7pPiHk55a/KsL4K0lgVn9c580HJZXWsfjq/dxVWYSD87ODGKCQgjRt0jxF8HlcQU27FEKFr4ClghDYfXNHpa8mktCpI3ff2siZlMPHcoQQoheSMb8w1FPqpPrHoWyvXD7CkgYYihEa80jr39BSY2L5fdeQb9oYzcMQgghjJGWvwie3a9B7isw40eQNddw2EtbjrI+r5yl80aRk5EYxASFEKJvkuIfRvSZMf8e0PQvz4M1D0PGVXD1Tw2H7ThWzdPrDnDdmAEsnjE0iAkKIUTfJcVfdL2WhsA4vz028Fif2djoUlVjC/cv20V6goNnFo5H9ejVioQQoveSMX/RtbSGtx+A6qNw5zsQk2IozOfXPLR8NzVON6uWTCPWbg1yokII0XdJy190rW0vQt6bMPtxyJhuOOwPGw+zJb+KXy0Yy5i0uCAmKIQQQop/OApVb3nxDlj/U8iaB9N+aDjso0OVPLfpMAsnp3PblEFBTFAIIQRI8RddxVkNK+6E2FS4+QUwGftfq7TWxUPLdzEyJYYnFowNcpJCCCFAxvzDy+nZ/t09Uc7vh1U/gKYKWPw+OBIMhbm9fu5blovHp3n+jmwcNnOQExVCCAFS/EVX+NdvIH8D3PDbwBK+Bj21bj+7Cmt5/o5shiUb2+FPCCFE50m3fxjRoVjbv2AzbH4Sxt0GOYsMh63de4K/fXKMRdOHcv241ODlJ4QQ4gJS/EXH1ZfCG/dAUhbM/53h4YaCykZ+vHIP2YPjWTpvVJCTFEIIcT7p9hcd4/PAykXgdsJd70KEsW57l9vHkldzsZoVf7w9G5tF7j+FEKK7SfEXHbPxl1C4NbCCX/JIw2GPr97HwfIGXr57KmnxjiAmKIQQ4mKk2RVO/IExfxXs7W/3r4FPn4Mp98C4Ww2HrdhexMqdxTw4K5OZWclBTFAIIcSlSPEX7VNdAG8tCczqn/uk4bC80joeX72PqzKTeHB2ZhATFEII0RYp/mEk6HP9Pa7Ahj1KwcJXwBJhKKy+2cOSV3NJiLTx+29NxBzsngkhhBCXJGP+wrh1j0LZXrh9BSQMMRSiteaR17+gpMbF8nuvoF+0sRsGIYQQwSMt/zAUlHb17tcg9xWY8SPImms47KUtR1mfV87SeaPIyUgMRmZCCCHaSYq/aFt5Hqx5GDKugqt/ajhsx7Fqnl53gOvGDGDxjKFBTFAIIUR7SPEPI35/EEb9WxoC4/z22MBjfWZjI0VVjS3cv2wX6QkOnlk4HtXd+w0IIYS4KBnzD0ddVWi1hrcfgOqjcOc7EJNiKMzn1zy0fDc1Tjerlkwj1m7tmnyEEEJ0CWn5h5UubvlvexHy3oTZj0PGdMNhf9h4mC35VfxqwVjGpMV1bU5CCCE6TYp/OOnKjX2Kd8D6n0LWPJj2Q8NhHx2q5Ll+qHtVAAALwUlEQVRNh1k4OZ3bpgzqunyEEEJ0GSn+4kLOalhxJ8Smws0vgMnY/yaltS4eWr6LkSkxPLFgbJCTFEII0VEy5h+WOjHm7/fDqh9AUwUsfh8cCYbC3F4/9y3LxePTPH9HNg6bueM5CCGECCop/uGkK3r9//UbyN8AN/w2sISvQU+t28+uwlqevyObYcnGdvgTQggRGtLtH4Y63O4v2Aybn4Rxt0HOIsNha/ee4G+fHGPR9KFcPy61o19dCCFEN5HiLwLqS+GNeyApC+b/zvDjggWVjfx45R4mDY5n6bxRQU5SCCFEV5Bu/zCitb9jgT4PrFwEbifc9S5EGOu2d7l9LHk1F6tZ8afbs7FZ5F5SCCF6Ayn+4ai9/f4bfwmFWwMr+CWPNBz2+Op9HCxv4OW7p5IW72jnFxVCCBEq0lQLR+0p/vvXwKfPwZR7YNythsNWbC9i5c5iHpyVycys5PbnKIQQImSk+IeT9i7yU10Aby0JzOqf+6ThsLzSOh5fvY8ZI5J4cHZmO5MUQggRalL8w5Ayclk9rsCGPUrBwlfAEmHo3PXNHpa8mktCpI0/fHsiZpNs2COEEL1Nryj+SqlhSqmXlFIrL3VMtMO6R6FsL3zzRUgYYihEa80jr39BSY2LP94+iX7Rxm4YhBBC9CxBL/5Kqb8qpSqUUvvOO36dUuqgUipfKbX0UufQWhdorRe3dayvM9zrv/s1yH0FZvwIsuYaPv9LW46yPq+cpfNGkZOR2LEkhRBChFx3zPZ/Gfgj8PfTB5RSZuBPwBygGNiulHobMANPnRe/SGtd0Q159g3lebDmYci4Cq7+qeGwHceqeXrdAa4bM4DFM4YGMUEhhBDBFvTir7X+WCmVcd7hqUC+1roAQCm1HFigtX4KmB/snMLexfpzWhoC4/z22MBjfWZjl7+qsYX7l+0iPcHBMwvHowwuACSEEKJnCtWY/0Cg6JzPi08da5VSqp9S6s/AJKXUTy52rJW4e5VSO5RSOyorK7sw/V5Ia3j7Aag+Crf+DWJSDIX5/JqHlu+mxunmT3dkE2u3BjlRIYQQwRaqRX5aazpedMRaa30S+Le2jrUS9yLwIkBOTk4XbnbfQ50e9G+tZb7tRch7E675D8iYbviUz248zJb8Kp65ZTxj0uK6JE0hhBChFaqWfzEw6JzP04HSEOUS/op3wPqfQtY8mPZDw2EfHark2U2HWTg5ndumDGo7QAghRK8QquK/HchUSg1VStmAbwNvhyiXMNJK54azGlbcCbGpcPMLYDJ2yUtrXTy0fBcjU2J4YsHYLs5TCCFEKHXHo36vAVuBkUqpYqXUYq21F7gfWA/sB1ZorfOCnUuf4/fDqh9AUwXc9ndwJBgKc3v93LcsF49P8/wd2Ths5iAnKoQQojt1x2z/71zk+FpgbbC/fl90ZsT/X7+B/A1ww28DS/ga9NS6/ewqrOX5O7IZlmxshz8hhBC9R69Y4U90QMFm2PwkjLsNchYZDlu79wR/++QYi6YP5fpxqcHLTwghRMhI8Q8j/tND/u4meOMeSMqC+b9rffZ/KwoqG/nxyj1MGhzP0nmjgpeoEEKIkArVo34imA6vhwgn3PUuRBjrtne5fSx5NRerWfGn27OxWeS+UAghwpX8hQ8nfg1+L9SXwo3PQvJIw6GPr97HwfIGfv/tSaTFO4KYpBBCiFCT4h9OfM3g90HyaBh3q+GwFduLWLmzmAdnZTIzKzmICQohhOgJpPiHE78fAB1tvIDnldbx+Op9zBiRxIOzM4OVmRBCiB5Ein8fVt/sYcmruSRE2vjDtydiNsmGPUII0RfIhL8worXx7Qu01jzy+heU1LhYfu8V9IuOCGJmQgghehJp+YchI0/2vbTlKOvzylk6bxQ5GYnBT0oIIUSPIcW/D9pxrJqn1x3gujEDWDxjaKjTEUII0c2k+IcRrf1tvqeqsYX7l+1iYIKDZxaORxlcAEgIIUT4kDH/MKRovaD7/JqHlu+mxulm1ZJpxNqt3ZyZEEKInkCKfx/y7MbDbMmv4plbxjMmLS7U6QghhAgR6fYPI+oSvf4fHark2U2HWTg5ndumDOq+pIQQQvQ4UvzD0Xnj+KW1Lh5avouRKTE8sWBsiJISQgjRU0jxD3Nur5/7luXi8WmevyMbh80c6pSEEEKEmIz5hxHNhf3+T687wK7CWp6/I5thycZ2+BNCCBHepOUfhhSBlf7W7j3BXz85yqLpQ7l+XGqIsxJCCNFTSPEPUwWVjfx45R4mDY5n6bxRoU5HCCFEDyLFP5z4Ay1+H5olr+ZiNSv+dHs2NotcZiGEEGfJmH8Yyq9o4qC3gZfvnkpavCPU6QghhOhhpEkYhk7UN/PgrExmZiWHOhUhhBA9kLT8w4jH5wMg3mHlrtmZIc5GCCFETyUt/zDi9QUe9UuKicBskg17hBBCtE6KvxBCCNHHSPEPI1qHOgMhhBC9gRT/MCQd/kIIIS5Fir8QQgjRx0jxDyNa+v2FEEIYIMU/DGklHf9CCCEuToq/EEII0cdI8Q8n0u0vhBDCACn+YUm6/YUQQlycFH8hhBCij5HiL4QQQvQxqq88HqaUqgRqgbqLvCWuna8lAVVdk12Xu9T3Esrztjfe6PuNvK+917et13rq9Q+Xa9+emLbe19HX5dp33bnD5Xe/p157aD3fIVrr1rd31Vr3mX/Ai131GrAj1N9PR76XUJ63vfFG32/kfV157Xvy9Q+Xa9+V17+jr8u1D93176m/+z312nfkZ9zXuv3fCcJrPVGw8u3sedsbb/T9Rt4n1z605+1IfFdd/46+Lte+684tv/vB1658+0y3f1dTSu3QWueEOg8RGnL9+y659n1XOF37vtby70ovhjoBEVJy/fsuufZ9V9hce2n5CyGEEH2MtPyFEEKIPkaKvxBCCNHHSPEXQggh+hgp/l1EKRWllHpFKfUXpdQdoc5HdB+l1DCl1EtKqZWhzkV0P6XUTad+71crpa4NdT6i+yilRiul/qyUWqmU+vdQ59MeUvwvQSn1V6VUhVJq33nHr1NKHVRK5Sullp46/E1gpdb6B8CN3Z6s6FLtufZa6wKt9eLQZCqCoZ3X/61Tv/d3Ad8KQbqiC7Xz2u/XWv8bcBvQqx4BlOJ/aS8D1517QCllBv4EzAMuA76jlLoMSAeKTr3N1405iuB4GePXXoSfl2n/9f/ZqddF7/Yy7bj2SqkbgS3Axu5Ns3Ok+F+C1vpjoPq8w1OB/FOtPTewHFgAFBO4AQD5ufZ67bz2Isy05/qrgF8D67TWud2dq+ha7f3d11q/rbWeBvSq4V4pUu03kLMtfAgU/YHAKuAWpdQL9L5lIYUxrV57pVQ/pdSfgUlKqZ+EJjXRDS72u/8AcA1wq1Lq30KRmAi6i/3uf10p9axS6r+BtaFJrWMsoU6gF1KtHNNa6ybg7u5ORnSri137k4D80Q9/F7v+zwLPdncyoltd7NpvBjZ3bypdQ1r+7VcMDDrn83SgNES5iO4l175vk+vfd4XdtZfi337bgUyl1FCllA34NvB2iHMS3UOufd8m17/vCrtrL8X/EpRSrwFbgZFKqWKl1GKttRe4H1gP7AdWaK3zQpmn6Hpy7fs2uf59V1+59rKxjxBCCNHHSMtfCCGE6GOk+AshhBB9jBR/IYQQoo+R4i+EEEL0MVL8hRBCiD5Gir8QQgjRx0jxF0IEnVLqmFIq6dTHjaHOR4i+Toq/EEII0cdI8RdCdCml1HeVUtuUUruVUv99ai90IUQPIsVfCNFllFKjgW8B07XWEwEfvWyfcyH6AtnSVwjRlWYDk4HtSikAB1AR0oyEEBeQ4i+E6EoKeEVr/ZOvHFTqrtCkI4RojXT7CyG60kbgVqVUfwClVKJSakiIcxJCnEda/kKILqO1/lIp9TPgfaWUCfAA94U4LSHEeWRLXyGEEKKPkW5/IYQQoo+R4i+EEEL0MVL8hRBCiD5Gir8QQgjRx0jxF0IIIfoYKf5CCCFEHyPFXwghhOhjpPgLIYQQfcz/A0/Ku0kNn4qoAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 5))\n", "plt.loglog(ell, ps_P[0] * sky_fraction)\n", "plt.loglog(ell, ps_P[0] * sky_fraction * 4)\n", "\n", "for cl in cls:\n", " plt.loglog(cl[1], alpha=.5)\n", "plt.xlabel(\"ell\")\n", "plt.ylabel(\"C_ell [uK^2]\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Add foregrounds and CMB\n", "\n", "Currently the noise simulations are at variable $N_{side}$ while the foregrounds and CMB are 512/4096, so we might need to use `hp.ud_grade`. We are lucky that this channel is already at 512 so we do not need to.\n", "\n", "The next foreground release will also be at variable $N_{side}$ so this issue will not apply anymore." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "folder = \"/project/projectdirs/sobs/v4_sims/mbs/201906_highres_foregrounds_extragalactic_tophat\"" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "filename_template = \"{nside}/{content}/{num:04d}/simonsobs_{content}_uKCMB_{telescope}{band}_nside{nside}_{num:04d}.fits\"" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "filename = Path(folder) / filename_template.format(nside=512, content=\"combined\", num=0, \n", " telescope=channel.telescope.lower(), band=channel.band)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/sobs/mbs/lib/python3.7/site-packages/healpy/fitsfunc.py:352: UserWarning: If you are not specifying the input dtype and using the default np.float64 dtype of read_map(), please consider that it will change in a future version to None as to keep the same dtype of the input file: please explicitly set the dtype if it is important to you.\n", " \"If you are not specifying the input dtype and using the default \"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "NSIDE = 512\n", "ORDERING = NESTED in fits file\n", "INDXSCHM = IMPLICIT\n", "Ordering converted to RING\n", "Ordering converted to RING\n", "Ordering converted to RING\n" ] } ], "source": [ "foregrounds_cmb = hp.ma(hp.read_map(filename, (0,1,2)))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "maps = [each + foregrounds_cmb for each in maps]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(maps[0][1], min=-20, max=20, title=\"EE map with foregrounds: \" + channel.tag, unit=\"uK_CMB\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Simons Obs MBS", "language": "python", "name": "sobs-mbs" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }